2020-10-18 18:36:46,246 - 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 18:36:46,247 - mmaction - INFO - Distributed training: True 2020-10-18 18:36:46,247 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/omnisource/iv/slowonly_8x8_iv.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' iv_root = 'omnisource/insvideo' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_iv = 'data/omnisource/iv_top1_wodup.txt' ann_file_val = 'data/k200/k200_val_list.txt' ann_file_test = 'data/k200/k200_val_list.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_kinetics_pipeline = [ dict(type='SampleFrames', clip_len=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_iv_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict(type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='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='VideoDataset', ann_file=ann_file_iv, data_prefix=iv_root, pipeline=train_iv_pipeline, num_classes=200, sample_by_class=True, power=0.5)], val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.3, 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_iv' load_from = None resume_from = None find_unused_parameters = False 2020-10-18 18:37:09,221 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-204, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/slowonly_8x8_iv 2020-10-18 18:37:09,223 - mmaction - INFO - workflow: [('train', 8)], max: 256 epochs 2020-10-18 18:41:13,749 - mmaction - INFO - Epoch [1][20/396] lr: 3.000e-01, eta: 1 day, 1:51:08, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.0146, top5_acc: 0.0612, loss_cls: 5.6668, loss: 5.6668, grad_norm: 1.0091, top1_acc/aux0: 0.0151, top5_acc/aux0: 0.0617, loss_cls/aux0: 5.6716, loss/aux0: 5.6716 2020-10-18 18:41:14,670 - mmaction - INFO - Epoch [1][20/396] lr: 3.000e-01, eta: 2 days, 3:48:10, time: 0.922, data_time: 0.004, memory: 8466, top1_acc: 0.0146, top5_acc: 0.0612, loss_cls: 5.6668, loss: 5.6668, grad_norm: 0.9883, top1_acc/aux0: 0.0156, top5_acc/aux0: 0.0628, loss_cls/aux0: 5.6486, loss/aux0: 5.6486 2020-10-18 18:41:50,681 - mmaction - INFO - Epoch [1][40/396] lr: 3.000e-01, eta: 1 day, 14:52:17, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.0188, top5_acc: 0.0674, loss_cls: 5.2005, loss: 5.2005, grad_norm: 0.7720, top1_acc/aux0: 0.0203, top5_acc/aux0: 0.0888, loss_cls/aux0: 5.1415, loss/aux0: 5.1415 2020-10-18 18:41:51,650 - mmaction - INFO - Epoch [1][40/396] lr: 3.000e-01, eta: 2 days, 3:54:54, time: 0.927, data_time: 0.005, memory: 8466, top1_acc: 0.0188, top5_acc: 0.0674, loss_cls: 5.2005, loss: 5.2005, grad_norm: 0.7694, top1_acc/aux0: 0.0203, top5_acc/aux0: 0.0893, loss_cls/aux0: 5.1341, loss/aux0: 5.1341 2020-10-18 18:42:27,648 - mmaction - INFO - Epoch [1][60/396] lr: 3.000e-01, eta: 1 day, 19:15:56, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.0216, top5_acc: 0.0818, loss_cls: 5.1188, loss: 5.1188, grad_norm: 0.6917, top1_acc/aux0: 0.0289, top5_acc/aux0: 0.1068, loss_cls/aux0: 5.0194, loss/aux0: 5.0194 2020-10-18 18:42:28,600 - mmaction - INFO - Epoch [1][60/396] lr: 3.000e-01, eta: 2 days, 3:57:05, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.0216, top5_acc: 0.0818, loss_cls: 5.1188, loss: 5.1188, grad_norm: 0.6925, top1_acc/aux0: 0.0292, top5_acc/aux0: 0.1081, loss_cls/aux0: 5.0161, loss/aux0: 5.0161 2020-10-18 18:43:04,983 - mmaction - INFO - Epoch [1][80/396] lr: 3.000e-01, eta: 1 day, 21:30:31, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.0237, top5_acc: 0.0898, loss_cls: 5.0416, loss: 5.0416, grad_norm: 0.5990, top1_acc/aux0: 0.0276, top5_acc/aux0: 0.1208, loss_cls/aux0: 4.9326, loss/aux0: 4.9326 2020-10-18 18:43:05,921 - mmaction - INFO - Epoch [1][80/396] lr: 3.000e-01, eta: 2 days, 4:04:52, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.0237, top5_acc: 0.0898, loss_cls: 5.0416, loss: 5.0416, grad_norm: 0.5981, top1_acc/aux0: 0.0281, top5_acc/aux0: 0.1206, loss_cls/aux0: 4.9266, loss/aux0: 4.9266 2020-10-18 18:43:42,043 - mmaction - INFO - Epoch [1][100/396] lr: 3.000e-01, eta: 1 day, 22:52:43, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.0263, top5_acc: 0.0977, loss_cls: 5.0010, loss: 5.0010, grad_norm: 0.5838, top1_acc/aux0: 0.0279, top5_acc/aux0: 0.1125, loss_cls/aux0: 4.8827, loss/aux0: 4.8827 2020-10-18 18:43:43,024 - mmaction - INFO - Epoch [1][100/396] lr: 3.000e-01, eta: 2 days, 4:07:06, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.0263, top5_acc: 0.0977, loss_cls: 5.0010, loss: 5.0010, grad_norm: 0.5880, top1_acc/aux0: 0.0266, top5_acc/aux0: 0.1138, loss_cls/aux0: 4.8787, loss/aux0: 4.8787 2020-10-18 18:44:19,235 - mmaction - INFO - Epoch [1][120/396] lr: 3.000e-01, eta: 1 day, 23:47:01, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.0240, top5_acc: 0.1060, loss_cls: 4.9449, loss: 4.9449, grad_norm: 0.5751, top1_acc/aux0: 0.0344, top5_acc/aux0: 0.1362, loss_cls/aux0: 4.8283, loss/aux0: 4.8283 2020-10-18 18:44:20,165 - mmaction - INFO - Epoch [1][120/396] lr: 3.000e-01, eta: 2 days, 4:08:42, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.0240, top5_acc: 0.1060, loss_cls: 4.9449, loss: 4.9449, grad_norm: 0.5756, top1_acc/aux0: 0.0346, top5_acc/aux0: 0.1349, loss_cls/aux0: 4.8322, loss/aux0: 4.8322 2020-10-18 18:44:56,656 - mmaction - INFO - Epoch [1][140/396] lr: 3.000e-01, eta: 2 days, 0:27:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.0302, top5_acc: 0.1104, loss_cls: 4.9157, loss: 4.9157, grad_norm: 0.5778, top1_acc/aux0: 0.0396, top5_acc/aux0: 0.1440, loss_cls/aux0: 4.8016, loss/aux0: 4.8016 2020-10-18 18:44:57,599 - mmaction - INFO - Epoch [1][140/396] lr: 3.000e-01, eta: 2 days, 4:12:53, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.0302, top5_acc: 0.1104, loss_cls: 4.9157, loss: 4.9157, grad_norm: 0.5775, top1_acc/aux0: 0.0406, top5_acc/aux0: 0.1464, loss_cls/aux0: 4.7929, loss/aux0: 4.7929 2020-10-18 18:45:33,842 - mmaction - INFO - Epoch [1][160/396] lr: 3.000e-01, eta: 2 days, 0:56:42, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.0299, top5_acc: 0.1214, loss_cls: 4.8947, loss: 4.8947, grad_norm: 0.5832, top1_acc/aux0: 0.0409, top5_acc/aux0: 0.1648, loss_cls/aux0: 4.7555, loss/aux0: 4.7555 2020-10-18 18:45:34,773 - mmaction - INFO - Epoch [1][160/396] lr: 3.000e-01, eta: 2 days, 4:12:54, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.0299, top5_acc: 0.1214, loss_cls: 4.8947, loss: 4.8947, grad_norm: 0.5838, top1_acc/aux0: 0.0396, top5_acc/aux0: 0.1641, loss_cls/aux0: 4.7533, loss/aux0: 4.7533 2020-10-18 18:46:10,986 - mmaction - INFO - Epoch [1][180/396] lr: 3.000e-01, eta: 2 days, 1:18:05, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.0380, top5_acc: 0.1346, loss_cls: 4.8298, loss: 4.8298, grad_norm: 0.5820, top1_acc/aux0: 0.0497, top5_acc/aux0: 0.1651, loss_cls/aux0: 4.7146, loss/aux0: 4.7146 2020-10-18 18:46:11,951 - mmaction - INFO - Epoch [1][180/396] lr: 3.000e-01, eta: 2 days, 4:12:26, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.0380, top5_acc: 0.1346, loss_cls: 4.8298, loss: 4.8298, grad_norm: 0.5776, top1_acc/aux0: 0.0518, top5_acc/aux0: 0.1659, loss_cls/aux0: 4.7128, loss/aux0: 4.7128 2020-10-18 18:46:48,450 - mmaction - INFO - Epoch [1][200/396] lr: 3.000e-01, eta: 2 days, 1:35:58, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.0362, top5_acc: 0.1359, loss_cls: 4.8270, loss: 4.8270, grad_norm: 0.6078, top1_acc/aux0: 0.0565, top5_acc/aux0: 0.1758, loss_cls/aux0: 4.6709, loss/aux0: 4.6709 2020-10-18 18:46:49,385 - mmaction - INFO - Epoch [1][200/396] lr: 3.000e-01, eta: 2 days, 4:13:33, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.0362, top5_acc: 0.1359, loss_cls: 4.8270, loss: 4.8270, grad_norm: 0.6095, top1_acc/aux0: 0.0568, top5_acc/aux0: 0.1768, loss_cls/aux0: 4.6677, loss/aux0: 4.6677 2020-10-18 18:47:25,535 - mmaction - INFO - Epoch [1][220/396] lr: 3.000e-01, eta: 2 days, 1:50:12, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.0409, top5_acc: 0.1466, loss_cls: 4.7728, loss: 4.7728, grad_norm: 0.5970, top1_acc/aux0: 0.0531, top5_acc/aux0: 0.1841, loss_cls/aux0: 4.6285, loss/aux0: 4.6285 2020-10-18 18:47:26,507 - mmaction - INFO - Epoch [1][220/396] lr: 3.000e-01, eta: 2 days, 4:12:27, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.0409, top5_acc: 0.1466, loss_cls: 4.7728, loss: 4.7728, grad_norm: 0.6021, top1_acc/aux0: 0.0518, top5_acc/aux0: 0.1841, loss_cls/aux0: 4.6330, loss/aux0: 4.6330 2020-10-18 18:48:02,825 - mmaction - INFO - Epoch [1][240/396] lr: 3.000e-01, eta: 2 days, 2:01:36, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.0383, top5_acc: 0.1508, loss_cls: 4.7464, loss: 4.7464, grad_norm: 0.6250, top1_acc/aux0: 0.0513, top5_acc/aux0: 0.1885, loss_cls/aux0: 4.6065, loss/aux0: 4.6065 2020-10-18 18:48:03,755 - mmaction - INFO - Epoch [1][240/396] lr: 3.000e-01, eta: 2 days, 4:12:29, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.0383, top5_acc: 0.1508, loss_cls: 4.7464, loss: 4.7464, grad_norm: 0.6291, top1_acc/aux0: 0.0531, top5_acc/aux0: 0.1896, loss_cls/aux0: 4.6049, loss/aux0: 4.6049 2020-10-18 18:48:40,112 - mmaction - INFO - Epoch [1][260/396] lr: 3.000e-01, eta: 2 days, 2:11:14, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.0471, top5_acc: 0.1586, loss_cls: 4.7160, loss: 4.7160, grad_norm: 0.6307, top1_acc/aux0: 0.0542, top5_acc/aux0: 0.2005, loss_cls/aux0: 4.5792, loss/aux0: 4.5792 2020-10-18 18:48:41,045 - mmaction - INFO - Epoch [1][260/396] lr: 3.000e-01, eta: 2 days, 4:11:42, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.0471, top5_acc: 0.1586, loss_cls: 4.7160, loss: 4.7160, grad_norm: 0.6244, top1_acc/aux0: 0.0529, top5_acc/aux0: 0.1995, loss_cls/aux0: 4.5795, loss/aux0: 4.5795 2020-10-18 18:49:17,344 - mmaction - INFO - Epoch [1][280/396] lr: 3.000e-01, eta: 2 days, 2:18:55, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.0474, top5_acc: 0.1625, loss_cls: 4.7042, loss: 4.7042, grad_norm: 0.6213, top1_acc/aux0: 0.0555, top5_acc/aux0: 0.2096, loss_cls/aux0: 4.5274, loss/aux0: 4.5274 2020-10-18 18:49:18,288 - mmaction - INFO - Epoch [1][280/396] lr: 3.000e-01, eta: 2 days, 4:10:43, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.0474, top5_acc: 0.1625, loss_cls: 4.7042, loss: 4.7042, grad_norm: 0.6196, top1_acc/aux0: 0.0557, top5_acc/aux0: 0.2117, loss_cls/aux0: 4.5218, loss/aux0: 4.5218 2020-10-18 18:49:54,625 - mmaction - INFO - Epoch [1][300/396] lr: 3.000e-01, eta: 2 days, 2:26:03, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.0479, top5_acc: 0.1776, loss_cls: 4.6474, loss: 4.6474, grad_norm: 0.6525, top1_acc/aux0: 0.0654, top5_acc/aux0: 0.2305, loss_cls/aux0: 4.4633, loss/aux0: 4.4633 2020-10-18 18:49:55,589 - mmaction - INFO - Epoch [1][300/396] lr: 3.000e-01, eta: 2 days, 4:10:53, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.0479, top5_acc: 0.1776, loss_cls: 4.6474, loss: 4.6474, grad_norm: 0.6559, top1_acc/aux0: 0.0654, top5_acc/aux0: 0.2297, loss_cls/aux0: 4.4625, loss/aux0: 4.4625 2020-10-18 18:50:32,031 - mmaction - INFO - Epoch [1][320/396] lr: 3.000e-01, eta: 2 days, 2:33:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.0568, top5_acc: 0.1789, loss_cls: 4.6058, loss: 4.6058, grad_norm: 0.6803, top1_acc/aux0: 0.0714, top5_acc/aux0: 0.2271, loss_cls/aux0: 4.4366, loss/aux0: 4.4366 2020-10-18 18:50:32,953 - mmaction - INFO - Epoch [1][320/396] lr: 3.000e-01, eta: 2 days, 4:11:43, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.0568, top5_acc: 0.1789, loss_cls: 4.6058, loss: 4.6058, grad_norm: 0.6789, top1_acc/aux0: 0.0721, top5_acc/aux0: 0.2279, loss_cls/aux0: 4.4336, loss/aux0: 4.4336 2020-10-18 18:51:09,229 - mmaction - INFO - Epoch [1][340/396] lr: 3.000e-01, eta: 2 days, 2:39:02, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.0604, top5_acc: 0.1932, loss_cls: 4.5871, loss: 4.5871, grad_norm: 0.6462, top1_acc/aux0: 0.0755, top5_acc/aux0: 0.2357, loss_cls/aux0: 4.4182, loss/aux0: 4.4182 2020-10-18 18:51:10,174 - mmaction - INFO - Epoch [1][340/396] lr: 3.000e-01, eta: 2 days, 4:11:16, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.0604, top5_acc: 0.1932, loss_cls: 4.5871, loss: 4.5871, grad_norm: 0.6481, top1_acc/aux0: 0.0747, top5_acc/aux0: 0.2375, loss_cls/aux0: 4.4137, loss/aux0: 4.4137 2020-10-18 18:51:46,470 - mmaction - INFO - Epoch [1][360/396] lr: 3.000e-01, eta: 2 days, 2:43:29, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.0724, top5_acc: 0.2023, loss_cls: 4.5248, loss: 4.5248, grad_norm: 0.6819, top1_acc/aux0: 0.0797, top5_acc/aux0: 0.2539, loss_cls/aux0: 4.3629, loss/aux0: 4.3629 2020-10-18 18:51:47,408 - mmaction - INFO - Epoch [1][360/396] lr: 3.000e-01, eta: 2 days, 4:10:18, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.0724, top5_acc: 0.2023, loss_cls: 4.5248, loss: 4.5248, grad_norm: 0.6824, top1_acc/aux0: 0.0820, top5_acc/aux0: 0.2542, loss_cls/aux0: 4.3614, loss/aux0: 4.3614 2020-10-18 18:52:23,728 - mmaction - INFO - Epoch [1][380/396] lr: 3.000e-01, eta: 2 days, 2:47:16, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.0628, top5_acc: 0.2076, loss_cls: 4.5037, loss: 4.5037, grad_norm: 0.6832, top1_acc/aux0: 0.0810, top5_acc/aux0: 0.2453, loss_cls/aux0: 4.3579, loss/aux0: 4.3579 2020-10-18 18:52:24,685 - mmaction - INFO - Epoch [1][380/396] lr: 3.000e-01, eta: 2 days, 4:09:47, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.0628, top5_acc: 0.2076, loss_cls: 4.5037, loss: 4.5037, grad_norm: 0.6849, top1_acc/aux0: 0.0805, top5_acc/aux0: 0.2461, loss_cls/aux0: 4.3573, loss/aux0: 4.3573 2020-10-18 18:57:03,931 - mmaction - INFO - Epoch [2][20/396] lr: 3.000e-01, eta: 2 days, 0:52:32, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.0695, top5_acc: 0.2146, loss_cls: 4.4592, loss: 4.4592, grad_norm: 0.6846, top1_acc/aux0: 0.0839, top5_acc/aux0: 0.2659, loss_cls/aux0: 4.2974, loss/aux0: 4.2974 2020-10-18 18:57:04,872 - mmaction - INFO - Epoch [2][20/396] lr: 3.000e-01, eta: 2 days, 2:07:30, time: 0.927, data_time: 0.005, memory: 8466, top1_acc: 0.0695, top5_acc: 0.2146, loss_cls: 4.4592, loss: 4.4592, grad_norm: 0.6859, top1_acc/aux0: 0.0836, top5_acc/aux0: 0.2638, loss_cls/aux0: 4.3019, loss/aux0: 4.3019 2020-10-18 18:57:41,331 - mmaction - INFO - Epoch [2][40/396] lr: 3.000e-01, eta: 2 days, 1:01:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.0781, top5_acc: 0.2250, loss_cls: 4.4488, loss: 4.4488, grad_norm: 0.6793, top1_acc/aux0: 0.0997, top5_acc/aux0: 0.2818, loss_cls/aux0: 4.2485, loss/aux0: 4.2485 2020-10-18 18:57:42,279 - mmaction - INFO - Epoch [2][40/396] lr: 3.000e-01, eta: 2 days, 2:13:14, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.0781, top5_acc: 0.2250, loss_cls: 4.4488, loss: 4.4488, grad_norm: 0.7029, top1_acc/aux0: 0.0990, top5_acc/aux0: 0.2836, loss_cls/aux0: 4.2438, loss/aux0: 4.2438 2020-10-18 18:58:18,708 - mmaction - INFO - Epoch [2][60/396] lr: 3.000e-01, eta: 2 days, 1:09:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.0701, top5_acc: 0.2312, loss_cls: 4.4249, loss: 4.4249, grad_norm: 0.6802, top1_acc/aux0: 0.0865, top5_acc/aux0: 0.2706, loss_cls/aux0: 4.2747, loss/aux0: 4.2747 2020-10-18 18:58:19,658 - mmaction - INFO - Epoch [2][60/396] lr: 3.000e-01, eta: 2 days, 2:19:07, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.0701, top5_acc: 0.2312, loss_cls: 4.4249, loss: 4.4249, grad_norm: 0.6768, top1_acc/aux0: 0.0901, top5_acc/aux0: 0.2745, loss_cls/aux0: 4.2655, loss/aux0: 4.2655 2020-10-18 18:58:56,072 - mmaction - INFO - Epoch [2][80/396] lr: 3.000e-01, eta: 2 days, 1:17:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.0836, top5_acc: 0.2409, loss_cls: 4.3641, loss: 4.3641, grad_norm: 0.6920, top1_acc/aux0: 0.0995, top5_acc/aux0: 0.2906, loss_cls/aux0: 4.2226, loss/aux0: 4.2226 2020-10-18 18:58:57,011 - mmaction - INFO - Epoch [2][80/396] lr: 3.000e-01, eta: 2 days, 2:23:37, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.0836, top5_acc: 0.2409, loss_cls: 4.3641, loss: 4.3641, grad_norm: 0.6893, top1_acc/aux0: 0.0979, top5_acc/aux0: 0.2862, loss_cls/aux0: 4.2352, loss/aux0: 4.2352 2020-10-18 18:59:33,325 - mmaction - INFO - Epoch [2][100/396] lr: 3.000e-01, eta: 2 days, 1:23:55, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.0810, top5_acc: 0.2357, loss_cls: 4.3819, loss: 4.3819, grad_norm: 0.6771, top1_acc/aux0: 0.0937, top5_acc/aux0: 0.2911, loss_cls/aux0: 4.2103, loss/aux0: 4.2103 2020-10-18 18:59:34,278 - mmaction - INFO - Epoch [2][100/396] lr: 3.000e-01, eta: 2 days, 2:26:53, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.0810, top5_acc: 0.2357, loss_cls: 4.3819, loss: 4.3819, grad_norm: 0.6771, top1_acc/aux0: 0.0935, top5_acc/aux0: 0.2943, loss_cls/aux0: 4.2026, loss/aux0: 4.2026 2020-10-18 19:00:10,612 - mmaction - INFO - Epoch [2][120/396] lr: 3.000e-01, eta: 2 days, 1:29:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.0872, top5_acc: 0.2594, loss_cls: 4.3174, loss: 4.3174, grad_norm: 0.7164, top1_acc/aux0: 0.0971, top5_acc/aux0: 0.3005, loss_cls/aux0: 4.1891, loss/aux0: 4.1891 2020-10-18 19:00:11,560 - mmaction - INFO - Epoch [2][120/396] lr: 3.000e-01, eta: 2 days, 2:30:56, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.0872, top5_acc: 0.2594, loss_cls: 4.3174, loss: 4.3174, grad_norm: 0.7164, top1_acc/aux0: 0.0956, top5_acc/aux0: 0.2982, loss_cls/aux0: 4.1934, loss/aux0: 4.1934 2020-10-18 19:00:48,035 - mmaction - INFO - Epoch [2][140/396] lr: 3.000e-01, eta: 2 days, 1:35:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.0836, top5_acc: 0.2427, loss_cls: 4.3503, loss: 4.3503, grad_norm: 0.6834, top1_acc/aux0: 0.0969, top5_acc/aux0: 0.2794, loss_cls/aux0: 4.2166, loss/aux0: 4.2166 2020-10-18 19:00:48,959 - mmaction - INFO - Epoch [2][140/396] lr: 3.000e-01, eta: 2 days, 2:34:41, time: 0.938, data_time: 0.005, memory: 8466, top1_acc: 0.0836, top5_acc: 0.2427, loss_cls: 4.3503, loss: 4.3503, grad_norm: 0.6819, top1_acc/aux0: 0.0982, top5_acc/aux0: 0.2826, loss_cls/aux0: 4.2091, loss/aux0: 4.2091 2020-10-18 19:01:25,387 - mmaction - INFO - Epoch [2][160/396] lr: 3.000e-01, eta: 2 days, 1:40:58, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.0893, top5_acc: 0.2609, loss_cls: 4.3031, loss: 4.3031, grad_norm: 0.7019, top1_acc/aux0: 0.1036, top5_acc/aux0: 0.3115, loss_cls/aux0: 4.1181, loss/aux0: 4.1181 2020-10-18 19:01:26,328 - mmaction - INFO - Epoch [2][160/396] lr: 3.000e-01, eta: 2 days, 2:37:06, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.0893, top5_acc: 0.2609, loss_cls: 4.3031, loss: 4.3031, grad_norm: 0.7024, top1_acc/aux0: 0.1042, top5_acc/aux0: 0.3096, loss_cls/aux0: 4.1220, loss/aux0: 4.1220 2020-10-18 19:02:02,935 - mmaction - INFO - Epoch [2][180/396] lr: 3.000e-01, eta: 2 days, 1:45:30, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.0878, top5_acc: 0.2570, loss_cls: 4.2876, loss: 4.2876, grad_norm: 0.6921, top1_acc/aux0: 0.1135, top5_acc/aux0: 0.3125, loss_cls/aux0: 4.1211, loss/aux0: 4.1211 2020-10-18 19:02:03,873 - mmaction - INFO - Epoch [2][180/396] lr: 3.000e-01, eta: 2 days, 2:40:02, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.0878, top5_acc: 0.2570, loss_cls: 4.2876, loss: 4.2876, grad_norm: 0.6959, top1_acc/aux0: 0.1135, top5_acc/aux0: 0.3151, loss_cls/aux0: 4.1145, loss/aux0: 4.1145 2020-10-18 19:02:40,271 - mmaction - INFO - Epoch [2][200/396] lr: 3.000e-01, eta: 2 days, 1:50:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.0906, top5_acc: 0.2690, loss_cls: 4.3019, loss: 4.3019, grad_norm: 0.7181, top1_acc/aux0: 0.1151, top5_acc/aux0: 0.3258, loss_cls/aux0: 4.0668, loss/aux0: 4.0668 2020-10-18 19:02:41,212 - mmaction - INFO - Epoch [2][200/396] lr: 3.000e-01, eta: 2 days, 2:42:45, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.0906, top5_acc: 0.2690, loss_cls: 4.3019, loss: 4.3019, grad_norm: 0.7173, top1_acc/aux0: 0.1138, top5_acc/aux0: 0.3245, loss_cls/aux0: 4.0680, loss/aux0: 4.0680 2020-10-18 19:03:17,857 - mmaction - INFO - Epoch [2][220/396] lr: 3.000e-01, eta: 2 days, 1:54:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.0849, top5_acc: 0.2682, loss_cls: 4.2590, loss: 4.2590, grad_norm: 0.7013, top1_acc/aux0: 0.1138, top5_acc/aux0: 0.3253, loss_cls/aux0: 4.0548, loss/aux0: 4.0548 2020-10-18 19:03:18,813 - mmaction - INFO - Epoch [2][220/396] lr: 3.000e-01, eta: 2 days, 2:45:39, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.0849, top5_acc: 0.2682, loss_cls: 4.2590, loss: 4.2590, grad_norm: 0.7005, top1_acc/aux0: 0.1159, top5_acc/aux0: 0.3253, loss_cls/aux0: 4.0517, loss/aux0: 4.0517 2020-10-18 19:03:55,273 - mmaction - INFO - Epoch [2][240/396] lr: 3.000e-01, eta: 2 days, 1:58:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.0964, top5_acc: 0.2628, loss_cls: 4.2833, loss: 4.2833, grad_norm: 0.7142, top1_acc/aux0: 0.1221, top5_acc/aux0: 0.3214, loss_cls/aux0: 4.0607, loss/aux0: 4.0607 2020-10-18 19:03:56,201 - mmaction - INFO - Epoch [2][240/396] lr: 3.000e-01, eta: 2 days, 2:47:56, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.0964, top5_acc: 0.2628, loss_cls: 4.2833, loss: 4.2833, grad_norm: 0.7133, top1_acc/aux0: 0.1224, top5_acc/aux0: 0.3229, loss_cls/aux0: 4.0531, loss/aux0: 4.0531 2020-10-18 19:04:32,803 - mmaction - INFO - Epoch [2][260/396] lr: 3.000e-01, eta: 2 days, 2:02:41, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.0945, top5_acc: 0.2784, loss_cls: 4.2122, loss: 4.2122, grad_norm: 0.7278, top1_acc/aux0: 0.1188, top5_acc/aux0: 0.3362, loss_cls/aux0: 4.0036, loss/aux0: 4.0036 2020-10-18 19:04:33,750 - mmaction - INFO - Epoch [2][260/396] lr: 3.000e-01, eta: 2 days, 2:51:04, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.0945, top5_acc: 0.2784, loss_cls: 4.2122, loss: 4.2122, grad_norm: 0.7296, top1_acc/aux0: 0.1177, top5_acc/aux0: 0.3357, loss_cls/aux0: 4.0110, loss/aux0: 4.0110 2020-10-18 19:05:10,199 - mmaction - INFO - Epoch [2][280/396] lr: 3.000e-01, eta: 2 days, 2:06:36, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.1010, top5_acc: 0.2839, loss_cls: 4.1852, loss: 4.1852, grad_norm: 0.7310, top1_acc/aux0: 0.1208, top5_acc/aux0: 0.3292, loss_cls/aux0: 4.0031, loss/aux0: 4.0031 2020-10-18 19:05:11,130 - mmaction - INFO - Epoch [2][280/396] lr: 3.000e-01, eta: 2 days, 2:53:06, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.1010, top5_acc: 0.2839, loss_cls: 4.1852, loss: 4.1852, grad_norm: 0.7332, top1_acc/aux0: 0.1221, top5_acc/aux0: 0.3310, loss_cls/aux0: 3.9935, loss/aux0: 3.9935 2020-10-18 19:05:47,720 - mmaction - INFO - Epoch [2][300/396] lr: 3.000e-01, eta: 2 days, 2:09:47, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1016, top5_acc: 0.2906, loss_cls: 4.1942, loss: 4.1942, grad_norm: 0.6980, top1_acc/aux0: 0.1224, top5_acc/aux0: 0.3359, loss_cls/aux0: 4.0149, loss/aux0: 4.0149 2020-10-18 19:05:48,689 - mmaction - INFO - Epoch [2][300/396] lr: 3.000e-01, eta: 2 days, 2:54:42, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.1016, top5_acc: 0.2906, loss_cls: 4.1942, loss: 4.1942, grad_norm: 0.6977, top1_acc/aux0: 0.1229, top5_acc/aux0: 0.3346, loss_cls/aux0: 4.0191, loss/aux0: 4.0191 2020-10-18 19:06:25,018 - mmaction - INFO - Epoch [2][320/396] lr: 3.000e-01, eta: 2 days, 2:12:30, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1073, top5_acc: 0.3057, loss_cls: 4.1483, loss: 4.1483, grad_norm: 0.7542, top1_acc/aux0: 0.1422, top5_acc/aux0: 0.3557, loss_cls/aux0: 3.9679, loss/aux0: 3.9679 2020-10-18 19:06:25,991 - mmaction - INFO - Epoch [2][320/396] lr: 3.000e-01, eta: 2 days, 2:56:17, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.1073, top5_acc: 0.3057, loss_cls: 4.1483, loss: 4.1483, grad_norm: 0.7555, top1_acc/aux0: 0.1414, top5_acc/aux0: 0.3549, loss_cls/aux0: 3.9725, loss/aux0: 3.9725 2020-10-18 19:07:02,418 - mmaction - INFO - Epoch [2][340/396] lr: 3.000e-01, eta: 2 days, 2:15:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.0971, top5_acc: 0.2870, loss_cls: 4.1763, loss: 4.1763, grad_norm: 0.7566, top1_acc/aux0: 0.1339, top5_acc/aux0: 0.3464, loss_cls/aux0: 3.9901, loss/aux0: 3.9901 2020-10-18 19:07:03,347 - mmaction - INFO - Epoch [2][340/396] lr: 3.000e-01, eta: 2 days, 2:58:04, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.0971, top5_acc: 0.2870, loss_cls: 4.1763, loss: 4.1763, grad_norm: 0.7567, top1_acc/aux0: 0.1318, top5_acc/aux0: 0.3438, loss_cls/aux0: 3.9953, loss/aux0: 3.9953 2020-10-18 19:07:39,792 - mmaction - INFO - Epoch [2][360/396] lr: 3.000e-01, eta: 2 days, 2:17:57, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1060, top5_acc: 0.2940, loss_cls: 4.1696, loss: 4.1696, grad_norm: 0.7527, top1_acc/aux0: 0.1271, top5_acc/aux0: 0.3518, loss_cls/aux0: 3.9693, loss/aux0: 3.9693 2020-10-18 19:07:40,723 - mmaction - INFO - Epoch [2][360/396] lr: 3.000e-01, eta: 2 days, 2:59:24, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.1060, top5_acc: 0.2940, loss_cls: 4.1696, loss: 4.1696, grad_norm: 0.7547, top1_acc/aux0: 0.1273, top5_acc/aux0: 0.3557, loss_cls/aux0: 3.9624, loss/aux0: 3.9624 2020-10-18 19:08:17,100 - mmaction - INFO - Epoch [2][380/396] lr: 3.000e-01, eta: 2 days, 2:20:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.1068, top5_acc: 0.3008, loss_cls: 4.1646, loss: 4.1646, grad_norm: 0.7530, top1_acc/aux0: 0.1255, top5_acc/aux0: 0.3651, loss_cls/aux0: 3.8966, loss/aux0: 3.8966 2020-10-18 19:08:18,027 - mmaction - INFO - Epoch [2][380/396] lr: 3.000e-01, eta: 2 days, 3:00:45, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.1068, top5_acc: 0.3008, loss_cls: 4.1646, loss: 4.1646, grad_norm: 0.7592, top1_acc/aux0: 0.1273, top5_acc/aux0: 0.3659, loss_cls/aux0: 3.8915, loss/aux0: 3.8915 2020-10-18 19:12:44,046 - mmaction - INFO - Epoch [3][20/396] lr: 3.000e-01, eta: 2 days, 1:21:52, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.1083, top5_acc: 0.2987, loss_cls: 4.1513, loss: 4.1513, grad_norm: 0.7474, top1_acc/aux0: 0.1338, top5_acc/aux0: 0.3544, loss_cls/aux0: 3.9563, loss/aux0: 3.9563 2020-10-18 19:12:44,998 - mmaction - INFO - Epoch [3][20/396] lr: 3.000e-01, eta: 2 days, 1:59:48, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.1083, top5_acc: 0.2987, loss_cls: 4.1513, loss: 4.1513, grad_norm: 0.7459, top1_acc/aux0: 0.1349, top5_acc/aux0: 0.3578, loss_cls/aux0: 3.9496, loss/aux0: 3.9496 2020-10-18 19:13:21,158 - mmaction - INFO - Epoch [3][40/396] lr: 3.000e-01, eta: 2 days, 1:24:21, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.1128, top5_acc: 0.3156, loss_cls: 4.0912, loss: 4.0912, grad_norm: 0.7477, top1_acc/aux0: 0.1451, top5_acc/aux0: 0.3844, loss_cls/aux0: 3.8625, loss/aux0: 3.8625 2020-10-18 19:13:22,085 - mmaction - INFO - Epoch [3][40/396] lr: 3.000e-01, eta: 2 days, 2:01:46, time: 0.929, data_time: 0.005, memory: 8466, top1_acc: 0.1128, top5_acc: 0.3156, loss_cls: 4.0912, loss: 4.0912, grad_norm: 0.7509, top1_acc/aux0: 0.1430, top5_acc/aux0: 0.3784, loss_cls/aux0: 3.8726, loss/aux0: 3.8726 2020-10-18 19:13:58,369 - mmaction - INFO - Epoch [3][60/396] lr: 3.000e-01, eta: 2 days, 1:27:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1229, top5_acc: 0.3102, loss_cls: 4.0958, loss: 4.0958, grad_norm: 0.7584, top1_acc/aux0: 0.1448, top5_acc/aux0: 0.3737, loss_cls/aux0: 3.8869, loss/aux0: 3.8869 2020-10-18 19:13:59,313 - mmaction - INFO - Epoch [3][60/396] lr: 3.000e-01, eta: 2 days, 2:04:26, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.1229, top5_acc: 0.3102, loss_cls: 4.0958, loss: 4.0958, grad_norm: 0.7577, top1_acc/aux0: 0.1477, top5_acc/aux0: 0.3773, loss_cls/aux0: 3.8788, loss/aux0: 3.8788 2020-10-18 19:14:35,433 - mmaction - INFO - Epoch [3][80/396] lr: 3.000e-01, eta: 2 days, 1:30:26, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.1273, top5_acc: 0.3167, loss_cls: 4.0654, loss: 4.0654, grad_norm: 0.7567, top1_acc/aux0: 0.1417, top5_acc/aux0: 0.3755, loss_cls/aux0: 3.8818, loss/aux0: 3.8818 2020-10-18 19:14:36,447 - mmaction - INFO - Epoch [3][80/396] lr: 3.000e-01, eta: 2 days, 2:06:08, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.1273, top5_acc: 0.3167, loss_cls: 4.0654, loss: 4.0654, grad_norm: 0.7556, top1_acc/aux0: 0.1393, top5_acc/aux0: 0.3747, loss_cls/aux0: 3.8893, loss/aux0: 3.8893 2020-10-18 19:15:12,949 - mmaction - INFO - Epoch [3][100/396] lr: 3.000e-01, eta: 2 days, 1:33:13, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.1229, top5_acc: 0.3221, loss_cls: 4.0463, loss: 4.0463, grad_norm: 0.7773, top1_acc/aux0: 0.1536, top5_acc/aux0: 0.3904, loss_cls/aux0: 3.8213, loss/aux0: 3.8213 2020-10-18 19:15:13,940 - mmaction - INFO - Epoch [3][100/396] lr: 3.000e-01, eta: 2 days, 2:08:25, time: 0.938, data_time: 0.005, memory: 8466, top1_acc: 0.1229, top5_acc: 0.3221, loss_cls: 4.0463, loss: 4.0463, grad_norm: 0.7811, top1_acc/aux0: 0.1544, top5_acc/aux0: 0.3883, loss_cls/aux0: 3.8175, loss/aux0: 3.8175 2020-10-18 19:15:50,452 - mmaction - INFO - Epoch [3][120/396] lr: 3.000e-01, eta: 2 days, 1:36:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.1279, top5_acc: 0.3323, loss_cls: 4.0155, loss: 4.0155, grad_norm: 0.7643, top1_acc/aux0: 0.1432, top5_acc/aux0: 0.3820, loss_cls/aux0: 3.8405, loss/aux0: 3.8405 2020-10-18 19:15:51,385 - mmaction - INFO - Epoch [3][120/396] lr: 3.000e-01, eta: 2 days, 2:10:15, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.1279, top5_acc: 0.3323, loss_cls: 4.0155, loss: 4.0155, grad_norm: 0.7646, top1_acc/aux0: 0.1440, top5_acc/aux0: 0.3841, loss_cls/aux0: 3.8381, loss/aux0: 3.8381 2020-10-18 19:16:27,648 - mmaction - INFO - Epoch [3][140/396] lr: 3.000e-01, eta: 2 days, 1:38:23, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.1211, top5_acc: 0.3206, loss_cls: 4.0586, loss: 4.0586, grad_norm: 0.7871, top1_acc/aux0: 0.1487, top5_acc/aux0: 0.3773, loss_cls/aux0: 3.8365, loss/aux0: 3.8365 2020-10-18 19:16:28,584 - mmaction - INFO - Epoch [3][140/396] lr: 3.000e-01, eta: 2 days, 2:11:44, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.1211, top5_acc: 0.3206, loss_cls: 4.0586, loss: 4.0586, grad_norm: 0.7846, top1_acc/aux0: 0.1479, top5_acc/aux0: 0.3781, loss_cls/aux0: 3.8307, loss/aux0: 3.8307 2020-10-18 19:17:05,150 - mmaction - INFO - Epoch [3][160/396] lr: 3.000e-01, eta: 2 days, 1:41:01, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.1266, top5_acc: 0.3474, loss_cls: 3.9971, loss: 3.9971, grad_norm: 0.7808, top1_acc/aux0: 0.1503, top5_acc/aux0: 0.3922, loss_cls/aux0: 3.8237, loss/aux0: 3.8237 2020-10-18 19:17:06,082 - mmaction - INFO - Epoch [3][160/396] lr: 3.000e-01, eta: 2 days, 2:14:15, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.1266, top5_acc: 0.3474, loss_cls: 3.9971, loss: 3.9971, grad_norm: 0.7826, top1_acc/aux0: 0.1490, top5_acc/aux0: 0.3896, loss_cls/aux0: 3.8388, loss/aux0: 3.8388 2020-10-18 19:17:42,469 - mmaction - INFO - Epoch [3][180/396] lr: 3.000e-01, eta: 2 days, 1:43:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1237, top5_acc: 0.3435, loss_cls: 4.0060, loss: 4.0060, grad_norm: 0.7932, top1_acc/aux0: 0.1477, top5_acc/aux0: 0.4060, loss_cls/aux0: 3.7693, loss/aux0: 3.7693 2020-10-18 19:17:43,392 - mmaction - INFO - Epoch [3][180/396] lr: 3.000e-01, eta: 2 days, 2:16:05, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.1237, top5_acc: 0.3435, loss_cls: 4.0060, loss: 4.0060, grad_norm: 0.7924, top1_acc/aux0: 0.1529, top5_acc/aux0: 0.4109, loss_cls/aux0: 3.7510, loss/aux0: 3.7510 2020-10-18 19:18:19,904 - mmaction - INFO - Epoch [3][200/396] lr: 3.000e-01, eta: 2 days, 1:46:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.1326, top5_acc: 0.3451, loss_cls: 3.9837, loss: 3.9837, grad_norm: 0.7839, top1_acc/aux0: 0.1573, top5_acc/aux0: 0.3995, loss_cls/aux0: 3.7660, loss/aux0: 3.7660 2020-10-18 19:18:20,848 - mmaction - INFO - Epoch [3][200/396] lr: 3.000e-01, eta: 2 days, 2:17:45, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.1326, top5_acc: 0.3451, loss_cls: 3.9837, loss: 3.9837, grad_norm: 0.7883, top1_acc/aux0: 0.1521, top5_acc/aux0: 0.3961, loss_cls/aux0: 3.7744, loss/aux0: 3.7744 2020-10-18 19:18:57,241 - mmaction - INFO - Epoch [3][220/396] lr: 3.000e-01, eta: 2 days, 1:48:16, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.1286, top5_acc: 0.3393, loss_cls: 3.9751, loss: 3.9751, grad_norm: 0.7819, top1_acc/aux0: 0.1586, top5_acc/aux0: 0.4109, loss_cls/aux0: 3.7557, loss/aux0: 3.7557 2020-10-18 19:18:58,206 - mmaction - INFO - Epoch [3][220/396] lr: 3.000e-01, eta: 2 days, 2:19:06, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.1286, top5_acc: 0.3393, loss_cls: 3.9751, loss: 3.9751, grad_norm: 0.7777, top1_acc/aux0: 0.1591, top5_acc/aux0: 0.4122, loss_cls/aux0: 3.7534, loss/aux0: 3.7534 2020-10-18 19:19:34,478 - mmaction - INFO - Epoch [3][240/396] lr: 3.000e-01, eta: 2 days, 1:50:12, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.1258, top5_acc: 0.3414, loss_cls: 3.9660, loss: 3.9660, grad_norm: 0.7867, top1_acc/aux0: 0.1635, top5_acc/aux0: 0.4159, loss_cls/aux0: 3.7487, loss/aux0: 3.7487 2020-10-18 19:19:35,408 - mmaction - INFO - Epoch [3][240/396] lr: 3.000e-01, eta: 2 days, 2:20:28, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.1258, top5_acc: 0.3414, loss_cls: 3.9660, loss: 3.9660, grad_norm: 0.7857, top1_acc/aux0: 0.1641, top5_acc/aux0: 0.4143, loss_cls/aux0: 3.7526, loss/aux0: 3.7526 2020-10-18 19:20:12,038 - mmaction - INFO - Epoch [3][260/396] lr: 3.000e-01, eta: 2 days, 1:52:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1297, top5_acc: 0.3513, loss_cls: 3.9439, loss: 3.9439, grad_norm: 0.7960, top1_acc/aux0: 0.1602, top5_acc/aux0: 0.4112, loss_cls/aux0: 3.7436, loss/aux0: 3.7436 2020-10-18 19:20:12,977 - mmaction - INFO - Epoch [3][260/396] lr: 3.000e-01, eta: 2 days, 2:22:09, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.1297, top5_acc: 0.3513, loss_cls: 3.9439, loss: 3.9439, grad_norm: 0.7953, top1_acc/aux0: 0.1628, top5_acc/aux0: 0.4141, loss_cls/aux0: 3.7414, loss/aux0: 3.7414 2020-10-18 19:20:49,392 - mmaction - INFO - Epoch [3][280/396] lr: 3.000e-01, eta: 2 days, 1:54:07, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.1370, top5_acc: 0.3510, loss_cls: 3.9460, loss: 3.9460, grad_norm: 0.8033, top1_acc/aux0: 0.1753, top5_acc/aux0: 0.4221, loss_cls/aux0: 3.7004, loss/aux0: 3.7004 2020-10-18 19:20:50,336 - mmaction - INFO - Epoch [3][280/396] lr: 3.000e-01, eta: 2 days, 2:23:07, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.1370, top5_acc: 0.3510, loss_cls: 3.9460, loss: 3.9460, grad_norm: 0.8016, top1_acc/aux0: 0.1734, top5_acc/aux0: 0.4219, loss_cls/aux0: 3.6975, loss/aux0: 3.6975 2020-10-18 19:21:26,575 - mmaction - INFO - Epoch [3][300/396] lr: 3.000e-01, eta: 2 days, 1:55:35, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.1284, top5_acc: 0.3346, loss_cls: 3.9603, loss: 3.9603, grad_norm: 0.8035, top1_acc/aux0: 0.1753, top5_acc/aux0: 0.4247, loss_cls/aux0: 3.6917, loss/aux0: 3.6917 2020-10-18 19:21:27,542 - mmaction - INFO - Epoch [3][300/396] lr: 3.000e-01, eta: 2 days, 2:24:06, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.1284, top5_acc: 0.3346, loss_cls: 3.9603, loss: 3.9603, grad_norm: 0.8078, top1_acc/aux0: 0.1766, top5_acc/aux0: 0.4253, loss_cls/aux0: 3.6848, loss/aux0: 3.6848 2020-10-18 19:22:03,933 - mmaction - INFO - Epoch [3][320/396] lr: 3.000e-01, eta: 2 days, 1:57:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.1359, top5_acc: 0.3602, loss_cls: 3.9145, loss: 3.9145, grad_norm: 0.8202, top1_acc/aux0: 0.1698, top5_acc/aux0: 0.4328, loss_cls/aux0: 3.6535, loss/aux0: 3.6535 2020-10-18 19:22:04,899 - mmaction - INFO - Epoch [3][320/396] lr: 3.000e-01, eta: 2 days, 2:25:08, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.1359, top5_acc: 0.3602, loss_cls: 3.9145, loss: 3.9145, grad_norm: 0.8202, top1_acc/aux0: 0.1690, top5_acc/aux0: 0.4365, loss_cls/aux0: 3.6532, loss/aux0: 3.6532 2020-10-18 19:22:41,575 - mmaction - INFO - Epoch [3][340/396] lr: 3.000e-01, eta: 2 days, 1:58:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.1469, top5_acc: 0.3661, loss_cls: 3.8970, loss: 3.8970, grad_norm: 0.8104, top1_acc/aux0: 0.1799, top5_acc/aux0: 0.4411, loss_cls/aux0: 3.6428, loss/aux0: 3.6428 2020-10-18 19:22:42,527 - mmaction - INFO - Epoch [3][340/396] lr: 3.000e-01, eta: 2 days, 2:26:45, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.1469, top5_acc: 0.3661, loss_cls: 3.8970, loss: 3.8970, grad_norm: 0.8128, top1_acc/aux0: 0.1784, top5_acc/aux0: 0.4370, loss_cls/aux0: 3.6469, loss/aux0: 3.6469 2020-10-18 19:23:19,196 - mmaction - INFO - Epoch [3][360/396] lr: 3.000e-01, eta: 2 days, 2:01:05, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.1427, top5_acc: 0.3620, loss_cls: 3.9241, loss: 3.9241, grad_norm: 0.8449, top1_acc/aux0: 0.1714, top5_acc/aux0: 0.4406, loss_cls/aux0: 3.6300, loss/aux0: 3.6300 2020-10-18 19:23:20,161 - mmaction - INFO - Epoch [3][360/396] lr: 3.000e-01, eta: 2 days, 2:28:24, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.1427, top5_acc: 0.3620, loss_cls: 3.9241, loss: 3.9241, grad_norm: 0.8402, top1_acc/aux0: 0.1724, top5_acc/aux0: 0.4401, loss_cls/aux0: 3.6263, loss/aux0: 3.6263 2020-10-18 19:23:56,565 - mmaction - INFO - Epoch [3][380/396] lr: 3.000e-01, eta: 2 days, 2:02:44, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1435, top5_acc: 0.3667, loss_cls: 3.8913, loss: 3.8913, grad_norm: 0.8321, top1_acc/aux0: 0.1719, top5_acc/aux0: 0.4375, loss_cls/aux0: 3.6262, loss/aux0: 3.6262 2020-10-18 19:23:57,514 - mmaction - INFO - Epoch [3][380/396] lr: 3.000e-01, eta: 2 days, 2:29:23, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.1435, top5_acc: 0.3667, loss_cls: 3.8913, loss: 3.8913, grad_norm: 0.8359, top1_acc/aux0: 0.1724, top5_acc/aux0: 0.4383, loss_cls/aux0: 3.6349, loss/aux0: 3.6349 2020-10-18 19:28:33,987 - mmaction - INFO - Epoch [4][20/396] lr: 2.999e-01, eta: 2 days, 1:23:28, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.1531, top5_acc: 0.3805, loss_cls: 3.8237, loss: 3.8237, grad_norm: 0.8405, top1_acc/aux0: 0.1779, top5_acc/aux0: 0.4441, loss_cls/aux0: 3.6221, loss/aux0: 3.6221 2020-10-18 19:28:34,914 - mmaction - INFO - Epoch [4][20/396] lr: 2.999e-01, eta: 2 days, 1:48:57, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.1531, top5_acc: 0.3805, loss_cls: 3.8237, loss: 3.8237, grad_norm: 0.8423, top1_acc/aux0: 0.1797, top5_acc/aux0: 0.4445, loss_cls/aux0: 3.6155, loss/aux0: 3.6155 2020-10-18 19:29:11,190 - mmaction - INFO - Epoch [4][40/396] lr: 2.999e-01, eta: 2 days, 1:24:51, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.1383, top5_acc: 0.3745, loss_cls: 3.8729, loss: 3.8729, grad_norm: 0.8403, top1_acc/aux0: 0.1911, top5_acc/aux0: 0.4581, loss_cls/aux0: 3.5612, loss/aux0: 3.5612 2020-10-18 19:29:12,122 - mmaction - INFO - Epoch [4][40/396] lr: 2.999e-01, eta: 2 days, 1:50:00, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.1383, top5_acc: 0.3745, loss_cls: 3.8729, loss: 3.8729, grad_norm: 0.8437, top1_acc/aux0: 0.1914, top5_acc/aux0: 0.4589, loss_cls/aux0: 3.5686, loss/aux0: 3.5686 2020-10-18 19:29:48,661 - mmaction - INFO - Epoch [4][60/396] lr: 2.999e-01, eta: 2 days, 1:26:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1552, top5_acc: 0.3799, loss_cls: 3.8310, loss: 3.8310, grad_norm: 0.8505, top1_acc/aux0: 0.1948, top5_acc/aux0: 0.4542, loss_cls/aux0: 3.5633, loss/aux0: 3.5633 2020-10-18 19:29:49,611 - mmaction - INFO - Epoch [4][60/396] lr: 2.999e-01, eta: 2 days, 1:51:29, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.1552, top5_acc: 0.3799, loss_cls: 3.8310, loss: 3.8310, grad_norm: 0.8508, top1_acc/aux0: 0.1951, top5_acc/aux0: 0.4539, loss_cls/aux0: 3.5556, loss/aux0: 3.5556 2020-10-18 19:30:25,935 - mmaction - INFO - Epoch [4][80/396] lr: 2.999e-01, eta: 2 days, 1:28:16, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1583, top5_acc: 0.3815, loss_cls: 3.8324, loss: 3.8324, grad_norm: 0.8332, top1_acc/aux0: 0.1914, top5_acc/aux0: 0.4573, loss_cls/aux0: 3.5502, loss/aux0: 3.5502 2020-10-18 19:30:26,911 - mmaction - INFO - Epoch [4][80/396] lr: 2.999e-01, eta: 2 days, 1:52:57, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.1583, top5_acc: 0.3815, loss_cls: 3.8324, loss: 3.8324, grad_norm: 0.8350, top1_acc/aux0: 0.1883, top5_acc/aux0: 0.4539, loss_cls/aux0: 3.5662, loss/aux0: 3.5662 2020-10-18 19:31:03,048 - mmaction - INFO - Epoch [4][100/396] lr: 2.999e-01, eta: 2 days, 1:29:53, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.1464, top5_acc: 0.3901, loss_cls: 3.8249, loss: 3.8249, grad_norm: 0.8124, top1_acc/aux0: 0.1911, top5_acc/aux0: 0.4414, loss_cls/aux0: 3.5772, loss/aux0: 3.5772 2020-10-18 19:31:03,978 - mmaction - INFO - Epoch [4][100/396] lr: 2.999e-01, eta: 2 days, 1:53:54, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.1464, top5_acc: 0.3901, loss_cls: 3.8249, loss: 3.8249, grad_norm: 0.8084, top1_acc/aux0: 0.1932, top5_acc/aux0: 0.4456, loss_cls/aux0: 3.5583, loss/aux0: 3.5583 2020-10-18 19:31:40,564 - mmaction - INFO - Epoch [4][120/396] lr: 2.999e-01, eta: 2 days, 1:31:12, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.1508, top5_acc: 0.3854, loss_cls: 3.8239, loss: 3.8239, grad_norm: 0.8359, top1_acc/aux0: 0.1932, top5_acc/aux0: 0.4581, loss_cls/aux0: 3.5574, loss/aux0: 3.5574 2020-10-18 19:31:41,498 - mmaction - INFO - Epoch [4][120/396] lr: 2.999e-01, eta: 2 days, 1:54:55, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.1508, top5_acc: 0.3854, loss_cls: 3.8239, loss: 3.8239, grad_norm: 0.8327, top1_acc/aux0: 0.1909, top5_acc/aux0: 0.4534, loss_cls/aux0: 3.5718, loss/aux0: 3.5718 2020-10-18 19:32:18,187 - mmaction - INFO - Epoch [4][140/396] lr: 2.999e-01, eta: 2 days, 1:32:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.1549, top5_acc: 0.3846, loss_cls: 3.7983, loss: 3.7983, grad_norm: 0.8503, top1_acc/aux0: 0.2000, top5_acc/aux0: 0.4529, loss_cls/aux0: 3.5538, loss/aux0: 3.5538 2020-10-18 19:32:19,132 - mmaction - INFO - Epoch [4][140/396] lr: 2.999e-01, eta: 2 days, 1:56:02, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.1549, top5_acc: 0.3846, loss_cls: 3.7983, loss: 3.7983, grad_norm: 0.8521, top1_acc/aux0: 0.1997, top5_acc/aux0: 0.4542, loss_cls/aux0: 3.5485, loss/aux0: 3.5485 2020-10-18 19:32:55,562 - mmaction - INFO - Epoch [4][160/396] lr: 2.999e-01, eta: 2 days, 1:34:07, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.1542, top5_acc: 0.3906, loss_cls: 3.7600, loss: 3.7600, grad_norm: 0.8492, top1_acc/aux0: 0.2049, top5_acc/aux0: 0.4758, loss_cls/aux0: 3.4801, loss/aux0: 3.4801 2020-10-18 19:32:56,505 - mmaction - INFO - Epoch [4][160/396] lr: 2.999e-01, eta: 2 days, 1:57:16, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.1542, top5_acc: 0.3906, loss_cls: 3.7600, loss: 3.7600, grad_norm: 0.8457, top1_acc/aux0: 0.2063, top5_acc/aux0: 0.4781, loss_cls/aux0: 3.4785, loss/aux0: 3.4785 2020-10-18 19:33:32,995 - mmaction - INFO - Epoch [4][180/396] lr: 2.999e-01, eta: 2 days, 1:35:37, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.1549, top5_acc: 0.3857, loss_cls: 3.7874, loss: 3.7874, grad_norm: 0.8395, top1_acc/aux0: 0.2036, top5_acc/aux0: 0.4734, loss_cls/aux0: 3.4755, loss/aux0: 3.4755 2020-10-18 19:33:33,923 - mmaction - INFO - Epoch [4][180/396] lr: 2.999e-01, eta: 2 days, 1:58:23, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.1549, top5_acc: 0.3857, loss_cls: 3.7874, loss: 3.7874, grad_norm: 0.8415, top1_acc/aux0: 0.2042, top5_acc/aux0: 0.4727, loss_cls/aux0: 3.4745, loss/aux0: 3.4745 2020-10-18 19:34:10,208 - mmaction - INFO - Epoch [4][200/396] lr: 2.999e-01, eta: 2 days, 1:36:53, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.1568, top5_acc: 0.4026, loss_cls: 3.7613, loss: 3.7613, grad_norm: 0.8746, top1_acc/aux0: 0.1909, top5_acc/aux0: 0.4568, loss_cls/aux0: 3.5085, loss/aux0: 3.5085 2020-10-18 19:34:11,173 - mmaction - INFO - Epoch [4][200/396] lr: 2.999e-01, eta: 2 days, 1:59:14, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.1568, top5_acc: 0.4026, loss_cls: 3.7613, loss: 3.7613, grad_norm: 0.8719, top1_acc/aux0: 0.1911, top5_acc/aux0: 0.4602, loss_cls/aux0: 3.5016, loss/aux0: 3.5016 2020-10-18 19:34:47,547 - mmaction - INFO - Epoch [4][220/396] lr: 2.999e-01, eta: 2 days, 1:38:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1526, top5_acc: 0.3854, loss_cls: 3.7738, loss: 3.7738, grad_norm: 0.8448, top1_acc/aux0: 0.2076, top5_acc/aux0: 0.4672, loss_cls/aux0: 3.4931, loss/aux0: 3.4931 2020-10-18 19:34:48,494 - mmaction - INFO - Epoch [4][220/396] lr: 2.999e-01, eta: 2 days, 2:00:25, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.1526, top5_acc: 0.3854, loss_cls: 3.7738, loss: 3.7738, grad_norm: 0.8462, top1_acc/aux0: 0.2076, top5_acc/aux0: 0.4635, loss_cls/aux0: 3.5020, loss/aux0: 3.5020 2020-10-18 19:35:24,939 - mmaction - INFO - Epoch [4][240/396] lr: 2.999e-01, eta: 2 days, 1:39:46, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1661, top5_acc: 0.4016, loss_cls: 3.7684, loss: 3.7684, grad_norm: 0.8587, top1_acc/aux0: 0.2044, top5_acc/aux0: 0.4674, loss_cls/aux0: 3.4804, loss/aux0: 3.4804 2020-10-18 19:35:25,875 - mmaction - INFO - Epoch [4][240/396] lr: 2.999e-01, eta: 2 days, 2:01:46, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.1661, top5_acc: 0.4016, loss_cls: 3.7684, loss: 3.7684, grad_norm: 0.8570, top1_acc/aux0: 0.2031, top5_acc/aux0: 0.4693, loss_cls/aux0: 3.4711, loss/aux0: 3.4711 2020-10-18 19:36:02,383 - mmaction - INFO - Epoch [4][260/396] lr: 2.999e-01, eta: 2 days, 1:41:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.1651, top5_acc: 0.3997, loss_cls: 3.7498, loss: 3.7498, grad_norm: 0.8577, top1_acc/aux0: 0.2047, top5_acc/aux0: 0.4792, loss_cls/aux0: 3.4775, loss/aux0: 3.4775 2020-10-18 19:36:03,379 - mmaction - INFO - Epoch [4][260/396] lr: 2.999e-01, eta: 2 days, 2:03:02, time: 0.944, data_time: 0.006, memory: 8466, top1_acc: 0.1651, top5_acc: 0.3997, loss_cls: 3.7498, loss: 3.7498, grad_norm: 0.8583, top1_acc/aux0: 0.2078, top5_acc/aux0: 0.4784, loss_cls/aux0: 3.4829, loss/aux0: 3.4829 2020-10-18 19:36:39,741 - mmaction - INFO - Epoch [4][280/396] lr: 2.999e-01, eta: 2 days, 1:42:33, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.1568, top5_acc: 0.3997, loss_cls: 3.7563, loss: 3.7563, grad_norm: 0.8776, top1_acc/aux0: 0.2047, top5_acc/aux0: 0.4737, loss_cls/aux0: 3.4682, loss/aux0: 3.4682 2020-10-18 19:36:40,718 - mmaction - INFO - Epoch [4][280/396] lr: 2.999e-01, eta: 2 days, 2:03:39, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.1568, top5_acc: 0.3997, loss_cls: 3.7563, loss: 3.7563, grad_norm: 0.8708, top1_acc/aux0: 0.2044, top5_acc/aux0: 0.4724, loss_cls/aux0: 3.4713, loss/aux0: 3.4713 2020-10-18 19:37:17,075 - mmaction - INFO - Epoch [4][300/396] lr: 2.999e-01, eta: 2 days, 1:43:28, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.1563, top5_acc: 0.3992, loss_cls: 3.7494, loss: 3.7494, grad_norm: 0.8622, top1_acc/aux0: 0.2096, top5_acc/aux0: 0.4680, loss_cls/aux0: 3.5050, loss/aux0: 3.5050 2020-10-18 19:37:18,014 - mmaction - INFO - Epoch [4][300/396] lr: 2.999e-01, eta: 2 days, 2:04:17, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.1563, top5_acc: 0.3992, loss_cls: 3.7494, loss: 3.7494, grad_norm: 0.8614, top1_acc/aux0: 0.2078, top5_acc/aux0: 0.4677, loss_cls/aux0: 3.5004, loss/aux0: 3.5004 2020-10-18 19:37:54,427 - mmaction - INFO - Epoch [4][320/396] lr: 2.999e-01, eta: 2 days, 1:44:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1630, top5_acc: 0.4060, loss_cls: 3.7275, loss: 3.7275, grad_norm: 0.8622, top1_acc/aux0: 0.2234, top5_acc/aux0: 0.4914, loss_cls/aux0: 3.3923, loss/aux0: 3.3923 2020-10-18 19:37:55,388 - mmaction - INFO - Epoch [4][320/396] lr: 2.999e-01, eta: 2 days, 2:05:16, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.1630, top5_acc: 0.4060, loss_cls: 3.7275, loss: 3.7275, grad_norm: 0.8606, top1_acc/aux0: 0.2232, top5_acc/aux0: 0.4924, loss_cls/aux0: 3.3920, loss/aux0: 3.3920 2020-10-18 19:38:31,913 - mmaction - INFO - Epoch [4][340/396] lr: 2.999e-01, eta: 2 days, 1:45:42, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.1628, top5_acc: 0.3966, loss_cls: 3.7507, loss: 3.7507, grad_norm: 0.8713, top1_acc/aux0: 0.2245, top5_acc/aux0: 0.5005, loss_cls/aux0: 3.3580, loss/aux0: 3.3580 2020-10-18 19:38:32,855 - mmaction - INFO - Epoch [4][340/396] lr: 2.999e-01, eta: 2 days, 2:06:07, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.1628, top5_acc: 0.3966, loss_cls: 3.7507, loss: 3.7507, grad_norm: 0.8762, top1_acc/aux0: 0.2281, top5_acc/aux0: 0.5039, loss_cls/aux0: 3.3477, loss/aux0: 3.3477 2020-10-18 19:39:09,123 - mmaction - INFO - Epoch [4][360/396] lr: 2.999e-01, eta: 2 days, 1:46:36, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.1706, top5_acc: 0.4154, loss_cls: 3.6636, loss: 3.6636, grad_norm: 0.8788, top1_acc/aux0: 0.2083, top5_acc/aux0: 0.4799, loss_cls/aux0: 3.4427, loss/aux0: 3.4427 2020-10-18 19:39:10,072 - mmaction - INFO - Epoch [4][360/396] lr: 2.999e-01, eta: 2 days, 2:06:30, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.1706, top5_acc: 0.4154, loss_cls: 3.6636, loss: 3.6636, grad_norm: 0.8784, top1_acc/aux0: 0.2060, top5_acc/aux0: 0.4812, loss_cls/aux0: 3.4417, loss/aux0: 3.4417 2020-10-18 19:39:46,603 - mmaction - INFO - Epoch [4][380/396] lr: 2.999e-01, eta: 2 days, 1:47:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.1745, top5_acc: 0.4135, loss_cls: 3.6750, loss: 3.6750, grad_norm: 0.8887, top1_acc/aux0: 0.2195, top5_acc/aux0: 0.4997, loss_cls/aux0: 3.3893, loss/aux0: 3.3893 2020-10-18 19:39:47,545 - mmaction - INFO - Epoch [4][380/396] lr: 2.999e-01, eta: 2 days, 2:07:17, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.1745, top5_acc: 0.4135, loss_cls: 3.6750, loss: 3.6750, grad_norm: 0.8880, top1_acc/aux0: 0.2193, top5_acc/aux0: 0.4992, loss_cls/aux0: 3.3885, loss/aux0: 3.3885 2020-10-18 19:44:08,914 - mmaction - INFO - Epoch [5][20/396] lr: 2.998e-01, eta: 2 days, 1:18:05, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1857, top5_acc: 0.4339, loss_cls: 3.6434, loss: 3.6434, grad_norm: 0.8735, top1_acc/aux0: 0.2289, top5_acc/aux0: 0.5038, loss_cls/aux0: 3.3730, loss/aux0: 3.3730 2020-10-18 19:44:09,851 - mmaction - INFO - Epoch [5][20/396] lr: 2.998e-01, eta: 2 days, 1:37:19, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.1857, top5_acc: 0.4339, loss_cls: 3.6434, loss: 3.6434, grad_norm: 0.8730, top1_acc/aux0: 0.2289, top5_acc/aux0: 0.5023, loss_cls/aux0: 3.3718, loss/aux0: 3.3718 2020-10-18 19:44:46,198 - mmaction - INFO - Epoch [5][40/396] lr: 2.998e-01, eta: 2 days, 1:19:17, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.1784, top5_acc: 0.4076, loss_cls: 3.6936, loss: 3.6936, grad_norm: 0.9072, top1_acc/aux0: 0.2339, top5_acc/aux0: 0.4841, loss_cls/aux0: 3.3503, loss/aux0: 3.3503 2020-10-18 19:44:47,120 - mmaction - INFO - Epoch [5][40/396] lr: 2.998e-01, eta: 2 days, 1:38:32, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.1784, top5_acc: 0.4076, loss_cls: 3.6936, loss: 3.6936, grad_norm: 0.9052, top1_acc/aux0: 0.2331, top5_acc/aux0: 0.4844, loss_cls/aux0: 3.3546, loss/aux0: 3.3546 2020-10-18 19:45:23,386 - mmaction - INFO - Epoch [5][60/396] lr: 2.998e-01, eta: 2 days, 1:20:28, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.1776, top5_acc: 0.4185, loss_cls: 3.6923, loss: 3.6923, grad_norm: 0.9129, top1_acc/aux0: 0.2227, top5_acc/aux0: 0.4919, loss_cls/aux0: 3.3901, loss/aux0: 3.3901 2020-10-18 19:45:24,330 - mmaction - INFO - Epoch [5][60/396] lr: 2.998e-01, eta: 2 days, 1:39:15, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.1776, top5_acc: 0.4185, loss_cls: 3.6923, loss: 3.6923, grad_norm: 0.9116, top1_acc/aux0: 0.2258, top5_acc/aux0: 0.4958, loss_cls/aux0: 3.3737, loss/aux0: 3.3737 2020-10-18 19:46:00,680 - mmaction - INFO - Epoch [5][80/396] lr: 2.998e-01, eta: 2 days, 1:21:21, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.1839, top5_acc: 0.4255, loss_cls: 3.6549, loss: 3.6549, grad_norm: 0.8883, top1_acc/aux0: 0.2315, top5_acc/aux0: 0.5130, loss_cls/aux0: 3.3187, loss/aux0: 3.3187 2020-10-18 19:46:01,615 - mmaction - INFO - Epoch [5][80/396] lr: 2.998e-01, eta: 2 days, 1:39:54, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.1839, top5_acc: 0.4255, loss_cls: 3.6549, loss: 3.6549, grad_norm: 0.8842, top1_acc/aux0: 0.2260, top5_acc/aux0: 0.5089, loss_cls/aux0: 3.3396, loss/aux0: 3.3396 2020-10-18 19:46:38,022 - mmaction - INFO - Epoch [5][100/396] lr: 2.998e-01, eta: 2 days, 1:22:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1813, top5_acc: 0.4323, loss_cls: 3.6052, loss: 3.6052, grad_norm: 0.8814, top1_acc/aux0: 0.2310, top5_acc/aux0: 0.5039, loss_cls/aux0: 3.3224, loss/aux0: 3.3224 2020-10-18 19:46:38,948 - mmaction - INFO - Epoch [5][100/396] lr: 2.998e-01, eta: 2 days, 1:40:50, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.1813, top5_acc: 0.4323, loss_cls: 3.6052, loss: 3.6052, grad_norm: 0.8843, top1_acc/aux0: 0.2323, top5_acc/aux0: 0.5044, loss_cls/aux0: 3.3187, loss/aux0: 3.3187 2020-10-18 19:47:15,477 - mmaction - INFO - Epoch [5][120/396] lr: 2.998e-01, eta: 2 days, 1:23:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1823, top5_acc: 0.4289, loss_cls: 3.6173, loss: 3.6173, grad_norm: 0.8936, top1_acc/aux0: 0.2263, top5_acc/aux0: 0.5115, loss_cls/aux0: 3.3247, loss/aux0: 3.3247 2020-10-18 19:47:16,427 - mmaction - INFO - Epoch [5][120/396] lr: 2.998e-01, eta: 2 days, 1:41:49, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.1823, top5_acc: 0.4289, loss_cls: 3.6173, loss: 3.6173, grad_norm: 0.8942, top1_acc/aux0: 0.2299, top5_acc/aux0: 0.5151, loss_cls/aux0: 3.3065, loss/aux0: 3.3065 2020-10-18 19:47:52,743 - mmaction - INFO - Epoch [5][140/396] lr: 2.998e-01, eta: 2 days, 1:24:31, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.1802, top5_acc: 0.4370, loss_cls: 3.6224, loss: 3.6224, grad_norm: 0.9195, top1_acc/aux0: 0.2313, top5_acc/aux0: 0.5081, loss_cls/aux0: 3.3287, loss/aux0: 3.3287 2020-10-18 19:47:53,689 - mmaction - INFO - Epoch [5][140/396] lr: 2.998e-01, eta: 2 days, 1:42:26, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.1802, top5_acc: 0.4370, loss_cls: 3.6224, loss: 3.6224, grad_norm: 0.9209, top1_acc/aux0: 0.2305, top5_acc/aux0: 0.5078, loss_cls/aux0: 3.3337, loss/aux0: 3.3337 2020-10-18 19:48:30,157 - mmaction - INFO - Epoch [5][160/396] lr: 2.998e-01, eta: 2 days, 1:25:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.1826, top5_acc: 0.4289, loss_cls: 3.6527, loss: 3.6527, grad_norm: 0.9037, top1_acc/aux0: 0.2315, top5_acc/aux0: 0.5083, loss_cls/aux0: 3.3225, loss/aux0: 3.3225 2020-10-18 19:48:31,093 - mmaction - INFO - Epoch [5][160/396] lr: 2.998e-01, eta: 2 days, 1:43:04, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.1826, top5_acc: 0.4289, loss_cls: 3.6527, loss: 3.6527, grad_norm: 0.8965, top1_acc/aux0: 0.2305, top5_acc/aux0: 0.5042, loss_cls/aux0: 3.3364, loss/aux0: 3.3364 2020-10-18 19:49:07,597 - mmaction - INFO - Epoch [5][180/396] lr: 2.998e-01, eta: 2 days, 1:26:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1901, top5_acc: 0.4370, loss_cls: 3.5833, loss: 3.5833, grad_norm: 0.9011, top1_acc/aux0: 0.2263, top5_acc/aux0: 0.5049, loss_cls/aux0: 3.3201, loss/aux0: 3.3201 2020-10-18 19:49:08,540 - mmaction - INFO - Epoch [5][180/396] lr: 2.998e-01, eta: 2 days, 1:43:50, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.1901, top5_acc: 0.4370, loss_cls: 3.5833, loss: 3.5833, grad_norm: 0.8990, top1_acc/aux0: 0.2273, top5_acc/aux0: 0.5062, loss_cls/aux0: 3.3137, loss/aux0: 3.3137 2020-10-18 19:49:44,983 - mmaction - INFO - Epoch [5][200/396] lr: 2.998e-01, eta: 2 days, 1:27:05, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.1859, top5_acc: 0.4323, loss_cls: 3.6141, loss: 3.6141, grad_norm: 0.9122, top1_acc/aux0: 0.2284, top5_acc/aux0: 0.5320, loss_cls/aux0: 3.2735, loss/aux0: 3.2735 2020-10-18 19:49:45,921 - mmaction - INFO - Epoch [5][200/396] lr: 2.998e-01, eta: 2 days, 1:44:26, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.1859, top5_acc: 0.4323, loss_cls: 3.6141, loss: 3.6141, grad_norm: 0.9083, top1_acc/aux0: 0.2271, top5_acc/aux0: 0.5344, loss_cls/aux0: 3.2685, loss/aux0: 3.2685 2020-10-18 19:50:22,289 - mmaction - INFO - Epoch [5][220/396] lr: 2.998e-01, eta: 2 days, 1:27:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.1849, top5_acc: 0.4385, loss_cls: 3.5905, loss: 3.5905, grad_norm: 0.8996, top1_acc/aux0: 0.2443, top5_acc/aux0: 0.5156, loss_cls/aux0: 3.3190, loss/aux0: 3.3190 2020-10-18 19:50:23,255 - mmaction - INFO - Epoch [5][220/396] lr: 2.998e-01, eta: 2 days, 1:45:01, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.1849, top5_acc: 0.4385, loss_cls: 3.5905, loss: 3.5905, grad_norm: 0.8986, top1_acc/aux0: 0.2456, top5_acc/aux0: 0.5146, loss_cls/aux0: 3.3235, loss/aux0: 3.3235 2020-10-18 19:50:59,641 - mmaction - INFO - Epoch [5][240/396] lr: 2.998e-01, eta: 2 days, 1:28:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.1945, top5_acc: 0.4497, loss_cls: 3.5398, loss: 3.5398, grad_norm: 0.9007, top1_acc/aux0: 0.2367, top5_acc/aux0: 0.5180, loss_cls/aux0: 3.2665, loss/aux0: 3.2665 2020-10-18 19:51:00,584 - mmaction - INFO - Epoch [5][240/396] lr: 2.998e-01, eta: 2 days, 1:45:34, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.1945, top5_acc: 0.4497, loss_cls: 3.5398, loss: 3.5398, grad_norm: 0.9035, top1_acc/aux0: 0.2331, top5_acc/aux0: 0.5167, loss_cls/aux0: 3.2719, loss/aux0: 3.2719 2020-10-18 19:51:37,191 - mmaction - INFO - Epoch [5][260/396] lr: 2.998e-01, eta: 2 days, 1:29:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1945, top5_acc: 0.4427, loss_cls: 3.5917, loss: 3.5917, grad_norm: 0.9148, top1_acc/aux0: 0.2385, top5_acc/aux0: 0.5227, loss_cls/aux0: 3.2667, loss/aux0: 3.2667 2020-10-18 19:51:38,130 - mmaction - INFO - Epoch [5][260/396] lr: 2.998e-01, eta: 2 days, 1:46:16, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.1945, top5_acc: 0.4427, loss_cls: 3.5917, loss: 3.5917, grad_norm: 0.9109, top1_acc/aux0: 0.2432, top5_acc/aux0: 0.5245, loss_cls/aux0: 3.2547, loss/aux0: 3.2547 2020-10-18 19:52:14,398 - mmaction - INFO - Epoch [5][280/396] lr: 2.998e-01, eta: 2 days, 1:30:12, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.1990, top5_acc: 0.4576, loss_cls: 3.5122, loss: 3.5122, grad_norm: 0.9194, top1_acc/aux0: 0.2419, top5_acc/aux0: 0.5135, loss_cls/aux0: 3.2707, loss/aux0: 3.2707 2020-10-18 19:52:15,350 - mmaction - INFO - Epoch [5][280/396] lr: 2.998e-01, eta: 2 days, 1:46:48, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.1990, top5_acc: 0.4576, loss_cls: 3.5122, loss: 3.5122, grad_norm: 0.9216, top1_acc/aux0: 0.2396, top5_acc/aux0: 0.5133, loss_cls/aux0: 3.2719, loss/aux0: 3.2719 2020-10-18 19:52:51,665 - mmaction - INFO - Epoch [5][300/396] lr: 2.998e-01, eta: 2 days, 1:30:53, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.1870, top5_acc: 0.4391, loss_cls: 3.5944, loss: 3.5944, grad_norm: 0.9282, top1_acc/aux0: 0.2484, top5_acc/aux0: 0.5156, loss_cls/aux0: 3.2851, loss/aux0: 3.2851 2020-10-18 19:52:52,611 - mmaction - INFO - Epoch [5][300/396] lr: 2.998e-01, eta: 2 days, 1:47:19, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.1870, top5_acc: 0.4391, loss_cls: 3.5944, loss: 3.5944, grad_norm: 0.9277, top1_acc/aux0: 0.2500, top5_acc/aux0: 0.5146, loss_cls/aux0: 3.2883, loss/aux0: 3.2883 2020-10-18 19:53:29,285 - mmaction - INFO - Epoch [5][320/396] lr: 2.998e-01, eta: 2 days, 1:31:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1841, top5_acc: 0.4401, loss_cls: 3.5756, loss: 3.5756, grad_norm: 0.9300, top1_acc/aux0: 0.2555, top5_acc/aux0: 0.5328, loss_cls/aux0: 3.2173, loss/aux0: 3.2173 2020-10-18 19:53:30,209 - mmaction - INFO - Epoch [5][320/396] lr: 2.998e-01, eta: 2 days, 1:48:02, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.1841, top5_acc: 0.4401, loss_cls: 3.5756, loss: 3.5756, grad_norm: 0.9298, top1_acc/aux0: 0.2529, top5_acc/aux0: 0.5318, loss_cls/aux0: 3.2189, loss/aux0: 3.2189 2020-10-18 19:54:06,819 - mmaction - INFO - Epoch [5][340/396] lr: 2.998e-01, eta: 2 days, 1:32:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1951, top5_acc: 0.4414, loss_cls: 3.5868, loss: 3.5868, grad_norm: 0.9026, top1_acc/aux0: 0.2375, top5_acc/aux0: 0.5214, loss_cls/aux0: 3.2485, loss/aux0: 3.2485 2020-10-18 19:54:07,745 - mmaction - INFO - Epoch [5][340/396] lr: 2.998e-01, eta: 2 days, 1:48:32, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.1951, top5_acc: 0.4414, loss_cls: 3.5868, loss: 3.5868, grad_norm: 0.9015, top1_acc/aux0: 0.2404, top5_acc/aux0: 0.5208, loss_cls/aux0: 3.2478, loss/aux0: 3.2478 2020-10-18 19:54:44,057 - mmaction - INFO - Epoch [5][360/396] lr: 2.998e-01, eta: 2 days, 1:33:03, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.1938, top5_acc: 0.4404, loss_cls: 3.5555, loss: 3.5555, grad_norm: 0.8989, top1_acc/aux0: 0.2656, top5_acc/aux0: 0.5414, loss_cls/aux0: 3.1821, loss/aux0: 3.1821 2020-10-18 19:54:44,980 - mmaction - INFO - Epoch [5][360/396] lr: 2.998e-01, eta: 2 days, 1:48:54, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.1938, top5_acc: 0.4404, loss_cls: 3.5555, loss: 3.5555, grad_norm: 0.8956, top1_acc/aux0: 0.2674, top5_acc/aux0: 0.5432, loss_cls/aux0: 3.1805, loss/aux0: 3.1805 2020-10-18 19:55:21,445 - mmaction - INFO - Epoch [5][380/396] lr: 2.998e-01, eta: 2 days, 1:33:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.1971, top5_acc: 0.4445, loss_cls: 3.5701, loss: 3.5701, grad_norm: 0.9176, top1_acc/aux0: 0.2419, top5_acc/aux0: 0.5268, loss_cls/aux0: 3.2564, loss/aux0: 3.2564 2020-10-18 19:55:22,374 - mmaction - INFO - Epoch [5][380/396] lr: 2.998e-01, eta: 2 days, 1:49:24, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.1971, top5_acc: 0.4445, loss_cls: 3.5701, loss: 3.5701, grad_norm: 0.9198, top1_acc/aux0: 0.2391, top5_acc/aux0: 0.5258, loss_cls/aux0: 3.2579, loss/aux0: 3.2579 2020-10-18 19:59:57,125 - mmaction - INFO - Epoch [6][20/396] lr: 2.997e-01, eta: 2 days, 1:09:45, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.2021, top5_acc: 0.4659, loss_cls: 3.5157, loss: 3.5157, grad_norm: 0.9287, top1_acc/aux0: 0.2500, top5_acc/aux0: 0.5567, loss_cls/aux0: 3.2067, loss/aux0: 3.2067 2020-10-18 19:59:58,106 - mmaction - INFO - Epoch [6][20/396] lr: 2.997e-01, eta: 2 days, 1:25:03, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.2021, top5_acc: 0.4659, loss_cls: 3.5157, loss: 3.5157, grad_norm: 0.9311, top1_acc/aux0: 0.2500, top5_acc/aux0: 0.5560, loss_cls/aux0: 3.2055, loss/aux0: 3.2055 2020-10-18 20:00:34,303 - mmaction - INFO - Epoch [6][40/396] lr: 2.997e-01, eta: 2 days, 1:10:25, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2104, top5_acc: 0.4625, loss_cls: 3.4670, loss: 3.4670, grad_norm: 0.9265, top1_acc/aux0: 0.2581, top5_acc/aux0: 0.5539, loss_cls/aux0: 3.1530, loss/aux0: 3.1530 2020-10-18 20:00:35,250 - mmaction - INFO - Epoch [6][40/396] lr: 2.997e-01, eta: 2 days, 1:25:44, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.2104, top5_acc: 0.4625, loss_cls: 3.4670, loss: 3.4670, grad_norm: 0.9306, top1_acc/aux0: 0.2594, top5_acc/aux0: 0.5549, loss_cls/aux0: 3.1522, loss/aux0: 3.1522 2020-10-18 20:01:11,617 - mmaction - INFO - Epoch [6][60/396] lr: 2.997e-01, eta: 2 days, 1:11:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1945, top5_acc: 0.4570, loss_cls: 3.5513, loss: 3.5513, grad_norm: 0.9273, top1_acc/aux0: 0.2531, top5_acc/aux0: 0.5294, loss_cls/aux0: 3.2304, loss/aux0: 3.2304 2020-10-18 20:01:12,559 - mmaction - INFO - Epoch [6][60/396] lr: 2.997e-01, eta: 2 days, 1:26:32, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.1945, top5_acc: 0.4570, loss_cls: 3.5513, loss: 3.5513, grad_norm: 0.9312, top1_acc/aux0: 0.2521, top5_acc/aux0: 0.5276, loss_cls/aux0: 3.2344, loss/aux0: 3.2344 2020-10-18 20:01:48,877 - mmaction - INFO - Epoch [6][80/396] lr: 2.997e-01, eta: 2 days, 1:12:01, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.2052, top5_acc: 0.4661, loss_cls: 3.4928, loss: 3.4928, grad_norm: 0.9459, top1_acc/aux0: 0.2578, top5_acc/aux0: 0.5440, loss_cls/aux0: 3.1749, loss/aux0: 3.1749 2020-10-18 20:01:49,835 - mmaction - INFO - Epoch [6][80/396] lr: 2.997e-01, eta: 2 days, 1:26:56, time: 0.929, data_time: 0.005, memory: 8466, top1_acc: 0.2052, top5_acc: 0.4661, loss_cls: 3.4928, loss: 3.4928, grad_norm: 0.9454, top1_acc/aux0: 0.2573, top5_acc/aux0: 0.5456, loss_cls/aux0: 3.1641, loss/aux0: 3.1641 2020-10-18 20:02:26,394 - mmaction - INFO - Epoch [6][100/396] lr: 2.997e-01, eta: 2 days, 1:12:42, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2078, top5_acc: 0.4687, loss_cls: 3.4641, loss: 3.4641, grad_norm: 0.9293, top1_acc/aux0: 0.2602, top5_acc/aux0: 0.5495, loss_cls/aux0: 3.1701, loss/aux0: 3.1701 2020-10-18 20:02:27,330 - mmaction - INFO - Epoch [6][100/396] lr: 2.997e-01, eta: 2 days, 1:27:37, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.2078, top5_acc: 0.4687, loss_cls: 3.4641, loss: 3.4641, grad_norm: 0.9320, top1_acc/aux0: 0.2620, top5_acc/aux0: 0.5510, loss_cls/aux0: 3.1739, loss/aux0: 3.1739 2020-10-18 20:03:03,775 - mmaction - INFO - Epoch [6][120/396] lr: 2.997e-01, eta: 2 days, 1:13:25, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.2138, top5_acc: 0.4695, loss_cls: 3.4949, loss: 3.4949, grad_norm: 0.9525, top1_acc/aux0: 0.2573, top5_acc/aux0: 0.5411, loss_cls/aux0: 3.1884, loss/aux0: 3.1884 2020-10-18 20:03:04,738 - mmaction - INFO - Epoch [6][120/396] lr: 2.997e-01, eta: 2 days, 1:28:06, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.2138, top5_acc: 0.4695, loss_cls: 3.4949, loss: 3.4949, grad_norm: 0.9505, top1_acc/aux0: 0.2565, top5_acc/aux0: 0.5409, loss_cls/aux0: 3.1832, loss/aux0: 3.1832 2020-10-18 20:03:41,007 - mmaction - INFO - Epoch [6][140/396] lr: 2.997e-01, eta: 2 days, 1:13:58, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.2174, top5_acc: 0.4661, loss_cls: 3.4856, loss: 3.4856, grad_norm: 0.9669, top1_acc/aux0: 0.2581, top5_acc/aux0: 0.5534, loss_cls/aux0: 3.1312, loss/aux0: 3.1312 2020-10-18 20:03:41,966 - mmaction - INFO - Epoch [6][140/396] lr: 2.997e-01, eta: 2 days, 1:28:27, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.2174, top5_acc: 0.4661, loss_cls: 3.4856, loss: 3.4856, grad_norm: 0.9693, top1_acc/aux0: 0.2570, top5_acc/aux0: 0.5500, loss_cls/aux0: 3.1402, loss/aux0: 3.1402 2020-10-18 20:04:18,429 - mmaction - INFO - Epoch [6][160/396] lr: 2.997e-01, eta: 2 days, 1:14:32, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1971, top5_acc: 0.4628, loss_cls: 3.5266, loss: 3.5266, grad_norm: 0.9318, top1_acc/aux0: 0.2568, top5_acc/aux0: 0.5461, loss_cls/aux0: 3.1615, loss/aux0: 3.1615 2020-10-18 20:04:19,391 - mmaction - INFO - Epoch [6][160/396] lr: 2.997e-01, eta: 2 days, 1:28:59, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.1971, top5_acc: 0.4628, loss_cls: 3.5266, loss: 3.5266, grad_norm: 0.9380, top1_acc/aux0: 0.2544, top5_acc/aux0: 0.5445, loss_cls/aux0: 3.1767, loss/aux0: 3.1767 2020-10-18 20:04:55,818 - mmaction - INFO - Epoch [6][180/396] lr: 2.997e-01, eta: 2 days, 1:15:17, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2115, top5_acc: 0.4656, loss_cls: 3.4903, loss: 3.4903, grad_norm: 0.9541, top1_acc/aux0: 0.2565, top5_acc/aux0: 0.5523, loss_cls/aux0: 3.1417, loss/aux0: 3.1417 2020-10-18 20:04:56,755 - mmaction - INFO - Epoch [6][180/396] lr: 2.997e-01, eta: 2 days, 1:29:40, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2115, top5_acc: 0.4656, loss_cls: 3.4903, loss: 3.4903, grad_norm: 0.9556, top1_acc/aux0: 0.2628, top5_acc/aux0: 0.5578, loss_cls/aux0: 3.1146, loss/aux0: 3.1146 2020-10-18 20:05:33,224 - mmaction - INFO - Epoch [6][200/396] lr: 2.997e-01, eta: 2 days, 1:16:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2039, top5_acc: 0.4539, loss_cls: 3.5267, loss: 3.5267, grad_norm: 0.9364, top1_acc/aux0: 0.2565, top5_acc/aux0: 0.5401, loss_cls/aux0: 3.1742, loss/aux0: 3.1742 2020-10-18 20:05:34,156 - mmaction - INFO - Epoch [6][200/396] lr: 2.997e-01, eta: 2 days, 1:30:19, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2039, top5_acc: 0.4539, loss_cls: 3.5267, loss: 3.5267, grad_norm: 0.9365, top1_acc/aux0: 0.2534, top5_acc/aux0: 0.5357, loss_cls/aux0: 3.1848, loss/aux0: 3.1848 2020-10-18 20:06:10,608 - mmaction - INFO - Epoch [6][220/396] lr: 2.997e-01, eta: 2 days, 1:16:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2109, top5_acc: 0.4656, loss_cls: 3.4780, loss: 3.4780, grad_norm: 0.9478, top1_acc/aux0: 0.2732, top5_acc/aux0: 0.5495, loss_cls/aux0: 3.1521, loss/aux0: 3.1521 2020-10-18 20:06:11,559 - mmaction - INFO - Epoch [6][220/396] lr: 2.997e-01, eta: 2 days, 1:30:51, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.2109, top5_acc: 0.4656, loss_cls: 3.4780, loss: 3.4780, grad_norm: 0.9478, top1_acc/aux0: 0.2740, top5_acc/aux0: 0.5534, loss_cls/aux0: 3.1502, loss/aux0: 3.1502 2020-10-18 20:06:48,254 - mmaction - INFO - Epoch [6][240/396] lr: 2.997e-01, eta: 2 days, 1:17:31, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2036, top5_acc: 0.4622, loss_cls: 3.5019, loss: 3.5019, grad_norm: 0.9566, top1_acc/aux0: 0.2602, top5_acc/aux0: 0.5599, loss_cls/aux0: 3.1218, loss/aux0: 3.1218 2020-10-18 20:06:49,181 - mmaction - INFO - Epoch [6][240/396] lr: 2.997e-01, eta: 2 days, 1:31:34, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.2036, top5_acc: 0.4622, loss_cls: 3.5019, loss: 3.5019, grad_norm: 0.9577, top1_acc/aux0: 0.2622, top5_acc/aux0: 0.5586, loss_cls/aux0: 3.1126, loss/aux0: 3.1126 2020-10-18 20:07:25,604 - mmaction - INFO - Epoch [6][260/396] lr: 2.997e-01, eta: 2 days, 1:18:13, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2122, top5_acc: 0.4891, loss_cls: 3.4344, loss: 3.4344, grad_norm: 0.9755, top1_acc/aux0: 0.2753, top5_acc/aux0: 0.5609, loss_cls/aux0: 3.0978, loss/aux0: 3.0978 2020-10-18 20:07:26,548 - mmaction - INFO - Epoch [6][260/396] lr: 2.997e-01, eta: 2 days, 1:32:01, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.2122, top5_acc: 0.4891, loss_cls: 3.4344, loss: 3.4344, grad_norm: 0.9770, top1_acc/aux0: 0.2734, top5_acc/aux0: 0.5638, loss_cls/aux0: 3.1052, loss/aux0: 3.1052 2020-10-18 20:08:02,960 - mmaction - INFO - Epoch [6][280/396] lr: 2.997e-01, eta: 2 days, 1:18:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2242, top5_acc: 0.4831, loss_cls: 3.4067, loss: 3.4067, grad_norm: 0.9684, top1_acc/aux0: 0.2573, top5_acc/aux0: 0.5453, loss_cls/aux0: 3.1582, loss/aux0: 3.1582 2020-10-18 20:08:03,910 - mmaction - INFO - Epoch [6][280/396] lr: 2.997e-01, eta: 2 days, 1:32:30, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.2242, top5_acc: 0.4831, loss_cls: 3.4067, loss: 3.4067, grad_norm: 0.9649, top1_acc/aux0: 0.2599, top5_acc/aux0: 0.5445, loss_cls/aux0: 3.1486, loss/aux0: 3.1486 2020-10-18 20:08:40,191 - mmaction - INFO - Epoch [6][300/396] lr: 2.997e-01, eta: 2 days, 1:19:17, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.2201, top5_acc: 0.4740, loss_cls: 3.4628, loss: 3.4628, grad_norm: 0.9657, top1_acc/aux0: 0.2716, top5_acc/aux0: 0.5604, loss_cls/aux0: 3.1069, loss/aux0: 3.1069 2020-10-18 20:08:41,134 - mmaction - INFO - Epoch [6][300/396] lr: 2.997e-01, eta: 2 days, 1:32:44, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.2201, top5_acc: 0.4740, loss_cls: 3.4628, loss: 3.4628, grad_norm: 0.9673, top1_acc/aux0: 0.2677, top5_acc/aux0: 0.5583, loss_cls/aux0: 3.1206, loss/aux0: 3.1206 2020-10-18 20:09:17,704 - mmaction - INFO - Epoch [6][320/396] lr: 2.997e-01, eta: 2 days, 1:19:37, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.2174, top5_acc: 0.4828, loss_cls: 3.4114, loss: 3.4114, grad_norm: 0.9605, top1_acc/aux0: 0.2758, top5_acc/aux0: 0.5604, loss_cls/aux0: 3.0689, loss/aux0: 3.0689 2020-10-18 20:09:18,643 - mmaction - INFO - Epoch [6][320/396] lr: 2.997e-01, eta: 2 days, 1:32:58, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.2174, top5_acc: 0.4828, loss_cls: 3.4114, loss: 3.4114, grad_norm: 0.9620, top1_acc/aux0: 0.2771, top5_acc/aux0: 0.5612, loss_cls/aux0: 3.0564, loss/aux0: 3.0564 2020-10-18 20:09:55,089 - mmaction - INFO - Epoch [6][340/396] lr: 2.997e-01, eta: 2 days, 1:20:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.2130, top5_acc: 0.4755, loss_cls: 3.4513, loss: 3.4513, grad_norm: 0.9570, top1_acc/aux0: 0.2747, top5_acc/aux0: 0.5549, loss_cls/aux0: 3.1027, loss/aux0: 3.1027 2020-10-18 20:09:56,034 - mmaction - INFO - Epoch [6][340/396] lr: 2.997e-01, eta: 2 days, 1:33:16, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.2130, top5_acc: 0.4755, loss_cls: 3.4513, loss: 3.4513, grad_norm: 0.9546, top1_acc/aux0: 0.2727, top5_acc/aux0: 0.5513, loss_cls/aux0: 3.1233, loss/aux0: 3.1233 2020-10-18 20:10:32,279 - mmaction - INFO - Epoch [6][360/396] lr: 2.997e-01, eta: 2 days, 1:20:22, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2187, top5_acc: 0.4982, loss_cls: 3.3757, loss: 3.3757, grad_norm: 0.9613, top1_acc/aux0: 0.2766, top5_acc/aux0: 0.5562, loss_cls/aux0: 3.1170, loss/aux0: 3.1170 2020-10-18 20:10:33,216 - mmaction - INFO - Epoch [6][360/396] lr: 2.997e-01, eta: 2 days, 1:33:30, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.2187, top5_acc: 0.4982, loss_cls: 3.3757, loss: 3.3757, grad_norm: 0.9589, top1_acc/aux0: 0.2786, top5_acc/aux0: 0.5630, loss_cls/aux0: 3.0999, loss/aux0: 3.0999 2020-10-18 20:11:09,727 - mmaction - INFO - Epoch [6][380/396] lr: 2.997e-01, eta: 2 days, 1:20:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2146, top5_acc: 0.4760, loss_cls: 3.4545, loss: 3.4545, grad_norm: 0.9751, top1_acc/aux0: 0.2862, top5_acc/aux0: 0.5771, loss_cls/aux0: 3.0796, loss/aux0: 3.0796 2020-10-18 20:11:10,668 - mmaction - INFO - Epoch [6][380/396] lr: 2.997e-01, eta: 2 days, 1:33:51, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.2146, top5_acc: 0.4760, loss_cls: 3.4545, loss: 3.4545, grad_norm: 0.9782, top1_acc/aux0: 0.2833, top5_acc/aux0: 0.5734, loss_cls/aux0: 3.0865, loss/aux0: 3.0865 2020-10-18 20:15:29,716 - mmaction - INFO - Epoch [7][20/396] lr: 2.996e-01, eta: 2 days, 1:00:52, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.2227, top5_acc: 0.4945, loss_cls: 3.3821, loss: 3.3821, grad_norm: 0.9706, top1_acc/aux0: 0.2766, top5_acc/aux0: 0.5507, loss_cls/aux0: 3.1307, loss/aux0: 3.1307 2020-10-18 20:15:30,644 - mmaction - INFO - Epoch [7][20/396] lr: 2.996e-01, eta: 2 days, 1:13:38, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.2227, top5_acc: 0.4945, loss_cls: 3.3821, loss: 3.3821, grad_norm: 0.9696, top1_acc/aux0: 0.2792, top5_acc/aux0: 0.5508, loss_cls/aux0: 3.1242, loss/aux0: 3.1242 2020-10-18 20:16:06,975 - mmaction - INFO - Epoch [7][40/396] lr: 2.996e-01, eta: 2 days, 1:01:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2109, top5_acc: 0.4750, loss_cls: 3.4040, loss: 3.4040, grad_norm: 0.9919, top1_acc/aux0: 0.2771, top5_acc/aux0: 0.5659, loss_cls/aux0: 3.0656, loss/aux0: 3.0656 2020-10-18 20:16:07,892 - mmaction - INFO - Epoch [7][40/396] lr: 2.996e-01, eta: 2 days, 1:14:06, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.2109, top5_acc: 0.4750, loss_cls: 3.4040, loss: 3.4040, grad_norm: 0.9898, top1_acc/aux0: 0.2698, top5_acc/aux0: 0.5633, loss_cls/aux0: 3.0818, loss/aux0: 3.0818 2020-10-18 20:16:44,213 - mmaction - INFO - Epoch [7][60/396] lr: 2.996e-01, eta: 2 days, 1:01:47, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.2237, top5_acc: 0.5029, loss_cls: 3.3335, loss: 3.3335, grad_norm: 0.9784, top1_acc/aux0: 0.2865, top5_acc/aux0: 0.5839, loss_cls/aux0: 3.0380, loss/aux0: 3.0380 2020-10-18 20:16:45,133 - mmaction - INFO - Epoch [7][60/396] lr: 2.996e-01, eta: 2 days, 1:14:20, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.2237, top5_acc: 0.5029, loss_cls: 3.3335, loss: 3.3335, grad_norm: 0.9789, top1_acc/aux0: 0.2922, top5_acc/aux0: 0.5872, loss_cls/aux0: 3.0190, loss/aux0: 3.0190 2020-10-18 20:17:21,513 - mmaction - INFO - Epoch [7][80/396] lr: 2.996e-01, eta: 2 days, 1:02:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2169, top5_acc: 0.4805, loss_cls: 3.4298, loss: 3.4298, grad_norm: 0.9741, top1_acc/aux0: 0.2724, top5_acc/aux0: 0.5516, loss_cls/aux0: 3.0855, loss/aux0: 3.0855 2020-10-18 20:17:22,466 - mmaction - INFO - Epoch [7][80/396] lr: 2.996e-01, eta: 2 days, 1:14:55, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2169, top5_acc: 0.4805, loss_cls: 3.4298, loss: 3.4298, grad_norm: 0.9703, top1_acc/aux0: 0.2758, top5_acc/aux0: 0.5552, loss_cls/aux0: 3.0762, loss/aux0: 3.0762 2020-10-18 20:17:58,844 - mmaction - INFO - Epoch [7][100/396] lr: 2.996e-01, eta: 2 days, 1:02:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2211, top5_acc: 0.4807, loss_cls: 3.3922, loss: 3.3922, grad_norm: 0.9812, top1_acc/aux0: 0.2870, top5_acc/aux0: 0.5766, loss_cls/aux0: 3.0317, loss/aux0: 3.0317 2020-10-18 20:17:59,785 - mmaction - INFO - Epoch [7][100/396] lr: 2.996e-01, eta: 2 days, 1:15:22, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.2211, top5_acc: 0.4807, loss_cls: 3.3922, loss: 3.3922, grad_norm: 0.9844, top1_acc/aux0: 0.2849, top5_acc/aux0: 0.5745, loss_cls/aux0: 3.0423, loss/aux0: 3.0423 2020-10-18 20:18:36,173 - mmaction - INFO - Epoch [7][120/396] lr: 2.996e-01, eta: 2 days, 1:03:24, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2206, top5_acc: 0.4867, loss_cls: 3.4297, loss: 3.4297, grad_norm: 0.9928, top1_acc/aux0: 0.2813, top5_acc/aux0: 0.5763, loss_cls/aux0: 3.0294, loss/aux0: 3.0294 2020-10-18 20:18:37,107 - mmaction - INFO - Epoch [7][120/396] lr: 2.996e-01, eta: 2 days, 1:15:44, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.2206, top5_acc: 0.4867, loss_cls: 3.4297, loss: 3.4297, grad_norm: 0.9903, top1_acc/aux0: 0.2802, top5_acc/aux0: 0.5750, loss_cls/aux0: 3.0330, loss/aux0: 3.0330 2020-10-18 20:19:13,504 - mmaction - INFO - Epoch [7][140/396] lr: 2.996e-01, eta: 2 days, 1:03:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2328, top5_acc: 0.4924, loss_cls: 3.3924, loss: 3.3924, grad_norm: 0.9897, top1_acc/aux0: 0.2917, top5_acc/aux0: 0.5695, loss_cls/aux0: 3.0537, loss/aux0: 3.0537 2020-10-18 20:19:14,491 - mmaction - INFO - Epoch [7][140/396] lr: 2.996e-01, eta: 2 days, 1:16:11, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.2328, top5_acc: 0.4924, loss_cls: 3.3924, loss: 3.3924, grad_norm: 0.9885, top1_acc/aux0: 0.2911, top5_acc/aux0: 0.5685, loss_cls/aux0: 3.0533, loss/aux0: 3.0533 2020-10-18 20:19:50,846 - mmaction - INFO - Epoch [7][160/396] lr: 2.996e-01, eta: 2 days, 1:04:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.2388, top5_acc: 0.4984, loss_cls: 3.3481, loss: 3.3481, grad_norm: 0.9634, top1_acc/aux0: 0.2810, top5_acc/aux0: 0.5794, loss_cls/aux0: 3.0525, loss/aux0: 3.0525 2020-10-18 20:19:51,795 - mmaction - INFO - Epoch [7][160/396] lr: 2.996e-01, eta: 2 days, 1:16:25, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.2388, top5_acc: 0.4984, loss_cls: 3.3481, loss: 3.3481, grad_norm: 0.9606, top1_acc/aux0: 0.2846, top5_acc/aux0: 0.5831, loss_cls/aux0: 3.0388, loss/aux0: 3.0388 2020-10-18 20:20:28,397 - mmaction - INFO - Epoch [7][180/396] lr: 2.996e-01, eta: 2 days, 1:04:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2148, top5_acc: 0.4924, loss_cls: 3.3926, loss: 3.3926, grad_norm: 1.0073, top1_acc/aux0: 0.2831, top5_acc/aux0: 0.5617, loss_cls/aux0: 3.0588, loss/aux0: 3.0588 2020-10-18 20:20:29,326 - mmaction - INFO - Epoch [7][180/396] lr: 2.996e-01, eta: 2 days, 1:16:48, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.2148, top5_acc: 0.4924, loss_cls: 3.3926, loss: 3.3926, grad_norm: 1.0075, top1_acc/aux0: 0.2789, top5_acc/aux0: 0.5599, loss_cls/aux0: 3.0723, loss/aux0: 3.0723 2020-10-18 20:21:05,930 - mmaction - INFO - Epoch [7][200/396] lr: 2.996e-01, eta: 2 days, 1:05:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2359, top5_acc: 0.4987, loss_cls: 3.3396, loss: 3.3396, grad_norm: 1.0023, top1_acc/aux0: 0.2927, top5_acc/aux0: 0.5760, loss_cls/aux0: 3.0257, loss/aux0: 3.0257 2020-10-18 20:21:06,859 - mmaction - INFO - Epoch [7][200/396] lr: 2.996e-01, eta: 2 days, 1:17:17, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2359, top5_acc: 0.4987, loss_cls: 3.3396, loss: 3.3396, grad_norm: 1.0050, top1_acc/aux0: 0.2927, top5_acc/aux0: 0.5750, loss_cls/aux0: 3.0280, loss/aux0: 3.0280 2020-10-18 20:21:43,211 - mmaction - INFO - Epoch [7][220/396] lr: 2.996e-01, eta: 2 days, 1:05:42, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.2180, top5_acc: 0.4805, loss_cls: 3.4332, loss: 3.4332, grad_norm: 0.9881, top1_acc/aux0: 0.2854, top5_acc/aux0: 0.5698, loss_cls/aux0: 3.0626, loss/aux0: 3.0626 2020-10-18 20:21:44,149 - mmaction - INFO - Epoch [7][220/396] lr: 2.996e-01, eta: 2 days, 1:17:29, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.2180, top5_acc: 0.4805, loss_cls: 3.4332, loss: 3.4332, grad_norm: 0.9868, top1_acc/aux0: 0.2878, top5_acc/aux0: 0.5677, loss_cls/aux0: 3.0629, loss/aux0: 3.0629 2020-10-18 20:22:20,500 - mmaction - INFO - Epoch [7][240/396] lr: 2.996e-01, eta: 2 days, 1:06:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2362, top5_acc: 0.4872, loss_cls: 3.3657, loss: 3.3657, grad_norm: 1.0022, top1_acc/aux0: 0.2841, top5_acc/aux0: 0.5753, loss_cls/aux0: 3.0163, loss/aux0: 3.0163 2020-10-18 20:22:21,443 - mmaction - INFO - Epoch [7][240/396] lr: 2.996e-01, eta: 2 days, 1:17:50, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.2362, top5_acc: 0.4872, loss_cls: 3.3657, loss: 3.3657, grad_norm: 1.0033, top1_acc/aux0: 0.2833, top5_acc/aux0: 0.5771, loss_cls/aux0: 3.0124, loss/aux0: 3.0124 2020-10-18 20:22:57,988 - mmaction - INFO - Epoch [7][260/396] lr: 2.996e-01, eta: 2 days, 1:06:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2224, top5_acc: 0.4961, loss_cls: 3.3460, loss: 3.3460, grad_norm: 0.9844, top1_acc/aux0: 0.2927, top5_acc/aux0: 0.5651, loss_cls/aux0: 3.0468, loss/aux0: 3.0468 2020-10-18 20:22:58,929 - mmaction - INFO - Epoch [7][260/396] lr: 2.996e-01, eta: 2 days, 1:18:11, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.2224, top5_acc: 0.4961, loss_cls: 3.3460, loss: 3.3460, grad_norm: 0.9821, top1_acc/aux0: 0.2911, top5_acc/aux0: 0.5664, loss_cls/aux0: 3.0462, loss/aux0: 3.0462 2020-10-18 20:23:35,453 - mmaction - INFO - Epoch [7][280/396] lr: 2.996e-01, eta: 2 days, 1:06:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.2263, top5_acc: 0.4888, loss_cls: 3.3811, loss: 3.3811, grad_norm: 0.9891, top1_acc/aux0: 0.2927, top5_acc/aux0: 0.5771, loss_cls/aux0: 3.0211, loss/aux0: 3.0211 2020-10-18 20:23:36,428 - mmaction - INFO - Epoch [7][280/396] lr: 2.996e-01, eta: 2 days, 1:18:26, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.2263, top5_acc: 0.4888, loss_cls: 3.3811, loss: 3.3811, grad_norm: 0.9900, top1_acc/aux0: 0.2979, top5_acc/aux0: 0.5797, loss_cls/aux0: 3.0086, loss/aux0: 3.0086 2020-10-18 20:24:12,718 - mmaction - INFO - Epoch [7][300/396] lr: 2.996e-01, eta: 2 days, 1:07:06, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.2232, top5_acc: 0.4833, loss_cls: 3.3796, loss: 3.3796, grad_norm: 0.9873, top1_acc/aux0: 0.2917, top5_acc/aux0: 0.5852, loss_cls/aux0: 3.0114, loss/aux0: 3.0114 2020-10-18 20:24:13,682 - mmaction - INFO - Epoch [7][300/396] lr: 2.996e-01, eta: 2 days, 1:18:32, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.2232, top5_acc: 0.4833, loss_cls: 3.3796, loss: 3.3796, grad_norm: 0.9829, top1_acc/aux0: 0.2893, top5_acc/aux0: 0.5839, loss_cls/aux0: 3.0179, loss/aux0: 3.0179 2020-10-18 20:24:50,177 - mmaction - INFO - Epoch [7][320/396] lr: 2.996e-01, eta: 2 days, 1:07:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2294, top5_acc: 0.5062, loss_cls: 3.3337, loss: 3.3337, grad_norm: 0.9923, top1_acc/aux0: 0.2979, top5_acc/aux0: 0.5966, loss_cls/aux0: 2.9760, loss/aux0: 2.9760 2020-10-18 20:24:51,126 - mmaction - INFO - Epoch [7][320/396] lr: 2.996e-01, eta: 2 days, 1:18:53, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.2294, top5_acc: 0.5062, loss_cls: 3.3337, loss: 3.3337, grad_norm: 0.9914, top1_acc/aux0: 0.2958, top5_acc/aux0: 0.5956, loss_cls/aux0: 2.9800, loss/aux0: 2.9800 2020-10-18 20:25:27,416 - mmaction - INFO - Epoch [7][340/396] lr: 2.996e-01, eta: 2 days, 1:07:45, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2323, top5_acc: 0.5013, loss_cls: 3.3846, loss: 3.3846, grad_norm: 0.9862, top1_acc/aux0: 0.2961, top5_acc/aux0: 0.5844, loss_cls/aux0: 2.9680, loss/aux0: 2.9680 2020-10-18 20:25:28,331 - mmaction - INFO - Epoch [7][340/396] lr: 2.996e-01, eta: 2 days, 1:19:01, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.2323, top5_acc: 0.5013, loss_cls: 3.3846, loss: 3.3846, grad_norm: 0.9762, top1_acc/aux0: 0.2951, top5_acc/aux0: 0.5826, loss_cls/aux0: 2.9674, loss/aux0: 2.9674 2020-10-18 20:26:04,822 - mmaction - INFO - Epoch [7][360/396] lr: 2.996e-01, eta: 2 days, 1:08:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2391, top5_acc: 0.5047, loss_cls: 3.3430, loss: 3.3430, grad_norm: 0.9967, top1_acc/aux0: 0.2984, top5_acc/aux0: 0.5794, loss_cls/aux0: 2.9640, loss/aux0: 2.9640 2020-10-18 20:26:05,757 - mmaction - INFO - Epoch [7][360/396] lr: 2.996e-01, eta: 2 days, 1:19:18, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.2391, top5_acc: 0.5047, loss_cls: 3.3430, loss: 3.3430, grad_norm: 0.9968, top1_acc/aux0: 0.2984, top5_acc/aux0: 0.5786, loss_cls/aux0: 2.9695, loss/aux0: 2.9695 2020-10-18 20:26:42,492 - mmaction - INFO - Epoch [7][380/396] lr: 2.996e-01, eta: 2 days, 1:08:26, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.2352, top5_acc: 0.5036, loss_cls: 3.3132, loss: 3.3132, grad_norm: 1.0110, top1_acc/aux0: 0.2909, top5_acc/aux0: 0.5810, loss_cls/aux0: 2.9832, loss/aux0: 2.9832 2020-10-18 20:26:43,434 - mmaction - INFO - Epoch [7][380/396] lr: 2.996e-01, eta: 2 days, 1:19:39, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.2352, top5_acc: 0.5036, loss_cls: 3.3132, loss: 3.3132, grad_norm: 1.0125, top1_acc/aux0: 0.2914, top5_acc/aux0: 0.5813, loss_cls/aux0: 2.9854, loss/aux0: 2.9854 2020-10-18 20:31:17,812 - mmaction - INFO - Epoch [8][20/396] lr: 2.994e-01, eta: 2 days, 0:51:14, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.2378, top5_acc: 0.5047, loss_cls: 3.3511, loss: 3.3511, grad_norm: 1.0039, top1_acc/aux0: 0.3051, top5_acc/aux0: 0.5866, loss_cls/aux0: 2.9786, loss/aux0: 2.9786 2020-10-18 20:31:18,810 - mmaction - INFO - Epoch [8][20/396] lr: 2.994e-01, eta: 2 days, 1:02:04, time: 0.920, data_time: 0.003, memory: 8466, top1_acc: 0.2378, top5_acc: 0.5047, loss_cls: 3.3511, loss: 3.3511, grad_norm: 1.0046, top1_acc/aux0: 0.3049, top5_acc/aux0: 0.5865, loss_cls/aux0: 2.9782, loss/aux0: 2.9782 2020-10-18 20:31:54,795 - mmaction - INFO - Epoch [8][40/396] lr: 2.994e-01, eta: 2 days, 0:51:20, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.2352, top5_acc: 0.5018, loss_cls: 3.3296, loss: 3.3296, grad_norm: 0.9865, top1_acc/aux0: 0.2844, top5_acc/aux0: 0.5807, loss_cls/aux0: 3.0179, loss/aux0: 3.0179 2020-10-18 20:31:55,730 - mmaction - INFO - Epoch [8][40/396] lr: 2.994e-01, eta: 2 days, 1:02:08, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.2352, top5_acc: 0.5018, loss_cls: 3.3296, loss: 3.3296, grad_norm: 0.9859, top1_acc/aux0: 0.2862, top5_acc/aux0: 0.5844, loss_cls/aux0: 3.0100, loss/aux0: 3.0100 2020-10-18 20:32:31,829 - mmaction - INFO - Epoch [8][60/396] lr: 2.994e-01, eta: 2 days, 0:51:28, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.2406, top5_acc: 0.5151, loss_cls: 3.2921, loss: 3.2921, grad_norm: 1.0120, top1_acc/aux0: 0.3036, top5_acc/aux0: 0.5951, loss_cls/aux0: 2.9669, loss/aux0: 2.9669 2020-10-18 20:32:32,772 - mmaction - INFO - Epoch [8][60/396] lr: 2.994e-01, eta: 2 days, 1:02:11, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.2406, top5_acc: 0.5151, loss_cls: 3.2921, loss: 3.2921, grad_norm: 1.0093, top1_acc/aux0: 0.3023, top5_acc/aux0: 0.5927, loss_cls/aux0: 2.9678, loss/aux0: 2.9678 2020-10-18 20:33:09,113 - mmaction - INFO - Epoch [8][80/396] lr: 2.994e-01, eta: 2 days, 0:51:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2357, top5_acc: 0.4979, loss_cls: 3.3322, loss: 3.3322, grad_norm: 0.9940, top1_acc/aux0: 0.3047, top5_acc/aux0: 0.5872, loss_cls/aux0: 2.9835, loss/aux0: 2.9835 2020-10-18 20:33:10,102 - mmaction - INFO - Epoch [8][80/396] lr: 2.994e-01, eta: 2 days, 1:02:35, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2357, top5_acc: 0.4979, loss_cls: 3.3322, loss: 3.3322, grad_norm: 0.9966, top1_acc/aux0: 0.3055, top5_acc/aux0: 0.5862, loss_cls/aux0: 2.9911, loss/aux0: 2.9911 2020-10-18 20:33:46,372 - mmaction - INFO - Epoch [8][100/396] lr: 2.994e-01, eta: 2 days, 0:52:06, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.2341, top5_acc: 0.5117, loss_cls: 3.2872, loss: 3.2872, grad_norm: 1.0145, top1_acc/aux0: 0.2995, top5_acc/aux0: 0.5831, loss_cls/aux0: 3.0112, loss/aux0: 3.0112 2020-10-18 20:33:47,304 - mmaction - INFO - Epoch [8][100/396] lr: 2.994e-01, eta: 2 days, 1:02:42, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.2341, top5_acc: 0.5117, loss_cls: 3.2872, loss: 3.2872, grad_norm: 1.0112, top1_acc/aux0: 0.2958, top5_acc/aux0: 0.5818, loss_cls/aux0: 3.0193, loss/aux0: 3.0193 2020-10-18 20:34:23,599 - mmaction - INFO - Epoch [8][120/396] lr: 2.994e-01, eta: 2 days, 0:52:19, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.2477, top5_acc: 0.5190, loss_cls: 3.2537, loss: 3.2537, grad_norm: 0.9867, top1_acc/aux0: 0.3029, top5_acc/aux0: 0.5870, loss_cls/aux0: 2.9640, loss/aux0: 2.9640 2020-10-18 20:34:24,555 - mmaction - INFO - Epoch [8][120/396] lr: 2.994e-01, eta: 2 days, 1:02:55, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.2477, top5_acc: 0.5190, loss_cls: 3.2537, loss: 3.2537, grad_norm: 0.9842, top1_acc/aux0: 0.3029, top5_acc/aux0: 0.5901, loss_cls/aux0: 2.9519, loss/aux0: 2.9519 2020-10-18 20:35:01,046 - mmaction - INFO - Epoch [8][140/396] lr: 2.994e-01, eta: 2 days, 0:52:35, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.2430, top5_acc: 0.5047, loss_cls: 3.3217, loss: 3.3217, grad_norm: 1.0106, top1_acc/aux0: 0.3034, top5_acc/aux0: 0.5940, loss_cls/aux0: 2.9482, loss/aux0: 2.9482 2020-10-18 20:35:02,021 - mmaction - INFO - Epoch [8][140/396] lr: 2.994e-01, eta: 2 days, 1:03:06, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.2430, top5_acc: 0.5047, loss_cls: 3.3217, loss: 3.3217, grad_norm: 1.0095, top1_acc/aux0: 0.3083, top5_acc/aux0: 0.5922, loss_cls/aux0: 2.9486, loss/aux0: 2.9486 2020-10-18 20:35:38,279 - mmaction - INFO - Epoch [8][160/396] lr: 2.994e-01, eta: 2 days, 0:52:48, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.2458, top5_acc: 0.5146, loss_cls: 3.2888, loss: 3.2888, grad_norm: 1.0100, top1_acc/aux0: 0.3102, top5_acc/aux0: 0.5979, loss_cls/aux0: 2.9007, loss/aux0: 2.9007 2020-10-18 20:35:39,210 - mmaction - INFO - Epoch [8][160/396] lr: 2.994e-01, eta: 2 days, 1:03:11, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.2458, top5_acc: 0.5146, loss_cls: 3.2888, loss: 3.2888, grad_norm: 1.0092, top1_acc/aux0: 0.3078, top5_acc/aux0: 0.5987, loss_cls/aux0: 2.8962, loss/aux0: 2.8962 2020-10-18 20:36:15,601 - mmaction - INFO - Epoch [8][180/396] lr: 2.994e-01, eta: 2 days, 0:53:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2414, top5_acc: 0.5070, loss_cls: 3.3038, loss: 3.3038, grad_norm: 1.0179, top1_acc/aux0: 0.2958, top5_acc/aux0: 0.5865, loss_cls/aux0: 2.9899, loss/aux0: 2.9899 2020-10-18 20:36:16,544 - mmaction - INFO - Epoch [8][180/396] lr: 2.994e-01, eta: 2 days, 1:03:31, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2414, top5_acc: 0.5070, loss_cls: 3.3038, loss: 3.3038, grad_norm: 1.0119, top1_acc/aux0: 0.2940, top5_acc/aux0: 0.5878, loss_cls/aux0: 2.9910, loss/aux0: 2.9910 2020-10-18 20:36:53,047 - mmaction - INFO - Epoch [8][200/396] lr: 2.994e-01, eta: 2 days, 0:53:27, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2414, top5_acc: 0.5070, loss_cls: 3.3035, loss: 3.3035, grad_norm: 1.0097, top1_acc/aux0: 0.2990, top5_acc/aux0: 0.5956, loss_cls/aux0: 2.9400, loss/aux0: 2.9400 2020-10-18 20:36:54,022 - mmaction - INFO - Epoch [8][200/396] lr: 2.994e-01, eta: 2 days, 1:03:49, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2414, top5_acc: 0.5070, loss_cls: 3.3035, loss: 3.3035, grad_norm: 1.0085, top1_acc/aux0: 0.3016, top5_acc/aux0: 0.5935, loss_cls/aux0: 2.9496, loss/aux0: 2.9496 2020-10-18 20:37:30,318 - mmaction - INFO - Epoch [8][220/396] lr: 2.994e-01, eta: 2 days, 0:53:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2510, top5_acc: 0.5164, loss_cls: 3.2852, loss: 3.2852, grad_norm: 1.0202, top1_acc/aux0: 0.3143, top5_acc/aux0: 0.5917, loss_cls/aux0: 2.9392, loss/aux0: 2.9392 2020-10-18 20:37:31,256 - mmaction - INFO - Epoch [8][220/396] lr: 2.994e-01, eta: 2 days, 1:04:05, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.2510, top5_acc: 0.5164, loss_cls: 3.2852, loss: 3.2852, grad_norm: 1.0159, top1_acc/aux0: 0.3138, top5_acc/aux0: 0.5930, loss_cls/aux0: 2.9335, loss/aux0: 2.9335 2020-10-18 20:38:07,491 - mmaction - INFO - Epoch [8][240/396] lr: 2.994e-01, eta: 2 days, 0:54:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.2471, top5_acc: 0.5117, loss_cls: 3.2778, loss: 3.2778, grad_norm: 0.9974, top1_acc/aux0: 0.3107, top5_acc/aux0: 0.5992, loss_cls/aux0: 2.9079, loss/aux0: 2.9079 2020-10-18 20:38:08,429 - mmaction - INFO - Epoch [8][240/396] lr: 2.994e-01, eta: 2 days, 1:04:10, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.2471, top5_acc: 0.5117, loss_cls: 3.2778, loss: 3.2778, grad_norm: 0.9882, top1_acc/aux0: 0.3094, top5_acc/aux0: 0.6013, loss_cls/aux0: 2.9010, loss/aux0: 2.9010 2020-10-18 20:38:44,736 - mmaction - INFO - Epoch [8][260/396] lr: 2.994e-01, eta: 2 days, 0:54:11, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2482, top5_acc: 0.5344, loss_cls: 3.2301, loss: 3.2301, grad_norm: 1.0286, top1_acc/aux0: 0.3000, top5_acc/aux0: 0.6102, loss_cls/aux0: 2.9071, loss/aux0: 2.9071 2020-10-18 20:38:45,666 - mmaction - INFO - Epoch [8][260/396] lr: 2.994e-01, eta: 2 days, 1:04:15, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.2482, top5_acc: 0.5344, loss_cls: 3.2301, loss: 3.2301, grad_norm: 1.0290, top1_acc/aux0: 0.2995, top5_acc/aux0: 0.6096, loss_cls/aux0: 2.9085, loss/aux0: 2.9085 2020-10-18 20:39:22,193 - mmaction - INFO - Epoch [8][280/396] lr: 2.994e-01, eta: 2 days, 0:54:28, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2578, top5_acc: 0.5258, loss_cls: 3.2561, loss: 3.2561, grad_norm: 1.0045, top1_acc/aux0: 0.3076, top5_acc/aux0: 0.6031, loss_cls/aux0: 2.8898, loss/aux0: 2.8898 2020-10-18 20:39:23,123 - mmaction - INFO - Epoch [8][280/396] lr: 2.994e-01, eta: 2 days, 1:04:35, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.2578, top5_acc: 0.5258, loss_cls: 3.2561, loss: 3.2561, grad_norm: 1.0037, top1_acc/aux0: 0.3076, top5_acc/aux0: 0.5997, loss_cls/aux0: 2.8954, loss/aux0: 2.8954 2020-10-18 20:39:59,614 - mmaction - INFO - Epoch [8][300/396] lr: 2.994e-01, eta: 2 days, 0:54:45, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.2474, top5_acc: 0.5135, loss_cls: 3.2601, loss: 3.2601, grad_norm: 1.0245, top1_acc/aux0: 0.3115, top5_acc/aux0: 0.6049, loss_cls/aux0: 2.8832, loss/aux0: 2.8832 2020-10-18 20:40:00,546 - mmaction - INFO - Epoch [8][300/396] lr: 2.994e-01, eta: 2 days, 1:04:41, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.2474, top5_acc: 0.5135, loss_cls: 3.2601, loss: 3.2601, grad_norm: 1.0224, top1_acc/aux0: 0.3112, top5_acc/aux0: 0.6039, loss_cls/aux0: 2.8882, loss/aux0: 2.8882 2020-10-18 20:40:37,051 - mmaction - INFO - Epoch [8][320/396] lr: 2.994e-01, eta: 2 days, 0:55:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2529, top5_acc: 0.5182, loss_cls: 3.2630, loss: 3.2630, grad_norm: 1.0395, top1_acc/aux0: 0.3216, top5_acc/aux0: 0.6117, loss_cls/aux0: 2.8507, loss/aux0: 2.8507 2020-10-18 20:40:38,006 - mmaction - INFO - Epoch [8][320/396] lr: 2.994e-01, eta: 2 days, 1:04:58, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2529, top5_acc: 0.5182, loss_cls: 3.2630, loss: 3.2630, grad_norm: 1.0450, top1_acc/aux0: 0.3219, top5_acc/aux0: 0.6128, loss_cls/aux0: 2.8458, loss/aux0: 2.8458 2020-10-18 20:41:14,433 - mmaction - INFO - Epoch [8][340/396] lr: 2.994e-01, eta: 2 days, 0:55:13, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2497, top5_acc: 0.5247, loss_cls: 3.2526, loss: 3.2526, grad_norm: 1.0309, top1_acc/aux0: 0.3214, top5_acc/aux0: 0.6057, loss_cls/aux0: 2.8912, loss/aux0: 2.8912 2020-10-18 20:41:15,396 - mmaction - INFO - Epoch [8][340/396] lr: 2.994e-01, eta: 2 days, 1:05:00, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.2497, top5_acc: 0.5247, loss_cls: 3.2526, loss: 3.2526, grad_norm: 1.0275, top1_acc/aux0: 0.3211, top5_acc/aux0: 0.6070, loss_cls/aux0: 2.8888, loss/aux0: 2.8888 2020-10-18 20:41:51,868 - mmaction - INFO - Epoch [8][360/396] lr: 2.994e-01, eta: 2 days, 0:55:23, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2539, top5_acc: 0.5154, loss_cls: 3.2585, loss: 3.2585, grad_norm: 1.0305, top1_acc/aux0: 0.3102, top5_acc/aux0: 0.6039, loss_cls/aux0: 2.8895, loss/aux0: 2.8895 2020-10-18 20:41:52,807 - mmaction - INFO - Epoch [8][360/396] lr: 2.994e-01, eta: 2 days, 1:05:11, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.2539, top5_acc: 0.5154, loss_cls: 3.2585, loss: 3.2585, grad_norm: 1.0301, top1_acc/aux0: 0.3104, top5_acc/aux0: 0.6049, loss_cls/aux0: 2.8890, loss/aux0: 2.8890 2020-10-18 20:42:29,105 - mmaction - INFO - Epoch [8][380/396] lr: 2.994e-01, eta: 2 days, 0:55:35, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2464, top5_acc: 0.5099, loss_cls: 3.2870, loss: 3.2870, grad_norm: 1.0464, top1_acc/aux0: 0.3164, top5_acc/aux0: 0.6229, loss_cls/aux0: 2.8550, loss/aux0: 2.8550 2020-10-18 20:42:30,026 - mmaction - INFO - Epoch [8][380/396] lr: 2.994e-01, eta: 2 days, 1:05:16, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.2464, top5_acc: 0.5099, loss_cls: 3.2870, loss: 3.2870, grad_norm: 1.0444, top1_acc/aux0: 0.3203, top5_acc/aux0: 0.6232, loss_cls/aux0: 2.8508, loss/aux0: 2.8508 2020-10-18 20:43:01,451 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-18 20:44:42,004 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 20:44:42,149 - mmaction - INFO - top1_acc 0.3423 top5_acc 0.6424 2020-10-18 20:44:42,149 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 20:44:42,178 - mmaction - INFO - mean_acc 0.3423 2020-10-18 20:44:42,178 - mmaction - INFO - Now best checkpoint is epoch_8.pth 2020-10-18 20:44:42,196 - mmaction - INFO - Epoch(val) [8][396] top1_acc: 0.3423, top5_acc: 0.6424, mean_class_accuracy: 0.3423 2020-10-18 20:48:46,410 - mmaction - INFO - Epoch [9][20/396] lr: 2.993e-01, eta: 2 days, 0:40:27, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.2555, top5_acc: 0.5294, loss_cls: 3.1981, loss: 3.1981, grad_norm: 1.0125, top1_acc/aux0: 0.3314, top5_acc/aux0: 0.6121, loss_cls/aux0: 2.8307, loss/aux0: 2.8307 2020-10-18 20:48:47,338 - mmaction - INFO - Epoch [9][20/396] lr: 2.993e-01, eta: 2 days, 0:49:59, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.2555, top5_acc: 0.5294, loss_cls: 3.1981, loss: 3.1981, grad_norm: 1.0149, top1_acc/aux0: 0.3299, top5_acc/aux0: 0.6122, loss_cls/aux0: 2.8382, loss/aux0: 2.8382 2020-10-18 20:49:23,428 - mmaction - INFO - Epoch [9][40/396] lr: 2.993e-01, eta: 2 days, 0:40:33, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.2570, top5_acc: 0.5430, loss_cls: 3.1934, loss: 3.1934, grad_norm: 1.0390, top1_acc/aux0: 0.3234, top5_acc/aux0: 0.6281, loss_cls/aux0: 2.8013, loss/aux0: 2.8013 2020-10-18 20:49:24,371 - mmaction - INFO - Epoch [9][40/396] lr: 2.993e-01, eta: 2 days, 0:50:00, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.2570, top5_acc: 0.5430, loss_cls: 3.1934, loss: 3.1934, grad_norm: 1.0397, top1_acc/aux0: 0.3258, top5_acc/aux0: 0.6276, loss_cls/aux0: 2.7973, loss/aux0: 2.7973 2020-10-18 20:50:00,588 - mmaction - INFO - Epoch [9][60/396] lr: 2.993e-01, eta: 2 days, 0:40:40, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2492, top5_acc: 0.5297, loss_cls: 3.2220, loss: 3.2220, grad_norm: 1.0365, top1_acc/aux0: 0.3227, top5_acc/aux0: 0.6057, loss_cls/aux0: 2.8608, loss/aux0: 2.8608 2020-10-18 20:50:01,518 - mmaction - INFO - Epoch [9][60/396] lr: 2.993e-01, eta: 2 days, 0:50:06, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.2492, top5_acc: 0.5297, loss_cls: 3.2220, loss: 3.2220, grad_norm: 1.0359, top1_acc/aux0: 0.3227, top5_acc/aux0: 0.6068, loss_cls/aux0: 2.8564, loss/aux0: 2.8564 2020-10-18 20:50:37,929 - mmaction - INFO - Epoch [9][80/396] lr: 2.993e-01, eta: 2 days, 0:40:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2529, top5_acc: 0.5240, loss_cls: 3.2388, loss: 3.2388, grad_norm: 1.0374, top1_acc/aux0: 0.3219, top5_acc/aux0: 0.6141, loss_cls/aux0: 2.8582, loss/aux0: 2.8582 2020-10-18 20:50:38,892 - mmaction - INFO - Epoch [9][80/396] lr: 2.993e-01, eta: 2 days, 0:50:24, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.2529, top5_acc: 0.5240, loss_cls: 3.2388, loss: 3.2388, grad_norm: 1.0364, top1_acc/aux0: 0.3232, top5_acc/aux0: 0.6125, loss_cls/aux0: 2.8572, loss/aux0: 2.8572 2020-10-18 20:51:15,341 - mmaction - INFO - Epoch [9][100/396] lr: 2.993e-01, eta: 2 days, 0:41:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2539, top5_acc: 0.5302, loss_cls: 3.2455, loss: 3.2455, grad_norm: 1.0431, top1_acc/aux0: 0.3151, top5_acc/aux0: 0.6060, loss_cls/aux0: 2.8860, loss/aux0: 2.8860 2020-10-18 20:51:16,288 - mmaction - INFO - Epoch [9][100/396] lr: 2.993e-01, eta: 2 days, 0:50:41, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2539, top5_acc: 0.5302, loss_cls: 3.2455, loss: 3.2455, grad_norm: 1.0458, top1_acc/aux0: 0.3138, top5_acc/aux0: 0.6044, loss_cls/aux0: 2.8887, loss/aux0: 2.8887 2020-10-18 20:51:52,505 - mmaction - INFO - Epoch [9][120/396] lr: 2.993e-01, eta: 2 days, 0:41:28, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.2497, top5_acc: 0.5224, loss_cls: 3.2383, loss: 3.2383, grad_norm: 1.0161, top1_acc/aux0: 0.3172, top5_acc/aux0: 0.5997, loss_cls/aux0: 2.9164, loss/aux0: 2.9164 2020-10-18 20:51:53,442 - mmaction - INFO - Epoch [9][120/396] lr: 2.993e-01, eta: 2 days, 0:50:42, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.2497, top5_acc: 0.5224, loss_cls: 3.2383, loss: 3.2383, grad_norm: 1.0154, top1_acc/aux0: 0.3148, top5_acc/aux0: 0.6016, loss_cls/aux0: 2.9220, loss/aux0: 2.9220 2020-10-18 20:52:29,702 - mmaction - INFO - Epoch [9][140/396] lr: 2.993e-01, eta: 2 days, 0:41:33, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.2414, top5_acc: 0.5198, loss_cls: 3.2630, loss: 3.2630, grad_norm: 1.0527, top1_acc/aux0: 0.3190, top5_acc/aux0: 0.6078, loss_cls/aux0: 2.8558, loss/aux0: 2.8558 2020-10-18 20:52:30,623 - mmaction - INFO - Epoch [9][140/396] lr: 2.993e-01, eta: 2 days, 0:50:44, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.2414, top5_acc: 0.5198, loss_cls: 3.2630, loss: 3.2630, grad_norm: 1.0557, top1_acc/aux0: 0.3195, top5_acc/aux0: 0.6073, loss_cls/aux0: 2.8503, loss/aux0: 2.8503 2020-10-18 20:53:07,030 - mmaction - INFO - Epoch [9][160/396] lr: 2.993e-01, eta: 2 days, 0:41:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2552, top5_acc: 0.5250, loss_cls: 3.2332, loss: 3.2332, grad_norm: 1.0457, top1_acc/aux0: 0.3190, top5_acc/aux0: 0.5979, loss_cls/aux0: 2.8602, loss/aux0: 2.8602 2020-10-18 20:53:07,976 - mmaction - INFO - Epoch [9][160/396] lr: 2.993e-01, eta: 2 days, 0:50:55, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.2552, top5_acc: 0.5250, loss_cls: 3.2332, loss: 3.2332, grad_norm: 1.0445, top1_acc/aux0: 0.3219, top5_acc/aux0: 0.6000, loss_cls/aux0: 2.8549, loss/aux0: 2.8549 2020-10-18 20:53:44,318 - mmaction - INFO - Epoch [9][180/396] lr: 2.993e-01, eta: 2 days, 0:41:52, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2602, top5_acc: 0.5263, loss_cls: 3.2055, loss: 3.2055, grad_norm: 1.0611, top1_acc/aux0: 0.3167, top5_acc/aux0: 0.6081, loss_cls/aux0: 2.8783, loss/aux0: 2.8783 2020-10-18 20:53:45,271 - mmaction - INFO - Epoch [9][180/396] lr: 2.993e-01, eta: 2 days, 0:50:57, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.2602, top5_acc: 0.5263, loss_cls: 3.2055, loss: 3.2055, grad_norm: 1.0566, top1_acc/aux0: 0.3148, top5_acc/aux0: 0.6076, loss_cls/aux0: 2.8899, loss/aux0: 2.8899 2020-10-18 20:54:21,701 - mmaction - INFO - Epoch [9][200/396] lr: 2.993e-01, eta: 2 days, 0:41:58, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2620, top5_acc: 0.5411, loss_cls: 3.1849, loss: 3.1849, grad_norm: 1.0429, top1_acc/aux0: 0.3320, top5_acc/aux0: 0.6216, loss_cls/aux0: 2.8243, loss/aux0: 2.8243 2020-10-18 20:54:22,615 - mmaction - INFO - Epoch [9][200/396] lr: 2.993e-01, eta: 2 days, 0:50:59, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.2620, top5_acc: 0.5411, loss_cls: 3.1849, loss: 3.1849, grad_norm: 1.0426, top1_acc/aux0: 0.3310, top5_acc/aux0: 0.6195, loss_cls/aux0: 2.8237, loss/aux0: 2.8237 2020-10-18 20:54:58,891 - mmaction - INFO - Epoch [9][220/396] lr: 2.993e-01, eta: 2 days, 0:42:03, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2589, top5_acc: 0.5232, loss_cls: 3.2652, loss: 3.2652, grad_norm: 1.0578, top1_acc/aux0: 0.3411, top5_acc/aux0: 0.6253, loss_cls/aux0: 2.7733, loss/aux0: 2.7733 2020-10-18 20:54:59,834 - mmaction - INFO - Epoch [9][220/396] lr: 2.993e-01, eta: 2 days, 0:51:01, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.2589, top5_acc: 0.5232, loss_cls: 3.2652, loss: 3.2652, grad_norm: 1.0536, top1_acc/aux0: 0.3440, top5_acc/aux0: 0.6273, loss_cls/aux0: 2.7628, loss/aux0: 2.7628 2020-10-18 20:55:36,488 - mmaction - INFO - Epoch [9][240/396] lr: 2.993e-01, eta: 2 days, 0:42:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2714, top5_acc: 0.5279, loss_cls: 3.2027, loss: 3.2027, grad_norm: 1.0348, top1_acc/aux0: 0.3362, top5_acc/aux0: 0.6294, loss_cls/aux0: 2.7923, loss/aux0: 2.7923 2020-10-18 20:55:37,431 - mmaction - INFO - Epoch [9][240/396] lr: 2.993e-01, eta: 2 days, 0:51:18, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.2714, top5_acc: 0.5279, loss_cls: 3.2027, loss: 3.2027, grad_norm: 1.0353, top1_acc/aux0: 0.3336, top5_acc/aux0: 0.6312, loss_cls/aux0: 2.7874, loss/aux0: 2.7874 2020-10-18 20:56:13,887 - mmaction - INFO - Epoch [9][260/396] lr: 2.993e-01, eta: 2 days, 0:42:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2563, top5_acc: 0.5229, loss_cls: 3.2347, loss: 3.2347, grad_norm: 1.0545, top1_acc/aux0: 0.3346, top5_acc/aux0: 0.6349, loss_cls/aux0: 2.7416, loss/aux0: 2.7416 2020-10-18 20:56:14,812 - mmaction - INFO - Epoch [9][260/396] lr: 2.993e-01, eta: 2 days, 0:51:30, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2563, top5_acc: 0.5229, loss_cls: 3.2347, loss: 3.2347, grad_norm: 1.0584, top1_acc/aux0: 0.3362, top5_acc/aux0: 0.6323, loss_cls/aux0: 2.7549, loss/aux0: 2.7549 2020-10-18 20:56:51,032 - mmaction - INFO - Epoch [9][280/396] lr: 2.993e-01, eta: 2 days, 0:42:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.2685, top5_acc: 0.5362, loss_cls: 3.2043, loss: 3.2043, grad_norm: 1.0531, top1_acc/aux0: 0.3333, top5_acc/aux0: 0.6190, loss_cls/aux0: 2.8302, loss/aux0: 2.8302 2020-10-18 20:56:51,982 - mmaction - INFO - Epoch [9][280/396] lr: 2.993e-01, eta: 2 days, 0:51:29, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.2685, top5_acc: 0.5362, loss_cls: 3.2043, loss: 3.2043, grad_norm: 1.0581, top1_acc/aux0: 0.3328, top5_acc/aux0: 0.6198, loss_cls/aux0: 2.8231, loss/aux0: 2.8231 2020-10-18 20:57:28,356 - mmaction - INFO - Epoch [9][300/396] lr: 2.993e-01, eta: 2 days, 0:42:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2674, top5_acc: 0.5370, loss_cls: 3.1923, loss: 3.1923, grad_norm: 1.0528, top1_acc/aux0: 0.3219, top5_acc/aux0: 0.6141, loss_cls/aux0: 2.8564, loss/aux0: 2.8564 2020-10-18 20:57:29,312 - mmaction - INFO - Epoch [9][300/396] lr: 2.993e-01, eta: 2 days, 0:51:37, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.2674, top5_acc: 0.5370, loss_cls: 3.1923, loss: 3.1923, grad_norm: 1.0526, top1_acc/aux0: 0.3227, top5_acc/aux0: 0.6148, loss_cls/aux0: 2.8502, loss/aux0: 2.8502 2020-10-18 20:58:05,772 - mmaction - INFO - Epoch [9][320/396] lr: 2.993e-01, eta: 2 days, 0:42:56, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2607, top5_acc: 0.5365, loss_cls: 3.2180, loss: 3.2180, grad_norm: 1.0340, top1_acc/aux0: 0.3346, top5_acc/aux0: 0.6182, loss_cls/aux0: 2.8131, loss/aux0: 2.8131 2020-10-18 20:58:06,722 - mmaction - INFO - Epoch [9][320/396] lr: 2.993e-01, eta: 2 days, 0:51:40, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.2607, top5_acc: 0.5365, loss_cls: 3.2180, loss: 3.2180, grad_norm: 1.0367, top1_acc/aux0: 0.3341, top5_acc/aux0: 0.6143, loss_cls/aux0: 2.8184, loss/aux0: 2.8184 2020-10-18 20:58:43,111 - mmaction - INFO - Epoch [9][340/396] lr: 2.993e-01, eta: 2 days, 0:43:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2724, top5_acc: 0.5336, loss_cls: 3.1874, loss: 3.1874, grad_norm: 1.0406, top1_acc/aux0: 0.3396, top5_acc/aux0: 0.6255, loss_cls/aux0: 2.8052, loss/aux0: 2.8052 2020-10-18 20:58:44,028 - mmaction - INFO - Epoch [9][340/396] lr: 2.993e-01, eta: 2 days, 0:51:41, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.2724, top5_acc: 0.5336, loss_cls: 3.1874, loss: 3.1874, grad_norm: 1.0411, top1_acc/aux0: 0.3388, top5_acc/aux0: 0.6279, loss_cls/aux0: 2.8104, loss/aux0: 2.8104 2020-10-18 20:59:20,697 - mmaction - INFO - Epoch [9][360/396] lr: 2.993e-01, eta: 2 days, 0:43:15, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.2654, top5_acc: 0.5279, loss_cls: 3.2130, loss: 3.2130, grad_norm: 1.0096, top1_acc/aux0: 0.3396, top5_acc/aux0: 0.6109, loss_cls/aux0: 2.8263, loss/aux0: 2.8263 2020-10-18 20:59:21,635 - mmaction - INFO - Epoch [9][360/396] lr: 2.993e-01, eta: 2 days, 0:52:02, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.2654, top5_acc: 0.5279, loss_cls: 3.2130, loss: 3.2130, grad_norm: 1.0112, top1_acc/aux0: 0.3396, top5_acc/aux0: 0.6122, loss_cls/aux0: 2.8250, loss/aux0: 2.8250 2020-10-18 20:59:58,369 - mmaction - INFO - Epoch [9][380/396] lr: 2.993e-01, eta: 2 days, 0:43:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2638, top5_acc: 0.5396, loss_cls: 3.1894, loss: 3.1894, grad_norm: 1.0687, top1_acc/aux0: 0.3341, top5_acc/aux0: 0.6245, loss_cls/aux0: 2.7989, loss/aux0: 2.7989 2020-10-18 20:59:59,315 - mmaction - INFO - Epoch [9][380/396] lr: 2.993e-01, eta: 2 days, 0:52:13, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.2638, top5_acc: 0.5396, loss_cls: 3.1894, loss: 3.1894, grad_norm: 1.0711, top1_acc/aux0: 0.3341, top5_acc/aux0: 0.6240, loss_cls/aux0: 2.7934, loss/aux0: 2.7934 2020-10-18 21:04:41,662 - mmaction - INFO - Epoch [10][20/396] lr: 2.991e-01, eta: 2 days, 0:30:05, time: 0.922, data_time: 0.001, memory: 8466, top1_acc: 0.2750, top5_acc: 0.5409, loss_cls: 3.1098, loss: 3.1098, grad_norm: 1.0491, top1_acc/aux0: 0.3457, top5_acc/aux0: 0.6469, loss_cls/aux0: 2.7204, loss/aux0: 2.7204 2020-10-18 21:04:42,594 - mmaction - INFO - Epoch [10][20/396] lr: 2.991e-01, eta: 2 days, 0:38:29, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.2750, top5_acc: 0.5409, loss_cls: 3.1098, loss: 3.1098, grad_norm: 1.0499, top1_acc/aux0: 0.3487, top5_acc/aux0: 0.6492, loss_cls/aux0: 2.7129, loss/aux0: 2.7129 2020-10-18 21:05:18,808 - mmaction - INFO - Epoch [10][40/396] lr: 2.991e-01, eta: 2 days, 0:30:04, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.2706, top5_acc: 0.5555, loss_cls: 3.1263, loss: 3.1263, grad_norm: 1.0663, top1_acc/aux0: 0.3336, top5_acc/aux0: 0.6245, loss_cls/aux0: 2.8065, loss/aux0: 2.8065 2020-10-18 21:05:19,744 - mmaction - INFO - Epoch [10][40/396] lr: 2.991e-01, eta: 2 days, 0:38:28, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.2706, top5_acc: 0.5555, loss_cls: 3.1263, loss: 3.1263, grad_norm: 1.0659, top1_acc/aux0: 0.3284, top5_acc/aux0: 0.6201, loss_cls/aux0: 2.8239, loss/aux0: 2.8239 2020-10-18 21:05:56,060 - mmaction - INFO - Epoch [10][60/396] lr: 2.991e-01, eta: 2 days, 0:30:08, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.2604, top5_acc: 0.5339, loss_cls: 3.2101, loss: 3.2101, grad_norm: 1.0709, top1_acc/aux0: 0.3396, top5_acc/aux0: 0.6286, loss_cls/aux0: 2.7901, loss/aux0: 2.7901 2020-10-18 21:05:56,995 - mmaction - INFO - Epoch [10][60/396] lr: 2.991e-01, eta: 2 days, 0:38:30, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.2604, top5_acc: 0.5339, loss_cls: 3.2101, loss: 3.2101, grad_norm: 1.0720, top1_acc/aux0: 0.3406, top5_acc/aux0: 0.6281, loss_cls/aux0: 2.7881, loss/aux0: 2.7881 2020-10-18 21:06:33,203 - mmaction - INFO - Epoch [10][80/396] lr: 2.991e-01, eta: 2 days, 0:30:09, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.2664, top5_acc: 0.5406, loss_cls: 3.1712, loss: 3.1712, grad_norm: 1.0579, top1_acc/aux0: 0.3260, top5_acc/aux0: 0.6112, loss_cls/aux0: 2.8337, loss/aux0: 2.8337 2020-10-18 21:06:34,161 - mmaction - INFO - Epoch [10][80/396] lr: 2.991e-01, eta: 2 days, 0:38:25, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.2664, top5_acc: 0.5406, loss_cls: 3.1712, loss: 3.1712, grad_norm: 1.0550, top1_acc/aux0: 0.3242, top5_acc/aux0: 0.6120, loss_cls/aux0: 2.8312, loss/aux0: 2.8312 2020-10-18 21:07:10,748 - mmaction - INFO - Epoch [10][100/396] lr: 2.991e-01, eta: 2 days, 0:30:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2716, top5_acc: 0.5326, loss_cls: 3.1651, loss: 3.1651, grad_norm: 1.0444, top1_acc/aux0: 0.3206, top5_acc/aux0: 0.6234, loss_cls/aux0: 2.8062, loss/aux0: 2.8062 2020-10-18 21:07:11,670 - mmaction - INFO - Epoch [10][100/396] lr: 2.991e-01, eta: 2 days, 0:38:29, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.2716, top5_acc: 0.5326, loss_cls: 3.1651, loss: 3.1651, grad_norm: 1.0491, top1_acc/aux0: 0.3234, top5_acc/aux0: 0.6273, loss_cls/aux0: 2.7965, loss/aux0: 2.7965 2020-10-18 21:07:48,134 - mmaction - INFO - Epoch [10][120/396] lr: 2.991e-01, eta: 2 days, 0:30:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2635, top5_acc: 0.5339, loss_cls: 3.1932, loss: 3.1932, grad_norm: 1.0452, top1_acc/aux0: 0.3234, top5_acc/aux0: 0.6307, loss_cls/aux0: 2.8185, loss/aux0: 2.8185 2020-10-18 21:07:49,073 - mmaction - INFO - Epoch [10][120/396] lr: 2.991e-01, eta: 2 days, 0:38:36, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.2635, top5_acc: 0.5339, loss_cls: 3.1932, loss: 3.1932, grad_norm: 1.0442, top1_acc/aux0: 0.3245, top5_acc/aux0: 0.6286, loss_cls/aux0: 2.8170, loss/aux0: 2.8170 2020-10-18 21:08:25,494 - mmaction - INFO - Epoch [10][140/396] lr: 2.991e-01, eta: 2 days, 0:30:24, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.2859, top5_acc: 0.5437, loss_cls: 3.1376, loss: 3.1376, grad_norm: 1.0561, top1_acc/aux0: 0.3456, top5_acc/aux0: 0.6271, loss_cls/aux0: 2.7931, loss/aux0: 2.7931 2020-10-18 21:08:26,466 - mmaction - INFO - Epoch [10][140/396] lr: 2.991e-01, eta: 2 days, 0:38:35, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.2859, top5_acc: 0.5437, loss_cls: 3.1376, loss: 3.1376, grad_norm: 1.0524, top1_acc/aux0: 0.3466, top5_acc/aux0: 0.6289, loss_cls/aux0: 2.7914, loss/aux0: 2.7914 2020-10-18 21:09:02,836 - mmaction - INFO - Epoch [10][160/396] lr: 2.991e-01, eta: 2 days, 0:30:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2828, top5_acc: 0.5565, loss_cls: 3.0955, loss: 3.0955, grad_norm: 1.0678, top1_acc/aux0: 0.3193, top5_acc/aux0: 0.6302, loss_cls/aux0: 2.8036, loss/aux0: 2.8036 2020-10-18 21:09:03,774 - mmaction - INFO - Epoch [10][160/396] lr: 2.991e-01, eta: 2 days, 0:38:33, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.2828, top5_acc: 0.5565, loss_cls: 3.0955, loss: 3.0955, grad_norm: 1.0661, top1_acc/aux0: 0.3154, top5_acc/aux0: 0.6266, loss_cls/aux0: 2.8226, loss/aux0: 2.8226 2020-10-18 21:09:40,141 - mmaction - INFO - Epoch [10][180/396] lr: 2.991e-01, eta: 2 days, 0:30:28, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2659, top5_acc: 0.5365, loss_cls: 3.1915, loss: 3.1915, grad_norm: 1.0403, top1_acc/aux0: 0.3352, top5_acc/aux0: 0.6294, loss_cls/aux0: 2.8088, loss/aux0: 2.8088 2020-10-18 21:09:41,073 - mmaction - INFO - Epoch [10][180/396] lr: 2.991e-01, eta: 2 days, 0:38:35, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.2659, top5_acc: 0.5365, loss_cls: 3.1915, loss: 3.1915, grad_norm: 1.0414, top1_acc/aux0: 0.3370, top5_acc/aux0: 0.6305, loss_cls/aux0: 2.8028, loss/aux0: 2.8028 2020-10-18 21:10:17,404 - mmaction - INFO - Epoch [10][200/396] lr: 2.991e-01, eta: 2 days, 0:30:31, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.2701, top5_acc: 0.5445, loss_cls: 3.1227, loss: 3.1227, grad_norm: 1.0629, top1_acc/aux0: 0.3495, top5_acc/aux0: 0.6331, loss_cls/aux0: 2.7577, loss/aux0: 2.7577 2020-10-18 21:10:18,342 - mmaction - INFO - Epoch [10][200/396] lr: 2.991e-01, eta: 2 days, 0:38:34, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.2701, top5_acc: 0.5445, loss_cls: 3.1227, loss: 3.1227, grad_norm: 1.0635, top1_acc/aux0: 0.3500, top5_acc/aux0: 0.6326, loss_cls/aux0: 2.7497, loss/aux0: 2.7497 2020-10-18 21:10:54,629 - mmaction - INFO - Epoch [10][220/396] lr: 2.991e-01, eta: 2 days, 0:30:30, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.2625, top5_acc: 0.5490, loss_cls: 3.1280, loss: 3.1280, grad_norm: 1.0562, top1_acc/aux0: 0.3414, top5_acc/aux0: 0.6422, loss_cls/aux0: 2.7301, loss/aux0: 2.7301 2020-10-18 21:10:55,553 - mmaction - INFO - Epoch [10][220/396] lr: 2.991e-01, eta: 2 days, 0:38:28, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.2625, top5_acc: 0.5490, loss_cls: 3.1280, loss: 3.1280, grad_norm: 1.0571, top1_acc/aux0: 0.3388, top5_acc/aux0: 0.6396, loss_cls/aux0: 2.7474, loss/aux0: 2.7474 2020-10-18 21:11:32,105 - mmaction - INFO - Epoch [10][240/396] lr: 2.991e-01, eta: 2 days, 0:30:32, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2719, top5_acc: 0.5471, loss_cls: 3.1276, loss: 3.1276, grad_norm: 1.0999, top1_acc/aux0: 0.3354, top5_acc/aux0: 0.6292, loss_cls/aux0: 2.7645, loss/aux0: 2.7645 2020-10-18 21:11:33,048 - mmaction - INFO - Epoch [10][240/396] lr: 2.991e-01, eta: 2 days, 0:38:35, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.2719, top5_acc: 0.5471, loss_cls: 3.1276, loss: 3.1276, grad_norm: 1.0967, top1_acc/aux0: 0.3370, top5_acc/aux0: 0.6307, loss_cls/aux0: 2.7546, loss/aux0: 2.7546 2020-10-18 21:12:09,313 - mmaction - INFO - Epoch [10][260/396] lr: 2.991e-01, eta: 2 days, 0:30:36, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.2742, top5_acc: 0.5552, loss_cls: 3.0990, loss: 3.0990, grad_norm: 1.0486, top1_acc/aux0: 0.3529, top5_acc/aux0: 0.6367, loss_cls/aux0: 2.7321, loss/aux0: 2.7321 2020-10-18 21:12:10,246 - mmaction - INFO - Epoch [10][260/396] lr: 2.991e-01, eta: 2 days, 0:38:31, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.2742, top5_acc: 0.5552, loss_cls: 3.0990, loss: 3.0990, grad_norm: 1.0491, top1_acc/aux0: 0.3503, top5_acc/aux0: 0.6357, loss_cls/aux0: 2.7396, loss/aux0: 2.7396 2020-10-18 21:12:46,712 - mmaction - INFO - Epoch [10][280/396] lr: 2.991e-01, eta: 2 days, 0:30:42, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2812, top5_acc: 0.5469, loss_cls: 3.0992, loss: 3.0992, grad_norm: 1.0773, top1_acc/aux0: 0.3432, top5_acc/aux0: 0.6354, loss_cls/aux0: 2.7687, loss/aux0: 2.7687 2020-10-18 21:12:47,662 - mmaction - INFO - Epoch [10][280/396] lr: 2.991e-01, eta: 2 days, 0:38:41, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.2812, top5_acc: 0.5469, loss_cls: 3.0992, loss: 3.0992, grad_norm: 1.0734, top1_acc/aux0: 0.3479, top5_acc/aux0: 0.6393, loss_cls/aux0: 2.7508, loss/aux0: 2.7508 2020-10-18 21:13:23,933 - mmaction - INFO - Epoch [10][300/396] lr: 2.991e-01, eta: 2 days, 0:30:47, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2633, top5_acc: 0.5333, loss_cls: 3.2216, loss: 3.2216, grad_norm: 1.0617, top1_acc/aux0: 0.3453, top5_acc/aux0: 0.6432, loss_cls/aux0: 2.7450, loss/aux0: 2.7450 2020-10-18 21:13:24,887 - mmaction - INFO - Epoch [10][300/396] lr: 2.991e-01, eta: 2 days, 0:38:38, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.2633, top5_acc: 0.5333, loss_cls: 3.2216, loss: 3.2216, grad_norm: 1.0556, top1_acc/aux0: 0.3440, top5_acc/aux0: 0.6435, loss_cls/aux0: 2.7507, loss/aux0: 2.7507 2020-10-18 21:14:01,310 - mmaction - INFO - Epoch [10][320/396] lr: 2.991e-01, eta: 2 days, 0:30:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2813, top5_acc: 0.5531, loss_cls: 3.1000, loss: 3.1000, grad_norm: 1.0708, top1_acc/aux0: 0.3568, top5_acc/aux0: 0.6414, loss_cls/aux0: 2.7306, loss/aux0: 2.7306 2020-10-18 21:14:02,251 - mmaction - INFO - Epoch [10][320/396] lr: 2.991e-01, eta: 2 days, 0:38:37, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.2813, top5_acc: 0.5531, loss_cls: 3.1000, loss: 3.1000, grad_norm: 1.0729, top1_acc/aux0: 0.3594, top5_acc/aux0: 0.6430, loss_cls/aux0: 2.7218, loss/aux0: 2.7218 2020-10-18 21:14:38,515 - mmaction - INFO - Epoch [10][340/396] lr: 2.991e-01, eta: 2 days, 0:30:47, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.2703, top5_acc: 0.5469, loss_cls: 3.1429, loss: 3.1429, grad_norm: 1.0656, top1_acc/aux0: 0.3534, top5_acc/aux0: 0.6401, loss_cls/aux0: 2.7490, loss/aux0: 2.7490 2020-10-18 21:14:39,498 - mmaction - INFO - Epoch [10][340/396] lr: 2.991e-01, eta: 2 days, 0:38:32, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.2703, top5_acc: 0.5469, loss_cls: 3.1429, loss: 3.1429, grad_norm: 1.0693, top1_acc/aux0: 0.3474, top5_acc/aux0: 0.6357, loss_cls/aux0: 2.7631, loss/aux0: 2.7631 2020-10-18 21:15:15,963 - mmaction - INFO - Epoch [10][360/396] lr: 2.991e-01, eta: 2 days, 0:30:51, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2690, top5_acc: 0.5448, loss_cls: 3.1482, loss: 3.1482, grad_norm: 1.0535, top1_acc/aux0: 0.3419, top5_acc/aux0: 0.6346, loss_cls/aux0: 2.7594, loss/aux0: 2.7594 2020-10-18 21:15:16,911 - mmaction - INFO - Epoch [10][360/396] lr: 2.991e-01, eta: 2 days, 0:38:40, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.2690, top5_acc: 0.5448, loss_cls: 3.1482, loss: 3.1482, grad_norm: 1.0556, top1_acc/aux0: 0.3440, top5_acc/aux0: 0.6354, loss_cls/aux0: 2.7581, loss/aux0: 2.7581 2020-10-18 21:15:53,306 - mmaction - INFO - Epoch [10][380/396] lr: 2.991e-01, eta: 2 days, 0:30:57, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2672, top5_acc: 0.5388, loss_cls: 3.1846, loss: 3.1846, grad_norm: 1.0722, top1_acc/aux0: 0.3430, top5_acc/aux0: 0.6247, loss_cls/aux0: 2.7701, loss/aux0: 2.7701 2020-10-18 21:15:54,237 - mmaction - INFO - Epoch [10][380/396] lr: 2.991e-01, eta: 2 days, 0:38:38, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.2672, top5_acc: 0.5388, loss_cls: 3.1846, loss: 3.1846, grad_norm: 1.0742, top1_acc/aux0: 0.3435, top5_acc/aux0: 0.6242, loss_cls/aux0: 2.7721, loss/aux0: 2.7721 2020-10-18 21:20:17,442 - mmaction - INFO - Epoch [11][20/396] lr: 2.989e-01, eta: 2 days, 0:18:43, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.2815, top5_acc: 0.5578, loss_cls: 3.0690, loss: 3.0690, grad_norm: 1.0508, top1_acc/aux0: 0.3745, top5_acc/aux0: 0.6563, loss_cls/aux0: 2.6594, loss/aux0: 2.6594 2020-10-18 21:20:18,364 - mmaction - INFO - Epoch [11][20/396] lr: 2.989e-01, eta: 2 days, 0:26:16, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.2815, top5_acc: 0.5578, loss_cls: 3.0690, loss: 3.0690, grad_norm: 1.0535, top1_acc/aux0: 0.3724, top5_acc/aux0: 0.6547, loss_cls/aux0: 2.6662, loss/aux0: 2.6662 2020-10-18 21:20:54,351 - mmaction - INFO - Epoch [11][40/396] lr: 2.989e-01, eta: 2 days, 0:18:37, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.2932, top5_acc: 0.5492, loss_cls: 3.0690, loss: 3.0690, grad_norm: 1.0789, top1_acc/aux0: 0.3536, top5_acc/aux0: 0.6401, loss_cls/aux0: 2.7088, loss/aux0: 2.7088 2020-10-18 21:20:55,280 - mmaction - INFO - Epoch [11][40/396] lr: 2.989e-01, eta: 2 days, 0:26:06, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.2932, top5_acc: 0.5492, loss_cls: 3.0690, loss: 3.0690, grad_norm: 1.0788, top1_acc/aux0: 0.3555, top5_acc/aux0: 0.6417, loss_cls/aux0: 2.6995, loss/aux0: 2.6995 2020-10-18 21:21:31,514 - mmaction - INFO - Epoch [11][60/396] lr: 2.989e-01, eta: 2 days, 0:18:32, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.2789, top5_acc: 0.5573, loss_cls: 3.1038, loss: 3.1038, grad_norm: 1.0672, top1_acc/aux0: 0.3378, top5_acc/aux0: 0.6180, loss_cls/aux0: 2.7801, loss/aux0: 2.7801 2020-10-18 21:21:32,439 - mmaction - INFO - Epoch [11][60/396] lr: 2.989e-01, eta: 2 days, 0:26:02, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.2789, top5_acc: 0.5573, loss_cls: 3.1038, loss: 3.1038, grad_norm: 1.0657, top1_acc/aux0: 0.3380, top5_acc/aux0: 0.6180, loss_cls/aux0: 2.7833, loss/aux0: 2.7833 2020-10-18 21:22:08,728 - mmaction - INFO - Epoch [11][80/396] lr: 2.989e-01, eta: 2 days, 0:18:31, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2786, top5_acc: 0.5526, loss_cls: 3.1063, loss: 3.1063, grad_norm: 1.0906, top1_acc/aux0: 0.3490, top5_acc/aux0: 0.6458, loss_cls/aux0: 2.7150, loss/aux0: 2.7150 2020-10-18 21:22:09,678 - mmaction - INFO - Epoch [11][80/396] lr: 2.989e-01, eta: 2 days, 0:25:58, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.2786, top5_acc: 0.5526, loss_cls: 3.1063, loss: 3.1063, grad_norm: 1.0922, top1_acc/aux0: 0.3471, top5_acc/aux0: 0.6430, loss_cls/aux0: 2.7254, loss/aux0: 2.7254 2020-10-18 21:22:46,107 - mmaction - INFO - Epoch [11][100/396] lr: 2.989e-01, eta: 2 days, 0:18:29, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.2760, top5_acc: 0.5510, loss_cls: 3.1016, loss: 3.1016, grad_norm: 1.0928, top1_acc/aux0: 0.3370, top5_acc/aux0: 0.6263, loss_cls/aux0: 2.7703, loss/aux0: 2.7703 2020-10-18 21:22:47,047 - mmaction - INFO - Epoch [11][100/396] lr: 2.989e-01, eta: 2 days, 0:25:56, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.2760, top5_acc: 0.5510, loss_cls: 3.1016, loss: 3.1016, grad_norm: 1.0943, top1_acc/aux0: 0.3357, top5_acc/aux0: 0.6247, loss_cls/aux0: 2.7670, loss/aux0: 2.7670 2020-10-18 21:23:23,486 - mmaction - INFO - Epoch [11][120/396] lr: 2.989e-01, eta: 2 days, 0:18:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.2773, top5_acc: 0.5609, loss_cls: 3.0963, loss: 3.0963, grad_norm: 1.0626, top1_acc/aux0: 0.3461, top5_acc/aux0: 0.6289, loss_cls/aux0: 2.7796, loss/aux0: 2.7796 2020-10-18 21:23:24,414 - mmaction - INFO - Epoch [11][120/396] lr: 2.989e-01, eta: 2 days, 0:25:55, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.2773, top5_acc: 0.5609, loss_cls: 3.0963, loss: 3.0963, grad_norm: 1.0634, top1_acc/aux0: 0.3479, top5_acc/aux0: 0.6333, loss_cls/aux0: 2.7747, loss/aux0: 2.7747 2020-10-18 21:24:00,705 - mmaction - INFO - Epoch [11][140/396] lr: 2.989e-01, eta: 2 days, 0:18:28, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.2945, top5_acc: 0.5547, loss_cls: 3.0680, loss: 3.0680, grad_norm: 1.0576, top1_acc/aux0: 0.3497, top5_acc/aux0: 0.6424, loss_cls/aux0: 2.7262, loss/aux0: 2.7262 2020-10-18 21:24:01,705 - mmaction - INFO - Epoch [11][140/396] lr: 2.989e-01, eta: 2 days, 0:25:48, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.2945, top5_acc: 0.5547, loss_cls: 3.0680, loss: 3.0680, grad_norm: 1.0570, top1_acc/aux0: 0.3505, top5_acc/aux0: 0.6417, loss_cls/aux0: 2.7238, loss/aux0: 2.7238 2020-10-18 21:24:38,208 - mmaction - INFO - Epoch [11][160/396] lr: 2.989e-01, eta: 2 days, 0:18:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2721, top5_acc: 0.5508, loss_cls: 3.1047, loss: 3.1047, grad_norm: 1.0538, top1_acc/aux0: 0.3495, top5_acc/aux0: 0.6279, loss_cls/aux0: 2.7384, loss/aux0: 2.7384 2020-10-18 21:24:39,144 - mmaction - INFO - Epoch [11][160/396] lr: 2.989e-01, eta: 2 days, 0:25:51, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.2721, top5_acc: 0.5508, loss_cls: 3.1047, loss: 3.1047, grad_norm: 1.0563, top1_acc/aux0: 0.3458, top5_acc/aux0: 0.6289, loss_cls/aux0: 2.7515, loss/aux0: 2.7515 2020-10-18 21:25:15,651 - mmaction - INFO - Epoch [11][180/396] lr: 2.989e-01, eta: 2 days, 0:18:35, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2724, top5_acc: 0.5482, loss_cls: 3.1380, loss: 3.1380, grad_norm: 1.0854, top1_acc/aux0: 0.3643, top5_acc/aux0: 0.6438, loss_cls/aux0: 2.6911, loss/aux0: 2.6911 2020-10-18 21:25:16,608 - mmaction - INFO - Epoch [11][180/396] lr: 2.989e-01, eta: 2 days, 0:25:58, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.2724, top5_acc: 0.5482, loss_cls: 3.1380, loss: 3.1380, grad_norm: 1.0826, top1_acc/aux0: 0.3656, top5_acc/aux0: 0.6461, loss_cls/aux0: 2.6775, loss/aux0: 2.6775 2020-10-18 21:25:52,772 - mmaction - INFO - Epoch [11][200/396] lr: 2.989e-01, eta: 2 days, 0:18:35, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.2664, top5_acc: 0.5487, loss_cls: 3.1548, loss: 3.1548, grad_norm: 1.0898, top1_acc/aux0: 0.3680, top5_acc/aux0: 0.6487, loss_cls/aux0: 2.6544, loss/aux0: 2.6544 2020-10-18 21:25:53,746 - mmaction - INFO - Epoch [11][200/396] lr: 2.989e-01, eta: 2 days, 0:25:49, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.2664, top5_acc: 0.5487, loss_cls: 3.1548, loss: 3.1548, grad_norm: 1.0893, top1_acc/aux0: 0.3701, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6512, loss/aux0: 2.6512 2020-10-18 21:26:29,967 - mmaction - INFO - Epoch [11][220/396] lr: 2.989e-01, eta: 2 days, 0:18:28, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.2898, top5_acc: 0.5602, loss_cls: 3.0791, loss: 3.0791, grad_norm: 1.0976, top1_acc/aux0: 0.3560, top5_acc/aux0: 0.6372, loss_cls/aux0: 2.6914, loss/aux0: 2.6914 2020-10-18 21:26:30,911 - mmaction - INFO - Epoch [11][220/396] lr: 2.989e-01, eta: 2 days, 0:25:39, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.2898, top5_acc: 0.5602, loss_cls: 3.0791, loss: 3.0791, grad_norm: 1.0991, top1_acc/aux0: 0.3555, top5_acc/aux0: 0.6359, loss_cls/aux0: 2.6975, loss/aux0: 2.6975 2020-10-18 21:27:07,466 - mmaction - INFO - Epoch [11][240/396] lr: 2.989e-01, eta: 2 days, 0:18:22, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.2836, top5_acc: 0.5568, loss_cls: 3.1014, loss: 3.1014, grad_norm: 1.0749, top1_acc/aux0: 0.3505, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.7066, loss/aux0: 2.7066 2020-10-18 21:27:08,386 - mmaction - INFO - Epoch [11][240/396] lr: 2.989e-01, eta: 2 days, 0:25:33, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.2836, top5_acc: 0.5568, loss_cls: 3.1014, loss: 3.1014, grad_norm: 1.0750, top1_acc/aux0: 0.3518, top5_acc/aux0: 0.6448, loss_cls/aux0: 2.7027, loss/aux0: 2.7027 2020-10-18 21:27:44,703 - mmaction - INFO - Epoch [11][260/396] lr: 2.989e-01, eta: 2 days, 0:18:16, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.2745, top5_acc: 0.5521, loss_cls: 3.1102, loss: 3.1102, grad_norm: 1.0936, top1_acc/aux0: 0.3648, top5_acc/aux0: 0.6526, loss_cls/aux0: 2.6815, loss/aux0: 2.6815 2020-10-18 21:27:45,642 - mmaction - INFO - Epoch [11][260/396] lr: 2.989e-01, eta: 2 days, 0:25:22, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.2745, top5_acc: 0.5521, loss_cls: 3.1102, loss: 3.1102, grad_norm: 1.0948, top1_acc/aux0: 0.3609, top5_acc/aux0: 0.6495, loss_cls/aux0: 2.6959, loss/aux0: 2.6959 2020-10-18 21:28:22,054 - mmaction - INFO - Epoch [11][280/396] lr: 2.989e-01, eta: 2 days, 0:18:10, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.2823, top5_acc: 0.5617, loss_cls: 3.0789, loss: 3.0789, grad_norm: 1.0565, top1_acc/aux0: 0.3479, top5_acc/aux0: 0.6286, loss_cls/aux0: 2.7421, loss/aux0: 2.7421 2020-10-18 21:28:23,013 - mmaction - INFO - Epoch [11][280/396] lr: 2.989e-01, eta: 2 days, 0:25:16, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.2823, top5_acc: 0.5617, loss_cls: 3.0789, loss: 3.0789, grad_norm: 1.0538, top1_acc/aux0: 0.3497, top5_acc/aux0: 0.6310, loss_cls/aux0: 2.7321, loss/aux0: 2.7321 2020-10-18 21:28:59,421 - mmaction - INFO - Epoch [11][300/396] lr: 2.989e-01, eta: 2 days, 0:18:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2734, top5_acc: 0.5534, loss_cls: 3.1182, loss: 3.1182, grad_norm: 1.0935, top1_acc/aux0: 0.3552, top5_acc/aux0: 0.6435, loss_cls/aux0: 2.6714, loss/aux0: 2.6714 2020-10-18 21:29:00,363 - mmaction - INFO - Epoch [11][300/396] lr: 2.989e-01, eta: 2 days, 0:25:17, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.2734, top5_acc: 0.5534, loss_cls: 3.1182, loss: 3.1182, grad_norm: 1.0900, top1_acc/aux0: 0.3573, top5_acc/aux0: 0.6437, loss_cls/aux0: 2.6678, loss/aux0: 2.6678 2020-10-18 21:29:36,530 - mmaction - INFO - Epoch [11][320/396] lr: 2.989e-01, eta: 2 days, 0:18:07, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.2794, top5_acc: 0.5539, loss_cls: 3.0908, loss: 3.0908, grad_norm: 1.0937, top1_acc/aux0: 0.3466, top5_acc/aux0: 0.6398, loss_cls/aux0: 2.7327, loss/aux0: 2.7327 2020-10-18 21:29:37,461 - mmaction - INFO - Epoch [11][320/396] lr: 2.989e-01, eta: 2 days, 0:25:08, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.2794, top5_acc: 0.5539, loss_cls: 3.0908, loss: 3.0908, grad_norm: 1.0961, top1_acc/aux0: 0.3453, top5_acc/aux0: 0.6391, loss_cls/aux0: 2.7375, loss/aux0: 2.7375 2020-10-18 21:30:13,765 - mmaction - INFO - Epoch [11][340/396] lr: 2.989e-01, eta: 2 days, 0:18:00, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.2831, top5_acc: 0.5562, loss_cls: 3.0785, loss: 3.0785, grad_norm: 1.0774, top1_acc/aux0: 0.3578, top5_acc/aux0: 0.6492, loss_cls/aux0: 2.6811, loss/aux0: 2.6811 2020-10-18 21:30:14,716 - mmaction - INFO - Epoch [11][340/396] lr: 2.989e-01, eta: 2 days, 0:24:59, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.2831, top5_acc: 0.5562, loss_cls: 3.0785, loss: 3.0785, grad_norm: 1.0754, top1_acc/aux0: 0.3596, top5_acc/aux0: 0.6518, loss_cls/aux0: 2.6672, loss/aux0: 2.6672 2020-10-18 21:30:51,062 - mmaction - INFO - Epoch [11][360/396] lr: 2.989e-01, eta: 2 days, 0:17:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2779, top5_acc: 0.5594, loss_cls: 3.0574, loss: 3.0574, grad_norm: 1.0758, top1_acc/aux0: 0.3607, top5_acc/aux0: 0.6518, loss_cls/aux0: 2.6778, loss/aux0: 2.6778 2020-10-18 21:30:51,988 - mmaction - INFO - Epoch [11][360/396] lr: 2.989e-01, eta: 2 days, 0:24:57, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.2779, top5_acc: 0.5594, loss_cls: 3.0574, loss: 3.0574, grad_norm: 1.0810, top1_acc/aux0: 0.3604, top5_acc/aux0: 0.6492, loss_cls/aux0: 2.6838, loss/aux0: 2.6838 2020-10-18 21:31:28,262 - mmaction - INFO - Epoch [11][380/396] lr: 2.989e-01, eta: 2 days, 0:17:54, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2755, top5_acc: 0.5549, loss_cls: 3.0886, loss: 3.0886, grad_norm: 1.0812, top1_acc/aux0: 0.3732, top5_acc/aux0: 0.6560, loss_cls/aux0: 2.6519, loss/aux0: 2.6519 2020-10-18 21:31:29,205 - mmaction - INFO - Epoch [11][380/396] lr: 2.989e-01, eta: 2 days, 0:24:50, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.2755, top5_acc: 0.5549, loss_cls: 3.0886, loss: 3.0886, grad_norm: 1.0831, top1_acc/aux0: 0.3727, top5_acc/aux0: 0.6609, loss_cls/aux0: 2.6490, loss/aux0: 2.6490 2020-10-18 21:36:04,964 - mmaction - INFO - Epoch [12][20/396] lr: 2.986e-01, eta: 2 days, 0:06:42, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.2958, top5_acc: 0.5664, loss_cls: 3.0516, loss: 3.0516, grad_norm: 1.0746, top1_acc/aux0: 0.3539, top5_acc/aux0: 0.6395, loss_cls/aux0: 2.7258, loss/aux0: 2.7258 2020-10-18 21:36:05,893 - mmaction - INFO - Epoch [12][20/396] lr: 2.986e-01, eta: 2 days, 0:13:34, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.2958, top5_acc: 0.5664, loss_cls: 3.0516, loss: 3.0516, grad_norm: 1.0754, top1_acc/aux0: 0.3521, top5_acc/aux0: 0.6391, loss_cls/aux0: 2.7293, loss/aux0: 2.7293 2020-10-18 21:36:41,988 - mmaction - INFO - Epoch [12][40/396] lr: 2.986e-01, eta: 2 days, 0:06:37, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.2875, top5_acc: 0.5633, loss_cls: 3.0613, loss: 3.0613, grad_norm: 1.0713, top1_acc/aux0: 0.3612, top5_acc/aux0: 0.6500, loss_cls/aux0: 2.6530, loss/aux0: 2.6530 2020-10-18 21:36:42,912 - mmaction - INFO - Epoch [12][40/396] lr: 2.986e-01, eta: 2 days, 0:13:27, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.2875, top5_acc: 0.5633, loss_cls: 3.0613, loss: 3.0613, grad_norm: 1.0731, top1_acc/aux0: 0.3607, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6534, loss/aux0: 2.6534 2020-10-18 21:37:19,140 - mmaction - INFO - Epoch [12][60/396] lr: 2.986e-01, eta: 2 days, 0:06:33, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.2862, top5_acc: 0.5766, loss_cls: 2.9915, loss: 2.9915, grad_norm: 1.0737, top1_acc/aux0: 0.3503, top5_acc/aux0: 0.6393, loss_cls/aux0: 2.6880, loss/aux0: 2.6880 2020-10-18 21:37:20,092 - mmaction - INFO - Epoch [12][60/396] lr: 2.986e-01, eta: 2 days, 0:13:22, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.2862, top5_acc: 0.5766, loss_cls: 2.9915, loss: 2.9915, grad_norm: 1.0722, top1_acc/aux0: 0.3523, top5_acc/aux0: 0.6424, loss_cls/aux0: 2.6758, loss/aux0: 2.6758 2020-10-18 21:37:56,339 - mmaction - INFO - Epoch [12][80/396] lr: 2.986e-01, eta: 2 days, 0:06:28, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.2898, top5_acc: 0.5682, loss_cls: 3.0306, loss: 3.0306, grad_norm: 1.0982, top1_acc/aux0: 0.3672, top5_acc/aux0: 0.6500, loss_cls/aux0: 2.6439, loss/aux0: 2.6439 2020-10-18 21:37:57,276 - mmaction - INFO - Epoch [12][80/396] lr: 2.986e-01, eta: 2 days, 0:13:13, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.2898, top5_acc: 0.5682, loss_cls: 3.0306, loss: 3.0306, grad_norm: 1.1011, top1_acc/aux0: 0.3695, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.6368, loss/aux0: 2.6368 2020-10-18 21:38:33,659 - mmaction - INFO - Epoch [12][100/396] lr: 2.986e-01, eta: 2 days, 0:06:23, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.2893, top5_acc: 0.5453, loss_cls: 3.1140, loss: 3.1140, grad_norm: 1.1022, top1_acc/aux0: 0.3674, top5_acc/aux0: 0.6557, loss_cls/aux0: 2.6011, loss/aux0: 2.6011 2020-10-18 21:38:34,591 - mmaction - INFO - Epoch [12][100/396] lr: 2.986e-01, eta: 2 days, 0:13:08, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.2893, top5_acc: 0.5453, loss_cls: 3.1140, loss: 3.1140, grad_norm: 1.1066, top1_acc/aux0: 0.3648, top5_acc/aux0: 0.6523, loss_cls/aux0: 2.6151, loss/aux0: 2.6151 2020-10-18 21:39:10,905 - mmaction - INFO - Epoch [12][120/396] lr: 2.986e-01, eta: 2 days, 0:06:19, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2896, top5_acc: 0.5742, loss_cls: 3.0472, loss: 3.0472, grad_norm: 1.0790, top1_acc/aux0: 0.3612, top5_acc/aux0: 0.6393, loss_cls/aux0: 2.7236, loss/aux0: 2.7236 2020-10-18 21:39:11,842 - mmaction - INFO - Epoch [12][120/396] lr: 2.986e-01, eta: 2 days, 0:13:02, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.2896, top5_acc: 0.5742, loss_cls: 3.0472, loss: 3.0472, grad_norm: 1.0730, top1_acc/aux0: 0.3604, top5_acc/aux0: 0.6409, loss_cls/aux0: 2.7189, loss/aux0: 2.7189 2020-10-18 21:39:48,251 - mmaction - INFO - Epoch [12][140/396] lr: 2.986e-01, eta: 2 days, 0:06:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2813, top5_acc: 0.5690, loss_cls: 3.0795, loss: 3.0795, grad_norm: 1.1020, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6578, loss_cls/aux0: 2.6434, loss/aux0: 2.6434 2020-10-18 21:39:49,218 - mmaction - INFO - Epoch [12][140/396] lr: 2.986e-01, eta: 2 days, 0:12:58, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.2813, top5_acc: 0.5690, loss_cls: 3.0795, loss: 3.0795, grad_norm: 1.1018, top1_acc/aux0: 0.3672, top5_acc/aux0: 0.6552, loss_cls/aux0: 2.6526, loss/aux0: 2.6526 2020-10-18 21:40:25,728 - mmaction - INFO - Epoch [12][160/396] lr: 2.986e-01, eta: 2 days, 0:06:19, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2872, top5_acc: 0.5500, loss_cls: 3.1033, loss: 3.1033, grad_norm: 1.0954, top1_acc/aux0: 0.3471, top5_acc/aux0: 0.6448, loss_cls/aux0: 2.7056, loss/aux0: 2.7056 2020-10-18 21:40:26,705 - mmaction - INFO - Epoch [12][160/396] lr: 2.986e-01, eta: 2 days, 0:13:02, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.2872, top5_acc: 0.5500, loss_cls: 3.1033, loss: 3.1033, grad_norm: 1.0981, top1_acc/aux0: 0.3500, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.6983, loss/aux0: 2.6983 2020-10-18 21:41:03,170 - mmaction - INFO - Epoch [12][180/396] lr: 2.986e-01, eta: 2 days, 0:06:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2888, top5_acc: 0.5628, loss_cls: 3.0453, loss: 3.0453, grad_norm: 1.0983, top1_acc/aux0: 0.3586, top5_acc/aux0: 0.6591, loss_cls/aux0: 2.6524, loss/aux0: 2.6524 2020-10-18 21:41:04,104 - mmaction - INFO - Epoch [12][180/396] lr: 2.986e-01, eta: 2 days, 0:12:57, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.2888, top5_acc: 0.5628, loss_cls: 3.0453, loss: 3.0453, grad_norm: 1.1002, top1_acc/aux0: 0.3570, top5_acc/aux0: 0.6560, loss_cls/aux0: 2.6586, loss/aux0: 2.6586 2020-10-18 21:41:40,454 - mmaction - INFO - Epoch [12][200/396] lr: 2.986e-01, eta: 2 days, 0:06:16, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2898, top5_acc: 0.5565, loss_cls: 3.0843, loss: 3.0843, grad_norm: 1.0992, top1_acc/aux0: 0.3422, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.7213, loss/aux0: 2.7213 2020-10-18 21:41:41,408 - mmaction - INFO - Epoch [12][200/396] lr: 2.986e-01, eta: 2 days, 0:12:54, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.2898, top5_acc: 0.5565, loss_cls: 3.0843, loss: 3.0843, grad_norm: 1.0945, top1_acc/aux0: 0.3458, top5_acc/aux0: 0.6466, loss_cls/aux0: 2.7117, loss/aux0: 2.7117 2020-10-18 21:42:17,713 - mmaction - INFO - Epoch [12][220/396] lr: 2.986e-01, eta: 2 days, 0:06:14, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2805, top5_acc: 0.5573, loss_cls: 3.0831, loss: 3.0831, grad_norm: 1.0970, top1_acc/aux0: 0.3755, top5_acc/aux0: 0.6477, loss_cls/aux0: 2.6133, loss/aux0: 2.6133 2020-10-18 21:42:18,665 - mmaction - INFO - Epoch [12][220/396] lr: 2.986e-01, eta: 2 days, 0:12:50, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.2805, top5_acc: 0.5573, loss_cls: 3.0831, loss: 3.0831, grad_norm: 1.0940, top1_acc/aux0: 0.3740, top5_acc/aux0: 0.6479, loss_cls/aux0: 2.6120, loss/aux0: 2.6120 2020-10-18 21:42:54,935 - mmaction - INFO - Epoch [12][240/396] lr: 2.986e-01, eta: 2 days, 0:06:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.2872, top5_acc: 0.5461, loss_cls: 3.0764, loss: 3.0764, grad_norm: 1.0720, top1_acc/aux0: 0.3596, top5_acc/aux0: 0.6437, loss_cls/aux0: 2.6843, loss/aux0: 2.6843 2020-10-18 21:42:55,882 - mmaction - INFO - Epoch [12][240/396] lr: 2.986e-01, eta: 2 days, 0:12:42, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.2872, top5_acc: 0.5461, loss_cls: 3.0764, loss: 3.0764, grad_norm: 1.0687, top1_acc/aux0: 0.3602, top5_acc/aux0: 0.6443, loss_cls/aux0: 2.6851, loss/aux0: 2.6851 2020-10-18 21:43:32,315 - mmaction - INFO - Epoch [12][260/396] lr: 2.986e-01, eta: 2 days, 0:06:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2956, top5_acc: 0.5773, loss_cls: 3.0239, loss: 3.0239, grad_norm: 1.0844, top1_acc/aux0: 0.3799, top5_acc/aux0: 0.6583, loss_cls/aux0: 2.6099, loss/aux0: 2.6099 2020-10-18 21:43:33,235 - mmaction - INFO - Epoch [12][260/396] lr: 2.986e-01, eta: 2 days, 0:12:39, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.2956, top5_acc: 0.5773, loss_cls: 3.0239, loss: 3.0239, grad_norm: 1.0879, top1_acc/aux0: 0.3766, top5_acc/aux0: 0.6565, loss_cls/aux0: 2.6269, loss/aux0: 2.6269 2020-10-18 21:44:09,662 - mmaction - INFO - Epoch [12][280/396] lr: 2.986e-01, eta: 2 days, 0:06:04, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2953, top5_acc: 0.5698, loss_cls: 2.9978, loss: 2.9978, grad_norm: 1.0903, top1_acc/aux0: 0.3701, top5_acc/aux0: 0.6633, loss_cls/aux0: 2.6378, loss/aux0: 2.6378 2020-10-18 21:44:10,613 - mmaction - INFO - Epoch [12][280/396] lr: 2.986e-01, eta: 2 days, 0:12:35, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.2953, top5_acc: 0.5698, loss_cls: 2.9978, loss: 2.9978, grad_norm: 1.0876, top1_acc/aux0: 0.3708, top5_acc/aux0: 0.6630, loss_cls/aux0: 2.6314, loss/aux0: 2.6314 2020-10-18 21:44:47,053 - mmaction - INFO - Epoch [12][300/396] lr: 2.986e-01, eta: 2 days, 0:06:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2904, top5_acc: 0.5766, loss_cls: 3.0046, loss: 3.0046, grad_norm: 1.0772, top1_acc/aux0: 0.3656, top5_acc/aux0: 0.6458, loss_cls/aux0: 2.6598, loss/aux0: 2.6598 2020-10-18 21:44:48,000 - mmaction - INFO - Epoch [12][300/396] lr: 2.986e-01, eta: 2 days, 0:12:32, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.2904, top5_acc: 0.5766, loss_cls: 3.0046, loss: 3.0046, grad_norm: 1.0771, top1_acc/aux0: 0.3674, top5_acc/aux0: 0.6458, loss_cls/aux0: 2.6508, loss/aux0: 2.6508 2020-10-18 21:45:24,587 - mmaction - INFO - Epoch [12][320/396] lr: 2.986e-01, eta: 2 days, 0:06:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2768, top5_acc: 0.5547, loss_cls: 3.0903, loss: 3.0903, grad_norm: 1.0949, top1_acc/aux0: 0.3724, top5_acc/aux0: 0.6555, loss_cls/aux0: 2.6410, loss/aux0: 2.6410 2020-10-18 21:45:25,517 - mmaction - INFO - Epoch [12][320/396] lr: 2.986e-01, eta: 2 days, 0:12:27, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.2768, top5_acc: 0.5547, loss_cls: 3.0903, loss: 3.0903, grad_norm: 1.0942, top1_acc/aux0: 0.3708, top5_acc/aux0: 0.6565, loss_cls/aux0: 2.6439, loss/aux0: 2.6439 2020-10-18 21:46:01,867 - mmaction - INFO - Epoch [12][340/396] lr: 2.986e-01, eta: 2 days, 0:05:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2885, top5_acc: 0.5708, loss_cls: 3.0430, loss: 3.0430, grad_norm: 1.1004, top1_acc/aux0: 0.3742, top5_acc/aux0: 0.6503, loss_cls/aux0: 2.6464, loss/aux0: 2.6464 2020-10-18 21:46:02,809 - mmaction - INFO - Epoch [12][340/396] lr: 2.986e-01, eta: 2 days, 0:12:19, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.2885, top5_acc: 0.5708, loss_cls: 3.0430, loss: 3.0430, grad_norm: 1.0957, top1_acc/aux0: 0.3771, top5_acc/aux0: 0.6518, loss_cls/aux0: 2.6381, loss/aux0: 2.6381 2020-10-18 21:46:39,276 - mmaction - INFO - Epoch [12][360/396] lr: 2.986e-01, eta: 2 days, 0:05:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2857, top5_acc: 0.5521, loss_cls: 3.0868, loss: 3.0868, grad_norm: 1.0819, top1_acc/aux0: 0.3789, top5_acc/aux0: 0.6721, loss_cls/aux0: 2.5789, loss/aux0: 2.5789 2020-10-18 21:46:40,220 - mmaction - INFO - Epoch [12][360/396] lr: 2.986e-01, eta: 2 days, 0:12:10, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.2857, top5_acc: 0.5521, loss_cls: 3.0868, loss: 3.0868, grad_norm: 1.0882, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6701, loss_cls/aux0: 2.5854, loss/aux0: 2.5854 2020-10-18 21:47:16,586 - mmaction - INFO - Epoch [12][380/396] lr: 2.986e-01, eta: 2 days, 0:05:41, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3026, top5_acc: 0.5682, loss_cls: 3.0369, loss: 3.0369, grad_norm: 1.0949, top1_acc/aux0: 0.3602, top5_acc/aux0: 0.6398, loss_cls/aux0: 2.6966, loss/aux0: 2.6966 2020-10-18 21:47:17,559 - mmaction - INFO - Epoch [12][380/396] lr: 2.986e-01, eta: 2 days, 0:12:02, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3026, top5_acc: 0.5682, loss_cls: 3.0369, loss: 3.0369, grad_norm: 1.0989, top1_acc/aux0: 0.3625, top5_acc/aux0: 0.6430, loss_cls/aux0: 2.6847, loss/aux0: 2.6847 2020-10-18 21:51:35,790 - mmaction - INFO - Epoch [13][20/396] lr: 2.984e-01, eta: 1 day, 23:55:25, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.2937, top5_acc: 0.5737, loss_cls: 3.0028, loss: 3.0028, grad_norm: 1.0903, top1_acc/aux0: 0.3553, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.6619, loss/aux0: 2.6619 2020-10-18 21:51:36,754 - mmaction - INFO - Epoch [13][20/396] lr: 2.984e-01, eta: 2 days, 0:01:43, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.2937, top5_acc: 0.5737, loss_cls: 3.0028, loss: 3.0028, grad_norm: 1.0917, top1_acc/aux0: 0.3544, top5_acc/aux0: 0.6487, loss_cls/aux0: 2.6630, loss/aux0: 2.6630 2020-10-18 21:52:13,192 - mmaction - INFO - Epoch [13][40/396] lr: 2.984e-01, eta: 1 day, 23:55:23, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3036, top5_acc: 0.5740, loss_cls: 2.9965, loss: 2.9965, grad_norm: 1.1027, top1_acc/aux0: 0.3716, top5_acc/aux0: 0.6565, loss_cls/aux0: 2.6405, loss/aux0: 2.6405 2020-10-18 21:52:14,122 - mmaction - INFO - Epoch [13][40/396] lr: 2.984e-01, eta: 2 days, 0:01:41, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3036, top5_acc: 0.5740, loss_cls: 2.9965, loss: 2.9965, grad_norm: 1.0962, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.6565, loss_cls/aux0: 2.6445, loss/aux0: 2.6445 2020-10-18 21:52:50,394 - mmaction - INFO - Epoch [13][60/396] lr: 2.984e-01, eta: 1 day, 23:55:19, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3005, top5_acc: 0.5776, loss_cls: 3.0003, loss: 3.0003, grad_norm: 1.1339, top1_acc/aux0: 0.3826, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5914, loss/aux0: 2.5914 2020-10-18 21:52:51,331 - mmaction - INFO - Epoch [13][60/396] lr: 2.984e-01, eta: 2 days, 0:01:33, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3005, top5_acc: 0.5776, loss_cls: 3.0003, loss: 3.0003, grad_norm: 1.1384, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.5855, loss/aux0: 2.5855 2020-10-18 21:53:27,460 - mmaction - INFO - Epoch [13][80/396] lr: 2.984e-01, eta: 1 day, 23:55:10, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3086, top5_acc: 0.5846, loss_cls: 2.9735, loss: 2.9735, grad_norm: 1.0900, top1_acc/aux0: 0.3638, top5_acc/aux0: 0.6445, loss_cls/aux0: 2.6505, loss/aux0: 2.6505 2020-10-18 21:53:28,429 - mmaction - INFO - Epoch [13][80/396] lr: 2.984e-01, eta: 2 days, 0:01:20, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.3086, top5_acc: 0.5846, loss_cls: 2.9735, loss: 2.9735, grad_norm: 1.0906, top1_acc/aux0: 0.3648, top5_acc/aux0: 0.6469, loss_cls/aux0: 2.6541, loss/aux0: 2.6541 2020-10-18 21:54:04,660 - mmaction - INFO - Epoch [13][100/396] lr: 2.984e-01, eta: 1 day, 23:55:03, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3057, top5_acc: 0.5714, loss_cls: 2.9951, loss: 2.9951, grad_norm: 1.1357, top1_acc/aux0: 0.3729, top5_acc/aux0: 0.6617, loss_cls/aux0: 2.6023, loss/aux0: 2.6023 2020-10-18 21:54:05,581 - mmaction - INFO - Epoch [13][100/396] lr: 2.984e-01, eta: 2 days, 0:01:14, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3057, top5_acc: 0.5714, loss_cls: 2.9951, loss: 2.9951, grad_norm: 1.1338, top1_acc/aux0: 0.3706, top5_acc/aux0: 0.6586, loss_cls/aux0: 2.6049, loss/aux0: 2.6049 2020-10-18 21:54:42,089 - mmaction - INFO - Epoch [13][120/396] lr: 2.984e-01, eta: 1 day, 23:55:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2885, top5_acc: 0.5690, loss_cls: 3.0459, loss: 3.0459, grad_norm: 1.0690, top1_acc/aux0: 0.3604, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6762, loss/aux0: 2.6762 2020-10-18 21:54:43,022 - mmaction - INFO - Epoch [13][120/396] lr: 2.984e-01, eta: 2 days, 0:01:11, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.2885, top5_acc: 0.5690, loss_cls: 3.0459, loss: 3.0459, grad_norm: 1.0743, top1_acc/aux0: 0.3586, top5_acc/aux0: 0.6482, loss_cls/aux0: 2.6814, loss/aux0: 2.6814 2020-10-18 21:55:19,264 - mmaction - INFO - Epoch [13][140/396] lr: 2.984e-01, eta: 1 day, 23:54:53, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.2995, top5_acc: 0.5724, loss_cls: 3.0382, loss: 3.0382, grad_norm: 1.1106, top1_acc/aux0: 0.3544, top5_acc/aux0: 0.6500, loss_cls/aux0: 2.6708, loss/aux0: 2.6708 2020-10-18 21:55:20,220 - mmaction - INFO - Epoch [13][140/396] lr: 2.984e-01, eta: 2 days, 0:00:58, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.2995, top5_acc: 0.5724, loss_cls: 3.0382, loss: 3.0382, grad_norm: 1.1066, top1_acc/aux0: 0.3570, top5_acc/aux0: 0.6508, loss_cls/aux0: 2.6647, loss/aux0: 2.6647 2020-10-18 21:55:56,739 - mmaction - INFO - Epoch [13][160/396] lr: 2.984e-01, eta: 1 day, 23:54:48, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2974, top5_acc: 0.5779, loss_cls: 2.9927, loss: 2.9927, grad_norm: 1.1163, top1_acc/aux0: 0.3760, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.6148, loss/aux0: 2.6148 2020-10-18 21:55:57,673 - mmaction - INFO - Epoch [13][160/396] lr: 2.984e-01, eta: 2 days, 0:00:58, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.2974, top5_acc: 0.5779, loss_cls: 2.9927, loss: 2.9927, grad_norm: 1.1165, top1_acc/aux0: 0.3789, top5_acc/aux0: 0.6664, loss_cls/aux0: 2.6008, loss/aux0: 2.6008 2020-10-18 21:56:34,030 - mmaction - INFO - Epoch [13][180/396] lr: 2.984e-01, eta: 1 day, 23:54:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3021, top5_acc: 0.5792, loss_cls: 3.0005, loss: 3.0005, grad_norm: 1.1032, top1_acc/aux0: 0.3883, top5_acc/aux0: 0.6711, loss_cls/aux0: 2.5712, loss/aux0: 2.5712 2020-10-18 21:56:34,976 - mmaction - INFO - Epoch [13][180/396] lr: 2.984e-01, eta: 2 days, 0:00:52, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3021, top5_acc: 0.5792, loss_cls: 3.0005, loss: 3.0005, grad_norm: 1.1062, top1_acc/aux0: 0.3872, top5_acc/aux0: 0.6701, loss_cls/aux0: 2.5743, loss/aux0: 2.5743 2020-10-18 21:57:11,517 - mmaction - INFO - Epoch [13][200/396] lr: 2.984e-01, eta: 1 day, 23:54:45, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3018, top5_acc: 0.5823, loss_cls: 2.9909, loss: 2.9909, grad_norm: 1.1112, top1_acc/aux0: 0.3758, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.5852, loss/aux0: 2.5852 2020-10-18 21:57:12,460 - mmaction - INFO - Epoch [13][200/396] lr: 2.984e-01, eta: 2 days, 0:00:51, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3018, top5_acc: 0.5823, loss_cls: 2.9909, loss: 2.9909, grad_norm: 1.1152, top1_acc/aux0: 0.3771, top5_acc/aux0: 0.6630, loss_cls/aux0: 2.5888, loss/aux0: 2.5888 2020-10-18 21:57:48,767 - mmaction - INFO - Epoch [13][220/396] lr: 2.984e-01, eta: 1 day, 23:54:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3031, top5_acc: 0.5797, loss_cls: 2.9815, loss: 2.9815, grad_norm: 1.0909, top1_acc/aux0: 0.3724, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.6089, loss/aux0: 2.6089 2020-10-18 21:57:49,712 - mmaction - INFO - Epoch [13][220/396] lr: 2.984e-01, eta: 2 days, 0:00:41, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3031, top5_acc: 0.5797, loss_cls: 2.9815, loss: 2.9815, grad_norm: 1.0896, top1_acc/aux0: 0.3714, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.6043, loss/aux0: 2.6043 2020-10-18 21:58:25,996 - mmaction - INFO - Epoch [13][240/396] lr: 2.984e-01, eta: 1 day, 23:54:31, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.2969, top5_acc: 0.5581, loss_cls: 3.0223, loss: 3.0223, grad_norm: 1.1365, top1_acc/aux0: 0.3716, top5_acc/aux0: 0.6594, loss_cls/aux0: 2.5973, loss/aux0: 2.5973 2020-10-18 21:58:26,946 - mmaction - INFO - Epoch [13][240/396] lr: 2.984e-01, eta: 2 days, 0:00:30, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.2969, top5_acc: 0.5581, loss_cls: 3.0223, loss: 3.0223, grad_norm: 1.1376, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.6599, loss_cls/aux0: 2.5999, loss/aux0: 2.5999 2020-10-18 21:59:03,315 - mmaction - INFO - Epoch [13][260/396] lr: 2.984e-01, eta: 1 day, 23:54:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3021, top5_acc: 0.5753, loss_cls: 2.9970, loss: 2.9970, grad_norm: 1.1260, top1_acc/aux0: 0.3768, top5_acc/aux0: 0.6544, loss_cls/aux0: 2.6381, loss/aux0: 2.6381 2020-10-18 21:59:04,260 - mmaction - INFO - Epoch [13][260/396] lr: 2.984e-01, eta: 2 days, 0:00:21, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3021, top5_acc: 0.5753, loss_cls: 2.9970, loss: 2.9970, grad_norm: 1.1221, top1_acc/aux0: 0.3745, top5_acc/aux0: 0.6526, loss_cls/aux0: 2.6486, loss/aux0: 2.6486 2020-10-18 21:59:40,763 - mmaction - INFO - Epoch [13][280/396] lr: 2.984e-01, eta: 1 day, 23:54:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3000, top5_acc: 0.5664, loss_cls: 3.0347, loss: 3.0347, grad_norm: 1.1177, top1_acc/aux0: 0.3763, top5_acc/aux0: 0.6719, loss_cls/aux0: 2.5897, loss/aux0: 2.5897 2020-10-18 21:59:41,709 - mmaction - INFO - Epoch [13][280/396] lr: 2.984e-01, eta: 2 days, 0:00:11, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3000, top5_acc: 0.5664, loss_cls: 3.0347, loss: 3.0347, grad_norm: 1.1176, top1_acc/aux0: 0.3797, top5_acc/aux0: 0.6742, loss_cls/aux0: 2.5798, loss/aux0: 2.5798 2020-10-18 22:00:18,212 - mmaction - INFO - Epoch [13][300/396] lr: 2.984e-01, eta: 1 day, 23:54:07, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2922, top5_acc: 0.5672, loss_cls: 3.0428, loss: 3.0428, grad_norm: 1.1081, top1_acc/aux0: 0.3841, top5_acc/aux0: 0.6750, loss_cls/aux0: 2.5700, loss/aux0: 2.5700 2020-10-18 22:00:19,140 - mmaction - INFO - Epoch [13][300/396] lr: 2.984e-01, eta: 2 days, 0:00:04, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.2922, top5_acc: 0.5672, loss_cls: 3.0428, loss: 3.0428, grad_norm: 1.1054, top1_acc/aux0: 0.3857, top5_acc/aux0: 0.6763, loss_cls/aux0: 2.5597, loss/aux0: 2.5597 2020-10-18 22:00:55,565 - mmaction - INFO - Epoch [13][320/396] lr: 2.984e-01, eta: 1 day, 23:54:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2943, top5_acc: 0.5815, loss_cls: 3.0046, loss: 3.0046, grad_norm: 1.0995, top1_acc/aux0: 0.3716, top5_acc/aux0: 0.6594, loss_cls/aux0: 2.6216, loss/aux0: 2.6216 2020-10-18 22:00:56,509 - mmaction - INFO - Epoch [13][320/396] lr: 2.984e-01, eta: 1 day, 23:59:57, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.2943, top5_acc: 0.5815, loss_cls: 3.0046, loss: 3.0046, grad_norm: 1.0970, top1_acc/aux0: 0.3695, top5_acc/aux0: 0.6565, loss_cls/aux0: 2.6313, loss/aux0: 2.6313 2020-10-18 22:01:32,902 - mmaction - INFO - Epoch [13][340/396] lr: 2.984e-01, eta: 1 day, 23:53:54, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3083, top5_acc: 0.5828, loss_cls: 2.9877, loss: 2.9877, grad_norm: 1.1055, top1_acc/aux0: 0.3721, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.6086, loss/aux0: 2.6086 2020-10-18 22:01:33,870 - mmaction - INFO - Epoch [13][340/396] lr: 2.984e-01, eta: 1 day, 23:59:47, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3083, top5_acc: 0.5828, loss_cls: 2.9877, loss: 2.9877, grad_norm: 1.1067, top1_acc/aux0: 0.3721, top5_acc/aux0: 0.6576, loss_cls/aux0: 2.6047, loss/aux0: 2.6047 2020-10-18 22:02:10,229 - mmaction - INFO - Epoch [13][360/396] lr: 2.984e-01, eta: 1 day, 23:53:44, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3068, top5_acc: 0.5771, loss_cls: 3.0023, loss: 3.0023, grad_norm: 1.0963, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6685, loss_cls/aux0: 2.6042, loss/aux0: 2.6042 2020-10-18 22:02:11,165 - mmaction - INFO - Epoch [13][360/396] lr: 2.984e-01, eta: 1 day, 23:59:35, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3068, top5_acc: 0.5771, loss_cls: 3.0023, loss: 3.0023, grad_norm: 1.0967, top1_acc/aux0: 0.3779, top5_acc/aux0: 0.6703, loss_cls/aux0: 2.6018, loss/aux0: 2.6018 2020-10-18 22:02:47,556 - mmaction - INFO - Epoch [13][380/396] lr: 2.984e-01, eta: 1 day, 23:53:35, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3036, top5_acc: 0.5987, loss_cls: 2.9528, loss: 2.9528, grad_norm: 1.1217, top1_acc/aux0: 0.3911, top5_acc/aux0: 0.6820, loss_cls/aux0: 2.5598, loss/aux0: 2.5598 2020-10-18 22:02:48,494 - mmaction - INFO - Epoch [13][380/396] lr: 2.984e-01, eta: 1 day, 23:59:24, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3036, top5_acc: 0.5987, loss_cls: 2.9528, loss: 2.9528, grad_norm: 1.1191, top1_acc/aux0: 0.3888, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.5638, loss/aux0: 2.5638 2020-10-18 22:07:23,516 - mmaction - INFO - Epoch [14][20/396] lr: 2.981e-01, eta: 1 day, 23:44:01, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.2948, top5_acc: 0.5815, loss_cls: 2.9886, loss: 2.9886, grad_norm: 1.1113, top1_acc/aux0: 0.3879, top5_acc/aux0: 0.6721, loss_cls/aux0: 2.5599, loss/aux0: 2.5599 2020-10-18 22:07:24,449 - mmaction - INFO - Epoch [14][20/396] lr: 2.981e-01, eta: 1 day, 23:49:46, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.2948, top5_acc: 0.5815, loss_cls: 2.9886, loss: 2.9886, grad_norm: 1.1112, top1_acc/aux0: 0.3852, top5_acc/aux0: 0.6708, loss_cls/aux0: 2.5617, loss/aux0: 2.5617 2020-10-18 22:08:00,669 - mmaction - INFO - Epoch [14][40/396] lr: 2.981e-01, eta: 1 day, 23:43:52, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3133, top5_acc: 0.5854, loss_cls: 2.9406, loss: 2.9406, grad_norm: 1.1327, top1_acc/aux0: 0.3797, top5_acc/aux0: 0.6703, loss_cls/aux0: 2.5541, loss/aux0: 2.5541 2020-10-18 22:08:01,603 - mmaction - INFO - Epoch [14][40/396] lr: 2.981e-01, eta: 1 day, 23:49:37, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3133, top5_acc: 0.5854, loss_cls: 2.9406, loss: 2.9406, grad_norm: 1.1317, top1_acc/aux0: 0.3792, top5_acc/aux0: 0.6698, loss_cls/aux0: 2.5607, loss/aux0: 2.5607 2020-10-18 22:08:37,954 - mmaction - INFO - Epoch [14][60/396] lr: 2.981e-01, eta: 1 day, 23:43:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3031, top5_acc: 0.5818, loss_cls: 2.9820, loss: 2.9820, grad_norm: 1.1545, top1_acc/aux0: 0.3737, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5888, loss/aux0: 2.5888 2020-10-18 22:08:38,884 - mmaction - INFO - Epoch [14][60/396] lr: 2.981e-01, eta: 1 day, 23:49:31, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3031, top5_acc: 0.5818, loss_cls: 2.9820, loss: 2.9820, grad_norm: 1.1545, top1_acc/aux0: 0.3737, top5_acc/aux0: 0.6682, loss_cls/aux0: 2.5909, loss/aux0: 2.5909 2020-10-18 22:09:15,426 - mmaction - INFO - Epoch [14][80/396] lr: 2.981e-01, eta: 1 day, 23:43:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2951, top5_acc: 0.5758, loss_cls: 2.9951, loss: 2.9951, grad_norm: 1.1040, top1_acc/aux0: 0.3904, top5_acc/aux0: 0.6695, loss_cls/aux0: 2.5513, loss/aux0: 2.5513 2020-10-18 22:09:16,369 - mmaction - INFO - Epoch [14][80/396] lr: 2.981e-01, eta: 1 day, 23:49:30, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.2951, top5_acc: 0.5758, loss_cls: 2.9951, loss: 2.9951, grad_norm: 1.1075, top1_acc/aux0: 0.3943, top5_acc/aux0: 0.6695, loss_cls/aux0: 2.5434, loss/aux0: 2.5434 2020-10-18 22:09:52,680 - mmaction - INFO - Epoch [14][100/396] lr: 2.981e-01, eta: 1 day, 23:43:38, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3000, top5_acc: 0.5648, loss_cls: 3.0241, loss: 3.0241, grad_norm: 1.1118, top1_acc/aux0: 0.3846, top5_acc/aux0: 0.6750, loss_cls/aux0: 2.5642, loss/aux0: 2.5642 2020-10-18 22:09:53,631 - mmaction - INFO - Epoch [14][100/396] lr: 2.981e-01, eta: 1 day, 23:49:18, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3000, top5_acc: 0.5648, loss_cls: 3.0241, loss: 3.0241, grad_norm: 1.1093, top1_acc/aux0: 0.3846, top5_acc/aux0: 0.6742, loss_cls/aux0: 2.5696, loss/aux0: 2.5696 2020-10-18 22:10:30,025 - mmaction - INFO - Epoch [14][120/396] lr: 2.981e-01, eta: 1 day, 23:43:28, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.2997, top5_acc: 0.5805, loss_cls: 2.9687, loss: 2.9687, grad_norm: 1.1220, top1_acc/aux0: 0.3714, top5_acc/aux0: 0.6701, loss_cls/aux0: 2.6043, loss/aux0: 2.6043 2020-10-18 22:10:30,976 - mmaction - INFO - Epoch [14][120/396] lr: 2.981e-01, eta: 1 day, 23:49:09, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.2997, top5_acc: 0.5805, loss_cls: 2.9687, loss: 2.9687, grad_norm: 1.1203, top1_acc/aux0: 0.3693, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.5923, loss/aux0: 2.5923 2020-10-18 22:11:07,423 - mmaction - INFO - Epoch [14][140/396] lr: 2.981e-01, eta: 1 day, 23:43:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3128, top5_acc: 0.5857, loss_cls: 2.9309, loss: 2.9309, grad_norm: 1.1315, top1_acc/aux0: 0.3771, top5_acc/aux0: 0.6732, loss_cls/aux0: 2.5566, loss/aux0: 2.5566 2020-10-18 22:11:08,367 - mmaction - INFO - Epoch [14][140/396] lr: 2.981e-01, eta: 1 day, 23:49:02, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3128, top5_acc: 0.5857, loss_cls: 2.9309, loss: 2.9309, grad_norm: 1.1271, top1_acc/aux0: 0.3781, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.5607, loss/aux0: 2.5607 2020-10-18 22:11:44,935 - mmaction - INFO - Epoch [14][160/396] lr: 2.981e-01, eta: 1 day, 23:43:15, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3078, top5_acc: 0.5779, loss_cls: 2.9717, loss: 2.9717, grad_norm: 1.1216, top1_acc/aux0: 0.3706, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.5970, loss/aux0: 2.5970 2020-10-18 22:11:45,892 - mmaction - INFO - Epoch [14][160/396] lr: 2.981e-01, eta: 1 day, 23:48:53, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3078, top5_acc: 0.5779, loss_cls: 2.9717, loss: 2.9717, grad_norm: 1.1189, top1_acc/aux0: 0.3721, top5_acc/aux0: 0.6630, loss_cls/aux0: 2.5933, loss/aux0: 2.5933 2020-10-18 22:12:22,088 - mmaction - INFO - Epoch [14][180/396] lr: 2.981e-01, eta: 1 day, 23:43:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3169, top5_acc: 0.5888, loss_cls: 2.9608, loss: 2.9608, grad_norm: 1.1159, top1_acc/aux0: 0.3724, top5_acc/aux0: 0.6612, loss_cls/aux0: 2.5962, loss/aux0: 2.5962 2020-10-18 22:12:23,010 - mmaction - INFO - Epoch [14][180/396] lr: 2.981e-01, eta: 1 day, 23:48:42, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3169, top5_acc: 0.5888, loss_cls: 2.9608, loss: 2.9608, grad_norm: 1.1169, top1_acc/aux0: 0.3690, top5_acc/aux0: 0.6589, loss_cls/aux0: 2.6052, loss/aux0: 2.6052 2020-10-18 22:12:59,455 - mmaction - INFO - Epoch [14][200/396] lr: 2.981e-01, eta: 1 day, 23:42:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3099, top5_acc: 0.5799, loss_cls: 2.9557, loss: 2.9557, grad_norm: 1.1130, top1_acc/aux0: 0.3763, top5_acc/aux0: 0.6602, loss_cls/aux0: 2.5742, loss/aux0: 2.5742 2020-10-18 22:13:00,384 - mmaction - INFO - Epoch [14][200/396] lr: 2.981e-01, eta: 1 day, 23:48:33, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3099, top5_acc: 0.5799, loss_cls: 2.9557, loss: 2.9557, grad_norm: 1.1139, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6622, loss_cls/aux0: 2.5694, loss/aux0: 2.5694 2020-10-18 22:13:36,745 - mmaction - INFO - Epoch [14][220/396] lr: 2.981e-01, eta: 1 day, 23:42:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2924, top5_acc: 0.5836, loss_cls: 3.0056, loss: 3.0056, grad_norm: 1.1258, top1_acc/aux0: 0.3747, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.6040, loss/aux0: 2.6040 2020-10-18 22:13:37,690 - mmaction - INFO - Epoch [14][220/396] lr: 2.981e-01, eta: 1 day, 23:48:25, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.2924, top5_acc: 0.5836, loss_cls: 3.0056, loss: 3.0056, grad_norm: 1.1214, top1_acc/aux0: 0.3760, top5_acc/aux0: 0.6622, loss_cls/aux0: 2.6096, loss/aux0: 2.6096 2020-10-18 22:14:14,420 - mmaction - INFO - Epoch [14][240/396] lr: 2.981e-01, eta: 1 day, 23:42:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3190, top5_acc: 0.5930, loss_cls: 2.9399, loss: 2.9399, grad_norm: 1.1205, top1_acc/aux0: 0.3750, top5_acc/aux0: 0.6682, loss_cls/aux0: 2.5858, loss/aux0: 2.5858 2020-10-18 22:14:15,358 - mmaction - INFO - Epoch [14][240/396] lr: 2.981e-01, eta: 1 day, 23:48:17, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3190, top5_acc: 0.5930, loss_cls: 2.9399, loss: 2.9399, grad_norm: 1.1231, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5902, loss/aux0: 2.5902 2020-10-18 22:14:51,773 - mmaction - INFO - Epoch [14][260/396] lr: 2.981e-01, eta: 1 day, 23:42:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2953, top5_acc: 0.5823, loss_cls: 2.9855, loss: 2.9855, grad_norm: 1.1195, top1_acc/aux0: 0.3732, top5_acc/aux0: 0.6669, loss_cls/aux0: 2.5561, loss/aux0: 2.5561 2020-10-18 22:14:52,692 - mmaction - INFO - Epoch [14][260/396] lr: 2.981e-01, eta: 1 day, 23:48:07, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.2953, top5_acc: 0.5823, loss_cls: 2.9855, loss: 2.9855, grad_norm: 1.1210, top1_acc/aux0: 0.3742, top5_acc/aux0: 0.6698, loss_cls/aux0: 2.5494, loss/aux0: 2.5494 2020-10-18 22:15:29,374 - mmaction - INFO - Epoch [14][280/396] lr: 2.981e-01, eta: 1 day, 23:42:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3062, top5_acc: 0.5745, loss_cls: 2.9911, loss: 2.9911, grad_norm: 1.1031, top1_acc/aux0: 0.3755, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5568, loss/aux0: 2.5568 2020-10-18 22:15:30,311 - mmaction - INFO - Epoch [14][280/396] lr: 2.981e-01, eta: 1 day, 23:48:03, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3062, top5_acc: 0.5745, loss_cls: 2.9911, loss: 2.9911, grad_norm: 1.1024, top1_acc/aux0: 0.3784, top5_acc/aux0: 0.6708, loss_cls/aux0: 2.5389, loss/aux0: 2.5389 2020-10-18 22:16:06,829 - mmaction - INFO - Epoch [14][300/396] lr: 2.981e-01, eta: 1 day, 23:42:27, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3049, top5_acc: 0.5810, loss_cls: 2.9443, loss: 2.9443, grad_norm: 1.1215, top1_acc/aux0: 0.3828, top5_acc/aux0: 0.6711, loss_cls/aux0: 2.5581, loss/aux0: 2.5581 2020-10-18 22:16:07,787 - mmaction - INFO - Epoch [14][300/396] lr: 2.981e-01, eta: 1 day, 23:47:59, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3049, top5_acc: 0.5810, loss_cls: 2.9443, loss: 2.9443, grad_norm: 1.1208, top1_acc/aux0: 0.3820, top5_acc/aux0: 0.6698, loss_cls/aux0: 2.5683, loss/aux0: 2.5683 2020-10-18 22:16:44,339 - mmaction - INFO - Epoch [14][320/396] lr: 2.981e-01, eta: 1 day, 23:42:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3094, top5_acc: 0.5768, loss_cls: 2.9856, loss: 2.9856, grad_norm: 1.1066, top1_acc/aux0: 0.3896, top5_acc/aux0: 0.6792, loss_cls/aux0: 2.5371, loss/aux0: 2.5371 2020-10-18 22:16:45,287 - mmaction - INFO - Epoch [14][320/396] lr: 2.981e-01, eta: 1 day, 23:47:52, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3094, top5_acc: 0.5768, loss_cls: 2.9856, loss: 2.9856, grad_norm: 1.1064, top1_acc/aux0: 0.3911, top5_acc/aux0: 0.6768, loss_cls/aux0: 2.5380, loss/aux0: 2.5380 2020-10-18 22:17:21,738 - mmaction - INFO - Epoch [14][340/396] lr: 2.981e-01, eta: 1 day, 23:42:15, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3104, top5_acc: 0.5893, loss_cls: 2.9476, loss: 2.9476, grad_norm: 1.1336, top1_acc/aux0: 0.3885, top5_acc/aux0: 0.6669, loss_cls/aux0: 2.5551, loss/aux0: 2.5551 2020-10-18 22:17:22,668 - mmaction - INFO - Epoch [14][340/396] lr: 2.981e-01, eta: 1 day, 23:47:41, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3104, top5_acc: 0.5893, loss_cls: 2.9476, loss: 2.9476, grad_norm: 1.1387, top1_acc/aux0: 0.3841, top5_acc/aux0: 0.6680, loss_cls/aux0: 2.5623, loss/aux0: 2.5623 2020-10-18 22:17:58,921 - mmaction - INFO - Epoch [14][360/396] lr: 2.981e-01, eta: 1 day, 23:42:04, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3089, top5_acc: 0.5771, loss_cls: 2.9968, loss: 2.9968, grad_norm: 1.1116, top1_acc/aux0: 0.3919, top5_acc/aux0: 0.6789, loss_cls/aux0: 2.5501, loss/aux0: 2.5501 2020-10-18 22:17:59,850 - mmaction - INFO - Epoch [14][360/396] lr: 2.981e-01, eta: 1 day, 23:47:27, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3089, top5_acc: 0.5771, loss_cls: 2.9968, loss: 2.9968, grad_norm: 1.1143, top1_acc/aux0: 0.3956, top5_acc/aux0: 0.6771, loss_cls/aux0: 2.5485, loss/aux0: 2.5485 2020-10-18 22:18:36,433 - mmaction - INFO - Epoch [14][380/396] lr: 2.981e-01, eta: 1 day, 23:41:56, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3034, top5_acc: 0.5867, loss_cls: 2.9393, loss: 2.9393, grad_norm: 1.1262, top1_acc/aux0: 0.3820, top5_acc/aux0: 0.6841, loss_cls/aux0: 2.5114, loss/aux0: 2.5114 2020-10-18 22:18:37,349 - mmaction - INFO - Epoch [14][380/396] lr: 2.981e-01, eta: 1 day, 23:47:24, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3034, top5_acc: 0.5867, loss_cls: 2.9393, loss: 2.9393, grad_norm: 1.1263, top1_acc/aux0: 0.3826, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.5051, loss/aux0: 2.5051 2020-10-18 22:23:00,208 - mmaction - INFO - Epoch [15][20/396] lr: 2.978e-01, eta: 1 day, 23:33:05, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3104, top5_acc: 0.5883, loss_cls: 2.9731, loss: 2.9731, grad_norm: 1.1564, top1_acc/aux0: 0.3873, top5_acc/aux0: 0.6743, loss_cls/aux0: 2.5357, loss/aux0: 2.5357 2020-10-18 22:23:01,145 - mmaction - INFO - Epoch [15][20/396] lr: 2.978e-01, eta: 1 day, 23:38:23, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.3104, top5_acc: 0.5883, loss_cls: 2.9731, loss: 2.9731, grad_norm: 1.1492, top1_acc/aux0: 0.3888, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.5306, loss/aux0: 2.5306 2020-10-18 22:23:37,430 - mmaction - INFO - Epoch [15][40/396] lr: 2.978e-01, eta: 1 day, 23:32:50, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3070, top5_acc: 0.5792, loss_cls: 2.9780, loss: 2.9780, grad_norm: 1.1470, top1_acc/aux0: 0.3581, top5_acc/aux0: 0.6536, loss_cls/aux0: 2.6550, loss/aux0: 2.6550 2020-10-18 22:23:38,358 - mmaction - INFO - Epoch [15][40/396] lr: 2.978e-01, eta: 1 day, 23:38:08, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3070, top5_acc: 0.5792, loss_cls: 2.9780, loss: 2.9780, grad_norm: 1.1425, top1_acc/aux0: 0.3562, top5_acc/aux0: 0.6523, loss_cls/aux0: 2.6617, loss/aux0: 2.6617 2020-10-18 22:24:14,526 - mmaction - INFO - Epoch [15][60/396] lr: 2.978e-01, eta: 1 day, 23:32:36, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.2992, top5_acc: 0.5750, loss_cls: 2.9769, loss: 2.9769, grad_norm: 1.1148, top1_acc/aux0: 0.3872, top5_acc/aux0: 0.6708, loss_cls/aux0: 2.5634, loss/aux0: 2.5634 2020-10-18 22:24:15,459 - mmaction - INFO - Epoch [15][60/396] lr: 2.978e-01, eta: 1 day, 23:37:53, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.2992, top5_acc: 0.5750, loss_cls: 2.9769, loss: 2.9769, grad_norm: 1.1127, top1_acc/aux0: 0.3885, top5_acc/aux0: 0.6742, loss_cls/aux0: 2.5533, loss/aux0: 2.5533 2020-10-18 22:24:51,648 - mmaction - INFO - Epoch [15][80/396] lr: 2.978e-01, eta: 1 day, 23:32:25, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3057, top5_acc: 0.5839, loss_cls: 2.9672, loss: 2.9672, grad_norm: 1.1289, top1_acc/aux0: 0.3818, top5_acc/aux0: 0.6695, loss_cls/aux0: 2.5675, loss/aux0: 2.5675 2020-10-18 22:24:52,576 - mmaction - INFO - Epoch [15][80/396] lr: 2.978e-01, eta: 1 day, 23:37:41, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3057, top5_acc: 0.5839, loss_cls: 2.9672, loss: 2.9672, grad_norm: 1.1287, top1_acc/aux0: 0.3802, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5769, loss/aux0: 2.5769 2020-10-18 22:25:28,774 - mmaction - INFO - Epoch [15][100/396] lr: 2.978e-01, eta: 1 day, 23:32:13, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3104, top5_acc: 0.5948, loss_cls: 2.9117, loss: 2.9117, grad_norm: 1.1309, top1_acc/aux0: 0.3888, top5_acc/aux0: 0.6776, loss_cls/aux0: 2.5402, loss/aux0: 2.5402 2020-10-18 22:25:29,719 - mmaction - INFO - Epoch [15][100/396] lr: 2.978e-01, eta: 1 day, 23:37:29, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3104, top5_acc: 0.5948, loss_cls: 2.9117, loss: 2.9117, grad_norm: 1.1312, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6781, loss_cls/aux0: 2.5413, loss/aux0: 2.5413 2020-10-18 22:26:05,952 - mmaction - INFO - Epoch [15][120/396] lr: 2.978e-01, eta: 1 day, 23:32:02, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3018, top5_acc: 0.5799, loss_cls: 3.0132, loss: 3.0132, grad_norm: 1.1221, top1_acc/aux0: 0.3956, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.5069, loss/aux0: 2.5069 2020-10-18 22:26:06,887 - mmaction - INFO - Epoch [15][120/396] lr: 2.978e-01, eta: 1 day, 23:37:17, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3018, top5_acc: 0.5799, loss_cls: 3.0132, loss: 3.0132, grad_norm: 1.1176, top1_acc/aux0: 0.3971, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4941, loss/aux0: 2.4941 2020-10-18 22:26:43,307 - mmaction - INFO - Epoch [15][140/396] lr: 2.978e-01, eta: 1 day, 23:31:50, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3182, top5_acc: 0.5896, loss_cls: 2.9325, loss: 2.9325, grad_norm: 1.1184, top1_acc/aux0: 0.3849, top5_acc/aux0: 0.6581, loss_cls/aux0: 2.5895, loss/aux0: 2.5895 2020-10-18 22:26:44,275 - mmaction - INFO - Epoch [15][140/396] lr: 2.978e-01, eta: 1 day, 23:37:04, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3182, top5_acc: 0.5896, loss_cls: 2.9325, loss: 2.9325, grad_norm: 1.1232, top1_acc/aux0: 0.3846, top5_acc/aux0: 0.6555, loss_cls/aux0: 2.6031, loss/aux0: 2.6031 2020-10-18 22:27:20,572 - mmaction - INFO - Epoch [15][160/396] lr: 2.978e-01, eta: 1 day, 23:31:39, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3201, top5_acc: 0.5956, loss_cls: 2.9012, loss: 2.9012, grad_norm: 1.1289, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6635, loss_cls/aux0: 2.5924, loss/aux0: 2.5924 2020-10-18 22:27:21,510 - mmaction - INFO - Epoch [15][160/396] lr: 2.978e-01, eta: 1 day, 23:36:51, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3201, top5_acc: 0.5956, loss_cls: 2.9012, loss: 2.9012, grad_norm: 1.1229, top1_acc/aux0: 0.3849, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5866, loss/aux0: 2.5866 2020-10-18 22:27:57,840 - mmaction - INFO - Epoch [15][180/396] lr: 2.978e-01, eta: 1 day, 23:31:28, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3047, top5_acc: 0.5875, loss_cls: 2.9463, loss: 2.9463, grad_norm: 1.1301, top1_acc/aux0: 0.3813, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5377, loss/aux0: 2.5377 2020-10-18 22:27:58,786 - mmaction - INFO - Epoch [15][180/396] lr: 2.978e-01, eta: 1 day, 23:36:40, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3047, top5_acc: 0.5875, loss_cls: 2.9463, loss: 2.9463, grad_norm: 1.1284, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6633, loss_cls/aux0: 2.5458, loss/aux0: 2.5458 2020-10-18 22:28:35,157 - mmaction - INFO - Epoch [15][200/396] lr: 2.978e-01, eta: 1 day, 23:31:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3143, top5_acc: 0.5885, loss_cls: 2.9388, loss: 2.9388, grad_norm: 1.1248, top1_acc/aux0: 0.3880, top5_acc/aux0: 0.6719, loss_cls/aux0: 2.5189, loss/aux0: 2.5189 2020-10-18 22:28:36,098 - mmaction - INFO - Epoch [15][200/396] lr: 2.978e-01, eta: 1 day, 23:36:29, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3143, top5_acc: 0.5885, loss_cls: 2.9388, loss: 2.9388, grad_norm: 1.1290, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.5118, loss/aux0: 2.5118 2020-10-18 22:29:12,539 - mmaction - INFO - Epoch [15][220/396] lr: 2.978e-01, eta: 1 day, 23:31:07, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3180, top5_acc: 0.5904, loss_cls: 2.8874, loss: 2.8874, grad_norm: 1.1313, top1_acc/aux0: 0.4029, top5_acc/aux0: 0.6763, loss_cls/aux0: 2.4982, loss/aux0: 2.4982 2020-10-18 22:29:13,474 - mmaction - INFO - Epoch [15][220/396] lr: 2.978e-01, eta: 1 day, 23:36:16, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3180, top5_acc: 0.5904, loss_cls: 2.8874, loss: 2.8874, grad_norm: 1.1311, top1_acc/aux0: 0.3995, top5_acc/aux0: 0.6766, loss_cls/aux0: 2.4986, loss/aux0: 2.4986 2020-10-18 22:29:49,821 - mmaction - INFO - Epoch [15][240/396] lr: 2.978e-01, eta: 1 day, 23:30:55, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3021, top5_acc: 0.5727, loss_cls: 2.9887, loss: 2.9887, grad_norm: 1.1121, top1_acc/aux0: 0.3927, top5_acc/aux0: 0.6688, loss_cls/aux0: 2.5557, loss/aux0: 2.5557 2020-10-18 22:29:50,773 - mmaction - INFO - Epoch [15][240/396] lr: 2.978e-01, eta: 1 day, 23:36:04, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3021, top5_acc: 0.5727, loss_cls: 2.9887, loss: 2.9887, grad_norm: 1.1148, top1_acc/aux0: 0.3898, top5_acc/aux0: 0.6659, loss_cls/aux0: 2.5737, loss/aux0: 2.5737 2020-10-18 22:30:27,141 - mmaction - INFO - Epoch [15][260/396] lr: 2.978e-01, eta: 1 day, 23:30:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3151, top5_acc: 0.5859, loss_cls: 2.9430, loss: 2.9430, grad_norm: 1.1360, top1_acc/aux0: 0.3875, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4999, loss/aux0: 2.4999 2020-10-18 22:30:28,085 - mmaction - INFO - Epoch [15][260/396] lr: 2.978e-01, eta: 1 day, 23:35:56, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3151, top5_acc: 0.5859, loss_cls: 2.9430, loss: 2.9430, grad_norm: 1.1352, top1_acc/aux0: 0.3919, top5_acc/aux0: 0.6906, loss_cls/aux0: 2.4750, loss/aux0: 2.4750 2020-10-18 22:31:04,421 - mmaction - INFO - Epoch [15][280/396] lr: 2.978e-01, eta: 1 day, 23:30:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3245, top5_acc: 0.5992, loss_cls: 2.9181, loss: 2.9181, grad_norm: 1.1294, top1_acc/aux0: 0.4003, top5_acc/aux0: 0.6841, loss_cls/aux0: 2.4945, loss/aux0: 2.4945 2020-10-18 22:31:05,353 - mmaction - INFO - Epoch [15][280/396] lr: 2.978e-01, eta: 1 day, 23:35:45, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3245, top5_acc: 0.5992, loss_cls: 2.9181, loss: 2.9181, grad_norm: 1.1348, top1_acc/aux0: 0.3961, top5_acc/aux0: 0.6815, loss_cls/aux0: 2.5100, loss/aux0: 2.5100 2020-10-18 22:31:41,635 - mmaction - INFO - Epoch [15][300/396] lr: 2.978e-01, eta: 1 day, 23:30:27, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3010, top5_acc: 0.5883, loss_cls: 2.9837, loss: 2.9837, grad_norm: 1.1072, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6727, loss_cls/aux0: 2.5362, loss/aux0: 2.5362 2020-10-18 22:31:42,573 - mmaction - INFO - Epoch [15][300/396] lr: 2.978e-01, eta: 1 day, 23:35:31, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3010, top5_acc: 0.5883, loss_cls: 2.9837, loss: 2.9837, grad_norm: 1.1057, top1_acc/aux0: 0.3906, top5_acc/aux0: 0.6734, loss_cls/aux0: 2.5307, loss/aux0: 2.5307 2020-10-18 22:32:19,031 - mmaction - INFO - Epoch [15][320/396] lr: 2.978e-01, eta: 1 day, 23:30:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3216, top5_acc: 0.5956, loss_cls: 2.9166, loss: 2.9166, grad_norm: 1.1188, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4826, loss/aux0: 2.4826 2020-10-18 22:32:19,967 - mmaction - INFO - Epoch [15][320/396] lr: 2.978e-01, eta: 1 day, 23:35:19, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3216, top5_acc: 0.5956, loss_cls: 2.9166, loss: 2.9166, grad_norm: 1.1175, top1_acc/aux0: 0.4029, top5_acc/aux0: 0.6846, loss_cls/aux0: 2.4712, loss/aux0: 2.4712 2020-10-18 22:32:56,387 - mmaction - INFO - Epoch [15][340/396] lr: 2.978e-01, eta: 1 day, 23:30:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3135, top5_acc: 0.5810, loss_cls: 2.9679, loss: 2.9679, grad_norm: 1.1256, top1_acc/aux0: 0.3971, top5_acc/aux0: 0.6831, loss_cls/aux0: 2.4801, loss/aux0: 2.4801 2020-10-18 22:32:57,350 - mmaction - INFO - Epoch [15][340/396] lr: 2.978e-01, eta: 1 day, 23:35:09, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3135, top5_acc: 0.5810, loss_cls: 2.9679, loss: 2.9679, grad_norm: 1.1261, top1_acc/aux0: 0.3943, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4931, loss/aux0: 2.4931 2020-10-18 22:33:33,668 - mmaction - INFO - Epoch [15][360/396] lr: 2.978e-01, eta: 1 day, 23:29:53, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3109, top5_acc: 0.5964, loss_cls: 2.9292, loss: 2.9292, grad_norm: 1.1219, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6836, loss_cls/aux0: 2.4647, loss/aux0: 2.4647 2020-10-18 22:33:34,612 - mmaction - INFO - Epoch [15][360/396] lr: 2.978e-01, eta: 1 day, 23:34:54, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3109, top5_acc: 0.5964, loss_cls: 2.9292, loss: 2.9292, grad_norm: 1.1195, top1_acc/aux0: 0.4096, top5_acc/aux0: 0.6836, loss_cls/aux0: 2.4653, loss/aux0: 2.4653 2020-10-18 22:34:11,096 - mmaction - INFO - Epoch [15][380/396] lr: 2.978e-01, eta: 1 day, 23:29:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3190, top5_acc: 0.5901, loss_cls: 2.9535, loss: 2.9535, grad_norm: 1.1404, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6823, loss_cls/aux0: 2.5253, loss/aux0: 2.5253 2020-10-18 22:34:12,046 - mmaction - INFO - Epoch [15][380/396] lr: 2.978e-01, eta: 1 day, 23:34:44, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3190, top5_acc: 0.5901, loss_cls: 2.9535, loss: 2.9535, grad_norm: 1.1438, top1_acc/aux0: 0.3971, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.5171, loss/aux0: 2.5171 2020-10-18 22:38:48,481 - mmaction - INFO - Epoch [16][20/396] lr: 2.975e-01, eta: 1 day, 23:21:20, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.3227, top5_acc: 0.5953, loss_cls: 2.9138, loss: 2.9138, grad_norm: 1.1415, top1_acc/aux0: 0.3871, top5_acc/aux0: 0.6779, loss_cls/aux0: 2.5182, loss/aux0: 2.5182 2020-10-18 22:38:49,437 - mmaction - INFO - Epoch [16][20/396] lr: 2.975e-01, eta: 1 day, 23:26:16, time: 0.925, data_time: 0.005, memory: 8466, top1_acc: 0.3227, top5_acc: 0.5953, loss_cls: 2.9138, loss: 2.9138, grad_norm: 1.1444, top1_acc/aux0: 0.3878, top5_acc/aux0: 0.6815, loss_cls/aux0: 2.5153, loss/aux0: 2.5153 2020-10-18 22:39:25,689 - mmaction - INFO - Epoch [16][40/396] lr: 2.975e-01, eta: 1 day, 23:21:07, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3250, top5_acc: 0.6034, loss_cls: 2.8668, loss: 2.8668, grad_norm: 1.1335, top1_acc/aux0: 0.3917, top5_acc/aux0: 0.6888, loss_cls/aux0: 2.4754, loss/aux0: 2.4754 2020-10-18 22:39:26,617 - mmaction - INFO - Epoch [16][40/396] lr: 2.975e-01, eta: 1 day, 23:26:04, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3250, top5_acc: 0.6034, loss_cls: 2.8668, loss: 2.8668, grad_norm: 1.1328, top1_acc/aux0: 0.3898, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4792, loss/aux0: 2.4792 2020-10-18 22:40:02,992 - mmaction - INFO - Epoch [16][60/396] lr: 2.975e-01, eta: 1 day, 23:20:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3258, top5_acc: 0.6117, loss_cls: 2.8494, loss: 2.8494, grad_norm: 1.1430, top1_acc/aux0: 0.3805, top5_acc/aux0: 0.6750, loss_cls/aux0: 2.5455, loss/aux0: 2.5455 2020-10-18 22:40:03,936 - mmaction - INFO - Epoch [16][60/396] lr: 2.975e-01, eta: 1 day, 23:25:53, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3258, top5_acc: 0.6117, loss_cls: 2.8494, loss: 2.8494, grad_norm: 1.1445, top1_acc/aux0: 0.3805, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.5456, loss/aux0: 2.5456 2020-10-18 22:40:40,446 - mmaction - INFO - Epoch [16][80/396] lr: 2.975e-01, eta: 1 day, 23:20:47, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3271, top5_acc: 0.5974, loss_cls: 2.8982, loss: 2.8982, grad_norm: 1.1431, top1_acc/aux0: 0.3820, top5_acc/aux0: 0.6781, loss_cls/aux0: 2.5169, loss/aux0: 2.5169 2020-10-18 22:40:41,388 - mmaction - INFO - Epoch [16][80/396] lr: 2.975e-01, eta: 1 day, 23:25:45, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3271, top5_acc: 0.5974, loss_cls: 2.8982, loss: 2.8982, grad_norm: 1.1361, top1_acc/aux0: 0.3862, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.5109, loss/aux0: 2.5109 2020-10-18 22:41:17,786 - mmaction - INFO - Epoch [16][100/396] lr: 2.975e-01, eta: 1 day, 23:20:38, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3208, top5_acc: 0.5911, loss_cls: 2.9178, loss: 2.9178, grad_norm: 1.1537, top1_acc/aux0: 0.4091, top5_acc/aux0: 0.6852, loss_cls/aux0: 2.4983, loss/aux0: 2.4983 2020-10-18 22:41:18,743 - mmaction - INFO - Epoch [16][100/396] lr: 2.975e-01, eta: 1 day, 23:25:33, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.3208, top5_acc: 0.5911, loss_cls: 2.9178, loss: 2.9178, grad_norm: 1.1545, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6846, loss_cls/aux0: 2.5016, loss/aux0: 2.5016 2020-10-18 22:41:55,071 - mmaction - INFO - Epoch [16][120/396] lr: 2.975e-01, eta: 1 day, 23:20:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3180, top5_acc: 0.5948, loss_cls: 2.9444, loss: 2.9444, grad_norm: 1.1341, top1_acc/aux0: 0.4026, top5_acc/aux0: 0.6857, loss_cls/aux0: 2.5082, loss/aux0: 2.5082 2020-10-18 22:41:56,006 - mmaction - INFO - Epoch [16][120/396] lr: 2.975e-01, eta: 1 day, 23:25:23, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3180, top5_acc: 0.5948, loss_cls: 2.9444, loss: 2.9444, grad_norm: 1.1346, top1_acc/aux0: 0.3992, top5_acc/aux0: 0.6820, loss_cls/aux0: 2.5126, loss/aux0: 2.5126 2020-10-18 22:42:32,282 - mmaction - INFO - Epoch [16][140/396] lr: 2.975e-01, eta: 1 day, 23:20:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3151, top5_acc: 0.5951, loss_cls: 2.9267, loss: 2.9267, grad_norm: 1.1445, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4789, loss/aux0: 2.4789 2020-10-18 22:42:33,226 - mmaction - INFO - Epoch [16][140/396] lr: 2.975e-01, eta: 1 day, 23:25:08, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3151, top5_acc: 0.5951, loss_cls: 2.9267, loss: 2.9267, grad_norm: 1.1429, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6930, loss_cls/aux0: 2.4642, loss/aux0: 2.4642 2020-10-18 22:43:09,698 - mmaction - INFO - Epoch [16][160/396] lr: 2.975e-01, eta: 1 day, 23:20:06, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3112, top5_acc: 0.5802, loss_cls: 2.9678, loss: 2.9678, grad_norm: 1.1345, top1_acc/aux0: 0.3880, top5_acc/aux0: 0.6810, loss_cls/aux0: 2.5297, loss/aux0: 2.5297 2020-10-18 22:43:10,635 - mmaction - INFO - Epoch [16][160/396] lr: 2.975e-01, eta: 1 day, 23:25:00, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.3112, top5_acc: 0.5802, loss_cls: 2.9678, loss: 2.9678, grad_norm: 1.1355, top1_acc/aux0: 0.3839, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.5435, loss/aux0: 2.5435 2020-10-18 22:43:46,960 - mmaction - INFO - Epoch [16][180/396] lr: 2.975e-01, eta: 1 day, 23:19:55, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3229, top5_acc: 0.6070, loss_cls: 2.8655, loss: 2.8655, grad_norm: 1.1326, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.4871, loss/aux0: 2.4871 2020-10-18 22:43:47,872 - mmaction - INFO - Epoch [16][180/396] lr: 2.975e-01, eta: 1 day, 23:24:44, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3229, top5_acc: 0.6070, loss_cls: 2.8655, loss: 2.8655, grad_norm: 1.1270, top1_acc/aux0: 0.4107, top5_acc/aux0: 0.6760, loss_cls/aux0: 2.4671, loss/aux0: 2.4671 2020-10-18 22:44:24,275 - mmaction - INFO - Epoch [16][200/396] lr: 2.975e-01, eta: 1 day, 23:19:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3198, top5_acc: 0.5849, loss_cls: 2.9271, loss: 2.9271, grad_norm: 1.1658, top1_acc/aux0: 0.3927, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.5172, loss/aux0: 2.5172 2020-10-18 22:44:25,203 - mmaction - INFO - Epoch [16][200/396] lr: 2.975e-01, eta: 1 day, 23:24:33, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3198, top5_acc: 0.5849, loss_cls: 2.9271, loss: 2.9271, grad_norm: 1.1642, top1_acc/aux0: 0.3883, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.5411, loss/aux0: 2.5411 2020-10-18 22:45:01,348 - mmaction - INFO - Epoch [16][220/396] lr: 2.975e-01, eta: 1 day, 23:19:30, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3167, top5_acc: 0.5810, loss_cls: 2.9437, loss: 2.9437, grad_norm: 1.1640, top1_acc/aux0: 0.4039, top5_acc/aux0: 0.6789, loss_cls/aux0: 2.4912, loss/aux0: 2.4912 2020-10-18 22:45:02,289 - mmaction - INFO - Epoch [16][220/396] lr: 2.975e-01, eta: 1 day, 23:24:16, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3167, top5_acc: 0.5810, loss_cls: 2.9437, loss: 2.9437, grad_norm: 1.1649, top1_acc/aux0: 0.4055, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4840, loss/aux0: 2.4840 2020-10-18 22:45:38,636 - mmaction - INFO - Epoch [16][240/396] lr: 2.975e-01, eta: 1 day, 23:19:14, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3268, top5_acc: 0.5945, loss_cls: 2.9045, loss: 2.9045, grad_norm: 1.1287, top1_acc/aux0: 0.3781, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5453, loss/aux0: 2.5453 2020-10-18 22:45:39,585 - mmaction - INFO - Epoch [16][240/396] lr: 2.975e-01, eta: 1 day, 23:24:01, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3268, top5_acc: 0.5945, loss_cls: 2.9045, loss: 2.9045, grad_norm: 1.1263, top1_acc/aux0: 0.3820, top5_acc/aux0: 0.6669, loss_cls/aux0: 2.5381, loss/aux0: 2.5381 2020-10-18 22:46:16,017 - mmaction - INFO - Epoch [16][260/396] lr: 2.975e-01, eta: 1 day, 23:19:00, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3070, top5_acc: 0.5818, loss_cls: 2.9957, loss: 2.9957, grad_norm: 1.1075, top1_acc/aux0: 0.3893, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.5449, loss/aux0: 2.5449 2020-10-18 22:46:16,948 - mmaction - INFO - Epoch [16][260/396] lr: 2.975e-01, eta: 1 day, 23:23:46, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3070, top5_acc: 0.5818, loss_cls: 2.9957, loss: 2.9957, grad_norm: 1.1050, top1_acc/aux0: 0.3857, top5_acc/aux0: 0.6690, loss_cls/aux0: 2.5490, loss/aux0: 2.5490 2020-10-18 22:46:53,209 - mmaction - INFO - Epoch [16][280/396] lr: 2.975e-01, eta: 1 day, 23:18:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3180, top5_acc: 0.5930, loss_cls: 2.9231, loss: 2.9231, grad_norm: 1.1489, top1_acc/aux0: 0.3987, top5_acc/aux0: 0.6883, loss_cls/aux0: 2.4751, loss/aux0: 2.4751 2020-10-18 22:46:54,174 - mmaction - INFO - Epoch [16][280/396] lr: 2.975e-01, eta: 1 day, 23:23:31, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3180, top5_acc: 0.5930, loss_cls: 2.9231, loss: 2.9231, grad_norm: 1.1403, top1_acc/aux0: 0.3997, top5_acc/aux0: 0.6893, loss_cls/aux0: 2.4734, loss/aux0: 2.4734 2020-10-18 22:47:30,435 - mmaction - INFO - Epoch [16][300/396] lr: 2.975e-01, eta: 1 day, 23:18:31, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3172, top5_acc: 0.5927, loss_cls: 2.9040, loss: 2.9040, grad_norm: 1.1524, top1_acc/aux0: 0.3977, top5_acc/aux0: 0.6831, loss_cls/aux0: 2.4819, loss/aux0: 2.4819 2020-10-18 22:47:31,373 - mmaction - INFO - Epoch [16][300/396] lr: 2.975e-01, eta: 1 day, 23:23:14, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3172, top5_acc: 0.5927, loss_cls: 2.9040, loss: 2.9040, grad_norm: 1.1584, top1_acc/aux0: 0.3964, top5_acc/aux0: 0.6815, loss_cls/aux0: 2.4874, loss/aux0: 2.4874 2020-10-18 22:48:08,024 - mmaction - INFO - Epoch [16][320/396] lr: 2.975e-01, eta: 1 day, 23:18:21, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3289, top5_acc: 0.6057, loss_cls: 2.8973, loss: 2.8973, grad_norm: 1.1299, top1_acc/aux0: 0.4107, top5_acc/aux0: 0.6867, loss_cls/aux0: 2.4577, loss/aux0: 2.4577 2020-10-18 22:48:08,974 - mmaction - INFO - Epoch [16][320/396] lr: 2.975e-01, eta: 1 day, 23:23:09, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.3289, top5_acc: 0.6057, loss_cls: 2.8973, loss: 2.8973, grad_norm: 1.1322, top1_acc/aux0: 0.4107, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4516, loss/aux0: 2.4516 2020-10-18 22:48:45,281 - mmaction - INFO - Epoch [16][340/396] lr: 2.975e-01, eta: 1 day, 23:18:10, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3305, top5_acc: 0.5982, loss_cls: 2.8882, loss: 2.8882, grad_norm: 1.1446, top1_acc/aux0: 0.3930, top5_acc/aux0: 0.6888, loss_cls/aux0: 2.4846, loss/aux0: 2.4846 2020-10-18 22:48:46,229 - mmaction - INFO - Epoch [16][340/396] lr: 2.975e-01, eta: 1 day, 23:22:52, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3305, top5_acc: 0.5982, loss_cls: 2.8882, loss: 2.8882, grad_norm: 1.1456, top1_acc/aux0: 0.3958, top5_acc/aux0: 0.6896, loss_cls/aux0: 2.4828, loss/aux0: 2.4828 2020-10-18 22:49:22,394 - mmaction - INFO - Epoch [16][360/396] lr: 2.975e-01, eta: 1 day, 23:17:55, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3133, top5_acc: 0.5919, loss_cls: 2.9093, loss: 2.9093, grad_norm: 1.1357, top1_acc/aux0: 0.4065, top5_acc/aux0: 0.6966, loss_cls/aux0: 2.4550, loss/aux0: 2.4550 2020-10-18 22:49:23,318 - mmaction - INFO - Epoch [16][360/396] lr: 2.975e-01, eta: 1 day, 23:22:36, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3133, top5_acc: 0.5919, loss_cls: 2.9093, loss: 2.9093, grad_norm: 1.1330, top1_acc/aux0: 0.4039, top5_acc/aux0: 0.6958, loss_cls/aux0: 2.4592, loss/aux0: 2.4592 2020-10-18 22:49:59,808 - mmaction - INFO - Epoch [16][380/396] lr: 2.975e-01, eta: 1 day, 23:17:44, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3128, top5_acc: 0.6042, loss_cls: 2.9022, loss: 2.9022, grad_norm: 1.1435, top1_acc/aux0: 0.4062, top5_acc/aux0: 0.6935, loss_cls/aux0: 2.4383, loss/aux0: 2.4383 2020-10-18 22:50:00,747 - mmaction - INFO - Epoch [16][380/396] lr: 2.975e-01, eta: 1 day, 23:22:29, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.3128, top5_acc: 0.6042, loss_cls: 2.9022, loss: 2.9022, grad_norm: 1.1427, top1_acc/aux0: 0.4062, top5_acc/aux0: 0.6935, loss_cls/aux0: 2.4363, loss/aux0: 2.4363 2020-10-18 22:50:32,233 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-18 22:52:15,905 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 22:52:16,023 - mmaction - INFO - top1_acc 0.4026 top5_acc 0.7036 2020-10-18 22:52:16,024 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 22:52:16,047 - mmaction - INFO - mean_acc 0.4026 2020-10-18 22:52:16,048 - mmaction - INFO - Now best checkpoint is epoch_16.pth 2020-10-18 22:52:16,053 - mmaction - INFO - Epoch(val) [16][396] top1_acc: 0.4026, top5_acc: 0.7036, mean_class_accuracy: 0.4026 2020-10-18 22:56:20,690 - mmaction - INFO - Epoch [17][20/396] lr: 2.971e-01, eta: 1 day, 23:09:54, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.3339, top5_acc: 0.6154, loss_cls: 2.8211, loss: 2.8211, grad_norm: 1.1300, top1_acc/aux0: 0.3961, top5_acc/aux0: 0.6823, loss_cls/aux0: 2.4923, loss/aux0: 2.4923 2020-10-18 22:56:21,607 - mmaction - INFO - Epoch [17][20/396] lr: 2.971e-01, eta: 1 day, 23:14:29, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.3339, top5_acc: 0.6154, loss_cls: 2.8211, loss: 2.8211, grad_norm: 1.1320, top1_acc/aux0: 0.3964, top5_acc/aux0: 0.6826, loss_cls/aux0: 2.4866, loss/aux0: 2.4866 2020-10-18 22:56:57,538 - mmaction - INFO - Epoch [17][40/396] lr: 2.971e-01, eta: 1 day, 23:09:35, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.3289, top5_acc: 0.6076, loss_cls: 2.8614, loss: 2.8614, grad_norm: 1.1693, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4638, loss/aux0: 2.4638 2020-10-18 22:56:58,479 - mmaction - INFO - Epoch [17][40/396] lr: 2.971e-01, eta: 1 day, 23:14:10, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.3289, top5_acc: 0.6076, loss_cls: 2.8614, loss: 2.8614, grad_norm: 1.1649, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4608, loss/aux0: 2.4608 2020-10-18 22:57:34,878 - mmaction - INFO - Epoch [17][60/396] lr: 2.971e-01, eta: 1 day, 23:09:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3281, top5_acc: 0.6005, loss_cls: 2.8737, loss: 2.8737, grad_norm: 1.1748, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.6854, loss_cls/aux0: 2.4942, loss/aux0: 2.4942 2020-10-18 22:57:35,836 - mmaction - INFO - Epoch [17][60/396] lr: 2.971e-01, eta: 1 day, 23:13:57, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3281, top5_acc: 0.6005, loss_cls: 2.8737, loss: 2.8737, grad_norm: 1.1722, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.5047, loss/aux0: 2.5047 2020-10-18 22:58:11,898 - mmaction - INFO - Epoch [17][80/396] lr: 2.971e-01, eta: 1 day, 23:09:05, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3148, top5_acc: 0.5833, loss_cls: 2.9304, loss: 2.9304, grad_norm: 1.1250, top1_acc/aux0: 0.3977, top5_acc/aux0: 0.6914, loss_cls/aux0: 2.4720, loss/aux0: 2.4720 2020-10-18 22:58:12,829 - mmaction - INFO - Epoch [17][80/396] lr: 2.971e-01, eta: 1 day, 23:13:38, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.3148, top5_acc: 0.5833, loss_cls: 2.9304, loss: 2.9304, grad_norm: 1.1240, top1_acc/aux0: 0.3990, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4660, loss/aux0: 2.4660 2020-10-18 22:58:49,065 - mmaction - INFO - Epoch [17][100/396] lr: 2.971e-01, eta: 1 day, 23:08:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3148, top5_acc: 0.6016, loss_cls: 2.8907, loss: 2.8907, grad_norm: 1.1439, top1_acc/aux0: 0.4036, top5_acc/aux0: 0.6813, loss_cls/aux0: 2.4809, loss/aux0: 2.4809 2020-10-18 22:58:50,011 - mmaction - INFO - Epoch [17][100/396] lr: 2.971e-01, eta: 1 day, 23:13:22, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3148, top5_acc: 0.6016, loss_cls: 2.8907, loss: 2.8907, grad_norm: 1.1472, top1_acc/aux0: 0.3987, top5_acc/aux0: 0.6794, loss_cls/aux0: 2.4911, loss/aux0: 2.4911 2020-10-18 22:59:26,151 - mmaction - INFO - Epoch [17][120/396] lr: 2.971e-01, eta: 1 day, 23:08:32, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3203, top5_acc: 0.5977, loss_cls: 2.8846, loss: 2.8846, grad_norm: 1.1585, top1_acc/aux0: 0.3982, top5_acc/aux0: 0.6776, loss_cls/aux0: 2.5036, loss/aux0: 2.5036 2020-10-18 22:59:27,079 - mmaction - INFO - Epoch [17][120/396] lr: 2.971e-01, eta: 1 day, 23:13:05, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3203, top5_acc: 0.5977, loss_cls: 2.8846, loss: 2.8846, grad_norm: 1.1620, top1_acc/aux0: 0.3979, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.5009, loss/aux0: 2.5009 2020-10-18 23:00:03,343 - mmaction - INFO - Epoch [17][140/396] lr: 2.971e-01, eta: 1 day, 23:08:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3026, top5_acc: 0.5891, loss_cls: 2.9496, loss: 2.9496, grad_norm: 1.1622, top1_acc/aux0: 0.3896, top5_acc/aux0: 0.6750, loss_cls/aux0: 2.5263, loss/aux0: 2.5263 2020-10-18 23:00:04,290 - mmaction - INFO - Epoch [17][140/396] lr: 2.971e-01, eta: 1 day, 23:12:48, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3026, top5_acc: 0.5891, loss_cls: 2.9496, loss: 2.9496, grad_norm: 1.1564, top1_acc/aux0: 0.3951, top5_acc/aux0: 0.6766, loss_cls/aux0: 2.5177, loss/aux0: 2.5177 2020-10-18 23:00:40,701 - mmaction - INFO - Epoch [17][160/396] lr: 2.971e-01, eta: 1 day, 23:08:01, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3172, top5_acc: 0.5964, loss_cls: 2.8910, loss: 2.8910, grad_norm: 1.1127, top1_acc/aux0: 0.3956, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4784, loss/aux0: 2.4784 2020-10-18 23:00:41,654 - mmaction - INFO - Epoch [17][160/396] lr: 2.971e-01, eta: 1 day, 23:12:34, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3172, top5_acc: 0.5964, loss_cls: 2.8910, loss: 2.8910, grad_norm: 1.1122, top1_acc/aux0: 0.3969, top5_acc/aux0: 0.6872, loss_cls/aux0: 2.4760, loss/aux0: 2.4760 2020-10-18 23:01:17,954 - mmaction - INFO - Epoch [17][180/396] lr: 2.971e-01, eta: 1 day, 23:07:47, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3182, top5_acc: 0.5901, loss_cls: 2.9102, loss: 2.9102, grad_norm: 1.1635, top1_acc/aux0: 0.4104, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4262, loss/aux0: 2.4262 2020-10-18 23:01:18,892 - mmaction - INFO - Epoch [17][180/396] lr: 2.971e-01, eta: 1 day, 23:12:19, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3182, top5_acc: 0.5901, loss_cls: 2.9102, loss: 2.9102, grad_norm: 1.1683, top1_acc/aux0: 0.4073, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.4341, loss/aux0: 2.4341 2020-10-18 23:01:55,336 - mmaction - INFO - Epoch [17][200/396] lr: 2.971e-01, eta: 1 day, 23:07:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6099, loss_cls: 2.8235, loss: 2.8235, grad_norm: 1.1347, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6883, loss_cls/aux0: 2.4700, loss/aux0: 2.4700 2020-10-18 23:01:56,297 - mmaction - INFO - Epoch [17][200/396] lr: 2.971e-01, eta: 1 day, 23:12:08, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6099, loss_cls: 2.8235, loss: 2.8235, grad_norm: 1.1364, top1_acc/aux0: 0.4062, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4641, loss/aux0: 2.4641 2020-10-18 23:02:32,862 - mmaction - INFO - Epoch [17][220/396] lr: 2.971e-01, eta: 1 day, 23:07:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3135, top5_acc: 0.5836, loss_cls: 2.9623, loss: 2.9623, grad_norm: 1.1558, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.4838, loss/aux0: 2.4838 2020-10-18 23:02:33,781 - mmaction - INFO - Epoch [17][220/396] lr: 2.971e-01, eta: 1 day, 23:11:56, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3135, top5_acc: 0.5836, loss_cls: 2.9623, loss: 2.9623, grad_norm: 1.1529, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.4762, loss/aux0: 2.4762 2020-10-18 23:03:10,475 - mmaction - INFO - Epoch [17][240/396] lr: 2.971e-01, eta: 1 day, 23:07:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3328, top5_acc: 0.6146, loss_cls: 2.8079, loss: 2.8079, grad_norm: 1.1596, top1_acc/aux0: 0.3979, top5_acc/aux0: 0.6841, loss_cls/aux0: 2.4863, loss/aux0: 2.4863 2020-10-18 23:03:11,420 - mmaction - INFO - Epoch [17][240/396] lr: 2.971e-01, eta: 1 day, 23:11:45, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3328, top5_acc: 0.6146, loss_cls: 2.8079, loss: 2.8079, grad_norm: 1.1600, top1_acc/aux0: 0.3971, top5_acc/aux0: 0.6836, loss_cls/aux0: 2.4896, loss/aux0: 2.4896 2020-10-18 23:03:47,951 - mmaction - INFO - Epoch [17][260/396] lr: 2.971e-01, eta: 1 day, 23:07:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6089, loss_cls: 2.8416, loss: 2.8416, grad_norm: 1.1429, top1_acc/aux0: 0.3987, top5_acc/aux0: 0.6846, loss_cls/aux0: 2.4892, loss/aux0: 2.4892 2020-10-18 23:03:48,892 - mmaction - INFO - Epoch [17][260/396] lr: 2.971e-01, eta: 1 day, 23:11:34, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6089, loss_cls: 2.8416, loss: 2.8416, grad_norm: 1.1529, top1_acc/aux0: 0.3932, top5_acc/aux0: 0.6794, loss_cls/aux0: 2.5110, loss/aux0: 2.5110 2020-10-18 23:04:25,290 - mmaction - INFO - Epoch [17][280/396] lr: 2.971e-01, eta: 1 day, 23:06:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3201, top5_acc: 0.6091, loss_cls: 2.8465, loss: 2.8465, grad_norm: 1.1477, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6888, loss_cls/aux0: 2.4680, loss/aux0: 2.4680 2020-10-18 23:04:26,236 - mmaction - INFO - Epoch [17][280/396] lr: 2.971e-01, eta: 1 day, 23:11:22, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3201, top5_acc: 0.6091, loss_cls: 2.8465, loss: 2.8465, grad_norm: 1.1477, top1_acc/aux0: 0.4036, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.4540, loss/aux0: 2.4540 2020-10-18 23:05:02,907 - mmaction - INFO - Epoch [17][300/396] lr: 2.971e-01, eta: 1 day, 23:06:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3320, top5_acc: 0.5958, loss_cls: 2.8788, loss: 2.8788, grad_norm: 1.1346, top1_acc/aux0: 0.4008, top5_acc/aux0: 0.6914, loss_cls/aux0: 2.4549, loss/aux0: 2.4549 2020-10-18 23:05:03,841 - mmaction - INFO - Epoch [17][300/396] lr: 2.971e-01, eta: 1 day, 23:11:08, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3320, top5_acc: 0.5958, loss_cls: 2.8788, loss: 2.8788, grad_norm: 1.1356, top1_acc/aux0: 0.3987, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4596, loss/aux0: 2.4596 2020-10-18 23:05:40,102 - mmaction - INFO - Epoch [17][320/396] lr: 2.971e-01, eta: 1 day, 23:06:26, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3242, top5_acc: 0.5930, loss_cls: 2.9110, loss: 2.9110, grad_norm: 1.1528, top1_acc/aux0: 0.3987, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.4718, loss/aux0: 2.4718 2020-10-18 23:05:41,050 - mmaction - INFO - Epoch [17][320/396] lr: 2.971e-01, eta: 1 day, 23:10:51, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3242, top5_acc: 0.5930, loss_cls: 2.9110, loss: 2.9110, grad_norm: 1.1606, top1_acc/aux0: 0.3995, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4769, loss/aux0: 2.4769 2020-10-18 23:06:17,293 - mmaction - INFO - Epoch [17][340/396] lr: 2.971e-01, eta: 1 day, 23:06:10, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3299, top5_acc: 0.6065, loss_cls: 2.8435, loss: 2.8435, grad_norm: 1.1520, top1_acc/aux0: 0.3880, top5_acc/aux0: 0.6784, loss_cls/aux0: 2.5398, loss/aux0: 2.5398 2020-10-18 23:06:18,256 - mmaction - INFO - Epoch [17][340/396] lr: 2.971e-01, eta: 1 day, 23:10:34, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3299, top5_acc: 0.6065, loss_cls: 2.8435, loss: 2.8435, grad_norm: 1.1531, top1_acc/aux0: 0.3893, top5_acc/aux0: 0.6760, loss_cls/aux0: 2.5338, loss/aux0: 2.5338 2020-10-18 23:06:54,610 - mmaction - INFO - Epoch [17][360/396] lr: 2.971e-01, eta: 1 day, 23:05:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3260, top5_acc: 0.6099, loss_cls: 2.8800, loss: 2.8800, grad_norm: 1.1282, top1_acc/aux0: 0.4117, top5_acc/aux0: 0.6815, loss_cls/aux0: 2.4844, loss/aux0: 2.4844 2020-10-18 23:06:55,536 - mmaction - INFO - Epoch [17][360/396] lr: 2.971e-01, eta: 1 day, 23:10:21, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3260, top5_acc: 0.6099, loss_cls: 2.8800, loss: 2.8800, grad_norm: 1.1255, top1_acc/aux0: 0.4161, top5_acc/aux0: 0.6883, loss_cls/aux0: 2.4652, loss/aux0: 2.4652 2020-10-18 23:07:32,228 - mmaction - INFO - Epoch [17][380/396] lr: 2.971e-01, eta: 1 day, 23:05:45, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6107, loss_cls: 2.8684, loss: 2.8684, grad_norm: 1.1580, top1_acc/aux0: 0.4104, top5_acc/aux0: 0.6943, loss_cls/aux0: 2.4137, loss/aux0: 2.4137 2020-10-18 23:07:33,157 - mmaction - INFO - Epoch [17][380/396] lr: 2.971e-01, eta: 1 day, 23:10:11, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6107, loss_cls: 2.8684, loss: 2.8684, grad_norm: 1.1562, top1_acc/aux0: 0.4060, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4370, loss/aux0: 2.4370 2020-10-18 23:11:55,130 - mmaction - INFO - Epoch [18][20/396] lr: 2.967e-01, eta: 1 day, 22:58:19, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.3424, top5_acc: 0.6232, loss_cls: 2.7639, loss: 2.7639, grad_norm: 1.1310, top1_acc/aux0: 0.4131, top5_acc/aux0: 0.6900, loss_cls/aux0: 2.4165, loss/aux0: 2.4165 2020-10-18 23:11:56,082 - mmaction - INFO - Epoch [18][20/396] lr: 2.967e-01, eta: 1 day, 23:02:38, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.3424, top5_acc: 0.6232, loss_cls: 2.7639, loss: 2.7639, grad_norm: 1.1369, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.6893, loss_cls/aux0: 2.4251, loss/aux0: 2.4251 2020-10-18 23:12:32,182 - mmaction - INFO - Epoch [18][40/396] lr: 2.967e-01, eta: 1 day, 22:58:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3221, top5_acc: 0.6005, loss_cls: 2.9032, loss: 2.9032, grad_norm: 1.1382, top1_acc/aux0: 0.3987, top5_acc/aux0: 0.6789, loss_cls/aux0: 2.5042, loss/aux0: 2.5042 2020-10-18 23:12:33,123 - mmaction - INFO - Epoch [18][40/396] lr: 2.967e-01, eta: 1 day, 23:02:23, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3221, top5_acc: 0.6005, loss_cls: 2.9032, loss: 2.9032, grad_norm: 1.1381, top1_acc/aux0: 0.3961, top5_acc/aux0: 0.6810, loss_cls/aux0: 2.5020, loss/aux0: 2.5020 2020-10-18 23:13:09,675 - mmaction - INFO - Epoch [18][60/396] lr: 2.967e-01, eta: 1 day, 22:57:51, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3227, top5_acc: 0.5979, loss_cls: 2.8646, loss: 2.8646, grad_norm: 1.1933, top1_acc/aux0: 0.4003, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4781, loss/aux0: 2.4781 2020-10-18 23:13:10,614 - mmaction - INFO - Epoch [18][60/396] lr: 2.967e-01, eta: 1 day, 23:02:15, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3227, top5_acc: 0.5979, loss_cls: 2.8646, loss: 2.8646, grad_norm: 1.1983, top1_acc/aux0: 0.4026, top5_acc/aux0: 0.6867, loss_cls/aux0: 2.4714, loss/aux0: 2.4714 2020-10-18 23:13:47,018 - mmaction - INFO - Epoch [18][80/396] lr: 2.967e-01, eta: 1 day, 22:57:41, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3359, top5_acc: 0.5935, loss_cls: 2.8762, loss: 2.8762, grad_norm: 1.1546, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4422, loss/aux0: 2.4422 2020-10-18 23:13:47,995 - mmaction - INFO - Epoch [18][80/396] lr: 2.967e-01, eta: 1 day, 23:02:01, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.3359, top5_acc: 0.5935, loss_cls: 2.8762, loss: 2.8762, grad_norm: 1.1531, top1_acc/aux0: 0.4117, top5_acc/aux0: 0.6896, loss_cls/aux0: 2.4296, loss/aux0: 2.4296 2020-10-18 23:14:24,256 - mmaction - INFO - Epoch [18][100/396] lr: 2.967e-01, eta: 1 day, 22:57:26, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3276, top5_acc: 0.5964, loss_cls: 2.8630, loss: 2.8630, grad_norm: 1.1452, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4559, loss/aux0: 2.4559 2020-10-18 23:14:25,190 - mmaction - INFO - Epoch [18][100/396] lr: 2.967e-01, eta: 1 day, 23:01:43, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3276, top5_acc: 0.5964, loss_cls: 2.8630, loss: 2.8630, grad_norm: 1.1430, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6805, loss_cls/aux0: 2.4763, loss/aux0: 2.4763 2020-10-18 23:15:01,603 - mmaction - INFO - Epoch [18][120/396] lr: 2.967e-01, eta: 1 day, 22:57:11, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6057, loss_cls: 2.8479, loss: 2.8479, grad_norm: 1.1861, top1_acc/aux0: 0.4091, top5_acc/aux0: 0.6906, loss_cls/aux0: 2.4287, loss/aux0: 2.4287 2020-10-18 23:15:02,528 - mmaction - INFO - Epoch [18][120/396] lr: 2.967e-01, eta: 1 day, 23:01:28, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6057, loss_cls: 2.8479, loss: 2.8479, grad_norm: 1.1796, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4178, loss/aux0: 2.4178 2020-10-18 23:15:38,883 - mmaction - INFO - Epoch [18][140/396] lr: 2.967e-01, eta: 1 day, 22:56:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6167, loss_cls: 2.8064, loss: 2.8064, grad_norm: 1.1632, top1_acc/aux0: 0.4016, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.4433, loss/aux0: 2.4433 2020-10-18 23:15:39,854 - mmaction - INFO - Epoch [18][140/396] lr: 2.967e-01, eta: 1 day, 23:01:14, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6167, loss_cls: 2.8064, loss: 2.8064, grad_norm: 1.1635, top1_acc/aux0: 0.3987, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4590, loss/aux0: 2.4590 2020-10-18 23:16:16,254 - mmaction - INFO - Epoch [18][160/396] lr: 2.967e-01, eta: 1 day, 22:56:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3232, top5_acc: 0.6148, loss_cls: 2.8375, loss: 2.8375, grad_norm: 1.1858, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4793, loss/aux0: 2.4793 2020-10-18 23:16:17,206 - mmaction - INFO - Epoch [18][160/396] lr: 2.967e-01, eta: 1 day, 23:00:59, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3232, top5_acc: 0.6148, loss_cls: 2.8375, loss: 2.8375, grad_norm: 1.1833, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6867, loss_cls/aux0: 2.4679, loss/aux0: 2.4679 2020-10-18 23:16:53,644 - mmaction - INFO - Epoch [18][180/396] lr: 2.967e-01, eta: 1 day, 22:56:28, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6141, loss_cls: 2.8507, loss: 2.8507, grad_norm: 1.1730, top1_acc/aux0: 0.4055, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.4184, loss/aux0: 2.4184 2020-10-18 23:16:54,597 - mmaction - INFO - Epoch [18][180/396] lr: 2.967e-01, eta: 1 day, 23:00:44, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6141, loss_cls: 2.8507, loss: 2.8507, grad_norm: 1.1705, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.4144, loss/aux0: 2.4144 2020-10-18 23:17:31,236 - mmaction - INFO - Epoch [18][200/396] lr: 2.967e-01, eta: 1 day, 22:56:15, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3401, top5_acc: 0.6161, loss_cls: 2.8564, loss: 2.8564, grad_norm: 1.1436, top1_acc/aux0: 0.4159, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4311, loss/aux0: 2.4311 2020-10-18 23:17:32,175 - mmaction - INFO - Epoch [18][200/396] lr: 2.967e-01, eta: 1 day, 23:00:30, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3401, top5_acc: 0.6161, loss_cls: 2.8564, loss: 2.8564, grad_norm: 1.1438, top1_acc/aux0: 0.4117, top5_acc/aux0: 0.6883, loss_cls/aux0: 2.4454, loss/aux0: 2.4454 2020-10-18 23:18:08,653 - mmaction - INFO - Epoch [18][220/396] lr: 2.967e-01, eta: 1 day, 22:56:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3250, top5_acc: 0.6021, loss_cls: 2.8667, loss: 2.8667, grad_norm: 1.1487, top1_acc/aux0: 0.3971, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4820, loss/aux0: 2.4820 2020-10-18 23:18:09,596 - mmaction - INFO - Epoch [18][220/396] lr: 2.967e-01, eta: 1 day, 23:00:17, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3250, top5_acc: 0.6021, loss_cls: 2.8667, loss: 2.8667, grad_norm: 1.1431, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6919, loss_cls/aux0: 2.4629, loss/aux0: 2.4629 2020-10-18 23:18:45,974 - mmaction - INFO - Epoch [18][240/396] lr: 2.967e-01, eta: 1 day, 22:55:48, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6036, loss_cls: 2.8610, loss: 2.8610, grad_norm: 1.1743, top1_acc/aux0: 0.3977, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.4593, loss/aux0: 2.4593 2020-10-18 23:18:46,907 - mmaction - INFO - Epoch [18][240/396] lr: 2.967e-01, eta: 1 day, 23:00:01, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6036, loss_cls: 2.8610, loss: 2.8610, grad_norm: 1.1793, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6888, loss_cls/aux0: 2.4758, loss/aux0: 2.4758 2020-10-18 23:19:23,477 - mmaction - INFO - Epoch [18][260/396] lr: 2.967e-01, eta: 1 day, 22:55:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3180, top5_acc: 0.5906, loss_cls: 2.9334, loss: 2.9334, grad_norm: 1.1608, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6805, loss_cls/aux0: 2.4788, loss/aux0: 2.4788 2020-10-18 23:19:24,402 - mmaction - INFO - Epoch [18][260/396] lr: 2.967e-01, eta: 1 day, 22:59:46, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3180, top5_acc: 0.5906, loss_cls: 2.9334, loss: 2.9334, grad_norm: 1.1612, top1_acc/aux0: 0.4029, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4760, loss/aux0: 2.4760 2020-10-18 23:20:00,796 - mmaction - INFO - Epoch [18][280/396] lr: 2.967e-01, eta: 1 day, 22:55:18, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3216, top5_acc: 0.6047, loss_cls: 2.8822, loss: 2.8822, grad_norm: 1.1384, top1_acc/aux0: 0.4057, top5_acc/aux0: 0.6854, loss_cls/aux0: 2.4834, loss/aux0: 2.4834 2020-10-18 23:20:01,755 - mmaction - INFO - Epoch [18][280/396] lr: 2.967e-01, eta: 1 day, 22:59:28, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3216, top5_acc: 0.6047, loss_cls: 2.8822, loss: 2.8822, grad_norm: 1.1407, top1_acc/aux0: 0.4029, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4820, loss/aux0: 2.4820 2020-10-18 23:20:38,060 - mmaction - INFO - Epoch [18][300/396] lr: 2.967e-01, eta: 1 day, 22:55:00, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3401, top5_acc: 0.6133, loss_cls: 2.8307, loss: 2.8307, grad_norm: 1.1596, top1_acc/aux0: 0.4003, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4489, loss/aux0: 2.4489 2020-10-18 23:20:38,989 - mmaction - INFO - Epoch [18][300/396] lr: 2.967e-01, eta: 1 day, 22:59:09, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3401, top5_acc: 0.6133, loss_cls: 2.8307, loss: 2.8307, grad_norm: 1.1609, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4579, loss/aux0: 2.4579 2020-10-18 23:21:15,252 - mmaction - INFO - Epoch [18][320/396] lr: 2.967e-01, eta: 1 day, 22:54:42, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3292, top5_acc: 0.5997, loss_cls: 2.8505, loss: 2.8505, grad_norm: 1.1709, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3719, loss/aux0: 2.3719 2020-10-18 23:21:16,181 - mmaction - INFO - Epoch [18][320/396] lr: 2.967e-01, eta: 1 day, 22:58:51, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3292, top5_acc: 0.5997, loss_cls: 2.8505, loss: 2.8505, grad_norm: 1.1767, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3583, loss/aux0: 2.3583 2020-10-18 23:21:52,690 - mmaction - INFO - Epoch [18][340/396] lr: 2.967e-01, eta: 1 day, 22:54:27, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3224, top5_acc: 0.6031, loss_cls: 2.8821, loss: 2.8821, grad_norm: 1.1883, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.3456, loss/aux0: 2.3456 2020-10-18 23:21:53,616 - mmaction - INFO - Epoch [18][340/396] lr: 2.967e-01, eta: 1 day, 22:58:37, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3224, top5_acc: 0.6031, loss_cls: 2.8821, loss: 2.8821, grad_norm: 1.1852, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3488, loss/aux0: 2.3488 2020-10-18 23:22:29,957 - mmaction - INFO - Epoch [18][360/396] lr: 2.967e-01, eta: 1 day, 22:54:13, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3393, top5_acc: 0.6201, loss_cls: 2.8163, loss: 2.8163, grad_norm: 1.1556, top1_acc/aux0: 0.4133, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.4222, loss/aux0: 2.4222 2020-10-18 23:22:30,906 - mmaction - INFO - Epoch [18][360/396] lr: 2.967e-01, eta: 1 day, 22:58:22, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3393, top5_acc: 0.6201, loss_cls: 2.8163, loss: 2.8163, grad_norm: 1.1567, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.4170, loss/aux0: 2.4170 2020-10-18 23:23:07,544 - mmaction - INFO - Epoch [18][380/396] lr: 2.967e-01, eta: 1 day, 22:54:00, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3289, top5_acc: 0.6109, loss_cls: 2.8400, loss: 2.8400, grad_norm: 1.1414, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.4988, loss/aux0: 2.4988 2020-10-18 23:23:08,490 - mmaction - INFO - Epoch [18][380/396] lr: 2.967e-01, eta: 1 day, 22:58:11, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3289, top5_acc: 0.6109, loss_cls: 2.8400, loss: 2.8400, grad_norm: 1.1415, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.5011, loss/aux0: 2.5011 2020-10-18 23:27:28,735 - mmaction - INFO - Epoch [19][20/396] lr: 2.964e-01, eta: 1 day, 22:46:59, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3349, top5_acc: 0.6174, loss_cls: 2.8227, loss: 2.8227, grad_norm: 1.1696, top1_acc/aux0: 0.4200, top5_acc/aux0: 0.6963, loss_cls/aux0: 2.4009, loss/aux0: 2.4009 2020-10-18 23:27:29,665 - mmaction - INFO - Epoch [19][20/396] lr: 2.964e-01, eta: 1 day, 22:51:04, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3349, top5_acc: 0.6174, loss_cls: 2.8227, loss: 2.8227, grad_norm: 1.1659, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.3887, loss/aux0: 2.3887 2020-10-18 23:28:05,792 - mmaction - INFO - Epoch [19][40/396] lr: 2.964e-01, eta: 1 day, 22:46:41, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6039, loss_cls: 2.8348, loss: 2.8348, grad_norm: 1.1550, top1_acc/aux0: 0.4271, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3761, loss/aux0: 2.3761 2020-10-18 23:28:06,756 - mmaction - INFO - Epoch [19][40/396] lr: 2.964e-01, eta: 1 day, 22:50:46, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6039, loss_cls: 2.8348, loss: 2.8348, grad_norm: 1.1522, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3851, loss/aux0: 2.3851 2020-10-18 23:28:43,168 - mmaction - INFO - Epoch [19][60/396] lr: 2.964e-01, eta: 1 day, 22:46:26, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6294, loss_cls: 2.7568, loss: 2.7568, grad_norm: 1.1596, top1_acc/aux0: 0.4232, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4011, loss/aux0: 2.4011 2020-10-18 23:28:44,095 - mmaction - INFO - Epoch [19][60/396] lr: 2.964e-01, eta: 1 day, 22:50:33, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6294, loss_cls: 2.7568, loss: 2.7568, grad_norm: 1.1568, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.6945, loss_cls/aux0: 2.4077, loss/aux0: 2.4077 2020-10-18 23:29:20,714 - mmaction - INFO - Epoch [19][80/396] lr: 2.964e-01, eta: 1 day, 22:46:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3440, top5_acc: 0.6146, loss_cls: 2.7979, loss: 2.7979, grad_norm: 1.1441, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6937, loss_cls/aux0: 2.4747, loss/aux0: 2.4747 2020-10-18 23:29:21,662 - mmaction - INFO - Epoch [19][80/396] lr: 2.964e-01, eta: 1 day, 22:50:20, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3440, top5_acc: 0.6146, loss_cls: 2.7979, loss: 2.7979, grad_norm: 1.1406, top1_acc/aux0: 0.4107, top5_acc/aux0: 0.6945, loss_cls/aux0: 2.4718, loss/aux0: 2.4718 2020-10-18 23:29:57,999 - mmaction - INFO - Epoch [19][100/396] lr: 2.964e-01, eta: 1 day, 22:45:58, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3312, top5_acc: 0.6156, loss_cls: 2.7982, loss: 2.7982, grad_norm: 1.1354, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.6888, loss_cls/aux0: 2.4221, loss/aux0: 2.4221 2020-10-18 23:29:58,930 - mmaction - INFO - Epoch [19][100/396] lr: 2.964e-01, eta: 1 day, 22:50:00, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3312, top5_acc: 0.6156, loss_cls: 2.7982, loss: 2.7982, grad_norm: 1.1443, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4307, loss/aux0: 2.4307 2020-10-18 23:30:35,485 - mmaction - INFO - Epoch [19][120/396] lr: 2.964e-01, eta: 1 day, 22:45:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6083, loss_cls: 2.8394, loss: 2.8394, grad_norm: 1.1858, top1_acc/aux0: 0.4055, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4157, loss/aux0: 2.4157 2020-10-18 23:30:36,442 - mmaction - INFO - Epoch [19][120/396] lr: 2.964e-01, eta: 1 day, 22:49:44, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6083, loss_cls: 2.8394, loss: 2.8394, grad_norm: 1.1790, top1_acc/aux0: 0.4086, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4020, loss/aux0: 2.4020 2020-10-18 23:31:12,866 - mmaction - INFO - Epoch [19][140/396] lr: 2.964e-01, eta: 1 day, 22:45:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3492, top5_acc: 0.6292, loss_cls: 2.7905, loss: 2.7905, grad_norm: 1.1740, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6872, loss_cls/aux0: 2.4352, loss/aux0: 2.4352 2020-10-18 23:31:13,810 - mmaction - INFO - Epoch [19][140/396] lr: 2.964e-01, eta: 1 day, 22:49:31, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3492, top5_acc: 0.6292, loss_cls: 2.7905, loss: 2.7905, grad_norm: 1.1740, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6862, loss_cls/aux0: 2.4405, loss/aux0: 2.4405 2020-10-18 23:31:50,200 - mmaction - INFO - Epoch [19][160/396] lr: 2.964e-01, eta: 1 day, 22:45:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3214, top5_acc: 0.6042, loss_cls: 2.8857, loss: 2.8857, grad_norm: 1.1642, top1_acc/aux0: 0.4211, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4260, loss/aux0: 2.4260 2020-10-18 23:31:51,136 - mmaction - INFO - Epoch [19][160/396] lr: 2.964e-01, eta: 1 day, 22:49:16, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3214, top5_acc: 0.6042, loss_cls: 2.8857, loss: 2.8857, grad_norm: 1.1636, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.6961, loss_cls/aux0: 2.4229, loss/aux0: 2.4229 2020-10-18 23:32:27,380 - mmaction - INFO - Epoch [19][180/396] lr: 2.964e-01, eta: 1 day, 22:44:58, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3393, top5_acc: 0.6143, loss_cls: 2.8457, loss: 2.8457, grad_norm: 1.1803, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.7008, loss_cls/aux0: 2.3839, loss/aux0: 2.3839 2020-10-18 23:32:28,327 - mmaction - INFO - Epoch [19][180/396] lr: 2.964e-01, eta: 1 day, 22:48:57, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3393, top5_acc: 0.6143, loss_cls: 2.8457, loss: 2.8457, grad_norm: 1.1758, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.3840, loss/aux0: 2.3840 2020-10-18 23:33:04,705 - mmaction - INFO - Epoch [19][200/396] lr: 2.964e-01, eta: 1 day, 22:44:40, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3424, top5_acc: 0.6255, loss_cls: 2.7872, loss: 2.7872, grad_norm: 1.1522, top1_acc/aux0: 0.4070, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4583, loss/aux0: 2.4583 2020-10-18 23:33:05,643 - mmaction - INFO - Epoch [19][200/396] lr: 2.964e-01, eta: 1 day, 22:48:38, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3424, top5_acc: 0.6255, loss_cls: 2.7872, loss: 2.7872, grad_norm: 1.1487, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6867, loss_cls/aux0: 2.4699, loss/aux0: 2.4699 2020-10-18 23:33:42,079 - mmaction - INFO - Epoch [19][220/396] lr: 2.964e-01, eta: 1 day, 22:44:23, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3310, top5_acc: 0.6057, loss_cls: 2.8343, loss: 2.8343, grad_norm: 1.1486, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.3824, loss/aux0: 2.3824 2020-10-18 23:33:43,017 - mmaction - INFO - Epoch [19][220/396] lr: 2.964e-01, eta: 1 day, 22:48:22, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3310, top5_acc: 0.6057, loss_cls: 2.8343, loss: 2.8343, grad_norm: 1.1484, top1_acc/aux0: 0.4292, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.3640, loss/aux0: 2.3640 2020-10-18 23:34:19,689 - mmaction - INFO - Epoch [19][240/396] lr: 2.964e-01, eta: 1 day, 22:44:11, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3297, top5_acc: 0.6112, loss_cls: 2.8484, loss: 2.8484, grad_norm: 1.1892, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.6961, loss_cls/aux0: 2.4507, loss/aux0: 2.4507 2020-10-18 23:34:20,626 - mmaction - INFO - Epoch [19][240/396] lr: 2.964e-01, eta: 1 day, 22:48:14, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.3297, top5_acc: 0.6112, loss_cls: 2.8484, loss: 2.8484, grad_norm: 1.1921, top1_acc/aux0: 0.4164, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4634, loss/aux0: 2.4634 2020-10-18 23:34:57,100 - mmaction - INFO - Epoch [19][260/396] lr: 2.964e-01, eta: 1 day, 22:44:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3216, top5_acc: 0.6107, loss_cls: 2.8725, loss: 2.8725, grad_norm: 1.1589, top1_acc/aux0: 0.4065, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.4329, loss/aux0: 2.4329 2020-10-18 23:34:58,035 - mmaction - INFO - Epoch [19][260/396] lr: 2.964e-01, eta: 1 day, 22:47:58, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3216, top5_acc: 0.6107, loss_cls: 2.8725, loss: 2.8725, grad_norm: 1.1580, top1_acc/aux0: 0.4115, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.4222, loss/aux0: 2.4222 2020-10-18 23:35:34,383 - mmaction - INFO - Epoch [19][280/396] lr: 2.964e-01, eta: 1 day, 22:43:43, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3185, top5_acc: 0.6094, loss_cls: 2.8547, loss: 2.8547, grad_norm: 1.1261, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4246, loss/aux0: 2.4246 2020-10-18 23:35:35,362 - mmaction - INFO - Epoch [19][280/396] lr: 2.964e-01, eta: 1 day, 22:47:39, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3185, top5_acc: 0.6094, loss_cls: 2.8547, loss: 2.8547, grad_norm: 1.1296, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6935, loss_cls/aux0: 2.4327, loss/aux0: 2.4327 2020-10-18 23:36:11,608 - mmaction - INFO - Epoch [19][300/396] lr: 2.964e-01, eta: 1 day, 22:43:25, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3398, top5_acc: 0.6091, loss_cls: 2.8209, loss: 2.8209, grad_norm: 1.1817, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.4180, loss/aux0: 2.4180 2020-10-18 23:36:12,545 - mmaction - INFO - Epoch [19][300/396] lr: 2.964e-01, eta: 1 day, 22:47:20, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3398, top5_acc: 0.6091, loss_cls: 2.8209, loss: 2.8209, grad_norm: 1.1820, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.4179, loss/aux0: 2.4179 2020-10-18 23:36:48,985 - mmaction - INFO - Epoch [19][320/396] lr: 2.964e-01, eta: 1 day, 22:43:07, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6078, loss_cls: 2.8373, loss: 2.8373, grad_norm: 1.1608, top1_acc/aux0: 0.4112, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4348, loss/aux0: 2.4348 2020-10-18 23:36:49,920 - mmaction - INFO - Epoch [19][320/396] lr: 2.964e-01, eta: 1 day, 22:47:02, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6078, loss_cls: 2.8373, loss: 2.8373, grad_norm: 1.1571, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4274, loss/aux0: 2.4274 2020-10-18 23:37:26,421 - mmaction - INFO - Epoch [19][340/396] lr: 2.964e-01, eta: 1 day, 22:42:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3378, top5_acc: 0.6049, loss_cls: 2.8574, loss: 2.8574, grad_norm: 1.1780, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.4114, loss/aux0: 2.4114 2020-10-18 23:37:27,357 - mmaction - INFO - Epoch [19][340/396] lr: 2.964e-01, eta: 1 day, 22:46:46, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3378, top5_acc: 0.6049, loss_cls: 2.8574, loss: 2.8574, grad_norm: 1.1718, top1_acc/aux0: 0.4195, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.4182, loss/aux0: 2.4182 2020-10-18 23:38:03,671 - mmaction - INFO - Epoch [19][360/396] lr: 2.964e-01, eta: 1 day, 22:42:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3346, top5_acc: 0.6151, loss_cls: 2.8262, loss: 2.8262, grad_norm: 1.1660, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.4023, loss/aux0: 2.4023 2020-10-18 23:38:04,604 - mmaction - INFO - Epoch [19][360/396] lr: 2.964e-01, eta: 1 day, 22:46:29, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3346, top5_acc: 0.6151, loss_cls: 2.8262, loss: 2.8262, grad_norm: 1.1622, top1_acc/aux0: 0.4211, top5_acc/aux0: 0.6958, loss_cls/aux0: 2.4022, loss/aux0: 2.4022 2020-10-18 23:38:41,008 - mmaction - INFO - Epoch [19][380/396] lr: 2.964e-01, eta: 1 day, 22:42:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6065, loss_cls: 2.8549, loss: 2.8549, grad_norm: 1.1738, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.3870, loss/aux0: 2.3870 2020-10-18 23:38:41,923 - mmaction - INFO - Epoch [19][380/396] lr: 2.964e-01, eta: 1 day, 22:46:12, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6065, loss_cls: 2.8549, loss: 2.8549, grad_norm: 1.1668, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.3830, loss/aux0: 2.3830 2020-10-18 23:43:13,096 - mmaction - INFO - Epoch [20][20/396] lr: 2.959e-01, eta: 1 day, 22:35:32, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.3323, top5_acc: 0.6096, loss_cls: 2.8537, loss: 2.8537, grad_norm: 1.1670, top1_acc/aux0: 0.4032, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.4614, loss/aux0: 2.4614 2020-10-18 23:43:14,039 - mmaction - INFO - Epoch [20][20/396] lr: 2.959e-01, eta: 1 day, 22:39:21, time: 0.919, data_time: 0.003, memory: 8466, top1_acc: 0.3323, top5_acc: 0.6096, loss_cls: 2.8537, loss: 2.8537, grad_norm: 1.1672, top1_acc/aux0: 0.4036, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4599, loss/aux0: 2.4599 2020-10-18 23:43:50,461 - mmaction - INFO - Epoch [20][40/396] lr: 2.959e-01, eta: 1 day, 22:35:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6182, loss_cls: 2.8178, loss: 2.8178, grad_norm: 1.1268, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.4206, loss/aux0: 2.4206 2020-10-18 23:43:51,399 - mmaction - INFO - Epoch [20][40/396] lr: 2.959e-01, eta: 1 day, 22:39:08, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6182, loss_cls: 2.8178, loss: 2.8178, grad_norm: 1.1260, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4261, loss/aux0: 2.4261 2020-10-18 23:44:27,762 - mmaction - INFO - Epoch [20][60/396] lr: 2.959e-01, eta: 1 day, 22:35:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3411, top5_acc: 0.6133, loss_cls: 2.8113, loss: 2.8113, grad_norm: 1.1814, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3855, loss/aux0: 2.3855 2020-10-18 23:44:28,705 - mmaction - INFO - Epoch [20][60/396] lr: 2.959e-01, eta: 1 day, 22:38:51, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3411, top5_acc: 0.6133, loss_cls: 2.8113, loss: 2.8113, grad_norm: 1.1820, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3791, loss/aux0: 2.3791 2020-10-18 23:45:05,102 - mmaction - INFO - Epoch [20][80/396] lr: 2.959e-01, eta: 1 day, 22:34:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3544, top5_acc: 0.6378, loss_cls: 2.7296, loss: 2.7296, grad_norm: 1.1806, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.3050, loss/aux0: 2.3050 2020-10-18 23:45:06,075 - mmaction - INFO - Epoch [20][80/396] lr: 2.959e-01, eta: 1 day, 22:38:36, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3544, top5_acc: 0.6378, loss_cls: 2.7296, loss: 2.7296, grad_norm: 1.1807, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.3106, loss/aux0: 2.3106 2020-10-18 23:45:42,318 - mmaction - INFO - Epoch [20][100/396] lr: 2.959e-01, eta: 1 day, 22:34:29, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3258, top5_acc: 0.6081, loss_cls: 2.8485, loss: 2.8485, grad_norm: 1.1805, top1_acc/aux0: 0.4091, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.4047, loss/aux0: 2.4047 2020-10-18 23:45:43,258 - mmaction - INFO - Epoch [20][100/396] lr: 2.959e-01, eta: 1 day, 22:38:18, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3258, top5_acc: 0.6081, loss_cls: 2.8485, loss: 2.8485, grad_norm: 1.1825, top1_acc/aux0: 0.4065, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.4022, loss/aux0: 2.4022 2020-10-18 23:46:19,711 - mmaction - INFO - Epoch [20][120/396] lr: 2.959e-01, eta: 1 day, 22:34:12, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3354, top5_acc: 0.6328, loss_cls: 2.7805, loss: 2.7805, grad_norm: 1.1653, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.4174, loss/aux0: 2.4174 2020-10-18 23:46:20,637 - mmaction - INFO - Epoch [20][120/396] lr: 2.959e-01, eta: 1 day, 22:38:01, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3354, top5_acc: 0.6328, loss_cls: 2.7805, loss: 2.7805, grad_norm: 1.1656, top1_acc/aux0: 0.4164, top5_acc/aux0: 0.6961, loss_cls/aux0: 2.4173, loss/aux0: 2.4173 2020-10-18 23:46:56,978 - mmaction - INFO - Epoch [20][140/396] lr: 2.959e-01, eta: 1 day, 22:33:54, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3432, top5_acc: 0.6229, loss_cls: 2.8216, loss: 2.8216, grad_norm: 1.1717, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.4134, loss/aux0: 2.4134 2020-10-18 23:46:57,916 - mmaction - INFO - Epoch [20][140/396] lr: 2.959e-01, eta: 1 day, 22:37:40, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3432, top5_acc: 0.6229, loss_cls: 2.8216, loss: 2.8216, grad_norm: 1.1763, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.4196, loss/aux0: 2.4196 2020-10-18 23:47:34,725 - mmaction - INFO - Epoch [20][160/396] lr: 2.959e-01, eta: 1 day, 22:33:39, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6083, loss_cls: 2.8162, loss: 2.8162, grad_norm: 1.1588, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.6945, loss_cls/aux0: 2.4094, loss/aux0: 2.4094 2020-10-18 23:47:35,662 - mmaction - INFO - Epoch [20][160/396] lr: 2.959e-01, eta: 1 day, 22:37:30, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6083, loss_cls: 2.8162, loss: 2.8162, grad_norm: 1.1667, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.3982, loss/aux0: 2.3982 2020-10-18 23:48:12,065 - mmaction - INFO - Epoch [20][180/396] lr: 2.959e-01, eta: 1 day, 22:33:25, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3354, top5_acc: 0.6070, loss_cls: 2.8383, loss: 2.8383, grad_norm: 1.2058, top1_acc/aux0: 0.4081, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.4312, loss/aux0: 2.4312 2020-10-18 23:48:13,024 - mmaction - INFO - Epoch [20][180/396] lr: 2.959e-01, eta: 1 day, 22:37:12, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3354, top5_acc: 0.6070, loss_cls: 2.8383, loss: 2.8383, grad_norm: 1.2009, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.4283, loss/aux0: 2.4283 2020-10-18 23:48:49,299 - mmaction - INFO - Epoch [20][200/396] lr: 2.959e-01, eta: 1 day, 22:33:07, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6154, loss_cls: 2.7777, loss: 2.7777, grad_norm: 1.1698, top1_acc/aux0: 0.4195, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.3935, loss/aux0: 2.3935 2020-10-18 23:48:50,255 - mmaction - INFO - Epoch [20][200/396] lr: 2.959e-01, eta: 1 day, 22:36:52, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6154, loss_cls: 2.7777, loss: 2.7777, grad_norm: 1.1702, top1_acc/aux0: 0.4169, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.3955, loss/aux0: 2.3955 2020-10-18 23:49:26,666 - mmaction - INFO - Epoch [20][220/396] lr: 2.959e-01, eta: 1 day, 22:32:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6203, loss_cls: 2.7941, loss: 2.7941, grad_norm: 1.1870, top1_acc/aux0: 0.4198, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.3924, loss/aux0: 2.3924 2020-10-18 23:49:27,594 - mmaction - INFO - Epoch [20][220/396] lr: 2.959e-01, eta: 1 day, 22:36:33, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6203, loss_cls: 2.7941, loss: 2.7941, grad_norm: 1.1887, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.3874, loss/aux0: 2.3874 2020-10-18 23:50:04,116 - mmaction - INFO - Epoch [20][240/396] lr: 2.959e-01, eta: 1 day, 22:32:29, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3424, top5_acc: 0.6177, loss_cls: 2.8245, loss: 2.8245, grad_norm: 1.1632, top1_acc/aux0: 0.4143, top5_acc/aux0: 0.7055, loss_cls/aux0: 2.4027, loss/aux0: 2.4027 2020-10-18 23:50:05,052 - mmaction - INFO - Epoch [20][240/396] lr: 2.959e-01, eta: 1 day, 22:36:14, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3424, top5_acc: 0.6177, loss_cls: 2.8245, loss: 2.8245, grad_norm: 1.1697, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.4143, loss/aux0: 2.4143 2020-10-18 23:50:41,657 - mmaction - INFO - Epoch [20][260/396] lr: 2.959e-01, eta: 1 day, 22:32:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3409, top5_acc: 0.6128, loss_cls: 2.8149, loss: 2.8149, grad_norm: 1.1564, top1_acc/aux0: 0.4060, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.4189, loss/aux0: 2.4189 2020-10-18 23:50:42,601 - mmaction - INFO - Epoch [20][260/396] lr: 2.959e-01, eta: 1 day, 22:35:59, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3409, top5_acc: 0.6128, loss_cls: 2.8149, loss: 2.8149, grad_norm: 1.1617, top1_acc/aux0: 0.4081, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.4172, loss/aux0: 2.4172 2020-10-18 23:51:18,894 - mmaction - INFO - Epoch [20][280/396] lr: 2.959e-01, eta: 1 day, 22:31:56, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3336, top5_acc: 0.6138, loss_cls: 2.8162, loss: 2.8162, grad_norm: 1.1788, top1_acc/aux0: 0.4188, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.4066, loss/aux0: 2.4066 2020-10-18 23:51:19,828 - mmaction - INFO - Epoch [20][280/396] lr: 2.959e-01, eta: 1 day, 22:35:39, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3336, top5_acc: 0.6138, loss_cls: 2.8162, loss: 2.8162, grad_norm: 1.1716, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.4014, loss/aux0: 2.4014 2020-10-18 23:51:56,047 - mmaction - INFO - Epoch [20][300/396] lr: 2.959e-01, eta: 1 day, 22:31:36, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6219, loss_cls: 2.7816, loss: 2.7816, grad_norm: 1.1687, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.6943, loss_cls/aux0: 2.4308, loss/aux0: 2.4308 2020-10-18 23:51:56,997 - mmaction - INFO - Epoch [20][300/396] lr: 2.959e-01, eta: 1 day, 22:35:18, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6219, loss_cls: 2.7816, loss: 2.7816, grad_norm: 1.1692, top1_acc/aux0: 0.4154, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4327, loss/aux0: 2.4327 2020-10-18 23:52:33,525 - mmaction - INFO - Epoch [20][320/396] lr: 2.959e-01, eta: 1 day, 22:31:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3383, top5_acc: 0.6154, loss_cls: 2.8058, loss: 2.8058, grad_norm: 1.1792, top1_acc/aux0: 0.4070, top5_acc/aux0: 0.6940, loss_cls/aux0: 2.4499, loss/aux0: 2.4499 2020-10-18 23:52:34,471 - mmaction - INFO - Epoch [20][320/396] lr: 2.959e-01, eta: 1 day, 22:35:01, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.3383, top5_acc: 0.6154, loss_cls: 2.8058, loss: 2.8058, grad_norm: 1.1802, top1_acc/aux0: 0.4073, top5_acc/aux0: 0.6935, loss_cls/aux0: 2.4585, loss/aux0: 2.4585 2020-10-18 23:53:10,857 - mmaction - INFO - Epoch [20][340/396] lr: 2.959e-01, eta: 1 day, 22:31:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6310, loss_cls: 2.7600, loss: 2.7600, grad_norm: 1.1985, top1_acc/aux0: 0.4211, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.4097, loss/aux0: 2.4097 2020-10-18 23:53:11,792 - mmaction - INFO - Epoch [20][340/396] lr: 2.959e-01, eta: 1 day, 22:34:44, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6310, loss_cls: 2.7600, loss: 2.7600, grad_norm: 1.2020, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.6982, loss_cls/aux0: 2.4076, loss/aux0: 2.4076 2020-10-18 23:53:48,423 - mmaction - INFO - Epoch [20][360/396] lr: 2.959e-01, eta: 1 day, 22:30:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3417, top5_acc: 0.6104, loss_cls: 2.8061, loss: 2.8061, grad_norm: 1.1613, top1_acc/aux0: 0.4195, top5_acc/aux0: 0.6945, loss_cls/aux0: 2.4407, loss/aux0: 2.4407 2020-10-18 23:53:49,366 - mmaction - INFO - Epoch [20][360/396] lr: 2.959e-01, eta: 1 day, 22:34:27, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3417, top5_acc: 0.6104, loss_cls: 2.8061, loss: 2.8061, grad_norm: 1.1549, top1_acc/aux0: 0.4216, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.4353, loss/aux0: 2.4353 2020-10-18 23:54:25,656 - mmaction - INFO - Epoch [20][380/396] lr: 2.959e-01, eta: 1 day, 22:30:27, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3294, top5_acc: 0.6185, loss_cls: 2.8273, loss: 2.8273, grad_norm: 1.1875, top1_acc/aux0: 0.4112, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.3909, loss/aux0: 2.3909 2020-10-18 23:54:26,581 - mmaction - INFO - Epoch [20][380/396] lr: 2.959e-01, eta: 1 day, 22:34:07, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3294, top5_acc: 0.6185, loss_cls: 2.8273, loss: 2.8273, grad_norm: 1.1882, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3966, loss/aux0: 2.3966 2020-10-18 23:59:05,497 - mmaction - INFO - Epoch [21][20/396] lr: 2.955e-01, eta: 1 day, 22:24:00, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6255, loss_cls: 2.7410, loss: 2.7410, grad_norm: 1.1900, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7138, loss_cls/aux0: 2.3347, loss/aux0: 2.3347 2020-10-18 23:59:06,490 - mmaction - INFO - Epoch [21][20/396] lr: 2.955e-01, eta: 1 day, 22:27:38, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6255, loss_cls: 2.7410, loss: 2.7410, grad_norm: 1.1934, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3449, loss/aux0: 2.3449 2020-10-18 23:59:42,961 - mmaction - INFO - Epoch [21][40/396] lr: 2.955e-01, eta: 1 day, 22:23:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6273, loss_cls: 2.7535, loss: 2.7535, grad_norm: 1.1683, top1_acc/aux0: 0.4273, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.3834, loss/aux0: 2.3834 2020-10-18 23:59:43,905 - mmaction - INFO - Epoch [21][40/396] lr: 2.955e-01, eta: 1 day, 22:27:23, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6273, loss_cls: 2.7535, loss: 2.7535, grad_norm: 1.1648, top1_acc/aux0: 0.4289, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.3677, loss/aux0: 2.3677 2020-10-19 00:00:26,736 - mmaction - INFO - Epoch [21][60/396] lr: 2.955e-01, eta: 1 day, 22:24:42, time: 1.254, data_time: 0.001, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6193, loss_cls: 2.7872, loss: 2.7872, grad_norm: 1.1779, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4030, loss/aux0: 2.4030 2020-10-19 00:00:27,758 - mmaction - INFO - Epoch [21][60/396] lr: 2.955e-01, eta: 1 day, 22:29:37, time: 1.261, data_time: 0.009, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6193, loss_cls: 2.7872, loss: 2.7872, grad_norm: 1.1774, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4143, loss/aux0: 2.4143 2020-10-19 00:01:04,107 - mmaction - INFO - Epoch [21][80/396] lr: 2.955e-01, eta: 1 day, 22:25:40, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3362, top5_acc: 0.6146, loss_cls: 2.8111, loss: 2.8111, grad_norm: 1.1665, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.3828, loss/aux0: 2.3828 2020-10-19 00:01:05,042 - mmaction - INFO - Epoch [21][80/396] lr: 2.955e-01, eta: 1 day, 22:29:17, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3362, top5_acc: 0.6146, loss_cls: 2.8111, loss: 2.8111, grad_norm: 1.1726, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.3755, loss/aux0: 2.3755 2020-10-19 00:01:41,199 - mmaction - INFO - Epoch [21][100/396] lr: 2.955e-01, eta: 1 day, 22:25:19, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6146, loss_cls: 2.8282, loss: 2.8282, grad_norm: 1.1706, top1_acc/aux0: 0.4289, top5_acc/aux0: 0.7055, loss_cls/aux0: 2.3470, loss/aux0: 2.3470 2020-10-19 00:01:42,140 - mmaction - INFO - Epoch [21][100/396] lr: 2.955e-01, eta: 1 day, 22:28:55, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6146, loss_cls: 2.8282, loss: 2.8282, grad_norm: 1.1774, top1_acc/aux0: 0.4294, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.3559, loss/aux0: 2.3559 2020-10-19 00:02:18,366 - mmaction - INFO - Epoch [21][120/396] lr: 2.955e-01, eta: 1 day, 22:24:58, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6156, loss_cls: 2.8132, loss: 2.8132, grad_norm: 1.1814, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.4071, loss/aux0: 2.4071 2020-10-19 00:02:19,292 - mmaction - INFO - Epoch [21][120/396] lr: 2.955e-01, eta: 1 day, 22:28:33, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6156, loss_cls: 2.8132, loss: 2.8132, grad_norm: 1.1816, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.4084, loss/aux0: 2.4084 2020-10-19 00:02:55,720 - mmaction - INFO - Epoch [21][140/396] lr: 2.955e-01, eta: 1 day, 22:24:38, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3427, top5_acc: 0.6182, loss_cls: 2.8077, loss: 2.8077, grad_norm: 1.2048, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.3879, loss/aux0: 2.3879 2020-10-19 00:02:56,668 - mmaction - INFO - Epoch [21][140/396] lr: 2.955e-01, eta: 1 day, 22:28:15, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3427, top5_acc: 0.6182, loss_cls: 2.8077, loss: 2.8077, grad_norm: 1.2068, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3891, loss/aux0: 2.3891 2020-10-19 00:03:33,113 - mmaction - INFO - Epoch [21][160/396] lr: 2.955e-01, eta: 1 day, 22:24:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6206, loss_cls: 2.8234, loss: 2.8234, grad_norm: 1.1833, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7143, loss_cls/aux0: 2.3218, loss/aux0: 2.3218 2020-10-19 00:03:34,041 - mmaction - INFO - Epoch [21][160/396] lr: 2.955e-01, eta: 1 day, 22:27:59, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6206, loss_cls: 2.8234, loss: 2.8234, grad_norm: 1.1802, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.3047, loss/aux0: 2.3047 2020-10-19 00:04:10,728 - mmaction - INFO - Epoch [21][180/396] lr: 2.955e-01, eta: 1 day, 22:24:05, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6159, loss_cls: 2.7833, loss: 2.7833, grad_norm: 1.1713, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.4218, loss/aux0: 2.4218 2020-10-19 00:04:11,671 - mmaction - INFO - Epoch [21][180/396] lr: 2.955e-01, eta: 1 day, 22:27:40, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6159, loss_cls: 2.7833, loss: 2.7833, grad_norm: 1.1703, top1_acc/aux0: 0.4216, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.4349, loss/aux0: 2.4349 2020-10-19 00:04:48,243 - mmaction - INFO - Epoch [21][200/396] lr: 2.955e-01, eta: 1 day, 22:23:50, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3346, top5_acc: 0.6102, loss_cls: 2.8086, loss: 2.8086, grad_norm: 1.1606, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3571, loss/aux0: 2.3571 2020-10-19 00:04:49,194 - mmaction - INFO - Epoch [21][200/396] lr: 2.955e-01, eta: 1 day, 22:27:28, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3346, top5_acc: 0.6102, loss_cls: 2.8086, loss: 2.8086, grad_norm: 1.1667, top1_acc/aux0: 0.4237, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3555, loss/aux0: 2.3555 2020-10-19 00:05:25,766 - mmaction - INFO - Epoch [21][220/396] lr: 2.955e-01, eta: 1 day, 22:23:37, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3411, top5_acc: 0.6234, loss_cls: 2.7916, loss: 2.7916, grad_norm: 1.1790, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.4002, loss/aux0: 2.4002 2020-10-19 00:05:26,728 - mmaction - INFO - Epoch [21][220/396] lr: 2.955e-01, eta: 1 day, 22:27:13, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3411, top5_acc: 0.6234, loss_cls: 2.7916, loss: 2.7916, grad_norm: 1.1755, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.3972, loss/aux0: 2.3972 2020-10-19 00:06:03,093 - mmaction - INFO - Epoch [21][240/396] lr: 2.955e-01, eta: 1 day, 22:23:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3341, top5_acc: 0.6172, loss_cls: 2.8203, loss: 2.8203, grad_norm: 1.1814, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.6966, loss_cls/aux0: 2.3768, loss/aux0: 2.3768 2020-10-19 00:06:04,028 - mmaction - INFO - Epoch [21][240/396] lr: 2.955e-01, eta: 1 day, 22:26:53, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3341, top5_acc: 0.6172, loss_cls: 2.8203, loss: 2.8203, grad_norm: 1.1786, top1_acc/aux0: 0.4195, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.3796, loss/aux0: 2.3796 2020-10-19 00:06:40,602 - mmaction - INFO - Epoch [21][260/396] lr: 2.955e-01, eta: 1 day, 22:23:01, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6201, loss_cls: 2.7770, loss: 2.7770, grad_norm: 1.1752, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.6979, loss_cls/aux0: 2.4111, loss/aux0: 2.4111 2020-10-19 00:06:41,546 - mmaction - INFO - Epoch [21][260/396] lr: 2.955e-01, eta: 1 day, 22:26:33, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6201, loss_cls: 2.7770, loss: 2.7770, grad_norm: 1.1781, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.4173, loss/aux0: 2.4173 2020-10-19 00:07:17,993 - mmaction - INFO - Epoch [21][280/396] lr: 2.955e-01, eta: 1 day, 22:22:40, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6112, loss_cls: 2.8105, loss: 2.8105, grad_norm: 1.2022, top1_acc/aux0: 0.4117, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.4159, loss/aux0: 2.4159 2020-10-19 00:07:18,922 - mmaction - INFO - Epoch [21][280/396] lr: 2.955e-01, eta: 1 day, 22:26:12, time: 0.932, data_time: 0.005, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6112, loss_cls: 2.8105, loss: 2.8105, grad_norm: 1.2069, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.4006, loss/aux0: 2.4006 2020-10-19 00:07:55,143 - mmaction - INFO - Epoch [21][300/396] lr: 2.955e-01, eta: 1 day, 22:22:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6174, loss_cls: 2.7934, loss: 2.7934, grad_norm: 1.1836, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3562, loss/aux0: 2.3562 2020-10-19 00:07:56,083 - mmaction - INFO - Epoch [21][300/396] lr: 2.955e-01, eta: 1 day, 22:25:51, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6174, loss_cls: 2.7934, loss: 2.7934, grad_norm: 1.1787, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.3534, loss/aux0: 2.3534 2020-10-19 00:08:32,564 - mmaction - INFO - Epoch [21][320/396] lr: 2.955e-01, eta: 1 day, 22:22:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6174, loss_cls: 2.8173, loss: 2.8173, grad_norm: 1.1897, top1_acc/aux0: 0.4250, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3826, loss/aux0: 2.3826 2020-10-19 00:08:33,520 - mmaction - INFO - Epoch [21][320/396] lr: 2.955e-01, eta: 1 day, 22:25:33, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6174, loss_cls: 2.8173, loss: 2.8173, grad_norm: 1.1892, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3846, loss/aux0: 2.3846 2020-10-19 00:09:09,957 - mmaction - INFO - Epoch [21][340/396] lr: 2.955e-01, eta: 1 day, 22:21:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3365, top5_acc: 0.6130, loss_cls: 2.7877, loss: 2.7877, grad_norm: 1.1752, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3799, loss/aux0: 2.3799 2020-10-19 00:09:10,879 - mmaction - INFO - Epoch [21][340/396] lr: 2.955e-01, eta: 1 day, 22:25:15, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3365, top5_acc: 0.6130, loss_cls: 2.7877, loss: 2.7877, grad_norm: 1.1696, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.3874, loss/aux0: 2.3874 2020-10-19 00:09:47,174 - mmaction - INFO - Epoch [21][360/396] lr: 2.955e-01, eta: 1 day, 22:21:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6161, loss_cls: 2.7773, loss: 2.7773, grad_norm: 1.1823, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3538, loss/aux0: 2.3538 2020-10-19 00:09:48,105 - mmaction - INFO - Epoch [21][360/396] lr: 2.955e-01, eta: 1 day, 22:24:55, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6161, loss_cls: 2.7773, loss: 2.7773, grad_norm: 1.1874, top1_acc/aux0: 0.4289, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3576, loss/aux0: 2.3576 2020-10-19 00:10:24,622 - mmaction - INFO - Epoch [21][380/396] lr: 2.955e-01, eta: 1 day, 22:21:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3490, top5_acc: 0.6151, loss_cls: 2.8189, loss: 2.8189, grad_norm: 1.1769, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.3983, loss/aux0: 2.3983 2020-10-19 00:10:25,591 - mmaction - INFO - Epoch [21][380/396] lr: 2.955e-01, eta: 1 day, 22:24:36, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.3490, top5_acc: 0.6151, loss_cls: 2.8189, loss: 2.8189, grad_norm: 1.1778, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.7018, loss_cls/aux0: 2.3908, loss/aux0: 2.3908 2020-10-19 00:15:02,009 - mmaction - INFO - Epoch [22][20/396] lr: 2.950e-01, eta: 1 day, 22:14:56, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.3435, top5_acc: 0.6242, loss_cls: 2.7874, loss: 2.7874, grad_norm: 1.1823, top1_acc/aux0: 0.4202, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.3980, loss/aux0: 2.3980 2020-10-19 00:15:02,928 - mmaction - INFO - Epoch [22][20/396] lr: 2.950e-01, eta: 1 day, 22:18:22, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.3435, top5_acc: 0.6242, loss_cls: 2.7874, loss: 2.7874, grad_norm: 1.1803, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.4017, loss/aux0: 2.4017 2020-10-19 00:15:38,954 - mmaction - INFO - Epoch [22][40/396] lr: 2.950e-01, eta: 1 day, 22:14:32, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.3453, top5_acc: 0.6177, loss_cls: 2.7649, loss: 2.7649, grad_norm: 1.1705, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.7081, loss_cls/aux0: 2.3826, loss/aux0: 2.3826 2020-10-19 00:15:39,890 - mmaction - INFO - Epoch [22][40/396] lr: 2.950e-01, eta: 1 day, 22:17:58, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.3453, top5_acc: 0.6177, loss_cls: 2.7649, loss: 2.7649, grad_norm: 1.1666, top1_acc/aux0: 0.4273, top5_acc/aux0: 0.7081, loss_cls/aux0: 2.3827, loss/aux0: 2.3827 2020-10-19 00:16:16,338 - mmaction - INFO - Epoch [22][60/396] lr: 2.950e-01, eta: 1 day, 22:14:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3391, top5_acc: 0.6081, loss_cls: 2.8393, loss: 2.8393, grad_norm: 1.1749, top1_acc/aux0: 0.4250, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.4120, loss/aux0: 2.4120 2020-10-19 00:16:17,270 - mmaction - INFO - Epoch [22][60/396] lr: 2.950e-01, eta: 1 day, 22:17:40, time: 0.939, data_time: 0.005, memory: 8466, top1_acc: 0.3391, top5_acc: 0.6081, loss_cls: 2.8393, loss: 2.8393, grad_norm: 1.1806, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.4045, loss/aux0: 2.4045 2020-10-19 00:16:53,524 - mmaction - INFO - Epoch [22][80/396] lr: 2.950e-01, eta: 1 day, 22:13:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6182, loss_cls: 2.7999, loss: 2.7999, grad_norm: 1.2053, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.3785, loss/aux0: 2.3785 2020-10-19 00:16:54,461 - mmaction - INFO - Epoch [22][80/396] lr: 2.950e-01, eta: 1 day, 22:17:20, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6182, loss_cls: 2.7999, loss: 2.7999, grad_norm: 1.2055, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.7065, loss_cls/aux0: 2.3797, loss/aux0: 2.3797 2020-10-19 00:17:31,013 - mmaction - INFO - Epoch [22][100/396] lr: 2.950e-01, eta: 1 day, 22:13:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3443, top5_acc: 0.6268, loss_cls: 2.7712, loss: 2.7712, grad_norm: 1.1799, top1_acc/aux0: 0.4310, top5_acc/aux0: 0.7117, loss_cls/aux0: 2.3449, loss/aux0: 2.3449 2020-10-19 00:17:31,948 - mmaction - INFO - Epoch [22][100/396] lr: 2.950e-01, eta: 1 day, 22:16:59, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3443, top5_acc: 0.6268, loss_cls: 2.7712, loss: 2.7712, grad_norm: 1.1830, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3567, loss/aux0: 2.3567 2020-10-19 00:18:08,334 - mmaction - INFO - Epoch [22][120/396] lr: 2.950e-01, eta: 1 day, 22:13:14, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3479, top5_acc: 0.6234, loss_cls: 2.7762, loss: 2.7762, grad_norm: 1.2100, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3642, loss/aux0: 2.3642 2020-10-19 00:18:09,254 - mmaction - INFO - Epoch [22][120/396] lr: 2.950e-01, eta: 1 day, 22:16:39, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3479, top5_acc: 0.6234, loss_cls: 2.7762, loss: 2.7762, grad_norm: 1.2148, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3599, loss/aux0: 2.3599 2020-10-19 00:18:45,495 - mmaction - INFO - Epoch [22][140/396] lr: 2.950e-01, eta: 1 day, 22:12:54, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3406, top5_acc: 0.6216, loss_cls: 2.7769, loss: 2.7769, grad_norm: 1.1733, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6883, loss_cls/aux0: 2.4429, loss/aux0: 2.4429 2020-10-19 00:18:46,471 - mmaction - INFO - Epoch [22][140/396] lr: 2.950e-01, eta: 1 day, 22:16:20, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3406, top5_acc: 0.6216, loss_cls: 2.7769, loss: 2.7769, grad_norm: 1.1758, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4487, loss/aux0: 2.4487 2020-10-19 00:19:22,853 - mmaction - INFO - Epoch [22][160/396] lr: 2.950e-01, eta: 1 day, 22:12:35, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6307, loss_cls: 2.7451, loss: 2.7451, grad_norm: 1.2097, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.3146, loss/aux0: 2.3146 2020-10-19 00:19:23,771 - mmaction - INFO - Epoch [22][160/396] lr: 2.950e-01, eta: 1 day, 22:15:59, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6307, loss_cls: 2.7451, loss: 2.7451, grad_norm: 1.2069, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.3124, loss/aux0: 2.3124 2020-10-19 00:20:00,031 - mmaction - INFO - Epoch [22][180/396] lr: 2.950e-01, eta: 1 day, 22:12:14, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6221, loss_cls: 2.7697, loss: 2.7697, grad_norm: 1.1973, top1_acc/aux0: 0.4086, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4232, loss/aux0: 2.4232 2020-10-19 00:20:00,974 - mmaction - INFO - Epoch [22][180/396] lr: 2.950e-01, eta: 1 day, 22:15:37, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6221, loss_cls: 2.7697, loss: 2.7697, grad_norm: 1.2026, top1_acc/aux0: 0.4055, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.4338, loss/aux0: 2.4338 2020-10-19 00:20:37,181 - mmaction - INFO - Epoch [22][200/396] lr: 2.950e-01, eta: 1 day, 22:11:52, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6247, loss_cls: 2.7686, loss: 2.7686, grad_norm: 1.1890, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.4180, loss/aux0: 2.4180 2020-10-19 00:20:38,115 - mmaction - INFO - Epoch [22][200/396] lr: 2.950e-01, eta: 1 day, 22:15:14, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6247, loss_cls: 2.7686, loss: 2.7686, grad_norm: 1.1880, top1_acc/aux0: 0.4263, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3962, loss/aux0: 2.3962 2020-10-19 00:21:14,547 - mmaction - INFO - Epoch [22][220/396] lr: 2.950e-01, eta: 1 day, 22:11:31, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3315, top5_acc: 0.6148, loss_cls: 2.7913, loss: 2.7913, grad_norm: 1.1603, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3221, loss/aux0: 2.3221 2020-10-19 00:21:15,494 - mmaction - INFO - Epoch [22][220/396] lr: 2.950e-01, eta: 1 day, 22:14:54, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3315, top5_acc: 0.6148, loss_cls: 2.7913, loss: 2.7913, grad_norm: 1.1647, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3277, loss/aux0: 2.3277 2020-10-19 00:21:52,002 - mmaction - INFO - Epoch [22][240/396] lr: 2.950e-01, eta: 1 day, 22:11:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6292, loss_cls: 2.7415, loss: 2.7415, grad_norm: 1.1908, top1_acc/aux0: 0.4279, top5_acc/aux0: 0.6958, loss_cls/aux0: 2.3863, loss/aux0: 2.3863 2020-10-19 00:21:52,929 - mmaction - INFO - Epoch [22][240/396] lr: 2.950e-01, eta: 1 day, 22:14:36, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6292, loss_cls: 2.7415, loss: 2.7415, grad_norm: 1.1889, top1_acc/aux0: 0.4292, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.3761, loss/aux0: 2.3761 2020-10-19 00:22:29,391 - mmaction - INFO - Epoch [22][260/396] lr: 2.950e-01, eta: 1 day, 22:10:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6128, loss_cls: 2.8215, loss: 2.8215, grad_norm: 1.1786, top1_acc/aux0: 0.4383, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3573, loss/aux0: 2.3573 2020-10-19 00:22:30,339 - mmaction - INFO - Epoch [22][260/396] lr: 2.950e-01, eta: 1 day, 22:14:20, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6128, loss_cls: 2.8215, loss: 2.8215, grad_norm: 1.1795, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3727, loss/aux0: 2.3727 2020-10-19 00:23:06,803 - mmaction - INFO - Epoch [22][280/396] lr: 2.950e-01, eta: 1 day, 22:10:38, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3437, top5_acc: 0.6138, loss_cls: 2.8187, loss: 2.8187, grad_norm: 1.1763, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.3770, loss/aux0: 2.3770 2020-10-19 00:23:07,791 - mmaction - INFO - Epoch [22][280/396] lr: 2.950e-01, eta: 1 day, 22:13:59, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3437, top5_acc: 0.6138, loss_cls: 2.8187, loss: 2.8187, grad_norm: 1.1808, top1_acc/aux0: 0.4250, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3700, loss/aux0: 2.3700 2020-10-19 00:23:44,227 - mmaction - INFO - Epoch [22][300/396] lr: 2.950e-01, eta: 1 day, 22:10:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3370, top5_acc: 0.6185, loss_cls: 2.8064, loss: 2.8064, grad_norm: 1.1690, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.7117, loss_cls/aux0: 2.3407, loss/aux0: 2.3407 2020-10-19 00:23:45,181 - mmaction - INFO - Epoch [22][300/396] lr: 2.950e-01, eta: 1 day, 22:13:39, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3370, top5_acc: 0.6185, loss_cls: 2.8064, loss: 2.8064, grad_norm: 1.1692, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.3374, loss/aux0: 2.3374 2020-10-19 00:24:21,701 - mmaction - INFO - Epoch [22][320/396] lr: 2.950e-01, eta: 1 day, 22:09:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6130, loss_cls: 2.8029, loss: 2.8029, grad_norm: 1.1734, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.3347, loss/aux0: 2.3347 2020-10-19 00:24:22,632 - mmaction - INFO - Epoch [22][320/396] lr: 2.950e-01, eta: 1 day, 22:13:21, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6130, loss_cls: 2.8029, loss: 2.8029, grad_norm: 1.1773, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7062, loss_cls/aux0: 2.3329, loss/aux0: 2.3329 2020-10-19 00:24:59,009 - mmaction - INFO - Epoch [22][340/396] lr: 2.950e-01, eta: 1 day, 22:09:39, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6263, loss_cls: 2.7624, loss: 2.7624, grad_norm: 1.1755, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3463, loss/aux0: 2.3463 2020-10-19 00:24:59,980 - mmaction - INFO - Epoch [22][340/396] lr: 2.950e-01, eta: 1 day, 22:12:58, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6263, loss_cls: 2.7624, loss: 2.7624, grad_norm: 1.1735, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7117, loss_cls/aux0: 2.3516, loss/aux0: 2.3516 2020-10-19 00:25:36,290 - mmaction - INFO - Epoch [22][360/396] lr: 2.950e-01, eta: 1 day, 22:09:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3466, top5_acc: 0.6263, loss_cls: 2.7589, loss: 2.7589, grad_norm: 1.2126, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3650, loss/aux0: 2.3650 2020-10-19 00:25:37,228 - mmaction - INFO - Epoch [22][360/396] lr: 2.950e-01, eta: 1 day, 22:12:39, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3466, top5_acc: 0.6263, loss_cls: 2.7589, loss: 2.7589, grad_norm: 1.2168, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.3664, loss/aux0: 2.3664 2020-10-19 00:26:13,547 - mmaction - INFO - Epoch [22][380/396] lr: 2.950e-01, eta: 1 day, 22:08:59, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3492, top5_acc: 0.6250, loss_cls: 2.8008, loss: 2.8008, grad_norm: 1.2053, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3902, loss/aux0: 2.3902 2020-10-19 00:26:14,474 - mmaction - INFO - Epoch [22][380/396] lr: 2.950e-01, eta: 1 day, 22:12:17, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3492, top5_acc: 0.6250, loss_cls: 2.8008, loss: 2.8008, grad_norm: 1.2087, top1_acc/aux0: 0.4195, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3812, loss/aux0: 2.3812 2020-10-19 00:30:34,792 - mmaction - INFO - Epoch [23][20/396] lr: 2.946e-01, eta: 1 day, 22:03:02, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6240, loss_cls: 2.7879, loss: 2.7879, grad_norm: 1.1879, top1_acc/aux0: 0.4235, top5_acc/aux0: 0.7108, loss_cls/aux0: 2.3599, loss/aux0: 2.3599 2020-10-19 00:30:35,707 - mmaction - INFO - Epoch [23][20/396] lr: 2.946e-01, eta: 1 day, 22:06:17, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6240, loss_cls: 2.7879, loss: 2.7879, grad_norm: 1.1905, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3617, loss/aux0: 2.3617 2020-10-19 00:31:12,204 - mmaction - INFO - Epoch [23][40/396] lr: 2.946e-01, eta: 1 day, 22:02:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3607, top5_acc: 0.6380, loss_cls: 2.7005, loss: 2.7005, grad_norm: 1.1921, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.3453, loss/aux0: 2.3453 2020-10-19 00:31:13,136 - mmaction - INFO - Epoch [23][40/396] lr: 2.946e-01, eta: 1 day, 22:06:00, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3607, top5_acc: 0.6380, loss_cls: 2.7005, loss: 2.7005, grad_norm: 1.1991, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3469, loss/aux0: 2.3469 2020-10-19 00:31:49,422 - mmaction - INFO - Epoch [23][60/396] lr: 2.946e-01, eta: 1 day, 22:02:22, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6148, loss_cls: 2.8096, loss: 2.8096, grad_norm: 1.2038, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3726, loss/aux0: 2.3726 2020-10-19 00:31:50,348 - mmaction - INFO - Epoch [23][60/396] lr: 2.946e-01, eta: 1 day, 22:05:38, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6148, loss_cls: 2.8096, loss: 2.8096, grad_norm: 1.2073, top1_acc/aux0: 0.4211, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3679, loss/aux0: 2.3679 2020-10-19 00:32:26,878 - mmaction - INFO - Epoch [23][80/396] lr: 2.946e-01, eta: 1 day, 22:02:01, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3469, top5_acc: 0.6255, loss_cls: 2.7466, loss: 2.7466, grad_norm: 1.1926, top1_acc/aux0: 0.4198, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3684, loss/aux0: 2.3684 2020-10-19 00:32:27,836 - mmaction - INFO - Epoch [23][80/396] lr: 2.946e-01, eta: 1 day, 22:05:19, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3469, top5_acc: 0.6255, loss_cls: 2.7466, loss: 2.7466, grad_norm: 1.1946, top1_acc/aux0: 0.4185, top5_acc/aux0: 0.6971, loss_cls/aux0: 2.3723, loss/aux0: 2.3723 2020-10-19 00:33:04,251 - mmaction - INFO - Epoch [23][100/396] lr: 2.946e-01, eta: 1 day, 22:01:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6208, loss_cls: 2.7714, loss: 2.7714, grad_norm: 1.2050, top1_acc/aux0: 0.4198, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.3833, loss/aux0: 2.3833 2020-10-19 00:33:05,187 - mmaction - INFO - Epoch [23][100/396] lr: 2.946e-01, eta: 1 day, 22:05:01, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6208, loss_cls: 2.7714, loss: 2.7714, grad_norm: 1.2032, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3671, loss/aux0: 2.3671 2020-10-19 00:33:41,534 - mmaction - INFO - Epoch [23][120/396] lr: 2.946e-01, eta: 1 day, 22:01:24, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3534, top5_acc: 0.6344, loss_cls: 2.7585, loss: 2.7585, grad_norm: 1.1838, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.3315, loss/aux0: 2.3315 2020-10-19 00:33:42,477 - mmaction - INFO - Epoch [23][120/396] lr: 2.946e-01, eta: 1 day, 22:04:39, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3534, top5_acc: 0.6344, loss_cls: 2.7585, loss: 2.7585, grad_norm: 1.1836, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3479, loss/aux0: 2.3479 2020-10-19 00:34:18,950 - mmaction - INFO - Epoch [23][140/396] lr: 2.946e-01, eta: 1 day, 22:01:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3378, top5_acc: 0.6362, loss_cls: 2.7647, loss: 2.7647, grad_norm: 1.1927, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7052, loss_cls/aux0: 2.3137, loss/aux0: 2.3137 2020-10-19 00:34:19,899 - mmaction - INFO - Epoch [23][140/396] lr: 2.946e-01, eta: 1 day, 22:04:20, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3378, top5_acc: 0.6362, loss_cls: 2.7647, loss: 2.7647, grad_norm: 1.1910, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.3075, loss/aux0: 2.3075 2020-10-19 00:34:56,388 - mmaction - INFO - Epoch [23][160/396] lr: 2.946e-01, eta: 1 day, 22:00:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6255, loss_cls: 2.7177, loss: 2.7177, grad_norm: 1.1836, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.3050, loss/aux0: 2.3050 2020-10-19 00:34:57,353 - mmaction - INFO - Epoch [23][160/396] lr: 2.946e-01, eta: 1 day, 22:03:59, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6255, loss_cls: 2.7177, loss: 2.7177, grad_norm: 1.1819, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.3044, loss/aux0: 2.3044 2020-10-19 00:35:33,796 - mmaction - INFO - Epoch [23][180/396] lr: 2.946e-01, eta: 1 day, 22:00:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6240, loss_cls: 2.7818, loss: 2.7818, grad_norm: 1.1878, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3654, loss/aux0: 2.3654 2020-10-19 00:35:34,749 - mmaction - INFO - Epoch [23][180/396] lr: 2.946e-01, eta: 1 day, 22:03:41, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6240, loss_cls: 2.7818, loss: 2.7818, grad_norm: 1.1872, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.7065, loss_cls/aux0: 2.3722, loss/aux0: 2.3722 2020-10-19 00:36:11,318 - mmaction - INFO - Epoch [23][200/396] lr: 2.946e-01, eta: 1 day, 22:00:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3370, top5_acc: 0.6008, loss_cls: 2.8143, loss: 2.8143, grad_norm: 1.1720, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.3633, loss/aux0: 2.3633 2020-10-19 00:36:12,259 - mmaction - INFO - Epoch [23][200/396] lr: 2.946e-01, eta: 1 day, 22:03:23, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3370, top5_acc: 0.6008, loss_cls: 2.8143, loss: 2.8143, grad_norm: 1.1728, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.3580, loss/aux0: 2.3580 2020-10-19 00:36:48,509 - mmaction - INFO - Epoch [23][220/396] lr: 2.946e-01, eta: 1 day, 21:59:49, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3385, top5_acc: 0.6294, loss_cls: 2.7945, loss: 2.7945, grad_norm: 1.2112, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.7055, loss_cls/aux0: 2.3795, loss/aux0: 2.3795 2020-10-19 00:36:49,440 - mmaction - INFO - Epoch [23][220/396] lr: 2.946e-01, eta: 1 day, 22:03:01, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3385, top5_acc: 0.6294, loss_cls: 2.7945, loss: 2.7945, grad_norm: 1.2083, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3870, loss/aux0: 2.3870 2020-10-19 00:37:25,817 - mmaction - INFO - Epoch [23][240/396] lr: 2.946e-01, eta: 1 day, 21:59:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3440, top5_acc: 0.6091, loss_cls: 2.7909, loss: 2.7909, grad_norm: 1.1955, top1_acc/aux0: 0.4263, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.3612, loss/aux0: 2.3612 2020-10-19 00:37:26,749 - mmaction - INFO - Epoch [23][240/396] lr: 2.946e-01, eta: 1 day, 22:02:41, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3440, top5_acc: 0.6091, loss_cls: 2.7909, loss: 2.7909, grad_norm: 1.1920, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.3546, loss/aux0: 2.3546 2020-10-19 00:38:03,163 - mmaction - INFO - Epoch [23][260/396] lr: 2.946e-01, eta: 1 day, 21:59:08, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6273, loss_cls: 2.7684, loss: 2.7684, grad_norm: 1.1841, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3460, loss/aux0: 2.3460 2020-10-19 00:38:04,110 - mmaction - INFO - Epoch [23][260/396] lr: 2.946e-01, eta: 1 day, 22:02:21, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6273, loss_cls: 2.7684, loss: 2.7684, grad_norm: 1.1850, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3482, loss/aux0: 2.3482 2020-10-19 00:38:40,543 - mmaction - INFO - Epoch [23][280/396] lr: 2.946e-01, eta: 1 day, 21:58:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6276, loss_cls: 2.7566, loss: 2.7566, grad_norm: 1.1975, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.7055, loss_cls/aux0: 2.3649, loss/aux0: 2.3649 2020-10-19 00:38:41,514 - mmaction - INFO - Epoch [23][280/396] lr: 2.946e-01, eta: 1 day, 22:02:03, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6276, loss_cls: 2.7566, loss: 2.7566, grad_norm: 1.2045, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3665, loss/aux0: 2.3665 2020-10-19 00:39:18,149 - mmaction - INFO - Epoch [23][300/396] lr: 2.946e-01, eta: 1 day, 21:58:33, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6367, loss_cls: 2.7203, loss: 2.7203, grad_norm: 1.1969, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.3176, loss/aux0: 2.3176 2020-10-19 00:39:19,079 - mmaction - INFO - Epoch [23][300/396] lr: 2.946e-01, eta: 1 day, 22:01:47, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6367, loss_cls: 2.7203, loss: 2.7203, grad_norm: 1.1966, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.3122, loss/aux0: 2.3122 2020-10-19 00:39:55,396 - mmaction - INFO - Epoch [23][320/396] lr: 2.946e-01, eta: 1 day, 21:58:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3469, top5_acc: 0.6214, loss_cls: 2.7894, loss: 2.7894, grad_norm: 1.1960, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.3630, loss/aux0: 2.3630 2020-10-19 00:39:56,319 - mmaction - INFO - Epoch [23][320/396] lr: 2.946e-01, eta: 1 day, 22:01:26, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3469, top5_acc: 0.6214, loss_cls: 2.7894, loss: 2.7894, grad_norm: 1.1931, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.7008, loss_cls/aux0: 2.3737, loss/aux0: 2.3737 2020-10-19 00:40:32,897 - mmaction - INFO - Epoch [23][340/396] lr: 2.946e-01, eta: 1 day, 21:57:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3406, top5_acc: 0.6305, loss_cls: 2.7460, loss: 2.7460, grad_norm: 1.1963, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3560, loss/aux0: 2.3560 2020-10-19 00:40:33,833 - mmaction - INFO - Epoch [23][340/396] lr: 2.946e-01, eta: 1 day, 22:01:08, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3406, top5_acc: 0.6305, loss_cls: 2.7460, loss: 2.7460, grad_norm: 1.1898, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3382, loss/aux0: 2.3382 2020-10-19 00:41:10,293 - mmaction - INFO - Epoch [23][360/396] lr: 2.946e-01, eta: 1 day, 21:57:37, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3562, top5_acc: 0.6276, loss_cls: 2.7611, loss: 2.7611, grad_norm: 1.1937, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3274, loss/aux0: 2.3274 2020-10-19 00:41:11,250 - mmaction - INFO - Epoch [23][360/396] lr: 2.946e-01, eta: 1 day, 22:00:47, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3562, top5_acc: 0.6276, loss_cls: 2.7611, loss: 2.7611, grad_norm: 1.2015, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3341, loss/aux0: 2.3341 2020-10-19 00:41:47,600 - mmaction - INFO - Epoch [23][380/396] lr: 2.946e-01, eta: 1 day, 21:57:15, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6263, loss_cls: 2.7518, loss: 2.7518, grad_norm: 1.1812, top1_acc/aux0: 0.4253, top5_acc/aux0: 0.7018, loss_cls/aux0: 2.3938, loss/aux0: 2.3938 2020-10-19 00:41:48,537 - mmaction - INFO - Epoch [23][380/396] lr: 2.946e-01, eta: 1 day, 22:00:24, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6263, loss_cls: 2.7518, loss: 2.7518, grad_norm: 1.1797, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3965, loss/aux0: 2.3965 2020-10-19 00:46:09,426 - mmaction - INFO - Epoch [24][20/396] lr: 2.941e-01, eta: 1 day, 21:51:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3513, top5_acc: 0.6305, loss_cls: 2.7373, loss: 2.7373, grad_norm: 1.2121, top1_acc/aux0: 0.3988, top5_acc/aux0: 0.6886, loss_cls/aux0: 2.4426, loss/aux0: 2.4426 2020-10-19 00:46:10,361 - mmaction - INFO - Epoch [24][20/396] lr: 2.941e-01, eta: 1 day, 21:54:42, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3513, top5_acc: 0.6305, loss_cls: 2.7373, loss: 2.7373, grad_norm: 1.2089, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.4289, loss/aux0: 2.4289 2020-10-19 00:46:46,465 - mmaction - INFO - Epoch [24][40/396] lr: 2.941e-01, eta: 1 day, 21:51:12, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6279, loss_cls: 2.7079, loss: 2.7079, grad_norm: 1.1895, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.3517, loss/aux0: 2.3517 2020-10-19 00:46:47,388 - mmaction - INFO - Epoch [24][40/396] lr: 2.941e-01, eta: 1 day, 21:54:19, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6279, loss_cls: 2.7079, loss: 2.7079, grad_norm: 1.1891, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3464, loss/aux0: 2.3464 2020-10-19 00:47:23,796 - mmaction - INFO - Epoch [24][60/396] lr: 2.941e-01, eta: 1 day, 21:50:50, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6326, loss_cls: 2.7451, loss: 2.7451, grad_norm: 1.1786, top1_acc/aux0: 0.4349, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3626, loss/aux0: 2.3626 2020-10-19 00:47:24,737 - mmaction - INFO - Epoch [24][60/396] lr: 2.941e-01, eta: 1 day, 21:53:58, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6326, loss_cls: 2.7451, loss: 2.7451, grad_norm: 1.1837, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.3805, loss/aux0: 2.3805 2020-10-19 00:48:01,059 - mmaction - INFO - Epoch [24][80/396] lr: 2.941e-01, eta: 1 day, 21:50:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3539, top5_acc: 0.6289, loss_cls: 2.7235, loss: 2.7235, grad_norm: 1.1956, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3946, loss/aux0: 2.3946 2020-10-19 00:48:02,042 - mmaction - INFO - Epoch [24][80/396] lr: 2.941e-01, eta: 1 day, 21:53:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3539, top5_acc: 0.6289, loss_cls: 2.7235, loss: 2.7235, grad_norm: 1.1933, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.7086, loss_cls/aux0: 2.3837, loss/aux0: 2.3837 2020-10-19 00:48:38,299 - mmaction - INFO - Epoch [24][100/396] lr: 2.941e-01, eta: 1 day, 21:50:09, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3534, top5_acc: 0.6346, loss_cls: 2.7302, loss: 2.7302, grad_norm: 1.1792, top1_acc/aux0: 0.4289, top5_acc/aux0: 0.7008, loss_cls/aux0: 2.3525, loss/aux0: 2.3525 2020-10-19 00:48:39,235 - mmaction - INFO - Epoch [24][100/396] lr: 2.941e-01, eta: 1 day, 21:53:15, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3534, top5_acc: 0.6346, loss_cls: 2.7302, loss: 2.7302, grad_norm: 1.1757, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.3535, loss/aux0: 2.3535 2020-10-19 00:49:15,685 - mmaction - INFO - Epoch [24][120/396] lr: 2.941e-01, eta: 1 day, 21:49:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3432, top5_acc: 0.6286, loss_cls: 2.7436, loss: 2.7436, grad_norm: 1.1809, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.3134, loss/aux0: 2.3134 2020-10-19 00:49:16,617 - mmaction - INFO - Epoch [24][120/396] lr: 2.941e-01, eta: 1 day, 21:52:54, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3432, top5_acc: 0.6286, loss_cls: 2.7436, loss: 2.7436, grad_norm: 1.1811, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.3245, loss/aux0: 2.3245 2020-10-19 00:49:53,007 - mmaction - INFO - Epoch [24][140/396] lr: 2.941e-01, eta: 1 day, 21:49:26, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6263, loss_cls: 2.7579, loss: 2.7579, grad_norm: 1.1993, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.4190, loss/aux0: 2.4190 2020-10-19 00:49:53,938 - mmaction - INFO - Epoch [24][140/396] lr: 2.941e-01, eta: 1 day, 21:52:31, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6263, loss_cls: 2.7579, loss: 2.7579, grad_norm: 1.1923, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.6958, loss_cls/aux0: 2.4080, loss/aux0: 2.4080 2020-10-19 00:50:30,218 - mmaction - INFO - Epoch [24][160/396] lr: 2.941e-01, eta: 1 day, 21:49:04, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6271, loss_cls: 2.7562, loss: 2.7562, grad_norm: 1.1764, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.2958, loss/aux0: 2.2958 2020-10-19 00:50:31,167 - mmaction - INFO - Epoch [24][160/396] lr: 2.941e-01, eta: 1 day, 21:52:10, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6271, loss_cls: 2.7562, loss: 2.7562, grad_norm: 1.1735, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2927, loss/aux0: 2.2927 2020-10-19 00:51:07,562 - mmaction - INFO - Epoch [24][180/396] lr: 2.941e-01, eta: 1 day, 21:48:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6380, loss_cls: 2.7123, loss: 2.7123, grad_norm: 1.2130, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3308, loss/aux0: 2.3308 2020-10-19 00:51:08,495 - mmaction - INFO - Epoch [24][180/396] lr: 2.941e-01, eta: 1 day, 21:51:49, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6380, loss_cls: 2.7123, loss: 2.7123, grad_norm: 1.2107, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3458, loss/aux0: 2.3458 2020-10-19 00:51:45,014 - mmaction - INFO - Epoch [24][200/396] lr: 2.941e-01, eta: 1 day, 21:48:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3526, top5_acc: 0.6331, loss_cls: 2.7298, loss: 2.7298, grad_norm: 1.2344, top1_acc/aux0: 0.4250, top5_acc/aux0: 0.7018, loss_cls/aux0: 2.3498, loss/aux0: 2.3498 2020-10-19 00:51:45,954 - mmaction - INFO - Epoch [24][200/396] lr: 2.941e-01, eta: 1 day, 21:51:29, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3526, top5_acc: 0.6331, loss_cls: 2.7298, loss: 2.7298, grad_norm: 1.2364, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3481, loss/aux0: 2.3481 2020-10-19 00:52:22,486 - mmaction - INFO - Epoch [24][220/396] lr: 2.941e-01, eta: 1 day, 21:48:05, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3570, top5_acc: 0.6404, loss_cls: 2.6905, loss: 2.6905, grad_norm: 1.1886, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.3358, loss/aux0: 2.3358 2020-10-19 00:52:23,451 - mmaction - INFO - Epoch [24][220/396] lr: 2.941e-01, eta: 1 day, 21:51:10, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3570, top5_acc: 0.6404, loss_cls: 2.6905, loss: 2.6905, grad_norm: 1.1910, top1_acc/aux0: 0.4367, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3290, loss/aux0: 2.3290 2020-10-19 00:52:59,960 - mmaction - INFO - Epoch [24][240/396] lr: 2.941e-01, eta: 1 day, 21:47:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3339, top5_acc: 0.6182, loss_cls: 2.7925, loss: 2.7925, grad_norm: 1.1690, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3268, loss/aux0: 2.3268 2020-10-19 00:53:00,913 - mmaction - INFO - Epoch [24][240/396] lr: 2.941e-01, eta: 1 day, 21:50:49, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3339, top5_acc: 0.6182, loss_cls: 2.7925, loss: 2.7925, grad_norm: 1.1696, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3260, loss/aux0: 2.3260 2020-10-19 00:53:37,394 - mmaction - INFO - Epoch [24][260/396] lr: 2.941e-01, eta: 1 day, 21:47:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6266, loss_cls: 2.7294, loss: 2.7294, grad_norm: 1.2302, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3282, loss/aux0: 2.3282 2020-10-19 00:53:38,329 - mmaction - INFO - Epoch [24][260/396] lr: 2.941e-01, eta: 1 day, 21:50:30, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6266, loss_cls: 2.7294, loss: 2.7294, grad_norm: 1.2324, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3244, loss/aux0: 2.3244 2020-10-19 00:54:14,591 - mmaction - INFO - Epoch [24][280/396] lr: 2.941e-01, eta: 1 day, 21:47:04, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3549, top5_acc: 0.6289, loss_cls: 2.7468, loss: 2.7468, grad_norm: 1.2078, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3497, loss/aux0: 2.3497 2020-10-19 00:54:15,553 - mmaction - INFO - Epoch [24][280/396] lr: 2.941e-01, eta: 1 day, 21:50:07, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3549, top5_acc: 0.6289, loss_cls: 2.7468, loss: 2.7468, grad_norm: 1.2056, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3495, loss/aux0: 2.3495 2020-10-19 00:54:52,155 - mmaction - INFO - Epoch [24][300/396] lr: 2.941e-01, eta: 1 day, 21:46:44, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6253, loss_cls: 2.7524, loss: 2.7524, grad_norm: 1.1897, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.3202, loss/aux0: 2.3202 2020-10-19 00:54:53,115 - mmaction - INFO - Epoch [24][300/396] lr: 2.941e-01, eta: 1 day, 21:49:49, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6253, loss_cls: 2.7524, loss: 2.7524, grad_norm: 1.1919, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3140, loss/aux0: 2.3140 2020-10-19 00:55:29,457 - mmaction - INFO - Epoch [24][320/396] lr: 2.941e-01, eta: 1 day, 21:46:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3560, top5_acc: 0.6250, loss_cls: 2.7473, loss: 2.7473, grad_norm: 1.2228, top1_acc/aux0: 0.4385, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3359, loss/aux0: 2.3359 2020-10-19 00:55:30,394 - mmaction - INFO - Epoch [24][320/396] lr: 2.941e-01, eta: 1 day, 21:49:28, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3560, top5_acc: 0.6250, loss_cls: 2.7473, loss: 2.7473, grad_norm: 1.2229, top1_acc/aux0: 0.4346, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.3503, loss/aux0: 2.3503 2020-10-19 00:56:06,803 - mmaction - INFO - Epoch [24][340/396] lr: 2.941e-01, eta: 1 day, 21:46:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6083, loss_cls: 2.8192, loss: 2.8192, grad_norm: 1.2144, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3058, loss/aux0: 2.3058 2020-10-19 00:56:07,741 - mmaction - INFO - Epoch [24][340/396] lr: 2.941e-01, eta: 1 day, 21:49:07, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6083, loss_cls: 2.8192, loss: 2.8192, grad_norm: 1.2157, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3059, loss/aux0: 2.3059 2020-10-19 00:56:44,132 - mmaction - INFO - Epoch [24][360/396] lr: 2.941e-01, eta: 1 day, 21:45:42, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6328, loss_cls: 2.7329, loss: 2.7329, grad_norm: 1.2011, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3140, loss/aux0: 2.3140 2020-10-19 00:56:45,070 - mmaction - INFO - Epoch [24][360/396] lr: 2.941e-01, eta: 1 day, 21:48:43, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6328, loss_cls: 2.7329, loss: 2.7329, grad_norm: 1.2024, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3132, loss/aux0: 2.3132 2020-10-19 00:57:21,599 - mmaction - INFO - Epoch [24][380/396] lr: 2.941e-01, eta: 1 day, 21:45:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3482, top5_acc: 0.6271, loss_cls: 2.7670, loss: 2.7670, grad_norm: 1.2224, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7065, loss_cls/aux0: 2.3529, loss/aux0: 2.3529 2020-10-19 00:57:22,513 - mmaction - INFO - Epoch [24][380/396] lr: 2.941e-01, eta: 1 day, 21:48:22, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3482, top5_acc: 0.6271, loss_cls: 2.7670, loss: 2.7670, grad_norm: 1.2271, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.3612, loss/aux0: 2.3612 2020-10-19 00:57:54,511 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-19 00:59:40,455 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 00:59:40,583 - mmaction - INFO - top1_acc 0.4446 top5_acc 0.7412 2020-10-19 00:59:40,583 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 00:59:40,616 - mmaction - INFO - mean_acc 0.4446 2020-10-19 00:59:40,616 - mmaction - INFO - Now best checkpoint is epoch_24.pth 2020-10-19 00:59:40,631 - mmaction - INFO - Epoch(val) [24][396] top1_acc: 0.4446, top5_acc: 0.7412, mean_class_accuracy: 0.4446 2020-10-19 01:03:56,095 - mmaction - INFO - Epoch [25][20/396] lr: 2.935e-01, eta: 1 day, 21:39:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3628, top5_acc: 0.6453, loss_cls: 2.6652, loss: 2.6652, grad_norm: 1.2076, top1_acc/aux0: 0.4433, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3231, loss/aux0: 2.3231 2020-10-19 01:03:57,059 - mmaction - INFO - Epoch [25][20/396] lr: 2.935e-01, eta: 1 day, 21:42:54, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3628, top5_acc: 0.6453, loss_cls: 2.6652, loss: 2.6652, grad_norm: 1.2121, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3360, loss/aux0: 2.3360 2020-10-19 01:04:33,156 - mmaction - INFO - Epoch [25][40/396] lr: 2.935e-01, eta: 1 day, 21:39:31, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3482, top5_acc: 0.6294, loss_cls: 2.7363, loss: 2.7363, grad_norm: 1.1951, top1_acc/aux0: 0.4315, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.3314, loss/aux0: 2.3314 2020-10-19 01:04:34,083 - mmaction - INFO - Epoch [25][40/396] lr: 2.935e-01, eta: 1 day, 21:42:30, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3482, top5_acc: 0.6294, loss_cls: 2.7363, loss: 2.7363, grad_norm: 1.1929, top1_acc/aux0: 0.4331, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.3204, loss/aux0: 2.3204 2020-10-19 01:05:10,288 - mmaction - INFO - Epoch [25][60/396] lr: 2.935e-01, eta: 1 day, 21:39:08, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6443, loss_cls: 2.6978, loss: 2.6978, grad_norm: 1.1871, top1_acc/aux0: 0.4401, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.3027, loss/aux0: 2.3027 2020-10-19 01:05:11,224 - mmaction - INFO - Epoch [25][60/396] lr: 2.935e-01, eta: 1 day, 21:42:06, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6443, loss_cls: 2.6978, loss: 2.6978, grad_norm: 1.1880, top1_acc/aux0: 0.4401, top5_acc/aux0: 0.7190, loss_cls/aux0: 2.2980, loss/aux0: 2.2980 2020-10-19 01:05:47,493 - mmaction - INFO - Epoch [25][80/396] lr: 2.935e-01, eta: 1 day, 21:38:45, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6331, loss_cls: 2.7148, loss: 2.7148, grad_norm: 1.2115, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.2990, loss/aux0: 2.2990 2020-10-19 01:05:48,419 - mmaction - INFO - Epoch [25][80/396] lr: 2.935e-01, eta: 1 day, 21:41:44, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6331, loss_cls: 2.7148, loss: 2.7148, grad_norm: 1.2048, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.2942, loss/aux0: 2.2942 2020-10-19 01:06:24,968 - mmaction - INFO - Epoch [25][100/396] lr: 2.935e-01, eta: 1 day, 21:38:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3490, top5_acc: 0.6211, loss_cls: 2.7665, loss: 2.7665, grad_norm: 1.1984, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3150, loss/aux0: 2.3150 2020-10-19 01:06:25,921 - mmaction - INFO - Epoch [25][100/396] lr: 2.935e-01, eta: 1 day, 21:41:23, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.3490, top5_acc: 0.6211, loss_cls: 2.7665, loss: 2.7665, grad_norm: 1.1983, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.3196, loss/aux0: 2.3196 2020-10-19 01:07:02,398 - mmaction - INFO - Epoch [25][120/396] lr: 2.935e-01, eta: 1 day, 21:38:03, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3518, top5_acc: 0.6260, loss_cls: 2.7435, loss: 2.7435, grad_norm: 1.1888, top1_acc/aux0: 0.4346, top5_acc/aux0: 0.7008, loss_cls/aux0: 2.3683, loss/aux0: 2.3683 2020-10-19 01:07:03,328 - mmaction - INFO - Epoch [25][120/396] lr: 2.935e-01, eta: 1 day, 21:41:00, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3518, top5_acc: 0.6260, loss_cls: 2.7435, loss: 2.7435, grad_norm: 1.1901, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3670, loss/aux0: 2.3670 2020-10-19 01:07:40,025 - mmaction - INFO - Epoch [25][140/396] lr: 2.935e-01, eta: 1 day, 21:37:44, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6284, loss_cls: 2.7513, loss: 2.7513, grad_norm: 1.2032, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3461, loss/aux0: 2.3461 2020-10-19 01:07:40,949 - mmaction - INFO - Epoch [25][140/396] lr: 2.935e-01, eta: 1 day, 21:40:44, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6284, loss_cls: 2.7513, loss: 2.7513, grad_norm: 1.2056, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3609, loss/aux0: 2.3609 2020-10-19 01:08:17,334 - mmaction - INFO - Epoch [25][160/396] lr: 2.935e-01, eta: 1 day, 21:37:26, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3544, top5_acc: 0.6310, loss_cls: 2.7092, loss: 2.7092, grad_norm: 1.1913, top1_acc/aux0: 0.4164, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.4107, loss/aux0: 2.4107 2020-10-19 01:08:18,257 - mmaction - INFO - Epoch [25][160/396] lr: 2.935e-01, eta: 1 day, 21:40:25, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3544, top5_acc: 0.6310, loss_cls: 2.7092, loss: 2.7092, grad_norm: 1.1857, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.4017, loss/aux0: 2.4017 2020-10-19 01:08:54,427 - mmaction - INFO - Epoch [25][180/396] lr: 2.935e-01, eta: 1 day, 21:37:05, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3568, top5_acc: 0.6260, loss_cls: 2.7514, loss: 2.7514, grad_norm: 1.1898, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3145, loss/aux0: 2.3145 2020-10-19 01:08:55,399 - mmaction - INFO - Epoch [25][180/396] lr: 2.935e-01, eta: 1 day, 21:40:01, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.3568, top5_acc: 0.6260, loss_cls: 2.7514, loss: 2.7514, grad_norm: 1.1895, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3138, loss/aux0: 2.3138 2020-10-19 01:09:31,673 - mmaction - INFO - Epoch [25][200/396] lr: 2.935e-01, eta: 1 day, 21:36:42, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6357, loss_cls: 2.7075, loss: 2.7075, grad_norm: 1.1973, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2704, loss/aux0: 2.2704 2020-10-19 01:09:32,605 - mmaction - INFO - Epoch [25][200/396] lr: 2.935e-01, eta: 1 day, 21:39:38, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6357, loss_cls: 2.7075, loss: 2.7075, grad_norm: 1.2020, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2806, loss/aux0: 2.2806 2020-10-19 01:10:08,878 - mmaction - INFO - Epoch [25][220/396] lr: 2.935e-01, eta: 1 day, 21:36:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6281, loss_cls: 2.7427, loss: 2.7427, grad_norm: 1.1704, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3887, loss/aux0: 2.3887 2020-10-19 01:10:09,809 - mmaction - INFO - Epoch [25][220/396] lr: 2.935e-01, eta: 1 day, 21:39:16, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6281, loss_cls: 2.7427, loss: 2.7427, grad_norm: 1.1708, top1_acc/aux0: 0.4294, top5_acc/aux0: 0.7070, loss_cls/aux0: 2.3788, loss/aux0: 2.3788 2020-10-19 01:10:46,190 - mmaction - INFO - Epoch [25][240/396] lr: 2.935e-01, eta: 1 day, 21:35:57, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6323, loss_cls: 2.7002, loss: 2.7002, grad_norm: 1.1935, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.3066, loss/aux0: 2.3066 2020-10-19 01:10:47,123 - mmaction - INFO - Epoch [25][240/396] lr: 2.935e-01, eta: 1 day, 21:38:51, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6323, loss_cls: 2.7002, loss: 2.7002, grad_norm: 1.1933, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3055, loss/aux0: 2.3055 2020-10-19 01:11:23,473 - mmaction - INFO - Epoch [25][260/396] lr: 2.935e-01, eta: 1 day, 21:35:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6255, loss_cls: 2.7429, loss: 2.7429, grad_norm: 1.2170, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3441, loss/aux0: 2.3441 2020-10-19 01:11:24,407 - mmaction - INFO - Epoch [25][260/396] lr: 2.935e-01, eta: 1 day, 21:38:31, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6255, loss_cls: 2.7429, loss: 2.7429, grad_norm: 1.2236, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.7034, loss_cls/aux0: 2.3550, loss/aux0: 2.3550 2020-10-19 01:12:00,952 - mmaction - INFO - Epoch [25][280/396] lr: 2.935e-01, eta: 1 day, 21:35:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6346, loss_cls: 2.7155, loss: 2.7155, grad_norm: 1.2103, top1_acc/aux0: 0.4362, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.3025, loss/aux0: 2.3025 2020-10-19 01:12:01,898 - mmaction - INFO - Epoch [25][280/396] lr: 2.935e-01, eta: 1 day, 21:38:09, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6346, loss_cls: 2.7155, loss: 2.7155, grad_norm: 1.2118, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7143, loss_cls/aux0: 2.3026, loss/aux0: 2.3026 2020-10-19 01:12:38,192 - mmaction - INFO - Epoch [25][300/396] lr: 2.935e-01, eta: 1 day, 21:34:52, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6318, loss_cls: 2.6819, loss: 2.6819, grad_norm: 1.1910, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3280, loss/aux0: 2.3280 2020-10-19 01:12:39,124 - mmaction - INFO - Epoch [25][300/396] lr: 2.935e-01, eta: 1 day, 21:37:46, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6318, loss_cls: 2.6819, loss: 2.6819, grad_norm: 1.1905, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3160, loss/aux0: 2.3160 2020-10-19 01:13:15,643 - mmaction - INFO - Epoch [25][320/396] lr: 2.935e-01, eta: 1 day, 21:34:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3437, top5_acc: 0.6234, loss_cls: 2.7660, loss: 2.7660, grad_norm: 1.2351, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3071, loss/aux0: 2.3071 2020-10-19 01:13:16,584 - mmaction - INFO - Epoch [25][320/396] lr: 2.935e-01, eta: 1 day, 21:37:24, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3437, top5_acc: 0.6234, loss_cls: 2.7660, loss: 2.7660, grad_norm: 1.2356, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.3193, loss/aux0: 2.3193 2020-10-19 01:13:52,932 - mmaction - INFO - Epoch [25][340/396] lr: 2.935e-01, eta: 1 day, 21:34:08, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6333, loss_cls: 2.7372, loss: 2.7372, grad_norm: 1.1907, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.7070, loss_cls/aux0: 2.3569, loss/aux0: 2.3569 2020-10-19 01:13:53,896 - mmaction - INFO - Epoch [25][340/396] lr: 2.935e-01, eta: 1 day, 21:37:02, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6333, loss_cls: 2.7372, loss: 2.7372, grad_norm: 1.1949, top1_acc/aux0: 0.4161, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3532, loss/aux0: 2.3532 2020-10-19 01:14:30,230 - mmaction - INFO - Epoch [25][360/396] lr: 2.935e-01, eta: 1 day, 21:33:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3492, top5_acc: 0.6242, loss_cls: 2.7554, loss: 2.7554, grad_norm: 1.2076, top1_acc/aux0: 0.4383, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.2914, loss/aux0: 2.2914 2020-10-19 01:14:31,174 - mmaction - INFO - Epoch [25][360/396] lr: 2.935e-01, eta: 1 day, 21:36:41, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3492, top5_acc: 0.6242, loss_cls: 2.7554, loss: 2.7554, grad_norm: 1.2042, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2663, loss/aux0: 2.2663 2020-10-19 01:15:07,565 - mmaction - INFO - Epoch [25][380/396] lr: 2.935e-01, eta: 1 day, 21:33:24, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6242, loss_cls: 2.7558, loss: 2.7558, grad_norm: 1.2169, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.3142, loss/aux0: 2.3142 2020-10-19 01:15:08,539 - mmaction - INFO - Epoch [25][380/396] lr: 2.935e-01, eta: 1 day, 21:36:16, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6242, loss_cls: 2.7558, loss: 2.7558, grad_norm: 1.2164, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3358, loss/aux0: 2.3358 2020-10-19 01:20:02,458 - mmaction - INFO - Epoch [26][20/396] lr: 2.930e-01, eta: 1 day, 21:28:05, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.3557, top5_acc: 0.6302, loss_cls: 2.7260, loss: 2.7260, grad_norm: 1.1981, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3198, loss/aux0: 2.3198 2020-10-19 01:20:03,379 - mmaction - INFO - Epoch [26][20/396] lr: 2.930e-01, eta: 1 day, 21:30:55, time: 0.920, data_time: 0.003, memory: 8466, top1_acc: 0.3557, top5_acc: 0.6302, loss_cls: 2.7260, loss: 2.7260, grad_norm: 1.1950, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7143, loss_cls/aux0: 2.3144, loss/aux0: 2.3144 2020-10-19 01:20:39,598 - mmaction - INFO - Epoch [26][40/396] lr: 2.930e-01, eta: 1 day, 21:27:40, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3534, top5_acc: 0.6313, loss_cls: 2.7242, loss: 2.7242, grad_norm: 1.2028, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2398, loss/aux0: 2.2398 2020-10-19 01:20:40,549 - mmaction - INFO - Epoch [26][40/396] lr: 2.930e-01, eta: 1 day, 21:30:31, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3534, top5_acc: 0.6313, loss_cls: 2.7242, loss: 2.7242, grad_norm: 1.2044, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2342, loss/aux0: 2.2342 2020-10-19 01:21:16,926 - mmaction - INFO - Epoch [26][60/396] lr: 2.930e-01, eta: 1 day, 21:27:17, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6333, loss_cls: 2.7379, loss: 2.7379, grad_norm: 1.2263, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.3064, loss/aux0: 2.3064 2020-10-19 01:21:17,848 - mmaction - INFO - Epoch [26][60/396] lr: 2.930e-01, eta: 1 day, 21:30:08, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6333, loss_cls: 2.7379, loss: 2.7379, grad_norm: 1.2237, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.3208, loss/aux0: 2.3208 2020-10-19 01:21:54,268 - mmaction - INFO - Epoch [26][80/396] lr: 2.930e-01, eta: 1 day, 21:26:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6336, loss_cls: 2.7317, loss: 2.7317, grad_norm: 1.2265, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3375, loss/aux0: 2.3375 2020-10-19 01:21:55,211 - mmaction - INFO - Epoch [26][80/396] lr: 2.930e-01, eta: 1 day, 21:29:48, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6336, loss_cls: 2.7317, loss: 2.7317, grad_norm: 1.2284, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3396, loss/aux0: 2.3396 2020-10-19 01:22:31,772 - mmaction - INFO - Epoch [26][100/396] lr: 2.930e-01, eta: 1 day, 21:26:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6378, loss_cls: 2.7418, loss: 2.7418, grad_norm: 1.1984, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3233, loss/aux0: 2.3233 2020-10-19 01:22:32,703 - mmaction - INFO - Epoch [26][100/396] lr: 2.930e-01, eta: 1 day, 21:29:29, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6378, loss_cls: 2.7418, loss: 2.7418, grad_norm: 1.1952, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3075, loss/aux0: 2.3075 2020-10-19 01:23:09,532 - mmaction - INFO - Epoch [26][120/396] lr: 2.930e-01, eta: 1 day, 21:26:20, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6331, loss_cls: 2.7421, loss: 2.7421, grad_norm: 1.2142, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2693, loss/aux0: 2.2693 2020-10-19 01:23:10,466 - mmaction - INFO - Epoch [26][120/396] lr: 2.930e-01, eta: 1 day, 21:29:15, time: 0.957, data_time: 0.002, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6331, loss_cls: 2.7421, loss: 2.7421, grad_norm: 1.2144, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2860, loss/aux0: 2.2860 2020-10-19 01:23:46,725 - mmaction - INFO - Epoch [26][140/396] lr: 2.930e-01, eta: 1 day, 21:26:01, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6159, loss_cls: 2.8047, loss: 2.8047, grad_norm: 1.2491, top1_acc/aux0: 0.4383, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.3021, loss/aux0: 2.3021 2020-10-19 01:23:47,669 - mmaction - INFO - Epoch [26][140/396] lr: 2.930e-01, eta: 1 day, 21:28:51, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6159, loss_cls: 2.8047, loss: 2.8047, grad_norm: 1.2466, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2975, loss/aux0: 2.2975 2020-10-19 01:24:24,109 - mmaction - INFO - Epoch [26][160/396] lr: 2.930e-01, eta: 1 day, 21:25:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6331, loss_cls: 2.7258, loss: 2.7258, grad_norm: 1.2168, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3712, loss/aux0: 2.3712 2020-10-19 01:24:25,032 - mmaction - INFO - Epoch [26][160/396] lr: 2.930e-01, eta: 1 day, 21:28:28, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6331, loss_cls: 2.7258, loss: 2.7258, grad_norm: 1.2095, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.3736, loss/aux0: 2.3736 2020-10-19 01:25:01,590 - mmaction - INFO - Epoch [26][180/396] lr: 2.930e-01, eta: 1 day, 21:25:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3487, top5_acc: 0.6195, loss_cls: 2.7704, loss: 2.7704, grad_norm: 1.1696, top1_acc/aux0: 0.4349, top5_acc/aux0: 0.7018, loss_cls/aux0: 2.3401, loss/aux0: 2.3401 2020-10-19 01:25:02,555 - mmaction - INFO - Epoch [26][180/396] lr: 2.930e-01, eta: 1 day, 21:28:06, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3487, top5_acc: 0.6195, loss_cls: 2.7704, loss: 2.7704, grad_norm: 1.1615, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7065, loss_cls/aux0: 2.3189, loss/aux0: 2.3189 2020-10-19 01:25:38,996 - mmaction - INFO - Epoch [26][200/396] lr: 2.930e-01, eta: 1 day, 21:24:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6448, loss_cls: 2.7056, loss: 2.7056, grad_norm: 1.2296, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2844, loss/aux0: 2.2844 2020-10-19 01:25:39,935 - mmaction - INFO - Epoch [26][200/396] lr: 2.930e-01, eta: 1 day, 21:27:41, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6448, loss_cls: 2.7056, loss: 2.7056, grad_norm: 1.2199, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2959, loss/aux0: 2.2959 2020-10-19 01:26:16,447 - mmaction - INFO - Epoch [26][220/396] lr: 2.930e-01, eta: 1 day, 21:24:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6336, loss_cls: 2.7334, loss: 2.7334, grad_norm: 1.2051, top1_acc/aux0: 0.4367, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3238, loss/aux0: 2.3238 2020-10-19 01:26:17,398 - mmaction - INFO - Epoch [26][220/396] lr: 2.930e-01, eta: 1 day, 21:27:19, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6336, loss_cls: 2.7334, loss: 2.7334, grad_norm: 1.2002, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3336, loss/aux0: 2.3336 2020-10-19 01:26:53,750 - mmaction - INFO - Epoch [26][240/396] lr: 2.930e-01, eta: 1 day, 21:24:08, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6344, loss_cls: 2.7312, loss: 2.7312, grad_norm: 1.1811, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3361, loss/aux0: 2.3361 2020-10-19 01:26:54,680 - mmaction - INFO - Epoch [26][240/396] lr: 2.930e-01, eta: 1 day, 21:26:55, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6344, loss_cls: 2.7312, loss: 2.7312, grad_norm: 1.1783, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7133, loss_cls/aux0: 2.3204, loss/aux0: 2.3204 2020-10-19 01:27:31,144 - mmaction - INFO - Epoch [26][260/396] lr: 2.930e-01, eta: 1 day, 21:23:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6266, loss_cls: 2.7110, loss: 2.7110, grad_norm: 1.1929, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3265, loss/aux0: 2.3265 2020-10-19 01:27:32,082 - mmaction - INFO - Epoch [26][260/396] lr: 2.930e-01, eta: 1 day, 21:26:33, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6266, loss_cls: 2.7110, loss: 2.7110, grad_norm: 1.1923, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.3315, loss/aux0: 2.3315 2020-10-19 01:28:08,315 - mmaction - INFO - Epoch [26][280/396] lr: 2.930e-01, eta: 1 day, 21:23:22, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6286, loss_cls: 2.7410, loss: 2.7410, grad_norm: 1.2079, top1_acc/aux0: 0.4409, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3049, loss/aux0: 2.3049 2020-10-19 01:28:09,255 - mmaction - INFO - Epoch [26][280/396] lr: 2.930e-01, eta: 1 day, 21:26:08, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6286, loss_cls: 2.7410, loss: 2.7410, grad_norm: 1.2126, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3154, loss/aux0: 2.3154 2020-10-19 01:28:45,523 - mmaction - INFO - Epoch [26][300/396] lr: 2.930e-01, eta: 1 day, 21:22:58, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6552, loss_cls: 2.6490, loss: 2.6490, grad_norm: 1.2351, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3594, loss/aux0: 2.3594 2020-10-19 01:28:46,464 - mmaction - INFO - Epoch [26][300/396] lr: 2.930e-01, eta: 1 day, 21:25:45, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6552, loss_cls: 2.6490, loss: 2.6490, grad_norm: 1.2300, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3481, loss/aux0: 2.3481 2020-10-19 01:29:22,613 - mmaction - INFO - Epoch [26][320/396] lr: 2.930e-01, eta: 1 day, 21:22:34, time: 0.925, data_time: 0.001, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6375, loss_cls: 2.7135, loss: 2.7135, grad_norm: 1.2087, top1_acc/aux0: 0.4357, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2827, loss/aux0: 2.2827 2020-10-19 01:29:23,568 - mmaction - INFO - Epoch [26][320/396] lr: 2.930e-01, eta: 1 day, 21:25:20, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6375, loss_cls: 2.7135, loss: 2.7135, grad_norm: 1.2067, top1_acc/aux0: 0.4346, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2883, loss/aux0: 2.2883 2020-10-19 01:30:00,113 - mmaction - INFO - Epoch [26][340/396] lr: 2.930e-01, eta: 1 day, 21:22:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6281, loss_cls: 2.7369, loss: 2.7369, grad_norm: 1.1927, top1_acc/aux0: 0.4401, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2813, loss/aux0: 2.2813 2020-10-19 01:30:01,067 - mmaction - INFO - Epoch [26][340/396] lr: 2.930e-01, eta: 1 day, 21:24:58, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6281, loss_cls: 2.7369, loss: 2.7369, grad_norm: 1.1882, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7190, loss_cls/aux0: 2.2810, loss/aux0: 2.2810 2020-10-19 01:30:37,442 - mmaction - INFO - Epoch [26][360/396] lr: 2.930e-01, eta: 1 day, 21:21:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6378, loss_cls: 2.7029, loss: 2.7029, grad_norm: 1.2048, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2911, loss/aux0: 2.2911 2020-10-19 01:30:38,378 - mmaction - INFO - Epoch [26][360/396] lr: 2.930e-01, eta: 1 day, 21:24:37, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6378, loss_cls: 2.7029, loss: 2.7029, grad_norm: 1.2045, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2946, loss/aux0: 2.2946 2020-10-19 01:31:14,647 - mmaction - INFO - Epoch [26][380/396] lr: 2.930e-01, eta: 1 day, 21:21:27, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6247, loss_cls: 2.7301, loss: 2.7301, grad_norm: 1.1876, top1_acc/aux0: 0.4263, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3542, loss/aux0: 2.3542 2020-10-19 01:31:15,591 - mmaction - INFO - Epoch [26][380/396] lr: 2.930e-01, eta: 1 day, 21:24:12, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6247, loss_cls: 2.7301, loss: 2.7301, grad_norm: 1.1867, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3634, loss/aux0: 2.3634 2020-10-19 01:35:52,467 - mmaction - INFO - Epoch [27][20/396] lr: 2.924e-01, eta: 1 day, 21:16:19, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6534, loss_cls: 2.6414, loss: 2.6414, grad_norm: 1.2257, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7212, loss_cls/aux0: 2.2748, loss/aux0: 2.2748 2020-10-19 01:35:53,428 - mmaction - INFO - Epoch [27][20/396] lr: 2.924e-01, eta: 1 day, 21:19:03, time: 0.924, data_time: 0.004, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6534, loss_cls: 2.6414, loss: 2.6414, grad_norm: 1.2233, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2686, loss/aux0: 2.2686 2020-10-19 01:36:29,551 - mmaction - INFO - Epoch [27][40/396] lr: 2.924e-01, eta: 1 day, 21:15:54, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3529, top5_acc: 0.6195, loss_cls: 2.7629, loss: 2.7629, grad_norm: 1.2178, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2908, loss/aux0: 2.2908 2020-10-19 01:36:30,477 - mmaction - INFO - Epoch [27][40/396] lr: 2.924e-01, eta: 1 day, 21:18:37, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.3529, top5_acc: 0.6195, loss_cls: 2.7629, loss: 2.7629, grad_norm: 1.2181, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2916, loss/aux0: 2.2916 2020-10-19 01:37:06,825 - mmaction - INFO - Epoch [27][60/396] lr: 2.924e-01, eta: 1 day, 21:15:29, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3729, top5_acc: 0.6367, loss_cls: 2.7126, loss: 2.7126, grad_norm: 1.1835, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.3193, loss/aux0: 2.3193 2020-10-19 01:37:07,749 - mmaction - INFO - Epoch [27][60/396] lr: 2.924e-01, eta: 1 day, 21:18:12, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3729, top5_acc: 0.6367, loss_cls: 2.7126, loss: 2.7126, grad_norm: 1.1868, top1_acc/aux0: 0.4401, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.3319, loss/aux0: 2.3319 2020-10-19 01:37:43,991 - mmaction - INFO - Epoch [27][80/396] lr: 2.924e-01, eta: 1 day, 21:15:04, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6354, loss_cls: 2.7370, loss: 2.7370, grad_norm: 1.1679, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3604, loss/aux0: 2.3604 2020-10-19 01:37:44,941 - mmaction - INFO - Epoch [27][80/396] lr: 2.924e-01, eta: 1 day, 21:17:47, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6354, loss_cls: 2.7370, loss: 2.7370, grad_norm: 1.1721, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3634, loss/aux0: 2.3634 2020-10-19 01:38:21,207 - mmaction - INFO - Epoch [27][100/396] lr: 2.924e-01, eta: 1 day, 21:14:41, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6417, loss_cls: 2.6805, loss: 2.6805, grad_norm: 1.2330, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7109, loss_cls/aux0: 2.3270, loss/aux0: 2.3270 2020-10-19 01:38:22,129 - mmaction - INFO - Epoch [27][100/396] lr: 2.924e-01, eta: 1 day, 21:17:24, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6417, loss_cls: 2.6805, loss: 2.6805, grad_norm: 1.2344, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3183, loss/aux0: 2.3183 2020-10-19 01:38:58,421 - mmaction - INFO - Epoch [27][120/396] lr: 2.924e-01, eta: 1 day, 21:14:18, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3630, top5_acc: 0.6344, loss_cls: 2.7278, loss: 2.7278, grad_norm: 1.1976, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2775, loss/aux0: 2.2775 2020-10-19 01:38:59,361 - mmaction - INFO - Epoch [27][120/396] lr: 2.924e-01, eta: 1 day, 21:17:01, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3630, top5_acc: 0.6344, loss_cls: 2.7278, loss: 2.7278, grad_norm: 1.1965, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2759, loss/aux0: 2.2759 2020-10-19 01:39:35,670 - mmaction - INFO - Epoch [27][140/396] lr: 2.924e-01, eta: 1 day, 21:13:54, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6292, loss_cls: 2.7071, loss: 2.7071, grad_norm: 1.2242, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.3219, loss/aux0: 2.3219 2020-10-19 01:39:36,632 - mmaction - INFO - Epoch [27][140/396] lr: 2.924e-01, eta: 1 day, 21:16:37, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6292, loss_cls: 2.7071, loss: 2.7071, grad_norm: 1.2324, top1_acc/aux0: 0.4404, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3319, loss/aux0: 2.3319 2020-10-19 01:40:12,887 - mmaction - INFO - Epoch [27][160/396] lr: 2.924e-01, eta: 1 day, 21:13:30, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6453, loss_cls: 2.6819, loss: 2.6819, grad_norm: 1.2194, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.3114, loss/aux0: 2.3114 2020-10-19 01:40:13,810 - mmaction - INFO - Epoch [27][160/396] lr: 2.924e-01, eta: 1 day, 21:16:12, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6453, loss_cls: 2.6819, loss: 2.6819, grad_norm: 1.2203, top1_acc/aux0: 0.4451, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2983, loss/aux0: 2.2983 2020-10-19 01:40:50,111 - mmaction - INFO - Epoch [27][180/396] lr: 2.924e-01, eta: 1 day, 21:13:05, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6380, loss_cls: 2.7169, loss: 2.7169, grad_norm: 1.2015, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2562, loss/aux0: 2.2562 2020-10-19 01:40:51,059 - mmaction - INFO - Epoch [27][180/396] lr: 2.924e-01, eta: 1 day, 21:15:47, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6380, loss_cls: 2.7169, loss: 2.7169, grad_norm: 1.2055, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.2743, loss/aux0: 2.2743 2020-10-19 01:41:27,130 - mmaction - INFO - Epoch [27][200/396] lr: 2.924e-01, eta: 1 day, 21:12:40, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6268, loss_cls: 2.7647, loss: 2.7647, grad_norm: 1.2151, top1_acc/aux0: 0.4279, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.3484, loss/aux0: 2.3484 2020-10-19 01:41:28,097 - mmaction - INFO - Epoch [27][200/396] lr: 2.924e-01, eta: 1 day, 21:15:21, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6268, loss_cls: 2.7647, loss: 2.7647, grad_norm: 1.2162, top1_acc/aux0: 0.4294, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.3349, loss/aux0: 2.3349 2020-10-19 01:42:04,426 - mmaction - INFO - Epoch [27][220/396] lr: 2.924e-01, eta: 1 day, 21:12:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6312, loss_cls: 2.7029, loss: 2.7029, grad_norm: 1.1833, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2743, loss/aux0: 2.2743 2020-10-19 01:42:05,358 - mmaction - INFO - Epoch [27][220/396] lr: 2.924e-01, eta: 1 day, 21:14:59, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6312, loss_cls: 2.7029, loss: 2.7029, grad_norm: 1.1834, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2732, loss/aux0: 2.2732 2020-10-19 01:42:41,869 - mmaction - INFO - Epoch [27][240/396] lr: 2.924e-01, eta: 1 day, 21:11:55, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6474, loss_cls: 2.6878, loss: 2.6878, grad_norm: 1.2151, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2600, loss/aux0: 2.2600 2020-10-19 01:42:42,800 - mmaction - INFO - Epoch [27][240/396] lr: 2.924e-01, eta: 1 day, 21:14:36, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6474, loss_cls: 2.6878, loss: 2.6878, grad_norm: 1.2132, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2623, loss/aux0: 2.2623 2020-10-19 01:43:19,179 - mmaction - INFO - Epoch [27][260/396] lr: 2.924e-01, eta: 1 day, 21:11:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3492, top5_acc: 0.6159, loss_cls: 2.8228, loss: 2.8228, grad_norm: 1.2249, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.3028, loss/aux0: 2.3028 2020-10-19 01:43:20,119 - mmaction - INFO - Epoch [27][260/396] lr: 2.924e-01, eta: 1 day, 21:14:14, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3492, top5_acc: 0.6159, loss_cls: 2.8228, loss: 2.8228, grad_norm: 1.2226, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2969, loss/aux0: 2.2969 2020-10-19 01:43:56,624 - mmaction - INFO - Epoch [27][280/396] lr: 2.924e-01, eta: 1 day, 21:11:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6247, loss_cls: 2.7307, loss: 2.7307, grad_norm: 1.2101, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2826, loss/aux0: 2.2826 2020-10-19 01:43:57,549 - mmaction - INFO - Epoch [27][280/396] lr: 2.924e-01, eta: 1 day, 21:13:53, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6247, loss_cls: 2.7307, loss: 2.7307, grad_norm: 1.2068, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2822, loss/aux0: 2.2822 2020-10-19 01:44:33,977 - mmaction - INFO - Epoch [27][300/396] lr: 2.924e-01, eta: 1 day, 21:10:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6391, loss_cls: 2.7013, loss: 2.7013, grad_norm: 1.2293, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2848, loss/aux0: 2.2848 2020-10-19 01:44:34,909 - mmaction - INFO - Epoch [27][300/396] lr: 2.924e-01, eta: 1 day, 21:13:32, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6391, loss_cls: 2.7013, loss: 2.7013, grad_norm: 1.2238, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2773, loss/aux0: 2.2773 2020-10-19 01:45:11,540 - mmaction - INFO - Epoch [27][320/396] lr: 2.924e-01, eta: 1 day, 21:10:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3576, top5_acc: 0.6349, loss_cls: 2.7207, loss: 2.7207, grad_norm: 1.2251, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2969, loss/aux0: 2.2969 2020-10-19 01:45:12,474 - mmaction - INFO - Epoch [27][320/396] lr: 2.924e-01, eta: 1 day, 21:13:10, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3576, top5_acc: 0.6349, loss_cls: 2.7207, loss: 2.7207, grad_norm: 1.2272, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.3075, loss/aux0: 2.3075 2020-10-19 01:45:48,760 - mmaction - INFO - Epoch [27][340/396] lr: 2.924e-01, eta: 1 day, 21:10:06, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6422, loss_cls: 2.7666, loss: 2.7666, grad_norm: 1.2072, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.3003, loss/aux0: 2.3003 2020-10-19 01:45:49,716 - mmaction - INFO - Epoch [27][340/396] lr: 2.924e-01, eta: 1 day, 21:12:45, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6422, loss_cls: 2.7666, loss: 2.7666, grad_norm: 1.2105, top1_acc/aux0: 0.4404, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.3148, loss/aux0: 2.3148 2020-10-19 01:46:25,890 - mmaction - INFO - Epoch [27][360/396] lr: 2.924e-01, eta: 1 day, 21:09:42, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6258, loss_cls: 2.7274, loss: 2.7274, grad_norm: 1.1693, top1_acc/aux0: 0.4451, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.3233, loss/aux0: 2.3233 2020-10-19 01:46:26,816 - mmaction - INFO - Epoch [27][360/396] lr: 2.924e-01, eta: 1 day, 21:12:20, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6258, loss_cls: 2.7274, loss: 2.7274, grad_norm: 1.1664, top1_acc/aux0: 0.4492, top5_acc/aux0: 0.7034, loss_cls/aux0: 2.3077, loss/aux0: 2.3077 2020-10-19 01:47:03,243 - mmaction - INFO - Epoch [27][380/396] lr: 2.924e-01, eta: 1 day, 21:09:18, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3667, top5_acc: 0.6466, loss_cls: 2.6668, loss: 2.6668, grad_norm: 1.2209, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.2788, loss/aux0: 2.2788 2020-10-19 01:47:04,192 - mmaction - INFO - Epoch [27][380/396] lr: 2.924e-01, eta: 1 day, 21:11:57, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3667, top5_acc: 0.6466, loss_cls: 2.6668, loss: 2.6668, grad_norm: 1.2217, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.2883, loss/aux0: 2.2883 2020-10-19 01:51:41,452 - mmaction - INFO - Epoch [28][20/396] lr: 2.918e-01, eta: 1 day, 21:04:23, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3599, top5_acc: 0.6380, loss_cls: 2.7030, loss: 2.7030, grad_norm: 1.2236, top1_acc/aux0: 0.4298, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.3326, loss/aux0: 2.3326 2020-10-19 01:51:42,381 - mmaction - INFO - Epoch [28][20/396] lr: 2.918e-01, eta: 1 day, 21:07:00, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3599, top5_acc: 0.6380, loss_cls: 2.7030, loss: 2.7030, grad_norm: 1.2233, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7117, loss_cls/aux0: 2.3297, loss/aux0: 2.3297 2020-10-19 01:52:18,611 - mmaction - INFO - Epoch [28][40/396] lr: 2.918e-01, eta: 1 day, 21:03:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3599, top5_acc: 0.6378, loss_cls: 2.7390, loss: 2.7390, grad_norm: 1.2349, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2346, loss/aux0: 2.2346 2020-10-19 01:52:19,545 - mmaction - INFO - Epoch [28][40/396] lr: 2.918e-01, eta: 1 day, 21:06:36, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3599, top5_acc: 0.6378, loss_cls: 2.7390, loss: 2.7390, grad_norm: 1.2291, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2348, loss/aux0: 2.2348 2020-10-19 01:52:55,873 - mmaction - INFO - Epoch [28][60/396] lr: 2.918e-01, eta: 1 day, 21:03:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6401, loss_cls: 2.6822, loss: 2.6822, grad_norm: 1.2091, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2867, loss/aux0: 2.2867 2020-10-19 01:52:56,803 - mmaction - INFO - Epoch [28][60/396] lr: 2.918e-01, eta: 1 day, 21:06:14, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6401, loss_cls: 2.6822, loss: 2.6822, grad_norm: 1.2071, top1_acc/aux0: 0.4404, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2797, loss/aux0: 2.2797 2020-10-19 01:53:33,228 - mmaction - INFO - Epoch [28][80/396] lr: 2.918e-01, eta: 1 day, 21:03:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3633, top5_acc: 0.6417, loss_cls: 2.6766, loss: 2.6766, grad_norm: 1.2215, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2644, loss/aux0: 2.2644 2020-10-19 01:53:34,185 - mmaction - INFO - Epoch [28][80/396] lr: 2.918e-01, eta: 1 day, 21:05:51, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3633, top5_acc: 0.6417, loss_cls: 2.6766, loss: 2.6766, grad_norm: 1.2216, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2732, loss/aux0: 2.2732 2020-10-19 01:54:10,476 - mmaction - INFO - Epoch [28][100/396] lr: 2.918e-01, eta: 1 day, 21:02:50, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6359, loss_cls: 2.6788, loss: 2.6788, grad_norm: 1.1945, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.3316, loss/aux0: 2.3316 2020-10-19 01:54:11,431 - mmaction - INFO - Epoch [28][100/396] lr: 2.918e-01, eta: 1 day, 21:05:27, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6359, loss_cls: 2.6788, loss: 2.6788, grad_norm: 1.1924, top1_acc/aux0: 0.4367, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3354, loss/aux0: 2.3354 2020-10-19 01:54:47,925 - mmaction - INFO - Epoch [28][120/396] lr: 2.918e-01, eta: 1 day, 21:02:27, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3544, top5_acc: 0.6242, loss_cls: 2.7363, loss: 2.7363, grad_norm: 1.2421, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.3142, loss/aux0: 2.3142 2020-10-19 01:54:48,872 - mmaction - INFO - Epoch [28][120/396] lr: 2.918e-01, eta: 1 day, 21:05:03, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3544, top5_acc: 0.6242, loss_cls: 2.7363, loss: 2.7363, grad_norm: 1.2429, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3219, loss/aux0: 2.3219 2020-10-19 01:55:25,242 - mmaction - INFO - Epoch [28][140/396] lr: 2.918e-01, eta: 1 day, 21:02:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6469, loss_cls: 2.6326, loss: 2.6326, grad_norm: 1.2374, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2832, loss/aux0: 2.2832 2020-10-19 01:55:26,174 - mmaction - INFO - Epoch [28][140/396] lr: 2.918e-01, eta: 1 day, 21:04:40, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6469, loss_cls: 2.6326, loss: 2.6326, grad_norm: 1.2332, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2579, loss/aux0: 2.2579 2020-10-19 01:56:02,491 - mmaction - INFO - Epoch [28][160/396] lr: 2.918e-01, eta: 1 day, 21:01:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3508, top5_acc: 0.6305, loss_cls: 2.7625, loss: 2.7625, grad_norm: 1.1999, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2401, loss/aux0: 2.2401 2020-10-19 01:56:03,430 - mmaction - INFO - Epoch [28][160/396] lr: 2.918e-01, eta: 1 day, 21:04:17, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3508, top5_acc: 0.6305, loss_cls: 2.7625, loss: 2.7625, grad_norm: 1.2116, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2642, loss/aux0: 2.2642 2020-10-19 01:56:39,751 - mmaction - INFO - Epoch [28][180/396] lr: 2.918e-01, eta: 1 day, 21:01:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6232, loss_cls: 2.7437, loss: 2.7437, grad_norm: 1.2035, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2828, loss/aux0: 2.2828 2020-10-19 01:56:40,671 - mmaction - INFO - Epoch [28][180/396] lr: 2.918e-01, eta: 1 day, 21:03:54, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6232, loss_cls: 2.7437, loss: 2.7437, grad_norm: 1.2068, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2681, loss/aux0: 2.2681 2020-10-19 01:57:17,159 - mmaction - INFO - Epoch [28][200/396] lr: 2.918e-01, eta: 1 day, 21:00:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6589, loss_cls: 2.6605, loss: 2.6605, grad_norm: 1.2164, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3257, loss/aux0: 2.3257 2020-10-19 01:57:18,107 - mmaction - INFO - Epoch [28][200/396] lr: 2.918e-01, eta: 1 day, 21:03:32, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6589, loss_cls: 2.6605, loss: 2.6605, grad_norm: 1.2144, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.3209, loss/aux0: 2.3209 2020-10-19 01:57:54,512 - mmaction - INFO - Epoch [28][220/396] lr: 2.918e-01, eta: 1 day, 21:00:33, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6370, loss_cls: 2.7223, loss: 2.7223, grad_norm: 1.2101, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2029, loss/aux0: 2.2029 2020-10-19 01:57:55,454 - mmaction - INFO - Epoch [28][220/396] lr: 2.918e-01, eta: 1 day, 21:03:08, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6370, loss_cls: 2.7223, loss: 2.7223, grad_norm: 1.2132, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2031, loss/aux0: 2.2031 2020-10-19 01:58:32,175 - mmaction - INFO - Epoch [28][240/396] lr: 2.918e-01, eta: 1 day, 21:00:10, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6427, loss_cls: 2.6843, loss: 2.6843, grad_norm: 1.2229, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7133, loss_cls/aux0: 2.2890, loss/aux0: 2.2890 2020-10-19 01:58:33,102 - mmaction - INFO - Epoch [28][240/396] lr: 2.918e-01, eta: 1 day, 21:02:45, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6427, loss_cls: 2.6843, loss: 2.6843, grad_norm: 1.2196, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.2872, loss/aux0: 2.2872 2020-10-19 01:59:09,533 - mmaction - INFO - Epoch [28][260/396] lr: 2.918e-01, eta: 1 day, 20:59:47, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6352, loss_cls: 2.7110, loss: 2.7110, grad_norm: 1.2498, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.3000, loss/aux0: 2.3000 2020-10-19 01:59:10,475 - mmaction - INFO - Epoch [28][260/396] lr: 2.918e-01, eta: 1 day, 21:02:21, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6352, loss_cls: 2.7110, loss: 2.7110, grad_norm: 1.2463, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.3157, loss/aux0: 2.3157 2020-10-19 01:59:46,916 - mmaction - INFO - Epoch [28][280/396] lr: 2.918e-01, eta: 1 day, 20:59:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6406, loss_cls: 2.6877, loss: 2.6877, grad_norm: 1.2077, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2735, loss/aux0: 2.2735 2020-10-19 01:59:47,901 - mmaction - INFO - Epoch [28][280/396] lr: 2.918e-01, eta: 1 day, 21:01:59, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6406, loss_cls: 2.6877, loss: 2.6877, grad_norm: 1.2043, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2519, loss/aux0: 2.2519 2020-10-19 02:00:24,261 - mmaction - INFO - Epoch [28][300/396] lr: 2.918e-01, eta: 1 day, 20:59:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6333, loss_cls: 2.7182, loss: 2.7182, grad_norm: 1.2306, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2615, loss/aux0: 2.2615 2020-10-19 02:00:25,218 - mmaction - INFO - Epoch [28][300/396] lr: 2.918e-01, eta: 1 day, 21:01:35, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6333, loss_cls: 2.7182, loss: 2.7182, grad_norm: 1.2220, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2715, loss/aux0: 2.2715 2020-10-19 02:01:01,693 - mmaction - INFO - Epoch [28][320/396] lr: 2.918e-01, eta: 1 day, 20:58:38, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6313, loss_cls: 2.7417, loss: 2.7417, grad_norm: 1.2168, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2714, loss/aux0: 2.2714 2020-10-19 02:01:02,628 - mmaction - INFO - Epoch [28][320/396] lr: 2.918e-01, eta: 1 day, 21:01:11, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6313, loss_cls: 2.7417, loss: 2.7417, grad_norm: 1.2131, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2704, loss/aux0: 2.2704 2020-10-19 02:01:38,958 - mmaction - INFO - Epoch [28][340/396] lr: 2.918e-01, eta: 1 day, 20:58:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6383, loss_cls: 2.7085, loss: 2.7085, grad_norm: 1.2343, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2618, loss/aux0: 2.2618 2020-10-19 02:01:39,890 - mmaction - INFO - Epoch [28][340/396] lr: 2.918e-01, eta: 1 day, 21:00:48, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6383, loss_cls: 2.7085, loss: 2.7085, grad_norm: 1.2369, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2636, loss/aux0: 2.2636 2020-10-19 02:02:16,256 - mmaction - INFO - Epoch [28][360/396] lr: 2.918e-01, eta: 1 day, 20:57:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6359, loss_cls: 2.6932, loss: 2.6932, grad_norm: 1.2194, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2036, loss/aux0: 2.2036 2020-10-19 02:02:17,263 - mmaction - INFO - Epoch [28][360/396] lr: 2.918e-01, eta: 1 day, 21:00:25, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6359, loss_cls: 2.6932, loss: 2.6932, grad_norm: 1.2170, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2025, loss/aux0: 2.2025 2020-10-19 02:02:53,521 - mmaction - INFO - Epoch [28][380/396] lr: 2.918e-01, eta: 1 day, 20:57:28, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3471, top5_acc: 0.6367, loss_cls: 2.7239, loss: 2.7239, grad_norm: 1.1973, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2814, loss/aux0: 2.2814 2020-10-19 02:02:54,446 - mmaction - INFO - Epoch [28][380/396] lr: 2.918e-01, eta: 1 day, 21:00:00, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3471, top5_acc: 0.6367, loss_cls: 2.7239, loss: 2.7239, grad_norm: 1.1976, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2801, loss/aux0: 2.2801 2020-10-19 02:07:16,254 - mmaction - INFO - Epoch [29][20/396] lr: 2.912e-01, eta: 1 day, 20:52:40, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6391, loss_cls: 2.6897, loss: 2.6897, grad_norm: 1.2323, top1_acc/aux0: 0.4444, top5_acc/aux0: 0.7272, loss_cls/aux0: 2.2601, loss/aux0: 2.2601 2020-10-19 02:07:17,184 - mmaction - INFO - Epoch [29][20/396] lr: 2.912e-01, eta: 1 day, 20:55:10, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6391, loss_cls: 2.6897, loss: 2.6897, grad_norm: 1.2283, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2654, loss/aux0: 2.2654 2020-10-19 02:07:53,341 - mmaction - INFO - Epoch [29][40/396] lr: 2.912e-01, eta: 1 day, 20:52:14, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6281, loss_cls: 2.7784, loss: 2.7784, grad_norm: 1.2173, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.7143, loss_cls/aux0: 2.2967, loss/aux0: 2.2967 2020-10-19 02:07:54,282 - mmaction - INFO - Epoch [29][40/396] lr: 2.912e-01, eta: 1 day, 20:54:44, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6281, loss_cls: 2.7784, loss: 2.7784, grad_norm: 1.2138, top1_acc/aux0: 0.4357, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.2897, loss/aux0: 2.2897 2020-10-19 02:08:30,519 - mmaction - INFO - Epoch [29][60/396] lr: 2.912e-01, eta: 1 day, 20:51:49, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6557, loss_cls: 2.6260, loss: 2.6260, grad_norm: 1.2165, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.2944, loss/aux0: 2.2944 2020-10-19 02:08:31,448 - mmaction - INFO - Epoch [29][60/396] lr: 2.912e-01, eta: 1 day, 20:54:19, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6557, loss_cls: 2.6260, loss: 2.6260, grad_norm: 1.2171, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.2845, loss/aux0: 2.2845 2020-10-19 02:09:07,875 - mmaction - INFO - Epoch [29][80/396] lr: 2.912e-01, eta: 1 day, 20:51:24, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6281, loss_cls: 2.7147, loss: 2.7147, grad_norm: 1.2316, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2399, loss/aux0: 2.2399 2020-10-19 02:09:08,826 - mmaction - INFO - Epoch [29][80/396] lr: 2.912e-01, eta: 1 day, 20:53:54, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6281, loss_cls: 2.7147, loss: 2.7147, grad_norm: 1.2252, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2415, loss/aux0: 2.2415 2020-10-19 02:09:44,998 - mmaction - INFO - Epoch [29][100/396] lr: 2.912e-01, eta: 1 day, 20:50:58, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6414, loss_cls: 2.6831, loss: 2.6831, grad_norm: 1.2677, top1_acc/aux0: 0.4443, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.3028, loss/aux0: 2.3028 2020-10-19 02:09:45,928 - mmaction - INFO - Epoch [29][100/396] lr: 2.912e-01, eta: 1 day, 20:53:28, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6414, loss_cls: 2.6831, loss: 2.6831, grad_norm: 1.2655, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.3062, loss/aux0: 2.3062 2020-10-19 02:10:22,596 - mmaction - INFO - Epoch [29][120/396] lr: 2.912e-01, eta: 1 day, 20:50:34, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6367, loss_cls: 2.6950, loss: 2.6950, grad_norm: 1.2355, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2880, loss/aux0: 2.2880 2020-10-19 02:10:23,530 - mmaction - INFO - Epoch [29][120/396] lr: 2.912e-01, eta: 1 day, 20:53:05, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6367, loss_cls: 2.6950, loss: 2.6950, grad_norm: 1.2361, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2975, loss/aux0: 2.2975 2020-10-19 02:10:59,993 - mmaction - INFO - Epoch [29][140/396] lr: 2.912e-01, eta: 1 day, 20:50:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6469, loss_cls: 2.6635, loss: 2.6635, grad_norm: 1.2148, top1_acc/aux0: 0.4443, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.2812, loss/aux0: 2.2812 2020-10-19 02:11:00,939 - mmaction - INFO - Epoch [29][140/396] lr: 2.912e-01, eta: 1 day, 20:52:41, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6469, loss_cls: 2.6635, loss: 2.6635, grad_norm: 1.2073, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2661, loss/aux0: 2.2661 2020-10-19 02:11:37,395 - mmaction - INFO - Epoch [29][160/396] lr: 2.912e-01, eta: 1 day, 20:49:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3680, top5_acc: 0.6471, loss_cls: 2.6682, loss: 2.6682, grad_norm: 1.2358, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3356, loss/aux0: 2.3356 2020-10-19 02:11:38,340 - mmaction - INFO - Epoch [29][160/396] lr: 2.912e-01, eta: 1 day, 20:52:20, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.3680, top5_acc: 0.6471, loss_cls: 2.6682, loss: 2.6682, grad_norm: 1.2326, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3436, loss/aux0: 2.3436 2020-10-19 02:12:14,754 - mmaction - INFO - Epoch [29][180/396] lr: 2.912e-01, eta: 1 day, 20:49:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6380, loss_cls: 2.7040, loss: 2.7040, grad_norm: 1.2161, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2596, loss/aux0: 2.2596 2020-10-19 02:12:15,679 - mmaction - INFO - Epoch [29][180/396] lr: 2.912e-01, eta: 1 day, 20:51:57, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6380, loss_cls: 2.7040, loss: 2.7040, grad_norm: 1.2148, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2587, loss/aux0: 2.2587 2020-10-19 02:12:52,186 - mmaction - INFO - Epoch [29][200/396] lr: 2.912e-01, eta: 1 day, 20:49:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6461, loss_cls: 2.6514, loss: 2.6514, grad_norm: 1.2369, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.3085, loss/aux0: 2.3085 2020-10-19 02:12:53,113 - mmaction - INFO - Epoch [29][200/396] lr: 2.912e-01, eta: 1 day, 20:51:34, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6461, loss_cls: 2.6514, loss: 2.6514, grad_norm: 1.2369, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.3191, loss/aux0: 2.3191 2020-10-19 02:13:29,384 - mmaction - INFO - Epoch [29][220/396] lr: 2.912e-01, eta: 1 day, 20:48:41, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3628, top5_acc: 0.6372, loss_cls: 2.6863, loss: 2.6863, grad_norm: 1.2253, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2948, loss/aux0: 2.2948 2020-10-19 02:13:30,328 - mmaction - INFO - Epoch [29][220/396] lr: 2.912e-01, eta: 1 day, 20:51:10, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3628, top5_acc: 0.6372, loss_cls: 2.6863, loss: 2.6863, grad_norm: 1.2198, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2800, loss/aux0: 2.2800 2020-10-19 02:14:06,516 - mmaction - INFO - Epoch [29][240/396] lr: 2.912e-01, eta: 1 day, 20:48:17, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6411, loss_cls: 2.6970, loss: 2.6970, grad_norm: 1.2434, top1_acc/aux0: 0.4409, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2734, loss/aux0: 2.2734 2020-10-19 02:14:07,456 - mmaction - INFO - Epoch [29][240/396] lr: 2.912e-01, eta: 1 day, 20:50:44, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6411, loss_cls: 2.6970, loss: 2.6970, grad_norm: 1.2410, top1_acc/aux0: 0.4401, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2749, loss/aux0: 2.2749 2020-10-19 02:14:43,914 - mmaction - INFO - Epoch [29][260/396] lr: 2.912e-01, eta: 1 day, 20:47:52, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6128, loss_cls: 2.7993, loss: 2.7993, grad_norm: 1.1887, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2689, loss/aux0: 2.2689 2020-10-19 02:14:44,871 - mmaction - INFO - Epoch [29][260/396] lr: 2.912e-01, eta: 1 day, 20:50:20, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6128, loss_cls: 2.7993, loss: 2.7993, grad_norm: 1.1921, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2666, loss/aux0: 2.2666 2020-10-19 02:15:21,083 - mmaction - INFO - Epoch [29][280/396] lr: 2.912e-01, eta: 1 day, 20:47:27, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6482, loss_cls: 2.6522, loss: 2.6522, grad_norm: 1.2310, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2597, loss/aux0: 2.2597 2020-10-19 02:15:22,046 - mmaction - INFO - Epoch [29][280/396] lr: 2.912e-01, eta: 1 day, 20:49:54, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6482, loss_cls: 2.6522, loss: 2.6522, grad_norm: 1.2306, top1_acc/aux0: 0.4409, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2668, loss/aux0: 2.2668 2020-10-19 02:15:58,456 - mmaction - INFO - Epoch [29][300/396] lr: 2.912e-01, eta: 1 day, 20:47:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6383, loss_cls: 2.6877, loss: 2.6877, grad_norm: 1.2372, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2681, loss/aux0: 2.2681 2020-10-19 02:15:59,383 - mmaction - INFO - Epoch [29][300/396] lr: 2.912e-01, eta: 1 day, 20:49:29, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6383, loss_cls: 2.6877, loss: 2.6877, grad_norm: 1.2381, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2684, loss/aux0: 2.2684 2020-10-19 02:16:35,899 - mmaction - INFO - Epoch [29][320/396] lr: 2.912e-01, eta: 1 day, 20:46:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6302, loss_cls: 2.7266, loss: 2.7266, grad_norm: 1.2170, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.3181, loss/aux0: 2.3181 2020-10-19 02:16:36,826 - mmaction - INFO - Epoch [29][320/396] lr: 2.912e-01, eta: 1 day, 20:49:05, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6302, loss_cls: 2.7266, loss: 2.7266, grad_norm: 1.2219, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7138, loss_cls/aux0: 2.3311, loss/aux0: 2.3311 2020-10-19 02:17:13,429 - mmaction - INFO - Epoch [29][340/396] lr: 2.912e-01, eta: 1 day, 20:46:14, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6451, loss_cls: 2.6945, loss: 2.6945, grad_norm: 1.2442, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2683, loss/aux0: 2.2683 2020-10-19 02:17:14,389 - mmaction - INFO - Epoch [29][340/396] lr: 2.912e-01, eta: 1 day, 20:48:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6451, loss_cls: 2.6945, loss: 2.6945, grad_norm: 1.2414, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2603, loss/aux0: 2.2603 2020-10-19 02:17:50,507 - mmaction - INFO - Epoch [29][360/396] lr: 2.912e-01, eta: 1 day, 20:45:49, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6315, loss_cls: 2.7035, loss: 2.7035, grad_norm: 1.2032, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2737, loss/aux0: 2.2737 2020-10-19 02:17:51,479 - mmaction - INFO - Epoch [29][360/396] lr: 2.912e-01, eta: 1 day, 20:48:15, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6315, loss_cls: 2.7035, loss: 2.7035, grad_norm: 1.2004, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2701, loss/aux0: 2.2701 2020-10-19 02:18:28,178 - mmaction - INFO - Epoch [29][380/396] lr: 2.912e-01, eta: 1 day, 20:45:24, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3531, top5_acc: 0.6328, loss_cls: 2.7376, loss: 2.7376, grad_norm: 1.1986, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2671, loss/aux0: 2.2671 2020-10-19 02:18:29,122 - mmaction - INFO - Epoch [29][380/396] lr: 2.912e-01, eta: 1 day, 20:47:50, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3531, top5_acc: 0.6328, loss_cls: 2.7376, loss: 2.7376, grad_norm: 1.1992, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2722, loss/aux0: 2.2722 2020-10-19 02:23:06,420 - mmaction - INFO - Epoch [30][20/396] lr: 2.906e-01, eta: 1 day, 20:40:45, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6424, loss_cls: 2.6969, loss: 2.6969, grad_norm: 1.2123, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.3041, loss/aux0: 2.3041 2020-10-19 02:23:07,354 - mmaction - INFO - Epoch [30][20/396] lr: 2.906e-01, eta: 1 day, 20:43:10, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6424, loss_cls: 2.6969, loss: 2.6969, grad_norm: 1.2164, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7190, loss_cls/aux0: 2.3005, loss/aux0: 2.3005 2020-10-19 02:23:43,418 - mmaction - INFO - Epoch [30][40/396] lr: 2.906e-01, eta: 1 day, 20:40:18, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6477, loss_cls: 2.6603, loss: 2.6603, grad_norm: 1.2197, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.2740, loss/aux0: 2.2740 2020-10-19 02:23:44,335 - mmaction - INFO - Epoch [30][40/396] lr: 2.906e-01, eta: 1 day, 20:42:42, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6477, loss_cls: 2.6603, loss: 2.6603, grad_norm: 1.2159, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.2727, loss/aux0: 2.2727 2020-10-19 02:24:20,833 - mmaction - INFO - Epoch [30][60/396] lr: 2.906e-01, eta: 1 day, 20:39:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6432, loss_cls: 2.6726, loss: 2.6726, grad_norm: 1.2343, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7133, loss_cls/aux0: 2.3319, loss/aux0: 2.3319 2020-10-19 02:24:21,757 - mmaction - INFO - Epoch [30][60/396] lr: 2.906e-01, eta: 1 day, 20:42:20, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6432, loss_cls: 2.6726, loss: 2.6726, grad_norm: 1.2226, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3312, loss/aux0: 2.3312 2020-10-19 02:24:58,257 - mmaction - INFO - Epoch [30][80/396] lr: 2.906e-01, eta: 1 day, 20:39:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6411, loss_cls: 2.6644, loss: 2.6644, grad_norm: 1.2308, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2785, loss/aux0: 2.2785 2020-10-19 02:24:59,198 - mmaction - INFO - Epoch [30][80/396] lr: 2.906e-01, eta: 1 day, 20:41:57, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6411, loss_cls: 2.6644, loss: 2.6644, grad_norm: 1.2327, top1_acc/aux0: 0.4518, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2786, loss/aux0: 2.2786 2020-10-19 02:25:35,631 - mmaction - INFO - Epoch [30][100/396] lr: 2.906e-01, eta: 1 day, 20:39:08, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6547, loss_cls: 2.6232, loss: 2.6232, grad_norm: 1.2239, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.1871, loss/aux0: 2.1871 2020-10-19 02:25:36,565 - mmaction - INFO - Epoch [30][100/396] lr: 2.906e-01, eta: 1 day, 20:41:32, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6547, loss_cls: 2.6232, loss: 2.6232, grad_norm: 1.2165, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.1849, loss/aux0: 2.1849 2020-10-19 02:26:12,987 - mmaction - INFO - Epoch [30][120/396] lr: 2.906e-01, eta: 1 day, 20:38:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3688, top5_acc: 0.6570, loss_cls: 2.6437, loss: 2.6437, grad_norm: 1.2535, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2509, loss/aux0: 2.2509 2020-10-19 02:26:13,910 - mmaction - INFO - Epoch [30][120/396] lr: 2.906e-01, eta: 1 day, 20:41:08, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3688, top5_acc: 0.6570, loss_cls: 2.6437, loss: 2.6437, grad_norm: 1.2473, top1_acc/aux0: 0.4453, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2586, loss/aux0: 2.2586 2020-10-19 02:26:50,257 - mmaction - INFO - Epoch [30][140/396] lr: 2.906e-01, eta: 1 day, 20:38:18, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6370, loss_cls: 2.6883, loss: 2.6883, grad_norm: 1.1923, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2549, loss/aux0: 2.2549 2020-10-19 02:26:51,209 - mmaction - INFO - Epoch [30][140/396] lr: 2.906e-01, eta: 1 day, 20:40:41, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6370, loss_cls: 2.6883, loss: 2.6883, grad_norm: 1.1977, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2697, loss/aux0: 2.2697 2020-10-19 02:27:27,462 - mmaction - INFO - Epoch [30][160/396] lr: 2.906e-01, eta: 1 day, 20:37:53, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3576, top5_acc: 0.6305, loss_cls: 2.7242, loss: 2.7242, grad_norm: 1.2077, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2392, loss/aux0: 2.2392 2020-10-19 02:27:28,405 - mmaction - INFO - Epoch [30][160/396] lr: 2.906e-01, eta: 1 day, 20:40:16, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3576, top5_acc: 0.6305, loss_cls: 2.7242, loss: 2.7242, grad_norm: 1.2086, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2215, loss/aux0: 2.2215 2020-10-19 02:28:04,845 - mmaction - INFO - Epoch [30][180/396] lr: 2.906e-01, eta: 1 day, 20:37:27, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3581, top5_acc: 0.6510, loss_cls: 2.6591, loss: 2.6591, grad_norm: 1.2401, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2707, loss/aux0: 2.2707 2020-10-19 02:28:05,784 - mmaction - INFO - Epoch [30][180/396] lr: 2.906e-01, eta: 1 day, 20:39:50, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3581, top5_acc: 0.6510, loss_cls: 2.6591, loss: 2.6591, grad_norm: 1.2390, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2667, loss/aux0: 2.2667 2020-10-19 02:28:42,047 - mmaction - INFO - Epoch [30][200/396] lr: 2.906e-01, eta: 1 day, 20:37:02, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6409, loss_cls: 2.6846, loss: 2.6846, grad_norm: 1.2185, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2188, loss/aux0: 2.2188 2020-10-19 02:28:42,986 - mmaction - INFO - Epoch [30][200/396] lr: 2.906e-01, eta: 1 day, 20:39:25, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6409, loss_cls: 2.6846, loss: 2.6846, grad_norm: 1.2212, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2268, loss/aux0: 2.2268 2020-10-19 02:29:19,277 - mmaction - INFO - Epoch [30][220/396] lr: 2.906e-01, eta: 1 day, 20:36:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6378, loss_cls: 2.6810, loss: 2.6810, grad_norm: 1.2339, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2930, loss/aux0: 2.2930 2020-10-19 02:29:20,213 - mmaction - INFO - Epoch [30][220/396] lr: 2.906e-01, eta: 1 day, 20:39:01, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6378, loss_cls: 2.6810, loss: 2.6810, grad_norm: 1.2352, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2807, loss/aux0: 2.2807 2020-10-19 02:29:56,590 - mmaction - INFO - Epoch [30][240/396] lr: 2.906e-01, eta: 1 day, 20:36:13, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6313, loss_cls: 2.7039, loss: 2.7039, grad_norm: 1.2318, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2361, loss/aux0: 2.2361 2020-10-19 02:29:57,518 - mmaction - INFO - Epoch [30][240/396] lr: 2.906e-01, eta: 1 day, 20:38:35, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6313, loss_cls: 2.7039, loss: 2.7039, grad_norm: 1.2290, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2455, loss/aux0: 2.2455 2020-10-19 02:30:33,943 - mmaction - INFO - Epoch [30][260/396] lr: 2.906e-01, eta: 1 day, 20:35:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6490, loss_cls: 2.6446, loss: 2.6446, grad_norm: 1.2111, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2732, loss/aux0: 2.2732 2020-10-19 02:30:34,875 - mmaction - INFO - Epoch [30][260/396] lr: 2.906e-01, eta: 1 day, 20:38:12, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6490, loss_cls: 2.6446, loss: 2.6446, grad_norm: 1.2123, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2716, loss/aux0: 2.2716 2020-10-19 02:31:11,135 - mmaction - INFO - Epoch [30][280/396] lr: 2.906e-01, eta: 1 day, 20:35:25, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6388, loss_cls: 2.7007, loss: 2.7007, grad_norm: 1.2130, top1_acc/aux0: 0.4451, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2729, loss/aux0: 2.2729 2020-10-19 02:31:12,057 - mmaction - INFO - Epoch [30][280/396] lr: 2.906e-01, eta: 1 day, 20:37:46, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6388, loss_cls: 2.7007, loss: 2.7007, grad_norm: 1.2118, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2761, loss/aux0: 2.2761 2020-10-19 02:31:48,287 - mmaction - INFO - Epoch [30][300/396] lr: 2.906e-01, eta: 1 day, 20:34:59, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6438, loss_cls: 2.6898, loss: 2.6898, grad_norm: 1.2315, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2705, loss/aux0: 2.2705 2020-10-19 02:31:49,221 - mmaction - INFO - Epoch [30][300/396] lr: 2.906e-01, eta: 1 day, 20:37:20, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6438, loss_cls: 2.6898, loss: 2.6898, grad_norm: 1.2277, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2767, loss/aux0: 2.2767 2020-10-19 02:32:25,554 - mmaction - INFO - Epoch [30][320/396] lr: 2.906e-01, eta: 1 day, 20:34:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6500, loss_cls: 2.5947, loss: 2.5947, grad_norm: 1.2049, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2482, loss/aux0: 2.2482 2020-10-19 02:32:26,480 - mmaction - INFO - Epoch [30][320/396] lr: 2.906e-01, eta: 1 day, 20:36:55, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6500, loss_cls: 2.5947, loss: 2.5947, grad_norm: 1.2114, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2407, loss/aux0: 2.2407 2020-10-19 02:33:02,622 - mmaction - INFO - Epoch [30][340/396] lr: 2.906e-01, eta: 1 day, 20:34:08, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6297, loss_cls: 2.7186, loss: 2.7186, grad_norm: 1.2254, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2540, loss/aux0: 2.2540 2020-10-19 02:33:03,554 - mmaction - INFO - Epoch [30][340/396] lr: 2.906e-01, eta: 1 day, 20:36:28, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6297, loss_cls: 2.7186, loss: 2.7186, grad_norm: 1.2263, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2466, loss/aux0: 2.2466 2020-10-19 02:33:40,003 - mmaction - INFO - Epoch [30][360/396] lr: 2.906e-01, eta: 1 day, 20:33:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6411, loss_cls: 2.6600, loss: 2.6600, grad_norm: 1.2269, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2477, loss/aux0: 2.2477 2020-10-19 02:33:40,931 - mmaction - INFO - Epoch [30][360/396] lr: 2.906e-01, eta: 1 day, 20:36:02, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6411, loss_cls: 2.6600, loss: 2.6600, grad_norm: 1.2326, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2481, loss/aux0: 2.2481 2020-10-19 02:34:17,063 - mmaction - INFO - Epoch [30][380/396] lr: 2.906e-01, eta: 1 day, 20:33:15, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6375, loss_cls: 2.6888, loss: 2.6888, grad_norm: 1.2291, top1_acc/aux0: 0.4443, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2385, loss/aux0: 2.2385 2020-10-19 02:34:18,008 - mmaction - INFO - Epoch [30][380/396] lr: 2.906e-01, eta: 1 day, 20:35:35, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6375, loss_cls: 2.6888, loss: 2.6888, grad_norm: 1.2285, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2523, loss/aux0: 2.2523 2020-10-19 02:38:53,789 - mmaction - INFO - Epoch [31][20/396] lr: 2.899e-01, eta: 1 day, 20:28:44, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6490, loss_cls: 2.6614, loss: 2.6614, grad_norm: 1.2363, top1_acc/aux0: 0.4501, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2492, loss/aux0: 2.2492 2020-10-19 02:38:54,719 - mmaction - INFO - Epoch [31][20/396] lr: 2.899e-01, eta: 1 day, 20:31:03, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6490, loss_cls: 2.6614, loss: 2.6614, grad_norm: 1.2339, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2531, loss/aux0: 2.2531 2020-10-19 02:39:30,866 - mmaction - INFO - Epoch [31][40/396] lr: 2.899e-01, eta: 1 day, 20:28:17, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6362, loss_cls: 2.6981, loss: 2.6981, grad_norm: 1.2106, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2737, loss/aux0: 2.2737 2020-10-19 02:39:31,797 - mmaction - INFO - Epoch [31][40/396] lr: 2.899e-01, eta: 1 day, 20:30:36, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6362, loss_cls: 2.6981, loss: 2.6981, grad_norm: 1.2105, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2782, loss/aux0: 2.2782 2020-10-19 02:40:08,156 - mmaction - INFO - Epoch [31][60/396] lr: 2.899e-01, eta: 1 day, 20:27:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3680, top5_acc: 0.6424, loss_cls: 2.6750, loss: 2.6750, grad_norm: 1.2194, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2352, loss/aux0: 2.2352 2020-10-19 02:40:09,084 - mmaction - INFO - Epoch [31][60/396] lr: 2.899e-01, eta: 1 day, 20:30:12, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3680, top5_acc: 0.6424, loss_cls: 2.6750, loss: 2.6750, grad_norm: 1.2151, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2271, loss/aux0: 2.2271 2020-10-19 02:40:45,790 - mmaction - INFO - Epoch [31][80/396] lr: 2.899e-01, eta: 1 day, 20:27:30, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6375, loss_cls: 2.6856, loss: 2.6856, grad_norm: 1.2222, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2689, loss/aux0: 2.2689 2020-10-19 02:40:46,739 - mmaction - INFO - Epoch [31][80/396] lr: 2.899e-01, eta: 1 day, 20:29:50, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6375, loss_cls: 2.6856, loss: 2.6856, grad_norm: 1.2230, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2635, loss/aux0: 2.2635 2020-10-19 02:41:22,969 - mmaction - INFO - Epoch [31][100/396] lr: 2.899e-01, eta: 1 day, 20:27:06, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6422, loss_cls: 2.6530, loss: 2.6530, grad_norm: 1.2433, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2420, loss/aux0: 2.2420 2020-10-19 02:41:23,920 - mmaction - INFO - Epoch [31][100/396] lr: 2.899e-01, eta: 1 day, 20:29:25, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6422, loss_cls: 2.6530, loss: 2.6530, grad_norm: 1.2473, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2541, loss/aux0: 2.2541 2020-10-19 02:42:00,340 - mmaction - INFO - Epoch [31][120/396] lr: 2.899e-01, eta: 1 day, 20:26:41, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6411, loss_cls: 2.6582, loss: 2.6582, grad_norm: 1.2279, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2474, loss/aux0: 2.2474 2020-10-19 02:42:01,274 - mmaction - INFO - Epoch [31][120/396] lr: 2.899e-01, eta: 1 day, 20:29:00, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6411, loss_cls: 2.6582, loss: 2.6582, grad_norm: 1.2238, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2291, loss/aux0: 2.2291 2020-10-19 02:42:37,598 - mmaction - INFO - Epoch [31][140/396] lr: 2.899e-01, eta: 1 day, 20:26:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6458, loss_cls: 2.6625, loss: 2.6625, grad_norm: 1.2411, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2680, loss/aux0: 2.2680 2020-10-19 02:42:38,579 - mmaction - INFO - Epoch [31][140/396] lr: 2.899e-01, eta: 1 day, 20:28:35, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6458, loss_cls: 2.6625, loss: 2.6625, grad_norm: 1.2438, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7138, loss_cls/aux0: 2.2913, loss/aux0: 2.2913 2020-10-19 02:43:14,893 - mmaction - INFO - Epoch [31][160/396] lr: 2.899e-01, eta: 1 day, 20:25:51, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6289, loss_cls: 2.7026, loss: 2.7026, grad_norm: 1.2318, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2392, loss/aux0: 2.2392 2020-10-19 02:43:15,829 - mmaction - INFO - Epoch [31][160/396] lr: 2.899e-01, eta: 1 day, 20:28:09, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6289, loss_cls: 2.7026, loss: 2.7026, grad_norm: 1.2278, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2147, loss/aux0: 2.2147 2020-10-19 02:43:52,141 - mmaction - INFO - Epoch [31][180/396] lr: 2.899e-01, eta: 1 day, 20:25:26, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6469, loss_cls: 2.6448, loss: 2.6448, grad_norm: 1.2157, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2020, loss/aux0: 2.2020 2020-10-19 02:43:53,088 - mmaction - INFO - Epoch [31][180/396] lr: 2.899e-01, eta: 1 day, 20:27:44, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6469, loss_cls: 2.6448, loss: 2.6448, grad_norm: 1.2150, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2106, loss/aux0: 2.2106 2020-10-19 02:44:29,444 - mmaction - INFO - Epoch [31][200/396] lr: 2.899e-01, eta: 1 day, 20:25:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6508, loss_cls: 2.6763, loss: 2.6763, grad_norm: 1.2409, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2349, loss/aux0: 2.2349 2020-10-19 02:44:30,363 - mmaction - INFO - Epoch [31][200/396] lr: 2.899e-01, eta: 1 day, 20:27:19, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6508, loss_cls: 2.6763, loss: 2.6763, grad_norm: 1.2482, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2431, loss/aux0: 2.2431 2020-10-19 02:45:07,048 - mmaction - INFO - Epoch [31][220/396] lr: 2.899e-01, eta: 1 day, 20:24:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6552, loss_cls: 2.6382, loss: 2.6382, grad_norm: 1.2282, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2277, loss/aux0: 2.2277 2020-10-19 02:45:07,977 - mmaction - INFO - Epoch [31][220/396] lr: 2.899e-01, eta: 1 day, 20:26:57, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6552, loss_cls: 2.6382, loss: 2.6382, grad_norm: 1.2237, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2180, loss/aux0: 2.2180 2020-10-19 02:45:44,223 - mmaction - INFO - Epoch [31][240/396] lr: 2.899e-01, eta: 1 day, 20:24:14, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6365, loss_cls: 2.7091, loss: 2.7091, grad_norm: 1.2560, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2696, loss/aux0: 2.2696 2020-10-19 02:45:45,164 - mmaction - INFO - Epoch [31][240/396] lr: 2.899e-01, eta: 1 day, 20:26:31, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6365, loss_cls: 2.7091, loss: 2.7091, grad_norm: 1.2527, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2810, loss/aux0: 2.2810 2020-10-19 02:46:21,492 - mmaction - INFO - Epoch [31][260/396] lr: 2.899e-01, eta: 1 day, 20:23:48, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6346, loss_cls: 2.6877, loss: 2.6877, grad_norm: 1.2025, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2365, loss/aux0: 2.2365 2020-10-19 02:46:22,428 - mmaction - INFO - Epoch [31][260/396] lr: 2.899e-01, eta: 1 day, 20:26:05, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6346, loss_cls: 2.6877, loss: 2.6877, grad_norm: 1.2014, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2296, loss/aux0: 2.2296 2020-10-19 02:46:58,882 - mmaction - INFO - Epoch [31][280/396] lr: 2.899e-01, eta: 1 day, 20:23:22, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6414, loss_cls: 2.7024, loss: 2.7024, grad_norm: 1.2140, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.2093, loss/aux0: 2.2093 2020-10-19 02:46:59,805 - mmaction - INFO - Epoch [31][280/396] lr: 2.899e-01, eta: 1 day, 20:25:39, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6414, loss_cls: 2.7024, loss: 2.7024, grad_norm: 1.2199, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.2032, loss/aux0: 2.2032 2020-10-19 02:47:36,189 - mmaction - INFO - Epoch [31][300/396] lr: 2.899e-01, eta: 1 day, 20:22:56, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6409, loss_cls: 2.7106, loss: 2.7106, grad_norm: 1.2195, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.2844, loss/aux0: 2.2844 2020-10-19 02:47:37,107 - mmaction - INFO - Epoch [31][300/396] lr: 2.899e-01, eta: 1 day, 20:25:12, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6409, loss_cls: 2.7106, loss: 2.7106, grad_norm: 1.2119, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.2855, loss/aux0: 2.2855 2020-10-19 02:48:13,339 - mmaction - INFO - Epoch [31][320/396] lr: 2.899e-01, eta: 1 day, 20:22:30, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6503, loss_cls: 2.6547, loss: 2.6547, grad_norm: 1.2489, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.2483, loss/aux0: 2.2483 2020-10-19 02:48:14,289 - mmaction - INFO - Epoch [31][320/396] lr: 2.899e-01, eta: 1 day, 20:24:47, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6503, loss_cls: 2.6547, loss: 2.6547, grad_norm: 1.2507, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2509, loss/aux0: 2.2509 2020-10-19 02:48:50,838 - mmaction - INFO - Epoch [31][340/396] lr: 2.899e-01, eta: 1 day, 20:22:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6430, loss_cls: 2.6797, loss: 2.6797, grad_norm: 1.2269, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.3024, loss/aux0: 2.3024 2020-10-19 02:48:51,779 - mmaction - INFO - Epoch [31][340/396] lr: 2.899e-01, eta: 1 day, 20:24:23, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6430, loss_cls: 2.6797, loss: 2.6797, grad_norm: 1.2211, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.3007, loss/aux0: 2.3007 2020-10-19 02:49:28,163 - mmaction - INFO - Epoch [31][360/396] lr: 2.899e-01, eta: 1 day, 20:21:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6427, loss_cls: 2.6747, loss: 2.6747, grad_norm: 1.2209, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2564, loss/aux0: 2.2564 2020-10-19 02:49:29,106 - mmaction - INFO - Epoch [31][360/396] lr: 2.899e-01, eta: 1 day, 20:23:58, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6427, loss_cls: 2.6747, loss: 2.6747, grad_norm: 1.2203, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2684, loss/aux0: 2.2684 2020-10-19 02:50:05,528 - mmaction - INFO - Epoch [31][380/396] lr: 2.899e-01, eta: 1 day, 20:21:17, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6469, loss_cls: 2.6783, loss: 2.6783, grad_norm: 1.2489, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2395, loss/aux0: 2.2395 2020-10-19 02:50:06,453 - mmaction - INFO - Epoch [31][380/396] lr: 2.899e-01, eta: 1 day, 20:23:32, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6469, loss_cls: 2.6783, loss: 2.6783, grad_norm: 1.2565, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2382, loss/aux0: 2.2382 2020-10-19 02:54:26,233 - mmaction - INFO - Epoch [32][20/396] lr: 2.893e-01, eta: 1 day, 20:16:54, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3508, top5_acc: 0.6336, loss_cls: 2.7152, loss: 2.7152, grad_norm: 1.2575, top1_acc/aux0: 0.4600, top5_acc/aux0: 0.7270, loss_cls/aux0: 2.2381, loss/aux0: 2.2381 2020-10-19 02:54:27,169 - mmaction - INFO - Epoch [32][20/396] lr: 2.893e-01, eta: 1 day, 20:19:08, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3508, top5_acc: 0.6336, loss_cls: 2.7152, loss: 2.7152, grad_norm: 1.2549, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2402, loss/aux0: 2.2402 2020-10-19 02:55:03,413 - mmaction - INFO - Epoch [32][40/396] lr: 2.893e-01, eta: 1 day, 20:16:27, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6341, loss_cls: 2.6934, loss: 2.6934, grad_norm: 1.2436, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.2961, loss/aux0: 2.2961 2020-10-19 02:55:04,362 - mmaction - INFO - Epoch [32][40/396] lr: 2.893e-01, eta: 1 day, 20:18:42, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6341, loss_cls: 2.6934, loss: 2.6934, grad_norm: 1.2418, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.2900, loss/aux0: 2.2900 2020-10-19 02:55:40,634 - mmaction - INFO - Epoch [32][60/396] lr: 2.893e-01, eta: 1 day, 20:16:01, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6497, loss_cls: 2.6240, loss: 2.6240, grad_norm: 1.2345, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2452, loss/aux0: 2.2452 2020-10-19 02:55:41,566 - mmaction - INFO - Epoch [32][60/396] lr: 2.893e-01, eta: 1 day, 20:18:15, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6497, loss_cls: 2.6240, loss: 2.6240, grad_norm: 1.2297, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2502, loss/aux0: 2.2502 2020-10-19 02:56:18,000 - mmaction - INFO - Epoch [32][80/396] lr: 2.893e-01, eta: 1 day, 20:15:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6297, loss_cls: 2.7433, loss: 2.7433, grad_norm: 1.2409, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2327, loss/aux0: 2.2327 2020-10-19 02:56:18,975 - mmaction - INFO - Epoch [32][80/396] lr: 2.893e-01, eta: 1 day, 20:17:51, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6297, loss_cls: 2.7433, loss: 2.7433, grad_norm: 1.2315, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2247, loss/aux0: 2.2247 2020-10-19 02:56:55,208 - mmaction - INFO - Epoch [32][100/396] lr: 2.893e-01, eta: 1 day, 20:15:11, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6378, loss_cls: 2.6906, loss: 2.6906, grad_norm: 1.2125, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2560, loss/aux0: 2.2560 2020-10-19 02:56:56,141 - mmaction - INFO - Epoch [32][100/396] lr: 2.893e-01, eta: 1 day, 20:17:26, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6378, loss_cls: 2.6906, loss: 2.6906, grad_norm: 1.2107, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2557, loss/aux0: 2.2557 2020-10-19 02:57:32,422 - mmaction - INFO - Epoch [32][120/396] lr: 2.893e-01, eta: 1 day, 20:14:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6490, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.2308, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1645, loss/aux0: 2.1645 2020-10-19 02:57:33,360 - mmaction - INFO - Epoch [32][120/396] lr: 2.893e-01, eta: 1 day, 20:17:01, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6490, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.2378, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1663, loss/aux0: 2.1663 2020-10-19 02:58:09,562 - mmaction - INFO - Epoch [32][140/396] lr: 2.893e-01, eta: 1 day, 20:14:21, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6422, loss_cls: 2.6806, loss: 2.6806, grad_norm: 1.2314, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2437, loss/aux0: 2.2437 2020-10-19 02:58:10,499 - mmaction - INFO - Epoch [32][140/396] lr: 2.893e-01, eta: 1 day, 20:16:34, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6422, loss_cls: 2.6806, loss: 2.6806, grad_norm: 1.2320, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2482, loss/aux0: 2.2482 2020-10-19 02:58:46,689 - mmaction - INFO - Epoch [32][160/396] lr: 2.893e-01, eta: 1 day, 20:13:55, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6492, loss_cls: 2.6498, loss: 2.6498, grad_norm: 1.2371, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2305, loss/aux0: 2.2305 2020-10-19 02:58:47,631 - mmaction - INFO - Epoch [32][160/396] lr: 2.893e-01, eta: 1 day, 20:16:08, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6492, loss_cls: 2.6498, loss: 2.6498, grad_norm: 1.2393, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2238, loss/aux0: 2.2238 2020-10-19 02:59:24,028 - mmaction - INFO - Epoch [32][180/396] lr: 2.893e-01, eta: 1 day, 20:13:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6448, loss_cls: 2.6662, loss: 2.6662, grad_norm: 1.2301, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7187, loss_cls/aux0: 2.2872, loss/aux0: 2.2872 2020-10-19 02:59:24,965 - mmaction - INFO - Epoch [32][180/396] lr: 2.893e-01, eta: 1 day, 20:15:43, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6448, loss_cls: 2.6662, loss: 2.6662, grad_norm: 1.2298, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3108, loss/aux0: 2.3108 2020-10-19 03:00:01,101 - mmaction - INFO - Epoch [32][200/396] lr: 2.893e-01, eta: 1 day, 20:13:03, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6464, loss_cls: 2.6479, loss: 2.6479, grad_norm: 1.2248, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.2156, loss/aux0: 2.2156 2020-10-19 03:00:02,045 - mmaction - INFO - Epoch [32][200/396] lr: 2.893e-01, eta: 1 day, 20:15:16, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6464, loss_cls: 2.6479, loss: 2.6479, grad_norm: 1.2277, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.2019, loss/aux0: 2.2019 2020-10-19 03:00:42,994 - mmaction - INFO - Epoch [32][220/396] lr: 2.893e-01, eta: 1 day, 20:12:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6245, loss_cls: 2.7397, loss: 2.7397, grad_norm: 1.2399, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2309, loss/aux0: 2.2309 2020-10-19 03:00:43,996 - mmaction - INFO - Epoch [32][220/396] lr: 2.893e-01, eta: 1 day, 20:14:51, time: 0.938, data_time: 0.007, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6245, loss_cls: 2.7397, loss: 2.7397, grad_norm: 1.2466, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2421, loss/aux0: 2.2421 2020-10-19 03:01:20,385 - mmaction - INFO - Epoch [32][240/396] lr: 2.893e-01, eta: 1 day, 20:12:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6453, loss_cls: 2.6549, loss: 2.6549, grad_norm: 1.2511, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.3140, loss/aux0: 2.3140 2020-10-19 03:01:21,332 - mmaction - INFO - Epoch [32][240/396] lr: 2.893e-01, eta: 1 day, 20:14:27, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6453, loss_cls: 2.6549, loss: 2.6549, grad_norm: 1.2482, top1_acc/aux0: 0.4451, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.3045, loss/aux0: 2.3045 2020-10-19 03:01:57,460 - mmaction - INFO - Epoch [32][260/396] lr: 2.893e-01, eta: 1 day, 20:11:48, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6568, loss_cls: 2.5899, loss: 2.5899, grad_norm: 1.2149, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2274, loss/aux0: 2.2274 2020-10-19 03:01:58,431 - mmaction - INFO - Epoch [32][260/396] lr: 2.893e-01, eta: 1 day, 20:13:59, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6568, loss_cls: 2.5899, loss: 2.5899, grad_norm: 1.2148, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2242, loss/aux0: 2.2242 2020-10-19 03:02:34,742 - mmaction - INFO - Epoch [32][280/396] lr: 2.893e-01, eta: 1 day, 20:11:21, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6370, loss_cls: 2.6917, loss: 2.6917, grad_norm: 1.2284, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2506, loss/aux0: 2.2506 2020-10-19 03:02:35,680 - mmaction - INFO - Epoch [32][280/396] lr: 2.893e-01, eta: 1 day, 20:13:33, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6370, loss_cls: 2.6917, loss: 2.6917, grad_norm: 1.2296, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2580, loss/aux0: 2.2580 2020-10-19 03:03:11,900 - mmaction - INFO - Epoch [32][300/396] lr: 2.893e-01, eta: 1 day, 20:10:56, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3667, top5_acc: 0.6352, loss_cls: 2.6998, loss: 2.6998, grad_norm: 1.2156, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2644, loss/aux0: 2.2644 2020-10-19 03:03:12,837 - mmaction - INFO - Epoch [32][300/396] lr: 2.893e-01, eta: 1 day, 20:13:07, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3667, top5_acc: 0.6352, loss_cls: 2.6998, loss: 2.6998, grad_norm: 1.2181, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2528, loss/aux0: 2.2528 2020-10-19 03:03:49,102 - mmaction - INFO - Epoch [32][320/396] lr: 2.893e-01, eta: 1 day, 20:10:29, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6378, loss_cls: 2.6815, loss: 2.6815, grad_norm: 1.2443, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2643, loss/aux0: 2.2643 2020-10-19 03:03:50,039 - mmaction - INFO - Epoch [32][320/396] lr: 2.893e-01, eta: 1 day, 20:12:40, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6378, loss_cls: 2.6815, loss: 2.6815, grad_norm: 1.2393, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2768, loss/aux0: 2.2768 2020-10-19 03:04:26,281 - mmaction - INFO - Epoch [32][340/396] lr: 2.893e-01, eta: 1 day, 20:10:02, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6471, loss_cls: 2.6532, loss: 2.6532, grad_norm: 1.2417, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2864, loss/aux0: 2.2864 2020-10-19 03:04:27,204 - mmaction - INFO - Epoch [32][340/396] lr: 2.893e-01, eta: 1 day, 20:12:13, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6471, loss_cls: 2.6532, loss: 2.6532, grad_norm: 1.2491, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2828, loss/aux0: 2.2828 2020-10-19 03:05:03,500 - mmaction - INFO - Epoch [32][360/396] lr: 2.893e-01, eta: 1 day, 20:09:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6487, loss_cls: 2.6784, loss: 2.6784, grad_norm: 1.2362, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2463, loss/aux0: 2.2463 2020-10-19 03:05:04,447 - mmaction - INFO - Epoch [32][360/396] lr: 2.893e-01, eta: 1 day, 20:11:47, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6487, loss_cls: 2.6784, loss: 2.6784, grad_norm: 1.2444, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2632, loss/aux0: 2.2632 2020-10-19 03:05:40,703 - mmaction - INFO - Epoch [32][380/396] lr: 2.893e-01, eta: 1 day, 20:09:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3688, top5_acc: 0.6448, loss_cls: 2.6657, loss: 2.6657, grad_norm: 1.2323, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7188, loss_cls/aux0: 2.3088, loss/aux0: 2.3088 2020-10-19 03:05:41,651 - mmaction - INFO - Epoch [32][380/396] lr: 2.893e-01, eta: 1 day, 20:11:21, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3688, top5_acc: 0.6448, loss_cls: 2.6657, loss: 2.6657, grad_norm: 1.2327, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2903, loss/aux0: 2.2903 2020-10-19 03:06:16,106 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-19 03:08:06,945 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 03:08:07,056 - mmaction - INFO - top1_acc 0.4733 top5_acc 0.7549 2020-10-19 03:08:07,056 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 03:08:07,071 - mmaction - INFO - mean_acc 0.4729 2020-10-19 03:08:07,071 - mmaction - INFO - Now best checkpoint is epoch_32.pth 2020-10-19 03:08:07,131 - mmaction - INFO - Epoch(val) [32][396] top1_acc: 0.4733, top5_acc: 0.7549, mean_class_accuracy: 0.4729 2020-10-19 03:11:58,197 - mmaction - INFO - Epoch [33][20/396] lr: 2.886e-01, eta: 1 day, 20:04:55, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6620, loss_cls: 2.6220, loss: 2.6220, grad_norm: 1.2383, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2133, loss/aux0: 2.2133 2020-10-19 03:11:59,146 - mmaction - INFO - Epoch [33][20/396] lr: 2.886e-01, eta: 1 day, 20:07:04, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6620, loss_cls: 2.6220, loss: 2.6220, grad_norm: 1.2394, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2130, loss/aux0: 2.2130 2020-10-19 03:12:35,249 - mmaction - INFO - Epoch [33][40/396] lr: 2.886e-01, eta: 1 day, 20:04:28, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3661, top5_acc: 0.6487, loss_cls: 2.6402, loss: 2.6402, grad_norm: 1.2234, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1450, loss/aux0: 2.1450 2020-10-19 03:12:36,178 - mmaction - INFO - Epoch [33][40/396] lr: 2.886e-01, eta: 1 day, 20:06:38, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3661, top5_acc: 0.6487, loss_cls: 2.6402, loss: 2.6402, grad_norm: 1.2272, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1471, loss/aux0: 2.1471 2020-10-19 03:13:12,531 - mmaction - INFO - Epoch [33][60/396] lr: 2.886e-01, eta: 1 day, 20:04:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6555, loss_cls: 2.6598, loss: 2.6598, grad_norm: 1.2425, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2196, loss/aux0: 2.2196 2020-10-19 03:13:13,452 - mmaction - INFO - Epoch [33][60/396] lr: 2.886e-01, eta: 1 day, 20:06:11, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6555, loss_cls: 2.6598, loss: 2.6598, grad_norm: 1.2409, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2190, loss/aux0: 2.2190 2020-10-19 03:13:49,684 - mmaction - INFO - Epoch [33][80/396] lr: 2.886e-01, eta: 1 day, 20:03:34, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6474, loss_cls: 2.6728, loss: 2.6728, grad_norm: 1.2135, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2587, loss/aux0: 2.2587 2020-10-19 03:13:50,645 - mmaction - INFO - Epoch [33][80/396] lr: 2.886e-01, eta: 1 day, 20:05:43, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6474, loss_cls: 2.6728, loss: 2.6728, grad_norm: 1.2159, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2587, loss/aux0: 2.2587 2020-10-19 03:14:27,069 - mmaction - INFO - Epoch [33][100/396] lr: 2.886e-01, eta: 1 day, 20:03:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6620, loss_cls: 2.5933, loss: 2.5933, grad_norm: 1.2410, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2403, loss/aux0: 2.2403 2020-10-19 03:14:28,011 - mmaction - INFO - Epoch [33][100/396] lr: 2.886e-01, eta: 1 day, 20:05:19, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6620, loss_cls: 2.5933, loss: 2.5933, grad_norm: 1.2387, top1_acc/aux0: 0.4565, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2332, loss/aux0: 2.2332 2020-10-19 03:15:04,462 - mmaction - INFO - Epoch [33][120/396] lr: 2.886e-01, eta: 1 day, 20:02:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6500, loss_cls: 2.6573, loss: 2.6573, grad_norm: 1.2321, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.2256, loss/aux0: 2.2256 2020-10-19 03:15:05,386 - mmaction - INFO - Epoch [33][120/396] lr: 2.886e-01, eta: 1 day, 20:04:54, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6500, loss_cls: 2.6573, loss: 2.6573, grad_norm: 1.2299, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2338, loss/aux0: 2.2338 2020-10-19 03:15:41,722 - mmaction - INFO - Epoch [33][140/396] lr: 2.886e-01, eta: 1 day, 20:02:19, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6510, loss_cls: 2.6732, loss: 2.6732, grad_norm: 1.2760, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2385, loss/aux0: 2.2385 2020-10-19 03:15:42,637 - mmaction - INFO - Epoch [33][140/396] lr: 2.886e-01, eta: 1 day, 20:04:28, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6510, loss_cls: 2.6732, loss: 2.6732, grad_norm: 1.2727, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2481, loss/aux0: 2.2481 2020-10-19 03:16:19,009 - mmaction - INFO - Epoch [33][160/396] lr: 2.886e-01, eta: 1 day, 20:01:54, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6461, loss_cls: 2.6382, loss: 2.6382, grad_norm: 1.2271, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.2759, loss/aux0: 2.2759 2020-10-19 03:16:19,961 - mmaction - INFO - Epoch [33][160/396] lr: 2.886e-01, eta: 1 day, 20:04:03, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6461, loss_cls: 2.6382, loss: 2.6382, grad_norm: 1.2303, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2690, loss/aux0: 2.2690 2020-10-19 03:16:56,183 - mmaction - INFO - Epoch [33][180/396] lr: 2.886e-01, eta: 1 day, 20:01:28, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6536, loss_cls: 2.6146, loss: 2.6146, grad_norm: 1.2380, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2063, loss/aux0: 2.2063 2020-10-19 03:16:57,123 - mmaction - INFO - Epoch [33][180/396] lr: 2.886e-01, eta: 1 day, 20:03:36, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6536, loss_cls: 2.6146, loss: 2.6146, grad_norm: 1.2345, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.1952, loss/aux0: 2.1952 2020-10-19 03:17:33,544 - mmaction - INFO - Epoch [33][200/396] lr: 2.886e-01, eta: 1 day, 20:01:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6414, loss_cls: 2.6696, loss: 2.6696, grad_norm: 1.2589, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2060, loss/aux0: 2.2060 2020-10-19 03:17:34,476 - mmaction - INFO - Epoch [33][200/396] lr: 2.886e-01, eta: 1 day, 20:03:11, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6414, loss_cls: 2.6696, loss: 2.6696, grad_norm: 1.2549, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2264, loss/aux0: 2.2264 2020-10-19 03:18:10,779 - mmaction - INFO - Epoch [33][220/396] lr: 2.886e-01, eta: 1 day, 20:00:37, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6417, loss_cls: 2.6682, loss: 2.6682, grad_norm: 1.2398, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2816, loss/aux0: 2.2816 2020-10-19 03:18:11,713 - mmaction - INFO - Epoch [33][220/396] lr: 2.886e-01, eta: 1 day, 20:02:44, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6417, loss_cls: 2.6682, loss: 2.6682, grad_norm: 1.2439, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2706, loss/aux0: 2.2706 2020-10-19 03:18:48,116 - mmaction - INFO - Epoch [33][240/396] lr: 2.886e-01, eta: 1 day, 20:00:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6437, loss_cls: 2.6806, loss: 2.6806, grad_norm: 1.2492, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2754, loss/aux0: 2.2754 2020-10-19 03:18:49,058 - mmaction - INFO - Epoch [33][240/396] lr: 2.886e-01, eta: 1 day, 20:02:20, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6437, loss_cls: 2.6806, loss: 2.6806, grad_norm: 1.2463, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2668, loss/aux0: 2.2668 2020-10-19 03:19:25,335 - mmaction - INFO - Epoch [33][260/396] lr: 2.886e-01, eta: 1 day, 19:59:46, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6424, loss_cls: 2.6580, loss: 2.6580, grad_norm: 1.2293, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2251, loss/aux0: 2.2251 2020-10-19 03:19:26,272 - mmaction - INFO - Epoch [33][260/396] lr: 2.886e-01, eta: 1 day, 20:01:53, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6424, loss_cls: 2.6580, loss: 2.6580, grad_norm: 1.2323, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2290, loss/aux0: 2.2290 2020-10-19 03:20:02,756 - mmaction - INFO - Epoch [33][280/396] lr: 2.886e-01, eta: 1 day, 19:59:22, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3628, top5_acc: 0.6344, loss_cls: 2.7395, loss: 2.7395, grad_norm: 1.2373, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2087, loss/aux0: 2.2087 2020-10-19 03:20:03,710 - mmaction - INFO - Epoch [33][280/396] lr: 2.886e-01, eta: 1 day, 20:01:31, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3628, top5_acc: 0.6344, loss_cls: 2.7395, loss: 2.7395, grad_norm: 1.2370, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2176, loss/aux0: 2.2176 2020-10-19 03:20:40,502 - mmaction - INFO - Epoch [33][300/396] lr: 2.886e-01, eta: 1 day, 19:58:59, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6497, loss_cls: 2.6786, loss: 2.6786, grad_norm: 1.2612, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2481, loss/aux0: 2.2481 2020-10-19 03:20:41,440 - mmaction - INFO - Epoch [33][300/396] lr: 2.886e-01, eta: 1 day, 20:01:07, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6497, loss_cls: 2.6786, loss: 2.6786, grad_norm: 1.2565, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2468, loss/aux0: 2.2468 2020-10-19 03:21:17,908 - mmaction - INFO - Epoch [33][320/396] lr: 2.886e-01, eta: 1 day, 19:58:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6365, loss_cls: 2.6927, loss: 2.6927, grad_norm: 1.2405, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7143, loss_cls/aux0: 2.2988, loss/aux0: 2.2988 2020-10-19 03:21:18,850 - mmaction - INFO - Epoch [33][320/396] lr: 2.886e-01, eta: 1 day, 20:00:41, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6365, loss_cls: 2.6927, loss: 2.6927, grad_norm: 1.2360, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2792, loss/aux0: 2.2792 2020-10-19 03:21:55,167 - mmaction - INFO - Epoch [33][340/396] lr: 2.886e-01, eta: 1 day, 19:58:08, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6500, loss_cls: 2.6267, loss: 2.6267, grad_norm: 1.2339, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2236, loss/aux0: 2.2236 2020-10-19 03:21:56,096 - mmaction - INFO - Epoch [33][340/396] lr: 2.886e-01, eta: 1 day, 20:00:15, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6500, loss_cls: 2.6267, loss: 2.6267, grad_norm: 1.2321, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2292, loss/aux0: 2.2292 2020-10-19 03:22:32,561 - mmaction - INFO - Epoch [33][360/396] lr: 2.886e-01, eta: 1 day, 19:57:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6393, loss_cls: 2.6512, loss: 2.6512, grad_norm: 1.2360, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2327, loss/aux0: 2.2327 2020-10-19 03:22:33,517 - mmaction - INFO - Epoch [33][360/396] lr: 2.886e-01, eta: 1 day, 19:59:49, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6393, loss_cls: 2.6512, loss: 2.6512, grad_norm: 1.2380, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2348, loss/aux0: 2.2348 2020-10-19 03:23:09,903 - mmaction - INFO - Epoch [33][380/396] lr: 2.886e-01, eta: 1 day, 19:57:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6448, loss_cls: 2.6411, loss: 2.6411, grad_norm: 1.2396, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1932, loss/aux0: 2.1932 2020-10-19 03:23:10,864 - mmaction - INFO - Epoch [33][380/396] lr: 2.886e-01, eta: 1 day, 19:59:24, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6448, loss_cls: 2.6411, loss: 2.6411, grad_norm: 1.2352, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.2056, loss/aux0: 2.2056 2020-10-19 03:27:48,180 - mmaction - INFO - Epoch [34][20/396] lr: 2.879e-01, eta: 1 day, 19:53:07, time: 0.915, data_time: 0.000, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6440, loss_cls: 2.6654, loss: 2.6654, grad_norm: 1.2290, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1608, loss/aux0: 2.1608 2020-10-19 03:27:49,121 - mmaction - INFO - Epoch [34][20/396] lr: 2.879e-01, eta: 1 day, 19:55:11, time: 0.917, data_time: 0.002, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6440, loss_cls: 2.6654, loss: 2.6654, grad_norm: 1.2194, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1559, loss/aux0: 2.1559 2020-10-19 03:28:25,421 - mmaction - INFO - Epoch [34][40/396] lr: 2.879e-01, eta: 1 day, 19:52:39, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6440, loss_cls: 2.6525, loss: 2.6525, grad_norm: 1.2351, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.1982, loss/aux0: 2.1982 2020-10-19 03:28:26,352 - mmaction - INFO - Epoch [34][40/396] lr: 2.879e-01, eta: 1 day, 19:54:44, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6440, loss_cls: 2.6525, loss: 2.6525, grad_norm: 1.2300, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.1960, loss/aux0: 2.1960 2020-10-19 03:29:02,618 - mmaction - INFO - Epoch [34][60/396] lr: 2.879e-01, eta: 1 day, 19:52:13, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6479, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.2320, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2502, loss/aux0: 2.2502 2020-10-19 03:29:03,569 - mmaction - INFO - Epoch [34][60/396] lr: 2.879e-01, eta: 1 day, 19:54:18, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6479, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.2312, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2412, loss/aux0: 2.2412 2020-10-19 03:29:39,973 - mmaction - INFO - Epoch [34][80/396] lr: 2.879e-01, eta: 1 day, 19:51:47, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6487, loss_cls: 2.6639, loss: 2.6639, grad_norm: 1.1925, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2280, loss/aux0: 2.2280 2020-10-19 03:29:40,911 - mmaction - INFO - Epoch [34][80/396] lr: 2.879e-01, eta: 1 day, 19:53:51, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6487, loss_cls: 2.6639, loss: 2.6639, grad_norm: 1.1963, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.2634, loss/aux0: 2.2634 2020-10-19 03:30:17,304 - mmaction - INFO - Epoch [34][100/396] lr: 2.879e-01, eta: 1 day, 19:51:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6474, loss_cls: 2.6512, loss: 2.6512, grad_norm: 1.2207, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2316, loss/aux0: 2.2316 2020-10-19 03:30:18,254 - mmaction - INFO - Epoch [34][100/396] lr: 2.879e-01, eta: 1 day, 19:53:27, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6474, loss_cls: 2.6512, loss: 2.6512, grad_norm: 1.2214, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.2126, loss/aux0: 2.2126 2020-10-19 03:30:54,556 - mmaction - INFO - Epoch [34][120/396] lr: 2.879e-01, eta: 1 day, 19:50:57, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6568, loss_cls: 2.6082, loss: 2.6082, grad_norm: 1.2355, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2475, loss/aux0: 2.2475 2020-10-19 03:30:55,485 - mmaction - INFO - Epoch [34][120/396] lr: 2.879e-01, eta: 1 day, 19:53:01, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6568, loss_cls: 2.6082, loss: 2.6082, grad_norm: 1.2390, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2558, loss/aux0: 2.2558 2020-10-19 03:31:31,852 - mmaction - INFO - Epoch [34][140/396] lr: 2.879e-01, eta: 1 day, 19:50:30, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6521, loss_cls: 2.6280, loss: 2.6280, grad_norm: 1.2439, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.2597, loss/aux0: 2.2597 2020-10-19 03:31:32,790 - mmaction - INFO - Epoch [34][140/396] lr: 2.879e-01, eta: 1 day, 19:52:33, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6521, loss_cls: 2.6280, loss: 2.6280, grad_norm: 1.2392, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.2499, loss/aux0: 2.2499 2020-10-19 03:32:09,498 - mmaction - INFO - Epoch [34][160/396] lr: 2.879e-01, eta: 1 day, 19:50:05, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6391, loss_cls: 2.6896, loss: 2.6896, grad_norm: 1.2502, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1838, loss/aux0: 2.1838 2020-10-19 03:32:10,432 - mmaction - INFO - Epoch [34][160/396] lr: 2.879e-01, eta: 1 day, 19:52:11, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6391, loss_cls: 2.6896, loss: 2.6896, grad_norm: 1.2454, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1850, loss/aux0: 2.1850 2020-10-19 03:32:46,910 - mmaction - INFO - Epoch [34][180/396] lr: 2.879e-01, eta: 1 day, 19:49:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6380, loss_cls: 2.6608, loss: 2.6608, grad_norm: 1.2411, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2389, loss/aux0: 2.2389 2020-10-19 03:32:47,844 - mmaction - INFO - Epoch [34][180/396] lr: 2.879e-01, eta: 1 day, 19:51:47, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6380, loss_cls: 2.6608, loss: 2.6608, grad_norm: 1.2454, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2450, loss/aux0: 2.2450 2020-10-19 03:33:24,351 - mmaction - INFO - Epoch [34][200/396] lr: 2.879e-01, eta: 1 day, 19:49:17, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3729, top5_acc: 0.6544, loss_cls: 2.6021, loss: 2.6021, grad_norm: 1.2400, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2649, loss/aux0: 2.2649 2020-10-19 03:33:25,295 - mmaction - INFO - Epoch [34][200/396] lr: 2.879e-01, eta: 1 day, 19:51:21, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.3729, top5_acc: 0.6544, loss_cls: 2.6021, loss: 2.6021, grad_norm: 1.2465, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2620, loss/aux0: 2.2620 2020-10-19 03:34:01,620 - mmaction - INFO - Epoch [34][220/396] lr: 2.879e-01, eta: 1 day, 19:48:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6529, loss_cls: 2.6473, loss: 2.6473, grad_norm: 1.2325, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2216, loss/aux0: 2.2216 2020-10-19 03:34:02,598 - mmaction - INFO - Epoch [34][220/396] lr: 2.879e-01, eta: 1 day, 19:50:56, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6529, loss_cls: 2.6473, loss: 2.6473, grad_norm: 1.2336, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.2330, loss/aux0: 2.2330 2020-10-19 03:34:38,877 - mmaction - INFO - Epoch [34][240/396] lr: 2.879e-01, eta: 1 day, 19:48:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6503, loss_cls: 2.6205, loss: 2.6205, grad_norm: 1.2595, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2546, loss/aux0: 2.2546 2020-10-19 03:34:39,810 - mmaction - INFO - Epoch [34][240/396] lr: 2.879e-01, eta: 1 day, 19:50:30, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6503, loss_cls: 2.6205, loss: 2.6205, grad_norm: 1.2606, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2303, loss/aux0: 2.2303 2020-10-19 03:35:16,154 - mmaction - INFO - Epoch [34][260/396] lr: 2.879e-01, eta: 1 day, 19:48:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6544, loss_cls: 2.6200, loss: 2.6200, grad_norm: 1.2234, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.1890, loss/aux0: 2.1890 2020-10-19 03:35:17,068 - mmaction - INFO - Epoch [34][260/396] lr: 2.879e-01, eta: 1 day, 19:50:03, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6544, loss_cls: 2.6200, loss: 2.6200, grad_norm: 1.2201, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2041, loss/aux0: 2.2041 2020-10-19 03:35:53,466 - mmaction - INFO - Epoch [34][280/396] lr: 2.879e-01, eta: 1 day, 19:47:34, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6427, loss_cls: 2.6318, loss: 2.6318, grad_norm: 1.2562, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.2088, loss/aux0: 2.2088 2020-10-19 03:35:54,411 - mmaction - INFO - Epoch [34][280/396] lr: 2.879e-01, eta: 1 day, 19:49:37, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6427, loss_cls: 2.6318, loss: 2.6318, grad_norm: 1.2597, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.2101, loss/aux0: 2.2101 2020-10-19 03:36:30,948 - mmaction - INFO - Epoch [34][300/396] lr: 2.879e-01, eta: 1 day, 19:47:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6443, loss_cls: 2.6418, loss: 2.6418, grad_norm: 1.2457, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2425, loss/aux0: 2.2425 2020-10-19 03:36:31,882 - mmaction - INFO - Epoch [34][300/396] lr: 2.879e-01, eta: 1 day, 19:49:11, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6443, loss_cls: 2.6418, loss: 2.6418, grad_norm: 1.2483, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2361, loss/aux0: 2.2361 2020-10-19 03:37:08,116 - mmaction - INFO - Epoch [34][320/396] lr: 2.879e-01, eta: 1 day, 19:46:42, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3706, top5_acc: 0.6294, loss_cls: 2.6791, loss: 2.6791, grad_norm: 1.2159, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2595, loss/aux0: 2.2595 2020-10-19 03:37:09,051 - mmaction - INFO - Epoch [34][320/396] lr: 2.879e-01, eta: 1 day, 19:48:45, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3706, top5_acc: 0.6294, loss_cls: 2.6791, loss: 2.6791, grad_norm: 1.2108, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2623, loss/aux0: 2.2623 2020-10-19 03:37:45,313 - mmaction - INFO - Epoch [34][340/396] lr: 2.879e-01, eta: 1 day, 19:46:15, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6510, loss_cls: 2.6659, loss: 2.6659, grad_norm: 1.2494, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2654, loss/aux0: 2.2654 2020-10-19 03:37:46,268 - mmaction - INFO - Epoch [34][340/396] lr: 2.879e-01, eta: 1 day, 19:48:16, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6510, loss_cls: 2.6659, loss: 2.6659, grad_norm: 1.2487, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2807, loss/aux0: 2.2807 2020-10-19 03:38:22,603 - mmaction - INFO - Epoch [34][360/396] lr: 2.879e-01, eta: 1 day, 19:45:48, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6456, loss_cls: 2.6408, loss: 2.6408, grad_norm: 1.2422, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2292, loss/aux0: 2.2292 2020-10-19 03:38:23,541 - mmaction - INFO - Epoch [34][360/396] lr: 2.879e-01, eta: 1 day, 19:47:50, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6456, loss_cls: 2.6408, loss: 2.6408, grad_norm: 1.2450, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2197, loss/aux0: 2.2197 2020-10-19 03:38:59,892 - mmaction - INFO - Epoch [34][380/396] lr: 2.879e-01, eta: 1 day, 19:45:21, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6456, loss_cls: 2.6637, loss: 2.6637, grad_norm: 1.2518, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.2855, loss/aux0: 2.2855 2020-10-19 03:39:00,812 - mmaction - INFO - Epoch [34][380/396] lr: 2.879e-01, eta: 1 day, 19:47:24, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6456, loss_cls: 2.6637, loss: 2.6637, grad_norm: 1.2598, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2889, loss/aux0: 2.2889 2020-10-19 03:43:44,993 - mmaction - INFO - Epoch [35][20/396] lr: 2.871e-01, eta: 1 day, 19:41:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6497, loss_cls: 2.6388, loss: 2.6388, grad_norm: 1.2377, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7275, loss_cls/aux0: 2.2086, loss/aux0: 2.2086 2020-10-19 03:43:45,927 - mmaction - INFO - Epoch [35][20/396] lr: 2.871e-01, eta: 1 day, 19:43:21, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6497, loss_cls: 2.6388, loss: 2.6388, grad_norm: 1.2436, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2204, loss/aux0: 2.2204 2020-10-19 03:44:22,075 - mmaction - INFO - Epoch [35][40/396] lr: 2.871e-01, eta: 1 day, 19:40:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6422, loss_cls: 2.6504, loss: 2.6504, grad_norm: 1.2525, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2459, loss/aux0: 2.2459 2020-10-19 03:44:23,007 - mmaction - INFO - Epoch [35][40/396] lr: 2.871e-01, eta: 1 day, 19:42:53, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6422, loss_cls: 2.6504, loss: 2.6504, grad_norm: 1.2489, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2388, loss/aux0: 2.2388 2020-10-19 03:44:59,185 - mmaction - INFO - Epoch [35][60/396] lr: 2.871e-01, eta: 1 day, 19:40:25, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6570, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.2278, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2782, loss/aux0: 2.2782 2020-10-19 03:45:00,114 - mmaction - INFO - Epoch [35][60/396] lr: 2.871e-01, eta: 1 day, 19:42:25, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6570, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.2288, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2618, loss/aux0: 2.2618 2020-10-19 03:45:36,348 - mmaction - INFO - Epoch [35][80/396] lr: 2.871e-01, eta: 1 day, 19:39:57, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6487, loss_cls: 2.6410, loss: 2.6410, grad_norm: 1.2559, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2373, loss/aux0: 2.2373 2020-10-19 03:45:37,309 - mmaction - INFO - Epoch [35][80/396] lr: 2.871e-01, eta: 1 day, 19:41:57, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6487, loss_cls: 2.6410, loss: 2.6410, grad_norm: 1.2554, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2448, loss/aux0: 2.2448 2020-10-19 03:46:13,435 - mmaction - INFO - Epoch [35][100/396] lr: 2.871e-01, eta: 1 day, 19:39:30, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6656, loss_cls: 2.5860, loss: 2.5860, grad_norm: 1.2194, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2210, loss/aux0: 2.2210 2020-10-19 03:46:14,371 - mmaction - INFO - Epoch [35][100/396] lr: 2.871e-01, eta: 1 day, 19:41:30, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6656, loss_cls: 2.5860, loss: 2.5860, grad_norm: 1.2174, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2182, loss/aux0: 2.2182 2020-10-19 03:46:50,729 - mmaction - INFO - Epoch [35][120/396] lr: 2.871e-01, eta: 1 day, 19:39:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6573, loss_cls: 2.5890, loss: 2.5890, grad_norm: 1.2482, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2068, loss/aux0: 2.2068 2020-10-19 03:46:51,676 - mmaction - INFO - Epoch [35][120/396] lr: 2.871e-01, eta: 1 day, 19:41:05, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6573, loss_cls: 2.5890, loss: 2.5890, grad_norm: 1.2505, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2148, loss/aux0: 2.2148 2020-10-19 03:47:28,053 - mmaction - INFO - Epoch [35][140/396] lr: 2.871e-01, eta: 1 day, 19:38:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6464, loss_cls: 2.6492, loss: 2.6492, grad_norm: 1.2544, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.2159, loss/aux0: 2.2159 2020-10-19 03:47:28,998 - mmaction - INFO - Epoch [35][140/396] lr: 2.871e-01, eta: 1 day, 19:40:39, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6464, loss_cls: 2.6492, loss: 2.6492, grad_norm: 1.2546, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2234, loss/aux0: 2.2234 2020-10-19 03:48:05,331 - mmaction - INFO - Epoch [35][160/396] lr: 2.871e-01, eta: 1 day, 19:38:12, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6482, loss_cls: 2.6775, loss: 2.6775, grad_norm: 1.2267, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2036, loss/aux0: 2.2036 2020-10-19 03:48:06,271 - mmaction - INFO - Epoch [35][160/396] lr: 2.871e-01, eta: 1 day, 19:40:12, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6482, loss_cls: 2.6775, loss: 2.6775, grad_norm: 1.2276, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2041, loss/aux0: 2.2041 2020-10-19 03:48:42,736 - mmaction - INFO - Epoch [35][180/396] lr: 2.871e-01, eta: 1 day, 19:37:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6474, loss_cls: 2.6205, loss: 2.6205, grad_norm: 1.2680, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2341, loss/aux0: 2.2341 2020-10-19 03:48:43,687 - mmaction - INFO - Epoch [35][180/396] lr: 2.871e-01, eta: 1 day, 19:39:46, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6474, loss_cls: 2.6205, loss: 2.6205, grad_norm: 1.2604, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.2332, loss/aux0: 2.2332 2020-10-19 03:49:20,205 - mmaction - INFO - Epoch [35][200/396] lr: 2.871e-01, eta: 1 day, 19:37:20, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3706, top5_acc: 0.6552, loss_cls: 2.6112, loss: 2.6112, grad_norm: 1.2391, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2393, loss/aux0: 2.2393 2020-10-19 03:49:21,138 - mmaction - INFO - Epoch [35][200/396] lr: 2.871e-01, eta: 1 day, 19:39:20, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3706, top5_acc: 0.6552, loss_cls: 2.6112, loss: 2.6112, grad_norm: 1.2356, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2323, loss/aux0: 2.2323 2020-10-19 03:49:57,444 - mmaction - INFO - Epoch [35][220/396] lr: 2.871e-01, eta: 1 day, 19:36:54, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3706, top5_acc: 0.6453, loss_cls: 2.6684, loss: 2.6684, grad_norm: 1.2806, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2747, loss/aux0: 2.2747 2020-10-19 03:49:58,371 - mmaction - INFO - Epoch [35][220/396] lr: 2.871e-01, eta: 1 day, 19:38:53, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3706, top5_acc: 0.6453, loss_cls: 2.6684, loss: 2.6684, grad_norm: 1.2832, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2752, loss/aux0: 2.2752 2020-10-19 03:50:34,688 - mmaction - INFO - Epoch [35][240/396] lr: 2.871e-01, eta: 1 day, 19:36:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6464, loss_cls: 2.6811, loss: 2.6811, grad_norm: 1.2485, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2671, loss/aux0: 2.2671 2020-10-19 03:50:35,625 - mmaction - INFO - Epoch [35][240/396] lr: 2.871e-01, eta: 1 day, 19:38:27, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6464, loss_cls: 2.6811, loss: 2.6811, grad_norm: 1.2502, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2584, loss/aux0: 2.2584 2020-10-19 03:51:11,967 - mmaction - INFO - Epoch [35][260/396] lr: 2.871e-01, eta: 1 day, 19:36:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6565, loss_cls: 2.6385, loss: 2.6385, grad_norm: 1.2632, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.2353, loss/aux0: 2.2353 2020-10-19 03:51:12,903 - mmaction - INFO - Epoch [35][260/396] lr: 2.871e-01, eta: 1 day, 19:38:01, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6565, loss_cls: 2.6385, loss: 2.6385, grad_norm: 1.2564, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2369, loss/aux0: 2.2369 2020-10-19 03:51:49,169 - mmaction - INFO - Epoch [35][280/396] lr: 2.871e-01, eta: 1 day, 19:35:35, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6427, loss_cls: 2.6514, loss: 2.6514, grad_norm: 1.2467, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2586, loss/aux0: 2.2586 2020-10-19 03:51:50,096 - mmaction - INFO - Epoch [35][280/396] lr: 2.871e-01, eta: 1 day, 19:37:34, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6427, loss_cls: 2.6514, loss: 2.6514, grad_norm: 1.2488, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2663, loss/aux0: 2.2663 2020-10-19 03:52:26,548 - mmaction - INFO - Epoch [35][300/396] lr: 2.871e-01, eta: 1 day, 19:35:09, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6495, loss_cls: 2.6523, loss: 2.6523, grad_norm: 1.2447, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.2407, loss/aux0: 2.2407 2020-10-19 03:52:27,489 - mmaction - INFO - Epoch [35][300/396] lr: 2.871e-01, eta: 1 day, 19:37:08, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6495, loss_cls: 2.6523, loss: 2.6523, grad_norm: 1.2484, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2457, loss/aux0: 2.2457 2020-10-19 03:53:03,973 - mmaction - INFO - Epoch [35][320/396] lr: 2.871e-01, eta: 1 day, 19:34:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6448, loss_cls: 2.6543, loss: 2.6543, grad_norm: 1.2552, top1_acc/aux0: 0.4518, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2454, loss/aux0: 2.2454 2020-10-19 03:53:04,904 - mmaction - INFO - Epoch [35][320/396] lr: 2.871e-01, eta: 1 day, 19:36:41, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6448, loss_cls: 2.6543, loss: 2.6543, grad_norm: 1.2563, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2407, loss/aux0: 2.2407 2020-10-19 03:53:41,271 - mmaction - INFO - Epoch [35][340/396] lr: 2.871e-01, eta: 1 day, 19:34:15, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6500, loss_cls: 2.6527, loss: 2.6527, grad_norm: 1.2375, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2118, loss/aux0: 2.2118 2020-10-19 03:53:42,210 - mmaction - INFO - Epoch [35][340/396] lr: 2.871e-01, eta: 1 day, 19:36:13, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6500, loss_cls: 2.6527, loss: 2.6527, grad_norm: 1.2444, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2173, loss/aux0: 2.2173 2020-10-19 03:54:18,481 - mmaction - INFO - Epoch [35][360/396] lr: 2.871e-01, eta: 1 day, 19:33:48, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6510, loss_cls: 2.6273, loss: 2.6273, grad_norm: 1.2502, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1689, loss/aux0: 2.1689 2020-10-19 03:54:19,430 - mmaction - INFO - Epoch [35][360/396] lr: 2.871e-01, eta: 1 day, 19:35:45, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6510, loss_cls: 2.6273, loss: 2.6273, grad_norm: 1.2512, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1604, loss/aux0: 2.1604 2020-10-19 03:54:55,769 - mmaction - INFO - Epoch [35][380/396] lr: 2.871e-01, eta: 1 day, 19:33:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6513, loss_cls: 2.6423, loss: 2.6423, grad_norm: 1.2613, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1590, loss/aux0: 2.1590 2020-10-19 03:54:56,715 - mmaction - INFO - Epoch [35][380/396] lr: 2.871e-01, eta: 1 day, 19:35:19, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6513, loss_cls: 2.6423, loss: 2.6423, grad_norm: 1.2618, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1533, loss/aux0: 2.1533 2020-10-19 03:59:32,802 - mmaction - INFO - Epoch [36][20/396] lr: 2.864e-01, eta: 1 day, 19:29:24, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6594, loss_cls: 2.5760, loss: 2.5760, grad_norm: 1.2823, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7256, loss_cls/aux0: 2.2580, loss/aux0: 2.2580 2020-10-19 03:59:33,767 - mmaction - INFO - Epoch [36][20/396] lr: 2.864e-01, eta: 1 day, 19:31:20, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6594, loss_cls: 2.5760, loss: 2.5760, grad_norm: 1.2783, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2489, loss/aux0: 2.2489 2020-10-19 04:00:09,989 - mmaction - INFO - Epoch [36][40/396] lr: 2.864e-01, eta: 1 day, 19:28:56, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6432, loss_cls: 2.6300, loss: 2.6300, grad_norm: 1.2451, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.2443, loss/aux0: 2.2443 2020-10-19 04:00:10,926 - mmaction - INFO - Epoch [36][40/396] lr: 2.864e-01, eta: 1 day, 19:30:53, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6432, loss_cls: 2.6300, loss: 2.6300, grad_norm: 1.2499, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.2564, loss/aux0: 2.2564 2020-10-19 04:00:47,250 - mmaction - INFO - Epoch [36][60/396] lr: 2.864e-01, eta: 1 day, 19:28:29, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6565, loss_cls: 2.6263, loss: 2.6263, grad_norm: 1.2471, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.2040, loss/aux0: 2.2040 2020-10-19 04:00:48,174 - mmaction - INFO - Epoch [36][60/396] lr: 2.864e-01, eta: 1 day, 19:30:26, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6565, loss_cls: 2.6263, loss: 2.6263, grad_norm: 1.2457, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1978, loss/aux0: 2.1978 2020-10-19 04:01:24,574 - mmaction - INFO - Epoch [36][80/396] lr: 2.864e-01, eta: 1 day, 19:28:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6398, loss_cls: 2.6509, loss: 2.6509, grad_norm: 1.2449, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1809, loss/aux0: 2.1809 2020-10-19 04:01:25,536 - mmaction - INFO - Epoch [36][80/396] lr: 2.864e-01, eta: 1 day, 19:30:00, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6398, loss_cls: 2.6509, loss: 2.6509, grad_norm: 1.2546, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1907, loss/aux0: 2.1907 2020-10-19 04:02:02,385 - mmaction - INFO - Epoch [36][100/396] lr: 2.864e-01, eta: 1 day, 19:27:40, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6474, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.2438, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1896, loss/aux0: 2.1896 2020-10-19 04:02:03,362 - mmaction - INFO - Epoch [36][100/396] lr: 2.864e-01, eta: 1 day, 19:29:40, time: 0.958, data_time: 0.002, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6474, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.2450, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1688, loss/aux0: 2.1688 2020-10-19 04:02:39,675 - mmaction - INFO - Epoch [36][120/396] lr: 2.864e-01, eta: 1 day, 19:27:16, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6464, loss_cls: 2.6369, loss: 2.6369, grad_norm: 1.2616, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1830, loss/aux0: 2.1830 2020-10-19 04:02:40,598 - mmaction - INFO - Epoch [36][120/396] lr: 2.864e-01, eta: 1 day, 19:29:13, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6464, loss_cls: 2.6369, loss: 2.6369, grad_norm: 1.2631, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2077, loss/aux0: 2.2077 2020-10-19 04:03:16,955 - mmaction - INFO - Epoch [36][140/396] lr: 2.864e-01, eta: 1 day, 19:26:49, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3708, top5_acc: 0.6510, loss_cls: 2.6476, loss: 2.6476, grad_norm: 1.2863, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.2044, loss/aux0: 2.2044 2020-10-19 04:03:17,941 - mmaction - INFO - Epoch [36][140/396] lr: 2.864e-01, eta: 1 day, 19:28:45, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3708, top5_acc: 0.6510, loss_cls: 2.6476, loss: 2.6476, grad_norm: 1.2887, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1980, loss/aux0: 2.1980 2020-10-19 04:03:54,232 - mmaction - INFO - Epoch [36][160/396] lr: 2.864e-01, eta: 1 day, 19:26:22, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6315, loss_cls: 2.6753, loss: 2.6753, grad_norm: 1.2549, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2322, loss/aux0: 2.2322 2020-10-19 04:03:55,176 - mmaction - INFO - Epoch [36][160/396] lr: 2.864e-01, eta: 1 day, 19:28:18, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6315, loss_cls: 2.6753, loss: 2.6753, grad_norm: 1.2559, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2209, loss/aux0: 2.2209 2020-10-19 04:04:31,567 - mmaction - INFO - Epoch [36][180/396] lr: 2.864e-01, eta: 1 day, 19:25:55, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6396, loss_cls: 2.6435, loss: 2.6435, grad_norm: 1.2486, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2158, loss/aux0: 2.2158 2020-10-19 04:04:32,499 - mmaction - INFO - Epoch [36][180/396] lr: 2.864e-01, eta: 1 day, 19:27:51, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6396, loss_cls: 2.6435, loss: 2.6435, grad_norm: 1.2490, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2122, loss/aux0: 2.2122 2020-10-19 04:05:08,960 - mmaction - INFO - Epoch [36][200/396] lr: 2.864e-01, eta: 1 day, 19:25:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6414, loss_cls: 2.6829, loss: 2.6829, grad_norm: 1.2426, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1727, loss/aux0: 2.1727 2020-10-19 04:05:09,901 - mmaction - INFO - Epoch [36][200/396] lr: 2.864e-01, eta: 1 day, 19:27:25, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6414, loss_cls: 2.6829, loss: 2.6829, grad_norm: 1.2480, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1830, loss/aux0: 2.1830 2020-10-19 04:05:46,292 - mmaction - INFO - Epoch [36][220/396] lr: 2.864e-01, eta: 1 day, 19:25:03, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6529, loss_cls: 2.6406, loss: 2.6406, grad_norm: 1.2273, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1760, loss/aux0: 2.1760 2020-10-19 04:05:47,229 - mmaction - INFO - Epoch [36][220/396] lr: 2.864e-01, eta: 1 day, 19:26:58, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6529, loss_cls: 2.6406, loss: 2.6406, grad_norm: 1.2284, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1711, loss/aux0: 2.1711 2020-10-19 04:06:23,410 - mmaction - INFO - Epoch [36][240/396] lr: 2.864e-01, eta: 1 day, 19:24:35, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6417, loss_cls: 2.6701, loss: 2.6701, grad_norm: 1.2422, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2252, loss/aux0: 2.2252 2020-10-19 04:06:24,354 - mmaction - INFO - Epoch [36][240/396] lr: 2.864e-01, eta: 1 day, 19:26:30, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6417, loss_cls: 2.6701, loss: 2.6701, grad_norm: 1.2319, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.2236, loss/aux0: 2.2236 2020-10-19 04:07:00,687 - mmaction - INFO - Epoch [36][260/396] lr: 2.864e-01, eta: 1 day, 19:24:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6505, loss_cls: 2.6243, loss: 2.6243, grad_norm: 1.2376, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2331, loss/aux0: 2.2331 2020-10-19 04:07:01,633 - mmaction - INFO - Epoch [36][260/396] lr: 2.864e-01, eta: 1 day, 19:26:04, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6505, loss_cls: 2.6243, loss: 2.6243, grad_norm: 1.2297, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2221, loss/aux0: 2.2221 2020-10-19 04:07:38,069 - mmaction - INFO - Epoch [36][280/396] lr: 2.864e-01, eta: 1 day, 19:23:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6581, loss_cls: 2.6036, loss: 2.6036, grad_norm: 1.2821, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1685, loss/aux0: 2.1685 2020-10-19 04:07:39,044 - mmaction - INFO - Epoch [36][280/396] lr: 2.864e-01, eta: 1 day, 19:25:38, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6581, loss_cls: 2.6036, loss: 2.6036, grad_norm: 1.2774, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1853, loss/aux0: 2.1853 2020-10-19 04:08:15,815 - mmaction - INFO - Epoch [36][300/396] lr: 2.864e-01, eta: 1 day, 19:23:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6497, loss_cls: 2.6182, loss: 2.6182, grad_norm: 1.2652, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.2098, loss/aux0: 2.2098 2020-10-19 04:08:16,769 - mmaction - INFO - Epoch [36][300/396] lr: 2.864e-01, eta: 1 day, 19:25:12, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6497, loss_cls: 2.6182, loss: 2.6182, grad_norm: 1.2678, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2179, loss/aux0: 2.2179 2020-10-19 04:08:53,148 - mmaction - INFO - Epoch [36][320/396] lr: 2.864e-01, eta: 1 day, 19:22:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3708, top5_acc: 0.6445, loss_cls: 2.6738, loss: 2.6738, grad_norm: 1.2671, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2566, loss/aux0: 2.2566 2020-10-19 04:08:54,085 - mmaction - INFO - Epoch [36][320/396] lr: 2.864e-01, eta: 1 day, 19:24:47, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3708, top5_acc: 0.6445, loss_cls: 2.6738, loss: 2.6738, grad_norm: 1.2708, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2551, loss/aux0: 2.2551 2020-10-19 04:09:30,568 - mmaction - INFO - Epoch [36][340/396] lr: 2.864e-01, eta: 1 day, 19:22:25, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6573, loss_cls: 2.6274, loss: 2.6274, grad_norm: 1.2535, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2117, loss/aux0: 2.2117 2020-10-19 04:09:31,512 - mmaction - INFO - Epoch [36][340/396] lr: 2.864e-01, eta: 1 day, 19:24:19, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6573, loss_cls: 2.6274, loss: 2.6274, grad_norm: 1.2528, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2040, loss/aux0: 2.2040 2020-10-19 04:10:07,832 - mmaction - INFO - Epoch [36][360/396] lr: 2.864e-01, eta: 1 day, 19:21:58, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6461, loss_cls: 2.6117, loss: 2.6117, grad_norm: 1.2345, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2342, loss/aux0: 2.2342 2020-10-19 04:10:08,772 - mmaction - INFO - Epoch [36][360/396] lr: 2.864e-01, eta: 1 day, 19:23:53, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6461, loss_cls: 2.6117, loss: 2.6117, grad_norm: 1.2351, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2337, loss/aux0: 2.2337 2020-10-19 04:10:45,207 - mmaction - INFO - Epoch [36][380/396] lr: 2.864e-01, eta: 1 day, 19:21:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6518, loss_cls: 2.6419, loss: 2.6419, grad_norm: 1.2752, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2192, loss/aux0: 2.2192 2020-10-19 04:10:46,150 - mmaction - INFO - Epoch [36][380/396] lr: 2.864e-01, eta: 1 day, 19:23:27, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6518, loss_cls: 2.6419, loss: 2.6419, grad_norm: 1.2741, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2289, loss/aux0: 2.2289 2020-10-19 04:15:22,117 - mmaction - INFO - Epoch [37][20/396] lr: 2.856e-01, eta: 1 day, 19:17:41, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6583, loss_cls: 2.6124, loss: 2.6124, grad_norm: 1.2662, top1_acc/aux0: 0.4616, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.2030, loss/aux0: 2.2030 2020-10-19 04:15:23,061 - mmaction - INFO - Epoch [37][20/396] lr: 2.856e-01, eta: 1 day, 19:19:34, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6583, loss_cls: 2.6124, loss: 2.6124, grad_norm: 1.2681, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2078, loss/aux0: 2.2078 2020-10-19 04:15:59,505 - mmaction - INFO - Epoch [37][40/396] lr: 2.856e-01, eta: 1 day, 19:17:13, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6552, loss_cls: 2.6240, loss: 2.6240, grad_norm: 1.2468, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2553, loss/aux0: 2.2553 2020-10-19 04:16:00,437 - mmaction - INFO - Epoch [37][40/396] lr: 2.856e-01, eta: 1 day, 19:19:07, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6552, loss_cls: 2.6240, loss: 2.6240, grad_norm: 1.2452, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2421, loss/aux0: 2.2421 2020-10-19 04:16:36,733 - mmaction - INFO - Epoch [37][60/396] lr: 2.856e-01, eta: 1 day, 19:16:46, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6549, loss_cls: 2.5837, loss: 2.5837, grad_norm: 1.2244, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1606, loss/aux0: 2.1606 2020-10-19 04:16:37,680 - mmaction - INFO - Epoch [37][60/396] lr: 2.856e-01, eta: 1 day, 19:18:39, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6549, loss_cls: 2.5837, loss: 2.5837, grad_norm: 1.2247, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1624, loss/aux0: 2.1624 2020-10-19 04:17:14,138 - mmaction - INFO - Epoch [37][80/396] lr: 2.856e-01, eta: 1 day, 19:16:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6497, loss_cls: 2.6133, loss: 2.6133, grad_norm: 1.2513, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2076, loss/aux0: 2.2076 2020-10-19 04:17:15,094 - mmaction - INFO - Epoch [37][80/396] lr: 2.856e-01, eta: 1 day, 19:18:13, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6497, loss_cls: 2.6133, loss: 2.6133, grad_norm: 1.2470, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2220, loss/aux0: 2.2220 2020-10-19 04:17:51,245 - mmaction - INFO - Epoch [37][100/396] lr: 2.856e-01, eta: 1 day, 19:15:52, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6563, loss_cls: 2.5675, loss: 2.5675, grad_norm: 1.2602, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1721, loss/aux0: 2.1721 2020-10-19 04:17:52,197 - mmaction - INFO - Epoch [37][100/396] lr: 2.856e-01, eta: 1 day, 19:17:45, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6563, loss_cls: 2.5675, loss: 2.5675, grad_norm: 1.2584, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1554, loss/aux0: 2.1554 2020-10-19 04:18:28,527 - mmaction - INFO - Epoch [37][120/396] lr: 2.856e-01, eta: 1 day, 19:15:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6568, loss_cls: 2.6085, loss: 2.6085, grad_norm: 1.2519, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2142, loss/aux0: 2.2142 2020-10-19 04:18:29,463 - mmaction - INFO - Epoch [37][120/396] lr: 2.856e-01, eta: 1 day, 19:17:19, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6568, loss_cls: 2.6085, loss: 2.6085, grad_norm: 1.2580, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2262, loss/aux0: 2.2262 2020-10-19 04:19:05,857 - mmaction - INFO - Epoch [37][140/396] lr: 2.856e-01, eta: 1 day, 19:14:59, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6518, loss_cls: 2.6255, loss: 2.6255, grad_norm: 1.2481, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.1970, loss/aux0: 2.1970 2020-10-19 04:19:06,802 - mmaction - INFO - Epoch [37][140/396] lr: 2.856e-01, eta: 1 day, 19:16:51, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6518, loss_cls: 2.6255, loss: 2.6255, grad_norm: 1.2486, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.1932, loss/aux0: 2.1932 2020-10-19 04:19:43,035 - mmaction - INFO - Epoch [37][160/396] lr: 2.856e-01, eta: 1 day, 19:14:32, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6539, loss_cls: 2.6104, loss: 2.6104, grad_norm: 1.2539, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.2028, loss/aux0: 2.2028 2020-10-19 04:19:43,995 - mmaction - INFO - Epoch [37][160/396] lr: 2.856e-01, eta: 1 day, 19:16:24, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6539, loss_cls: 2.6104, loss: 2.6104, grad_norm: 1.2554, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.2028, loss/aux0: 2.2028 2020-10-19 04:20:20,301 - mmaction - INFO - Epoch [37][180/396] lr: 2.856e-01, eta: 1 day, 19:14:05, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6542, loss_cls: 2.6218, loss: 2.6218, grad_norm: 1.2464, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2418, loss/aux0: 2.2418 2020-10-19 04:20:21,226 - mmaction - INFO - Epoch [37][180/396] lr: 2.856e-01, eta: 1 day, 19:15:57, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6542, loss_cls: 2.6218, loss: 2.6218, grad_norm: 1.2446, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2341, loss/aux0: 2.2341 2020-10-19 04:20:57,492 - mmaction - INFO - Epoch [37][200/396] lr: 2.856e-01, eta: 1 day, 19:13:38, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3661, top5_acc: 0.6414, loss_cls: 2.6849, loss: 2.6849, grad_norm: 1.2506, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1972, loss/aux0: 2.1972 2020-10-19 04:20:58,427 - mmaction - INFO - Epoch [37][200/396] lr: 2.856e-01, eta: 1 day, 19:15:30, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3661, top5_acc: 0.6414, loss_cls: 2.6849, loss: 2.6849, grad_norm: 1.2493, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.2134, loss/aux0: 2.2134 2020-10-19 04:21:35,014 - mmaction - INFO - Epoch [37][220/396] lr: 2.856e-01, eta: 1 day, 19:13:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6682, loss_cls: 2.5639, loss: 2.5639, grad_norm: 1.2587, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2285, loss/aux0: 2.2285 2020-10-19 04:21:35,996 - mmaction - INFO - Epoch [37][220/396] lr: 2.856e-01, eta: 1 day, 19:15:04, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6682, loss_cls: 2.5639, loss: 2.5639, grad_norm: 1.2594, top1_acc/aux0: 0.4596, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2191, loss/aux0: 2.2191 2020-10-19 04:22:12,339 - mmaction - INFO - Epoch [37][240/396] lr: 2.856e-01, eta: 1 day, 19:12:46, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6453, loss_cls: 2.6169, loss: 2.6169, grad_norm: 1.2455, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2740, loss/aux0: 2.2740 2020-10-19 04:22:13,266 - mmaction - INFO - Epoch [37][240/396] lr: 2.856e-01, eta: 1 day, 19:14:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6453, loss_cls: 2.6169, loss: 2.6169, grad_norm: 1.2471, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2739, loss/aux0: 2.2739 2020-10-19 04:22:49,525 - mmaction - INFO - Epoch [37][260/396] lr: 2.856e-01, eta: 1 day, 19:12:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6529, loss_cls: 2.6399, loss: 2.6399, grad_norm: 1.2511, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.1974, loss/aux0: 2.1974 2020-10-19 04:22:50,448 - mmaction - INFO - Epoch [37][260/396] lr: 2.856e-01, eta: 1 day, 19:14:10, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6529, loss_cls: 2.6399, loss: 2.6399, grad_norm: 1.2496, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2035, loss/aux0: 2.2035 2020-10-19 04:23:26,775 - mmaction - INFO - Epoch [37][280/396] lr: 2.856e-01, eta: 1 day, 19:11:51, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6638, loss_cls: 2.5550, loss: 2.5550, grad_norm: 1.2307, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2104, loss/aux0: 2.2104 2020-10-19 04:23:27,761 - mmaction - INFO - Epoch [37][280/396] lr: 2.856e-01, eta: 1 day, 19:13:42, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6638, loss_cls: 2.5550, loss: 2.5550, grad_norm: 1.2315, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2058, loss/aux0: 2.2058 2020-10-19 04:24:04,214 - mmaction - INFO - Epoch [37][300/396] lr: 2.856e-01, eta: 1 day, 19:11:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6518, loss_cls: 2.6291, loss: 2.6291, grad_norm: 1.2811, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2449, loss/aux0: 2.2449 2020-10-19 04:24:05,144 - mmaction - INFO - Epoch [37][300/396] lr: 2.856e-01, eta: 1 day, 19:13:15, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6518, loss_cls: 2.6291, loss: 2.6291, grad_norm: 1.2741, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2385, loss/aux0: 2.2385 2020-10-19 04:24:41,475 - mmaction - INFO - Epoch [37][320/396] lr: 2.856e-01, eta: 1 day, 19:10:57, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6469, loss_cls: 2.6389, loss: 2.6389, grad_norm: 1.2753, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1928, loss/aux0: 2.1928 2020-10-19 04:24:42,411 - mmaction - INFO - Epoch [37][320/396] lr: 2.856e-01, eta: 1 day, 19:12:47, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6469, loss_cls: 2.6389, loss: 2.6389, grad_norm: 1.2762, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.2055, loss/aux0: 2.2055 2020-10-19 04:25:18,932 - mmaction - INFO - Epoch [37][340/396] lr: 2.856e-01, eta: 1 day, 19:10:29, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6568, loss_cls: 2.6234, loss: 2.6234, grad_norm: 1.2495, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1949, loss/aux0: 2.1949 2020-10-19 04:25:19,863 - mmaction - INFO - Epoch [37][340/396] lr: 2.856e-01, eta: 1 day, 19:12:19, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6568, loss_cls: 2.6234, loss: 2.6234, grad_norm: 1.2521, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1798, loss/aux0: 2.1798 2020-10-19 04:25:56,187 - mmaction - INFO - Epoch [37][360/396] lr: 2.856e-01, eta: 1 day, 19:10:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6539, loss_cls: 2.6279, loss: 2.6279, grad_norm: 1.2431, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2079, loss/aux0: 2.2079 2020-10-19 04:25:57,146 - mmaction - INFO - Epoch [37][360/396] lr: 2.856e-01, eta: 1 day, 19:11:54, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6539, loss_cls: 2.6279, loss: 2.6279, grad_norm: 1.2389, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2123, loss/aux0: 2.2123 2020-10-19 04:26:33,552 - mmaction - INFO - Epoch [37][380/396] lr: 2.856e-01, eta: 1 day, 19:09:36, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6471, loss_cls: 2.6334, loss: 2.6334, grad_norm: 1.2587, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1958, loss/aux0: 2.1958 2020-10-19 04:26:34,490 - mmaction - INFO - Epoch [37][380/396] lr: 2.856e-01, eta: 1 day, 19:11:26, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6471, loss_cls: 2.6334, loss: 2.6334, grad_norm: 1.2586, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.2002, loss/aux0: 2.2002 2020-10-19 04:31:10,371 - mmaction - INFO - Epoch [38][20/396] lr: 2.848e-01, eta: 1 day, 19:05:49, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6701, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.2746, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7363, loss_cls/aux0: 2.2127, loss/aux0: 2.2127 2020-10-19 04:31:11,297 - mmaction - INFO - Epoch [38][20/396] lr: 2.848e-01, eta: 1 day, 19:07:39, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6701, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.2754, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.2060, loss/aux0: 2.2060 2020-10-19 04:31:47,349 - mmaction - INFO - Epoch [38][40/396] lr: 2.848e-01, eta: 1 day, 19:05:20, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6565, loss_cls: 2.5946, loss: 2.5946, grad_norm: 1.2527, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.1976, loss/aux0: 2.1976 2020-10-19 04:31:48,305 - mmaction - INFO - Epoch [38][40/396] lr: 2.848e-01, eta: 1 day, 19:07:09, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6565, loss_cls: 2.5946, loss: 2.5946, grad_norm: 1.2578, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2092, loss/aux0: 2.2092 2020-10-19 04:32:24,695 - mmaction - INFO - Epoch [38][60/396] lr: 2.848e-01, eta: 1 day, 19:04:52, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6482, loss_cls: 2.6391, loss: 2.6391, grad_norm: 1.2460, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1931, loss/aux0: 2.1931 2020-10-19 04:32:25,635 - mmaction - INFO - Epoch [38][60/396] lr: 2.848e-01, eta: 1 day, 19:06:43, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6482, loss_cls: 2.6391, loss: 2.6391, grad_norm: 1.2460, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1876, loss/aux0: 2.1876 2020-10-19 04:33:01,971 - mmaction - INFO - Epoch [38][80/396] lr: 2.848e-01, eta: 1 day, 19:04:25, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6484, loss_cls: 2.6293, loss: 2.6293, grad_norm: 1.2599, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2354, loss/aux0: 2.2354 2020-10-19 04:33:02,916 - mmaction - INFO - Epoch [38][80/396] lr: 2.848e-01, eta: 1 day, 19:06:14, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6484, loss_cls: 2.6293, loss: 2.6293, grad_norm: 1.2570, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2318, loss/aux0: 2.2318 2020-10-19 04:33:39,450 - mmaction - INFO - Epoch [38][100/396] lr: 2.848e-01, eta: 1 day, 19:03:57, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6622, loss_cls: 2.6055, loss: 2.6055, grad_norm: 1.2833, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1882, loss/aux0: 2.1882 2020-10-19 04:33:40,390 - mmaction - INFO - Epoch [38][100/396] lr: 2.848e-01, eta: 1 day, 19:05:46, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6622, loss_cls: 2.6055, loss: 2.6055, grad_norm: 1.2782, top1_acc/aux0: 0.4688, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.1905, loss/aux0: 2.1905 2020-10-19 04:34:16,697 - mmaction - INFO - Epoch [38][120/396] lr: 2.848e-01, eta: 1 day, 19:03:29, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6510, loss_cls: 2.6548, loss: 2.6548, grad_norm: 1.2459, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1682, loss/aux0: 2.1682 2020-10-19 04:34:17,633 - mmaction - INFO - Epoch [38][120/396] lr: 2.848e-01, eta: 1 day, 19:05:18, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6510, loss_cls: 2.6548, loss: 2.6548, grad_norm: 1.2461, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.1615, loss/aux0: 2.1615 2020-10-19 04:34:54,015 - mmaction - INFO - Epoch [38][140/396] lr: 2.848e-01, eta: 1 day, 19:03:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6492, loss_cls: 2.6350, loss: 2.6350, grad_norm: 1.2370, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1613, loss/aux0: 2.1613 2020-10-19 04:34:54,943 - mmaction - INFO - Epoch [38][140/396] lr: 2.848e-01, eta: 1 day, 19:04:52, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6492, loss_cls: 2.6350, loss: 2.6350, grad_norm: 1.2347, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1612, loss/aux0: 2.1612 2020-10-19 04:35:31,240 - mmaction - INFO - Epoch [38][160/396] lr: 2.848e-01, eta: 1 day, 19:02:35, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6539, loss_cls: 2.6015, loss: 2.6015, grad_norm: 1.2773, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2293, loss/aux0: 2.2293 2020-10-19 04:35:32,177 - mmaction - INFO - Epoch [38][160/396] lr: 2.848e-01, eta: 1 day, 19:04:24, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6539, loss_cls: 2.6015, loss: 2.6015, grad_norm: 1.2746, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2275, loss/aux0: 2.2275 2020-10-19 04:36:08,538 - mmaction - INFO - Epoch [38][180/396] lr: 2.848e-01, eta: 1 day, 19:02:07, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3708, top5_acc: 0.6474, loss_cls: 2.6235, loss: 2.6235, grad_norm: 1.2658, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2281, loss/aux0: 2.2281 2020-10-19 04:36:09,463 - mmaction - INFO - Epoch [38][180/396] lr: 2.848e-01, eta: 1 day, 19:03:56, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.3708, top5_acc: 0.6474, loss_cls: 2.6235, loss: 2.6235, grad_norm: 1.2701, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2438, loss/aux0: 2.2438 2020-10-19 04:36:45,783 - mmaction - INFO - Epoch [38][200/396] lr: 2.848e-01, eta: 1 day, 19:01:39, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6529, loss_cls: 2.6320, loss: 2.6320, grad_norm: 1.2690, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1567, loss/aux0: 2.1567 2020-10-19 04:36:46,726 - mmaction - INFO - Epoch [38][200/396] lr: 2.848e-01, eta: 1 day, 19:03:27, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6529, loss_cls: 2.6320, loss: 2.6320, grad_norm: 1.2724, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1568, loss/aux0: 2.1568 2020-10-19 04:37:22,913 - mmaction - INFO - Epoch [38][220/396] lr: 2.848e-01, eta: 1 day, 19:01:11, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6620, loss_cls: 2.5782, loss: 2.5782, grad_norm: 1.2611, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1453, loss/aux0: 2.1453 2020-10-19 04:37:23,834 - mmaction - INFO - Epoch [38][220/396] lr: 2.848e-01, eta: 1 day, 19:02:59, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6620, loss_cls: 2.5782, loss: 2.5782, grad_norm: 1.2713, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1582, loss/aux0: 2.1582 2020-10-19 04:38:00,005 - mmaction - INFO - Epoch [38][240/396] lr: 2.848e-01, eta: 1 day, 19:00:43, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6591, loss_cls: 2.5765, loss: 2.5765, grad_norm: 1.2505, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2066, loss/aux0: 2.2066 2020-10-19 04:38:00,934 - mmaction - INFO - Epoch [38][240/396] lr: 2.848e-01, eta: 1 day, 19:02:31, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6591, loss_cls: 2.5765, loss: 2.5765, grad_norm: 1.2548, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1964, loss/aux0: 2.1964 2020-10-19 04:38:37,376 - mmaction - INFO - Epoch [38][260/396] lr: 2.848e-01, eta: 1 day, 19:00:15, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6487, loss_cls: 2.5999, loss: 2.5999, grad_norm: 1.2719, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.2686, loss/aux0: 2.2686 2020-10-19 04:38:38,320 - mmaction - INFO - Epoch [38][260/396] lr: 2.848e-01, eta: 1 day, 19:02:03, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6487, loss_cls: 2.5999, loss: 2.5999, grad_norm: 1.2652, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.2461, loss/aux0: 2.2461 2020-10-19 04:39:14,864 - mmaction - INFO - Epoch [38][280/396] lr: 2.848e-01, eta: 1 day, 18:59:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6570, loss_cls: 2.5820, loss: 2.5820, grad_norm: 1.2659, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1971, loss/aux0: 2.1971 2020-10-19 04:39:15,796 - mmaction - INFO - Epoch [38][280/396] lr: 2.848e-01, eta: 1 day, 19:01:37, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6570, loss_cls: 2.5820, loss: 2.5820, grad_norm: 1.2703, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2090, loss/aux0: 2.2090 2020-10-19 04:39:52,026 - mmaction - INFO - Epoch [38][300/396] lr: 2.848e-01, eta: 1 day, 18:59:21, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6523, loss_cls: 2.6365, loss: 2.6365, grad_norm: 1.2383, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.2022, loss/aux0: 2.2022 2020-10-19 04:39:52,969 - mmaction - INFO - Epoch [38][300/396] lr: 2.848e-01, eta: 1 day, 19:01:09, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6523, loss_cls: 2.6365, loss: 2.6365, grad_norm: 1.2456, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2068, loss/aux0: 2.2068 2020-10-19 04:40:29,382 - mmaction - INFO - Epoch [38][320/396] lr: 2.848e-01, eta: 1 day, 18:58:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6531, loss_cls: 2.6349, loss: 2.6349, grad_norm: 1.2462, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2403, loss/aux0: 2.2403 2020-10-19 04:40:30,315 - mmaction - INFO - Epoch [38][320/396] lr: 2.848e-01, eta: 1 day, 19:00:42, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6531, loss_cls: 2.6349, loss: 2.6349, grad_norm: 1.2435, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2379, loss/aux0: 2.2379 2020-10-19 04:41:06,867 - mmaction - INFO - Epoch [38][340/396] lr: 2.848e-01, eta: 1 day, 18:58:28, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6398, loss_cls: 2.6939, loss: 2.6939, grad_norm: 1.2594, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2030, loss/aux0: 2.2030 2020-10-19 04:41:07,801 - mmaction - INFO - Epoch [38][340/396] lr: 2.848e-01, eta: 1 day, 19:00:15, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6398, loss_cls: 2.6939, loss: 2.6939, grad_norm: 1.2618, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2088, loss/aux0: 2.2088 2020-10-19 04:41:44,115 - mmaction - INFO - Epoch [38][360/396] lr: 2.848e-01, eta: 1 day, 18:58:01, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6503, loss_cls: 2.6067, loss: 2.6067, grad_norm: 1.2870, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2465, loss/aux0: 2.2465 2020-10-19 04:41:45,086 - mmaction - INFO - Epoch [38][360/396] lr: 2.848e-01, eta: 1 day, 18:59:49, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6503, loss_cls: 2.6067, loss: 2.6067, grad_norm: 1.2816, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2313, loss/aux0: 2.2313 2020-10-19 04:42:21,601 - mmaction - INFO - Epoch [38][380/396] lr: 2.848e-01, eta: 1 day, 18:57:35, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6544, loss_cls: 2.6027, loss: 2.6027, grad_norm: 1.2164, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1938, loss/aux0: 2.1938 2020-10-19 04:42:22,533 - mmaction - INFO - Epoch [38][380/396] lr: 2.848e-01, eta: 1 day, 18:59:24, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6544, loss_cls: 2.6027, loss: 2.6027, grad_norm: 1.2127, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2061, loss/aux0: 2.2061 2020-10-19 04:46:43,444 - mmaction - INFO - Epoch [39][20/396] lr: 2.840e-01, eta: 1 day, 18:53:55, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6409, loss_cls: 2.6565, loss: 2.6565, grad_norm: 1.2511, top1_acc/aux0: 0.4605, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2095, loss/aux0: 2.2095 2020-10-19 04:46:44,379 - mmaction - INFO - Epoch [39][20/396] lr: 2.840e-01, eta: 1 day, 18:55:41, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6409, loss_cls: 2.6565, loss: 2.6565, grad_norm: 1.2479, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2213, loss/aux0: 2.2213 2020-10-19 04:47:20,635 - mmaction - INFO - Epoch [39][40/396] lr: 2.840e-01, eta: 1 day, 18:53:27, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6633, loss_cls: 2.6015, loss: 2.6015, grad_norm: 1.2419, top1_acc/aux0: 0.4565, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2285, loss/aux0: 2.2285 2020-10-19 04:47:21,564 - mmaction - INFO - Epoch [39][40/396] lr: 2.840e-01, eta: 1 day, 18:55:13, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6633, loss_cls: 2.6015, loss: 2.6015, grad_norm: 1.2464, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.2129, loss/aux0: 2.2129 2020-10-19 04:47:57,888 - mmaction - INFO - Epoch [39][60/396] lr: 2.840e-01, eta: 1 day, 18:53:00, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6505, loss_cls: 2.5947, loss: 2.5947, grad_norm: 1.2374, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.2261, loss/aux0: 2.2261 2020-10-19 04:47:58,818 - mmaction - INFO - Epoch [39][60/396] lr: 2.840e-01, eta: 1 day, 18:54:47, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6505, loss_cls: 2.5947, loss: 2.5947, grad_norm: 1.2432, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2354, loss/aux0: 2.2354 2020-10-19 04:48:35,011 - mmaction - INFO - Epoch [39][80/396] lr: 2.840e-01, eta: 1 day, 18:52:32, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6570, loss_cls: 2.6038, loss: 2.6038, grad_norm: 1.2748, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2194, loss/aux0: 2.2194 2020-10-19 04:48:35,948 - mmaction - INFO - Epoch [39][80/396] lr: 2.840e-01, eta: 1 day, 18:54:18, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6570, loss_cls: 2.6038, loss: 2.6038, grad_norm: 1.2724, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.2099, loss/aux0: 2.2099 2020-10-19 04:49:12,228 - mmaction - INFO - Epoch [39][100/396] lr: 2.840e-01, eta: 1 day, 18:52:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6560, loss_cls: 2.6378, loss: 2.6378, grad_norm: 1.2654, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1456, loss/aux0: 2.1456 2020-10-19 04:49:13,155 - mmaction - INFO - Epoch [39][100/396] lr: 2.840e-01, eta: 1 day, 18:53:51, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6560, loss_cls: 2.6378, loss: 2.6378, grad_norm: 1.2672, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1490, loss/aux0: 2.1490 2020-10-19 04:49:49,393 - mmaction - INFO - Epoch [39][120/396] lr: 2.840e-01, eta: 1 day, 18:51:37, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6482, loss_cls: 2.6385, loss: 2.6385, grad_norm: 1.2473, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1635, loss/aux0: 2.1635 2020-10-19 04:49:50,324 - mmaction - INFO - Epoch [39][120/396] lr: 2.840e-01, eta: 1 day, 18:53:23, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6482, loss_cls: 2.6385, loss: 2.6385, grad_norm: 1.2462, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1634, loss/aux0: 2.1634 2020-10-19 04:50:26,541 - mmaction - INFO - Epoch [39][140/396] lr: 2.840e-01, eta: 1 day, 18:51:09, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6573, loss_cls: 2.5767, loss: 2.5767, grad_norm: 1.2612, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.1880, loss/aux0: 2.1880 2020-10-19 04:50:27,472 - mmaction - INFO - Epoch [39][140/396] lr: 2.840e-01, eta: 1 day, 18:52:55, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6573, loss_cls: 2.5767, loss: 2.5767, grad_norm: 1.2709, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2104, loss/aux0: 2.2104 2020-10-19 04:51:03,728 - mmaction - INFO - Epoch [39][160/396] lr: 2.840e-01, eta: 1 day, 18:50:41, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6427, loss_cls: 2.6319, loss: 2.6319, grad_norm: 1.2432, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.1866, loss/aux0: 2.1866 2020-10-19 04:51:04,676 - mmaction - INFO - Epoch [39][160/396] lr: 2.840e-01, eta: 1 day, 18:52:27, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6427, loss_cls: 2.6319, loss: 2.6319, grad_norm: 1.2370, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1535, loss/aux0: 2.1535 2020-10-19 04:51:41,109 - mmaction - INFO - Epoch [39][180/396] lr: 2.840e-01, eta: 1 day, 18:50:13, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6513, loss_cls: 2.6224, loss: 2.6224, grad_norm: 1.2609, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1868, loss/aux0: 2.1868 2020-10-19 04:51:42,027 - mmaction - INFO - Epoch [39][180/396] lr: 2.840e-01, eta: 1 day, 18:51:58, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6513, loss_cls: 2.6224, loss: 2.6224, grad_norm: 1.2617, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1959, loss/aux0: 2.1959 2020-10-19 04:52:18,499 - mmaction - INFO - Epoch [39][200/396] lr: 2.840e-01, eta: 1 day, 18:49:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6706, loss_cls: 2.5574, loss: 2.5574, grad_norm: 1.2659, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2429, loss/aux0: 2.2429 2020-10-19 04:52:19,450 - mmaction - INFO - Epoch [39][200/396] lr: 2.840e-01, eta: 1 day, 18:51:32, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6706, loss_cls: 2.5574, loss: 2.5574, grad_norm: 1.2616, top1_acc/aux0: 0.4518, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2354, loss/aux0: 2.2354 2020-10-19 04:52:55,956 - mmaction - INFO - Epoch [39][220/396] lr: 2.840e-01, eta: 1 day, 18:49:19, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6404, loss_cls: 2.6133, loss: 2.6133, grad_norm: 1.2555, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1298, loss/aux0: 2.1298 2020-10-19 04:52:56,907 - mmaction - INFO - Epoch [39][220/396] lr: 2.840e-01, eta: 1 day, 18:51:03, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6404, loss_cls: 2.6133, loss: 2.6133, grad_norm: 1.2613, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1333, loss/aux0: 2.1333 2020-10-19 04:53:33,196 - mmaction - INFO - Epoch [39][240/396] lr: 2.840e-01, eta: 1 day, 18:48:50, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6539, loss_cls: 2.6226, loss: 2.6226, grad_norm: 1.2273, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.1728, loss/aux0: 2.1728 2020-10-19 04:53:34,123 - mmaction - INFO - Epoch [39][240/396] lr: 2.840e-01, eta: 1 day, 18:50:35, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6539, loss_cls: 2.6226, loss: 2.6226, grad_norm: 1.2314, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.1775, loss/aux0: 2.1775 2020-10-19 04:54:10,513 - mmaction - INFO - Epoch [39][260/396] lr: 2.840e-01, eta: 1 day, 18:48:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6474, loss_cls: 2.6623, loss: 2.6623, grad_norm: 1.2893, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2562, loss/aux0: 2.2562 2020-10-19 04:54:11,461 - mmaction - INFO - Epoch [39][260/396] lr: 2.840e-01, eta: 1 day, 18:50:07, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6474, loss_cls: 2.6623, loss: 2.6623, grad_norm: 1.2884, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2656, loss/aux0: 2.2656 2020-10-19 04:54:47,915 - mmaction - INFO - Epoch [39][280/396] lr: 2.840e-01, eta: 1 day, 18:47:56, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6516, loss_cls: 2.6152, loss: 2.6152, grad_norm: 1.2783, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2060, loss/aux0: 2.2060 2020-10-19 04:54:48,868 - mmaction - INFO - Epoch [39][280/396] lr: 2.840e-01, eta: 1 day, 18:49:42, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6516, loss_cls: 2.6152, loss: 2.6152, grad_norm: 1.2896, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2085, loss/aux0: 2.2085 2020-10-19 04:55:25,444 - mmaction - INFO - Epoch [39][300/396] lr: 2.840e-01, eta: 1 day, 18:47:30, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6451, loss_cls: 2.6477, loss: 2.6477, grad_norm: 1.2552, top1_acc/aux0: 0.4451, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2389, loss/aux0: 2.2389 2020-10-19 04:55:26,376 - mmaction - INFO - Epoch [39][300/396] lr: 2.840e-01, eta: 1 day, 18:49:14, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6451, loss_cls: 2.6477, loss: 2.6477, grad_norm: 1.2545, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2252, loss/aux0: 2.2252 2020-10-19 04:56:02,713 - mmaction - INFO - Epoch [39][320/396] lr: 2.840e-01, eta: 1 day, 18:47:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6513, loss_cls: 2.6506, loss: 2.6506, grad_norm: 1.2688, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1719, loss/aux0: 2.1719 2020-10-19 04:56:03,657 - mmaction - INFO - Epoch [39][320/396] lr: 2.840e-01, eta: 1 day, 18:48:47, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6513, loss_cls: 2.6506, loss: 2.6506, grad_norm: 1.2688, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1766, loss/aux0: 2.1766 2020-10-19 04:56:39,987 - mmaction - INFO - Epoch [39][340/396] lr: 2.840e-01, eta: 1 day, 18:46:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6492, loss_cls: 2.6426, loss: 2.6426, grad_norm: 1.2540, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2078, loss/aux0: 2.2078 2020-10-19 04:56:40,911 - mmaction - INFO - Epoch [39][340/396] lr: 2.840e-01, eta: 1 day, 18:48:19, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6492, loss_cls: 2.6426, loss: 2.6426, grad_norm: 1.2546, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2135, loss/aux0: 2.2135 2020-10-19 04:57:17,351 - mmaction - INFO - Epoch [39][360/396] lr: 2.840e-01, eta: 1 day, 18:46:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6451, loss_cls: 2.6342, loss: 2.6342, grad_norm: 1.2652, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.2731, loss/aux0: 2.2731 2020-10-19 04:57:18,275 - mmaction - INFO - Epoch [39][360/396] lr: 2.840e-01, eta: 1 day, 18:47:53, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6451, loss_cls: 2.6342, loss: 2.6342, grad_norm: 1.2643, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2713, loss/aux0: 2.2713 2020-10-19 04:57:54,728 - mmaction - INFO - Epoch [39][380/396] lr: 2.840e-01, eta: 1 day, 18:45:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6654, loss_cls: 2.5574, loss: 2.5574, grad_norm: 1.2284, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2110, loss/aux0: 2.2110 2020-10-19 04:57:55,657 - mmaction - INFO - Epoch [39][380/396] lr: 2.840e-01, eta: 1 day, 18:47:26, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6654, loss_cls: 2.5574, loss: 2.5574, grad_norm: 1.2302, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2030, loss/aux0: 2.2030 2020-10-19 05:02:30,628 - mmaction - INFO - Epoch [40][20/396] lr: 2.831e-01, eta: 1 day, 18:42:05, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6617, loss_cls: 2.5592, loss: 2.5592, grad_norm: 1.2380, top1_acc/aux0: 0.4808, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1400, loss/aux0: 2.1400 2020-10-19 05:02:31,546 - mmaction - INFO - Epoch [40][20/396] lr: 2.831e-01, eta: 1 day, 18:43:47, time: 0.918, data_time: 0.002, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6617, loss_cls: 2.5592, loss: 2.5592, grad_norm: 1.2391, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1382, loss/aux0: 2.1382 2020-10-19 05:03:07,646 - mmaction - INFO - Epoch [40][40/396] lr: 2.831e-01, eta: 1 day, 18:41:35, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6544, loss_cls: 2.6043, loss: 2.6043, grad_norm: 1.2677, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1855, loss/aux0: 2.1855 2020-10-19 05:03:08,587 - mmaction - INFO - Epoch [40][40/396] lr: 2.831e-01, eta: 1 day, 18:43:18, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6544, loss_cls: 2.6043, loss: 2.6043, grad_norm: 1.2648, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1845, loss/aux0: 2.1845 2020-10-19 05:03:44,925 - mmaction - INFO - Epoch [40][60/396] lr: 2.831e-01, eta: 1 day, 18:41:07, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6594, loss_cls: 2.5667, loss: 2.5667, grad_norm: 1.2476, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2373, loss/aux0: 2.2373 2020-10-19 05:03:45,862 - mmaction - INFO - Epoch [40][60/396] lr: 2.831e-01, eta: 1 day, 18:42:49, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6594, loss_cls: 2.5667, loss: 2.5667, grad_norm: 1.2476, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2408, loss/aux0: 2.2408 2020-10-19 05:04:22,185 - mmaction - INFO - Epoch [40][80/396] lr: 2.831e-01, eta: 1 day, 18:40:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6583, loss_cls: 2.6057, loss: 2.6057, grad_norm: 1.2638, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1769, loss/aux0: 2.1769 2020-10-19 05:04:23,162 - mmaction - INFO - Epoch [40][80/396] lr: 2.831e-01, eta: 1 day, 18:42:21, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6583, loss_cls: 2.6057, loss: 2.6057, grad_norm: 1.2631, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.1834, loss/aux0: 2.1834 2020-10-19 05:04:59,562 - mmaction - INFO - Epoch [40][100/396] lr: 2.831e-01, eta: 1 day, 18:40:10, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6500, loss_cls: 2.5871, loss: 2.5871, grad_norm: 1.2674, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1889, loss/aux0: 2.1889 2020-10-19 05:05:00,494 - mmaction - INFO - Epoch [40][100/396] lr: 2.831e-01, eta: 1 day, 18:41:53, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6500, loss_cls: 2.5871, loss: 2.5871, grad_norm: 1.2714, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1811, loss/aux0: 2.1811 2020-10-19 05:05:36,794 - mmaction - INFO - Epoch [40][120/396] lr: 2.831e-01, eta: 1 day, 18:39:42, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6495, loss_cls: 2.6417, loss: 2.6417, grad_norm: 1.2671, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2406, loss/aux0: 2.2406 2020-10-19 05:05:37,729 - mmaction - INFO - Epoch [40][120/396] lr: 2.831e-01, eta: 1 day, 18:41:24, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6495, loss_cls: 2.6417, loss: 2.6417, grad_norm: 1.2653, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2312, loss/aux0: 2.2312 2020-10-19 05:06:14,232 - mmaction - INFO - Epoch [40][140/396] lr: 2.831e-01, eta: 1 day, 18:39:13, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6568, loss_cls: 2.6338, loss: 2.6338, grad_norm: 1.2760, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1828, loss/aux0: 2.1828 2020-10-19 05:06:15,193 - mmaction - INFO - Epoch [40][140/396] lr: 2.831e-01, eta: 1 day, 18:40:56, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6568, loss_cls: 2.6338, loss: 2.6338, grad_norm: 1.2682, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1853, loss/aux0: 2.1853 2020-10-19 05:06:51,349 - mmaction - INFO - Epoch [40][160/396] lr: 2.831e-01, eta: 1 day, 18:38:46, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6513, loss_cls: 2.6230, loss: 2.6230, grad_norm: 1.2651, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2345, loss/aux0: 2.2345 2020-10-19 05:06:52,280 - mmaction - INFO - Epoch [40][160/396] lr: 2.831e-01, eta: 1 day, 18:40:28, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6513, loss_cls: 2.6230, loss: 2.6230, grad_norm: 1.2601, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2475, loss/aux0: 2.2475 2020-10-19 05:07:28,672 - mmaction - INFO - Epoch [40][180/396] lr: 2.831e-01, eta: 1 day, 18:38:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6557, loss_cls: 2.5995, loss: 2.5995, grad_norm: 1.2518, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2334, loss/aux0: 2.2334 2020-10-19 05:07:29,589 - mmaction - INFO - Epoch [40][180/396] lr: 2.831e-01, eta: 1 day, 18:40:01, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6557, loss_cls: 2.5995, loss: 2.5995, grad_norm: 1.2495, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2334, loss/aux0: 2.2334 2020-10-19 05:08:05,776 - mmaction - INFO - Epoch [40][200/396] lr: 2.831e-01, eta: 1 day, 18:37:50, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6591, loss_cls: 2.6052, loss: 2.6052, grad_norm: 1.2737, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1549, loss/aux0: 2.1549 2020-10-19 05:08:06,709 - mmaction - INFO - Epoch [40][200/396] lr: 2.831e-01, eta: 1 day, 18:39:31, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6591, loss_cls: 2.6052, loss: 2.6052, grad_norm: 1.2755, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1406, loss/aux0: 2.1406 2020-10-19 05:08:42,915 - mmaction - INFO - Epoch [40][220/396] lr: 2.831e-01, eta: 1 day, 18:37:21, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6573, loss_cls: 2.6098, loss: 2.6098, grad_norm: 1.2435, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1194, loss/aux0: 2.1194 2020-10-19 05:08:43,842 - mmaction - INFO - Epoch [40][220/396] lr: 2.831e-01, eta: 1 day, 18:39:03, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6573, loss_cls: 2.6098, loss: 2.6098, grad_norm: 1.2453, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1434, loss/aux0: 2.1434 2020-10-19 05:09:20,301 - mmaction - INFO - Epoch [40][240/396] lr: 2.831e-01, eta: 1 day, 18:36:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6492, loss_cls: 2.6573, loss: 2.6573, grad_norm: 1.2398, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2336, loss/aux0: 2.2336 2020-10-19 05:09:21,264 - mmaction - INFO - Epoch [40][240/396] lr: 2.831e-01, eta: 1 day, 18:38:36, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6492, loss_cls: 2.6573, loss: 2.6573, grad_norm: 1.2420, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2184, loss/aux0: 2.2184 2020-10-19 05:09:57,456 - mmaction - INFO - Epoch [40][260/396] lr: 2.831e-01, eta: 1 day, 18:36:26, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6560, loss_cls: 2.6219, loss: 2.6219, grad_norm: 1.2988, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2151, loss/aux0: 2.2151 2020-10-19 05:09:58,404 - mmaction - INFO - Epoch [40][260/396] lr: 2.831e-01, eta: 1 day, 18:38:07, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6560, loss_cls: 2.6219, loss: 2.6219, grad_norm: 1.3009, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2214, loss/aux0: 2.2214 2020-10-19 05:10:34,693 - mmaction - INFO - Epoch [40][280/396] lr: 2.831e-01, eta: 1 day, 18:35:57, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6552, loss_cls: 2.6015, loss: 2.6015, grad_norm: 1.2662, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2024, loss/aux0: 2.2024 2020-10-19 05:10:35,613 - mmaction - INFO - Epoch [40][280/396] lr: 2.831e-01, eta: 1 day, 18:37:39, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6552, loss_cls: 2.6015, loss: 2.6015, grad_norm: 1.2645, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1925, loss/aux0: 2.1925 2020-10-19 05:11:11,983 - mmaction - INFO - Epoch [40][300/396] lr: 2.831e-01, eta: 1 day, 18:35:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6612, loss_cls: 2.5976, loss: 2.5976, grad_norm: 1.2759, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2100, loss/aux0: 2.2100 2020-10-19 05:11:12,919 - mmaction - INFO - Epoch [40][300/396] lr: 2.831e-01, eta: 1 day, 18:37:11, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6612, loss_cls: 2.5976, loss: 2.5976, grad_norm: 1.2663, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2165, loss/aux0: 2.2165 2020-10-19 05:11:49,334 - mmaction - INFO - Epoch [40][320/396] lr: 2.831e-01, eta: 1 day, 18:35:02, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6664, loss_cls: 2.5534, loss: 2.5534, grad_norm: 1.2768, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1384, loss/aux0: 2.1384 2020-10-19 05:11:50,262 - mmaction - INFO - Epoch [40][320/396] lr: 2.831e-01, eta: 1 day, 18:36:43, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6664, loss_cls: 2.5534, loss: 2.5534, grad_norm: 1.2720, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1380, loss/aux0: 2.1380 2020-10-19 05:12:26,686 - mmaction - INFO - Epoch [40][340/396] lr: 2.831e-01, eta: 1 day, 18:34:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6591, loss_cls: 2.5841, loss: 2.5841, grad_norm: 1.2512, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.2105, loss/aux0: 2.2105 2020-10-19 05:12:27,632 - mmaction - INFO - Epoch [40][340/396] lr: 2.831e-01, eta: 1 day, 18:36:16, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6591, loss_cls: 2.5841, loss: 2.5841, grad_norm: 1.2518, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.2048, loss/aux0: 2.2048 2020-10-19 05:13:03,886 - mmaction - INFO - Epoch [40][360/396] lr: 2.831e-01, eta: 1 day, 18:34:06, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6667, loss_cls: 2.5699, loss: 2.5699, grad_norm: 1.2381, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.2100, loss/aux0: 2.2100 2020-10-19 05:13:04,811 - mmaction - INFO - Epoch [40][360/396] lr: 2.831e-01, eta: 1 day, 18:35:47, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6667, loss_cls: 2.5699, loss: 2.5699, grad_norm: 1.2370, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2167, loss/aux0: 2.2167 2020-10-19 05:13:41,087 - mmaction - INFO - Epoch [40][380/396] lr: 2.831e-01, eta: 1 day, 18:33:38, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6451, loss_cls: 2.6431, loss: 2.6431, grad_norm: 1.2621, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1677, loss/aux0: 2.1677 2020-10-19 05:13:42,012 - mmaction - INFO - Epoch [40][380/396] lr: 2.831e-01, eta: 1 day, 18:35:18, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6451, loss_cls: 2.6431, loss: 2.6431, grad_norm: 1.2612, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1736, loss/aux0: 2.1736 2020-10-19 05:14:14,022 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-19 05:15:56,633 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 05:15:56,773 - mmaction - INFO - top1_acc 0.5062 top5_acc 0.7764 2020-10-19 05:15:56,773 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 05:15:56,816 - mmaction - INFO - mean_acc 0.5065 2020-10-19 05:15:56,816 - mmaction - INFO - Now best checkpoint is epoch_40.pth 2020-10-19 05:15:56,827 - mmaction - INFO - Epoch(val) [40][396] top1_acc: 0.5062, top5_acc: 0.7764, mean_class_accuracy: 0.5065 2020-10-19 05:19:59,374 - mmaction - INFO - Epoch [41][20/396] lr: 2.823e-01, eta: 1 day, 18:30:05, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6456, loss_cls: 2.6439, loss: 2.6439, grad_norm: 1.2732, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7368, loss_cls/aux0: 2.2169, loss/aux0: 2.2169 2020-10-19 05:20:00,309 - mmaction - INFO - Epoch [41][20/396] lr: 2.823e-01, eta: 1 day, 18:31:44, time: 0.918, data_time: 0.003, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6456, loss_cls: 2.6439, loss: 2.6439, grad_norm: 1.2769, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.2161, loss/aux0: 2.2161 2020-10-19 05:20:36,510 - mmaction - INFO - Epoch [41][40/396] lr: 2.823e-01, eta: 1 day, 18:29:35, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6622, loss_cls: 2.5471, loss: 2.5471, grad_norm: 1.2640, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2414, loss/aux0: 2.2414 2020-10-19 05:20:37,447 - mmaction - INFO - Epoch [41][40/396] lr: 2.823e-01, eta: 1 day, 18:31:15, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6622, loss_cls: 2.5471, loss: 2.5471, grad_norm: 1.2605, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2419, loss/aux0: 2.2419 2020-10-19 05:21:13,667 - mmaction - INFO - Epoch [41][60/396] lr: 2.823e-01, eta: 1 day, 18:29:06, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6656, loss_cls: 2.5705, loss: 2.5705, grad_norm: 1.2582, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1961, loss/aux0: 2.1961 2020-10-19 05:21:14,601 - mmaction - INFO - Epoch [41][60/396] lr: 2.823e-01, eta: 1 day, 18:30:46, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6656, loss_cls: 2.5705, loss: 2.5705, grad_norm: 1.2537, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1922, loss/aux0: 2.1922 2020-10-19 05:21:50,829 - mmaction - INFO - Epoch [41][80/396] lr: 2.823e-01, eta: 1 day, 18:28:37, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6622, loss_cls: 2.5861, loss: 2.5861, grad_norm: 1.2702, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1538, loss/aux0: 2.1538 2020-10-19 05:21:51,768 - mmaction - INFO - Epoch [41][80/396] lr: 2.823e-01, eta: 1 day, 18:30:16, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6622, loss_cls: 2.5861, loss: 2.5861, grad_norm: 1.2672, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1556, loss/aux0: 2.1556 2020-10-19 05:22:28,180 - mmaction - INFO - Epoch [41][100/396] lr: 2.823e-01, eta: 1 day, 18:28:08, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6417, loss_cls: 2.6429, loss: 2.6429, grad_norm: 1.2806, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1580, loss/aux0: 2.1580 2020-10-19 05:22:29,120 - mmaction - INFO - Epoch [41][100/396] lr: 2.823e-01, eta: 1 day, 18:29:48, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6417, loss_cls: 2.6429, loss: 2.6429, grad_norm: 1.2795, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1637, loss/aux0: 2.1637 2020-10-19 05:23:05,799 - mmaction - INFO - Epoch [41][120/396] lr: 2.823e-01, eta: 1 day, 18:27:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6526, loss_cls: 2.6104, loss: 2.6104, grad_norm: 1.2715, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2101, loss/aux0: 2.2101 2020-10-19 05:23:06,749 - mmaction - INFO - Epoch [41][120/396] lr: 2.823e-01, eta: 1 day, 18:29:21, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6526, loss_cls: 2.6104, loss: 2.6104, grad_norm: 1.2694, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.1896, loss/aux0: 2.1896 2020-10-19 05:23:43,152 - mmaction - INFO - Epoch [41][140/396] lr: 2.823e-01, eta: 1 day, 18:27:13, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6685, loss_cls: 2.5859, loss: 2.5859, grad_norm: 1.2518, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1876, loss/aux0: 2.1876 2020-10-19 05:23:44,138 - mmaction - INFO - Epoch [41][140/396] lr: 2.823e-01, eta: 1 day, 18:28:53, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6685, loss_cls: 2.5859, loss: 2.5859, grad_norm: 1.2568, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.2169, loss/aux0: 2.2169 2020-10-19 05:24:20,559 - mmaction - INFO - Epoch [41][160/396] lr: 2.823e-01, eta: 1 day, 18:26:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6693, loss_cls: 2.5538, loss: 2.5538, grad_norm: 1.2640, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1750, loss/aux0: 2.1750 2020-10-19 05:24:21,494 - mmaction - INFO - Epoch [41][160/396] lr: 2.823e-01, eta: 1 day, 18:28:25, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6693, loss_cls: 2.5538, loss: 2.5538, grad_norm: 1.2648, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1616, loss/aux0: 2.1616 2020-10-19 05:24:57,770 - mmaction - INFO - Epoch [41][180/396] lr: 2.823e-01, eta: 1 day, 18:26:18, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6591, loss_cls: 2.5906, loss: 2.5906, grad_norm: 1.2538, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1964, loss/aux0: 2.1964 2020-10-19 05:24:58,705 - mmaction - INFO - Epoch [41][180/396] lr: 2.823e-01, eta: 1 day, 18:27:57, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6591, loss_cls: 2.5906, loss: 2.5906, grad_norm: 1.2543, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1927, loss/aux0: 2.1927 2020-10-19 05:25:35,107 - mmaction - INFO - Epoch [41][200/396] lr: 2.823e-01, eta: 1 day, 18:25:50, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6638, loss_cls: 2.5258, loss: 2.5258, grad_norm: 1.2686, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1954, loss/aux0: 2.1954 2020-10-19 05:25:36,042 - mmaction - INFO - Epoch [41][200/396] lr: 2.823e-01, eta: 1 day, 18:27:29, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6638, loss_cls: 2.5258, loss: 2.5258, grad_norm: 1.2627, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1967, loss/aux0: 2.1967 2020-10-19 05:26:12,200 - mmaction - INFO - Epoch [41][220/396] lr: 2.823e-01, eta: 1 day, 18:25:21, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6630, loss_cls: 2.6114, loss: 2.6114, grad_norm: 1.2505, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1883, loss/aux0: 2.1883 2020-10-19 05:26:13,160 - mmaction - INFO - Epoch [41][220/396] lr: 2.823e-01, eta: 1 day, 18:26:59, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6630, loss_cls: 2.6114, loss: 2.6114, grad_norm: 1.2484, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1922, loss/aux0: 2.1922 2020-10-19 05:26:49,579 - mmaction - INFO - Epoch [41][240/396] lr: 2.823e-01, eta: 1 day, 18:24:52, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6404, loss_cls: 2.6679, loss: 2.6679, grad_norm: 1.2851, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1365, loss/aux0: 2.1365 2020-10-19 05:26:50,511 - mmaction - INFO - Epoch [41][240/396] lr: 2.823e-01, eta: 1 day, 18:26:31, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6404, loss_cls: 2.6679, loss: 2.6679, grad_norm: 1.2831, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1335, loss/aux0: 2.1335 2020-10-19 05:27:27,088 - mmaction - INFO - Epoch [41][260/396] lr: 2.823e-01, eta: 1 day, 18:24:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6427, loss_cls: 2.6326, loss: 2.6326, grad_norm: 1.2475, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1879, loss/aux0: 2.1879 2020-10-19 05:27:28,013 - mmaction - INFO - Epoch [41][260/396] lr: 2.823e-01, eta: 1 day, 18:26:03, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6427, loss_cls: 2.6326, loss: 2.6326, grad_norm: 1.2545, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1906, loss/aux0: 2.1906 2020-10-19 05:28:04,269 - mmaction - INFO - Epoch [41][280/396] lr: 2.823e-01, eta: 1 day, 18:23:56, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6560, loss_cls: 2.6331, loss: 2.6331, grad_norm: 1.2547, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.1671, loss/aux0: 2.1671 2020-10-19 05:28:05,192 - mmaction - INFO - Epoch [41][280/396] lr: 2.823e-01, eta: 1 day, 18:25:34, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6560, loss_cls: 2.6331, loss: 2.6331, grad_norm: 1.2576, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.1723, loss/aux0: 2.1723 2020-10-19 05:28:41,818 - mmaction - INFO - Epoch [41][300/396] lr: 2.823e-01, eta: 1 day, 18:23:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6557, loss_cls: 2.5767, loss: 2.5767, grad_norm: 1.2640, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1693, loss/aux0: 2.1693 2020-10-19 05:28:42,754 - mmaction - INFO - Epoch [41][300/396] lr: 2.823e-01, eta: 1 day, 18:25:07, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6557, loss_cls: 2.5767, loss: 2.5767, grad_norm: 1.2622, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1436, loss/aux0: 2.1436 2020-10-19 05:29:19,075 - mmaction - INFO - Epoch [41][320/396] lr: 2.823e-01, eta: 1 day, 18:23:00, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3938, top5_acc: 0.6542, loss_cls: 2.6122, loss: 2.6122, grad_norm: 1.2750, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1715, loss/aux0: 2.1715 2020-10-19 05:29:20,003 - mmaction - INFO - Epoch [41][320/396] lr: 2.823e-01, eta: 1 day, 18:24:38, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3938, top5_acc: 0.6542, loss_cls: 2.6122, loss: 2.6122, grad_norm: 1.2795, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.1843, loss/aux0: 2.1843 2020-10-19 05:29:56,432 - mmaction - INFO - Epoch [41][340/396] lr: 2.823e-01, eta: 1 day, 18:22:32, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6615, loss_cls: 2.6172, loss: 2.6172, grad_norm: 1.2338, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1855, loss/aux0: 2.1855 2020-10-19 05:29:57,389 - mmaction - INFO - Epoch [41][340/396] lr: 2.823e-01, eta: 1 day, 18:24:10, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6615, loss_cls: 2.6172, loss: 2.6172, grad_norm: 1.2353, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1934, loss/aux0: 2.1934 2020-10-19 05:30:33,676 - mmaction - INFO - Epoch [41][360/396] lr: 2.823e-01, eta: 1 day, 18:22:03, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6401, loss_cls: 2.6317, loss: 2.6317, grad_norm: 1.2669, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1598, loss/aux0: 2.1598 2020-10-19 05:30:34,600 - mmaction - INFO - Epoch [41][360/396] lr: 2.823e-01, eta: 1 day, 18:23:41, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6401, loss_cls: 2.6317, loss: 2.6317, grad_norm: 1.2673, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1647, loss/aux0: 2.1647 2020-10-19 05:31:10,955 - mmaction - INFO - Epoch [41][380/396] lr: 2.823e-01, eta: 1 day, 18:21:35, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6513, loss_cls: 2.6401, loss: 2.6401, grad_norm: 1.2609, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2110, loss/aux0: 2.2110 2020-10-19 05:31:11,871 - mmaction - INFO - Epoch [41][380/396] lr: 2.823e-01, eta: 1 day, 18:23:13, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6513, loss_cls: 2.6401, loss: 2.6401, grad_norm: 1.2635, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2002, loss/aux0: 2.2002 2020-10-19 05:35:31,751 - mmaction - INFO - Epoch [42][20/396] lr: 2.814e-01, eta: 1 day, 18:18:08, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6646, loss_cls: 2.5403, loss: 2.5403, grad_norm: 1.2667, top1_acc/aux0: 0.4666, top5_acc/aux0: 0.7371, loss_cls/aux0: 2.1782, loss/aux0: 2.1782 2020-10-19 05:35:32,696 - mmaction - INFO - Epoch [42][20/396] lr: 2.814e-01, eta: 1 day, 18:19:45, time: 0.924, data_time: 0.004, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6646, loss_cls: 2.5403, loss: 2.5403, grad_norm: 1.2660, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1820, loss/aux0: 2.1820 2020-10-19 05:36:08,957 - mmaction - INFO - Epoch [42][40/396] lr: 2.814e-01, eta: 1 day, 18:17:39, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6604, loss_cls: 2.5875, loss: 2.5875, grad_norm: 1.2994, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1873, loss/aux0: 2.1873 2020-10-19 05:36:09,884 - mmaction - INFO - Epoch [42][40/396] lr: 2.814e-01, eta: 1 day, 18:19:16, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6604, loss_cls: 2.5875, loss: 2.5875, grad_norm: 1.2968, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1872, loss/aux0: 2.1872 2020-10-19 05:36:46,315 - mmaction - INFO - Epoch [42][60/396] lr: 2.814e-01, eta: 1 day, 18:17:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6607, loss_cls: 2.6011, loss: 2.6011, grad_norm: 1.2755, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1595, loss/aux0: 2.1595 2020-10-19 05:36:47,255 - mmaction - INFO - Epoch [42][60/396] lr: 2.814e-01, eta: 1 day, 18:18:48, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6607, loss_cls: 2.6011, loss: 2.6011, grad_norm: 1.2662, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1519, loss/aux0: 2.1519 2020-10-19 05:37:23,549 - mmaction - INFO - Epoch [42][80/396] lr: 2.814e-01, eta: 1 day, 18:16:42, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6641, loss_cls: 2.6213, loss: 2.6213, grad_norm: 1.2566, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1364, loss/aux0: 2.1364 2020-10-19 05:37:24,503 - mmaction - INFO - Epoch [42][80/396] lr: 2.814e-01, eta: 1 day, 18:18:19, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6641, loss_cls: 2.6213, loss: 2.6213, grad_norm: 1.2587, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1380, loss/aux0: 2.1380 2020-10-19 05:38:00,632 - mmaction - INFO - Epoch [42][100/396] lr: 2.814e-01, eta: 1 day, 18:16:13, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6667, loss_cls: 2.5601, loss: 2.5601, grad_norm: 1.2809, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1427, loss/aux0: 2.1427 2020-10-19 05:38:01,564 - mmaction - INFO - Epoch [42][100/396] lr: 2.814e-01, eta: 1 day, 18:17:50, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6667, loss_cls: 2.5601, loss: 2.5601, grad_norm: 1.2847, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1422, loss/aux0: 2.1422 2020-10-19 05:38:37,782 - mmaction - INFO - Epoch [42][120/396] lr: 2.814e-01, eta: 1 day, 18:15:45, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6604, loss_cls: 2.5956, loss: 2.5956, grad_norm: 1.2612, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.1574, loss/aux0: 2.1574 2020-10-19 05:38:38,726 - mmaction - INFO - Epoch [42][120/396] lr: 2.814e-01, eta: 1 day, 18:17:21, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6604, loss_cls: 2.5956, loss: 2.5956, grad_norm: 1.2661, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.1667, loss/aux0: 2.1667 2020-10-19 05:39:15,031 - mmaction - INFO - Epoch [42][140/396] lr: 2.814e-01, eta: 1 day, 18:15:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6589, loss_cls: 2.5843, loss: 2.5843, grad_norm: 1.2675, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1549, loss/aux0: 2.1549 2020-10-19 05:39:15,973 - mmaction - INFO - Epoch [42][140/396] lr: 2.814e-01, eta: 1 day, 18:16:52, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6589, loss_cls: 2.5843, loss: 2.5843, grad_norm: 1.2667, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1481, loss/aux0: 2.1481 2020-10-19 05:39:52,276 - mmaction - INFO - Epoch [42][160/396] lr: 2.814e-01, eta: 1 day, 18:14:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6513, loss_cls: 2.6010, loss: 2.6010, grad_norm: 1.2844, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1899, loss/aux0: 2.1899 2020-10-19 05:39:53,197 - mmaction - INFO - Epoch [42][160/396] lr: 2.814e-01, eta: 1 day, 18:16:24, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6513, loss_cls: 2.6010, loss: 2.6010, grad_norm: 1.2864, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1905, loss/aux0: 2.1905 2020-10-19 05:40:29,689 - mmaction - INFO - Epoch [42][180/396] lr: 2.814e-01, eta: 1 day, 18:14:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6659, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.2529, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.1947, loss/aux0: 2.1947 2020-10-19 05:40:30,652 - mmaction - INFO - Epoch [42][180/396] lr: 2.814e-01, eta: 1 day, 18:15:57, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6659, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.2474, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.1930, loss/aux0: 2.1930 2020-10-19 05:41:06,905 - mmaction - INFO - Epoch [42][200/396] lr: 2.814e-01, eta: 1 day, 18:13:52, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6622, loss_cls: 2.5551, loss: 2.5551, grad_norm: 1.2685, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1916, loss/aux0: 2.1916 2020-10-19 05:41:07,847 - mmaction - INFO - Epoch [42][200/396] lr: 2.814e-01, eta: 1 day, 18:15:28, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6622, loss_cls: 2.5551, loss: 2.5551, grad_norm: 1.2689, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1962, loss/aux0: 2.1962 2020-10-19 05:41:44,144 - mmaction - INFO - Epoch [42][220/396] lr: 2.814e-01, eta: 1 day, 18:13:23, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6497, loss_cls: 2.6100, loss: 2.6100, grad_norm: 1.2848, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2199, loss/aux0: 2.2199 2020-10-19 05:41:45,071 - mmaction - INFO - Epoch [42][220/396] lr: 2.814e-01, eta: 1 day, 18:14:59, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6497, loss_cls: 2.6100, loss: 2.6100, grad_norm: 1.2810, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.2087, loss/aux0: 2.2087 2020-10-19 05:42:21,475 - mmaction - INFO - Epoch [42][240/396] lr: 2.814e-01, eta: 1 day, 18:12:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6596, loss_cls: 2.6208, loss: 2.6208, grad_norm: 1.2750, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1439, loss/aux0: 2.1439 2020-10-19 05:42:22,415 - mmaction - INFO - Epoch [42][240/396] lr: 2.814e-01, eta: 1 day, 18:14:32, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6596, loss_cls: 2.6208, loss: 2.6208, grad_norm: 1.2741, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1406, loss/aux0: 2.1406 2020-10-19 05:42:58,864 - mmaction - INFO - Epoch [42][260/396] lr: 2.814e-01, eta: 1 day, 18:12:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6578, loss_cls: 2.5358, loss: 2.5358, grad_norm: 1.2637, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1501, loss/aux0: 2.1501 2020-10-19 05:42:59,815 - mmaction - INFO - Epoch [42][260/396] lr: 2.814e-01, eta: 1 day, 18:14:04, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6578, loss_cls: 2.5358, loss: 2.5358, grad_norm: 1.2652, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1493, loss/aux0: 2.1493 2020-10-19 05:43:36,161 - mmaction - INFO - Epoch [42][280/396] lr: 2.814e-01, eta: 1 day, 18:12:01, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6690, loss_cls: 2.5573, loss: 2.5573, grad_norm: 1.2806, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1585, loss/aux0: 2.1585 2020-10-19 05:43:37,084 - mmaction - INFO - Epoch [42][280/396] lr: 2.814e-01, eta: 1 day, 18:13:37, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6690, loss_cls: 2.5573, loss: 2.5573, grad_norm: 1.2792, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.1811, loss/aux0: 2.1811 2020-10-19 05:44:13,760 - mmaction - INFO - Epoch [42][300/396] lr: 2.814e-01, eta: 1 day, 18:11:33, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6583, loss_cls: 2.6064, loss: 2.6064, grad_norm: 1.2505, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1418, loss/aux0: 2.1418 2020-10-19 05:44:14,690 - mmaction - INFO - Epoch [42][300/396] lr: 2.814e-01, eta: 1 day, 18:13:09, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6583, loss_cls: 2.6064, loss: 2.6064, grad_norm: 1.2479, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1371, loss/aux0: 2.1371 2020-10-19 05:44:51,175 - mmaction - INFO - Epoch [42][320/396] lr: 2.814e-01, eta: 1 day, 18:11:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6523, loss_cls: 2.6026, loss: 2.6026, grad_norm: 1.2791, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2289, loss/aux0: 2.2289 2020-10-19 05:44:52,111 - mmaction - INFO - Epoch [42][320/396] lr: 2.814e-01, eta: 1 day, 18:12:41, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6523, loss_cls: 2.6026, loss: 2.6026, grad_norm: 1.2788, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2266, loss/aux0: 2.2266 2020-10-19 05:45:28,434 - mmaction - INFO - Epoch [42][340/396] lr: 2.814e-01, eta: 1 day, 18:10:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6518, loss_cls: 2.6149, loss: 2.6149, grad_norm: 1.2173, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2418, loss/aux0: 2.2418 2020-10-19 05:45:29,393 - mmaction - INFO - Epoch [42][340/396] lr: 2.814e-01, eta: 1 day, 18:12:14, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6518, loss_cls: 2.6149, loss: 2.6149, grad_norm: 1.2176, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2312, loss/aux0: 2.2312 2020-10-19 05:46:05,798 - mmaction - INFO - Epoch [42][360/396] lr: 2.814e-01, eta: 1 day, 18:10:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6612, loss_cls: 2.5990, loss: 2.5990, grad_norm: 1.2932, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2180, loss/aux0: 2.2180 2020-10-19 05:46:06,749 - mmaction - INFO - Epoch [42][360/396] lr: 2.814e-01, eta: 1 day, 18:11:45, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6612, loss_cls: 2.5990, loss: 2.5990, grad_norm: 1.3023, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2417, loss/aux0: 2.2417 2020-10-19 05:46:43,175 - mmaction - INFO - Epoch [42][380/396] lr: 2.814e-01, eta: 1 day, 18:09:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6443, loss_cls: 2.6080, loss: 2.6080, grad_norm: 1.3010, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2473, loss/aux0: 2.2473 2020-10-19 05:46:44,105 - mmaction - INFO - Epoch [42][380/396] lr: 2.814e-01, eta: 1 day, 18:11:18, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6443, loss_cls: 2.6080, loss: 2.6080, grad_norm: 1.2985, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2256, loss/aux0: 2.2256 2020-10-19 05:51:21,999 - mmaction - INFO - Epoch [43][20/396] lr: 2.805e-01, eta: 1 day, 18:06:19, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6495, loss_cls: 2.6500, loss: 2.6500, grad_norm: 1.2656, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2181, loss/aux0: 2.2181 2020-10-19 05:51:22,928 - mmaction - INFO - Epoch [43][20/396] lr: 2.805e-01, eta: 1 day, 18:07:52, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6495, loss_cls: 2.6500, loss: 2.6500, grad_norm: 1.2649, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2054, loss/aux0: 2.2054 2020-10-19 05:51:59,065 - mmaction - INFO - Epoch [43][40/396] lr: 2.805e-01, eta: 1 day, 18:05:49, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6706, loss_cls: 2.5707, loss: 2.5707, grad_norm: 1.2586, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1378, loss/aux0: 2.1378 2020-10-19 05:52:00,052 - mmaction - INFO - Epoch [43][40/396] lr: 2.805e-01, eta: 1 day, 18:07:24, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6706, loss_cls: 2.5707, loss: 2.5707, grad_norm: 1.2587, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1340, loss/aux0: 2.1340 2020-10-19 05:52:36,354 - mmaction - INFO - Epoch [43][60/396] lr: 2.805e-01, eta: 1 day, 18:05:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6622, loss_cls: 2.5934, loss: 2.5934, grad_norm: 1.2695, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.1834, loss/aux0: 2.1834 2020-10-19 05:52:37,289 - mmaction - INFO - Epoch [43][60/396] lr: 2.805e-01, eta: 1 day, 18:06:57, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6622, loss_cls: 2.5934, loss: 2.5934, grad_norm: 1.2776, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2056, loss/aux0: 2.2056 2020-10-19 05:53:13,536 - mmaction - INFO - Epoch [43][80/396] lr: 2.805e-01, eta: 1 day, 18:04:53, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6586, loss_cls: 2.5948, loss: 2.5948, grad_norm: 1.2624, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1596, loss/aux0: 2.1596 2020-10-19 05:53:14,484 - mmaction - INFO - Epoch [43][80/396] lr: 2.805e-01, eta: 1 day, 18:06:27, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6586, loss_cls: 2.5948, loss: 2.5948, grad_norm: 1.2638, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1673, loss/aux0: 2.1673 2020-10-19 05:53:50,990 - mmaction - INFO - Epoch [43][100/396] lr: 2.805e-01, eta: 1 day, 18:04:25, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6776, loss_cls: 2.5019, loss: 2.5019, grad_norm: 1.2585, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1445, loss/aux0: 2.1445 2020-10-19 05:53:51,928 - mmaction - INFO - Epoch [43][100/396] lr: 2.805e-01, eta: 1 day, 18:05:59, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6776, loss_cls: 2.5019, loss: 2.5019, grad_norm: 1.2605, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1320, loss/aux0: 2.1320 2020-10-19 05:54:28,472 - mmaction - INFO - Epoch [43][120/396] lr: 2.805e-01, eta: 1 day, 18:03:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6536, loss_cls: 2.6054, loss: 2.6054, grad_norm: 1.2604, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1281, loss/aux0: 2.1281 2020-10-19 05:54:29,397 - mmaction - INFO - Epoch [43][120/396] lr: 2.805e-01, eta: 1 day, 18:05:32, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6536, loss_cls: 2.6054, loss: 2.6054, grad_norm: 1.2565, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1269, loss/aux0: 2.1269 2020-10-19 05:55:05,819 - mmaction - INFO - Epoch [43][140/396] lr: 2.805e-01, eta: 1 day, 18:03:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6586, loss_cls: 2.5764, loss: 2.5764, grad_norm: 1.2742, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.0937, loss/aux0: 2.0937 2020-10-19 05:55:06,771 - mmaction - INFO - Epoch [43][140/396] lr: 2.805e-01, eta: 1 day, 18:05:04, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6586, loss_cls: 2.5764, loss: 2.5764, grad_norm: 1.2739, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.0924, loss/aux0: 2.0924 2020-10-19 05:55:43,262 - mmaction - INFO - Epoch [43][160/396] lr: 2.805e-01, eta: 1 day, 18:03:01, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6596, loss_cls: 2.6061, loss: 2.6061, grad_norm: 1.2918, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1990, loss/aux0: 2.1990 2020-10-19 05:55:44,197 - mmaction - INFO - Epoch [43][160/396] lr: 2.805e-01, eta: 1 day, 18:04:35, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6596, loss_cls: 2.6061, loss: 2.6061, grad_norm: 1.2933, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.2069, loss/aux0: 2.2069 2020-10-19 05:56:20,617 - mmaction - INFO - Epoch [43][180/396] lr: 2.805e-01, eta: 1 day, 18:02:33, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6557, loss_cls: 2.6157, loss: 2.6157, grad_norm: 1.2817, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2140, loss/aux0: 2.2140 2020-10-19 05:56:21,544 - mmaction - INFO - Epoch [43][180/396] lr: 2.805e-01, eta: 1 day, 18:04:08, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6557, loss_cls: 2.6157, loss: 2.6157, grad_norm: 1.2842, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2068, loss/aux0: 2.2068 2020-10-19 05:56:57,919 - mmaction - INFO - Epoch [43][200/396] lr: 2.805e-01, eta: 1 day, 18:02:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6544, loss_cls: 2.6043, loss: 2.6043, grad_norm: 1.2620, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1890, loss/aux0: 2.1890 2020-10-19 05:56:58,850 - mmaction - INFO - Epoch [43][200/396] lr: 2.805e-01, eta: 1 day, 18:03:39, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6544, loss_cls: 2.6043, loss: 2.6043, grad_norm: 1.2539, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1809, loss/aux0: 2.1809 2020-10-19 05:57:35,446 - mmaction - INFO - Epoch [43][220/396] lr: 2.805e-01, eta: 1 day, 18:01:38, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6651, loss_cls: 2.5931, loss: 2.5931, grad_norm: 1.3007, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1050, loss/aux0: 2.1050 2020-10-19 05:57:36,387 - mmaction - INFO - Epoch [43][220/396] lr: 2.805e-01, eta: 1 day, 18:03:13, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6651, loss_cls: 2.5931, loss: 2.5931, grad_norm: 1.3019, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1088, loss/aux0: 2.1088 2020-10-19 05:58:12,712 - mmaction - INFO - Epoch [43][240/396] lr: 2.805e-01, eta: 1 day, 18:01:11, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6599, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.2530, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1607, loss/aux0: 2.1607 2020-10-19 05:58:13,679 - mmaction - INFO - Epoch [43][240/396] lr: 2.805e-01, eta: 1 day, 18:02:44, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6599, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.2487, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.1756, loss/aux0: 2.1756 2020-10-19 05:58:50,174 - mmaction - INFO - Epoch [43][260/396] lr: 2.805e-01, eta: 1 day, 18:00:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6534, loss_cls: 2.6119, loss: 2.6119, grad_norm: 1.2742, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1247, loss/aux0: 2.1247 2020-10-19 05:58:51,122 - mmaction - INFO - Epoch [43][260/396] lr: 2.805e-01, eta: 1 day, 18:02:17, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6534, loss_cls: 2.6119, loss: 2.6119, grad_norm: 1.2784, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1038, loss/aux0: 2.1038 2020-10-19 05:59:27,454 - mmaction - INFO - Epoch [43][280/396] lr: 2.805e-01, eta: 1 day, 18:00:15, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6677, loss_cls: 2.5810, loss: 2.5810, grad_norm: 1.2637, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1385, loss/aux0: 2.1385 2020-10-19 05:59:28,402 - mmaction - INFO - Epoch [43][280/396] lr: 2.805e-01, eta: 1 day, 18:01:48, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6677, loss_cls: 2.5810, loss: 2.5810, grad_norm: 1.2654, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1502, loss/aux0: 2.1502 2020-10-19 06:00:07,388 - mmaction - INFO - Epoch [43][300/396] lr: 2.805e-01, eta: 1 day, 17:59:53, time: 0.999, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6464, loss_cls: 2.6559, loss: 2.6559, grad_norm: 1.2874, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1939, loss/aux0: 2.1939 2020-10-19 06:00:10,360 - mmaction - INFO - Epoch [43][300/396] lr: 2.805e-01, eta: 1 day, 18:01:50, time: 1.169, data_time: 0.091, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6464, loss_cls: 2.6559, loss: 2.6559, grad_norm: 1.2902, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1871, loss/aux0: 2.1871 2020-10-19 06:00:46,708 - mmaction - INFO - Epoch [43][320/396] lr: 2.805e-01, eta: 1 day, 17:59:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6589, loss_cls: 2.6007, loss: 2.6007, grad_norm: 1.2943, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1698, loss/aux0: 2.1698 2020-10-19 06:00:47,636 - mmaction - INFO - Epoch [43][320/396] lr: 2.805e-01, eta: 1 day, 18:01:21, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6589, loss_cls: 2.6007, loss: 2.6007, grad_norm: 1.2901, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1626, loss/aux0: 2.1626 2020-10-19 06:01:24,027 - mmaction - INFO - Epoch [43][340/396] lr: 2.805e-01, eta: 1 day, 17:59:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6518, loss_cls: 2.6088, loss: 2.6088, grad_norm: 1.2623, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1671, loss/aux0: 2.1671 2020-10-19 06:01:24,987 - mmaction - INFO - Epoch [43][340/396] lr: 2.805e-01, eta: 1 day, 18:00:53, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6518, loss_cls: 2.6088, loss: 2.6088, grad_norm: 1.2671, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1820, loss/aux0: 2.1820 2020-10-19 06:02:01,442 - mmaction - INFO - Epoch [43][360/396] lr: 2.805e-01, eta: 1 day, 17:58:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6479, loss_cls: 2.5972, loss: 2.5972, grad_norm: 1.2625, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2248, loss/aux0: 2.2248 2020-10-19 06:02:02,375 - mmaction - INFO - Epoch [43][360/396] lr: 2.805e-01, eta: 1 day, 18:00:25, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6479, loss_cls: 2.5972, loss: 2.5972, grad_norm: 1.2638, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2167, loss/aux0: 2.2167 2020-10-19 06:02:38,661 - mmaction - INFO - Epoch [43][380/396] lr: 2.805e-01, eta: 1 day, 17:58:24, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6737, loss_cls: 2.5225, loss: 2.5225, grad_norm: 1.2598, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1767, loss/aux0: 2.1767 2020-10-19 06:02:39,603 - mmaction - INFO - Epoch [43][380/396] lr: 2.805e-01, eta: 1 day, 17:59:56, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6737, loss_cls: 2.5225, loss: 2.5225, grad_norm: 1.2571, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1787, loss/aux0: 2.1787 2020-10-19 06:07:15,050 - mmaction - INFO - Epoch [44][20/396] lr: 2.796e-01, eta: 1 day, 17:55:03, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6703, loss_cls: 2.5215, loss: 2.5215, grad_norm: 1.2638, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7327, loss_cls/aux0: 2.1556, loss/aux0: 2.1556 2020-10-19 06:07:15,982 - mmaction - INFO - Epoch [44][20/396] lr: 2.796e-01, eta: 1 day, 17:56:34, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6703, loss_cls: 2.5215, loss: 2.5215, grad_norm: 1.2678, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1538, loss/aux0: 2.1538 2020-10-19 06:07:52,282 - mmaction - INFO - Epoch [44][40/396] lr: 2.796e-01, eta: 1 day, 17:54:33, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6773, loss_cls: 2.5031, loss: 2.5031, grad_norm: 1.2830, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1164, loss/aux0: 2.1164 2020-10-19 06:07:53,208 - mmaction - INFO - Epoch [44][40/396] lr: 2.796e-01, eta: 1 day, 17:56:05, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6773, loss_cls: 2.5031, loss: 2.5031, grad_norm: 1.2902, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1170, loss/aux0: 2.1170 2020-10-19 06:08:29,442 - mmaction - INFO - Epoch [44][60/396] lr: 2.796e-01, eta: 1 day, 17:54:04, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6732, loss_cls: 2.5023, loss: 2.5023, grad_norm: 1.2839, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1767, loss/aux0: 2.1767 2020-10-19 06:08:30,381 - mmaction - INFO - Epoch [44][60/396] lr: 2.796e-01, eta: 1 day, 17:55:36, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6732, loss_cls: 2.5023, loss: 2.5023, grad_norm: 1.2846, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1715, loss/aux0: 2.1715 2020-10-19 06:09:06,569 - mmaction - INFO - Epoch [44][80/396] lr: 2.796e-01, eta: 1 day, 17:53:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6633, loss_cls: 2.5901, loss: 2.5901, grad_norm: 1.2904, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.1885, loss/aux0: 2.1885 2020-10-19 06:09:07,526 - mmaction - INFO - Epoch [44][80/396] lr: 2.796e-01, eta: 1 day, 17:55:06, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6633, loss_cls: 2.5901, loss: 2.5901, grad_norm: 1.2893, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.1859, loss/aux0: 2.1859 2020-10-19 06:09:44,265 - mmaction - INFO - Epoch [44][100/396] lr: 2.796e-01, eta: 1 day, 17:53:08, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6724, loss_cls: 2.5561, loss: 2.5561, grad_norm: 1.2708, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1420, loss/aux0: 2.1420 2020-10-19 06:09:45,209 - mmaction - INFO - Epoch [44][100/396] lr: 2.796e-01, eta: 1 day, 17:54:42, time: 0.955, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6724, loss_cls: 2.5561, loss: 2.5561, grad_norm: 1.2762, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1544, loss/aux0: 2.1544 2020-10-19 06:10:21,559 - mmaction - INFO - Epoch [44][120/396] lr: 2.796e-01, eta: 1 day, 17:52:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6503, loss_cls: 2.6117, loss: 2.6117, grad_norm: 1.2788, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.2151, loss/aux0: 2.2151 2020-10-19 06:10:22,505 - mmaction - INFO - Epoch [44][120/396] lr: 2.796e-01, eta: 1 day, 17:54:13, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6503, loss_cls: 2.6117, loss: 2.6117, grad_norm: 1.2798, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.2152, loss/aux0: 2.2152 2020-10-19 06:10:59,228 - mmaction - INFO - Epoch [44][140/396] lr: 2.796e-01, eta: 1 day, 17:52:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6563, loss_cls: 2.6051, loss: 2.6051, grad_norm: 1.2814, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1943, loss/aux0: 2.1943 2020-10-19 06:11:00,164 - mmaction - INFO - Epoch [44][140/396] lr: 2.796e-01, eta: 1 day, 17:53:45, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6563, loss_cls: 2.6051, loss: 2.6051, grad_norm: 1.2862, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1866, loss/aux0: 2.1866 2020-10-19 06:11:36,443 - mmaction - INFO - Epoch [44][160/396] lr: 2.796e-01, eta: 1 day, 17:51:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6549, loss_cls: 2.5977, loss: 2.5977, grad_norm: 1.2713, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1780, loss/aux0: 2.1780 2020-10-19 06:11:37,393 - mmaction - INFO - Epoch [44][160/396] lr: 2.796e-01, eta: 1 day, 17:53:17, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6549, loss_cls: 2.5977, loss: 2.5977, grad_norm: 1.2662, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1691, loss/aux0: 2.1691 2020-10-19 06:12:13,692 - mmaction - INFO - Epoch [44][180/396] lr: 2.796e-01, eta: 1 day, 17:51:17, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6456, loss_cls: 2.5996, loss: 2.5996, grad_norm: 1.2731, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1593, loss/aux0: 2.1593 2020-10-19 06:12:14,649 - mmaction - INFO - Epoch [44][180/396] lr: 2.796e-01, eta: 1 day, 17:52:48, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6456, loss_cls: 2.5996, loss: 2.5996, grad_norm: 1.2685, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1749, loss/aux0: 2.1749 2020-10-19 06:12:50,992 - mmaction - INFO - Epoch [44][200/396] lr: 2.796e-01, eta: 1 day, 17:50:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6628, loss_cls: 2.5697, loss: 2.5697, grad_norm: 1.2460, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.0904, loss/aux0: 2.0904 2020-10-19 06:12:51,944 - mmaction - INFO - Epoch [44][200/396] lr: 2.796e-01, eta: 1 day, 17:52:19, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6628, loss_cls: 2.5697, loss: 2.5697, grad_norm: 1.2531, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.0941, loss/aux0: 2.0941 2020-10-19 06:13:28,306 - mmaction - INFO - Epoch [44][220/396] lr: 2.796e-01, eta: 1 day, 17:50:19, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6630, loss_cls: 2.5655, loss: 2.5655, grad_norm: 1.2958, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.1974, loss/aux0: 2.1974 2020-10-19 06:13:29,257 - mmaction - INFO - Epoch [44][220/396] lr: 2.796e-01, eta: 1 day, 17:51:50, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6630, loss_cls: 2.5655, loss: 2.5655, grad_norm: 1.2896, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.1929, loss/aux0: 2.1929 2020-10-19 06:14:05,696 - mmaction - INFO - Epoch [44][240/396] lr: 2.796e-01, eta: 1 day, 17:49:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6573, loss_cls: 2.5708, loss: 2.5708, grad_norm: 1.2740, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1700, loss/aux0: 2.1700 2020-10-19 06:14:06,647 - mmaction - INFO - Epoch [44][240/396] lr: 2.796e-01, eta: 1 day, 17:51:22, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6573, loss_cls: 2.5708, loss: 2.5708, grad_norm: 1.2765, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1732, loss/aux0: 2.1732 2020-10-19 06:14:43,164 - mmaction - INFO - Epoch [44][260/396] lr: 2.796e-01, eta: 1 day, 17:49:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6581, loss_cls: 2.6150, loss: 2.6150, grad_norm: 1.2480, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1370, loss/aux0: 2.1370 2020-10-19 06:14:44,100 - mmaction - INFO - Epoch [44][260/396] lr: 2.796e-01, eta: 1 day, 17:50:55, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6581, loss_cls: 2.6150, loss: 2.6150, grad_norm: 1.2510, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1408, loss/aux0: 2.1408 2020-10-19 06:15:20,481 - mmaction - INFO - Epoch [44][280/396] lr: 2.796e-01, eta: 1 day, 17:48:55, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6609, loss_cls: 2.5979, loss: 2.5979, grad_norm: 1.3090, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1761, loss/aux0: 2.1761 2020-10-19 06:15:21,462 - mmaction - INFO - Epoch [44][280/396] lr: 2.796e-01, eta: 1 day, 17:50:26, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6609, loss_cls: 2.5979, loss: 2.5979, grad_norm: 1.3025, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1738, loss/aux0: 2.1738 2020-10-19 06:15:57,829 - mmaction - INFO - Epoch [44][300/396] lr: 2.796e-01, eta: 1 day, 17:48:27, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6443, loss_cls: 2.6534, loss: 2.6534, grad_norm: 1.2929, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.2015, loss/aux0: 2.2015 2020-10-19 06:15:58,798 - mmaction - INFO - Epoch [44][300/396] lr: 2.796e-01, eta: 1 day, 17:49:57, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6443, loss_cls: 2.6534, loss: 2.6534, grad_norm: 1.2907, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.2030, loss/aux0: 2.2030 2020-10-19 06:16:35,261 - mmaction - INFO - Epoch [44][320/396] lr: 2.796e-01, eta: 1 day, 17:47:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6534, loss_cls: 2.6102, loss: 2.6102, grad_norm: 1.2624, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1568, loss/aux0: 2.1568 2020-10-19 06:16:36,226 - mmaction - INFO - Epoch [44][320/396] lr: 2.796e-01, eta: 1 day, 17:49:30, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6534, loss_cls: 2.6102, loss: 2.6102, grad_norm: 1.2607, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1536, loss/aux0: 2.1536 2020-10-19 06:17:12,678 - mmaction - INFO - Epoch [44][340/396] lr: 2.796e-01, eta: 1 day, 17:47:31, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6635, loss_cls: 2.5464, loss: 2.5464, grad_norm: 1.2875, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1645, loss/aux0: 2.1645 2020-10-19 06:17:13,617 - mmaction - INFO - Epoch [44][340/396] lr: 2.796e-01, eta: 1 day, 17:49:01, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6635, loss_cls: 2.5464, loss: 2.5464, grad_norm: 1.2908, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1520, loss/aux0: 2.1520 2020-10-19 06:17:49,854 - mmaction - INFO - Epoch [44][360/396] lr: 2.796e-01, eta: 1 day, 17:47:02, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6672, loss_cls: 2.5787, loss: 2.5787, grad_norm: 1.2887, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1748, loss/aux0: 2.1748 2020-10-19 06:17:50,791 - mmaction - INFO - Epoch [44][360/396] lr: 2.796e-01, eta: 1 day, 17:48:32, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6672, loss_cls: 2.5787, loss: 2.5787, grad_norm: 1.2876, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1783, loss/aux0: 2.1783 2020-10-19 06:18:27,246 - mmaction - INFO - Epoch [44][380/396] lr: 2.796e-01, eta: 1 day, 17:46:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6615, loss_cls: 2.6213, loss: 2.6213, grad_norm: 1.2770, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.1022, loss/aux0: 2.1022 2020-10-19 06:18:28,174 - mmaction - INFO - Epoch [44][380/396] lr: 2.796e-01, eta: 1 day, 17:48:04, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6615, loss_cls: 2.6213, loss: 2.6213, grad_norm: 1.2883, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.1135, loss/aux0: 2.1135 2020-10-19 06:23:06,291 - mmaction - INFO - Epoch [45][20/396] lr: 2.787e-01, eta: 1 day, 17:43:18, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6500, loss_cls: 2.6490, loss: 2.6490, grad_norm: 1.2934, top1_acc/aux0: 0.4707, top5_acc/aux0: 0.7390, loss_cls/aux0: 2.1911, loss/aux0: 2.1911 2020-10-19 06:23:07,247 - mmaction - INFO - Epoch [45][20/396] lr: 2.787e-01, eta: 1 day, 17:44:46, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6500, loss_cls: 2.6490, loss: 2.6490, grad_norm: 1.2937, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.2007, loss/aux0: 2.2007 2020-10-19 06:23:43,543 - mmaction - INFO - Epoch [45][40/396] lr: 2.787e-01, eta: 1 day, 17:42:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6581, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.2743, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1919, loss/aux0: 2.1919 2020-10-19 06:23:44,494 - mmaction - INFO - Epoch [45][40/396] lr: 2.787e-01, eta: 1 day, 17:44:19, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6581, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.2771, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1878, loss/aux0: 2.1878 2020-10-19 06:24:20,738 - mmaction - INFO - Epoch [45][60/396] lr: 2.787e-01, eta: 1 day, 17:42:20, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6669, loss_cls: 2.5501, loss: 2.5501, grad_norm: 1.2698, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1758, loss/aux0: 2.1758 2020-10-19 06:24:21,676 - mmaction - INFO - Epoch [45][60/396] lr: 2.787e-01, eta: 1 day, 17:43:49, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6669, loss_cls: 2.5501, loss: 2.5501, grad_norm: 1.2713, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1662, loss/aux0: 2.1662 2020-10-19 06:24:58,096 - mmaction - INFO - Epoch [45][80/396] lr: 2.787e-01, eta: 1 day, 17:41:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6547, loss_cls: 2.5942, loss: 2.5942, grad_norm: 1.3027, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1391, loss/aux0: 2.1391 2020-10-19 06:24:59,052 - mmaction - INFO - Epoch [45][80/396] lr: 2.787e-01, eta: 1 day, 17:43:21, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6547, loss_cls: 2.5942, loss: 2.5942, grad_norm: 1.3030, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1445, loss/aux0: 2.1445 2020-10-19 06:25:35,333 - mmaction - INFO - Epoch [45][100/396] lr: 2.787e-01, eta: 1 day, 17:41:22, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6638, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.2594, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1960, loss/aux0: 2.1960 2020-10-19 06:25:36,287 - mmaction - INFO - Epoch [45][100/396] lr: 2.787e-01, eta: 1 day, 17:42:52, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6638, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.2613, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1852, loss/aux0: 2.1852 2020-10-19 06:26:12,621 - mmaction - INFO - Epoch [45][120/396] lr: 2.787e-01, eta: 1 day, 17:40:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6664, loss_cls: 2.5936, loss: 2.5936, grad_norm: 1.2785, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1200, loss/aux0: 2.1200 2020-10-19 06:26:13,552 - mmaction - INFO - Epoch [45][120/396] lr: 2.787e-01, eta: 1 day, 17:42:22, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6664, loss_cls: 2.5936, loss: 2.5936, grad_norm: 1.2887, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1287, loss/aux0: 2.1287 2020-10-19 06:26:49,841 - mmaction - INFO - Epoch [45][140/396] lr: 2.787e-01, eta: 1 day, 17:40:24, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6521, loss_cls: 2.5796, loss: 2.5796, grad_norm: 1.2598, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.1240, loss/aux0: 2.1240 2020-10-19 06:26:50,773 - mmaction - INFO - Epoch [45][140/396] lr: 2.787e-01, eta: 1 day, 17:41:53, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6521, loss_cls: 2.5796, loss: 2.5796, grad_norm: 1.2610, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1335, loss/aux0: 2.1335 2020-10-19 06:27:27,147 - mmaction - INFO - Epoch [45][160/396] lr: 2.787e-01, eta: 1 day, 17:39:55, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6672, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.2890, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1510, loss/aux0: 2.1510 2020-10-19 06:27:28,078 - mmaction - INFO - Epoch [45][160/396] lr: 2.787e-01, eta: 1 day, 17:41:23, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6672, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.2934, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1405, loss/aux0: 2.1405 2020-10-19 06:28:04,778 - mmaction - INFO - Epoch [45][180/396] lr: 2.787e-01, eta: 1 day, 17:39:27, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6635, loss_cls: 2.5698, loss: 2.5698, grad_norm: 1.2543, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1690, loss/aux0: 2.1690 2020-10-19 06:28:05,697 - mmaction - INFO - Epoch [45][180/396] lr: 2.787e-01, eta: 1 day, 17:40:56, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6635, loss_cls: 2.5698, loss: 2.5698, grad_norm: 1.2506, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1613, loss/aux0: 2.1613 2020-10-19 06:28:42,208 - mmaction - INFO - Epoch [45][200/396] lr: 2.787e-01, eta: 1 day, 17:38:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6628, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.2635, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.1749, loss/aux0: 2.1749 2020-10-19 06:28:43,140 - mmaction - INFO - Epoch [45][200/396] lr: 2.787e-01, eta: 1 day, 17:40:27, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6628, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.2646, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.1819, loss/aux0: 2.1819 2020-10-19 06:29:19,388 - mmaction - INFO - Epoch [45][220/396] lr: 2.787e-01, eta: 1 day, 17:38:30, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6721, loss_cls: 2.5700, loss: 2.5700, grad_norm: 1.2494, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1473, loss/aux0: 2.1473 2020-10-19 06:29:20,331 - mmaction - INFO - Epoch [45][220/396] lr: 2.787e-01, eta: 1 day, 17:39:58, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6721, loss_cls: 2.5700, loss: 2.5700, grad_norm: 1.2488, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1481, loss/aux0: 2.1481 2020-10-19 06:29:56,881 - mmaction - INFO - Epoch [45][240/396] lr: 2.787e-01, eta: 1 day, 17:38:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6680, loss_cls: 2.5496, loss: 2.5496, grad_norm: 1.2486, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1605, loss/aux0: 2.1605 2020-10-19 06:29:57,869 - mmaction - INFO - Epoch [45][240/396] lr: 2.787e-01, eta: 1 day, 17:39:29, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6680, loss_cls: 2.5496, loss: 2.5496, grad_norm: 1.2507, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1676, loss/aux0: 2.1676 2020-10-19 06:30:34,293 - mmaction - INFO - Epoch [45][260/396] lr: 2.787e-01, eta: 1 day, 17:37:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6638, loss_cls: 2.5668, loss: 2.5668, grad_norm: 1.2524, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1462, loss/aux0: 2.1462 2020-10-19 06:30:35,218 - mmaction - INFO - Epoch [45][260/396] lr: 2.787e-01, eta: 1 day, 17:39:01, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6638, loss_cls: 2.5668, loss: 2.5668, grad_norm: 1.2594, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1405, loss/aux0: 2.1405 2020-10-19 06:31:11,594 - mmaction - INFO - Epoch [45][280/396] lr: 2.787e-01, eta: 1 day, 17:37:04, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6622, loss_cls: 2.5657, loss: 2.5657, grad_norm: 1.2706, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1727, loss/aux0: 2.1727 2020-10-19 06:31:12,551 - mmaction - INFO - Epoch [45][280/396] lr: 2.787e-01, eta: 1 day, 17:38:32, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6622, loss_cls: 2.5657, loss: 2.5657, grad_norm: 1.2687, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1744, loss/aux0: 2.1744 2020-10-19 06:31:48,704 - mmaction - INFO - Epoch [45][300/396] lr: 2.787e-01, eta: 1 day, 17:36:34, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6586, loss_cls: 2.6125, loss: 2.6125, grad_norm: 1.2503, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1751, loss/aux0: 2.1751 2020-10-19 06:31:49,658 - mmaction - INFO - Epoch [45][300/396] lr: 2.787e-01, eta: 1 day, 17:38:02, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6586, loss_cls: 2.6125, loss: 2.6125, grad_norm: 1.2455, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1635, loss/aux0: 2.1635 2020-10-19 06:32:26,140 - mmaction - INFO - Epoch [45][320/396] lr: 2.787e-01, eta: 1 day, 17:36:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6576, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.2775, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1553, loss/aux0: 2.1553 2020-10-19 06:32:27,074 - mmaction - INFO - Epoch [45][320/396] lr: 2.787e-01, eta: 1 day, 17:37:34, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6576, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.2792, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1662, loss/aux0: 2.1662 2020-10-19 06:33:03,572 - mmaction - INFO - Epoch [45][340/396] lr: 2.787e-01, eta: 1 day, 17:35:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6615, loss_cls: 2.5840, loss: 2.5840, grad_norm: 1.2651, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1441, loss/aux0: 2.1441 2020-10-19 06:33:04,509 - mmaction - INFO - Epoch [45][340/396] lr: 2.787e-01, eta: 1 day, 17:37:06, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6615, loss_cls: 2.5840, loss: 2.5840, grad_norm: 1.2629, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1338, loss/aux0: 2.1338 2020-10-19 06:33:40,935 - mmaction - INFO - Epoch [45][360/396] lr: 2.787e-01, eta: 1 day, 17:35:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6505, loss_cls: 2.6071, loss: 2.6071, grad_norm: 1.2743, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1068, loss/aux0: 2.1068 2020-10-19 06:33:41,876 - mmaction - INFO - Epoch [45][360/396] lr: 2.787e-01, eta: 1 day, 17:36:38, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6505, loss_cls: 2.6071, loss: 2.6071, grad_norm: 1.2801, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1049, loss/aux0: 2.1049 2020-10-19 06:34:18,136 - mmaction - INFO - Epoch [45][380/396] lr: 2.787e-01, eta: 1 day, 17:34:41, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6578, loss_cls: 2.5959, loss: 2.5959, grad_norm: 1.2869, top1_acc/aux0: 0.4659, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1902, loss/aux0: 2.1902 2020-10-19 06:34:19,062 - mmaction - INFO - Epoch [45][380/396] lr: 2.787e-01, eta: 1 day, 17:36:09, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6578, loss_cls: 2.5959, loss: 2.5959, grad_norm: 1.2824, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1982, loss/aux0: 2.1982 2020-10-19 06:39:06,113 - mmaction - INFO - Epoch [46][20/396] lr: 2.777e-01, eta: 1 day, 17:31:29, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6661, loss_cls: 2.5303, loss: 2.5303, grad_norm: 1.2593, top1_acc/aux0: 0.4723, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.1710, loss/aux0: 2.1710 2020-10-19 06:39:07,044 - mmaction - INFO - Epoch [46][20/396] lr: 2.777e-01, eta: 1 day, 17:32:55, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6661, loss_cls: 2.5303, loss: 2.5303, grad_norm: 1.2562, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1589, loss/aux0: 2.1589 2020-10-19 06:39:43,287 - mmaction - INFO - Epoch [46][40/396] lr: 2.777e-01, eta: 1 day, 17:30:59, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6573, loss_cls: 2.5737, loss: 2.5737, grad_norm: 1.2788, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.2018, loss/aux0: 2.2018 2020-10-19 06:39:44,229 - mmaction - INFO - Epoch [46][40/396] lr: 2.777e-01, eta: 1 day, 17:32:25, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6573, loss_cls: 2.5737, loss: 2.5737, grad_norm: 1.2710, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2138, loss/aux0: 2.2138 2020-10-19 06:40:20,488 - mmaction - INFO - Epoch [46][60/396] lr: 2.777e-01, eta: 1 day, 17:30:29, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6409, loss_cls: 2.6416, loss: 2.6416, grad_norm: 1.2528, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0741, loss/aux0: 2.0741 2020-10-19 06:40:21,418 - mmaction - INFO - Epoch [46][60/396] lr: 2.777e-01, eta: 1 day, 17:31:56, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6409, loss_cls: 2.6416, loss: 2.6416, grad_norm: 1.2538, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0607, loss/aux0: 2.0607 2020-10-19 06:40:57,775 - mmaction - INFO - Epoch [46][80/396] lr: 2.777e-01, eta: 1 day, 17:30:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6620, loss_cls: 2.5641, loss: 2.5641, grad_norm: 1.3114, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1476, loss/aux0: 2.1476 2020-10-19 06:40:58,696 - mmaction - INFO - Epoch [46][80/396] lr: 2.777e-01, eta: 1 day, 17:31:27, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6620, loss_cls: 2.5641, loss: 2.5641, grad_norm: 1.3093, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1553, loss/aux0: 2.1553 2020-10-19 06:41:34,914 - mmaction - INFO - Epoch [46][100/396] lr: 2.777e-01, eta: 1 day, 17:29:31, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6695, loss_cls: 2.5719, loss: 2.5719, grad_norm: 1.3132, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1452, loss/aux0: 2.1452 2020-10-19 06:41:35,864 - mmaction - INFO - Epoch [46][100/396] lr: 2.777e-01, eta: 1 day, 17:30:57, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6695, loss_cls: 2.5719, loss: 2.5719, grad_norm: 1.3129, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1499, loss/aux0: 2.1499 2020-10-19 06:42:12,236 - mmaction - INFO - Epoch [46][120/396] lr: 2.777e-01, eta: 1 day, 17:29:01, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6531, loss_cls: 2.6378, loss: 2.6378, grad_norm: 1.2765, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2642, loss/aux0: 2.2642 2020-10-19 06:42:13,156 - mmaction - INFO - Epoch [46][120/396] lr: 2.777e-01, eta: 1 day, 17:30:27, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6531, loss_cls: 2.6378, loss: 2.6378, grad_norm: 1.2726, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2551, loss/aux0: 2.2551 2020-10-19 06:42:49,427 - mmaction - INFO - Epoch [46][140/396] lr: 2.777e-01, eta: 1 day, 17:28:31, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6669, loss_cls: 2.4983, loss: 2.4983, grad_norm: 1.2566, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1256, loss/aux0: 2.1256 2020-10-19 06:42:50,378 - mmaction - INFO - Epoch [46][140/396] lr: 2.777e-01, eta: 1 day, 17:29:58, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6669, loss_cls: 2.4983, loss: 2.4983, grad_norm: 1.2550, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1322, loss/aux0: 2.1322 2020-10-19 06:43:26,740 - mmaction - INFO - Epoch [46][160/396] lr: 2.777e-01, eta: 1 day, 17:28:02, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6633, loss_cls: 2.5923, loss: 2.5923, grad_norm: 1.3031, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1422, loss/aux0: 2.1422 2020-10-19 06:43:27,684 - mmaction - INFO - Epoch [46][160/396] lr: 2.777e-01, eta: 1 day, 17:29:29, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6633, loss_cls: 2.5923, loss: 2.5923, grad_norm: 1.2996, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1397, loss/aux0: 2.1397 2020-10-19 06:44:04,088 - mmaction - INFO - Epoch [46][180/396] lr: 2.777e-01, eta: 1 day, 17:27:33, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6586, loss_cls: 2.5796, loss: 2.5796, grad_norm: 1.2968, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0951, loss/aux0: 2.0951 2020-10-19 06:44:05,028 - mmaction - INFO - Epoch [46][180/396] lr: 2.777e-01, eta: 1 day, 17:28:59, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6586, loss_cls: 2.5796, loss: 2.5796, grad_norm: 1.2967, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0866, loss/aux0: 2.0866 2020-10-19 06:44:41,520 - mmaction - INFO - Epoch [46][200/396] lr: 2.777e-01, eta: 1 day, 17:27:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6466, loss_cls: 2.6016, loss: 2.6016, grad_norm: 1.2934, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1545, loss/aux0: 2.1545 2020-10-19 06:44:42,471 - mmaction - INFO - Epoch [46][200/396] lr: 2.777e-01, eta: 1 day, 17:28:31, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6466, loss_cls: 2.6016, loss: 2.6016, grad_norm: 1.2918, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1708, loss/aux0: 2.1708 2020-10-19 06:45:18,981 - mmaction - INFO - Epoch [46][220/396] lr: 2.777e-01, eta: 1 day, 17:26:37, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6638, loss_cls: 2.5355, loss: 2.5355, grad_norm: 1.2764, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.1624, loss/aux0: 2.1624 2020-10-19 06:45:19,908 - mmaction - INFO - Epoch [46][220/396] lr: 2.777e-01, eta: 1 day, 17:28:05, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6638, loss_cls: 2.5355, loss: 2.5355, grad_norm: 1.2782, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1607, loss/aux0: 2.1607 2020-10-19 06:45:56,461 - mmaction - INFO - Epoch [46][240/396] lr: 2.777e-01, eta: 1 day, 17:26:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6591, loss_cls: 2.6050, loss: 2.6050, grad_norm: 1.3078, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1871, loss/aux0: 2.1871 2020-10-19 06:45:57,389 - mmaction - INFO - Epoch [46][240/396] lr: 2.777e-01, eta: 1 day, 17:27:36, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6591, loss_cls: 2.6050, loss: 2.6050, grad_norm: 1.3088, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1818, loss/aux0: 2.1818 2020-10-19 06:46:33,925 - mmaction - INFO - Epoch [46][260/396] lr: 2.777e-01, eta: 1 day, 17:25:41, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6495, loss_cls: 2.6085, loss: 2.6085, grad_norm: 1.2780, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1242, loss/aux0: 2.1242 2020-10-19 06:46:34,848 - mmaction - INFO - Epoch [46][260/396] lr: 2.777e-01, eta: 1 day, 17:27:07, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6495, loss_cls: 2.6085, loss: 2.6085, grad_norm: 1.2826, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1423, loss/aux0: 2.1423 2020-10-19 06:47:11,421 - mmaction - INFO - Epoch [46][280/396] lr: 2.777e-01, eta: 1 day, 17:25:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6693, loss_cls: 2.5294, loss: 2.5294, grad_norm: 1.2917, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1735, loss/aux0: 2.1735 2020-10-19 06:47:12,364 - mmaction - INFO - Epoch [46][280/396] lr: 2.777e-01, eta: 1 day, 17:26:39, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6693, loss_cls: 2.5294, loss: 2.5294, grad_norm: 1.2851, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1571, loss/aux0: 2.1571 2020-10-19 06:47:48,928 - mmaction - INFO - Epoch [46][300/396] lr: 2.777e-01, eta: 1 day, 17:24:44, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6612, loss_cls: 2.5646, loss: 2.5646, grad_norm: 1.2803, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.1706, loss/aux0: 2.1706 2020-10-19 06:47:49,907 - mmaction - INFO - Epoch [46][300/396] lr: 2.777e-01, eta: 1 day, 17:26:10, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6612, loss_cls: 2.5646, loss: 2.5646, grad_norm: 1.2838, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.1806, loss/aux0: 2.1806 2020-10-19 06:48:26,115 - mmaction - INFO - Epoch [46][320/396] lr: 2.777e-01, eta: 1 day, 17:24:15, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6555, loss_cls: 2.5551, loss: 2.5551, grad_norm: 1.2825, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0735, loss/aux0: 2.0735 2020-10-19 06:48:27,052 - mmaction - INFO - Epoch [46][320/396] lr: 2.777e-01, eta: 1 day, 17:25:40, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6555, loss_cls: 2.5551, loss: 2.5551, grad_norm: 1.2862, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0626, loss/aux0: 2.0626 2020-10-19 06:49:03,589 - mmaction - INFO - Epoch [46][340/396] lr: 2.777e-01, eta: 1 day, 17:23:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6578, loss_cls: 2.5775, loss: 2.5775, grad_norm: 1.2751, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1284, loss/aux0: 2.1284 2020-10-19 06:49:04,541 - mmaction - INFO - Epoch [46][340/396] lr: 2.777e-01, eta: 1 day, 17:25:11, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6578, loss_cls: 2.5775, loss: 2.5775, grad_norm: 1.2709, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1311, loss/aux0: 2.1311 2020-10-19 06:49:41,070 - mmaction - INFO - Epoch [46][360/396] lr: 2.777e-01, eta: 1 day, 17:23:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6453, loss_cls: 2.6324, loss: 2.6324, grad_norm: 1.3037, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1545, loss/aux0: 2.1545 2020-10-19 06:49:42,002 - mmaction - INFO - Epoch [46][360/396] lr: 2.777e-01, eta: 1 day, 17:24:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6453, loss_cls: 2.6324, loss: 2.6324, grad_norm: 1.3016, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1562, loss/aux0: 2.1562 2020-10-19 06:50:18,557 - mmaction - INFO - Epoch [46][380/396] lr: 2.777e-01, eta: 1 day, 17:22:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6646, loss_cls: 2.5712, loss: 2.5712, grad_norm: 1.2755, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1613, loss/aux0: 2.1613 2020-10-19 06:50:19,496 - mmaction - INFO - Epoch [46][380/396] lr: 2.777e-01, eta: 1 day, 17:24:16, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6646, loss_cls: 2.5712, loss: 2.5712, grad_norm: 1.2838, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1644, loss/aux0: 2.1644 2020-10-19 06:54:54,342 - mmaction - INFO - Epoch [47][20/396] lr: 2.767e-01, eta: 1 day, 17:19:42, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6529, loss_cls: 2.6044, loss: 2.6044, grad_norm: 1.2923, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2167, loss/aux0: 2.2167 2020-10-19 06:54:55,301 - mmaction - INFO - Epoch [47][20/396] lr: 2.767e-01, eta: 1 day, 17:21:06, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6529, loss_cls: 2.6044, loss: 2.6044, grad_norm: 1.2903, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2072, loss/aux0: 2.2072 2020-10-19 06:55:31,486 - mmaction - INFO - Epoch [47][40/396] lr: 2.767e-01, eta: 1 day, 17:19:12, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6776, loss_cls: 2.5162, loss: 2.5162, grad_norm: 1.2724, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1641, loss/aux0: 2.1641 2020-10-19 06:55:32,429 - mmaction - INFO - Epoch [47][40/396] lr: 2.767e-01, eta: 1 day, 17:20:37, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6776, loss_cls: 2.5162, loss: 2.5162, grad_norm: 1.2770, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.1811, loss/aux0: 2.1811 2020-10-19 06:56:08,762 - mmaction - INFO - Epoch [47][60/396] lr: 2.767e-01, eta: 1 day, 17:18:42, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6648, loss_cls: 2.5249, loss: 2.5249, grad_norm: 1.2957, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1821, loss/aux0: 2.1821 2020-10-19 06:56:09,716 - mmaction - INFO - Epoch [47][60/396] lr: 2.767e-01, eta: 1 day, 17:20:07, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6648, loss_cls: 2.5249, loss: 2.5249, grad_norm: 1.2898, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1754, loss/aux0: 2.1754 2020-10-19 06:56:46,028 - mmaction - INFO - Epoch [47][80/396] lr: 2.767e-01, eta: 1 day, 17:18:13, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6578, loss_cls: 2.6365, loss: 2.6365, grad_norm: 1.2726, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1678, loss/aux0: 2.1678 2020-10-19 06:56:46,956 - mmaction - INFO - Epoch [47][80/396] lr: 2.767e-01, eta: 1 day, 17:19:37, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6578, loss_cls: 2.6365, loss: 2.6365, grad_norm: 1.2802, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1723, loss/aux0: 2.1723 2020-10-19 06:57:23,378 - mmaction - INFO - Epoch [47][100/396] lr: 2.767e-01, eta: 1 day, 17:17:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6565, loss_cls: 2.5791, loss: 2.5791, grad_norm: 1.2931, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1403, loss/aux0: 2.1403 2020-10-19 06:57:24,328 - mmaction - INFO - Epoch [47][100/396] lr: 2.767e-01, eta: 1 day, 17:19:09, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6565, loss_cls: 2.5791, loss: 2.5791, grad_norm: 1.2928, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1344, loss/aux0: 2.1344 2020-10-19 06:58:00,515 - mmaction - INFO - Epoch [47][120/396] lr: 2.767e-01, eta: 1 day, 17:17:15, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6557, loss_cls: 2.5725, loss: 2.5725, grad_norm: 1.2836, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1452, loss/aux0: 2.1452 2020-10-19 06:58:01,458 - mmaction - INFO - Epoch [47][120/396] lr: 2.767e-01, eta: 1 day, 17:18:39, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6557, loss_cls: 2.5725, loss: 2.5725, grad_norm: 1.2814, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1331, loss/aux0: 2.1331 2020-10-19 06:58:37,731 - mmaction - INFO - Epoch [47][140/396] lr: 2.767e-01, eta: 1 day, 17:16:45, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6661, loss_cls: 2.5419, loss: 2.5419, grad_norm: 1.2956, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1681, loss/aux0: 2.1681 2020-10-19 06:58:38,722 - mmaction - INFO - Epoch [47][140/396] lr: 2.767e-01, eta: 1 day, 17:18:09, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6661, loss_cls: 2.5419, loss: 2.5419, grad_norm: 1.2950, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1825, loss/aux0: 2.1825 2020-10-19 06:59:14,908 - mmaction - INFO - Epoch [47][160/396] lr: 2.767e-01, eta: 1 day, 17:16:15, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6560, loss_cls: 2.5721, loss: 2.5721, grad_norm: 1.2769, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.1625, loss/aux0: 2.1625 2020-10-19 06:59:15,851 - mmaction - INFO - Epoch [47][160/396] lr: 2.767e-01, eta: 1 day, 17:17:39, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6560, loss_cls: 2.5721, loss: 2.5721, grad_norm: 1.2765, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.1633, loss/aux0: 2.1633 2020-10-19 06:59:52,216 - mmaction - INFO - Epoch [47][180/396] lr: 2.767e-01, eta: 1 day, 17:15:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6659, loss_cls: 2.5648, loss: 2.5648, grad_norm: 1.2973, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1392, loss/aux0: 2.1392 2020-10-19 06:59:53,168 - mmaction - INFO - Epoch [47][180/396] lr: 2.767e-01, eta: 1 day, 17:17:10, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6659, loss_cls: 2.5648, loss: 2.5648, grad_norm: 1.2933, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1278, loss/aux0: 2.1278 2020-10-19 07:00:29,555 - mmaction - INFO - Epoch [47][200/396] lr: 2.767e-01, eta: 1 day, 17:15:17, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6594, loss_cls: 2.5586, loss: 2.5586, grad_norm: 1.2634, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1736, loss/aux0: 2.1736 2020-10-19 07:00:30,486 - mmaction - INFO - Epoch [47][200/396] lr: 2.767e-01, eta: 1 day, 17:16:41, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6594, loss_cls: 2.5586, loss: 2.5586, grad_norm: 1.2681, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1883, loss/aux0: 2.1883 2020-10-19 07:01:06,784 - mmaction - INFO - Epoch [47][220/396] lr: 2.767e-01, eta: 1 day, 17:14:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6667, loss_cls: 2.5460, loss: 2.5460, grad_norm: 1.2972, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1301, loss/aux0: 2.1301 2020-10-19 07:01:07,717 - mmaction - INFO - Epoch [47][220/396] lr: 2.767e-01, eta: 1 day, 17:16:13, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6667, loss_cls: 2.5460, loss: 2.5460, grad_norm: 1.3008, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1108, loss/aux0: 2.1108 2020-10-19 07:01:44,240 - mmaction - INFO - Epoch [47][240/396] lr: 2.767e-01, eta: 1 day, 17:14:21, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6602, loss_cls: 2.5869, loss: 2.5869, grad_norm: 1.2479, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1342, loss/aux0: 2.1342 2020-10-19 07:01:45,186 - mmaction - INFO - Epoch [47][240/396] lr: 2.767e-01, eta: 1 day, 17:15:46, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6602, loss_cls: 2.5869, loss: 2.5869, grad_norm: 1.2491, top1_acc/aux0: 0.4688, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1329, loss/aux0: 2.1329 2020-10-19 07:02:21,619 - mmaction - INFO - Epoch [47][260/396] lr: 2.767e-01, eta: 1 day, 17:13:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6630, loss_cls: 2.5690, loss: 2.5690, grad_norm: 1.2944, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1762, loss/aux0: 2.1762 2020-10-19 07:02:22,554 - mmaction - INFO - Epoch [47][260/396] lr: 2.767e-01, eta: 1 day, 17:15:18, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6630, loss_cls: 2.5690, loss: 2.5690, grad_norm: 1.2969, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.1929, loss/aux0: 2.1929 2020-10-19 07:02:58,936 - mmaction - INFO - Epoch [47][280/396] lr: 2.767e-01, eta: 1 day, 17:13:24, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6612, loss_cls: 2.5958, loss: 2.5958, grad_norm: 1.3028, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.1688, loss/aux0: 2.1688 2020-10-19 07:02:59,886 - mmaction - INFO - Epoch [47][280/396] lr: 2.767e-01, eta: 1 day, 17:14:47, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6612, loss_cls: 2.5958, loss: 2.5958, grad_norm: 1.3073, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.1691, loss/aux0: 2.1691 2020-10-19 07:03:36,365 - mmaction - INFO - Epoch [47][300/396] lr: 2.767e-01, eta: 1 day, 17:12:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6539, loss_cls: 2.6349, loss: 2.6349, grad_norm: 1.2740, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1739, loss/aux0: 2.1739 2020-10-19 07:03:37,292 - mmaction - INFO - Epoch [47][300/396] lr: 2.767e-01, eta: 1 day, 17:14:19, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6539, loss_cls: 2.6349, loss: 2.6349, grad_norm: 1.2775, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1647, loss/aux0: 2.1647 2020-10-19 07:04:13,542 - mmaction - INFO - Epoch [47][320/396] lr: 2.767e-01, eta: 1 day, 17:12:25, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6664, loss_cls: 2.5349, loss: 2.5349, grad_norm: 1.2739, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.1322, loss/aux0: 2.1322 2020-10-19 07:04:14,474 - mmaction - INFO - Epoch [47][320/396] lr: 2.767e-01, eta: 1 day, 17:13:48, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6664, loss_cls: 2.5349, loss: 2.5349, grad_norm: 1.2772, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.1384, loss/aux0: 2.1384 2020-10-19 07:04:50,868 - mmaction - INFO - Epoch [47][340/396] lr: 2.767e-01, eta: 1 day, 17:11:55, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6630, loss_cls: 2.5690, loss: 2.5690, grad_norm: 1.2720, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2045, loss/aux0: 2.2045 2020-10-19 07:04:51,837 - mmaction - INFO - Epoch [47][340/396] lr: 2.767e-01, eta: 1 day, 17:13:18, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6630, loss_cls: 2.5690, loss: 2.5690, grad_norm: 1.2742, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2039, loss/aux0: 2.2039 2020-10-19 07:05:28,399 - mmaction - INFO - Epoch [47][360/396] lr: 2.767e-01, eta: 1 day, 17:11:27, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6555, loss_cls: 2.5926, loss: 2.5926, grad_norm: 1.2688, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1633, loss/aux0: 2.1633 2020-10-19 07:05:29,327 - mmaction - INFO - Epoch [47][360/396] lr: 2.767e-01, eta: 1 day, 17:12:51, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6555, loss_cls: 2.5926, loss: 2.5926, grad_norm: 1.2724, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1731, loss/aux0: 2.1731 2020-10-19 07:06:05,743 - mmaction - INFO - Epoch [47][380/396] lr: 2.767e-01, eta: 1 day, 17:10:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6620, loss_cls: 2.5597, loss: 2.5597, grad_norm: 1.3247, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1188, loss/aux0: 2.1188 2020-10-19 07:06:06,671 - mmaction - INFO - Epoch [47][380/396] lr: 2.767e-01, eta: 1 day, 17:12:23, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6620, loss_cls: 2.5597, loss: 2.5597, grad_norm: 1.3236, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0997, loss/aux0: 2.0997 2020-10-19 07:10:35,503 - mmaction - INFO - Epoch [48][20/396] lr: 2.757e-01, eta: 1 day, 17:07:53, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6591, loss_cls: 2.5603, loss: 2.5603, grad_norm: 1.2873, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7415, loss_cls/aux0: 2.1141, loss/aux0: 2.1141 2020-10-19 07:10:36,428 - mmaction - INFO - Epoch [48][20/396] lr: 2.757e-01, eta: 1 day, 17:09:15, time: 0.921, data_time: 0.002, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6591, loss_cls: 2.5603, loss: 2.5603, grad_norm: 1.2897, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1168, loss/aux0: 2.1168 2020-10-19 07:11:12,497 - mmaction - INFO - Epoch [48][40/396] lr: 2.757e-01, eta: 1 day, 17:07:22, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6708, loss_cls: 2.5317, loss: 2.5317, grad_norm: 1.2776, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0956, loss/aux0: 2.0956 2020-10-19 07:11:13,439 - mmaction - INFO - Epoch [48][40/396] lr: 2.757e-01, eta: 1 day, 17:08:45, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6708, loss_cls: 2.5317, loss: 2.5317, grad_norm: 1.2790, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0901, loss/aux0: 2.0901 2020-10-19 07:11:49,975 - mmaction - INFO - Epoch [48][60/396] lr: 2.757e-01, eta: 1 day, 17:06:54, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6594, loss_cls: 2.5628, loss: 2.5628, grad_norm: 1.3071, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1715, loss/aux0: 2.1715 2020-10-19 07:11:50,897 - mmaction - INFO - Epoch [48][60/396] lr: 2.757e-01, eta: 1 day, 17:08:17, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6594, loss_cls: 2.5628, loss: 2.5628, grad_norm: 1.3076, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.1795, loss/aux0: 2.1795 2020-10-19 07:12:27,352 - mmaction - INFO - Epoch [48][80/396] lr: 2.757e-01, eta: 1 day, 17:06:26, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6495, loss_cls: 2.5993, loss: 2.5993, grad_norm: 1.2984, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1162, loss/aux0: 2.1162 2020-10-19 07:12:28,287 - mmaction - INFO - Epoch [48][80/396] lr: 2.757e-01, eta: 1 day, 17:07:50, time: 0.943, data_time: 0.005, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6495, loss_cls: 2.5993, loss: 2.5993, grad_norm: 1.2990, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1187, loss/aux0: 2.1187 2020-10-19 07:13:04,589 - mmaction - INFO - Epoch [48][100/396] lr: 2.757e-01, eta: 1 day, 17:05:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6693, loss_cls: 2.5439, loss: 2.5439, grad_norm: 1.2800, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1564, loss/aux0: 2.1564 2020-10-19 07:13:05,509 - mmaction - INFO - Epoch [48][100/396] lr: 2.757e-01, eta: 1 day, 17:07:20, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6693, loss_cls: 2.5439, loss: 2.5439, grad_norm: 1.2798, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1525, loss/aux0: 2.1525 2020-10-19 07:13:41,954 - mmaction - INFO - Epoch [48][120/396] lr: 2.757e-01, eta: 1 day, 17:05:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6604, loss_cls: 2.5773, loss: 2.5773, grad_norm: 1.2662, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1601, loss/aux0: 2.1601 2020-10-19 07:13:42,886 - mmaction - INFO - Epoch [48][120/396] lr: 2.757e-01, eta: 1 day, 17:06:52, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6604, loss_cls: 2.5773, loss: 2.5773, grad_norm: 1.2681, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1657, loss/aux0: 2.1657 2020-10-19 07:14:19,213 - mmaction - INFO - Epoch [48][140/396] lr: 2.757e-01, eta: 1 day, 17:05:00, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6635, loss_cls: 2.5769, loss: 2.5769, grad_norm: 1.2945, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1184, loss/aux0: 2.1184 2020-10-19 07:14:20,137 - mmaction - INFO - Epoch [48][140/396] lr: 2.757e-01, eta: 1 day, 17:06:22, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6635, loss_cls: 2.5769, loss: 2.5769, grad_norm: 1.2985, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1172, loss/aux0: 2.1172 2020-10-19 07:14:56,799 - mmaction - INFO - Epoch [48][160/396] lr: 2.757e-01, eta: 1 day, 17:04:32, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6669, loss_cls: 2.5553, loss: 2.5553, grad_norm: 1.2798, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1662, loss/aux0: 2.1662 2020-10-19 07:14:57,728 - mmaction - INFO - Epoch [48][160/396] lr: 2.757e-01, eta: 1 day, 17:05:54, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6669, loss_cls: 2.5553, loss: 2.5553, grad_norm: 1.2795, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1626, loss/aux0: 2.1626 2020-10-19 07:15:34,084 - mmaction - INFO - Epoch [48][180/396] lr: 2.757e-01, eta: 1 day, 17:04:03, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6734, loss_cls: 2.5075, loss: 2.5075, grad_norm: 1.2951, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1237, loss/aux0: 2.1237 2020-10-19 07:15:35,039 - mmaction - INFO - Epoch [48][180/396] lr: 2.757e-01, eta: 1 day, 17:05:25, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6734, loss_cls: 2.5075, loss: 2.5075, grad_norm: 1.3017, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1219, loss/aux0: 2.1219 2020-10-19 07:16:11,353 - mmaction - INFO - Epoch [48][200/396] lr: 2.757e-01, eta: 1 day, 17:03:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6604, loss_cls: 2.5841, loss: 2.5841, grad_norm: 1.2507, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1605, loss/aux0: 2.1605 2020-10-19 07:16:12,342 - mmaction - INFO - Epoch [48][200/396] lr: 2.757e-01, eta: 1 day, 17:04:57, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6604, loss_cls: 2.5841, loss: 2.5841, grad_norm: 1.2460, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1611, loss/aux0: 2.1611 2020-10-19 07:16:48,486 - mmaction - INFO - Epoch [48][220/396] lr: 2.757e-01, eta: 1 day, 17:03:05, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6758, loss_cls: 2.5244, loss: 2.5244, grad_norm: 1.2917, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1415, loss/aux0: 2.1415 2020-10-19 07:16:49,414 - mmaction - INFO - Epoch [48][220/396] lr: 2.757e-01, eta: 1 day, 17:04:27, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6758, loss_cls: 2.5244, loss: 2.5244, grad_norm: 1.2948, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1386, loss/aux0: 2.1386 2020-10-19 07:17:25,815 - mmaction - INFO - Epoch [48][240/396] lr: 2.757e-01, eta: 1 day, 17:02:36, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6664, loss_cls: 2.5834, loss: 2.5834, grad_norm: 1.2756, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1588, loss/aux0: 2.1588 2020-10-19 07:17:26,760 - mmaction - INFO - Epoch [48][240/396] lr: 2.757e-01, eta: 1 day, 17:03:57, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6664, loss_cls: 2.5834, loss: 2.5834, grad_norm: 1.2783, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1644, loss/aux0: 2.1644 2020-10-19 07:18:03,066 - mmaction - INFO - Epoch [48][260/396] lr: 2.757e-01, eta: 1 day, 17:02:06, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6568, loss_cls: 2.5735, loss: 2.5735, grad_norm: 1.2820, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1295, loss/aux0: 2.1295 2020-10-19 07:18:03,996 - mmaction - INFO - Epoch [48][260/396] lr: 2.757e-01, eta: 1 day, 17:03:27, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6568, loss_cls: 2.5735, loss: 2.5735, grad_norm: 1.2856, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1265, loss/aux0: 2.1265 2020-10-19 07:18:40,502 - mmaction - INFO - Epoch [48][280/396] lr: 2.757e-01, eta: 1 day, 17:01:37, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6635, loss_cls: 2.5380, loss: 2.5380, grad_norm: 1.2758, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1370, loss/aux0: 2.1370 2020-10-19 07:18:41,433 - mmaction - INFO - Epoch [48][280/396] lr: 2.757e-01, eta: 1 day, 17:02:59, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6635, loss_cls: 2.5380, loss: 2.5380, grad_norm: 1.2807, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1489, loss/aux0: 2.1489 2020-10-19 07:19:17,976 - mmaction - INFO - Epoch [48][300/396] lr: 2.757e-01, eta: 1 day, 17:01:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6745, loss_cls: 2.4906, loss: 2.4906, grad_norm: 1.2908, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2527, loss/aux0: 2.2527 2020-10-19 07:19:18,917 - mmaction - INFO - Epoch [48][300/396] lr: 2.757e-01, eta: 1 day, 17:02:30, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6745, loss_cls: 2.4906, loss: 2.4906, grad_norm: 1.2890, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2394, loss/aux0: 2.2394 2020-10-19 07:19:55,288 - mmaction - INFO - Epoch [48][320/396] lr: 2.757e-01, eta: 1 day, 17:00:40, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6596, loss_cls: 2.5671, loss: 2.5671, grad_norm: 1.2831, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1708, loss/aux0: 2.1708 2020-10-19 07:19:56,226 - mmaction - INFO - Epoch [48][320/396] lr: 2.757e-01, eta: 1 day, 17:02:01, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6596, loss_cls: 2.5671, loss: 2.5671, grad_norm: 1.2737, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1580, loss/aux0: 2.1580 2020-10-19 07:20:32,579 - mmaction - INFO - Epoch [48][340/396] lr: 2.757e-01, eta: 1 day, 17:00:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6448, loss_cls: 2.6152, loss: 2.6152, grad_norm: 1.2829, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0999, loss/aux0: 2.0999 2020-10-19 07:20:33,523 - mmaction - INFO - Epoch [48][340/396] lr: 2.757e-01, eta: 1 day, 17:01:32, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6448, loss_cls: 2.6152, loss: 2.6152, grad_norm: 1.2848, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.1043, loss/aux0: 2.1043 2020-10-19 07:21:09,905 - mmaction - INFO - Epoch [48][360/396] lr: 2.757e-01, eta: 1 day, 16:59:41, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6578, loss_cls: 2.6164, loss: 2.6164, grad_norm: 1.2731, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1813, loss/aux0: 2.1813 2020-10-19 07:21:10,848 - mmaction - INFO - Epoch [48][360/396] lr: 2.757e-01, eta: 1 day, 17:01:02, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6578, loss_cls: 2.6164, loss: 2.6164, grad_norm: 1.2765, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.1980, loss/aux0: 2.1980 2020-10-19 07:21:47,142 - mmaction - INFO - Epoch [48][380/396] lr: 2.757e-01, eta: 1 day, 16:59:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6737, loss_cls: 2.5474, loss: 2.5474, grad_norm: 1.2486, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1744, loss/aux0: 2.1744 2020-10-19 07:21:48,064 - mmaction - INFO - Epoch [48][380/396] lr: 2.757e-01, eta: 1 day, 17:00:33, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6737, loss_cls: 2.5474, loss: 2.5474, grad_norm: 1.2487, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1652, loss/aux0: 2.1652 2020-10-19 07:22:19,634 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-19 07:24:01,504 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 07:24:01,643 - mmaction - INFO - top1_acc 0.4866 top5_acc 0.7536 2020-10-19 07:24:01,643 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 07:24:01,688 - mmaction - INFO - mean_acc 0.4869 2020-10-19 07:24:01,690 - mmaction - INFO - Epoch(val) [48][396] top1_acc: 0.4866, top5_acc: 0.7536, mean_class_accuracy: 0.4869 2020-10-19 07:28:08,168 - mmaction - INFO - Epoch [49][20/396] lr: 2.747e-01, eta: 1 day, 16:56:09, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6729, loss_cls: 2.4905, loss: 2.4905, grad_norm: 1.2658, top1_acc/aux0: 0.4775, top5_acc/aux0: 0.7366, loss_cls/aux0: 2.1621, loss/aux0: 2.1621 2020-10-19 07:28:09,121 - mmaction - INFO - Epoch [49][20/396] lr: 2.747e-01, eta: 1 day, 16:57:29, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6729, loss_cls: 2.4905, loss: 2.4905, grad_norm: 1.2634, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1633, loss/aux0: 2.1633 2020-10-19 07:28:45,408 - mmaction - INFO - Epoch [49][40/396] lr: 2.747e-01, eta: 1 day, 16:55:39, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6711, loss_cls: 2.5203, loss: 2.5203, grad_norm: 1.2830, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1012, loss/aux0: 2.1012 2020-10-19 07:28:46,337 - mmaction - INFO - Epoch [49][40/396] lr: 2.747e-01, eta: 1 day, 16:56:59, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6711, loss_cls: 2.5203, loss: 2.5203, grad_norm: 1.2804, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1069, loss/aux0: 2.1069 2020-10-19 07:29:22,764 - mmaction - INFO - Epoch [49][60/396] lr: 2.747e-01, eta: 1 day, 16:55:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6604, loss_cls: 2.5680, loss: 2.5680, grad_norm: 1.3051, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1326, loss/aux0: 2.1326 2020-10-19 07:29:23,686 - mmaction - INFO - Epoch [49][60/396] lr: 2.747e-01, eta: 1 day, 16:56:31, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6604, loss_cls: 2.5680, loss: 2.5680, grad_norm: 1.2995, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1133, loss/aux0: 2.1133 2020-10-19 07:29:59,940 - mmaction - INFO - Epoch [49][80/396] lr: 2.747e-01, eta: 1 day, 16:54:41, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6552, loss_cls: 2.5644, loss: 2.5644, grad_norm: 1.2697, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1369, loss/aux0: 2.1369 2020-10-19 07:30:00,887 - mmaction - INFO - Epoch [49][80/396] lr: 2.747e-01, eta: 1 day, 16:56:01, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6552, loss_cls: 2.5644, loss: 2.5644, grad_norm: 1.2740, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1389, loss/aux0: 2.1389 2020-10-19 07:30:37,543 - mmaction - INFO - Epoch [49][100/396] lr: 2.747e-01, eta: 1 day, 16:54:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6622, loss_cls: 2.5557, loss: 2.5557, grad_norm: 1.2981, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1712, loss/aux0: 2.1712 2020-10-19 07:30:38,473 - mmaction - INFO - Epoch [49][100/396] lr: 2.747e-01, eta: 1 day, 16:55:32, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6622, loss_cls: 2.5557, loss: 2.5557, grad_norm: 1.2941, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1720, loss/aux0: 2.1720 2020-10-19 07:31:14,987 - mmaction - INFO - Epoch [49][120/396] lr: 2.747e-01, eta: 1 day, 16:53:43, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6651, loss_cls: 2.5342, loss: 2.5342, grad_norm: 1.2915, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1455, loss/aux0: 2.1455 2020-10-19 07:31:15,933 - mmaction - INFO - Epoch [49][120/396] lr: 2.747e-01, eta: 1 day, 16:55:03, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6651, loss_cls: 2.5342, loss: 2.5342, grad_norm: 1.2955, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1607, loss/aux0: 2.1607 2020-10-19 07:31:52,179 - mmaction - INFO - Epoch [49][140/396] lr: 2.747e-01, eta: 1 day, 16:53:13, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6667, loss_cls: 2.5644, loss: 2.5644, grad_norm: 1.2952, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1008, loss/aux0: 2.1008 2020-10-19 07:31:53,107 - mmaction - INFO - Epoch [49][140/396] lr: 2.747e-01, eta: 1 day, 16:54:33, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6667, loss_cls: 2.5644, loss: 2.5644, grad_norm: 1.2908, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0805, loss/aux0: 2.0805 2020-10-19 07:32:29,482 - mmaction - INFO - Epoch [49][160/396] lr: 2.747e-01, eta: 1 day, 16:52:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6727, loss_cls: 2.5276, loss: 2.5276, grad_norm: 1.3287, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1332, loss/aux0: 2.1332 2020-10-19 07:32:30,430 - mmaction - INFO - Epoch [49][160/396] lr: 2.747e-01, eta: 1 day, 16:54:04, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6727, loss_cls: 2.5276, loss: 2.5276, grad_norm: 1.3323, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1578, loss/aux0: 2.1578 2020-10-19 07:33:06,822 - mmaction - INFO - Epoch [49][180/396] lr: 2.747e-01, eta: 1 day, 16:52:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6609, loss_cls: 2.5481, loss: 2.5481, grad_norm: 1.2545, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1922, loss/aux0: 2.1922 2020-10-19 07:33:07,771 - mmaction - INFO - Epoch [49][180/396] lr: 2.747e-01, eta: 1 day, 16:53:35, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6609, loss_cls: 2.5481, loss: 2.5481, grad_norm: 1.2585, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1800, loss/aux0: 2.1800 2020-10-19 07:33:44,335 - mmaction - INFO - Epoch [49][200/396] lr: 2.747e-01, eta: 1 day, 16:51:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6648, loss_cls: 2.5456, loss: 2.5456, grad_norm: 1.2851, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1689, loss/aux0: 2.1689 2020-10-19 07:33:45,272 - mmaction - INFO - Epoch [49][200/396] lr: 2.747e-01, eta: 1 day, 16:53:07, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6648, loss_cls: 2.5456, loss: 2.5456, grad_norm: 1.2828, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1673, loss/aux0: 2.1673 2020-10-19 07:34:21,794 - mmaction - INFO - Epoch [49][220/396] lr: 2.747e-01, eta: 1 day, 16:51:18, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6562, loss_cls: 2.5522, loss: 2.5522, grad_norm: 1.3118, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1954, loss/aux0: 2.1954 2020-10-19 07:34:22,749 - mmaction - INFO - Epoch [49][220/396] lr: 2.747e-01, eta: 1 day, 16:52:39, time: 0.943, data_time: 0.006, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6562, loss_cls: 2.5522, loss: 2.5522, grad_norm: 1.3153, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1953, loss/aux0: 2.1953 2020-10-19 07:34:59,137 - mmaction - INFO - Epoch [49][240/396] lr: 2.747e-01, eta: 1 day, 16:50:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6417, loss_cls: 2.6662, loss: 2.6662, grad_norm: 1.3072, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.1900, loss/aux0: 2.1900 2020-10-19 07:35:00,067 - mmaction - INFO - Epoch [49][240/396] lr: 2.747e-01, eta: 1 day, 16:52:11, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6417, loss_cls: 2.6662, loss: 2.6662, grad_norm: 1.3035, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.1966, loss/aux0: 2.1966 2020-10-19 07:35:36,512 - mmaction - INFO - Epoch [49][260/396] lr: 2.747e-01, eta: 1 day, 16:50:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6565, loss_cls: 2.5959, loss: 2.5959, grad_norm: 1.2723, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1965, loss/aux0: 2.1965 2020-10-19 07:35:37,437 - mmaction - INFO - Epoch [49][260/396] lr: 2.747e-01, eta: 1 day, 16:51:41, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6565, loss_cls: 2.5959, loss: 2.5959, grad_norm: 1.2740, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1841, loss/aux0: 2.1841 2020-10-19 07:36:13,793 - mmaction - INFO - Epoch [49][280/396] lr: 2.747e-01, eta: 1 day, 16:49:52, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6557, loss_cls: 2.5664, loss: 2.5664, grad_norm: 1.2999, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1198, loss/aux0: 2.1198 2020-10-19 07:36:14,735 - mmaction - INFO - Epoch [49][280/396] lr: 2.747e-01, eta: 1 day, 16:51:11, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6557, loss_cls: 2.5664, loss: 2.5664, grad_norm: 1.2975, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1280, loss/aux0: 2.1280 2020-10-19 07:36:51,122 - mmaction - INFO - Epoch [49][300/396] lr: 2.747e-01, eta: 1 day, 16:49:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6703, loss_cls: 2.5183, loss: 2.5183, grad_norm: 1.2851, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1362, loss/aux0: 2.1362 2020-10-19 07:36:52,071 - mmaction - INFO - Epoch [49][300/396] lr: 2.747e-01, eta: 1 day, 16:50:43, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6703, loss_cls: 2.5183, loss: 2.5183, grad_norm: 1.2934, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1326, loss/aux0: 2.1326 2020-10-19 07:37:28,426 - mmaction - INFO - Epoch [49][320/396] lr: 2.747e-01, eta: 1 day, 16:48:54, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6703, loss_cls: 2.5433, loss: 2.5433, grad_norm: 1.3108, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1589, loss/aux0: 2.1589 2020-10-19 07:37:29,368 - mmaction - INFO - Epoch [49][320/396] lr: 2.747e-01, eta: 1 day, 16:50:13, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6703, loss_cls: 2.5433, loss: 2.5433, grad_norm: 1.3110, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1754, loss/aux0: 2.1754 2020-10-19 07:38:05,721 - mmaction - INFO - Epoch [49][340/396] lr: 2.747e-01, eta: 1 day, 16:48:24, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6555, loss_cls: 2.5647, loss: 2.5647, grad_norm: 1.2973, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1486, loss/aux0: 2.1486 2020-10-19 07:38:06,667 - mmaction - INFO - Epoch [49][340/396] lr: 2.747e-01, eta: 1 day, 16:49:43, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6555, loss_cls: 2.5647, loss: 2.5647, grad_norm: 1.3058, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1492, loss/aux0: 2.1492 2020-10-19 07:38:42,979 - mmaction - INFO - Epoch [49][360/396] lr: 2.747e-01, eta: 1 day, 16:47:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6544, loss_cls: 2.5925, loss: 2.5925, grad_norm: 1.2870, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.2029, loss/aux0: 2.2029 2020-10-19 07:38:43,910 - mmaction - INFO - Epoch [49][360/396] lr: 2.747e-01, eta: 1 day, 16:49:14, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6544, loss_cls: 2.5925, loss: 2.5925, grad_norm: 1.2845, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1818, loss/aux0: 2.1818 2020-10-19 07:39:20,317 - mmaction - INFO - Epoch [49][380/396] lr: 2.747e-01, eta: 1 day, 16:47:25, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6479, loss_cls: 2.5882, loss: 2.5882, grad_norm: 1.2803, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.0892, loss/aux0: 2.0892 2020-10-19 07:39:21,244 - mmaction - INFO - Epoch [49][380/396] lr: 2.747e-01, eta: 1 day, 16:48:43, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6479, loss_cls: 2.5882, loss: 2.5882, grad_norm: 1.2836, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.0932, loss/aux0: 2.0932 2020-10-19 07:43:57,099 - mmaction - INFO - Epoch [50][20/396] lr: 2.737e-01, eta: 1 day, 16:44:25, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6690, loss_cls: 2.4990, loss: 2.4990, grad_norm: 1.2998, top1_acc/aux0: 0.4819, top5_acc/aux0: 0.7407, loss_cls/aux0: 2.1247, loss/aux0: 2.1247 2020-10-19 07:43:58,040 - mmaction - INFO - Epoch [50][20/396] lr: 2.737e-01, eta: 1 day, 16:45:43, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6690, loss_cls: 2.4990, loss: 2.4990, grad_norm: 1.2997, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1201, loss/aux0: 2.1201 2020-10-19 07:44:34,092 - mmaction - INFO - Epoch [50][40/396] lr: 2.737e-01, eta: 1 day, 16:43:54, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6714, loss_cls: 2.4974, loss: 2.4974, grad_norm: 1.3024, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1467, loss/aux0: 2.1467 2020-10-19 07:44:35,028 - mmaction - INFO - Epoch [50][40/396] lr: 2.737e-01, eta: 1 day, 16:45:12, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6714, loss_cls: 2.4974, loss: 2.4974, grad_norm: 1.2945, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1535, loss/aux0: 2.1535 2020-10-19 07:45:11,545 - mmaction - INFO - Epoch [50][60/396] lr: 2.737e-01, eta: 1 day, 16:43:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6786, loss_cls: 2.5014, loss: 2.5014, grad_norm: 1.2681, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1036, loss/aux0: 2.1036 2020-10-19 07:45:12,487 - mmaction - INFO - Epoch [50][60/396] lr: 2.737e-01, eta: 1 day, 16:44:44, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6786, loss_cls: 2.5014, loss: 2.5014, grad_norm: 1.2666, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0992, loss/aux0: 2.0992 2020-10-19 07:45:48,986 - mmaction - INFO - Epoch [50][80/396] lr: 2.737e-01, eta: 1 day, 16:42:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6648, loss_cls: 2.5269, loss: 2.5269, grad_norm: 1.3293, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1590, loss/aux0: 2.1590 2020-10-19 07:45:49,959 - mmaction - INFO - Epoch [50][80/396] lr: 2.737e-01, eta: 1 day, 16:44:16, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6648, loss_cls: 2.5269, loss: 2.5269, grad_norm: 1.3286, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1572, loss/aux0: 2.1572 2020-10-19 07:46:26,177 - mmaction - INFO - Epoch [50][100/396] lr: 2.737e-01, eta: 1 day, 16:42:27, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6711, loss_cls: 2.5356, loss: 2.5356, grad_norm: 1.2922, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1557, loss/aux0: 2.1557 2020-10-19 07:46:27,121 - mmaction - INFO - Epoch [50][100/396] lr: 2.737e-01, eta: 1 day, 16:43:45, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6711, loss_cls: 2.5356, loss: 2.5356, grad_norm: 1.2878, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1543, loss/aux0: 2.1543 2020-10-19 07:47:03,509 - mmaction - INFO - Epoch [50][120/396] lr: 2.737e-01, eta: 1 day, 16:41:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.5314, loss: 2.5314, grad_norm: 1.3129, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1781, loss/aux0: 2.1781 2020-10-19 07:47:04,447 - mmaction - INFO - Epoch [50][120/396] lr: 2.737e-01, eta: 1 day, 16:43:16, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.5314, loss: 2.5314, grad_norm: 1.3096, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1826, loss/aux0: 2.1826 2020-10-19 07:47:40,809 - mmaction - INFO - Epoch [50][140/396] lr: 2.737e-01, eta: 1 day, 16:41:29, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6633, loss_cls: 2.5662, loss: 2.5662, grad_norm: 1.2679, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1953, loss/aux0: 2.1953 2020-10-19 07:47:41,745 - mmaction - INFO - Epoch [50][140/396] lr: 2.737e-01, eta: 1 day, 16:42:47, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6633, loss_cls: 2.5662, loss: 2.5662, grad_norm: 1.2699, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2041, loss/aux0: 2.2041 2020-10-19 07:48:18,039 - mmaction - INFO - Epoch [50][160/396] lr: 2.737e-01, eta: 1 day, 16:40:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6576, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.2607, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1376, loss/aux0: 2.1376 2020-10-19 07:48:18,980 - mmaction - INFO - Epoch [50][160/396] lr: 2.737e-01, eta: 1 day, 16:42:17, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6576, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.2640, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1211, loss/aux0: 2.1211 2020-10-19 07:48:55,436 - mmaction - INFO - Epoch [50][180/396] lr: 2.737e-01, eta: 1 day, 16:40:29, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6643, loss_cls: 2.5614, loss: 2.5614, grad_norm: 1.2891, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0546, loss/aux0: 2.0546 2020-10-19 07:48:56,368 - mmaction - INFO - Epoch [50][180/396] lr: 2.737e-01, eta: 1 day, 16:41:46, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6643, loss_cls: 2.5614, loss: 2.5614, grad_norm: 1.2953, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0669, loss/aux0: 2.0669 2020-10-19 07:49:32,768 - mmaction - INFO - Epoch [50][200/396] lr: 2.737e-01, eta: 1 day, 16:39:58, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6646, loss_cls: 2.5683, loss: 2.5683, grad_norm: 1.2733, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1150, loss/aux0: 2.1150 2020-10-19 07:49:33,710 - mmaction - INFO - Epoch [50][200/396] lr: 2.737e-01, eta: 1 day, 16:41:16, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6646, loss_cls: 2.5683, loss: 2.5683, grad_norm: 1.2699, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0994, loss/aux0: 2.0994 2020-10-19 07:50:09,967 - mmaction - INFO - Epoch [50][220/396] lr: 2.737e-01, eta: 1 day, 16:39:28, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6555, loss_cls: 2.6128, loss: 2.6128, grad_norm: 1.3143, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1292, loss/aux0: 2.1292 2020-10-19 07:50:10,897 - mmaction - INFO - Epoch [50][220/396] lr: 2.737e-01, eta: 1 day, 16:40:46, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6555, loss_cls: 2.6128, loss: 2.6128, grad_norm: 1.3158, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1468, loss/aux0: 2.1468 2020-10-19 07:50:47,381 - mmaction - INFO - Epoch [50][240/396] lr: 2.737e-01, eta: 1 day, 16:38:58, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6682, loss_cls: 2.5476, loss: 2.5476, grad_norm: 1.2895, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1885, loss/aux0: 2.1885 2020-10-19 07:50:48,353 - mmaction - INFO - Epoch [50][240/396] lr: 2.737e-01, eta: 1 day, 16:40:16, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6682, loss_cls: 2.5476, loss: 2.5476, grad_norm: 1.2913, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1760, loss/aux0: 2.1760 2020-10-19 07:51:24,812 - mmaction - INFO - Epoch [50][260/396] lr: 2.737e-01, eta: 1 day, 16:38:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6638, loss_cls: 2.5278, loss: 2.5278, grad_norm: 1.2941, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1142, loss/aux0: 2.1142 2020-10-19 07:51:25,760 - mmaction - INFO - Epoch [50][260/396] lr: 2.737e-01, eta: 1 day, 16:39:46, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6638, loss_cls: 2.5278, loss: 2.5278, grad_norm: 1.2958, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1233, loss/aux0: 2.1233 2020-10-19 07:52:02,166 - mmaction - INFO - Epoch [50][280/396] lr: 2.737e-01, eta: 1 day, 16:38:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6573, loss_cls: 2.5973, loss: 2.5973, grad_norm: 1.2884, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.1220, loss/aux0: 2.1220 2020-10-19 07:52:03,087 - mmaction - INFO - Epoch [50][280/396] lr: 2.737e-01, eta: 1 day, 16:39:17, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6573, loss_cls: 2.5973, loss: 2.5973, grad_norm: 1.2859, top1_acc/aux0: 0.4812, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1182, loss/aux0: 2.1182 2020-10-19 07:52:39,677 - mmaction - INFO - Epoch [50][300/396] lr: 2.737e-01, eta: 1 day, 16:37:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6755, loss_cls: 2.5113, loss: 2.5113, grad_norm: 1.3235, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1572, loss/aux0: 2.1572 2020-10-19 07:52:40,618 - mmaction - INFO - Epoch [50][300/396] lr: 2.737e-01, eta: 1 day, 16:38:48, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6755, loss_cls: 2.5113, loss: 2.5113, grad_norm: 1.3219, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1612, loss/aux0: 2.1612 2020-10-19 07:53:16,828 - mmaction - INFO - Epoch [50][320/396] lr: 2.737e-01, eta: 1 day, 16:37:01, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6562, loss_cls: 2.5904, loss: 2.5904, grad_norm: 1.2976, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1346, loss/aux0: 2.1346 2020-10-19 07:53:17,772 - mmaction - INFO - Epoch [50][320/396] lr: 2.737e-01, eta: 1 day, 16:38:18, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6562, loss_cls: 2.5904, loss: 2.5904, grad_norm: 1.2954, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1282, loss/aux0: 2.1282 2020-10-19 07:53:54,394 - mmaction - INFO - Epoch [50][340/396] lr: 2.737e-01, eta: 1 day, 16:36:32, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6625, loss_cls: 2.5681, loss: 2.5681, grad_norm: 1.3134, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1164, loss/aux0: 2.1164 2020-10-19 07:53:55,356 - mmaction - INFO - Epoch [50][340/396] lr: 2.737e-01, eta: 1 day, 16:37:50, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6625, loss_cls: 2.5681, loss: 2.5681, grad_norm: 1.3145, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1122, loss/aux0: 2.1122 2020-10-19 07:54:31,667 - mmaction - INFO - Epoch [50][360/396] lr: 2.737e-01, eta: 1 day, 16:36:03, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6615, loss_cls: 2.5794, loss: 2.5794, grad_norm: 1.2736, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1526, loss/aux0: 2.1526 2020-10-19 07:54:32,595 - mmaction - INFO - Epoch [50][360/396] lr: 2.737e-01, eta: 1 day, 16:37:19, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6615, loss_cls: 2.5794, loss: 2.5794, grad_norm: 1.2649, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1570, loss/aux0: 2.1570 2020-10-19 07:55:08,907 - mmaction - INFO - Epoch [50][380/396] lr: 2.737e-01, eta: 1 day, 16:35:33, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6555, loss_cls: 2.5949, loss: 2.5949, grad_norm: 1.2850, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1440, loss/aux0: 2.1440 2020-10-19 07:55:09,839 - mmaction - INFO - Epoch [50][380/396] lr: 2.737e-01, eta: 1 day, 16:36:50, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6555, loss_cls: 2.5949, loss: 2.5949, grad_norm: 1.2873, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1583, loss/aux0: 2.1583 2020-10-19 07:59:48,137 - mmaction - INFO - Epoch [51][20/396] lr: 2.726e-01, eta: 1 day, 16:32:35, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6763, loss_cls: 2.4357, loss: 2.4357, grad_norm: 1.2972, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7569, loss_cls/aux0: 2.0981, loss/aux0: 2.0981 2020-10-19 07:59:49,059 - mmaction - INFO - Epoch [51][20/396] lr: 2.726e-01, eta: 1 day, 16:33:51, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6763, loss_cls: 2.4357, loss: 2.4357, grad_norm: 1.2947, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0884, loss/aux0: 2.0884 2020-10-19 08:00:25,332 - mmaction - INFO - Epoch [51][40/396] lr: 2.726e-01, eta: 1 day, 16:32:04, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6714, loss_cls: 2.4945, loss: 2.4945, grad_norm: 1.2825, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0355, loss/aux0: 2.0355 2020-10-19 08:00:26,257 - mmaction - INFO - Epoch [51][40/396] lr: 2.726e-01, eta: 1 day, 16:33:20, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6714, loss_cls: 2.4945, loss: 2.4945, grad_norm: 1.2787, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0519, loss/aux0: 2.0519 2020-10-19 08:01:02,582 - mmaction - INFO - Epoch [51][60/396] lr: 2.726e-01, eta: 1 day, 16:31:34, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6578, loss_cls: 2.5998, loss: 2.5998, grad_norm: 1.2877, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0844, loss/aux0: 2.0844 2020-10-19 08:01:03,521 - mmaction - INFO - Epoch [51][60/396] lr: 2.726e-01, eta: 1 day, 16:32:50, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6578, loss_cls: 2.5998, loss: 2.5998, grad_norm: 1.2842, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0706, loss/aux0: 2.0706 2020-10-19 08:01:39,947 - mmaction - INFO - Epoch [51][80/396] lr: 2.726e-01, eta: 1 day, 16:31:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6633, loss_cls: 2.5525, loss: 2.5525, grad_norm: 1.2749, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1218, loss/aux0: 2.1218 2020-10-19 08:01:40,906 - mmaction - INFO - Epoch [51][80/396] lr: 2.726e-01, eta: 1 day, 16:32:21, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6633, loss_cls: 2.5525, loss: 2.5525, grad_norm: 1.2767, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1187, loss/aux0: 2.1187 2020-10-19 08:02:17,124 - mmaction - INFO - Epoch [51][100/396] lr: 2.726e-01, eta: 1 day, 16:30:35, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6685, loss_cls: 2.5288, loss: 2.5288, grad_norm: 1.2950, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0989, loss/aux0: 2.0989 2020-10-19 08:02:18,066 - mmaction - INFO - Epoch [51][100/396] lr: 2.726e-01, eta: 1 day, 16:31:51, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6685, loss_cls: 2.5288, loss: 2.5288, grad_norm: 1.2964, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1091, loss/aux0: 2.1091 2020-10-19 08:02:54,379 - mmaction - INFO - Epoch [51][120/396] lr: 2.726e-01, eta: 1 day, 16:30:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6430, loss_cls: 2.6008, loss: 2.6008, grad_norm: 1.2838, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1265, loss/aux0: 2.1265 2020-10-19 08:02:55,305 - mmaction - INFO - Epoch [51][120/396] lr: 2.726e-01, eta: 1 day, 16:31:21, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6430, loss_cls: 2.6008, loss: 2.6008, grad_norm: 1.2951, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1475, loss/aux0: 2.1475 2020-10-19 08:03:31,808 - mmaction - INFO - Epoch [51][140/396] lr: 2.726e-01, eta: 1 day, 16:29:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6659, loss_cls: 2.5680, loss: 2.5680, grad_norm: 1.2743, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1862, loss/aux0: 2.1862 2020-10-19 08:03:32,745 - mmaction - INFO - Epoch [51][140/396] lr: 2.726e-01, eta: 1 day, 16:30:51, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6659, loss_cls: 2.5680, loss: 2.5680, grad_norm: 1.2693, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1565, loss/aux0: 2.1565 2020-10-19 08:04:09,102 - mmaction - INFO - Epoch [51][160/396] lr: 2.726e-01, eta: 1 day, 16:29:05, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6682, loss_cls: 2.5421, loss: 2.5421, grad_norm: 1.3199, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1404, loss/aux0: 2.1404 2020-10-19 08:04:10,030 - mmaction - INFO - Epoch [51][160/396] lr: 2.726e-01, eta: 1 day, 16:30:21, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6682, loss_cls: 2.5421, loss: 2.5421, grad_norm: 1.3161, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1433, loss/aux0: 2.1433 2020-10-19 08:04:46,475 - mmaction - INFO - Epoch [51][180/396] lr: 2.726e-01, eta: 1 day, 16:28:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6576, loss_cls: 2.5844, loss: 2.5844, grad_norm: 1.3047, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1254, loss/aux0: 2.1254 2020-10-19 08:04:47,419 - mmaction - INFO - Epoch [51][180/396] lr: 2.726e-01, eta: 1 day, 16:29:51, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6576, loss_cls: 2.5844, loss: 2.5844, grad_norm: 1.3050, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1347, loss/aux0: 2.1347 2020-10-19 08:05:23,730 - mmaction - INFO - Epoch [51][200/396] lr: 2.726e-01, eta: 1 day, 16:28:05, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6682, loss_cls: 2.5381, loss: 2.5381, grad_norm: 1.3257, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1023, loss/aux0: 2.1023 2020-10-19 08:05:24,666 - mmaction - INFO - Epoch [51][200/396] lr: 2.726e-01, eta: 1 day, 16:29:21, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6682, loss_cls: 2.5381, loss: 2.5381, grad_norm: 1.3304, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1107, loss/aux0: 2.1107 2020-10-19 08:06:00,974 - mmaction - INFO - Epoch [51][220/396] lr: 2.726e-01, eta: 1 day, 16:27:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6529, loss_cls: 2.5685, loss: 2.5685, grad_norm: 1.2862, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1371, loss/aux0: 2.1371 2020-10-19 08:06:01,915 - mmaction - INFO - Epoch [51][220/396] lr: 2.726e-01, eta: 1 day, 16:28:50, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6529, loss_cls: 2.5685, loss: 2.5685, grad_norm: 1.2905, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1231, loss/aux0: 2.1231 2020-10-19 08:06:38,178 - mmaction - INFO - Epoch [51][240/396] lr: 2.726e-01, eta: 1 day, 16:27:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6646, loss_cls: 2.5372, loss: 2.5372, grad_norm: 1.2869, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.0962, loss/aux0: 2.0962 2020-10-19 08:06:39,129 - mmaction - INFO - Epoch [51][240/396] lr: 2.726e-01, eta: 1 day, 16:28:20, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6646, loss_cls: 2.5372, loss: 2.5372, grad_norm: 1.2917, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1014, loss/aux0: 2.1014 2020-10-19 08:07:15,758 - mmaction - INFO - Epoch [51][260/396] lr: 2.726e-01, eta: 1 day, 16:26:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6693, loss_cls: 2.5541, loss: 2.5541, grad_norm: 1.2752, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1215, loss/aux0: 2.1215 2020-10-19 08:07:16,705 - mmaction - INFO - Epoch [51][260/396] lr: 2.726e-01, eta: 1 day, 16:27:50, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6693, loss_cls: 2.5541, loss: 2.5541, grad_norm: 1.2818, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1181, loss/aux0: 2.1181 2020-10-19 08:07:53,130 - mmaction - INFO - Epoch [51][280/396] lr: 2.726e-01, eta: 1 day, 16:26:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6568, loss_cls: 2.6063, loss: 2.6063, grad_norm: 1.2981, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.1816, loss/aux0: 2.1816 2020-10-19 08:07:54,118 - mmaction - INFO - Epoch [51][280/396] lr: 2.726e-01, eta: 1 day, 16:27:21, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6568, loss_cls: 2.6063, loss: 2.6063, grad_norm: 1.2898, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.1804, loss/aux0: 2.1804 2020-10-19 08:08:30,459 - mmaction - INFO - Epoch [51][300/396] lr: 2.726e-01, eta: 1 day, 16:25:36, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6464, loss_cls: 2.6566, loss: 2.6566, grad_norm: 1.3075, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1514, loss/aux0: 2.1514 2020-10-19 08:08:31,392 - mmaction - INFO - Epoch [51][300/396] lr: 2.726e-01, eta: 1 day, 16:26:51, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6464, loss_cls: 2.6566, loss: 2.6566, grad_norm: 1.3105, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1436, loss/aux0: 2.1436 2020-10-19 08:09:07,937 - mmaction - INFO - Epoch [51][320/396] lr: 2.726e-01, eta: 1 day, 16:25:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6716, loss_cls: 2.4986, loss: 2.4986, grad_norm: 1.2810, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1261, loss/aux0: 2.1261 2020-10-19 08:09:08,873 - mmaction - INFO - Epoch [51][320/396] lr: 2.726e-01, eta: 1 day, 16:26:23, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6716, loss_cls: 2.4986, loss: 2.4986, grad_norm: 1.2818, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1403, loss/aux0: 2.1403 2020-10-19 08:09:45,310 - mmaction - INFO - Epoch [51][340/396] lr: 2.726e-01, eta: 1 day, 16:24:37, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6620, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.2996, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1709, loss/aux0: 2.1709 2020-10-19 08:09:46,244 - mmaction - INFO - Epoch [51][340/396] lr: 2.726e-01, eta: 1 day, 16:25:52, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6620, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.3033, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1810, loss/aux0: 2.1810 2020-10-19 08:10:22,688 - mmaction - INFO - Epoch [51][360/396] lr: 2.726e-01, eta: 1 day, 16:24:06, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6513, loss_cls: 2.6299, loss: 2.6299, grad_norm: 1.2728, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1456, loss/aux0: 2.1456 2020-10-19 08:10:23,626 - mmaction - INFO - Epoch [51][360/396] lr: 2.726e-01, eta: 1 day, 16:25:21, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6513, loss_cls: 2.6299, loss: 2.6299, grad_norm: 1.2741, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1326, loss/aux0: 2.1326 2020-10-19 08:10:59,882 - mmaction - INFO - Epoch [51][380/396] lr: 2.726e-01, eta: 1 day, 16:23:36, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6599, loss_cls: 2.5588, loss: 2.5588, grad_norm: 1.2897, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1750, loss/aux0: 2.1750 2020-10-19 08:11:00,817 - mmaction - INFO - Epoch [51][380/396] lr: 2.726e-01, eta: 1 day, 16:24:51, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6599, loss_cls: 2.5588, loss: 2.5588, grad_norm: 1.2866, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1698, loss/aux0: 2.1698 2020-10-19 08:15:41,050 - mmaction - INFO - Epoch [52][20/396] lr: 2.716e-01, eta: 1 day, 16:20:41, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6687, loss_cls: 2.5195, loss: 2.5195, grad_norm: 1.2710, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7486, loss_cls/aux0: 2.1185, loss/aux0: 2.1185 2020-10-19 08:15:41,999 - mmaction - INFO - Epoch [52][20/396] lr: 2.716e-01, eta: 1 day, 16:21:55, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6687, loss_cls: 2.5195, loss: 2.5195, grad_norm: 1.2724, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1209, loss/aux0: 2.1209 2020-10-19 08:16:18,147 - mmaction - INFO - Epoch [52][40/396] lr: 2.716e-01, eta: 1 day, 16:20:10, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6826, loss_cls: 2.4735, loss: 2.4735, grad_norm: 1.2891, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1274, loss/aux0: 2.1274 2020-10-19 08:16:19,057 - mmaction - INFO - Epoch [52][40/396] lr: 2.716e-01, eta: 1 day, 16:21:24, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6826, loss_cls: 2.4735, loss: 2.4735, grad_norm: 1.2911, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.1238, loss/aux0: 2.1238 2020-10-19 08:16:55,226 - mmaction - INFO - Epoch [52][60/396] lr: 2.716e-01, eta: 1 day, 16:19:39, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6701, loss_cls: 2.4636, loss: 2.4636, grad_norm: 1.3005, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1295, loss/aux0: 2.1295 2020-10-19 08:16:56,159 - mmaction - INFO - Epoch [52][60/396] lr: 2.716e-01, eta: 1 day, 16:20:54, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6701, loss_cls: 2.4636, loss: 2.4636, grad_norm: 1.2978, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1408, loss/aux0: 2.1408 2020-10-19 08:17:32,543 - mmaction - INFO - Epoch [52][80/396] lr: 2.716e-01, eta: 1 day, 16:19:09, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6734, loss_cls: 2.5021, loss: 2.5021, grad_norm: 1.3062, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1242, loss/aux0: 2.1242 2020-10-19 08:17:33,511 - mmaction - INFO - Epoch [52][80/396] lr: 2.716e-01, eta: 1 day, 16:20:24, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6734, loss_cls: 2.5021, loss: 2.5021, grad_norm: 1.3133, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1142, loss/aux0: 2.1142 2020-10-19 08:18:09,820 - mmaction - INFO - Epoch [52][100/396] lr: 2.716e-01, eta: 1 day, 16:18:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6664, loss_cls: 2.5160, loss: 2.5160, grad_norm: 1.2972, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0882, loss/aux0: 2.0882 2020-10-19 08:18:10,764 - mmaction - INFO - Epoch [52][100/396] lr: 2.716e-01, eta: 1 day, 16:19:54, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6664, loss_cls: 2.5160, loss: 2.5160, grad_norm: 1.2968, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.0926, loss/aux0: 2.0926 2020-10-19 08:18:47,071 - mmaction - INFO - Epoch [52][120/396] lr: 2.716e-01, eta: 1 day, 16:18:09, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6667, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.2796, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1926, loss/aux0: 2.1926 2020-10-19 08:18:47,990 - mmaction - INFO - Epoch [52][120/396] lr: 2.716e-01, eta: 1 day, 16:19:24, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6667, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.2780, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1862, loss/aux0: 2.1862 2020-10-19 08:19:24,318 - mmaction - INFO - Epoch [52][140/396] lr: 2.716e-01, eta: 1 day, 16:17:39, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6682, loss_cls: 2.5497, loss: 2.5497, grad_norm: 1.2930, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0689, loss/aux0: 2.0689 2020-10-19 08:19:25,239 - mmaction - INFO - Epoch [52][140/396] lr: 2.716e-01, eta: 1 day, 16:18:54, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6682, loss_cls: 2.5497, loss: 2.5497, grad_norm: 1.2900, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0583, loss/aux0: 2.0583 2020-10-19 08:20:01,718 - mmaction - INFO - Epoch [52][160/396] lr: 2.716e-01, eta: 1 day, 16:17:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6625, loss_cls: 2.5662, loss: 2.5662, grad_norm: 1.2540, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1339, loss/aux0: 2.1339 2020-10-19 08:20:02,641 - mmaction - INFO - Epoch [52][160/396] lr: 2.716e-01, eta: 1 day, 16:18:24, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6625, loss_cls: 2.5662, loss: 2.5662, grad_norm: 1.2526, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1410, loss/aux0: 2.1410 2020-10-19 08:20:39,005 - mmaction - INFO - Epoch [52][180/396] lr: 2.716e-01, eta: 1 day, 16:16:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6646, loss_cls: 2.5645, loss: 2.5645, grad_norm: 1.2941, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.1509, loss/aux0: 2.1509 2020-10-19 08:20:39,962 - mmaction - INFO - Epoch [52][180/396] lr: 2.716e-01, eta: 1 day, 16:17:55, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6646, loss_cls: 2.5645, loss: 2.5645, grad_norm: 1.2900, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1445, loss/aux0: 2.1445 2020-10-19 08:21:16,329 - mmaction - INFO - Epoch [52][200/396] lr: 2.716e-01, eta: 1 day, 16:16:10, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6688, loss_cls: 2.5385, loss: 2.5385, grad_norm: 1.3024, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0922, loss/aux0: 2.0922 2020-10-19 08:21:17,275 - mmaction - INFO - Epoch [52][200/396] lr: 2.716e-01, eta: 1 day, 16:17:24, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6688, loss_cls: 2.5385, loss: 2.5385, grad_norm: 1.3050, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1036, loss/aux0: 2.1036 2020-10-19 08:21:53,747 - mmaction - INFO - Epoch [52][220/396] lr: 2.716e-01, eta: 1 day, 16:15:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6646, loss_cls: 2.5311, loss: 2.5311, grad_norm: 1.2757, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.1804, loss/aux0: 2.1804 2020-10-19 08:21:54,682 - mmaction - INFO - Epoch [52][220/396] lr: 2.716e-01, eta: 1 day, 16:16:54, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6646, loss_cls: 2.5311, loss: 2.5311, grad_norm: 1.2718, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.1805, loss/aux0: 2.1805 2020-10-19 08:22:31,089 - mmaction - INFO - Epoch [52][240/396] lr: 2.716e-01, eta: 1 day, 16:15:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6695, loss_cls: 2.5328, loss: 2.5328, grad_norm: 1.2966, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.0915, loss/aux0: 2.0915 2020-10-19 08:22:32,024 - mmaction - INFO - Epoch [52][240/396] lr: 2.716e-01, eta: 1 day, 16:16:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6695, loss_cls: 2.5328, loss: 2.5328, grad_norm: 1.2947, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.0937, loss/aux0: 2.0937 2020-10-19 08:23:08,375 - mmaction - INFO - Epoch [52][260/396] lr: 2.716e-01, eta: 1 day, 16:14:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6604, loss_cls: 2.5723, loss: 2.5723, grad_norm: 1.2815, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.0947, loss/aux0: 2.0947 2020-10-19 08:23:09,310 - mmaction - INFO - Epoch [52][260/396] lr: 2.716e-01, eta: 1 day, 16:15:55, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6604, loss_cls: 2.5723, loss: 2.5723, grad_norm: 1.2836, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.0952, loss/aux0: 2.0952 2020-10-19 08:23:45,781 - mmaction - INFO - Epoch [52][280/396] lr: 2.716e-01, eta: 1 day, 16:14:11, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6674, loss_cls: 2.5078, loss: 2.5078, grad_norm: 1.2948, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1399, loss/aux0: 2.1399 2020-10-19 08:23:46,723 - mmaction - INFO - Epoch [52][280/396] lr: 2.716e-01, eta: 1 day, 16:15:24, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6674, loss_cls: 2.5078, loss: 2.5078, grad_norm: 1.2961, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1479, loss/aux0: 2.1479 2020-10-19 08:24:23,179 - mmaction - INFO - Epoch [52][300/396] lr: 2.716e-01, eta: 1 day, 16:13:41, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4146, top5_acc: 0.6672, loss_cls: 2.4979, loss: 2.4979, grad_norm: 1.3043, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1103, loss/aux0: 2.1103 2020-10-19 08:24:24,103 - mmaction - INFO - Epoch [52][300/396] lr: 2.716e-01, eta: 1 day, 16:14:55, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4146, top5_acc: 0.6672, loss_cls: 2.4979, loss: 2.4979, grad_norm: 1.2981, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1012, loss/aux0: 2.1012 2020-10-19 08:25:00,442 - mmaction - INFO - Epoch [52][320/396] lr: 2.716e-01, eta: 1 day, 16:13:12, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6513, loss_cls: 2.5859, loss: 2.5859, grad_norm: 1.3166, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1144, loss/aux0: 2.1144 2020-10-19 08:25:01,363 - mmaction - INFO - Epoch [52][320/396] lr: 2.716e-01, eta: 1 day, 16:14:25, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6513, loss_cls: 2.5859, loss: 2.5859, grad_norm: 1.3254, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1169, loss/aux0: 2.1169 2020-10-19 08:25:37,645 - mmaction - INFO - Epoch [52][340/396] lr: 2.716e-01, eta: 1 day, 16:12:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6549, loss_cls: 2.6004, loss: 2.6004, grad_norm: 1.3048, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1222, loss/aux0: 2.1222 2020-10-19 08:25:38,601 - mmaction - INFO - Epoch [52][340/396] lr: 2.716e-01, eta: 1 day, 16:13:55, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6549, loss_cls: 2.6004, loss: 2.6004, grad_norm: 1.3077, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1187, loss/aux0: 2.1187 2020-10-19 08:26:15,057 - mmaction - INFO - Epoch [52][360/396] lr: 2.716e-01, eta: 1 day, 16:12:12, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6523, loss_cls: 2.6417, loss: 2.6417, grad_norm: 1.2888, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1325, loss/aux0: 2.1325 2020-10-19 08:26:15,992 - mmaction - INFO - Epoch [52][360/396] lr: 2.716e-01, eta: 1 day, 16:13:26, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6523, loss_cls: 2.6417, loss: 2.6417, grad_norm: 1.2884, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1253, loss/aux0: 2.1253 2020-10-19 08:26:52,258 - mmaction - INFO - Epoch [52][380/396] lr: 2.716e-01, eta: 1 day, 16:11:42, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6714, loss_cls: 2.5236, loss: 2.5236, grad_norm: 1.3067, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1000, loss/aux0: 2.1000 2020-10-19 08:26:53,178 - mmaction - INFO - Epoch [52][380/396] lr: 2.716e-01, eta: 1 day, 16:12:55, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6714, loss_cls: 2.5236, loss: 2.5236, grad_norm: 1.3021, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.0986, loss/aux0: 2.0986 2020-10-19 08:31:13,177 - mmaction - INFO - Epoch [53][20/396] lr: 2.705e-01, eta: 1 day, 16:08:50, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6622, loss_cls: 2.5071, loss: 2.5071, grad_norm: 1.3201, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7486, loss_cls/aux0: 2.1246, loss/aux0: 2.1246 2020-10-19 08:31:14,128 - mmaction - INFO - Epoch [53][20/396] lr: 2.705e-01, eta: 1 day, 16:10:02, time: 0.923, data_time: 0.004, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6622, loss_cls: 2.5071, loss: 2.5071, grad_norm: 1.3260, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1277, loss/aux0: 2.1277 2020-10-19 08:31:50,195 - mmaction - INFO - Epoch [53][40/396] lr: 2.705e-01, eta: 1 day, 16:08:19, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6737, loss_cls: 2.5303, loss: 2.5303, grad_norm: 1.2943, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.1296, loss/aux0: 2.1296 2020-10-19 08:31:51,137 - mmaction - INFO - Epoch [53][40/396] lr: 2.705e-01, eta: 1 day, 16:09:31, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6737, loss_cls: 2.5303, loss: 2.5303, grad_norm: 1.2949, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1333, loss/aux0: 2.1333 2020-10-19 08:32:27,341 - mmaction - INFO - Epoch [53][60/396] lr: 2.705e-01, eta: 1 day, 16:07:48, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6734, loss_cls: 2.5197, loss: 2.5197, grad_norm: 1.2864, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1486, loss/aux0: 2.1486 2020-10-19 08:32:28,269 - mmaction - INFO - Epoch [53][60/396] lr: 2.705e-01, eta: 1 day, 16:09:00, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6734, loss_cls: 2.5197, loss: 2.5197, grad_norm: 1.2869, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1324, loss/aux0: 2.1324 2020-10-19 08:33:04,427 - mmaction - INFO - Epoch [53][80/396] lr: 2.705e-01, eta: 1 day, 16:07:17, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6568, loss_cls: 2.5693, loss: 2.5693, grad_norm: 1.3119, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1010, loss/aux0: 2.1010 2020-10-19 08:33:05,380 - mmaction - INFO - Epoch [53][80/396] lr: 2.705e-01, eta: 1 day, 16:08:29, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6568, loss_cls: 2.5693, loss: 2.5693, grad_norm: 1.3114, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1165, loss/aux0: 2.1165 2020-10-19 08:33:41,803 - mmaction - INFO - Epoch [53][100/396] lr: 2.705e-01, eta: 1 day, 16:06:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6641, loss_cls: 2.5765, loss: 2.5765, grad_norm: 1.3126, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0988, loss/aux0: 2.0988 2020-10-19 08:33:42,765 - mmaction - INFO - Epoch [53][100/396] lr: 2.705e-01, eta: 1 day, 16:07:59, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6641, loss_cls: 2.5765, loss: 2.5765, grad_norm: 1.3119, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0944, loss/aux0: 2.0944 2020-10-19 08:34:19,281 - mmaction - INFO - Epoch [53][120/396] lr: 2.705e-01, eta: 1 day, 16:06:16, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6552, loss_cls: 2.6090, loss: 2.6090, grad_norm: 1.2816, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1666, loss/aux0: 2.1666 2020-10-19 08:34:20,207 - mmaction - INFO - Epoch [53][120/396] lr: 2.705e-01, eta: 1 day, 16:07:29, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6552, loss_cls: 2.6090, loss: 2.6090, grad_norm: 1.2853, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1678, loss/aux0: 2.1678 2020-10-19 08:34:56,415 - mmaction - INFO - Epoch [53][140/396] lr: 2.705e-01, eta: 1 day, 16:05:47, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6779, loss_cls: 2.4646, loss: 2.4646, grad_norm: 1.3065, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1559, loss/aux0: 2.1559 2020-10-19 08:34:57,373 - mmaction - INFO - Epoch [53][140/396] lr: 2.705e-01, eta: 1 day, 16:06:59, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6779, loss_cls: 2.4646, loss: 2.4646, grad_norm: 1.3012, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1438, loss/aux0: 2.1438 2020-10-19 08:35:33,727 - mmaction - INFO - Epoch [53][160/396] lr: 2.705e-01, eta: 1 day, 16:05:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6755, loss_cls: 2.5196, loss: 2.5196, grad_norm: 1.3170, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.0887, loss/aux0: 2.0887 2020-10-19 08:35:34,681 - mmaction - INFO - Epoch [53][160/396] lr: 2.705e-01, eta: 1 day, 16:06:30, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6755, loss_cls: 2.5196, loss: 2.5196, grad_norm: 1.3110, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.0988, loss/aux0: 2.0988 2020-10-19 08:36:11,090 - mmaction - INFO - Epoch [53][180/396] lr: 2.705e-01, eta: 1 day, 16:04:47, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6648, loss_cls: 2.5541, loss: 2.5541, grad_norm: 1.3110, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1070, loss/aux0: 2.1070 2020-10-19 08:36:12,027 - mmaction - INFO - Epoch [53][180/396] lr: 2.705e-01, eta: 1 day, 16:06:00, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6648, loss_cls: 2.5541, loss: 2.5541, grad_norm: 1.3116, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1045, loss/aux0: 2.1045 2020-10-19 08:36:48,655 - mmaction - INFO - Epoch [53][200/396] lr: 2.705e-01, eta: 1 day, 16:04:17, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6703, loss_cls: 2.5734, loss: 2.5734, grad_norm: 1.2853, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.1818, loss/aux0: 2.1818 2020-10-19 08:36:49,594 - mmaction - INFO - Epoch [53][200/396] lr: 2.705e-01, eta: 1 day, 16:05:29, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6703, loss_cls: 2.5734, loss: 2.5734, grad_norm: 1.2844, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.1927, loss/aux0: 2.1927 2020-10-19 08:37:25,867 - mmaction - INFO - Epoch [53][220/396] lr: 2.705e-01, eta: 1 day, 16:03:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3982, top5_acc: 0.6685, loss_cls: 2.4994, loss: 2.4994, grad_norm: 1.2839, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1363, loss/aux0: 2.1363 2020-10-19 08:37:26,807 - mmaction - INFO - Epoch [53][220/396] lr: 2.705e-01, eta: 1 day, 16:05:00, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3982, top5_acc: 0.6685, loss_cls: 2.4994, loss: 2.4994, grad_norm: 1.2830, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1351, loss/aux0: 2.1351 2020-10-19 08:38:03,028 - mmaction - INFO - Epoch [53][240/396] lr: 2.705e-01, eta: 1 day, 16:03:17, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6659, loss_cls: 2.5509, loss: 2.5509, grad_norm: 1.3076, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1724, loss/aux0: 2.1724 2020-10-19 08:38:03,957 - mmaction - INFO - Epoch [53][240/396] lr: 2.705e-01, eta: 1 day, 16:04:29, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6659, loss_cls: 2.5509, loss: 2.5509, grad_norm: 1.3042, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1719, loss/aux0: 2.1719 2020-10-19 08:38:40,469 - mmaction - INFO - Epoch [53][260/396] lr: 2.705e-01, eta: 1 day, 16:02:47, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6677, loss_cls: 2.5303, loss: 2.5303, grad_norm: 1.3002, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1110, loss/aux0: 2.1110 2020-10-19 08:38:41,404 - mmaction - INFO - Epoch [53][260/396] lr: 2.705e-01, eta: 1 day, 16:04:00, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6677, loss_cls: 2.5303, loss: 2.5303, grad_norm: 1.3034, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0958, loss/aux0: 2.0958 2020-10-19 08:39:17,707 - mmaction - INFO - Epoch [53][280/396] lr: 2.705e-01, eta: 1 day, 16:02:17, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.5536, loss: 2.5536, grad_norm: 1.3230, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0860, loss/aux0: 2.0860 2020-10-19 08:39:18,647 - mmaction - INFO - Epoch [53][280/396] lr: 2.705e-01, eta: 1 day, 16:03:29, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.5536, loss: 2.5536, grad_norm: 1.3199, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.0940, loss/aux0: 2.0940 2020-10-19 08:39:55,171 - mmaction - INFO - Epoch [53][300/396] lr: 2.705e-01, eta: 1 day, 16:01:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6513, loss_cls: 2.6082, loss: 2.6082, grad_norm: 1.3001, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1831, loss/aux0: 2.1831 2020-10-19 08:39:56,105 - mmaction - INFO - Epoch [53][300/396] lr: 2.705e-01, eta: 1 day, 16:02:59, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6513, loss_cls: 2.6082, loss: 2.6082, grad_norm: 1.2979, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1930, loss/aux0: 2.1930 2020-10-19 08:40:32,660 - mmaction - INFO - Epoch [53][320/396] lr: 2.705e-01, eta: 1 day, 16:01:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6609, loss_cls: 2.5730, loss: 2.5730, grad_norm: 1.3286, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0820, loss/aux0: 2.0820 2020-10-19 08:40:33,612 - mmaction - INFO - Epoch [53][320/396] lr: 2.705e-01, eta: 1 day, 16:02:30, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6609, loss_cls: 2.5730, loss: 2.5730, grad_norm: 1.3306, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0718, loss/aux0: 2.0718 2020-10-19 08:41:10,025 - mmaction - INFO - Epoch [53][340/396] lr: 2.705e-01, eta: 1 day, 16:00:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6570, loss_cls: 2.5874, loss: 2.5874, grad_norm: 1.3473, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1724, loss/aux0: 2.1724 2020-10-19 08:41:10,958 - mmaction - INFO - Epoch [53][340/396] lr: 2.705e-01, eta: 1 day, 16:02:00, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6570, loss_cls: 2.5874, loss: 2.5874, grad_norm: 1.3500, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1780, loss/aux0: 2.1780 2020-10-19 08:41:47,107 - mmaction - INFO - Epoch [53][360/396] lr: 2.705e-01, eta: 1 day, 16:00:18, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6641, loss_cls: 2.6089, loss: 2.6089, grad_norm: 1.2947, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1376, loss/aux0: 2.1376 2020-10-19 08:41:48,083 - mmaction - INFO - Epoch [53][360/396] lr: 2.705e-01, eta: 1 day, 16:01:29, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6641, loss_cls: 2.6089, loss: 2.6089, grad_norm: 1.2968, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1480, loss/aux0: 2.1480 2020-10-19 08:42:24,498 - mmaction - INFO - Epoch [53][380/396] lr: 2.705e-01, eta: 1 day, 15:59:47, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6594, loss_cls: 2.5757, loss: 2.5757, grad_norm: 1.2916, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1426, loss/aux0: 2.1426 2020-10-19 08:42:25,419 - mmaction - INFO - Epoch [53][380/396] lr: 2.705e-01, eta: 1 day, 16:00:59, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6594, loss_cls: 2.5757, loss: 2.5757, grad_norm: 1.2908, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1356, loss/aux0: 2.1356 2020-10-19 08:47:11,865 - mmaction - INFO - Epoch [54][20/396] lr: 2.694e-01, eta: 1 day, 15:56:58, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6570, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.3247, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1308, loss/aux0: 2.1308 2020-10-19 08:47:12,812 - mmaction - INFO - Epoch [54][20/396] lr: 2.694e-01, eta: 1 day, 15:58:08, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6570, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.3267, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1327, loss/aux0: 2.1327 2020-10-19 08:47:48,777 - mmaction - INFO - Epoch [54][40/396] lr: 2.694e-01, eta: 1 day, 15:56:26, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6635, loss_cls: 2.5590, loss: 2.5590, grad_norm: 1.2781, top1_acc/aux0: 0.4812, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1170, loss/aux0: 2.1170 2020-10-19 08:47:49,746 - mmaction - INFO - Epoch [54][40/396] lr: 2.694e-01, eta: 1 day, 15:57:37, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6635, loss_cls: 2.5590, loss: 2.5590, grad_norm: 1.2844, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1107, loss/aux0: 2.1107 2020-10-19 08:48:26,292 - mmaction - INFO - Epoch [54][60/396] lr: 2.694e-01, eta: 1 day, 15:55:56, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6732, loss_cls: 2.5054, loss: 2.5054, grad_norm: 1.3253, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1256, loss/aux0: 2.1256 2020-10-19 08:48:27,231 - mmaction - INFO - Epoch [54][60/396] lr: 2.694e-01, eta: 1 day, 15:57:08, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6732, loss_cls: 2.5054, loss: 2.5054, grad_norm: 1.3264, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1392, loss/aux0: 2.1392 2020-10-19 08:49:03,508 - mmaction - INFO - Epoch [54][80/396] lr: 2.694e-01, eta: 1 day, 15:55:26, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6745, loss_cls: 2.5080, loss: 2.5080, grad_norm: 1.3331, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1187, loss/aux0: 2.1187 2020-10-19 08:49:04,452 - mmaction - INFO - Epoch [54][80/396] lr: 2.694e-01, eta: 1 day, 15:56:37, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6745, loss_cls: 2.5080, loss: 2.5080, grad_norm: 1.3318, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1065, loss/aux0: 2.1065 2020-10-19 08:49:40,745 - mmaction - INFO - Epoch [54][100/396] lr: 2.694e-01, eta: 1 day, 15:54:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6724, loss_cls: 2.5557, loss: 2.5557, grad_norm: 1.2795, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.1193, loss/aux0: 2.1193 2020-10-19 08:49:41,726 - mmaction - INFO - Epoch [54][100/396] lr: 2.694e-01, eta: 1 day, 15:56:07, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6724, loss_cls: 2.5557, loss: 2.5557, grad_norm: 1.2823, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.1327, loss/aux0: 2.1327 2020-10-19 08:50:18,448 - mmaction - INFO - Epoch [54][120/396] lr: 2.694e-01, eta: 1 day, 15:54:27, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6674, loss_cls: 2.5446, loss: 2.5446, grad_norm: 1.3345, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1420, loss/aux0: 2.1420 2020-10-19 08:50:19,379 - mmaction - INFO - Epoch [54][120/396] lr: 2.694e-01, eta: 1 day, 15:55:39, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6674, loss_cls: 2.5446, loss: 2.5446, grad_norm: 1.3386, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1480, loss/aux0: 2.1480 2020-10-19 08:50:55,870 - mmaction - INFO - Epoch [54][140/396] lr: 2.694e-01, eta: 1 day, 15:53:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6630, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.2830, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0556, loss/aux0: 2.0556 2020-10-19 08:50:56,834 - mmaction - INFO - Epoch [54][140/396] lr: 2.694e-01, eta: 1 day, 15:55:09, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6630, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.2821, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0386, loss/aux0: 2.0386 2020-10-19 08:51:33,083 - mmaction - INFO - Epoch [54][160/396] lr: 2.694e-01, eta: 1 day, 15:53:27, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6635, loss_cls: 2.5289, loss: 2.5289, grad_norm: 1.2757, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1213, loss/aux0: 2.1213 2020-10-19 08:51:34,005 - mmaction - INFO - Epoch [54][160/396] lr: 2.694e-01, eta: 1 day, 15:54:38, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6635, loss_cls: 2.5289, loss: 2.5289, grad_norm: 1.2779, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1239, loss/aux0: 2.1239 2020-10-19 08:52:10,490 - mmaction - INFO - Epoch [54][180/396] lr: 2.694e-01, eta: 1 day, 15:52:57, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6687, loss_cls: 2.5100, loss: 2.5100, grad_norm: 1.3033, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.0882, loss/aux0: 2.0882 2020-10-19 08:52:11,425 - mmaction - INFO - Epoch [54][180/396] lr: 2.694e-01, eta: 1 day, 15:54:08, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6687, loss_cls: 2.5100, loss: 2.5100, grad_norm: 1.3020, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.0850, loss/aux0: 2.0850 2020-10-19 08:52:47,783 - mmaction - INFO - Epoch [54][200/396] lr: 2.694e-01, eta: 1 day, 15:52:27, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6661, loss_cls: 2.5327, loss: 2.5327, grad_norm: 1.2859, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1241, loss/aux0: 2.1241 2020-10-19 08:52:48,718 - mmaction - INFO - Epoch [54][200/396] lr: 2.694e-01, eta: 1 day, 15:53:38, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6661, loss_cls: 2.5327, loss: 2.5327, grad_norm: 1.2921, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1422, loss/aux0: 2.1422 2020-10-19 08:53:25,297 - mmaction - INFO - Epoch [54][220/396] lr: 2.694e-01, eta: 1 day, 15:51:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6719, loss_cls: 2.5340, loss: 2.5340, grad_norm: 1.3141, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1358, loss/aux0: 2.1358 2020-10-19 08:53:26,227 - mmaction - INFO - Epoch [54][220/396] lr: 2.694e-01, eta: 1 day, 15:53:09, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6719, loss_cls: 2.5340, loss: 2.5340, grad_norm: 1.3113, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1299, loss/aux0: 2.1299 2020-10-19 08:54:02,617 - mmaction - INFO - Epoch [54][240/396] lr: 2.694e-01, eta: 1 day, 15:51:28, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6719, loss_cls: 2.5612, loss: 2.5612, grad_norm: 1.2989, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1461, loss/aux0: 2.1461 2020-10-19 08:54:03,579 - mmaction - INFO - Epoch [54][240/396] lr: 2.694e-01, eta: 1 day, 15:52:38, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6719, loss_cls: 2.5612, loss: 2.5612, grad_norm: 1.2943, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1409, loss/aux0: 2.1409 2020-10-19 08:54:39,870 - mmaction - INFO - Epoch [54][260/396] lr: 2.694e-01, eta: 1 day, 15:50:57, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6693, loss_cls: 2.5465, loss: 2.5465, grad_norm: 1.2910, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1326, loss/aux0: 2.1326 2020-10-19 08:54:40,812 - mmaction - INFO - Epoch [54][260/396] lr: 2.694e-01, eta: 1 day, 15:52:08, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6693, loss_cls: 2.5465, loss: 2.5465, grad_norm: 1.2914, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1369, loss/aux0: 2.1369 2020-10-19 08:55:17,079 - mmaction - INFO - Epoch [54][280/396] lr: 2.694e-01, eta: 1 day, 15:50:27, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6747, loss_cls: 2.5052, loss: 2.5052, grad_norm: 1.3168, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1390, loss/aux0: 2.1390 2020-10-19 08:55:18,074 - mmaction - INFO - Epoch [54][280/396] lr: 2.694e-01, eta: 1 day, 15:51:37, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6747, loss_cls: 2.5052, loss: 2.5052, grad_norm: 1.3169, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1170, loss/aux0: 2.1170 2020-10-19 08:55:54,333 - mmaction - INFO - Epoch [54][300/396] lr: 2.694e-01, eta: 1 day, 15:49:56, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6693, loss_cls: 2.5527, loss: 2.5527, grad_norm: 1.3062, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1509, loss/aux0: 2.1509 2020-10-19 08:55:55,313 - mmaction - INFO - Epoch [54][300/396] lr: 2.694e-01, eta: 1 day, 15:51:06, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6693, loss_cls: 2.5527, loss: 2.5527, grad_norm: 1.3137, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1699, loss/aux0: 2.1699 2020-10-19 08:56:31,497 - mmaction - INFO - Epoch [54][320/396] lr: 2.694e-01, eta: 1 day, 15:49:25, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6628, loss_cls: 2.5388, loss: 2.5388, grad_norm: 1.3066, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1190, loss/aux0: 2.1190 2020-10-19 08:56:32,429 - mmaction - INFO - Epoch [54][320/396] lr: 2.694e-01, eta: 1 day, 15:50:35, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6628, loss_cls: 2.5388, loss: 2.5388, grad_norm: 1.3012, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1106, loss/aux0: 2.1106 2020-10-19 08:57:08,751 - mmaction - INFO - Epoch [54][340/396] lr: 2.694e-01, eta: 1 day, 15:48:55, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6641, loss_cls: 2.5396, loss: 2.5396, grad_norm: 1.3159, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1630, loss/aux0: 2.1630 2020-10-19 08:57:09,695 - mmaction - INFO - Epoch [54][340/396] lr: 2.694e-01, eta: 1 day, 15:50:05, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6641, loss_cls: 2.5396, loss: 2.5396, grad_norm: 1.3191, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1725, loss/aux0: 2.1725 2020-10-19 08:57:46,232 - mmaction - INFO - Epoch [54][360/396] lr: 2.694e-01, eta: 1 day, 15:48:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3938, top5_acc: 0.6755, loss_cls: 2.5380, loss: 2.5380, grad_norm: 1.2706, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1790, loss/aux0: 2.1790 2020-10-19 08:57:47,188 - mmaction - INFO - Epoch [54][360/396] lr: 2.694e-01, eta: 1 day, 15:49:35, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3938, top5_acc: 0.6755, loss_cls: 2.5380, loss: 2.5380, grad_norm: 1.2688, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1660, loss/aux0: 2.1660 2020-10-19 08:58:23,579 - mmaction - INFO - Epoch [54][380/396] lr: 2.694e-01, eta: 1 day, 15:47:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6609, loss_cls: 2.5433, loss: 2.5433, grad_norm: 1.2981, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1226, loss/aux0: 2.1226 2020-10-19 08:58:24,510 - mmaction - INFO - Epoch [54][380/396] lr: 2.694e-01, eta: 1 day, 15:49:06, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6609, loss_cls: 2.5433, loss: 2.5433, grad_norm: 1.2955, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1232, loss/aux0: 2.1232 2020-10-19 09:03:19,822 - mmaction - INFO - Epoch [55][20/396] lr: 2.683e-01, eta: 1 day, 15:45:09, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6737, loss_cls: 2.4894, loss: 2.4894, grad_norm: 1.3047, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7412, loss_cls/aux0: 2.1542, loss/aux0: 2.1542 2020-10-19 09:03:20,744 - mmaction - INFO - Epoch [55][20/396] lr: 2.683e-01, eta: 1 day, 15:46:17, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6737, loss_cls: 2.4894, loss: 2.4894, grad_norm: 1.3036, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1587, loss/aux0: 2.1587 2020-10-19 09:03:56,967 - mmaction - INFO - Epoch [55][40/396] lr: 2.683e-01, eta: 1 day, 15:44:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6823, loss_cls: 2.4946, loss: 2.4946, grad_norm: 1.3164, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1263, loss/aux0: 2.1263 2020-10-19 09:03:57,901 - mmaction - INFO - Epoch [55][40/396] lr: 2.683e-01, eta: 1 day, 15:45:47, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6823, loss_cls: 2.4946, loss: 2.4946, grad_norm: 1.3176, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1196, loss/aux0: 2.1196 2020-10-19 09:04:34,047 - mmaction - INFO - Epoch [55][60/396] lr: 2.683e-01, eta: 1 day, 15:44:07, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6674, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.2804, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1529, loss/aux0: 2.1529 2020-10-19 09:04:34,982 - mmaction - INFO - Epoch [55][60/396] lr: 2.683e-01, eta: 1 day, 15:45:16, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6674, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.2813, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1441, loss/aux0: 2.1441 2020-10-19 09:05:11,207 - mmaction - INFO - Epoch [55][80/396] lr: 2.683e-01, eta: 1 day, 15:43:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6826, loss_cls: 2.4773, loss: 2.4773, grad_norm: 1.2937, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1068, loss/aux0: 2.1068 2020-10-19 09:05:12,147 - mmaction - INFO - Epoch [55][80/396] lr: 2.683e-01, eta: 1 day, 15:44:46, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6826, loss_cls: 2.4773, loss: 2.4773, grad_norm: 1.2935, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1174, loss/aux0: 2.1174 2020-10-19 09:05:48,383 - mmaction - INFO - Epoch [55][100/396] lr: 2.683e-01, eta: 1 day, 15:43:06, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6865, loss_cls: 2.4528, loss: 2.4528, grad_norm: 1.2851, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.0992, loss/aux0: 2.0992 2020-10-19 09:05:49,319 - mmaction - INFO - Epoch [55][100/396] lr: 2.683e-01, eta: 1 day, 15:44:15, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6865, loss_cls: 2.4528, loss: 2.4528, grad_norm: 1.2898, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0956, loss/aux0: 2.0956 2020-10-19 09:06:25,829 - mmaction - INFO - Epoch [55][120/396] lr: 2.683e-01, eta: 1 day, 15:42:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6703, loss_cls: 2.5311, loss: 2.5311, grad_norm: 1.2994, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1424, loss/aux0: 2.1424 2020-10-19 09:06:26,750 - mmaction - INFO - Epoch [55][120/396] lr: 2.683e-01, eta: 1 day, 15:43:46, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6703, loss_cls: 2.5311, loss: 2.5311, grad_norm: 1.2990, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1435, loss/aux0: 2.1435 2020-10-19 09:07:03,197 - mmaction - INFO - Epoch [55][140/396] lr: 2.683e-01, eta: 1 day, 15:42:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6698, loss_cls: 2.5173, loss: 2.5173, grad_norm: 1.2986, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0922, loss/aux0: 2.0922 2020-10-19 09:07:04,191 - mmaction - INFO - Epoch [55][140/396] lr: 2.683e-01, eta: 1 day, 15:43:17, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6698, loss_cls: 2.5173, loss: 2.5173, grad_norm: 1.2977, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0968, loss/aux0: 2.0968 2020-10-19 09:07:40,490 - mmaction - INFO - Epoch [55][160/396] lr: 2.683e-01, eta: 1 day, 15:41:37, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6693, loss_cls: 2.5751, loss: 2.5751, grad_norm: 1.3213, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1200, loss/aux0: 2.1200 2020-10-19 09:07:41,446 - mmaction - INFO - Epoch [55][160/396] lr: 2.683e-01, eta: 1 day, 15:42:46, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6693, loss_cls: 2.5751, loss: 2.5751, grad_norm: 1.3221, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1156, loss/aux0: 2.1156 2020-10-19 09:08:17,811 - mmaction - INFO - Epoch [55][180/396] lr: 2.683e-01, eta: 1 day, 15:41:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6698, loss_cls: 2.5578, loss: 2.5578, grad_norm: 1.3023, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0893, loss/aux0: 2.0893 2020-10-19 09:08:18,756 - mmaction - INFO - Epoch [55][180/396] lr: 2.683e-01, eta: 1 day, 15:42:16, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6698, loss_cls: 2.5578, loss: 2.5578, grad_norm: 1.3047, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0938, loss/aux0: 2.0938 2020-10-19 09:08:55,141 - mmaction - INFO - Epoch [55][200/396] lr: 2.683e-01, eta: 1 day, 15:40:37, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6583, loss_cls: 2.5411, loss: 2.5411, grad_norm: 1.2950, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0868, loss/aux0: 2.0868 2020-10-19 09:08:56,072 - mmaction - INFO - Epoch [55][200/396] lr: 2.683e-01, eta: 1 day, 15:41:46, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6583, loss_cls: 2.5411, loss: 2.5411, grad_norm: 1.2943, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0860, loss/aux0: 2.0860 2020-10-19 09:09:32,333 - mmaction - INFO - Epoch [55][220/396] lr: 2.683e-01, eta: 1 day, 15:40:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6659, loss_cls: 2.5524, loss: 2.5524, grad_norm: 1.3014, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1026, loss/aux0: 2.1026 2020-10-19 09:09:33,280 - mmaction - INFO - Epoch [55][220/396] lr: 2.683e-01, eta: 1 day, 15:41:16, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6659, loss_cls: 2.5524, loss: 2.5524, grad_norm: 1.3065, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0990, loss/aux0: 2.0990 2020-10-19 09:10:09,836 - mmaction - INFO - Epoch [55][240/396] lr: 2.683e-01, eta: 1 day, 15:39:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6607, loss_cls: 2.5762, loss: 2.5762, grad_norm: 1.3173, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1158, loss/aux0: 2.1158 2020-10-19 09:10:10,749 - mmaction - INFO - Epoch [55][240/396] lr: 2.683e-01, eta: 1 day, 15:40:46, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6607, loss_cls: 2.5762, loss: 2.5762, grad_norm: 1.3121, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1040, loss/aux0: 2.1040 2020-10-19 09:10:47,160 - mmaction - INFO - Epoch [55][260/396] lr: 2.683e-01, eta: 1 day, 15:39:07, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6622, loss_cls: 2.5452, loss: 2.5452, grad_norm: 1.3148, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1480, loss/aux0: 2.1480 2020-10-19 09:10:48,103 - mmaction - INFO - Epoch [55][260/396] lr: 2.683e-01, eta: 1 day, 15:40:15, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6622, loss_cls: 2.5452, loss: 2.5452, grad_norm: 1.3144, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1607, loss/aux0: 2.1607 2020-10-19 09:11:24,480 - mmaction - INFO - Epoch [55][280/396] lr: 2.683e-01, eta: 1 day, 15:38:36, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6615, loss_cls: 2.5779, loss: 2.5779, grad_norm: 1.3223, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.1138, loss/aux0: 2.1138 2020-10-19 09:11:25,402 - mmaction - INFO - Epoch [55][280/396] lr: 2.683e-01, eta: 1 day, 15:39:45, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6615, loss_cls: 2.5779, loss: 2.5779, grad_norm: 1.3239, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.1085, loss/aux0: 2.1085 2020-10-19 09:12:02,004 - mmaction - INFO - Epoch [55][300/396] lr: 2.683e-01, eta: 1 day, 15:38:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6672, loss_cls: 2.5757, loss: 2.5757, grad_norm: 1.3130, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1089, loss/aux0: 2.1089 2020-10-19 09:12:02,945 - mmaction - INFO - Epoch [55][300/396] lr: 2.683e-01, eta: 1 day, 15:39:16, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6672, loss_cls: 2.5757, loss: 2.5757, grad_norm: 1.3097, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1163, loss/aux0: 2.1163 2020-10-19 09:12:39,213 - mmaction - INFO - Epoch [55][320/396] lr: 2.683e-01, eta: 1 day, 15:37:36, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6706, loss_cls: 2.5490, loss: 2.5490, grad_norm: 1.3224, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1478, loss/aux0: 2.1478 2020-10-19 09:12:40,145 - mmaction - INFO - Epoch [55][320/396] lr: 2.683e-01, eta: 1 day, 15:38:45, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6706, loss_cls: 2.5490, loss: 2.5490, grad_norm: 1.3189, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1387, loss/aux0: 2.1387 2020-10-19 09:13:16,471 - mmaction - INFO - Epoch [55][340/396] lr: 2.683e-01, eta: 1 day, 15:37:05, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6771, loss_cls: 2.5084, loss: 2.5084, grad_norm: 1.2849, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1228, loss/aux0: 2.1228 2020-10-19 09:13:17,465 - mmaction - INFO - Epoch [55][340/396] lr: 2.683e-01, eta: 1 day, 15:38:13, time: 0.929, data_time: 0.005, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6771, loss_cls: 2.5084, loss: 2.5084, grad_norm: 1.2792, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1278, loss/aux0: 2.1278 2020-10-19 09:13:53,720 - mmaction - INFO - Epoch [55][360/396] lr: 2.683e-01, eta: 1 day, 15:36:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6672, loss_cls: 2.5643, loss: 2.5643, grad_norm: 1.2850, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1372, loss/aux0: 2.1372 2020-10-19 09:13:54,652 - mmaction - INFO - Epoch [55][360/396] lr: 2.683e-01, eta: 1 day, 15:37:43, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6672, loss_cls: 2.5643, loss: 2.5643, grad_norm: 1.2838, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1470, loss/aux0: 2.1470 2020-10-19 09:14:30,991 - mmaction - INFO - Epoch [55][380/396] lr: 2.683e-01, eta: 1 day, 15:36:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3982, top5_acc: 0.6708, loss_cls: 2.5160, loss: 2.5160, grad_norm: 1.3049, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0538, loss/aux0: 2.0538 2020-10-19 09:14:31,941 - mmaction - INFO - Epoch [55][380/396] lr: 2.683e-01, eta: 1 day, 15:37:12, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3982, top5_acc: 0.6708, loss_cls: 2.5160, loss: 2.5160, grad_norm: 1.3084, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0522, loss/aux0: 2.0522 2020-10-19 09:18:52,359 - mmaction - INFO - Epoch [56][20/396] lr: 2.671e-01, eta: 1 day, 15:33:19, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6789, loss_cls: 2.5231, loss: 2.5231, grad_norm: 1.3206, top1_acc/aux0: 0.4929, top5_acc/aux0: 0.7522, loss_cls/aux0: 2.0940, loss/aux0: 2.0940 2020-10-19 09:18:53,320 - mmaction - INFO - Epoch [56][20/396] lr: 2.671e-01, eta: 1 day, 15:34:26, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6789, loss_cls: 2.5231, loss: 2.5231, grad_norm: 1.3269, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0995, loss/aux0: 2.0995 2020-10-19 09:19:29,321 - mmaction - INFO - Epoch [56][40/396] lr: 2.671e-01, eta: 1 day, 15:32:47, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6617, loss_cls: 2.5816, loss: 2.5816, grad_norm: 1.2823, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0902, loss/aux0: 2.0902 2020-10-19 09:19:30,267 - mmaction - INFO - Epoch [56][40/396] lr: 2.671e-01, eta: 1 day, 15:33:55, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6617, loss_cls: 2.5816, loss: 2.5816, grad_norm: 1.2783, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0677, loss/aux0: 2.0677 2020-10-19 09:20:06,498 - mmaction - INFO - Epoch [56][60/396] lr: 2.671e-01, eta: 1 day, 15:32:16, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6630, loss_cls: 2.5329, loss: 2.5329, grad_norm: 1.3146, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1065, loss/aux0: 2.1065 2020-10-19 09:20:07,419 - mmaction - INFO - Epoch [56][60/396] lr: 2.671e-01, eta: 1 day, 15:33:24, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6630, loss_cls: 2.5329, loss: 2.5329, grad_norm: 1.3163, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1207, loss/aux0: 2.1207 2020-10-19 09:20:43,577 - mmaction - INFO - Epoch [56][80/396] lr: 2.671e-01, eta: 1 day, 15:31:45, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6646, loss_cls: 2.5501, loss: 2.5501, grad_norm: 1.3189, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1429, loss/aux0: 2.1429 2020-10-19 09:20:44,537 - mmaction - INFO - Epoch [56][80/396] lr: 2.671e-01, eta: 1 day, 15:32:53, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6646, loss_cls: 2.5501, loss: 2.5501, grad_norm: 1.3196, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1616, loss/aux0: 2.1616 2020-10-19 09:21:20,765 - mmaction - INFO - Epoch [56][100/396] lr: 2.671e-01, eta: 1 day, 15:31:14, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6617, loss_cls: 2.5599, loss: 2.5599, grad_norm: 1.2963, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0987, loss/aux0: 2.0987 2020-10-19 09:21:21,703 - mmaction - INFO - Epoch [56][100/396] lr: 2.671e-01, eta: 1 day, 15:32:22, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6617, loss_cls: 2.5599, loss: 2.5599, grad_norm: 1.2948, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.0921, loss/aux0: 2.0921 2020-10-19 09:21:58,094 - mmaction - INFO - Epoch [56][120/396] lr: 2.671e-01, eta: 1 day, 15:30:43, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6716, loss_cls: 2.5027, loss: 2.5027, grad_norm: 1.3049, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1025, loss/aux0: 2.1025 2020-10-19 09:21:59,028 - mmaction - INFO - Epoch [56][120/396] lr: 2.671e-01, eta: 1 day, 15:31:50, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6716, loss_cls: 2.5027, loss: 2.5027, grad_norm: 1.3004, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.0985, loss/aux0: 2.0985 2020-10-19 09:22:35,375 - mmaction - INFO - Epoch [56][140/396] lr: 2.671e-01, eta: 1 day, 15:30:12, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6651, loss_cls: 2.5433, loss: 2.5433, grad_norm: 1.3185, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0829, loss/aux0: 2.0829 2020-10-19 09:22:36,341 - mmaction - INFO - Epoch [56][140/396] lr: 2.671e-01, eta: 1 day, 15:31:20, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6651, loss_cls: 2.5433, loss: 2.5433, grad_norm: 1.3176, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0739, loss/aux0: 2.0739 2020-10-19 09:23:12,964 - mmaction - INFO - Epoch [56][160/396] lr: 2.671e-01, eta: 1 day, 15:29:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6729, loss_cls: 2.5331, loss: 2.5331, grad_norm: 1.3212, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1129, loss/aux0: 2.1129 2020-10-19 09:23:13,900 - mmaction - INFO - Epoch [56][160/396] lr: 2.671e-01, eta: 1 day, 15:30:50, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6729, loss_cls: 2.5331, loss: 2.5331, grad_norm: 1.3180, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1204, loss/aux0: 2.1204 2020-10-19 09:23:50,393 - mmaction - INFO - Epoch [56][180/396] lr: 2.671e-01, eta: 1 day, 15:29:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6716, loss_cls: 2.4840, loss: 2.4840, grad_norm: 1.2943, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.0848, loss/aux0: 2.0848 2020-10-19 09:23:51,339 - mmaction - INFO - Epoch [56][180/396] lr: 2.671e-01, eta: 1 day, 15:30:21, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6716, loss_cls: 2.4840, loss: 2.4840, grad_norm: 1.3010, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.0893, loss/aux0: 2.0893 2020-10-19 09:24:27,581 - mmaction - INFO - Epoch [56][200/396] lr: 2.671e-01, eta: 1 day, 15:28:42, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6581, loss_cls: 2.5670, loss: 2.5670, grad_norm: 1.2642, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1684, loss/aux0: 2.1684 2020-10-19 09:24:28,504 - mmaction - INFO - Epoch [56][200/396] lr: 2.671e-01, eta: 1 day, 15:29:49, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6581, loss_cls: 2.5670, loss: 2.5670, grad_norm: 1.2644, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1552, loss/aux0: 2.1552 2020-10-19 09:25:04,856 - mmaction - INFO - Epoch [56][220/396] lr: 2.671e-01, eta: 1 day, 15:28:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6646, loss_cls: 2.5683, loss: 2.5683, grad_norm: 1.3144, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.0892, loss/aux0: 2.0892 2020-10-19 09:25:05,812 - mmaction - INFO - Epoch [56][220/396] lr: 2.671e-01, eta: 1 day, 15:29:20, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6646, loss_cls: 2.5683, loss: 2.5683, grad_norm: 1.3120, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.0934, loss/aux0: 2.0934 2020-10-19 09:25:42,311 - mmaction - INFO - Epoch [56][240/396] lr: 2.671e-01, eta: 1 day, 15:27:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6536, loss_cls: 2.6043, loss: 2.6043, grad_norm: 1.3160, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.1002, loss/aux0: 2.1002 2020-10-19 09:25:43,245 - mmaction - INFO - Epoch [56][240/396] lr: 2.671e-01, eta: 1 day, 15:28:50, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6536, loss_cls: 2.6043, loss: 2.6043, grad_norm: 1.3202, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0989, loss/aux0: 2.0989 2020-10-19 09:26:19,735 - mmaction - INFO - Epoch [56][260/396] lr: 2.671e-01, eta: 1 day, 15:27:13, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6721, loss_cls: 2.4982, loss: 2.4982, grad_norm: 1.3170, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.0997, loss/aux0: 2.0997 2020-10-19 09:26:20,663 - mmaction - INFO - Epoch [56][260/396] lr: 2.671e-01, eta: 1 day, 15:28:20, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6721, loss_cls: 2.4982, loss: 2.4982, grad_norm: 1.3183, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1160, loss/aux0: 2.1160 2020-10-19 09:26:56,933 - mmaction - INFO - Epoch [56][280/396] lr: 2.671e-01, eta: 1 day, 15:26:42, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6573, loss_cls: 2.5808, loss: 2.5808, grad_norm: 1.3344, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1504, loss/aux0: 2.1504 2020-10-19 09:26:57,882 - mmaction - INFO - Epoch [56][280/396] lr: 2.671e-01, eta: 1 day, 15:27:49, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6573, loss_cls: 2.5808, loss: 2.5808, grad_norm: 1.3350, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1476, loss/aux0: 2.1476 2020-10-19 09:27:34,440 - mmaction - INFO - Epoch [56][300/396] lr: 2.671e-01, eta: 1 day, 15:26:12, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6680, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.3053, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0917, loss/aux0: 2.0917 2020-10-19 09:27:35,373 - mmaction - INFO - Epoch [56][300/396] lr: 2.671e-01, eta: 1 day, 15:27:19, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6680, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.3068, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0758, loss/aux0: 2.0758 2020-10-19 09:28:11,925 - mmaction - INFO - Epoch [56][320/396] lr: 2.671e-01, eta: 1 day, 15:25:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6690, loss_cls: 2.5545, loss: 2.5545, grad_norm: 1.2814, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1220, loss/aux0: 2.1220 2020-10-19 09:28:12,876 - mmaction - INFO - Epoch [56][320/396] lr: 2.671e-01, eta: 1 day, 15:26:49, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6690, loss_cls: 2.5545, loss: 2.5545, grad_norm: 1.2812, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1373, loss/aux0: 2.1373 2020-10-19 09:28:49,140 - mmaction - INFO - Epoch [56][340/396] lr: 2.671e-01, eta: 1 day, 15:25:11, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6714, loss_cls: 2.5009, loss: 2.5009, grad_norm: 1.3171, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1209, loss/aux0: 2.1209 2020-10-19 09:28:50,088 - mmaction - INFO - Epoch [56][340/396] lr: 2.671e-01, eta: 1 day, 15:26:18, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6714, loss_cls: 2.5009, loss: 2.5009, grad_norm: 1.3194, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1178, loss/aux0: 2.1178 2020-10-19 09:29:26,564 - mmaction - INFO - Epoch [56][360/396] lr: 2.671e-01, eta: 1 day, 15:24:40, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6633, loss_cls: 2.5793, loss: 2.5793, grad_norm: 1.2914, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.1061, loss/aux0: 2.1061 2020-10-19 09:29:27,492 - mmaction - INFO - Epoch [56][360/396] lr: 2.671e-01, eta: 1 day, 15:25:47, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6633, loss_cls: 2.5793, loss: 2.5793, grad_norm: 1.2953, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.1091, loss/aux0: 2.1091 2020-10-19 09:30:04,101 - mmaction - INFO - Epoch [56][380/396] lr: 2.671e-01, eta: 1 day, 15:24:09, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6682, loss_cls: 2.5537, loss: 2.5537, grad_norm: 1.3064, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1379, loss/aux0: 2.1379 2020-10-19 09:30:05,033 - mmaction - INFO - Epoch [56][380/396] lr: 2.671e-01, eta: 1 day, 15:25:16, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6682, loss_cls: 2.5537, loss: 2.5537, grad_norm: 1.3120, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1274, loss/aux0: 2.1274 2020-10-19 09:30:37,138 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-19 09:32:20,552 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 09:32:20,660 - mmaction - INFO - top1_acc 0.4777 top5_acc 0.7627 2020-10-19 09:32:20,660 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 09:32:20,671 - mmaction - INFO - mean_acc 0.4775 2020-10-19 09:32:20,674 - mmaction - INFO - Epoch(val) [56][396] top1_acc: 0.4777, top5_acc: 0.7627, mean_class_accuracy: 0.4775 2020-10-19 09:36:09,725 - mmaction - INFO - Epoch [57][20/396] lr: 2.660e-01, eta: 1 day, 15:21:27, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6661, loss_cls: 2.5195, loss: 2.5195, grad_norm: 1.2915, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7368, loss_cls/aux0: 2.1560, loss/aux0: 2.1560 2020-10-19 09:36:10,685 - mmaction - INFO - Epoch [57][20/396] lr: 2.660e-01, eta: 1 day, 15:22:33, time: 0.926, data_time: 0.005, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6661, loss_cls: 2.5195, loss: 2.5195, grad_norm: 1.2841, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1548, loss/aux0: 2.1548 2020-10-19 09:36:47,087 - mmaction - INFO - Epoch [57][40/396] lr: 2.660e-01, eta: 1 day, 15:20:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6680, loss_cls: 2.4844, loss: 2.4844, grad_norm: 1.3146, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.1825, loss/aux0: 2.1825 2020-10-19 09:36:47,992 - mmaction - INFO - Epoch [57][40/396] lr: 2.660e-01, eta: 1 day, 15:22:04, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6680, loss_cls: 2.4844, loss: 2.4844, grad_norm: 1.3146, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.1820, loss/aux0: 2.1820 2020-10-19 09:37:24,629 - mmaction - INFO - Epoch [57][60/396] lr: 2.660e-01, eta: 1 day, 15:20:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6667, loss_cls: 2.5227, loss: 2.5227, grad_norm: 1.2920, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0904, loss/aux0: 2.0904 2020-10-19 09:37:25,572 - mmaction - INFO - Epoch [57][60/396] lr: 2.660e-01, eta: 1 day, 15:21:35, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6667, loss_cls: 2.5227, loss: 2.5227, grad_norm: 1.2918, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0818, loss/aux0: 2.0818 2020-10-19 09:38:01,848 - mmaction - INFO - Epoch [57][80/396] lr: 2.660e-01, eta: 1 day, 15:19:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6917, loss_cls: 2.4378, loss: 2.4378, grad_norm: 1.3437, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0699, loss/aux0: 2.0699 2020-10-19 09:38:02,815 - mmaction - INFO - Epoch [57][80/396] lr: 2.660e-01, eta: 1 day, 15:21:05, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6917, loss_cls: 2.4378, loss: 2.4378, grad_norm: 1.3384, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0791, loss/aux0: 2.0791 2020-10-19 09:38:39,320 - mmaction - INFO - Epoch [57][100/396] lr: 2.660e-01, eta: 1 day, 15:19:28, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6784, loss_cls: 2.4634, loss: 2.4634, grad_norm: 1.3120, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1301, loss/aux0: 2.1301 2020-10-19 09:38:40,254 - mmaction - INFO - Epoch [57][100/396] lr: 2.660e-01, eta: 1 day, 15:20:34, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6784, loss_cls: 2.4634, loss: 2.4634, grad_norm: 1.3125, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1323, loss/aux0: 2.1323 2020-10-19 09:39:16,827 - mmaction - INFO - Epoch [57][120/396] lr: 2.660e-01, eta: 1 day, 15:18:57, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6646, loss_cls: 2.5577, loss: 2.5577, grad_norm: 1.2952, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0938, loss/aux0: 2.0938 2020-10-19 09:39:17,757 - mmaction - INFO - Epoch [57][120/396] lr: 2.660e-01, eta: 1 day, 15:20:03, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6646, loss_cls: 2.5577, loss: 2.5577, grad_norm: 1.2984, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0970, loss/aux0: 2.0970 2020-10-19 09:39:54,314 - mmaction - INFO - Epoch [57][140/396] lr: 2.660e-01, eta: 1 day, 15:18:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6833, loss_cls: 2.4693, loss: 2.4693, grad_norm: 1.2903, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0786, loss/aux0: 2.0786 2020-10-19 09:39:55,246 - mmaction - INFO - Epoch [57][140/396] lr: 2.660e-01, eta: 1 day, 15:19:34, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6833, loss_cls: 2.4693, loss: 2.4693, grad_norm: 1.2903, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0722, loss/aux0: 2.0722 2020-10-19 09:40:31,585 - mmaction - INFO - Epoch [57][160/396] lr: 2.660e-01, eta: 1 day, 15:17:57, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6615, loss_cls: 2.5746, loss: 2.5746, grad_norm: 1.3595, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0755, loss/aux0: 2.0755 2020-10-19 09:40:32,526 - mmaction - INFO - Epoch [57][160/396] lr: 2.660e-01, eta: 1 day, 15:19:03, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6615, loss_cls: 2.5746, loss: 2.5746, grad_norm: 1.3566, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0724, loss/aux0: 2.0724 2020-10-19 09:41:08,918 - mmaction - INFO - Epoch [57][180/396] lr: 2.660e-01, eta: 1 day, 15:17:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6620, loss_cls: 2.5481, loss: 2.5481, grad_norm: 1.3031, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1060, loss/aux0: 2.1060 2020-10-19 09:41:09,875 - mmaction - INFO - Epoch [57][180/396] lr: 2.660e-01, eta: 1 day, 15:18:32, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6620, loss_cls: 2.5481, loss: 2.5481, grad_norm: 1.3065, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1123, loss/aux0: 2.1123 2020-10-19 09:41:46,391 - mmaction - INFO - Epoch [57][200/396] lr: 2.660e-01, eta: 1 day, 15:16:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6583, loss_cls: 2.5789, loss: 2.5789, grad_norm: 1.2808, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1383, loss/aux0: 2.1383 2020-10-19 09:41:47,317 - mmaction - INFO - Epoch [57][200/396] lr: 2.660e-01, eta: 1 day, 15:18:02, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6583, loss_cls: 2.5789, loss: 2.5789, grad_norm: 1.2858, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1199, loss/aux0: 2.1199 2020-10-19 09:42:23,762 - mmaction - INFO - Epoch [57][220/396] lr: 2.660e-01, eta: 1 day, 15:16:26, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6622, loss_cls: 2.5648, loss: 2.5648, grad_norm: 1.3053, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.1095, loss/aux0: 2.1095 2020-10-19 09:42:24,690 - mmaction - INFO - Epoch [57][220/396] lr: 2.660e-01, eta: 1 day, 15:17:32, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6622, loss_cls: 2.5648, loss: 2.5648, grad_norm: 1.3075, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1220, loss/aux0: 2.1220 2020-10-19 09:43:00,923 - mmaction - INFO - Epoch [57][240/396] lr: 2.660e-01, eta: 1 day, 15:15:55, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6680, loss_cls: 2.5594, loss: 2.5594, grad_norm: 1.2997, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1021, loss/aux0: 2.1021 2020-10-19 09:43:01,869 - mmaction - INFO - Epoch [57][240/396] lr: 2.660e-01, eta: 1 day, 15:17:00, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6680, loss_cls: 2.5594, loss: 2.5594, grad_norm: 1.3009, top1_acc/aux0: 0.4938, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1098, loss/aux0: 2.1098 2020-10-19 09:43:38,334 - mmaction - INFO - Epoch [57][260/396] lr: 2.660e-01, eta: 1 day, 15:15:24, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6766, loss_cls: 2.4976, loss: 2.4976, grad_norm: 1.3094, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0729, loss/aux0: 2.0729 2020-10-19 09:43:39,268 - mmaction - INFO - Epoch [57][260/396] lr: 2.660e-01, eta: 1 day, 15:16:29, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6766, loss_cls: 2.4976, loss: 2.4976, grad_norm: 1.3067, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0600, loss/aux0: 2.0600 2020-10-19 09:44:15,606 - mmaction - INFO - Epoch [57][280/396] lr: 2.660e-01, eta: 1 day, 15:14:53, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6711, loss_cls: 2.5240, loss: 2.5240, grad_norm: 1.3245, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1165, loss/aux0: 2.1165 2020-10-19 09:44:16,527 - mmaction - INFO - Epoch [57][280/396] lr: 2.660e-01, eta: 1 day, 15:15:58, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6711, loss_cls: 2.5240, loss: 2.5240, grad_norm: 1.3232, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1217, loss/aux0: 2.1217 2020-10-19 09:44:52,891 - mmaction - INFO - Epoch [57][300/396] lr: 2.660e-01, eta: 1 day, 15:14:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6797, loss_cls: 2.4343, loss: 2.4343, grad_norm: 1.3170, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1122, loss/aux0: 2.1122 2020-10-19 09:44:53,831 - mmaction - INFO - Epoch [57][300/396] lr: 2.660e-01, eta: 1 day, 15:15:28, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6797, loss_cls: 2.4343, loss: 2.4343, grad_norm: 1.3030, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1075, loss/aux0: 2.1075 2020-10-19 09:45:30,337 - mmaction - INFO - Epoch [57][320/396] lr: 2.660e-01, eta: 1 day, 15:13:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6641, loss_cls: 2.5489, loss: 2.5489, grad_norm: 1.3048, top1_acc/aux0: 0.4812, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1044, loss/aux0: 2.1044 2020-10-19 09:45:31,267 - mmaction - INFO - Epoch [57][320/396] lr: 2.660e-01, eta: 1 day, 15:14:58, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6641, loss_cls: 2.5489, loss: 2.5489, grad_norm: 1.3087, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1251, loss/aux0: 2.1251 2020-10-19 09:46:07,764 - mmaction - INFO - Epoch [57][340/396] lr: 2.660e-01, eta: 1 day, 15:13:22, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6755, loss_cls: 2.5193, loss: 2.5193, grad_norm: 1.3142, top1_acc/aux0: 0.4688, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1631, loss/aux0: 2.1631 2020-10-19 09:46:08,735 - mmaction - INFO - Epoch [57][340/396] lr: 2.660e-01, eta: 1 day, 15:14:27, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6755, loss_cls: 2.5193, loss: 2.5193, grad_norm: 1.3095, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1568, loss/aux0: 2.1568 2020-10-19 09:46:45,245 - mmaction - INFO - Epoch [57][360/396] lr: 2.660e-01, eta: 1 day, 15:12:51, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6638, loss_cls: 2.5497, loss: 2.5497, grad_norm: 1.3081, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1188, loss/aux0: 2.1188 2020-10-19 09:46:46,214 - mmaction - INFO - Epoch [57][360/396] lr: 2.660e-01, eta: 1 day, 15:13:56, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6638, loss_cls: 2.5497, loss: 2.5497, grad_norm: 1.3021, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1045, loss/aux0: 2.1045 2020-10-19 09:47:22,551 - mmaction - INFO - Epoch [57][380/396] lr: 2.660e-01, eta: 1 day, 15:12:20, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6667, loss_cls: 2.5579, loss: 2.5579, grad_norm: 1.3476, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1154, loss/aux0: 2.1154 2020-10-19 09:47:23,489 - mmaction - INFO - Epoch [57][380/396] lr: 2.660e-01, eta: 1 day, 15:13:25, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6667, loss_cls: 2.5579, loss: 2.5579, grad_norm: 1.3494, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1255, loss/aux0: 2.1255 2020-10-19 09:51:55,841 - mmaction - INFO - Epoch [58][20/396] lr: 2.648e-01, eta: 1 day, 15:09:40, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6885, loss_cls: 2.4378, loss: 2.4378, grad_norm: 1.3039, top1_acc/aux0: 0.4644, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1615, loss/aux0: 2.1615 2020-10-19 09:51:56,770 - mmaction - INFO - Epoch [58][20/396] lr: 2.648e-01, eta: 1 day, 15:10:44, time: 0.918, data_time: 0.002, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6885, loss_cls: 2.4378, loss: 2.4378, grad_norm: 1.2952, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1545, loss/aux0: 2.1545 2020-10-19 09:52:33,019 - mmaction - INFO - Epoch [58][40/396] lr: 2.648e-01, eta: 1 day, 15:09:08, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6773, loss_cls: 2.5064, loss: 2.5064, grad_norm: 1.3144, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0582, loss/aux0: 2.0582 2020-10-19 09:52:33,948 - mmaction - INFO - Epoch [58][40/396] lr: 2.648e-01, eta: 1 day, 15:10:13, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6773, loss_cls: 2.5064, loss: 2.5064, grad_norm: 1.3100, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0635, loss/aux0: 2.0635 2020-10-19 09:53:10,242 - mmaction - INFO - Epoch [58][60/396] lr: 2.648e-01, eta: 1 day, 15:08:38, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6862, loss_cls: 2.4882, loss: 2.4882, grad_norm: 1.2735, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1023, loss/aux0: 2.1023 2020-10-19 09:53:11,168 - mmaction - INFO - Epoch [58][60/396] lr: 2.648e-01, eta: 1 day, 15:09:43, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6862, loss_cls: 2.4882, loss: 2.4882, grad_norm: 1.2711, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1131, loss/aux0: 2.1131 2020-10-19 09:53:47,642 - mmaction - INFO - Epoch [58][80/396] lr: 2.648e-01, eta: 1 day, 15:08:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6648, loss_cls: 2.5353, loss: 2.5353, grad_norm: 1.3108, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1416, loss/aux0: 2.1416 2020-10-19 09:53:48,562 - mmaction - INFO - Epoch [58][80/396] lr: 2.648e-01, eta: 1 day, 15:09:13, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6648, loss_cls: 2.5353, loss: 2.5353, grad_norm: 1.3096, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1248, loss/aux0: 2.1248 2020-10-19 09:54:25,090 - mmaction - INFO - Epoch [58][100/396] lr: 2.648e-01, eta: 1 day, 15:07:37, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6724, loss_cls: 2.4749, loss: 2.4749, grad_norm: 1.2795, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1023, loss/aux0: 2.1023 2020-10-19 09:54:26,025 - mmaction - INFO - Epoch [58][100/396] lr: 2.648e-01, eta: 1 day, 15:08:42, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6724, loss_cls: 2.4749, loss: 2.4749, grad_norm: 1.2746, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0937, loss/aux0: 2.0937 2020-10-19 09:55:02,584 - mmaction - INFO - Epoch [58][120/396] lr: 2.648e-01, eta: 1 day, 15:07:07, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6779, loss_cls: 2.4583, loss: 2.4583, grad_norm: 1.3430, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1420, loss/aux0: 2.1420 2020-10-19 09:55:03,509 - mmaction - INFO - Epoch [58][120/396] lr: 2.648e-01, eta: 1 day, 15:08:11, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6779, loss_cls: 2.4583, loss: 2.4583, grad_norm: 1.3465, top1_acc/aux0: 0.4813, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1500, loss/aux0: 2.1500 2020-10-19 09:55:40,131 - mmaction - INFO - Epoch [58][140/396] lr: 2.648e-01, eta: 1 day, 15:06:36, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6701, loss_cls: 2.5165, loss: 2.5165, grad_norm: 1.3366, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0613, loss/aux0: 2.0613 2020-10-19 09:55:41,071 - mmaction - INFO - Epoch [58][140/396] lr: 2.648e-01, eta: 1 day, 15:07:41, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6701, loss_cls: 2.5165, loss: 2.5165, grad_norm: 1.3301, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0718, loss/aux0: 2.0718 2020-10-19 09:56:17,472 - mmaction - INFO - Epoch [58][160/396] lr: 2.648e-01, eta: 1 day, 15:06:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6701, loss_cls: 2.5289, loss: 2.5289, grad_norm: 1.2883, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.1158, loss/aux0: 2.1158 2020-10-19 09:56:18,402 - mmaction - INFO - Epoch [58][160/396] lr: 2.648e-01, eta: 1 day, 15:07:11, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6701, loss_cls: 2.5289, loss: 2.5289, grad_norm: 1.2886, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1196, loss/aux0: 2.1196 2020-10-19 09:56:55,103 - mmaction - INFO - Epoch [58][180/396] lr: 2.648e-01, eta: 1 day, 15:05:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6727, loss_cls: 2.5234, loss: 2.5234, grad_norm: 1.2976, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1053, loss/aux0: 2.1053 2020-10-19 09:56:56,049 - mmaction - INFO - Epoch [58][180/396] lr: 2.648e-01, eta: 1 day, 15:06:42, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6727, loss_cls: 2.5234, loss: 2.5234, grad_norm: 1.2997, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1048, loss/aux0: 2.1048 2020-10-19 09:57:32,491 - mmaction - INFO - Epoch [58][200/396] lr: 2.648e-01, eta: 1 day, 15:05:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6628, loss_cls: 2.5493, loss: 2.5493, grad_norm: 1.3160, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0888, loss/aux0: 2.0888 2020-10-19 09:57:33,425 - mmaction - INFO - Epoch [58][200/396] lr: 2.648e-01, eta: 1 day, 15:06:12, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6628, loss_cls: 2.5493, loss: 2.5493, grad_norm: 1.3136, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0723, loss/aux0: 2.0723 2020-10-19 09:58:09,816 - mmaction - INFO - Epoch [58][220/396] lr: 2.648e-01, eta: 1 day, 15:04:36, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6773, loss_cls: 2.4836, loss: 2.4836, grad_norm: 1.3378, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0503, loss/aux0: 2.0503 2020-10-19 09:58:10,741 - mmaction - INFO - Epoch [58][220/396] lr: 2.648e-01, eta: 1 day, 15:05:41, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6773, loss_cls: 2.4836, loss: 2.4836, grad_norm: 1.3323, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0473, loss/aux0: 2.0473 2020-10-19 09:58:47,115 - mmaction - INFO - Epoch [58][240/396] lr: 2.648e-01, eta: 1 day, 15:04:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6734, loss_cls: 2.5562, loss: 2.5562, grad_norm: 1.3295, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0878, loss/aux0: 2.0878 2020-10-19 09:58:48,065 - mmaction - INFO - Epoch [58][240/396] lr: 2.648e-01, eta: 1 day, 15:05:10, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6734, loss_cls: 2.5562, loss: 2.5562, grad_norm: 1.3357, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1122, loss/aux0: 2.1122 2020-10-19 09:59:24,495 - mmaction - INFO - Epoch [58][260/396] lr: 2.648e-01, eta: 1 day, 15:03:35, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6602, loss_cls: 2.5622, loss: 2.5622, grad_norm: 1.3087, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1398, loss/aux0: 2.1398 2020-10-19 09:59:25,427 - mmaction - INFO - Epoch [58][260/396] lr: 2.648e-01, eta: 1 day, 15:04:39, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6602, loss_cls: 2.5622, loss: 2.5622, grad_norm: 1.3050, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1180, loss/aux0: 2.1180 2020-10-19 10:00:03,140 - mmaction - INFO - Epoch [58][280/396] lr: 2.648e-01, eta: 1 day, 15:03:08, time: 0.975, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6698, loss_cls: 2.5002, loss: 2.5002, grad_norm: 1.3365, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1156, loss/aux0: 2.1156 2020-10-19 10:00:04,583 - mmaction - INFO - Epoch [58][280/396] lr: 2.648e-01, eta: 1 day, 15:04:17, time: 1.018, data_time: 0.024, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6698, loss_cls: 2.5002, loss: 2.5002, grad_norm: 1.3398, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1369, loss/aux0: 2.1369 2020-10-19 10:00:40,815 - mmaction - INFO - Epoch [58][300/396] lr: 2.648e-01, eta: 1 day, 15:02:43, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6703, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.3077, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1086, loss/aux0: 2.1086 2020-10-19 10:00:41,756 - mmaction - INFO - Epoch [58][300/396] lr: 2.648e-01, eta: 1 day, 15:03:47, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6703, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.3071, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1013, loss/aux0: 2.1013 2020-10-19 10:01:18,354 - mmaction - INFO - Epoch [58][320/396] lr: 2.648e-01, eta: 1 day, 15:02:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6667, loss_cls: 2.5560, loss: 2.5560, grad_norm: 1.3255, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.0852, loss/aux0: 2.0852 2020-10-19 10:01:19,278 - mmaction - INFO - Epoch [58][320/396] lr: 2.648e-01, eta: 1 day, 15:03:17, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6667, loss_cls: 2.5560, loss: 2.5560, grad_norm: 1.3255, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0692, loss/aux0: 2.0692 2020-10-19 10:01:55,852 - mmaction - INFO - Epoch [58][340/396] lr: 2.648e-01, eta: 1 day, 15:01:43, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6690, loss_cls: 2.5569, loss: 2.5569, grad_norm: 1.3253, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0760, loss/aux0: 2.0760 2020-10-19 10:01:56,778 - mmaction - INFO - Epoch [58][340/396] lr: 2.648e-01, eta: 1 day, 15:02:47, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6690, loss_cls: 2.5569, loss: 2.5569, grad_norm: 1.3232, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0855, loss/aux0: 2.0855 2020-10-19 10:02:33,268 - mmaction - INFO - Epoch [58][360/396] lr: 2.648e-01, eta: 1 day, 15:01:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6711, loss_cls: 2.5339, loss: 2.5339, grad_norm: 1.3200, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.0960, loss/aux0: 2.0960 2020-10-19 10:02:34,216 - mmaction - INFO - Epoch [58][360/396] lr: 2.648e-01, eta: 1 day, 15:02:17, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6711, loss_cls: 2.5339, loss: 2.5339, grad_norm: 1.3232, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1044, loss/aux0: 2.1044 2020-10-19 10:03:10,754 - mmaction - INFO - Epoch [58][380/396] lr: 2.648e-01, eta: 1 day, 15:00:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6544, loss_cls: 2.6045, loss: 2.6045, grad_norm: 1.3206, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0903, loss/aux0: 2.0903 2020-10-19 10:03:11,690 - mmaction - INFO - Epoch [58][380/396] lr: 2.648e-01, eta: 1 day, 15:01:46, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6544, loss_cls: 2.6045, loss: 2.6045, grad_norm: 1.3249, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0906, loss/aux0: 2.0906 2020-10-19 10:07:49,828 - mmaction - INFO - Epoch [59][20/396] lr: 2.636e-01, eta: 1 day, 14:58:05, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6734, loss_cls: 2.4742, loss: 2.4742, grad_norm: 1.3179, top1_acc/aux0: 0.4986, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0581, loss/aux0: 2.0581 2020-10-19 10:07:50,761 - mmaction - INFO - Epoch [59][20/396] lr: 2.636e-01, eta: 1 day, 14:59:08, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6734, loss_cls: 2.4742, loss: 2.4742, grad_norm: 1.3188, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0552, loss/aux0: 2.0552 2020-10-19 10:08:27,099 - mmaction - INFO - Epoch [59][40/396] lr: 2.636e-01, eta: 1 day, 14:57:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6698, loss_cls: 2.5591, loss: 2.5591, grad_norm: 1.3351, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0605, loss/aux0: 2.0605 2020-10-19 10:08:28,042 - mmaction - INFO - Epoch [59][40/396] lr: 2.636e-01, eta: 1 day, 14:58:37, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6698, loss_cls: 2.5591, loss: 2.5591, grad_norm: 1.3268, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0652, loss/aux0: 2.0652 2020-10-19 10:09:04,579 - mmaction - INFO - Epoch [59][60/396] lr: 2.636e-01, eta: 1 day, 14:57:03, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6802, loss_cls: 2.5367, loss: 2.5367, grad_norm: 1.3048, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0882, loss/aux0: 2.0882 2020-10-19 10:09:05,516 - mmaction - INFO - Epoch [59][60/396] lr: 2.636e-01, eta: 1 day, 14:58:06, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6802, loss_cls: 2.5367, loss: 2.5367, grad_norm: 1.3093, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0991, loss/aux0: 2.0991 2020-10-19 10:09:41,955 - mmaction - INFO - Epoch [59][80/396] lr: 2.636e-01, eta: 1 day, 14:56:32, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6833, loss_cls: 2.4833, loss: 2.4833, grad_norm: 1.2990, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1261, loss/aux0: 2.1261 2020-10-19 10:09:42,887 - mmaction - INFO - Epoch [59][80/396] lr: 2.636e-01, eta: 1 day, 14:57:35, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6833, loss_cls: 2.4833, loss: 2.4833, grad_norm: 1.2916, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1097, loss/aux0: 2.1097 2020-10-19 10:10:19,092 - mmaction - INFO - Epoch [59][100/396] lr: 2.636e-01, eta: 1 day, 14:56:01, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6599, loss_cls: 2.5461, loss: 2.5461, grad_norm: 1.3015, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1021, loss/aux0: 2.1021 2020-10-19 10:10:20,025 - mmaction - INFO - Epoch [59][100/396] lr: 2.636e-01, eta: 1 day, 14:57:05, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6599, loss_cls: 2.5461, loss: 2.5461, grad_norm: 1.2983, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1086, loss/aux0: 2.1086 2020-10-19 10:10:56,373 - mmaction - INFO - Epoch [59][120/396] lr: 2.636e-01, eta: 1 day, 14:55:30, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6500, loss_cls: 2.5680, loss: 2.5680, grad_norm: 1.3228, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1339, loss/aux0: 2.1339 2020-10-19 10:10:57,308 - mmaction - INFO - Epoch [59][120/396] lr: 2.636e-01, eta: 1 day, 14:56:33, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6500, loss_cls: 2.5680, loss: 2.5680, grad_norm: 1.3189, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1392, loss/aux0: 2.1392 2020-10-19 10:11:33,611 - mmaction - INFO - Epoch [59][140/396] lr: 2.636e-01, eta: 1 day, 14:54:59, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6836, loss_cls: 2.4828, loss: 2.4828, grad_norm: 1.3129, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0928, loss/aux0: 2.0928 2020-10-19 10:11:34,556 - mmaction - INFO - Epoch [59][140/396] lr: 2.636e-01, eta: 1 day, 14:56:02, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6836, loss_cls: 2.4828, loss: 2.4828, grad_norm: 1.3203, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0960, loss/aux0: 2.0960 2020-10-19 10:12:10,790 - mmaction - INFO - Epoch [59][160/396] lr: 2.636e-01, eta: 1 day, 14:54:28, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6721, loss_cls: 2.5529, loss: 2.5529, grad_norm: 1.3217, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1340, loss/aux0: 2.1340 2020-10-19 10:12:11,750 - mmaction - INFO - Epoch [59][160/396] lr: 2.636e-01, eta: 1 day, 14:55:31, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6721, loss_cls: 2.5529, loss: 2.5529, grad_norm: 1.3146, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1169, loss/aux0: 2.1169 2020-10-19 10:12:48,092 - mmaction - INFO - Epoch [59][180/396] lr: 2.636e-01, eta: 1 day, 14:53:57, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6766, loss_cls: 2.5362, loss: 2.5362, grad_norm: 1.3517, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0626, loss/aux0: 2.0626 2020-10-19 10:12:49,038 - mmaction - INFO - Epoch [59][180/396] lr: 2.636e-01, eta: 1 day, 14:55:00, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6766, loss_cls: 2.5362, loss: 2.5362, grad_norm: 1.3507, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0565, loss/aux0: 2.0565 2020-10-19 10:13:25,242 - mmaction - INFO - Epoch [59][200/396] lr: 2.636e-01, eta: 1 day, 14:53:26, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6646, loss_cls: 2.5466, loss: 2.5466, grad_norm: 1.3100, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.0943, loss/aux0: 2.0943 2020-10-19 10:13:26,173 - mmaction - INFO - Epoch [59][200/396] lr: 2.636e-01, eta: 1 day, 14:54:28, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6646, loss_cls: 2.5466, loss: 2.5466, grad_norm: 1.3073, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.0993, loss/aux0: 2.0993 2020-10-19 10:14:02,422 - mmaction - INFO - Epoch [59][220/396] lr: 2.636e-01, eta: 1 day, 14:52:54, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6638, loss_cls: 2.5510, loss: 2.5510, grad_norm: 1.3231, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.1063, loss/aux0: 2.1063 2020-10-19 10:14:03,364 - mmaction - INFO - Epoch [59][220/396] lr: 2.636e-01, eta: 1 day, 14:53:57, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6638, loss_cls: 2.5510, loss: 2.5510, grad_norm: 1.3233, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.1258, loss/aux0: 2.1258 2020-10-19 10:14:39,784 - mmaction - INFO - Epoch [59][240/396] lr: 2.636e-01, eta: 1 day, 14:52:23, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6758, loss_cls: 2.5349, loss: 2.5349, grad_norm: 1.2589, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1304, loss/aux0: 2.1304 2020-10-19 10:14:40,711 - mmaction - INFO - Epoch [59][240/396] lr: 2.636e-01, eta: 1 day, 14:53:25, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6758, loss_cls: 2.5349, loss: 2.5349, grad_norm: 1.2629, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1277, loss/aux0: 2.1277 2020-10-19 10:15:17,159 - mmaction - INFO - Epoch [59][260/396] lr: 2.636e-01, eta: 1 day, 14:51:52, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6898, loss_cls: 2.4506, loss: 2.4506, grad_norm: 1.3185, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1530, loss/aux0: 2.1530 2020-10-19 10:15:18,098 - mmaction - INFO - Epoch [59][260/396] lr: 2.636e-01, eta: 1 day, 14:52:55, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6898, loss_cls: 2.4506, loss: 2.4506, grad_norm: 1.3133, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1460, loss/aux0: 2.1460 2020-10-19 10:15:54,366 - mmaction - INFO - Epoch [59][280/396] lr: 2.636e-01, eta: 1 day, 14:51:21, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6661, loss_cls: 2.5281, loss: 2.5281, grad_norm: 1.3340, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1279, loss/aux0: 2.1279 2020-10-19 10:15:55,309 - mmaction - INFO - Epoch [59][280/396] lr: 2.636e-01, eta: 1 day, 14:52:23, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6661, loss_cls: 2.5281, loss: 2.5281, grad_norm: 1.3309, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1265, loss/aux0: 2.1265 2020-10-19 10:16:31,807 - mmaction - INFO - Epoch [59][300/396] lr: 2.636e-01, eta: 1 day, 14:50:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6690, loss_cls: 2.4942, loss: 2.4942, grad_norm: 1.3013, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0867, loss/aux0: 2.0867 2020-10-19 10:16:32,738 - mmaction - INFO - Epoch [59][300/396] lr: 2.636e-01, eta: 1 day, 14:51:53, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6690, loss_cls: 2.4942, loss: 2.4942, grad_norm: 1.3035, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0829, loss/aux0: 2.0829 2020-10-19 10:17:08,938 - mmaction - INFO - Epoch [59][320/396] lr: 2.636e-01, eta: 1 day, 14:50:19, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6721, loss_cls: 2.4823, loss: 2.4823, grad_norm: 1.3260, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0953, loss/aux0: 2.0953 2020-10-19 10:17:09,881 - mmaction - INFO - Epoch [59][320/396] lr: 2.636e-01, eta: 1 day, 14:51:21, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6721, loss_cls: 2.4823, loss: 2.4823, grad_norm: 1.3245, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1024, loss/aux0: 2.1024 2020-10-19 10:17:46,151 - mmaction - INFO - Epoch [59][340/396] lr: 2.636e-01, eta: 1 day, 14:49:47, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6724, loss_cls: 2.4895, loss: 2.4895, grad_norm: 1.3544, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1166, loss/aux0: 2.1166 2020-10-19 10:17:47,120 - mmaction - INFO - Epoch [59][340/396] lr: 2.636e-01, eta: 1 day, 14:50:50, time: 0.930, data_time: 0.005, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6724, loss_cls: 2.4895, loss: 2.4895, grad_norm: 1.3516, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1184, loss/aux0: 2.1184 2020-10-19 10:18:23,285 - mmaction - INFO - Epoch [59][360/396] lr: 2.636e-01, eta: 1 day, 14:49:16, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6680, loss_cls: 2.4933, loss: 2.4933, grad_norm: 1.2772, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0801, loss/aux0: 2.0801 2020-10-19 10:18:24,209 - mmaction - INFO - Epoch [59][360/396] lr: 2.636e-01, eta: 1 day, 14:50:18, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6680, loss_cls: 2.4933, loss: 2.4933, grad_norm: 1.2828, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0768, loss/aux0: 2.0768 2020-10-19 10:19:00,622 - mmaction - INFO - Epoch [59][380/396] lr: 2.636e-01, eta: 1 day, 14:48:45, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6596, loss_cls: 2.5674, loss: 2.5674, grad_norm: 1.3356, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1540, loss/aux0: 2.1540 2020-10-19 10:19:01,552 - mmaction - INFO - Epoch [59][380/396] lr: 2.636e-01, eta: 1 day, 14:49:48, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6596, loss_cls: 2.5674, loss: 2.5674, grad_norm: 1.3331, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1555, loss/aux0: 2.1555 2020-10-19 10:23:31,675 - mmaction - INFO - Epoch [60][20/396] lr: 2.624e-01, eta: 1 day, 14:46:10, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6609, loss_cls: 2.5461, loss: 2.5461, grad_norm: 1.3177, top1_acc/aux0: 0.4863, top5_acc/aux0: 0.7566, loss_cls/aux0: 2.1078, loss/aux0: 2.1078 2020-10-19 10:23:32,631 - mmaction - INFO - Epoch [60][20/396] lr: 2.624e-01, eta: 1 day, 14:47:12, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6609, loss_cls: 2.5461, loss: 2.5461, grad_norm: 1.3198, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.1108, loss/aux0: 2.1108 2020-10-19 10:24:08,749 - mmaction - INFO - Epoch [60][40/396] lr: 2.624e-01, eta: 1 day, 14:45:39, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6901, loss_cls: 2.4162, loss: 2.4162, grad_norm: 1.3008, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0765, loss/aux0: 2.0765 2020-10-19 10:24:09,682 - mmaction - INFO - Epoch [60][40/396] lr: 2.624e-01, eta: 1 day, 14:46:40, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6901, loss_cls: 2.4162, loss: 2.4162, grad_norm: 1.3005, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0709, loss/aux0: 2.0709 2020-10-19 10:24:46,069 - mmaction - INFO - Epoch [60][60/396] lr: 2.624e-01, eta: 1 day, 14:45:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6745, loss_cls: 2.4946, loss: 2.4946, grad_norm: 1.3580, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.1024, loss/aux0: 2.1024 2020-10-19 10:24:47,011 - mmaction - INFO - Epoch [60][60/396] lr: 2.624e-01, eta: 1 day, 14:46:10, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6745, loss_cls: 2.4946, loss: 2.4946, grad_norm: 1.3586, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1069, loss/aux0: 2.1069 2020-10-19 10:25:23,362 - mmaction - INFO - Epoch [60][80/396] lr: 2.624e-01, eta: 1 day, 14:44:37, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6797, loss_cls: 2.4742, loss: 2.4742, grad_norm: 1.2952, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.0841, loss/aux0: 2.0841 2020-10-19 10:25:24,287 - mmaction - INFO - Epoch [60][80/396] lr: 2.624e-01, eta: 1 day, 14:45:39, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6797, loss_cls: 2.4742, loss: 2.4742, grad_norm: 1.2974, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.0834, loss/aux0: 2.0834 2020-10-19 10:26:00,497 - mmaction - INFO - Epoch [60][100/396] lr: 2.624e-01, eta: 1 day, 14:44:05, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6661, loss_cls: 2.5465, loss: 2.5465, grad_norm: 1.3107, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0512, loss/aux0: 2.0512 2020-10-19 10:26:01,436 - mmaction - INFO - Epoch [60][100/396] lr: 2.624e-01, eta: 1 day, 14:45:07, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6661, loss_cls: 2.5465, loss: 2.5465, grad_norm: 1.3112, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0376, loss/aux0: 2.0376 2020-10-19 10:26:37,866 - mmaction - INFO - Epoch [60][120/396] lr: 2.624e-01, eta: 1 day, 14:43:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6617, loss_cls: 2.5196, loss: 2.5196, grad_norm: 1.3232, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.0911, loss/aux0: 2.0911 2020-10-19 10:26:38,791 - mmaction - INFO - Epoch [60][120/396] lr: 2.624e-01, eta: 1 day, 14:44:36, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6617, loss_cls: 2.5196, loss: 2.5196, grad_norm: 1.3270, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1079, loss/aux0: 2.1079 2020-10-19 10:27:14,947 - mmaction - INFO - Epoch [60][140/396] lr: 2.624e-01, eta: 1 day, 14:43:03, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6667, loss_cls: 2.5489, loss: 2.5489, grad_norm: 1.3432, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.0766, loss/aux0: 2.0766 2020-10-19 10:27:15,887 - mmaction - INFO - Epoch [60][140/396] lr: 2.624e-01, eta: 1 day, 14:44:05, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6667, loss_cls: 2.5489, loss: 2.5489, grad_norm: 1.3413, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.0673, loss/aux0: 2.0673 2020-10-19 10:27:52,579 - mmaction - INFO - Epoch [60][160/396] lr: 2.624e-01, eta: 1 day, 14:42:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6724, loss_cls: 2.5052, loss: 2.5052, grad_norm: 1.3588, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0676, loss/aux0: 2.0676 2020-10-19 10:27:53,521 - mmaction - INFO - Epoch [60][160/396] lr: 2.624e-01, eta: 1 day, 14:43:35, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6724, loss_cls: 2.5052, loss: 2.5052, grad_norm: 1.3608, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0771, loss/aux0: 2.0771 2020-10-19 10:28:29,991 - mmaction - INFO - Epoch [60][180/396] lr: 2.624e-01, eta: 1 day, 14:42:02, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6599, loss_cls: 2.5473, loss: 2.5473, grad_norm: 1.3211, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1525, loss/aux0: 2.1525 2020-10-19 10:28:30,955 - mmaction - INFO - Epoch [60][180/396] lr: 2.624e-01, eta: 1 day, 14:43:04, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6599, loss_cls: 2.5473, loss: 2.5473, grad_norm: 1.3195, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1462, loss/aux0: 2.1462 2020-10-19 10:29:07,140 - mmaction - INFO - Epoch [60][200/396] lr: 2.624e-01, eta: 1 day, 14:41:31, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6781, loss_cls: 2.5064, loss: 2.5064, grad_norm: 1.3203, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0983, loss/aux0: 2.0983 2020-10-19 10:29:08,105 - mmaction - INFO - Epoch [60][200/396] lr: 2.624e-01, eta: 1 day, 14:42:32, time: 0.932, data_time: 0.005, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6781, loss_cls: 2.5064, loss: 2.5064, grad_norm: 1.3141, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0929, loss/aux0: 2.0929 2020-10-19 10:29:44,330 - mmaction - INFO - Epoch [60][220/396] lr: 2.624e-01, eta: 1 day, 14:40:59, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6737, loss_cls: 2.5020, loss: 2.5020, grad_norm: 1.3239, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0651, loss/aux0: 2.0651 2020-10-19 10:29:45,258 - mmaction - INFO - Epoch [60][220/396] lr: 2.624e-01, eta: 1 day, 14:42:01, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6737, loss_cls: 2.5020, loss: 2.5020, grad_norm: 1.3260, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0709, loss/aux0: 2.0709 2020-10-19 10:30:21,588 - mmaction - INFO - Epoch [60][240/396] lr: 2.624e-01, eta: 1 day, 14:40:28, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6609, loss_cls: 2.5409, loss: 2.5409, grad_norm: 1.3190, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0975, loss/aux0: 2.0975 2020-10-19 10:30:22,507 - mmaction - INFO - Epoch [60][240/396] lr: 2.624e-01, eta: 1 day, 14:41:29, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6609, loss_cls: 2.5409, loss: 2.5409, grad_norm: 1.3189, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1043, loss/aux0: 2.1043 2020-10-19 10:30:58,910 - mmaction - INFO - Epoch [60][260/396] lr: 2.624e-01, eta: 1 day, 14:39:57, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6677, loss_cls: 2.5324, loss: 2.5324, grad_norm: 1.3233, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0580, loss/aux0: 2.0580 2020-10-19 10:30:59,843 - mmaction - INFO - Epoch [60][260/396] lr: 2.624e-01, eta: 1 day, 14:40:59, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6677, loss_cls: 2.5324, loss: 2.5324, grad_norm: 1.3230, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0494, loss/aux0: 2.0494 2020-10-19 10:31:36,074 - mmaction - INFO - Epoch [60][280/396] lr: 2.624e-01, eta: 1 day, 14:39:26, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6797, loss_cls: 2.5071, loss: 2.5071, grad_norm: 1.3278, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1165, loss/aux0: 2.1165 2020-10-19 10:31:37,007 - mmaction - INFO - Epoch [60][280/396] lr: 2.624e-01, eta: 1 day, 14:40:27, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6797, loss_cls: 2.5071, loss: 2.5071, grad_norm: 1.3374, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1193, loss/aux0: 2.1193 2020-10-19 10:32:13,327 - mmaction - INFO - Epoch [60][300/396] lr: 2.624e-01, eta: 1 day, 14:38:55, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6607, loss_cls: 2.5620, loss: 2.5620, grad_norm: 1.3363, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1534, loss/aux0: 2.1534 2020-10-19 10:32:14,267 - mmaction - INFO - Epoch [60][300/396] lr: 2.624e-01, eta: 1 day, 14:39:56, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6607, loss_cls: 2.5620, loss: 2.5620, grad_norm: 1.3288, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1532, loss/aux0: 2.1532 2020-10-19 10:32:50,459 - mmaction - INFO - Epoch [60][320/396] lr: 2.624e-01, eta: 1 day, 14:38:23, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6622, loss_cls: 2.5443, loss: 2.5443, grad_norm: 1.2730, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1046, loss/aux0: 2.1046 2020-10-19 10:32:51,384 - mmaction - INFO - Epoch [60][320/396] lr: 2.624e-01, eta: 1 day, 14:39:24, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6622, loss_cls: 2.5443, loss: 2.5443, grad_norm: 1.2721, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0995, loss/aux0: 2.0995 2020-10-19 10:33:27,686 - mmaction - INFO - Epoch [60][340/396] lr: 2.624e-01, eta: 1 day, 14:37:52, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6612, loss_cls: 2.4949, loss: 2.4949, grad_norm: 1.3193, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0958, loss/aux0: 2.0958 2020-10-19 10:33:28,618 - mmaction - INFO - Epoch [60][340/396] lr: 2.624e-01, eta: 1 day, 14:38:52, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6612, loss_cls: 2.4949, loss: 2.4949, grad_norm: 1.3198, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.1020, loss/aux0: 2.1020 2020-10-19 10:34:04,824 - mmaction - INFO - Epoch [60][360/396] lr: 2.624e-01, eta: 1 day, 14:37:20, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6870, loss_cls: 2.4762, loss: 2.4762, grad_norm: 1.3156, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0745, loss/aux0: 2.0745 2020-10-19 10:34:05,741 - mmaction - INFO - Epoch [60][360/396] lr: 2.624e-01, eta: 1 day, 14:38:21, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6870, loss_cls: 2.4762, loss: 2.4762, grad_norm: 1.3205, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0821, loss/aux0: 2.0821 2020-10-19 10:34:42,361 - mmaction - INFO - Epoch [60][380/396] lr: 2.624e-01, eta: 1 day, 14:36:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6701, loss_cls: 2.5280, loss: 2.5280, grad_norm: 1.3050, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0958, loss/aux0: 2.0958 2020-10-19 10:34:43,311 - mmaction - INFO - Epoch [60][380/396] lr: 2.624e-01, eta: 1 day, 14:37:51, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6701, loss_cls: 2.5280, loss: 2.5280, grad_norm: 1.3067, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0805, loss/aux0: 2.0805 2020-10-19 10:39:05,116 - mmaction - INFO - Epoch [61][20/396] lr: 2.611e-01, eta: 1 day, 14:34:16, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6799, loss_cls: 2.4914, loss: 2.4914, grad_norm: 1.3379, top1_acc/aux0: 0.4899, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.1058, loss/aux0: 2.1058 2020-10-19 10:39:06,097 - mmaction - INFO - Epoch [61][20/396] lr: 2.611e-01, eta: 1 day, 14:35:17, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6799, loss_cls: 2.4914, loss: 2.4914, grad_norm: 1.3301, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.1038, loss/aux0: 2.1038 2020-10-19 10:39:42,240 - mmaction - INFO - Epoch [61][40/396] lr: 2.611e-01, eta: 1 day, 14:33:45, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6732, loss_cls: 2.5105, loss: 2.5105, grad_norm: 1.3424, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1126, loss/aux0: 2.1126 2020-10-19 10:39:43,182 - mmaction - INFO - Epoch [61][40/396] lr: 2.611e-01, eta: 1 day, 14:34:46, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6732, loss_cls: 2.5105, loss: 2.5105, grad_norm: 1.3292, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1098, loss/aux0: 2.1098 2020-10-19 10:40:19,374 - mmaction - INFO - Epoch [61][60/396] lr: 2.611e-01, eta: 1 day, 14:33:14, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6870, loss_cls: 2.4680, loss: 2.4680, grad_norm: 1.3305, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1292, loss/aux0: 2.1292 2020-10-19 10:40:20,301 - mmaction - INFO - Epoch [61][60/396] lr: 2.611e-01, eta: 1 day, 14:34:14, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6870, loss_cls: 2.4680, loss: 2.4680, grad_norm: 1.3328, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1403, loss/aux0: 2.1403 2020-10-19 10:40:56,562 - mmaction - INFO - Epoch [61][80/396] lr: 2.611e-01, eta: 1 day, 14:32:43, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6609, loss_cls: 2.5361, loss: 2.5361, grad_norm: 1.3383, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1285, loss/aux0: 2.1285 2020-10-19 10:40:57,524 - mmaction - INFO - Epoch [61][80/396] lr: 2.611e-01, eta: 1 day, 14:33:43, time: 0.935, data_time: 0.006, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6609, loss_cls: 2.5361, loss: 2.5361, grad_norm: 1.3382, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1232, loss/aux0: 2.1232 2020-10-19 10:41:33,603 - mmaction - INFO - Epoch [61][100/396] lr: 2.611e-01, eta: 1 day, 14:32:12, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6680, loss_cls: 2.5365, loss: 2.5365, grad_norm: 1.2890, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1117, loss/aux0: 2.1117 2020-10-19 10:41:34,549 - mmaction - INFO - Epoch [61][100/396] lr: 2.611e-01, eta: 1 day, 14:33:12, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6680, loss_cls: 2.5365, loss: 2.5365, grad_norm: 1.2890, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1013, loss/aux0: 2.1013 2020-10-19 10:42:10,949 - mmaction - INFO - Epoch [61][120/396] lr: 2.611e-01, eta: 1 day, 14:31:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6654, loss_cls: 2.5488, loss: 2.5488, grad_norm: 1.3234, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0734, loss/aux0: 2.0734 2020-10-19 10:42:11,889 - mmaction - INFO - Epoch [61][120/396] lr: 2.611e-01, eta: 1 day, 14:32:42, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6654, loss_cls: 2.5488, loss: 2.5488, grad_norm: 1.3275, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0922, loss/aux0: 2.0922 2020-10-19 10:42:47,987 - mmaction - INFO - Epoch [61][140/396] lr: 2.611e-01, eta: 1 day, 14:31:10, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6932, loss_cls: 2.4687, loss: 2.4687, grad_norm: 1.3199, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0607, loss/aux0: 2.0607 2020-10-19 10:42:48,915 - mmaction - INFO - Epoch [61][140/396] lr: 2.611e-01, eta: 1 day, 14:32:10, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6932, loss_cls: 2.4687, loss: 2.4687, grad_norm: 1.3262, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0447, loss/aux0: 2.0447 2020-10-19 10:43:25,220 - mmaction - INFO - Epoch [61][160/396] lr: 2.611e-01, eta: 1 day, 14:30:38, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6711, loss_cls: 2.5547, loss: 2.5547, grad_norm: 1.3001, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0758, loss/aux0: 2.0758 2020-10-19 10:43:26,154 - mmaction - INFO - Epoch [61][160/396] lr: 2.611e-01, eta: 1 day, 14:31:38, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6711, loss_cls: 2.5547, loss: 2.5547, grad_norm: 1.3011, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0816, loss/aux0: 2.0816 2020-10-19 10:44:02,594 - mmaction - INFO - Epoch [61][180/396] lr: 2.611e-01, eta: 1 day, 14:30:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6711, loss_cls: 2.5443, loss: 2.5443, grad_norm: 1.2955, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0903, loss/aux0: 2.0903 2020-10-19 10:44:03,525 - mmaction - INFO - Epoch [61][180/396] lr: 2.611e-01, eta: 1 day, 14:31:08, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6711, loss_cls: 2.5443, loss: 2.5443, grad_norm: 1.3088, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.1010, loss/aux0: 2.1010 2020-10-19 10:44:39,880 - mmaction - INFO - Epoch [61][200/396] lr: 2.611e-01, eta: 1 day, 14:29:36, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6763, loss_cls: 2.5048, loss: 2.5048, grad_norm: 1.3165, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0855, loss/aux0: 2.0855 2020-10-19 10:44:40,815 - mmaction - INFO - Epoch [61][200/396] lr: 2.611e-01, eta: 1 day, 14:30:37, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6763, loss_cls: 2.5048, loss: 2.5048, grad_norm: 1.3137, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0618, loss/aux0: 2.0618 2020-10-19 10:45:17,172 - mmaction - INFO - Epoch [61][220/396] lr: 2.611e-01, eta: 1 day, 14:29:05, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6732, loss_cls: 2.4695, loss: 2.4695, grad_norm: 1.3191, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1248, loss/aux0: 2.1248 2020-10-19 10:45:18,118 - mmaction - INFO - Epoch [61][220/396] lr: 2.611e-01, eta: 1 day, 14:30:05, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6732, loss_cls: 2.4695, loss: 2.4695, grad_norm: 1.3316, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1376, loss/aux0: 2.1376 2020-10-19 10:45:54,304 - mmaction - INFO - Epoch [61][240/396] lr: 2.611e-01, eta: 1 day, 14:28:33, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6706, loss_cls: 2.5202, loss: 2.5202, grad_norm: 1.2858, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0747, loss/aux0: 2.0747 2020-10-19 10:45:55,246 - mmaction - INFO - Epoch [61][240/396] lr: 2.611e-01, eta: 1 day, 14:29:33, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6706, loss_cls: 2.5202, loss: 2.5202, grad_norm: 1.2923, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0793, loss/aux0: 2.0793 2020-10-19 10:46:31,538 - mmaction - INFO - Epoch [61][260/396] lr: 2.611e-01, eta: 1 day, 14:28:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6716, loss_cls: 2.5201, loss: 2.5201, grad_norm: 1.3303, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0733, loss/aux0: 2.0733 2020-10-19 10:46:32,460 - mmaction - INFO - Epoch [61][260/396] lr: 2.611e-01, eta: 1 day, 14:29:01, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6716, loss_cls: 2.5201, loss: 2.5201, grad_norm: 1.3321, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0740, loss/aux0: 2.0740 2020-10-19 10:47:08,541 - mmaction - INFO - Epoch [61][280/396] lr: 2.611e-01, eta: 1 day, 14:27:30, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6732, loss_cls: 2.5388, loss: 2.5388, grad_norm: 1.3490, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0875, loss/aux0: 2.0875 2020-10-19 10:47:09,461 - mmaction - INFO - Epoch [61][280/396] lr: 2.611e-01, eta: 1 day, 14:28:29, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6732, loss_cls: 2.5388, loss: 2.5388, grad_norm: 1.3460, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0848, loss/aux0: 2.0848 2020-10-19 10:47:45,852 - mmaction - INFO - Epoch [61][300/396] lr: 2.611e-01, eta: 1 day, 14:26:58, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6646, loss_cls: 2.5600, loss: 2.5600, grad_norm: 1.3406, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0923, loss/aux0: 2.0923 2020-10-19 10:47:46,799 - mmaction - INFO - Epoch [61][300/396] lr: 2.611e-01, eta: 1 day, 14:27:58, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6646, loss_cls: 2.5600, loss: 2.5600, grad_norm: 1.3394, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0787, loss/aux0: 2.0787 2020-10-19 10:48:23,122 - mmaction - INFO - Epoch [61][320/396] lr: 2.611e-01, eta: 1 day, 14:26:27, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6716, loss_cls: 2.4866, loss: 2.4866, grad_norm: 1.3440, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0050, loss/aux0: 2.0050 2020-10-19 10:48:24,084 - mmaction - INFO - Epoch [61][320/396] lr: 2.611e-01, eta: 1 day, 14:27:27, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6716, loss_cls: 2.4866, loss: 2.4866, grad_norm: 1.3491, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0156, loss/aux0: 2.0156 2020-10-19 10:49:00,404 - mmaction - INFO - Epoch [61][340/396] lr: 2.611e-01, eta: 1 day, 14:25:55, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6721, loss_cls: 2.5318, loss: 2.5318, grad_norm: 1.3292, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.1142, loss/aux0: 2.1142 2020-10-19 10:49:01,354 - mmaction - INFO - Epoch [61][340/396] lr: 2.611e-01, eta: 1 day, 14:26:55, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6721, loss_cls: 2.5318, loss: 2.5318, grad_norm: 1.3371, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.1125, loss/aux0: 2.1125 2020-10-19 10:49:37,704 - mmaction - INFO - Epoch [61][360/396] lr: 2.611e-01, eta: 1 day, 14:25:23, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6711, loss_cls: 2.5351, loss: 2.5351, grad_norm: 1.3436, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0892, loss/aux0: 2.0892 2020-10-19 10:49:38,645 - mmaction - INFO - Epoch [61][360/396] lr: 2.611e-01, eta: 1 day, 14:26:23, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6711, loss_cls: 2.5351, loss: 2.5351, grad_norm: 1.3386, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0889, loss/aux0: 2.0889 2020-10-19 10:50:15,146 - mmaction - INFO - Epoch [61][380/396] lr: 2.611e-01, eta: 1 day, 14:24:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6878, loss_cls: 2.4645, loss: 2.4645, grad_norm: 1.3252, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0886, loss/aux0: 2.0886 2020-10-19 10:50:16,074 - mmaction - INFO - Epoch [61][380/396] lr: 2.611e-01, eta: 1 day, 14:25:53, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6878, loss_cls: 2.4645, loss: 2.4645, grad_norm: 1.3266, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0870, loss/aux0: 2.0870 2020-10-19 10:55:02,191 - mmaction - INFO - Epoch [62][20/396] lr: 2.599e-01, eta: 1 day, 14:22:21, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6734, loss_cls: 2.4687, loss: 2.4687, grad_norm: 1.3328, top1_acc/aux0: 0.4959, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0656, loss/aux0: 2.0656 2020-10-19 10:55:03,124 - mmaction - INFO - Epoch [62][20/396] lr: 2.599e-01, eta: 1 day, 14:23:20, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6734, loss_cls: 2.4687, loss: 2.4687, grad_norm: 1.3299, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0534, loss/aux0: 2.0534 2020-10-19 10:55:39,163 - mmaction - INFO - Epoch [62][40/396] lr: 2.599e-01, eta: 1 day, 14:21:49, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6771, loss_cls: 2.5097, loss: 2.5097, grad_norm: 1.3329, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0959, loss/aux0: 2.0959 2020-10-19 10:55:40,083 - mmaction - INFO - Epoch [62][40/396] lr: 2.599e-01, eta: 1 day, 14:22:48, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6771, loss_cls: 2.5097, loss: 2.5097, grad_norm: 1.3323, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1156, loss/aux0: 2.1156 2020-10-19 10:56:16,377 - mmaction - INFO - Epoch [62][60/396] lr: 2.599e-01, eta: 1 day, 14:21:17, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6755, loss_cls: 2.4831, loss: 2.4831, grad_norm: 1.3377, top1_acc/aux0: 0.4812, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.0992, loss/aux0: 2.0992 2020-10-19 10:56:17,306 - mmaction - INFO - Epoch [62][60/396] lr: 2.599e-01, eta: 1 day, 14:22:16, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6755, loss_cls: 2.4831, loss: 2.4831, grad_norm: 1.3335, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0938, loss/aux0: 2.0938 2020-10-19 10:56:53,761 - mmaction - INFO - Epoch [62][80/396] lr: 2.599e-01, eta: 1 day, 14:20:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6818, loss_cls: 2.4506, loss: 2.4506, grad_norm: 1.3424, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0645, loss/aux0: 2.0645 2020-10-19 10:56:54,737 - mmaction - INFO - Epoch [62][80/396] lr: 2.599e-01, eta: 1 day, 14:21:46, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6818, loss_cls: 2.4506, loss: 2.4506, grad_norm: 1.3397, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0644, loss/aux0: 2.0644 2020-10-19 10:57:31,011 - mmaction - INFO - Epoch [62][100/396] lr: 2.599e-01, eta: 1 day, 14:20:15, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6763, loss_cls: 2.4755, loss: 2.4755, grad_norm: 1.3627, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0763, loss/aux0: 2.0763 2020-10-19 10:57:31,933 - mmaction - INFO - Epoch [62][100/396] lr: 2.599e-01, eta: 1 day, 14:21:14, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6763, loss_cls: 2.4755, loss: 2.4755, grad_norm: 1.3559, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0699, loss/aux0: 2.0699 2020-10-19 10:58:08,459 - mmaction - INFO - Epoch [62][120/396] lr: 2.599e-01, eta: 1 day, 14:19:45, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6659, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.3482, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1120, loss/aux0: 2.1120 2020-10-19 10:58:09,390 - mmaction - INFO - Epoch [62][120/396] lr: 2.599e-01, eta: 1 day, 14:20:44, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6659, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.3525, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1230, loss/aux0: 2.1230 2020-10-19 10:58:45,644 - mmaction - INFO - Epoch [62][140/396] lr: 2.599e-01, eta: 1 day, 14:19:14, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6687, loss_cls: 2.5558, loss: 2.5558, grad_norm: 1.3229, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0256, loss/aux0: 2.0256 2020-10-19 10:58:46,593 - mmaction - INFO - Epoch [62][140/396] lr: 2.599e-01, eta: 1 day, 14:20:12, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6687, loss_cls: 2.5558, loss: 2.5558, grad_norm: 1.3201, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0253, loss/aux0: 2.0253 2020-10-19 10:59:22,978 - mmaction - INFO - Epoch [62][160/396] lr: 2.599e-01, eta: 1 day, 14:18:42, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6755, loss_cls: 2.5090, loss: 2.5090, grad_norm: 1.3049, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0727, loss/aux0: 2.0727 2020-10-19 10:59:23,904 - mmaction - INFO - Epoch [62][160/396] lr: 2.599e-01, eta: 1 day, 14:19:41, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6755, loss_cls: 2.5090, loss: 2.5090, grad_norm: 1.3030, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0607, loss/aux0: 2.0607 2020-10-19 11:00:00,402 - mmaction - INFO - Epoch [62][180/396] lr: 2.599e-01, eta: 1 day, 14:18:11, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6727, loss_cls: 2.5226, loss: 2.5226, grad_norm: 1.3105, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0052, loss/aux0: 2.0052 2020-10-19 11:00:01,352 - mmaction - INFO - Epoch [62][180/396] lr: 2.599e-01, eta: 1 day, 14:19:10, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6727, loss_cls: 2.5226, loss: 2.5226, grad_norm: 1.3199, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0078, loss/aux0: 2.0078 2020-10-19 11:00:37,779 - mmaction - INFO - Epoch [62][200/396] lr: 2.599e-01, eta: 1 day, 14:17:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6716, loss_cls: 2.5349, loss: 2.5349, grad_norm: 1.3544, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0586, loss/aux0: 2.0586 2020-10-19 11:00:38,714 - mmaction - INFO - Epoch [62][200/396] lr: 2.599e-01, eta: 1 day, 14:18:38, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6716, loss_cls: 2.5349, loss: 2.5349, grad_norm: 1.3519, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0587, loss/aux0: 2.0587 2020-10-19 11:01:15,097 - mmaction - INFO - Epoch [62][220/396] lr: 2.599e-01, eta: 1 day, 14:17:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6690, loss_cls: 2.5129, loss: 2.5129, grad_norm: 1.3413, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0874, loss/aux0: 2.0874 2020-10-19 11:01:16,025 - mmaction - INFO - Epoch [62][220/396] lr: 2.599e-01, eta: 1 day, 14:18:08, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6690, loss_cls: 2.5129, loss: 2.5129, grad_norm: 1.3362, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0940, loss/aux0: 2.0940 2020-10-19 11:01:52,409 - mmaction - INFO - Epoch [62][240/396] lr: 2.599e-01, eta: 1 day, 14:16:38, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6701, loss_cls: 2.5027, loss: 2.5027, grad_norm: 1.3357, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0453, loss/aux0: 2.0453 2020-10-19 11:01:53,345 - mmaction - INFO - Epoch [62][240/396] lr: 2.599e-01, eta: 1 day, 14:17:36, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6701, loss_cls: 2.5027, loss: 2.5027, grad_norm: 1.3371, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0384, loss/aux0: 2.0384 2020-10-19 11:02:29,708 - mmaction - INFO - Epoch [62][260/396] lr: 2.599e-01, eta: 1 day, 14:16:06, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6766, loss_cls: 2.5043, loss: 2.5043, grad_norm: 1.3219, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0799, loss/aux0: 2.0799 2020-10-19 11:02:30,669 - mmaction - INFO - Epoch [62][260/396] lr: 2.599e-01, eta: 1 day, 14:17:05, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6766, loss_cls: 2.5043, loss: 2.5043, grad_norm: 1.3237, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0781, loss/aux0: 2.0781 2020-10-19 11:03:07,045 - mmaction - INFO - Epoch [62][280/396] lr: 2.599e-01, eta: 1 day, 14:15:35, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6828, loss_cls: 2.4671, loss: 2.4671, grad_norm: 1.3502, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0373, loss/aux0: 2.0373 2020-10-19 11:03:07,974 - mmaction - INFO - Epoch [62][280/396] lr: 2.599e-01, eta: 1 day, 14:16:34, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6828, loss_cls: 2.4671, loss: 2.4671, grad_norm: 1.3523, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0536, loss/aux0: 2.0536 2020-10-19 11:03:44,451 - mmaction - INFO - Epoch [62][300/396] lr: 2.599e-01, eta: 1 day, 14:15:04, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6786, loss_cls: 2.5160, loss: 2.5160, grad_norm: 1.3043, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0859, loss/aux0: 2.0859 2020-10-19 11:03:45,376 - mmaction - INFO - Epoch [62][300/396] lr: 2.599e-01, eta: 1 day, 14:16:03, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6786, loss_cls: 2.5160, loss: 2.5160, grad_norm: 1.3099, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0780, loss/aux0: 2.0780 2020-10-19 11:04:21,830 - mmaction - INFO - Epoch [62][320/396] lr: 2.599e-01, eta: 1 day, 14:14:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6784, loss_cls: 2.5108, loss: 2.5108, grad_norm: 1.3449, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0816, loss/aux0: 2.0816 2020-10-19 11:04:22,785 - mmaction - INFO - Epoch [62][320/396] lr: 2.599e-01, eta: 1 day, 14:15:33, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6784, loss_cls: 2.5108, loss: 2.5108, grad_norm: 1.3512, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0745, loss/aux0: 2.0745 2020-10-19 11:04:59,146 - mmaction - INFO - Epoch [62][340/396] lr: 2.599e-01, eta: 1 day, 14:14:03, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6773, loss_cls: 2.4902, loss: 2.4902, grad_norm: 1.3397, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0828, loss/aux0: 2.0828 2020-10-19 11:05:00,087 - mmaction - INFO - Epoch [62][340/396] lr: 2.599e-01, eta: 1 day, 14:15:02, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6773, loss_cls: 2.4902, loss: 2.4902, grad_norm: 1.3387, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1010, loss/aux0: 2.1010 2020-10-19 11:05:36,531 - mmaction - INFO - Epoch [62][360/396] lr: 2.599e-01, eta: 1 day, 14:13:32, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6648, loss_cls: 2.5338, loss: 2.5338, grad_norm: 1.3234, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0907, loss/aux0: 2.0907 2020-10-19 11:05:37,455 - mmaction - INFO - Epoch [62][360/396] lr: 2.599e-01, eta: 1 day, 14:14:30, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6648, loss_cls: 2.5338, loss: 2.5338, grad_norm: 1.3201, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0800, loss/aux0: 2.0800 2020-10-19 11:06:14,108 - mmaction - INFO - Epoch [62][380/396] lr: 2.599e-01, eta: 1 day, 14:13:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6659, loss_cls: 2.5451, loss: 2.5451, grad_norm: 1.3483, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0967, loss/aux0: 2.0967 2020-10-19 11:06:15,041 - mmaction - INFO - Epoch [62][380/396] lr: 2.599e-01, eta: 1 day, 14:13:59, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6659, loss_cls: 2.5451, loss: 2.5451, grad_norm: 1.3382, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0905, loss/aux0: 2.0905 2020-10-19 11:11:06,604 - mmaction - INFO - Epoch [63][20/396] lr: 2.586e-01, eta: 1 day, 14:10:31, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6693, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.3164, top1_acc/aux0: 0.4871, top5_acc/aux0: 0.7538, loss_cls/aux0: 2.0921, loss/aux0: 2.0921 2020-10-19 11:11:07,651 - mmaction - INFO - Epoch [63][20/396] lr: 2.586e-01, eta: 1 day, 14:11:29, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6693, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.3141, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0832, loss/aux0: 2.0832 2020-10-19 11:11:43,959 - mmaction - INFO - Epoch [63][40/396] lr: 2.586e-01, eta: 1 day, 14:09:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6841, loss_cls: 2.4792, loss: 2.4792, grad_norm: 1.3178, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.0838, loss/aux0: 2.0838 2020-10-19 11:11:44,883 - mmaction - INFO - Epoch [63][40/396] lr: 2.586e-01, eta: 1 day, 14:10:58, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6841, loss_cls: 2.4792, loss: 2.4792, grad_norm: 1.3202, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.0873, loss/aux0: 2.0873 2020-10-19 11:12:21,167 - mmaction - INFO - Epoch [63][60/396] lr: 2.586e-01, eta: 1 day, 14:09:28, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6852, loss_cls: 2.4549, loss: 2.4549, grad_norm: 1.3335, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0781, loss/aux0: 2.0781 2020-10-19 11:12:22,082 - mmaction - INFO - Epoch [63][60/396] lr: 2.586e-01, eta: 1 day, 14:10:27, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6852, loss_cls: 2.4549, loss: 2.4549, grad_norm: 1.3376, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0954, loss/aux0: 2.0954 2020-10-19 11:12:58,251 - mmaction - INFO - Epoch [63][80/396] lr: 2.586e-01, eta: 1 day, 14:08:57, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6763, loss_cls: 2.5126, loss: 2.5126, grad_norm: 1.3415, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0326, loss/aux0: 2.0326 2020-10-19 11:12:59,240 - mmaction - INFO - Epoch [63][80/396] lr: 2.586e-01, eta: 1 day, 14:09:55, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6763, loss_cls: 2.5126, loss: 2.5126, grad_norm: 1.3455, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0289, loss/aux0: 2.0289 2020-10-19 11:13:35,640 - mmaction - INFO - Epoch [63][100/396] lr: 2.586e-01, eta: 1 day, 14:08:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6635, loss_cls: 2.5341, loss: 2.5341, grad_norm: 1.2968, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1226, loss/aux0: 2.1226 2020-10-19 11:13:36,561 - mmaction - INFO - Epoch [63][100/396] lr: 2.586e-01, eta: 1 day, 14:09:25, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6635, loss_cls: 2.5341, loss: 2.5341, grad_norm: 1.2947, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1089, loss/aux0: 2.1089 2020-10-19 11:14:12,906 - mmaction - INFO - Epoch [63][120/396] lr: 2.586e-01, eta: 1 day, 14:07:55, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6737, loss_cls: 2.5140, loss: 2.5140, grad_norm: 1.3404, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0683, loss/aux0: 2.0683 2020-10-19 11:14:13,835 - mmaction - INFO - Epoch [63][120/396] lr: 2.586e-01, eta: 1 day, 14:08:53, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6737, loss_cls: 2.5140, loss: 2.5140, grad_norm: 1.3400, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0760, loss/aux0: 2.0760 2020-10-19 11:14:50,237 - mmaction - INFO - Epoch [63][140/396] lr: 2.586e-01, eta: 1 day, 14:07:24, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6794, loss_cls: 2.4602, loss: 2.4602, grad_norm: 1.3515, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.1121, loss/aux0: 2.1121 2020-10-19 11:14:51,173 - mmaction - INFO - Epoch [63][140/396] lr: 2.586e-01, eta: 1 day, 14:08:21, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6794, loss_cls: 2.4602, loss: 2.4602, grad_norm: 1.3472, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.1156, loss/aux0: 2.1156 2020-10-19 11:15:27,591 - mmaction - INFO - Epoch [63][160/396] lr: 2.586e-01, eta: 1 day, 14:06:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6745, loss_cls: 2.4871, loss: 2.4871, grad_norm: 1.3370, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0977, loss/aux0: 2.0977 2020-10-19 11:15:28,517 - mmaction - INFO - Epoch [63][160/396] lr: 2.586e-01, eta: 1 day, 14:07:51, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6745, loss_cls: 2.4871, loss: 2.4871, grad_norm: 1.3354, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0914, loss/aux0: 2.0914 2020-10-19 11:16:04,913 - mmaction - INFO - Epoch [63][180/396] lr: 2.586e-01, eta: 1 day, 14:06:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6823, loss_cls: 2.4408, loss: 2.4408, grad_norm: 1.3553, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0282, loss/aux0: 2.0282 2020-10-19 11:16:05,857 - mmaction - INFO - Epoch [63][180/396] lr: 2.586e-01, eta: 1 day, 14:07:20, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6823, loss_cls: 2.4408, loss: 2.4408, grad_norm: 1.3589, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0370, loss/aux0: 2.0370 2020-10-19 11:16:42,131 - mmaction - INFO - Epoch [63][200/396] lr: 2.586e-01, eta: 1 day, 14:05:51, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6854, loss_cls: 2.4833, loss: 2.4833, grad_norm: 1.3581, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1248, loss/aux0: 2.1248 2020-10-19 11:16:43,049 - mmaction - INFO - Epoch [63][200/396] lr: 2.586e-01, eta: 1 day, 14:06:48, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6854, loss_cls: 2.4833, loss: 2.4833, grad_norm: 1.3578, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1190, loss/aux0: 2.1190 2020-10-19 11:17:19,581 - mmaction - INFO - Epoch [63][220/396] lr: 2.586e-01, eta: 1 day, 14:05:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6727, loss_cls: 2.5213, loss: 2.5213, grad_norm: 1.3341, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1329, loss/aux0: 2.1329 2020-10-19 11:17:20,532 - mmaction - INFO - Epoch [63][220/396] lr: 2.586e-01, eta: 1 day, 14:06:17, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6727, loss_cls: 2.5213, loss: 2.5213, grad_norm: 1.3271, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1342, loss/aux0: 2.1342 2020-10-19 11:17:57,031 - mmaction - INFO - Epoch [63][240/396] lr: 2.586e-01, eta: 1 day, 14:04:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6779, loss_cls: 2.4665, loss: 2.4665, grad_norm: 1.3164, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1353, loss/aux0: 2.1353 2020-10-19 11:17:57,989 - mmaction - INFO - Epoch [63][240/396] lr: 2.586e-01, eta: 1 day, 14:05:46, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6779, loss_cls: 2.4665, loss: 2.4665, grad_norm: 1.3164, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1341, loss/aux0: 2.1341 2020-10-19 11:18:34,490 - mmaction - INFO - Epoch [63][260/396] lr: 2.586e-01, eta: 1 day, 14:04:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6758, loss_cls: 2.4869, loss: 2.4869, grad_norm: 1.3284, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0761, loss/aux0: 2.0761 2020-10-19 11:18:35,450 - mmaction - INFO - Epoch [63][260/396] lr: 2.586e-01, eta: 1 day, 14:05:15, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6758, loss_cls: 2.4869, loss: 2.4869, grad_norm: 1.3277, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0778, loss/aux0: 2.0778 2020-10-19 11:19:12,123 - mmaction - INFO - Epoch [63][280/396] lr: 2.586e-01, eta: 1 day, 14:03:48, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6766, loss_cls: 2.5028, loss: 2.5028, grad_norm: 1.3527, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1088, loss/aux0: 2.1088 2020-10-19 11:19:13,059 - mmaction - INFO - Epoch [63][280/396] lr: 2.586e-01, eta: 1 day, 14:04:46, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6766, loss_cls: 2.5028, loss: 2.5028, grad_norm: 1.3521, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1037, loss/aux0: 2.1037 2020-10-19 11:19:49,485 - mmaction - INFO - Epoch [63][300/396] lr: 2.586e-01, eta: 1 day, 14:03:17, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6737, loss_cls: 2.5097, loss: 2.5097, grad_norm: 1.3158, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0581, loss/aux0: 2.0581 2020-10-19 11:19:50,436 - mmaction - INFO - Epoch [63][300/396] lr: 2.586e-01, eta: 1 day, 14:04:15, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6737, loss_cls: 2.5097, loss: 2.5097, grad_norm: 1.3161, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0610, loss/aux0: 2.0610 2020-10-19 11:20:26,953 - mmaction - INFO - Epoch [63][320/396] lr: 2.586e-01, eta: 1 day, 14:02:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6716, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.3359, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0872, loss/aux0: 2.0872 2020-10-19 11:20:27,894 - mmaction - INFO - Epoch [63][320/396] lr: 2.586e-01, eta: 1 day, 14:03:44, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6716, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.3314, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0659, loss/aux0: 2.0659 2020-10-19 11:21:04,202 - mmaction - INFO - Epoch [63][340/396] lr: 2.586e-01, eta: 1 day, 14:02:15, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6672, loss_cls: 2.5237, loss: 2.5237, grad_norm: 1.3724, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0492, loss/aux0: 2.0492 2020-10-19 11:21:05,134 - mmaction - INFO - Epoch [63][340/396] lr: 2.586e-01, eta: 1 day, 14:03:12, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6672, loss_cls: 2.5237, loss: 2.5237, grad_norm: 1.3659, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0559, loss/aux0: 2.0559 2020-10-19 11:21:41,775 - mmaction - INFO - Epoch [63][360/396] lr: 2.586e-01, eta: 1 day, 14:01:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6625, loss_cls: 2.5293, loss: 2.5293, grad_norm: 1.3211, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0786, loss/aux0: 2.0786 2020-10-19 11:21:42,757 - mmaction - INFO - Epoch [63][360/396] lr: 2.586e-01, eta: 1 day, 14:02:41, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6625, loss_cls: 2.5293, loss: 2.5293, grad_norm: 1.3177, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0844, loss/aux0: 2.0844 2020-10-19 11:22:19,160 - mmaction - INFO - Epoch [63][380/396] lr: 2.586e-01, eta: 1 day, 14:01:12, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6786, loss_cls: 2.5220, loss: 2.5220, grad_norm: 1.3173, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0746, loss/aux0: 2.0746 2020-10-19 11:22:20,086 - mmaction - INFO - Epoch [63][380/396] lr: 2.586e-01, eta: 1 day, 14:02:09, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6786, loss_cls: 2.5220, loss: 2.5220, grad_norm: 1.3197, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0829, loss/aux0: 2.0829 2020-10-19 11:28:19,535 - mmaction - INFO - Epoch [64][20/396] lr: 2.574e-01, eta: 1 day, 13:58:44, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6784, loss_cls: 2.4725, loss: 2.4725, grad_norm: 1.3275, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7478, loss_cls/aux0: 2.1071, loss/aux0: 2.1071 2020-10-19 11:28:20,471 - mmaction - INFO - Epoch [64][20/396] lr: 2.574e-01, eta: 1 day, 13:59:41, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6784, loss_cls: 2.4725, loss: 2.4725, grad_norm: 1.3193, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0892, loss/aux0: 2.0892 2020-10-19 11:28:56,668 - mmaction - INFO - Epoch [64][40/396] lr: 2.574e-01, eta: 1 day, 13:58:12, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6680, loss_cls: 2.5330, loss: 2.5330, grad_norm: 1.3301, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0537, loss/aux0: 2.0537 2020-10-19 11:28:57,599 - mmaction - INFO - Epoch [64][40/396] lr: 2.574e-01, eta: 1 day, 13:59:09, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6680, loss_cls: 2.5330, loss: 2.5330, grad_norm: 1.3312, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0675, loss/aux0: 2.0675 2020-10-19 11:29:33,860 - mmaction - INFO - Epoch [64][60/396] lr: 2.574e-01, eta: 1 day, 13:57:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6823, loss_cls: 2.4613, loss: 2.4613, grad_norm: 1.3268, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.0926, loss/aux0: 2.0926 2020-10-19 11:29:34,802 - mmaction - INFO - Epoch [64][60/396] lr: 2.574e-01, eta: 1 day, 13:58:38, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6823, loss_cls: 2.4613, loss: 2.4613, grad_norm: 1.3295, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1064, loss/aux0: 2.1064 2020-10-19 11:30:10,963 - mmaction - INFO - Epoch [64][80/396] lr: 2.574e-01, eta: 1 day, 13:57:09, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6711, loss_cls: 2.5001, loss: 2.5001, grad_norm: 1.3576, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0968, loss/aux0: 2.0968 2020-10-19 11:30:11,920 - mmaction - INFO - Epoch [64][80/396] lr: 2.574e-01, eta: 1 day, 13:58:06, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6711, loss_cls: 2.5001, loss: 2.5001, grad_norm: 1.3523, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0836, loss/aux0: 2.0836 2020-10-19 11:30:48,168 - mmaction - INFO - Epoch [64][100/396] lr: 2.574e-01, eta: 1 day, 13:56:37, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6878, loss_cls: 2.4452, loss: 2.4452, grad_norm: 1.3476, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.0760, loss/aux0: 2.0760 2020-10-19 11:30:49,099 - mmaction - INFO - Epoch [64][100/396] lr: 2.574e-01, eta: 1 day, 13:57:34, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6878, loss_cls: 2.4452, loss: 2.4452, grad_norm: 1.3495, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.0641, loss/aux0: 2.0641 2020-10-19 11:31:25,745 - mmaction - INFO - Epoch [64][120/396] lr: 2.574e-01, eta: 1 day, 13:56:06, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6659, loss_cls: 2.5135, loss: 2.5135, grad_norm: 1.3012, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0735, loss/aux0: 2.0735 2020-10-19 11:31:26,683 - mmaction - INFO - Epoch [64][120/396] lr: 2.574e-01, eta: 1 day, 13:57:03, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6659, loss_cls: 2.5135, loss: 2.5135, grad_norm: 1.3093, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0951, loss/aux0: 2.0951 2020-10-19 11:32:02,886 - mmaction - INFO - Epoch [64][140/396] lr: 2.574e-01, eta: 1 day, 13:55:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6690, loss_cls: 2.5493, loss: 2.5493, grad_norm: 1.3472, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.0836, loss/aux0: 2.0836 2020-10-19 11:32:03,815 - mmaction - INFO - Epoch [64][140/396] lr: 2.574e-01, eta: 1 day, 13:56:31, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6690, loss_cls: 2.5493, loss: 2.5493, grad_norm: 1.3502, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.0847, loss/aux0: 2.0847 2020-10-19 11:32:40,349 - mmaction - INFO - Epoch [64][160/396] lr: 2.574e-01, eta: 1 day, 13:55:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6880, loss_cls: 2.4406, loss: 2.4406, grad_norm: 1.2937, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0921, loss/aux0: 2.0921 2020-10-19 11:32:41,289 - mmaction - INFO - Epoch [64][160/396] lr: 2.574e-01, eta: 1 day, 13:56:00, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6880, loss_cls: 2.4406, loss: 2.4406, grad_norm: 1.2940, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0900, loss/aux0: 2.0900 2020-10-19 11:33:17,648 - mmaction - INFO - Epoch [64][180/396] lr: 2.574e-01, eta: 1 day, 13:54:32, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6818, loss_cls: 2.4660, loss: 2.4660, grad_norm: 1.3368, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1064, loss/aux0: 2.1064 2020-10-19 11:33:18,575 - mmaction - INFO - Epoch [64][180/396] lr: 2.574e-01, eta: 1 day, 13:55:28, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6818, loss_cls: 2.4660, loss: 2.4660, grad_norm: 1.3354, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0982, loss/aux0: 2.0982 2020-10-19 11:33:55,234 - mmaction - INFO - Epoch [64][200/396] lr: 2.574e-01, eta: 1 day, 13:54:01, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6771, loss_cls: 2.4896, loss: 2.4896, grad_norm: 1.3272, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0380, loss/aux0: 2.0380 2020-10-19 11:33:56,160 - mmaction - INFO - Epoch [64][200/396] lr: 2.574e-01, eta: 1 day, 13:54:58, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6771, loss_cls: 2.4896, loss: 2.4896, grad_norm: 1.3287, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0427, loss/aux0: 2.0427 2020-10-19 11:34:32,375 - mmaction - INFO - Epoch [64][220/396] lr: 2.574e-01, eta: 1 day, 13:53:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6891, loss_cls: 2.4650, loss: 2.4650, grad_norm: 1.3616, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0733, loss/aux0: 2.0733 2020-10-19 11:34:33,325 - mmaction - INFO - Epoch [64][220/396] lr: 2.574e-01, eta: 1 day, 13:54:26, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6891, loss_cls: 2.4650, loss: 2.4650, grad_norm: 1.3548, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0682, loss/aux0: 2.0682 2020-10-19 11:35:09,871 - mmaction - INFO - Epoch [64][240/396] lr: 2.574e-01, eta: 1 day, 13:52:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6813, loss_cls: 2.4907, loss: 2.4907, grad_norm: 1.3150, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0036, loss/aux0: 2.0036 2020-10-19 11:35:10,813 - mmaction - INFO - Epoch [64][240/396] lr: 2.574e-01, eta: 1 day, 13:53:55, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6813, loss_cls: 2.4907, loss: 2.4907, grad_norm: 1.3208, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0113, loss/aux0: 2.0113 2020-10-19 11:35:47,036 - mmaction - INFO - Epoch [64][260/396] lr: 2.574e-01, eta: 1 day, 13:52:27, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6773, loss_cls: 2.4815, loss: 2.4815, grad_norm: 1.3275, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0987, loss/aux0: 2.0987 2020-10-19 11:35:47,953 - mmaction - INFO - Epoch [64][260/396] lr: 2.574e-01, eta: 1 day, 13:53:23, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6773, loss_cls: 2.4815, loss: 2.4815, grad_norm: 1.3204, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0803, loss/aux0: 2.0803 2020-10-19 11:36:24,251 - mmaction - INFO - Epoch [64][280/396] lr: 2.574e-01, eta: 1 day, 13:51:55, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6789, loss_cls: 2.4819, loss: 2.4819, grad_norm: 1.3409, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0592, loss/aux0: 2.0592 2020-10-19 11:36:25,215 - mmaction - INFO - Epoch [64][280/396] lr: 2.574e-01, eta: 1 day, 13:52:51, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6789, loss_cls: 2.4819, loss: 2.4819, grad_norm: 1.3336, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0695, loss/aux0: 2.0695 2020-10-19 11:37:01,401 - mmaction - INFO - Epoch [64][300/396] lr: 2.574e-01, eta: 1 day, 13:51:24, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6742, loss_cls: 2.4973, loss: 2.4973, grad_norm: 1.3355, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0136, loss/aux0: 2.0136 2020-10-19 11:37:02,334 - mmaction - INFO - Epoch [64][300/396] lr: 2.574e-01, eta: 1 day, 13:52:20, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6742, loss_cls: 2.4973, loss: 2.4973, grad_norm: 1.3373, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0106, loss/aux0: 2.0106 2020-10-19 11:37:38,669 - mmaction - INFO - Epoch [64][320/396] lr: 2.574e-01, eta: 1 day, 13:50:52, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6760, loss_cls: 2.4931, loss: 2.4931, grad_norm: 1.3542, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0880, loss/aux0: 2.0880 2020-10-19 11:37:39,607 - mmaction - INFO - Epoch [64][320/396] lr: 2.574e-01, eta: 1 day, 13:51:48, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6760, loss_cls: 2.4931, loss: 2.4931, grad_norm: 1.3565, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0930, loss/aux0: 2.0930 2020-10-19 11:38:15,883 - mmaction - INFO - Epoch [64][340/396] lr: 2.574e-01, eta: 1 day, 13:50:21, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6680, loss_cls: 2.5153, loss: 2.5153, grad_norm: 1.3063, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0986, loss/aux0: 2.0986 2020-10-19 11:38:16,826 - mmaction - INFO - Epoch [64][340/396] lr: 2.574e-01, eta: 1 day, 13:51:17, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6680, loss_cls: 2.5153, loss: 2.5153, grad_norm: 1.3055, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0927, loss/aux0: 2.0927 2020-10-19 11:38:52,985 - mmaction - INFO - Epoch [64][360/396] lr: 2.574e-01, eta: 1 day, 13:49:49, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6773, loss_cls: 2.5288, loss: 2.5288, grad_norm: 1.3041, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0638, loss/aux0: 2.0638 2020-10-19 11:38:54,198 - mmaction - INFO - Epoch [64][360/396] lr: 2.574e-01, eta: 1 day, 13:50:46, time: 0.944, data_time: 0.015, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6773, loss_cls: 2.5288, loss: 2.5288, grad_norm: 1.3075, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0754, loss/aux0: 2.0754 2020-10-19 11:39:30,525 - mmaction - INFO - Epoch [64][380/396] lr: 2.574e-01, eta: 1 day, 13:49:18, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6766, loss_cls: 2.5053, loss: 2.5053, grad_norm: 1.3375, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1136, loss/aux0: 2.1136 2020-10-19 11:39:31,468 - mmaction - INFO - Epoch [64][380/396] lr: 2.574e-01, eta: 1 day, 13:50:14, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6766, loss_cls: 2.5053, loss: 2.5053, grad_norm: 1.3420, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.1154, loss/aux0: 2.1154 2020-10-19 11:40:03,199 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-19 11:42:23,908 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 11:42:24,052 - mmaction - INFO - top1_acc 0.5240 top5_acc 0.7869 2020-10-19 11:42:24,052 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 11:42:24,096 - mmaction - INFO - mean_acc 0.5246 2020-10-19 11:42:24,096 - mmaction - INFO - Now best checkpoint is epoch_64.pth 2020-10-19 11:42:24,103 - mmaction - INFO - Epoch(val) [64][396] top1_acc: 0.5240, top5_acc: 0.7869, mean_class_accuracy: 0.5246 2020-10-19 11:46:36,446 - mmaction - INFO - Epoch [65][20/396] lr: 2.561e-01, eta: 1 day, 13:46:51, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6883, loss_cls: 2.4268, loss: 2.4268, grad_norm: 1.3519, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7410, loss_cls/aux0: 2.1111, loss/aux0: 2.1111 2020-10-19 11:46:37,376 - mmaction - INFO - Epoch [65][20/396] lr: 2.561e-01, eta: 1 day, 13:47:46, time: 0.920, data_time: 0.002, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6883, loss_cls: 2.4268, loss: 2.4268, grad_norm: 1.3405, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.0964, loss/aux0: 2.0964 2020-10-19 11:47:13,380 - mmaction - INFO - Epoch [65][40/396] lr: 2.561e-01, eta: 1 day, 13:46:19, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6737, loss_cls: 2.4898, loss: 2.4898, grad_norm: 1.3383, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9918, loss/aux0: 1.9918 2020-10-19 11:47:14,319 - mmaction - INFO - Epoch [65][40/396] lr: 2.561e-01, eta: 1 day, 13:47:14, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6737, loss_cls: 2.4898, loss: 2.4898, grad_norm: 1.3347, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9997, loss/aux0: 1.9997 2020-10-19 11:47:50,640 - mmaction - INFO - Epoch [65][60/396] lr: 2.561e-01, eta: 1 day, 13:45:47, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6810, loss_cls: 2.4530, loss: 2.4530, grad_norm: 1.3277, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0694, loss/aux0: 2.0694 2020-10-19 11:47:51,578 - mmaction - INFO - Epoch [65][60/396] lr: 2.561e-01, eta: 1 day, 13:46:43, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6810, loss_cls: 2.4530, loss: 2.4530, grad_norm: 1.3284, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0775, loss/aux0: 2.0775 2020-10-19 11:48:27,948 - mmaction - INFO - Epoch [65][80/396] lr: 2.561e-01, eta: 1 day, 13:45:15, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6792, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.3367, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0606, loss/aux0: 2.0606 2020-10-19 11:48:28,867 - mmaction - INFO - Epoch [65][80/396] lr: 2.561e-01, eta: 1 day, 13:46:11, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6792, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.3358, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0551, loss/aux0: 2.0551 2020-10-19 11:49:05,167 - mmaction - INFO - Epoch [65][100/396] lr: 2.561e-01, eta: 1 day, 13:44:44, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6635, loss_cls: 2.5210, loss: 2.5210, grad_norm: 1.3460, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0725, loss/aux0: 2.0725 2020-10-19 11:49:06,101 - mmaction - INFO - Epoch [65][100/396] lr: 2.561e-01, eta: 1 day, 13:45:39, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6635, loss_cls: 2.5210, loss: 2.5210, grad_norm: 1.3476, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0793, loss/aux0: 2.0793 2020-10-19 11:49:42,608 - mmaction - INFO - Epoch [65][120/396] lr: 2.561e-01, eta: 1 day, 13:44:13, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6820, loss_cls: 2.4875, loss: 2.4875, grad_norm: 1.3657, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0400, loss/aux0: 2.0400 2020-10-19 11:49:43,526 - mmaction - INFO - Epoch [65][120/396] lr: 2.561e-01, eta: 1 day, 13:45:09, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6820, loss_cls: 2.4875, loss: 2.4875, grad_norm: 1.3698, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0514, loss/aux0: 2.0514 2020-10-19 11:50:19,760 - mmaction - INFO - Epoch [65][140/396] lr: 2.561e-01, eta: 1 day, 13:43:42, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6724, loss_cls: 2.5203, loss: 2.5203, grad_norm: 1.3424, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0643, loss/aux0: 2.0643 2020-10-19 11:50:20,702 - mmaction - INFO - Epoch [65][140/396] lr: 2.561e-01, eta: 1 day, 13:44:38, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6724, loss_cls: 2.5203, loss: 2.5203, grad_norm: 1.3431, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0431, loss/aux0: 2.0431 2020-10-19 11:50:57,079 - mmaction - INFO - Epoch [65][160/396] lr: 2.561e-01, eta: 1 day, 13:43:11, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6919, loss_cls: 2.4394, loss: 2.4394, grad_norm: 1.3526, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0689, loss/aux0: 2.0689 2020-10-19 11:50:58,027 - mmaction - INFO - Epoch [65][160/396] lr: 2.561e-01, eta: 1 day, 13:44:07, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6919, loss_cls: 2.4394, loss: 2.4394, grad_norm: 1.3519, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0708, loss/aux0: 2.0708 2020-10-19 11:51:34,217 - mmaction - INFO - Epoch [65][180/396] lr: 2.561e-01, eta: 1 day, 13:42:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6794, loss_cls: 2.5068, loss: 2.5068, grad_norm: 1.3164, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.0962, loss/aux0: 2.0962 2020-10-19 11:51:35,146 - mmaction - INFO - Epoch [65][180/396] lr: 2.561e-01, eta: 1 day, 13:43:35, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6794, loss_cls: 2.5068, loss: 2.5068, grad_norm: 1.3203, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.0990, loss/aux0: 2.0990 2020-10-19 11:52:11,451 - mmaction - INFO - Epoch [65][200/396] lr: 2.561e-01, eta: 1 day, 13:42:08, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6729, loss_cls: 2.5072, loss: 2.5072, grad_norm: 1.3489, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0913, loss/aux0: 2.0913 2020-10-19 11:52:12,378 - mmaction - INFO - Epoch [65][200/396] lr: 2.561e-01, eta: 1 day, 13:43:03, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6729, loss_cls: 2.5072, loss: 2.5072, grad_norm: 1.3393, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0876, loss/aux0: 2.0876 2020-10-19 11:52:48,826 - mmaction - INFO - Epoch [65][220/396] lr: 2.561e-01, eta: 1 day, 13:41:37, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6789, loss_cls: 2.4570, loss: 2.4570, grad_norm: 1.3381, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1181, loss/aux0: 2.1181 2020-10-19 11:52:49,785 - mmaction - INFO - Epoch [65][220/396] lr: 2.561e-01, eta: 1 day, 13:42:32, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6789, loss_cls: 2.4570, loss: 2.4570, grad_norm: 1.3353, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1175, loss/aux0: 2.1175 2020-10-19 11:53:26,273 - mmaction - INFO - Epoch [65][240/396] lr: 2.561e-01, eta: 1 day, 13:41:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6625, loss_cls: 2.5222, loss: 2.5222, grad_norm: 1.3233, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.1181, loss/aux0: 2.1181 2020-10-19 11:53:27,197 - mmaction - INFO - Epoch [65][240/396] lr: 2.561e-01, eta: 1 day, 13:42:01, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6625, loss_cls: 2.5222, loss: 2.5222, grad_norm: 1.3228, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.1252, loss/aux0: 2.1252 2020-10-19 11:54:03,642 - mmaction - INFO - Epoch [65][260/396] lr: 2.561e-01, eta: 1 day, 13:40:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6810, loss_cls: 2.4871, loss: 2.4871, grad_norm: 1.3457, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0816, loss/aux0: 2.0816 2020-10-19 11:54:04,590 - mmaction - INFO - Epoch [65][260/396] lr: 2.561e-01, eta: 1 day, 13:41:31, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6810, loss_cls: 2.4871, loss: 2.4871, grad_norm: 1.3458, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0713, loss/aux0: 2.0713 2020-10-19 11:54:40,988 - mmaction - INFO - Epoch [65][280/396] lr: 2.561e-01, eta: 1 day, 13:40:04, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6799, loss_cls: 2.4677, loss: 2.4677, grad_norm: 1.3385, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9982, loss/aux0: 1.9982 2020-10-19 11:54:41,932 - mmaction - INFO - Epoch [65][280/396] lr: 2.561e-01, eta: 1 day, 13:40:59, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6799, loss_cls: 2.4677, loss: 2.4677, grad_norm: 1.3488, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0055, loss/aux0: 2.0055 2020-10-19 11:55:18,252 - mmaction - INFO - Epoch [65][300/396] lr: 2.561e-01, eta: 1 day, 13:39:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6651, loss_cls: 2.5519, loss: 2.5519, grad_norm: 1.3610, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0750, loss/aux0: 2.0750 2020-10-19 11:55:19,199 - mmaction - INFO - Epoch [65][300/396] lr: 2.561e-01, eta: 1 day, 13:40:28, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6651, loss_cls: 2.5519, loss: 2.5519, grad_norm: 1.3631, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0740, loss/aux0: 2.0740 2020-10-19 11:55:55,641 - mmaction - INFO - Epoch [65][320/396] lr: 2.561e-01, eta: 1 day, 13:39:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6797, loss_cls: 2.4488, loss: 2.4488, grad_norm: 1.3380, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0326, loss/aux0: 2.0326 2020-10-19 11:55:56,598 - mmaction - INFO - Epoch [65][320/396] lr: 2.561e-01, eta: 1 day, 13:39:57, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6797, loss_cls: 2.4488, loss: 2.4488, grad_norm: 1.3389, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0230, loss/aux0: 2.0230 2020-10-19 11:56:33,132 - mmaction - INFO - Epoch [65][340/396] lr: 2.561e-01, eta: 1 day, 13:38:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6742, loss_cls: 2.4990, loss: 2.4990, grad_norm: 1.3467, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0571, loss/aux0: 2.0571 2020-10-19 11:56:34,051 - mmaction - INFO - Epoch [65][340/396] lr: 2.561e-01, eta: 1 day, 13:39:27, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6742, loss_cls: 2.4990, loss: 2.4990, grad_norm: 1.3554, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0657, loss/aux0: 2.0657 2020-10-19 11:57:10,168 - mmaction - INFO - Epoch [65][360/396] lr: 2.561e-01, eta: 1 day, 13:38:00, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6732, loss_cls: 2.5314, loss: 2.5314, grad_norm: 1.3618, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0527, loss/aux0: 2.0527 2020-10-19 11:57:11,120 - mmaction - INFO - Epoch [65][360/396] lr: 2.561e-01, eta: 1 day, 13:38:55, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6732, loss_cls: 2.5314, loss: 2.5314, grad_norm: 1.3724, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0718, loss/aux0: 2.0718 2020-10-19 11:57:47,625 - mmaction - INFO - Epoch [65][380/396] lr: 2.561e-01, eta: 1 day, 13:37:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6758, loss_cls: 2.5183, loss: 2.5183, grad_norm: 1.3078, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1095, loss/aux0: 2.1095 2020-10-19 11:57:48,542 - mmaction - INFO - Epoch [65][380/396] lr: 2.561e-01, eta: 1 day, 13:38:25, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6758, loss_cls: 2.5183, loss: 2.5183, grad_norm: 1.3052, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0913, loss/aux0: 2.0913 2020-10-19 12:02:57,775 - mmaction - INFO - Epoch [66][20/396] lr: 2.548e-01, eta: 1 day, 13:35:05, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6789, loss_cls: 2.4497, loss: 2.4497, grad_norm: 1.3139, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7574, loss_cls/aux0: 2.0758, loss/aux0: 2.0758 2020-10-19 12:02:58,701 - mmaction - INFO - Epoch [66][20/396] lr: 2.548e-01, eta: 1 day, 13:35:59, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6789, loss_cls: 2.4497, loss: 2.4497, grad_norm: 1.3098, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0681, loss/aux0: 2.0681 2020-10-19 12:03:34,929 - mmaction - INFO - Epoch [66][40/396] lr: 2.548e-01, eta: 1 day, 13:34:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6870, loss_cls: 2.4312, loss: 2.4312, grad_norm: 1.3449, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0742, loss/aux0: 2.0742 2020-10-19 12:03:35,873 - mmaction - INFO - Epoch [66][40/396] lr: 2.548e-01, eta: 1 day, 13:35:28, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6870, loss_cls: 2.4312, loss: 2.4312, grad_norm: 1.3419, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0825, loss/aux0: 2.0825 2020-10-19 12:04:12,414 - mmaction - INFO - Epoch [66][60/396] lr: 2.548e-01, eta: 1 day, 13:34:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6661, loss_cls: 2.5228, loss: 2.5228, grad_norm: 1.3444, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0874, loss/aux0: 2.0874 2020-10-19 12:04:13,358 - mmaction - INFO - Epoch [66][60/396] lr: 2.548e-01, eta: 1 day, 13:34:57, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6661, loss_cls: 2.5228, loss: 2.5228, grad_norm: 1.3439, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0889, loss/aux0: 2.0889 2020-10-19 12:04:49,602 - mmaction - INFO - Epoch [66][80/396] lr: 2.548e-01, eta: 1 day, 13:33:31, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6734, loss_cls: 2.4989, loss: 2.4989, grad_norm: 1.3338, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0947, loss/aux0: 2.0947 2020-10-19 12:04:50,528 - mmaction - INFO - Epoch [66][80/396] lr: 2.548e-01, eta: 1 day, 13:34:25, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6734, loss_cls: 2.4989, loss: 2.4989, grad_norm: 1.3334, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0900, loss/aux0: 2.0900 2020-10-19 12:05:26,860 - mmaction - INFO - Epoch [66][100/396] lr: 2.548e-01, eta: 1 day, 13:32:59, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6750, loss_cls: 2.5098, loss: 2.5098, grad_norm: 1.3361, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0357, loss/aux0: 2.0357 2020-10-19 12:05:27,782 - mmaction - INFO - Epoch [66][100/396] lr: 2.548e-01, eta: 1 day, 13:33:53, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6750, loss_cls: 2.5098, loss: 2.5098, grad_norm: 1.3344, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0378, loss/aux0: 2.0378 2020-10-19 12:06:04,029 - mmaction - INFO - Epoch [66][120/396] lr: 2.548e-01, eta: 1 day, 13:32:27, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4063, top5_acc: 0.6758, loss_cls: 2.4936, loss: 2.4936, grad_norm: 1.3659, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1140, loss/aux0: 2.1140 2020-10-19 12:06:04,951 - mmaction - INFO - Epoch [66][120/396] lr: 2.548e-01, eta: 1 day, 13:33:21, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4063, top5_acc: 0.6758, loss_cls: 2.4936, loss: 2.4936, grad_norm: 1.3608, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1185, loss/aux0: 2.1185 2020-10-19 12:06:41,295 - mmaction - INFO - Epoch [66][140/396] lr: 2.548e-01, eta: 1 day, 13:31:55, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6875, loss_cls: 2.4317, loss: 2.4317, grad_norm: 1.3694, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0732, loss/aux0: 2.0732 2020-10-19 12:06:42,237 - mmaction - INFO - Epoch [66][140/396] lr: 2.548e-01, eta: 1 day, 13:32:50, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6875, loss_cls: 2.4317, loss: 2.4317, grad_norm: 1.3735, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0814, loss/aux0: 2.0814 2020-10-19 12:07:18,359 - mmaction - INFO - Epoch [66][160/396] lr: 2.548e-01, eta: 1 day, 13:31:23, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6911, loss_cls: 2.4594, loss: 2.4594, grad_norm: 1.3024, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1282, loss/aux0: 2.1282 2020-10-19 12:07:19,308 - mmaction - INFO - Epoch [66][160/396] lr: 2.548e-01, eta: 1 day, 13:32:17, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6911, loss_cls: 2.4594, loss: 2.4594, grad_norm: 1.3009, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1044, loss/aux0: 2.1044 2020-10-19 12:07:55,579 - mmaction - INFO - Epoch [66][180/396] lr: 2.548e-01, eta: 1 day, 13:30:51, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4180, top5_acc: 0.6922, loss_cls: 2.4264, loss: 2.4264, grad_norm: 1.3658, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1029, loss/aux0: 2.1029 2020-10-19 12:07:56,513 - mmaction - INFO - Epoch [66][180/396] lr: 2.548e-01, eta: 1 day, 13:31:45, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4180, top5_acc: 0.6922, loss_cls: 2.4264, loss: 2.4264, grad_norm: 1.3668, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1140, loss/aux0: 2.1140 2020-10-19 12:08:33,006 - mmaction - INFO - Epoch [66][200/396] lr: 2.548e-01, eta: 1 day, 13:30:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6721, loss_cls: 2.5235, loss: 2.5235, grad_norm: 1.3437, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0393, loss/aux0: 2.0393 2020-10-19 12:08:33,940 - mmaction - INFO - Epoch [66][200/396] lr: 2.548e-01, eta: 1 day, 13:31:14, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6721, loss_cls: 2.5235, loss: 2.5235, grad_norm: 1.3450, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0473, loss/aux0: 2.0473 2020-10-19 12:09:10,377 - mmaction - INFO - Epoch [66][220/396] lr: 2.548e-01, eta: 1 day, 13:29:48, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6831, loss_cls: 2.4561, loss: 2.4561, grad_norm: 1.3087, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0839, loss/aux0: 2.0839 2020-10-19 12:09:11,352 - mmaction - INFO - Epoch [66][220/396] lr: 2.548e-01, eta: 1 day, 13:30:43, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6831, loss_cls: 2.4561, loss: 2.4561, grad_norm: 1.3065, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0687, loss/aux0: 2.0687 2020-10-19 12:09:47,610 - mmaction - INFO - Epoch [66][240/396] lr: 2.548e-01, eta: 1 day, 13:29:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6779, loss_cls: 2.4699, loss: 2.4699, grad_norm: 1.3323, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0364, loss/aux0: 2.0364 2020-10-19 12:09:48,560 - mmaction - INFO - Epoch [66][240/396] lr: 2.548e-01, eta: 1 day, 13:30:11, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6779, loss_cls: 2.4699, loss: 2.4699, grad_norm: 1.3268, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0395, loss/aux0: 2.0395 2020-10-19 12:10:25,044 - mmaction - INFO - Epoch [66][260/396] lr: 2.548e-01, eta: 1 day, 13:28:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6773, loss_cls: 2.4916, loss: 2.4916, grad_norm: 1.3188, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0569, loss/aux0: 2.0569 2020-10-19 12:10:25,965 - mmaction - INFO - Epoch [66][260/396] lr: 2.548e-01, eta: 1 day, 13:29:40, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6773, loss_cls: 2.4916, loss: 2.4916, grad_norm: 1.3218, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0594, loss/aux0: 2.0594 2020-10-19 12:11:02,440 - mmaction - INFO - Epoch [66][280/396] lr: 2.548e-01, eta: 1 day, 13:28:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6797, loss_cls: 2.4876, loss: 2.4876, grad_norm: 1.3465, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0492, loss/aux0: 2.0492 2020-10-19 12:11:03,408 - mmaction - INFO - Epoch [66][280/396] lr: 2.548e-01, eta: 1 day, 13:29:10, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6797, loss_cls: 2.4876, loss: 2.4876, grad_norm: 1.3470, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0614, loss/aux0: 2.0614 2020-10-19 12:11:39,684 - mmaction - INFO - Epoch [66][300/396] lr: 2.548e-01, eta: 1 day, 13:27:44, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6786, loss_cls: 2.4995, loss: 2.4995, grad_norm: 1.3352, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0781, loss/aux0: 2.0781 2020-10-19 12:11:40,625 - mmaction - INFO - Epoch [66][300/396] lr: 2.548e-01, eta: 1 day, 13:28:38, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6786, loss_cls: 2.4995, loss: 2.4995, grad_norm: 1.3364, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0763, loss/aux0: 2.0763 2020-10-19 12:12:17,020 - mmaction - INFO - Epoch [66][320/396] lr: 2.548e-01, eta: 1 day, 13:27:13, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6763, loss_cls: 2.5063, loss: 2.5063, grad_norm: 1.3444, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0646, loss/aux0: 2.0646 2020-10-19 12:12:17,946 - mmaction - INFO - Epoch [66][320/396] lr: 2.548e-01, eta: 1 day, 13:28:07, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6763, loss_cls: 2.5063, loss: 2.5063, grad_norm: 1.3409, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0552, loss/aux0: 2.0552 2020-10-19 12:12:54,362 - mmaction - INFO - Epoch [66][340/396] lr: 2.548e-01, eta: 1 day, 13:26:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6771, loss_cls: 2.5123, loss: 2.5123, grad_norm: 1.3555, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.1526, loss/aux0: 2.1526 2020-10-19 12:12:55,317 - mmaction - INFO - Epoch [66][340/396] lr: 2.548e-01, eta: 1 day, 13:27:36, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6771, loss_cls: 2.5123, loss: 2.5123, grad_norm: 1.3477, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1541, loss/aux0: 2.1541 2020-10-19 12:13:31,654 - mmaction - INFO - Epoch [66][360/396] lr: 2.548e-01, eta: 1 day, 13:26:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6724, loss_cls: 2.5088, loss: 2.5088, grad_norm: 1.3103, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0476, loss/aux0: 2.0476 2020-10-19 12:13:32,594 - mmaction - INFO - Epoch [66][360/396] lr: 2.548e-01, eta: 1 day, 13:27:05, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6724, loss_cls: 2.5088, loss: 2.5088, grad_norm: 1.3113, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0485, loss/aux0: 2.0485 2020-10-19 12:14:08,909 - mmaction - INFO - Epoch [66][380/396] lr: 2.548e-01, eta: 1 day, 13:25:39, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6727, loss_cls: 2.4950, loss: 2.4950, grad_norm: 1.3517, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0551, loss/aux0: 2.0551 2020-10-19 12:14:09,865 - mmaction - INFO - Epoch [66][380/396] lr: 2.548e-01, eta: 1 day, 13:26:33, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6727, loss_cls: 2.4950, loss: 2.4950, grad_norm: 1.3540, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0632, loss/aux0: 2.0632 2020-10-19 12:18:32,523 - mmaction - INFO - Epoch [67][20/396] lr: 2.534e-01, eta: 1 day, 13:23:16, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6883, loss_cls: 2.4145, loss: 2.4145, grad_norm: 1.3433, top1_acc/aux0: 0.4838, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0976, loss/aux0: 2.0976 2020-10-19 12:18:33,471 - mmaction - INFO - Epoch [67][20/396] lr: 2.534e-01, eta: 1 day, 13:24:09, time: 0.922, data_time: 0.004, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6883, loss_cls: 2.4145, loss: 2.4145, grad_norm: 1.3384, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1054, loss/aux0: 2.1054 2020-10-19 12:19:09,688 - mmaction - INFO - Epoch [67][40/396] lr: 2.534e-01, eta: 1 day, 13:22:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6810, loss_cls: 2.4697, loss: 2.4697, grad_norm: 1.3324, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0634, loss/aux0: 2.0634 2020-10-19 12:19:10,640 - mmaction - INFO - Epoch [67][40/396] lr: 2.534e-01, eta: 1 day, 13:23:38, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6810, loss_cls: 2.4697, loss: 2.4697, grad_norm: 1.3320, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0436, loss/aux0: 2.0436 2020-10-19 12:19:46,897 - mmaction - INFO - Epoch [67][60/396] lr: 2.534e-01, eta: 1 day, 13:22:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6719, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.3184, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0255, loss/aux0: 2.0255 2020-10-19 12:19:47,842 - mmaction - INFO - Epoch [67][60/396] lr: 2.534e-01, eta: 1 day, 13:23:07, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6719, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.3185, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0247, loss/aux0: 2.0247 2020-10-19 12:20:24,078 - mmaction - INFO - Epoch [67][80/396] lr: 2.534e-01, eta: 1 day, 13:21:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6617, loss_cls: 2.4977, loss: 2.4977, grad_norm: 1.3168, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7711, loss_cls/aux0: 2.0265, loss/aux0: 2.0265 2020-10-19 12:20:25,003 - mmaction - INFO - Epoch [67][80/396] lr: 2.534e-01, eta: 1 day, 13:22:36, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6617, loss_cls: 2.4977, loss: 2.4977, grad_norm: 1.3138, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0415, loss/aux0: 2.0415 2020-10-19 12:21:01,320 - mmaction - INFO - Epoch [67][100/396] lr: 2.534e-01, eta: 1 day, 13:21:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6672, loss_cls: 2.5175, loss: 2.5175, grad_norm: 1.3596, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0634, loss/aux0: 2.0634 2020-10-19 12:21:02,230 - mmaction - INFO - Epoch [67][100/396] lr: 2.534e-01, eta: 1 day, 13:22:04, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6672, loss_cls: 2.5175, loss: 2.5175, grad_norm: 1.3533, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0514, loss/aux0: 2.0514 2020-10-19 12:21:38,383 - mmaction - INFO - Epoch [67][120/396] lr: 2.534e-01, eta: 1 day, 13:20:39, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6948, loss_cls: 2.4218, loss: 2.4218, grad_norm: 1.3628, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0185, loss/aux0: 2.0185 2020-10-19 12:21:39,333 - mmaction - INFO - Epoch [67][120/396] lr: 2.534e-01, eta: 1 day, 13:21:32, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6948, loss_cls: 2.4218, loss: 2.4218, grad_norm: 1.3691, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0442, loss/aux0: 2.0442 2020-10-19 12:22:15,717 - mmaction - INFO - Epoch [67][140/396] lr: 2.534e-01, eta: 1 day, 13:20:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6953, loss_cls: 2.4175, loss: 2.4175, grad_norm: 1.3462, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.0985, loss/aux0: 2.0985 2020-10-19 12:22:16,674 - mmaction - INFO - Epoch [67][140/396] lr: 2.534e-01, eta: 1 day, 13:21:01, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6953, loss_cls: 2.4175, loss: 2.4175, grad_norm: 1.3433, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0912, loss/aux0: 2.0912 2020-10-19 12:22:53,165 - mmaction - INFO - Epoch [67][160/396] lr: 2.534e-01, eta: 1 day, 13:19:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4146, top5_acc: 0.6846, loss_cls: 2.4571, loss: 2.4571, grad_norm: 1.3451, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0695, loss/aux0: 2.0695 2020-10-19 12:22:54,079 - mmaction - INFO - Epoch [67][160/396] lr: 2.534e-01, eta: 1 day, 13:20:30, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4146, top5_acc: 0.6846, loss_cls: 2.4571, loss: 2.4571, grad_norm: 1.3429, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0437, loss/aux0: 2.0437 2020-10-19 12:23:30,467 - mmaction - INFO - Epoch [67][180/396] lr: 2.534e-01, eta: 1 day, 13:19:05, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6740, loss_cls: 2.5149, loss: 2.5149, grad_norm: 1.3491, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0300, loss/aux0: 2.0300 2020-10-19 12:23:31,412 - mmaction - INFO - Epoch [67][180/396] lr: 2.534e-01, eta: 1 day, 13:19:58, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6740, loss_cls: 2.5149, loss: 2.5149, grad_norm: 1.3439, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0346, loss/aux0: 2.0346 2020-10-19 12:24:07,711 - mmaction - INFO - Epoch [67][200/396] lr: 2.534e-01, eta: 1 day, 13:18:33, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6841, loss_cls: 2.4482, loss: 2.4482, grad_norm: 1.3516, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0257, loss/aux0: 2.0257 2020-10-19 12:24:08,632 - mmaction - INFO - Epoch [67][200/396] lr: 2.534e-01, eta: 1 day, 13:19:26, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6841, loss_cls: 2.4482, loss: 2.4482, grad_norm: 1.3450, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0338, loss/aux0: 2.0338 2020-10-19 12:24:44,920 - mmaction - INFO - Epoch [67][220/396] lr: 2.534e-01, eta: 1 day, 13:18:01, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6648, loss_cls: 2.5145, loss: 2.5145, grad_norm: 1.3278, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0565, loss/aux0: 2.0565 2020-10-19 12:24:45,854 - mmaction - INFO - Epoch [67][220/396] lr: 2.534e-01, eta: 1 day, 13:18:54, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6648, loss_cls: 2.5145, loss: 2.5145, grad_norm: 1.3259, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0573, loss/aux0: 2.0573 2020-10-19 12:25:22,350 - mmaction - INFO - Epoch [67][240/396] lr: 2.534e-01, eta: 1 day, 13:17:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6766, loss_cls: 2.5153, loss: 2.5153, grad_norm: 1.3582, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1350, loss/aux0: 2.1350 2020-10-19 12:25:23,303 - mmaction - INFO - Epoch [67][240/396] lr: 2.534e-01, eta: 1 day, 13:18:23, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6766, loss_cls: 2.5153, loss: 2.5153, grad_norm: 1.3504, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1323, loss/aux0: 2.1323 2020-10-19 12:25:59,640 - mmaction - INFO - Epoch [67][260/396] lr: 2.534e-01, eta: 1 day, 13:16:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6706, loss_cls: 2.5023, loss: 2.5023, grad_norm: 1.3606, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0492, loss/aux0: 2.0492 2020-10-19 12:26:00,588 - mmaction - INFO - Epoch [67][260/396] lr: 2.534e-01, eta: 1 day, 13:17:51, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6706, loss_cls: 2.5023, loss: 2.5023, grad_norm: 1.3608, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0560, loss/aux0: 2.0560 2020-10-19 12:26:36,919 - mmaction - INFO - Epoch [67][280/396] lr: 2.534e-01, eta: 1 day, 13:16:27, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6755, loss_cls: 2.4627, loss: 2.4627, grad_norm: 1.3902, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0161, loss/aux0: 2.0161 2020-10-19 12:26:37,857 - mmaction - INFO - Epoch [67][280/396] lr: 2.534e-01, eta: 1 day, 13:17:19, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6755, loss_cls: 2.4627, loss: 2.4627, grad_norm: 1.3905, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0233, loss/aux0: 2.0233 2020-10-19 12:27:14,318 - mmaction - INFO - Epoch [67][300/396] lr: 2.534e-01, eta: 1 day, 13:15:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6802, loss_cls: 2.4881, loss: 2.4881, grad_norm: 1.3296, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0731, loss/aux0: 2.0731 2020-10-19 12:27:15,247 - mmaction - INFO - Epoch [67][300/396] lr: 2.534e-01, eta: 1 day, 13:16:48, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6802, loss_cls: 2.4881, loss: 2.4881, grad_norm: 1.3337, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0663, loss/aux0: 2.0663 2020-10-19 12:27:51,753 - mmaction - INFO - Epoch [67][320/396] lr: 2.534e-01, eta: 1 day, 13:15:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6701, loss_cls: 2.5218, loss: 2.5218, grad_norm: 1.3299, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0637, loss/aux0: 2.0637 2020-10-19 12:27:52,685 - mmaction - INFO - Epoch [67][320/396] lr: 2.534e-01, eta: 1 day, 13:16:17, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6701, loss_cls: 2.5218, loss: 2.5218, grad_norm: 1.3297, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.0581, loss/aux0: 2.0581 2020-10-19 12:28:29,101 - mmaction - INFO - Epoch [67][340/396] lr: 2.534e-01, eta: 1 day, 13:14:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6747, loss_cls: 2.4621, loss: 2.4621, grad_norm: 1.3728, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0560, loss/aux0: 2.0560 2020-10-19 12:28:30,048 - mmaction - INFO - Epoch [67][340/396] lr: 2.534e-01, eta: 1 day, 13:15:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6747, loss_cls: 2.4621, loss: 2.4621, grad_norm: 1.3653, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0578, loss/aux0: 2.0578 2020-10-19 12:29:06,481 - mmaction - INFO - Epoch [67][360/396] lr: 2.534e-01, eta: 1 day, 13:14:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6964, loss_cls: 2.4173, loss: 2.4173, grad_norm: 1.3296, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0728, loss/aux0: 2.0728 2020-10-19 12:29:07,431 - mmaction - INFO - Epoch [67][360/396] lr: 2.534e-01, eta: 1 day, 13:15:15, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6964, loss_cls: 2.4173, loss: 2.4173, grad_norm: 1.3293, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0684, loss/aux0: 2.0684 2020-10-19 12:29:43,788 - mmaction - INFO - Epoch [67][380/396] lr: 2.534e-01, eta: 1 day, 13:13:51, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6768, loss_cls: 2.4833, loss: 2.4833, grad_norm: 1.3289, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0344, loss/aux0: 2.0344 2020-10-19 12:29:44,748 - mmaction - INFO - Epoch [67][380/396] lr: 2.534e-01, eta: 1 day, 13:14:43, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6768, loss_cls: 2.4833, loss: 2.4833, grad_norm: 1.3263, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0357, loss/aux0: 2.0357 2020-10-19 12:34:04,704 - mmaction - INFO - Epoch [68][20/396] lr: 2.521e-01, eta: 1 day, 13:11:29, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6818, loss_cls: 2.4569, loss: 2.4569, grad_norm: 1.3583, top1_acc/aux0: 0.4973, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0665, loss/aux0: 2.0665 2020-10-19 12:34:05,621 - mmaction - INFO - Epoch [68][20/396] lr: 2.521e-01, eta: 1 day, 13:12:21, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6818, loss_cls: 2.4569, loss: 2.4569, grad_norm: 1.3495, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0568, loss/aux0: 2.0568 2020-10-19 12:34:41,763 - mmaction - INFO - Epoch [68][40/396] lr: 2.521e-01, eta: 1 day, 13:10:57, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6857, loss_cls: 2.4295, loss: 2.4295, grad_norm: 1.3604, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0776, loss/aux0: 2.0776 2020-10-19 12:34:42,684 - mmaction - INFO - Epoch [68][40/396] lr: 2.521e-01, eta: 1 day, 13:11:49, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6857, loss_cls: 2.4295, loss: 2.4295, grad_norm: 1.3638, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.0874, loss/aux0: 2.0874 2020-10-19 12:35:18,879 - mmaction - INFO - Epoch [68][60/396] lr: 2.521e-01, eta: 1 day, 13:10:25, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6648, loss_cls: 2.5142, loss: 2.5142, grad_norm: 1.3231, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0474, loss/aux0: 2.0474 2020-10-19 12:35:19,830 - mmaction - INFO - Epoch [68][60/396] lr: 2.521e-01, eta: 1 day, 13:11:17, time: 0.932, data_time: 0.006, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6648, loss_cls: 2.5142, loss: 2.5142, grad_norm: 1.3325, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0622, loss/aux0: 2.0622 2020-10-19 12:35:56,097 - mmaction - INFO - Epoch [68][80/396] lr: 2.521e-01, eta: 1 day, 13:09:53, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6753, loss_cls: 2.4644, loss: 2.4644, grad_norm: 1.3445, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0401, loss/aux0: 2.0401 2020-10-19 12:35:57,021 - mmaction - INFO - Epoch [68][80/396] lr: 2.521e-01, eta: 1 day, 13:10:45, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6753, loss_cls: 2.4644, loss: 2.4644, grad_norm: 1.3350, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0202, loss/aux0: 2.0202 2020-10-19 12:36:33,437 - mmaction - INFO - Epoch [68][100/396] lr: 2.521e-01, eta: 1 day, 13:09:21, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6862, loss_cls: 2.4153, loss: 2.4153, grad_norm: 1.3434, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1085, loss/aux0: 2.1085 2020-10-19 12:36:34,400 - mmaction - INFO - Epoch [68][100/396] lr: 2.521e-01, eta: 1 day, 13:10:13, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6862, loss_cls: 2.4153, loss: 2.4153, grad_norm: 1.3376, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1089, loss/aux0: 2.1089 2020-10-19 12:37:10,889 - mmaction - INFO - Epoch [68][120/396] lr: 2.521e-01, eta: 1 day, 13:08:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6841, loss_cls: 2.4613, loss: 2.4613, grad_norm: 1.3184, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0681, loss/aux0: 2.0681 2020-10-19 12:37:11,806 - mmaction - INFO - Epoch [68][120/396] lr: 2.521e-01, eta: 1 day, 13:09:42, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6841, loss_cls: 2.4613, loss: 2.4613, grad_norm: 1.3197, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0683, loss/aux0: 2.0683 2020-10-19 12:37:48,105 - mmaction - INFO - Epoch [68][140/396] lr: 2.521e-01, eta: 1 day, 13:08:18, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6820, loss_cls: 2.4356, loss: 2.4356, grad_norm: 1.3309, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0329, loss/aux0: 2.0329 2020-10-19 12:37:49,041 - mmaction - INFO - Epoch [68][140/396] lr: 2.521e-01, eta: 1 day, 13:09:10, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6820, loss_cls: 2.4356, loss: 2.4356, grad_norm: 1.3320, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0421, loss/aux0: 2.0421 2020-10-19 12:38:25,339 - mmaction - INFO - Epoch [68][160/396] lr: 2.521e-01, eta: 1 day, 13:07:46, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6667, loss_cls: 2.5273, loss: 2.5273, grad_norm: 1.3481, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0748, loss/aux0: 2.0748 2020-10-19 12:38:26,258 - mmaction - INFO - Epoch [68][160/396] lr: 2.521e-01, eta: 1 day, 13:08:37, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6667, loss_cls: 2.5273, loss: 2.5273, grad_norm: 1.3415, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0632, loss/aux0: 2.0632 2020-10-19 12:39:02,499 - mmaction - INFO - Epoch [68][180/396] lr: 2.521e-01, eta: 1 day, 13:07:13, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6828, loss_cls: 2.4726, loss: 2.4726, grad_norm: 1.3466, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0519, loss/aux0: 2.0519 2020-10-19 12:39:03,451 - mmaction - INFO - Epoch [68][180/396] lr: 2.521e-01, eta: 1 day, 13:08:05, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6828, loss_cls: 2.4726, loss: 2.4726, grad_norm: 1.3432, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0422, loss/aux0: 2.0422 2020-10-19 12:39:39,862 - mmaction - INFO - Epoch [68][200/396] lr: 2.521e-01, eta: 1 day, 13:06:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6701, loss_cls: 2.5008, loss: 2.5008, grad_norm: 1.3566, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0206, loss/aux0: 2.0206 2020-10-19 12:39:40,791 - mmaction - INFO - Epoch [68][200/396] lr: 2.521e-01, eta: 1 day, 13:07:34, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6701, loss_cls: 2.5008, loss: 2.5008, grad_norm: 1.3579, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0452, loss/aux0: 2.0452 2020-10-19 12:40:16,919 - mmaction - INFO - Epoch [68][220/396] lr: 2.521e-01, eta: 1 day, 13:06:10, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6760, loss_cls: 2.5042, loss: 2.5042, grad_norm: 1.3059, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0446, loss/aux0: 2.0446 2020-10-19 12:40:17,844 - mmaction - INFO - Epoch [68][220/396] lr: 2.521e-01, eta: 1 day, 13:07:02, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6760, loss_cls: 2.5042, loss: 2.5042, grad_norm: 1.3121, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0337, loss/aux0: 2.0337 2020-10-19 12:40:54,454 - mmaction - INFO - Epoch [68][240/396] lr: 2.521e-01, eta: 1 day, 13:05:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6794, loss_cls: 2.4573, loss: 2.4573, grad_norm: 1.3443, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0700, loss/aux0: 2.0700 2020-10-19 12:40:55,393 - mmaction - INFO - Epoch [68][240/396] lr: 2.521e-01, eta: 1 day, 13:06:31, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6794, loss_cls: 2.4573, loss: 2.4573, grad_norm: 1.3452, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0718, loss/aux0: 2.0718 2020-10-19 12:41:31,564 - mmaction - INFO - Epoch [68][260/396] lr: 2.521e-01, eta: 1 day, 13:05:07, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6656, loss_cls: 2.5416, loss: 2.5416, grad_norm: 1.3123, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9581, loss/aux0: 1.9581 2020-10-19 12:41:32,498 - mmaction - INFO - Epoch [68][260/396] lr: 2.521e-01, eta: 1 day, 13:05:59, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6656, loss_cls: 2.5416, loss: 2.5416, grad_norm: 1.3216, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9666, loss/aux0: 1.9666 2020-10-19 12:42:08,677 - mmaction - INFO - Epoch [68][280/396] lr: 2.521e-01, eta: 1 day, 13:04:35, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6682, loss_cls: 2.5144, loss: 2.5144, grad_norm: 1.3332, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0825, loss/aux0: 2.0825 2020-10-19 12:42:09,597 - mmaction - INFO - Epoch [68][280/396] lr: 2.521e-01, eta: 1 day, 13:05:27, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6682, loss_cls: 2.5144, loss: 2.5144, grad_norm: 1.3288, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0697, loss/aux0: 2.0697 2020-10-19 12:42:45,987 - mmaction - INFO - Epoch [68][300/396] lr: 2.521e-01, eta: 1 day, 13:04:03, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6852, loss_cls: 2.4466, loss: 2.4466, grad_norm: 1.3627, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0585, loss/aux0: 2.0585 2020-10-19 12:42:46,937 - mmaction - INFO - Epoch [68][300/396] lr: 2.521e-01, eta: 1 day, 13:04:55, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6852, loss_cls: 2.4466, loss: 2.4466, grad_norm: 1.3550, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0454, loss/aux0: 2.0454 2020-10-19 12:43:23,349 - mmaction - INFO - Epoch [68][320/396] lr: 2.521e-01, eta: 1 day, 13:03:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6870, loss_cls: 2.4591, loss: 2.4591, grad_norm: 1.3317, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0536, loss/aux0: 2.0536 2020-10-19 12:43:24,294 - mmaction - INFO - Epoch [68][320/396] lr: 2.521e-01, eta: 1 day, 13:04:24, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6870, loss_cls: 2.4591, loss: 2.4591, grad_norm: 1.3328, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0696, loss/aux0: 2.0696 2020-10-19 12:44:00,463 - mmaction - INFO - Epoch [68][340/396] lr: 2.521e-01, eta: 1 day, 13:03:00, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6687, loss_cls: 2.5298, loss: 2.5298, grad_norm: 1.3721, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0330, loss/aux0: 2.0330 2020-10-19 12:44:01,436 - mmaction - INFO - Epoch [68][340/396] lr: 2.521e-01, eta: 1 day, 13:03:52, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6687, loss_cls: 2.5298, loss: 2.5298, grad_norm: 1.3653, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0279, loss/aux0: 2.0279 2020-10-19 12:44:37,949 - mmaction - INFO - Epoch [68][360/396] lr: 2.521e-01, eta: 1 day, 13:02:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6635, loss_cls: 2.5209, loss: 2.5209, grad_norm: 1.3287, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0487, loss/aux0: 2.0487 2020-10-19 12:44:38,885 - mmaction - INFO - Epoch [68][360/396] lr: 2.521e-01, eta: 1 day, 13:03:21, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6635, loss_cls: 2.5209, loss: 2.5209, grad_norm: 1.3310, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0625, loss/aux0: 2.0625 2020-10-19 12:45:15,498 - mmaction - INFO - Epoch [68][380/396] lr: 2.521e-01, eta: 1 day, 13:01:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6807, loss_cls: 2.4836, loss: 2.4836, grad_norm: 1.3380, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0699, loss/aux0: 2.0699 2020-10-19 12:45:16,440 - mmaction - INFO - Epoch [68][380/396] lr: 2.521e-01, eta: 1 day, 13:02:50, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6807, loss_cls: 2.4836, loss: 2.4836, grad_norm: 1.3411, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0663, loss/aux0: 2.0663 2020-10-19 12:49:55,852 - mmaction - INFO - Epoch [69][20/396] lr: 2.507e-01, eta: 1 day, 12:59:38, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6961, loss_cls: 2.3937, loss: 2.3937, grad_norm: 1.3519, top1_acc/aux0: 0.4970, top5_acc/aux0: 0.7585, loss_cls/aux0: 2.0741, loss/aux0: 2.0741 2020-10-19 12:49:56,783 - mmaction - INFO - Epoch [69][20/396] lr: 2.507e-01, eta: 1 day, 13:00:29, time: 0.919, data_time: 0.003, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6961, loss_cls: 2.3937, loss: 2.3937, grad_norm: 1.3507, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0582, loss/aux0: 2.0582 2020-10-19 12:50:32,806 - mmaction - INFO - Epoch [69][40/396] lr: 2.507e-01, eta: 1 day, 12:59:05, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6786, loss_cls: 2.4831, loss: 2.4831, grad_norm: 1.3845, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0234, loss/aux0: 2.0234 2020-10-19 12:50:33,731 - mmaction - INFO - Epoch [69][40/396] lr: 2.507e-01, eta: 1 day, 12:59:56, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6786, loss_cls: 2.4831, loss: 2.4831, grad_norm: 1.3669, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0327, loss/aux0: 2.0327 2020-10-19 12:51:09,962 - mmaction - INFO - Epoch [69][60/396] lr: 2.507e-01, eta: 1 day, 12:58:33, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6758, loss_cls: 2.5007, loss: 2.5007, grad_norm: 1.3421, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0887, loss/aux0: 2.0887 2020-10-19 12:51:10,897 - mmaction - INFO - Epoch [69][60/396] lr: 2.507e-01, eta: 1 day, 12:59:24, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6758, loss_cls: 2.5007, loss: 2.5007, grad_norm: 1.3425, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.0941, loss/aux0: 2.0941 2020-10-19 12:51:47,015 - mmaction - INFO - Epoch [69][80/396] lr: 2.507e-01, eta: 1 day, 12:58:01, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6867, loss_cls: 2.4324, loss: 2.4324, grad_norm: 1.3231, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0482, loss/aux0: 2.0482 2020-10-19 12:51:47,977 - mmaction - INFO - Epoch [69][80/396] lr: 2.507e-01, eta: 1 day, 12:58:51, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6867, loss_cls: 2.4324, loss: 2.4324, grad_norm: 1.3251, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0508, loss/aux0: 2.0508 2020-10-19 12:52:24,300 - mmaction - INFO - Epoch [69][100/396] lr: 2.507e-01, eta: 1 day, 12:57:28, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6693, loss_cls: 2.4925, loss: 2.4925, grad_norm: 1.3169, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0156, loss/aux0: 2.0156 2020-10-19 12:52:25,242 - mmaction - INFO - Epoch [69][100/396] lr: 2.507e-01, eta: 1 day, 12:58:19, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6693, loss_cls: 2.4925, loss: 2.4925, grad_norm: 1.3165, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0156, loss/aux0: 2.0156 2020-10-19 12:53:01,653 - mmaction - INFO - Epoch [69][120/396] lr: 2.507e-01, eta: 1 day, 12:56:56, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6935, loss_cls: 2.4131, loss: 2.4131, grad_norm: 1.3608, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0324, loss/aux0: 2.0324 2020-10-19 12:53:02,593 - mmaction - INFO - Epoch [69][120/396] lr: 2.507e-01, eta: 1 day, 12:57:47, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6935, loss_cls: 2.4131, loss: 2.4131, grad_norm: 1.3610, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0278, loss/aux0: 2.0278 2020-10-19 12:53:38,925 - mmaction - INFO - Epoch [69][140/396] lr: 2.507e-01, eta: 1 day, 12:56:25, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6958, loss_cls: 2.4177, loss: 2.4177, grad_norm: 1.3578, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0836, loss/aux0: 2.0836 2020-10-19 12:53:39,874 - mmaction - INFO - Epoch [69][140/396] lr: 2.507e-01, eta: 1 day, 12:57:16, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6958, loss_cls: 2.4177, loss: 2.4177, grad_norm: 1.3589, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0819, loss/aux0: 2.0819 2020-10-19 12:54:16,209 - mmaction - INFO - Epoch [69][160/396] lr: 2.507e-01, eta: 1 day, 12:55:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6831, loss_cls: 2.4446, loss: 2.4446, grad_norm: 1.3366, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0596, loss/aux0: 2.0596 2020-10-19 12:54:17,156 - mmaction - INFO - Epoch [69][160/396] lr: 2.507e-01, eta: 1 day, 12:56:44, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6831, loss_cls: 2.4446, loss: 2.4446, grad_norm: 1.3396, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0655, loss/aux0: 2.0655 2020-10-19 12:54:53,537 - mmaction - INFO - Epoch [69][180/396] lr: 2.507e-01, eta: 1 day, 12:55:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6745, loss_cls: 2.4668, loss: 2.4668, grad_norm: 1.3592, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0701, loss/aux0: 2.0701 2020-10-19 12:54:54,460 - mmaction - INFO - Epoch [69][180/396] lr: 2.507e-01, eta: 1 day, 12:56:13, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6745, loss_cls: 2.4668, loss: 2.4668, grad_norm: 1.3524, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0653, loss/aux0: 2.0653 2020-10-19 12:55:31,002 - mmaction - INFO - Epoch [69][200/396] lr: 2.507e-01, eta: 1 day, 12:54:50, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6734, loss_cls: 2.5262, loss: 2.5262, grad_norm: 1.3592, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0856, loss/aux0: 2.0856 2020-10-19 12:55:31,936 - mmaction - INFO - Epoch [69][200/396] lr: 2.507e-01, eta: 1 day, 12:55:41, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6734, loss_cls: 2.5262, loss: 2.5262, grad_norm: 1.3508, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0809, loss/aux0: 2.0809 2020-10-19 12:56:08,135 - mmaction - INFO - Epoch [69][220/396] lr: 2.507e-01, eta: 1 day, 12:54:18, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6521, loss_cls: 2.5924, loss: 2.5924, grad_norm: 1.3565, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0154, loss/aux0: 2.0154 2020-10-19 12:56:09,084 - mmaction - INFO - Epoch [69][220/396] lr: 2.507e-01, eta: 1 day, 12:55:08, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6521, loss_cls: 2.5924, loss: 2.5924, grad_norm: 1.3633, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0327, loss/aux0: 2.0327 2020-10-19 12:56:45,488 - mmaction - INFO - Epoch [69][240/396] lr: 2.507e-01, eta: 1 day, 12:53:45, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6833, loss_cls: 2.4392, loss: 2.4392, grad_norm: 1.3422, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0278, loss/aux0: 2.0278 2020-10-19 12:56:46,412 - mmaction - INFO - Epoch [69][240/396] lr: 2.507e-01, eta: 1 day, 12:54:36, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6833, loss_cls: 2.4392, loss: 2.4392, grad_norm: 1.3461, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0233, loss/aux0: 2.0233 2020-10-19 12:57:22,754 - mmaction - INFO - Epoch [69][260/396] lr: 2.507e-01, eta: 1 day, 12:53:13, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6677, loss_cls: 2.5300, loss: 2.5300, grad_norm: 1.3587, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0962, loss/aux0: 2.0962 2020-10-19 12:57:23,686 - mmaction - INFO - Epoch [69][260/396] lr: 2.507e-01, eta: 1 day, 12:54:05, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6677, loss_cls: 2.5300, loss: 2.5300, grad_norm: 1.3622, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0904, loss/aux0: 2.0904 2020-10-19 12:58:00,156 - mmaction - INFO - Epoch [69][280/396] lr: 2.507e-01, eta: 1 day, 12:52:42, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6872, loss_cls: 2.4582, loss: 2.4582, grad_norm: 1.3738, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0601, loss/aux0: 2.0601 2020-10-19 12:58:01,138 - mmaction - INFO - Epoch [69][280/396] lr: 2.507e-01, eta: 1 day, 12:53:33, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6872, loss_cls: 2.4582, loss: 2.4582, grad_norm: 1.3687, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0613, loss/aux0: 2.0613 2020-10-19 12:58:37,457 - mmaction - INFO - Epoch [69][300/396] lr: 2.507e-01, eta: 1 day, 12:52:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6664, loss_cls: 2.4921, loss: 2.4921, grad_norm: 1.3292, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0736, loss/aux0: 2.0736 2020-10-19 12:58:38,385 - mmaction - INFO - Epoch [69][300/396] lr: 2.507e-01, eta: 1 day, 12:53:01, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6664, loss_cls: 2.4921, loss: 2.4921, grad_norm: 1.3303, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0657, loss/aux0: 2.0657 2020-10-19 12:59:14,878 - mmaction - INFO - Epoch [69][320/396] lr: 2.507e-01, eta: 1 day, 12:51:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6807, loss_cls: 2.4856, loss: 2.4856, grad_norm: 1.3263, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0245, loss/aux0: 2.0245 2020-10-19 12:59:15,805 - mmaction - INFO - Epoch [69][320/396] lr: 2.507e-01, eta: 1 day, 12:52:30, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6807, loss_cls: 2.4856, loss: 2.4856, grad_norm: 1.3158, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0267, loss/aux0: 2.0267 2020-10-19 12:59:52,093 - mmaction - INFO - Epoch [69][340/396] lr: 2.507e-01, eta: 1 day, 12:51:07, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6810, loss_cls: 2.4728, loss: 2.4728, grad_norm: 1.3664, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0628, loss/aux0: 2.0628 2020-10-19 12:59:53,023 - mmaction - INFO - Epoch [69][340/396] lr: 2.507e-01, eta: 1 day, 12:51:58, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6810, loss_cls: 2.4728, loss: 2.4728, grad_norm: 1.3623, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0645, loss/aux0: 2.0645 2020-10-19 13:00:29,372 - mmaction - INFO - Epoch [69][360/396] lr: 2.507e-01, eta: 1 day, 12:50:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6768, loss_cls: 2.4631, loss: 2.4631, grad_norm: 1.3470, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0427, loss/aux0: 2.0427 2020-10-19 13:00:30,308 - mmaction - INFO - Epoch [69][360/396] lr: 2.507e-01, eta: 1 day, 12:51:27, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6768, loss_cls: 2.4631, loss: 2.4631, grad_norm: 1.3469, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0440, loss/aux0: 2.0440 2020-10-19 13:01:06,749 - mmaction - INFO - Epoch [69][380/396] lr: 2.507e-01, eta: 1 day, 12:50:05, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6849, loss_cls: 2.4224, loss: 2.4224, grad_norm: 1.3331, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0479, loss/aux0: 2.0479 2020-10-19 13:01:07,679 - mmaction - INFO - Epoch [69][380/396] lr: 2.507e-01, eta: 1 day, 12:50:55, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6849, loss_cls: 2.4224, loss: 2.4224, grad_norm: 1.3321, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0452, loss/aux0: 2.0452 2020-10-19 13:05:28,627 - mmaction - INFO - Epoch [70][20/396] lr: 2.494e-01, eta: 1 day, 12:47:46, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6833, loss_cls: 2.4347, loss: 2.4347, grad_norm: 1.3389, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7569, loss_cls/aux0: 2.0951, loss/aux0: 2.0951 2020-10-19 13:05:29,572 - mmaction - INFO - Epoch [70][20/396] lr: 2.494e-01, eta: 1 day, 12:48:36, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6833, loss_cls: 2.4347, loss: 2.4347, grad_norm: 1.3396, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0990, loss/aux0: 2.0990 2020-10-19 13:06:05,537 - mmaction - INFO - Epoch [70][40/396] lr: 2.494e-01, eta: 1 day, 12:47:13, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6815, loss_cls: 2.4303, loss: 2.4303, grad_norm: 1.3549, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0605, loss/aux0: 2.0605 2020-10-19 13:06:06,487 - mmaction - INFO - Epoch [70][40/396] lr: 2.494e-01, eta: 1 day, 12:48:03, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6815, loss_cls: 2.4303, loss: 2.4303, grad_norm: 1.3525, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0613, loss/aux0: 2.0613 2020-10-19 13:06:42,777 - mmaction - INFO - Epoch [70][60/396] lr: 2.494e-01, eta: 1 day, 12:46:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6732, loss_cls: 2.5236, loss: 2.5236, grad_norm: 1.3288, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0425, loss/aux0: 2.0425 2020-10-19 13:06:43,701 - mmaction - INFO - Epoch [70][60/396] lr: 2.494e-01, eta: 1 day, 12:47:31, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6732, loss_cls: 2.5236, loss: 2.5236, grad_norm: 1.3299, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0426, loss/aux0: 2.0426 2020-10-19 13:07:20,188 - mmaction - INFO - Epoch [70][80/396] lr: 2.494e-01, eta: 1 day, 12:46:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6820, loss_cls: 2.4839, loss: 2.4839, grad_norm: 1.3418, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0266, loss/aux0: 2.0266 2020-10-19 13:07:21,133 - mmaction - INFO - Epoch [70][80/396] lr: 2.494e-01, eta: 1 day, 12:47:00, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6820, loss_cls: 2.4839, loss: 2.4839, grad_norm: 1.3454, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0141, loss/aux0: 2.0141 2020-10-19 13:07:57,592 - mmaction - INFO - Epoch [70][100/396] lr: 2.494e-01, eta: 1 day, 12:45:38, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6857, loss_cls: 2.4357, loss: 2.4357, grad_norm: 1.3422, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0879, loss/aux0: 2.0879 2020-10-19 13:07:58,530 - mmaction - INFO - Epoch [70][100/396] lr: 2.494e-01, eta: 1 day, 12:46:28, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6857, loss_cls: 2.4357, loss: 2.4357, grad_norm: 1.3398, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0874, loss/aux0: 2.0874 2020-10-19 13:08:35,058 - mmaction - INFO - Epoch [70][120/396] lr: 2.494e-01, eta: 1 day, 12:45:06, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6862, loss_cls: 2.4260, loss: 2.4260, grad_norm: 1.3915, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0118, loss/aux0: 2.0118 2020-10-19 13:08:36,003 - mmaction - INFO - Epoch [70][120/396] lr: 2.494e-01, eta: 1 day, 12:45:56, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6862, loss_cls: 2.4260, loss: 2.4260, grad_norm: 1.3917, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0128, loss/aux0: 2.0128 2020-10-19 13:09:12,398 - mmaction - INFO - Epoch [70][140/396] lr: 2.494e-01, eta: 1 day, 12:44:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6799, loss_cls: 2.4780, loss: 2.4780, grad_norm: 1.3244, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9858, loss/aux0: 1.9858 2020-10-19 13:09:13,353 - mmaction - INFO - Epoch [70][140/396] lr: 2.494e-01, eta: 1 day, 12:45:24, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6799, loss_cls: 2.4780, loss: 2.4780, grad_norm: 1.3227, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9926, loss/aux0: 1.9926 2020-10-19 13:09:49,563 - mmaction - INFO - Epoch [70][160/396] lr: 2.494e-01, eta: 1 day, 12:44:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4180, top5_acc: 0.6844, loss_cls: 2.4401, loss: 2.4401, grad_norm: 1.3488, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7625, loss_cls/aux0: 1.9904, loss/aux0: 1.9904 2020-10-19 13:09:50,494 - mmaction - INFO - Epoch [70][160/396] lr: 2.494e-01, eta: 1 day, 12:44:53, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4180, top5_acc: 0.6844, loss_cls: 2.4401, loss: 2.4401, grad_norm: 1.3491, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7628, loss_cls/aux0: 1.9974, loss/aux0: 1.9974 2020-10-19 13:10:26,948 - mmaction - INFO - Epoch [70][180/396] lr: 2.494e-01, eta: 1 day, 12:43:31, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6732, loss_cls: 2.5034, loss: 2.5034, grad_norm: 1.3712, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0987, loss/aux0: 2.0987 2020-10-19 13:10:27,881 - mmaction - INFO - Epoch [70][180/396] lr: 2.494e-01, eta: 1 day, 12:44:21, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6732, loss_cls: 2.5034, loss: 2.5034, grad_norm: 1.3662, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0935, loss/aux0: 2.0935 2020-10-19 13:11:04,320 - mmaction - INFO - Epoch [70][200/396] lr: 2.494e-01, eta: 1 day, 12:42:59, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6721, loss_cls: 2.4817, loss: 2.4817, grad_norm: 1.3455, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9500, loss/aux0: 1.9500 2020-10-19 13:11:05,243 - mmaction - INFO - Epoch [70][200/396] lr: 2.494e-01, eta: 1 day, 12:43:49, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6721, loss_cls: 2.4817, loss: 2.4817, grad_norm: 1.3497, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9417, loss/aux0: 1.9417 2020-10-19 13:11:41,704 - mmaction - INFO - Epoch [70][220/396] lr: 2.494e-01, eta: 1 day, 12:42:28, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6781, loss_cls: 2.4627, loss: 2.4627, grad_norm: 1.3488, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0464, loss/aux0: 2.0464 2020-10-19 13:11:42,653 - mmaction - INFO - Epoch [70][220/396] lr: 2.494e-01, eta: 1 day, 12:43:18, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6781, loss_cls: 2.4627, loss: 2.4627, grad_norm: 1.3378, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0408, loss/aux0: 2.0408 2020-10-19 13:12:18,988 - mmaction - INFO - Epoch [70][240/396] lr: 2.494e-01, eta: 1 day, 12:41:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6776, loss_cls: 2.4718, loss: 2.4718, grad_norm: 1.3638, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0258, loss/aux0: 2.0258 2020-10-19 13:12:19,917 - mmaction - INFO - Epoch [70][240/396] lr: 2.494e-01, eta: 1 day, 12:42:46, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6776, loss_cls: 2.4718, loss: 2.4718, grad_norm: 1.3588, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0302, loss/aux0: 2.0302 2020-10-19 13:12:56,192 - mmaction - INFO - Epoch [70][260/396] lr: 2.494e-01, eta: 1 day, 12:41:24, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6792, loss_cls: 2.4580, loss: 2.4580, grad_norm: 1.3473, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0479, loss/aux0: 2.0479 2020-10-19 13:12:57,121 - mmaction - INFO - Epoch [70][260/396] lr: 2.494e-01, eta: 1 day, 12:42:13, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6792, loss_cls: 2.4580, loss: 2.4580, grad_norm: 1.3488, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0587, loss/aux0: 2.0587 2020-10-19 13:13:33,515 - mmaction - INFO - Epoch [70][280/396] lr: 2.494e-01, eta: 1 day, 12:40:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6911, loss_cls: 2.4349, loss: 2.4349, grad_norm: 1.3619, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0937, loss/aux0: 2.0937 2020-10-19 13:13:34,483 - mmaction - INFO - Epoch [70][280/396] lr: 2.494e-01, eta: 1 day, 12:41:42, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6911, loss_cls: 2.4349, loss: 2.4349, grad_norm: 1.3533, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0905, loss/aux0: 2.0905 2020-10-19 13:14:11,042 - mmaction - INFO - Epoch [70][300/396] lr: 2.494e-01, eta: 1 day, 12:40:20, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6763, loss_cls: 2.4807, loss: 2.4807, grad_norm: 1.3583, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.0870, loss/aux0: 2.0870 2020-10-19 13:14:11,966 - mmaction - INFO - Epoch [70][300/396] lr: 2.494e-01, eta: 1 day, 12:41:10, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6763, loss_cls: 2.4807, loss: 2.4807, grad_norm: 1.3528, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0728, loss/aux0: 2.0728 2020-10-19 13:14:48,269 - mmaction - INFO - Epoch [70][320/396] lr: 2.494e-01, eta: 1 day, 12:39:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6836, loss_cls: 2.4373, loss: 2.4373, grad_norm: 1.3415, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0308, loss/aux0: 2.0308 2020-10-19 13:14:49,199 - mmaction - INFO - Epoch [70][320/396] lr: 2.494e-01, eta: 1 day, 12:40:38, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6836, loss_cls: 2.4373, loss: 2.4373, grad_norm: 1.3437, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0453, loss/aux0: 2.0453 2020-10-19 13:15:25,652 - mmaction - INFO - Epoch [70][340/396] lr: 2.494e-01, eta: 1 day, 12:39:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6755, loss_cls: 2.4934, loss: 2.4934, grad_norm: 1.3914, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0800, loss/aux0: 2.0800 2020-10-19 13:15:26,609 - mmaction - INFO - Epoch [70][340/396] lr: 2.494e-01, eta: 1 day, 12:40:06, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6755, loss_cls: 2.4934, loss: 2.4934, grad_norm: 1.3847, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0752, loss/aux0: 2.0752 2020-10-19 13:16:02,945 - mmaction - INFO - Epoch [70][360/396] lr: 2.494e-01, eta: 1 day, 12:38:45, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6820, loss_cls: 2.4773, loss: 2.4773, grad_norm: 1.3659, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1119, loss/aux0: 2.1119 2020-10-19 13:16:03,879 - mmaction - INFO - Epoch [70][360/396] lr: 2.494e-01, eta: 1 day, 12:39:34, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6820, loss_cls: 2.4773, loss: 2.4773, grad_norm: 1.3624, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1134, loss/aux0: 2.1134 2020-10-19 13:16:40,178 - mmaction - INFO - Epoch [70][380/396] lr: 2.494e-01, eta: 1 day, 12:38:13, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6799, loss_cls: 2.4814, loss: 2.4814, grad_norm: 1.3222, top1_acc/aux0: 0.4938, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0777, loss/aux0: 2.0777 2020-10-19 13:16:41,116 - mmaction - INFO - Epoch [70][380/396] lr: 2.494e-01, eta: 1 day, 12:39:02, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6799, loss_cls: 2.4814, loss: 2.4814, grad_norm: 1.3266, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0870, loss/aux0: 2.0870 2020-10-19 13:21:19,113 - mmaction - INFO - Epoch [71][20/396] lr: 2.480e-01, eta: 1 day, 12:35:55, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6667, loss_cls: 2.5234, loss: 2.5234, grad_norm: 1.3726, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0589, loss/aux0: 2.0589 2020-10-19 13:21:20,076 - mmaction - INFO - Epoch [71][20/396] lr: 2.480e-01, eta: 1 day, 12:36:44, time: 0.920, data_time: 0.005, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6667, loss_cls: 2.5234, loss: 2.5234, grad_norm: 1.3681, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0627, loss/aux0: 2.0627 2020-10-19 13:21:56,090 - mmaction - INFO - Epoch [71][40/396] lr: 2.480e-01, eta: 1 day, 12:35:22, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6927, loss_cls: 2.4449, loss: 2.4449, grad_norm: 1.3542, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1136, loss/aux0: 2.1136 2020-10-19 13:21:57,011 - mmaction - INFO - Epoch [71][40/396] lr: 2.480e-01, eta: 1 day, 12:36:12, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6927, loss_cls: 2.4449, loss: 2.4449, grad_norm: 1.3560, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1141, loss/aux0: 2.1141 2020-10-19 13:22:33,275 - mmaction - INFO - Epoch [71][60/396] lr: 2.480e-01, eta: 1 day, 12:34:50, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6964, loss_cls: 2.4113, loss: 2.4113, grad_norm: 1.3227, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0430, loss/aux0: 2.0430 2020-10-19 13:22:34,212 - mmaction - INFO - Epoch [71][60/396] lr: 2.480e-01, eta: 1 day, 12:35:40, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6964, loss_cls: 2.4113, loss: 2.4113, grad_norm: 1.3208, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0219, loss/aux0: 2.0219 2020-10-19 13:23:10,578 - mmaction - INFO - Epoch [71][80/396] lr: 2.480e-01, eta: 1 day, 12:34:19, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6794, loss_cls: 2.4549, loss: 2.4549, grad_norm: 1.3320, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0418, loss/aux0: 2.0418 2020-10-19 13:23:11,534 - mmaction - INFO - Epoch [71][80/396] lr: 2.480e-01, eta: 1 day, 12:35:09, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6794, loss_cls: 2.4549, loss: 2.4549, grad_norm: 1.3304, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0375, loss/aux0: 2.0375 2020-10-19 13:23:47,682 - mmaction - INFO - Epoch [71][100/396] lr: 2.480e-01, eta: 1 day, 12:33:47, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6966, loss_cls: 2.4088, loss: 2.4088, grad_norm: 1.3518, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0097, loss/aux0: 2.0097 2020-10-19 13:23:48,636 - mmaction - INFO - Epoch [71][100/396] lr: 2.480e-01, eta: 1 day, 12:34:36, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6966, loss_cls: 2.4088, loss: 2.4088, grad_norm: 1.3530, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0493, loss/aux0: 2.0493 2020-10-19 13:24:25,048 - mmaction - INFO - Epoch [71][120/396] lr: 2.480e-01, eta: 1 day, 12:33:15, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6930, loss_cls: 2.4096, loss: 2.4096, grad_norm: 1.3786, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0623, loss/aux0: 2.0623 2020-10-19 13:24:25,982 - mmaction - INFO - Epoch [71][120/396] lr: 2.480e-01, eta: 1 day, 12:34:04, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6930, loss_cls: 2.4096, loss: 2.4096, grad_norm: 1.3864, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0462, loss/aux0: 2.0462 2020-10-19 13:25:02,194 - mmaction - INFO - Epoch [71][140/396] lr: 2.480e-01, eta: 1 day, 12:32:43, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6805, loss_cls: 2.4913, loss: 2.4913, grad_norm: 1.3471, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0837, loss/aux0: 2.0837 2020-10-19 13:25:03,170 - mmaction - INFO - Epoch [71][140/396] lr: 2.480e-01, eta: 1 day, 12:33:32, time: 0.930, data_time: 0.006, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6805, loss_cls: 2.4913, loss: 2.4913, grad_norm: 1.3456, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0730, loss/aux0: 2.0730 2020-10-19 13:25:39,544 - mmaction - INFO - Epoch [71][160/396] lr: 2.480e-01, eta: 1 day, 12:32:11, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6833, loss_cls: 2.4214, loss: 2.4214, grad_norm: 1.3769, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0215, loss/aux0: 2.0215 2020-10-19 13:25:40,478 - mmaction - INFO - Epoch [71][160/396] lr: 2.480e-01, eta: 1 day, 12:33:00, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6833, loss_cls: 2.4214, loss: 2.4214, grad_norm: 1.3860, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0384, loss/aux0: 2.0384 2020-10-19 13:26:16,737 - mmaction - INFO - Epoch [71][180/396] lr: 2.480e-01, eta: 1 day, 12:31:39, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6760, loss_cls: 2.4771, loss: 2.4771, grad_norm: 1.3376, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0623, loss/aux0: 2.0623 2020-10-19 13:26:17,660 - mmaction - INFO - Epoch [71][180/396] lr: 2.480e-01, eta: 1 day, 12:32:28, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6760, loss_cls: 2.4771, loss: 2.4771, grad_norm: 1.3367, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0508, loss/aux0: 2.0508 2020-10-19 13:26:53,981 - mmaction - INFO - Epoch [71][200/396] lr: 2.480e-01, eta: 1 day, 12:31:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6917, loss_cls: 2.4192, loss: 2.4192, grad_norm: 1.3408, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0588, loss/aux0: 2.0588 2020-10-19 13:26:54,920 - mmaction - INFO - Epoch [71][200/396] lr: 2.480e-01, eta: 1 day, 12:31:56, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6917, loss_cls: 2.4192, loss: 2.4192, grad_norm: 1.3423, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0653, loss/aux0: 2.0653 2020-10-19 13:27:31,255 - mmaction - INFO - Epoch [71][220/396] lr: 2.480e-01, eta: 1 day, 12:30:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6664, loss_cls: 2.5084, loss: 2.5084, grad_norm: 1.3591, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7719, loss_cls/aux0: 2.0055, loss/aux0: 2.0055 2020-10-19 13:27:32,187 - mmaction - INFO - Epoch [71][220/396] lr: 2.480e-01, eta: 1 day, 12:31:23, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6664, loss_cls: 2.5084, loss: 2.5084, grad_norm: 1.3582, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7727, loss_cls/aux0: 2.0025, loss/aux0: 2.0025 2020-10-19 13:28:08,473 - mmaction - INFO - Epoch [71][240/396] lr: 2.480e-01, eta: 1 day, 12:30:02, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6828, loss_cls: 2.4863, loss: 2.4863, grad_norm: 1.3608, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7737, loss_cls/aux0: 2.0306, loss/aux0: 2.0306 2020-10-19 13:28:09,404 - mmaction - INFO - Epoch [71][240/396] lr: 2.480e-01, eta: 1 day, 12:30:51, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6828, loss_cls: 2.4863, loss: 2.4863, grad_norm: 1.3640, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7719, loss_cls/aux0: 2.0360, loss/aux0: 2.0360 2020-10-19 13:28:45,819 - mmaction - INFO - Epoch [71][260/396] lr: 2.480e-01, eta: 1 day, 12:29:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6701, loss_cls: 2.4877, loss: 2.4877, grad_norm: 1.3490, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9804, loss/aux0: 1.9804 2020-10-19 13:28:46,766 - mmaction - INFO - Epoch [71][260/396] lr: 2.480e-01, eta: 1 day, 12:30:19, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6701, loss_cls: 2.4877, loss: 2.4877, grad_norm: 1.3519, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9643, loss/aux0: 1.9643 2020-10-19 13:29:23,197 - mmaction - INFO - Epoch [71][280/396] lr: 2.480e-01, eta: 1 day, 12:28:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6690, loss_cls: 2.5110, loss: 2.5110, grad_norm: 1.3447, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0495, loss/aux0: 2.0495 2020-10-19 13:29:24,170 - mmaction - INFO - Epoch [71][280/396] lr: 2.480e-01, eta: 1 day, 12:29:47, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6690, loss_cls: 2.5110, loss: 2.5110, grad_norm: 1.3468, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0589, loss/aux0: 2.0589 2020-10-19 13:30:00,434 - mmaction - INFO - Epoch [71][300/396] lr: 2.480e-01, eta: 1 day, 12:28:26, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6690, loss_cls: 2.5536, loss: 2.5536, grad_norm: 1.3774, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0317, loss/aux0: 2.0317 2020-10-19 13:30:01,350 - mmaction - INFO - Epoch [71][300/396] lr: 2.480e-01, eta: 1 day, 12:29:15, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6690, loss_cls: 2.5536, loss: 2.5536, grad_norm: 1.3743, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0378, loss/aux0: 2.0378 2020-10-19 13:30:37,768 - mmaction - INFO - Epoch [71][320/396] lr: 2.480e-01, eta: 1 day, 12:27:54, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6760, loss_cls: 2.4998, loss: 2.4998, grad_norm: 1.3578, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.0786, loss/aux0: 2.0786 2020-10-19 13:30:38,708 - mmaction - INFO - Epoch [71][320/396] lr: 2.480e-01, eta: 1 day, 12:28:42, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6760, loss_cls: 2.4998, loss: 2.4998, grad_norm: 1.3556, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.0665, loss/aux0: 2.0665 2020-10-19 13:31:15,073 - mmaction - INFO - Epoch [71][340/396] lr: 2.480e-01, eta: 1 day, 12:27:21, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6690, loss_cls: 2.5165, loss: 2.5165, grad_norm: 1.3362, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0509, loss/aux0: 2.0509 2020-10-19 13:31:16,006 - mmaction - INFO - Epoch [71][340/396] lr: 2.480e-01, eta: 1 day, 12:28:10, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6690, loss_cls: 2.5165, loss: 2.5165, grad_norm: 1.3334, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0610, loss/aux0: 2.0610 2020-10-19 13:31:52,253 - mmaction - INFO - Epoch [71][360/396] lr: 2.480e-01, eta: 1 day, 12:26:49, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6781, loss_cls: 2.4980, loss: 2.4980, grad_norm: 1.3514, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0485, loss/aux0: 2.0485 2020-10-19 13:31:53,204 - mmaction - INFO - Epoch [71][360/396] lr: 2.480e-01, eta: 1 day, 12:27:38, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6781, loss_cls: 2.4980, loss: 2.4980, grad_norm: 1.3565, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0558, loss/aux0: 2.0558 2020-10-19 13:32:29,518 - mmaction - INFO - Epoch [71][380/396] lr: 2.480e-01, eta: 1 day, 12:26:17, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6872, loss_cls: 2.4490, loss: 2.4490, grad_norm: 1.3904, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0371, loss/aux0: 2.0371 2020-10-19 13:32:30,453 - mmaction - INFO - Epoch [71][380/396] lr: 2.480e-01, eta: 1 day, 12:27:05, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6872, loss_cls: 2.4490, loss: 2.4490, grad_norm: 1.3884, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0267, loss/aux0: 2.0267 2020-10-19 13:36:51,037 - mmaction - INFO - Epoch [72][20/396] lr: 2.466e-01, eta: 1 day, 12:24:01, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6901, loss_cls: 2.4568, loss: 2.4568, grad_norm: 1.3822, top1_acc/aux0: 0.5110, top5_acc/aux0: 0.7629, loss_cls/aux0: 2.0314, loss/aux0: 2.0314 2020-10-19 13:36:51,989 - mmaction - INFO - Epoch [72][20/396] lr: 2.466e-01, eta: 1 day, 12:24:49, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6901, loss_cls: 2.4568, loss: 2.4568, grad_norm: 1.3818, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0368, loss/aux0: 2.0368 2020-10-19 13:37:28,085 - mmaction - INFO - Epoch [72][40/396] lr: 2.466e-01, eta: 1 day, 12:23:28, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6797, loss_cls: 2.4840, loss: 2.4840, grad_norm: 1.3516, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0590, loss/aux0: 2.0590 2020-10-19 13:37:29,038 - mmaction - INFO - Epoch [72][40/396] lr: 2.466e-01, eta: 1 day, 12:24:16, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6797, loss_cls: 2.4840, loss: 2.4840, grad_norm: 1.3604, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0662, loss/aux0: 2.0662 2020-10-19 13:38:05,245 - mmaction - INFO - Epoch [72][60/396] lr: 2.466e-01, eta: 1 day, 12:22:55, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6799, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.3347, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0918, loss/aux0: 2.0918 2020-10-19 13:38:06,171 - mmaction - INFO - Epoch [72][60/396] lr: 2.466e-01, eta: 1 day, 12:23:44, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6799, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.3342, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0884, loss/aux0: 2.0884 2020-10-19 13:38:42,545 - mmaction - INFO - Epoch [72][80/396] lr: 2.466e-01, eta: 1 day, 12:22:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6922, loss_cls: 2.4425, loss: 2.4425, grad_norm: 1.3894, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0727, loss/aux0: 2.0727 2020-10-19 13:38:43,505 - mmaction - INFO - Epoch [72][80/396] lr: 2.466e-01, eta: 1 day, 12:23:12, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6922, loss_cls: 2.4425, loss: 2.4425, grad_norm: 1.3903, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0613, loss/aux0: 2.0613 2020-10-19 13:39:19,680 - mmaction - INFO - Epoch [72][100/396] lr: 2.466e-01, eta: 1 day, 12:21:51, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6911, loss_cls: 2.4091, loss: 2.4091, grad_norm: 1.3548, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.0695, loss/aux0: 2.0695 2020-10-19 13:39:20,611 - mmaction - INFO - Epoch [72][100/396] lr: 2.466e-01, eta: 1 day, 12:22:39, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6911, loss_cls: 2.4091, loss: 2.4091, grad_norm: 1.3523, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.0690, loss/aux0: 2.0690 2020-10-19 13:39:56,936 - mmaction - INFO - Epoch [72][120/396] lr: 2.466e-01, eta: 1 day, 12:21:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6805, loss_cls: 2.4233, loss: 2.4233, grad_norm: 1.3937, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0334, loss/aux0: 2.0334 2020-10-19 13:39:57,868 - mmaction - INFO - Epoch [72][120/396] lr: 2.466e-01, eta: 1 day, 12:22:07, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6805, loss_cls: 2.4233, loss: 2.4233, grad_norm: 1.3840, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0313, loss/aux0: 2.0313 2020-10-19 13:40:34,027 - mmaction - INFO - Epoch [72][140/396] lr: 2.466e-01, eta: 1 day, 12:20:47, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6703, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.3524, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0910, loss/aux0: 2.0910 2020-10-19 13:40:34,962 - mmaction - INFO - Epoch [72][140/396] lr: 2.466e-01, eta: 1 day, 12:21:35, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6703, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.3463, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0855, loss/aux0: 2.0855 2020-10-19 13:41:11,195 - mmaction - INFO - Epoch [72][160/396] lr: 2.466e-01, eta: 1 day, 12:20:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6815, loss_cls: 2.4762, loss: 2.4762, grad_norm: 1.3358, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0295, loss/aux0: 2.0295 2020-10-19 13:41:12,156 - mmaction - INFO - Epoch [72][160/396] lr: 2.466e-01, eta: 1 day, 12:21:03, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6815, loss_cls: 2.4762, loss: 2.4762, grad_norm: 1.3395, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0481, loss/aux0: 2.0481 2020-10-19 13:41:48,460 - mmaction - INFO - Epoch [72][180/396] lr: 2.466e-01, eta: 1 day, 12:19:42, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6797, loss_cls: 2.4668, loss: 2.4668, grad_norm: 1.3395, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0653, loss/aux0: 2.0653 2020-10-19 13:41:49,384 - mmaction - INFO - Epoch [72][180/396] lr: 2.466e-01, eta: 1 day, 12:20:30, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6797, loss_cls: 2.4668, loss: 2.4668, grad_norm: 1.3482, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0630, loss/aux0: 2.0630 2020-10-19 13:42:25,788 - mmaction - INFO - Epoch [72][200/396] lr: 2.466e-01, eta: 1 day, 12:19:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6716, loss_cls: 2.4721, loss: 2.4721, grad_norm: 1.3779, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7643, loss_cls/aux0: 1.9930, loss/aux0: 1.9930 2020-10-19 13:42:26,731 - mmaction - INFO - Epoch [72][200/396] lr: 2.466e-01, eta: 1 day, 12:19:58, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6716, loss_cls: 2.4721, loss: 2.4721, grad_norm: 1.3752, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7633, loss_cls/aux0: 1.9974, loss/aux0: 1.9974 2020-10-19 13:43:02,839 - mmaction - INFO - Epoch [72][220/396] lr: 2.466e-01, eta: 1 day, 12:18:38, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6721, loss_cls: 2.5020, loss: 2.5020, grad_norm: 1.3227, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0420, loss/aux0: 2.0420 2020-10-19 13:43:03,759 - mmaction - INFO - Epoch [72][220/396] lr: 2.466e-01, eta: 1 day, 12:19:26, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6721, loss_cls: 2.5020, loss: 2.5020, grad_norm: 1.3293, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0329, loss/aux0: 2.0329 2020-10-19 13:43:40,012 - mmaction - INFO - Epoch [72][240/396] lr: 2.466e-01, eta: 1 day, 12:18:06, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6792, loss_cls: 2.4944, loss: 2.4944, grad_norm: 1.3758, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0059, loss/aux0: 2.0059 2020-10-19 13:43:40,942 - mmaction - INFO - Epoch [72][240/396] lr: 2.466e-01, eta: 1 day, 12:18:54, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6792, loss_cls: 2.4944, loss: 2.4944, grad_norm: 1.3814, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0152, loss/aux0: 2.0152 2020-10-19 13:44:17,205 - mmaction - INFO - Epoch [72][260/396] lr: 2.466e-01, eta: 1 day, 12:17:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6789, loss_cls: 2.4574, loss: 2.4574, grad_norm: 1.3359, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0760, loss/aux0: 2.0760 2020-10-19 13:44:18,152 - mmaction - INFO - Epoch [72][260/396] lr: 2.466e-01, eta: 1 day, 12:18:22, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6789, loss_cls: 2.4574, loss: 2.4574, grad_norm: 1.3372, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0605, loss/aux0: 2.0605 2020-10-19 13:44:54,542 - mmaction - INFO - Epoch [72][280/396] lr: 2.466e-01, eta: 1 day, 12:17:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6875, loss_cls: 2.4087, loss: 2.4087, grad_norm: 1.3549, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0412, loss/aux0: 2.0412 2020-10-19 13:44:55,492 - mmaction - INFO - Epoch [72][280/396] lr: 2.466e-01, eta: 1 day, 12:17:50, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6875, loss_cls: 2.4087, loss: 2.4087, grad_norm: 1.3537, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0508, loss/aux0: 2.0508 2020-10-19 13:45:31,716 - mmaction - INFO - Epoch [72][300/396] lr: 2.466e-01, eta: 1 day, 12:16:30, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6732, loss_cls: 2.5131, loss: 2.5131, grad_norm: 1.3697, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0485, loss/aux0: 2.0485 2020-10-19 13:45:32,647 - mmaction - INFO - Epoch [72][300/396] lr: 2.466e-01, eta: 1 day, 12:17:18, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6732, loss_cls: 2.5131, loss: 2.5131, grad_norm: 1.3685, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0400, loss/aux0: 2.0400 2020-10-19 13:46:09,140 - mmaction - INFO - Epoch [72][320/396] lr: 2.466e-01, eta: 1 day, 12:15:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6763, loss_cls: 2.5008, loss: 2.5008, grad_norm: 1.3647, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0875, loss/aux0: 2.0875 2020-10-19 13:46:10,074 - mmaction - INFO - Epoch [72][320/396] lr: 2.466e-01, eta: 1 day, 12:16:47, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6763, loss_cls: 2.5008, loss: 2.5008, grad_norm: 1.3614, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0962, loss/aux0: 2.0962 2020-10-19 13:46:46,258 - mmaction - INFO - Epoch [72][340/396] lr: 2.466e-01, eta: 1 day, 12:15:27, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6961, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.3350, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0495, loss/aux0: 2.0495 2020-10-19 13:46:47,209 - mmaction - INFO - Epoch [72][340/396] lr: 2.466e-01, eta: 1 day, 12:16:14, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6961, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.3418, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0518, loss/aux0: 2.0518 2020-10-19 13:47:23,486 - mmaction - INFO - Epoch [72][360/396] lr: 2.466e-01, eta: 1 day, 12:14:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6898, loss_cls: 2.4490, loss: 2.4490, grad_norm: 1.3471, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0313, loss/aux0: 2.0313 2020-10-19 13:47:24,413 - mmaction - INFO - Epoch [72][360/396] lr: 2.466e-01, eta: 1 day, 12:15:42, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6898, loss_cls: 2.4490, loss: 2.4490, grad_norm: 1.3475, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0184, loss/aux0: 2.0184 2020-10-19 13:48:00,698 - mmaction - INFO - Epoch [72][380/396] lr: 2.466e-01, eta: 1 day, 12:14:22, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6815, loss_cls: 2.4936, loss: 2.4936, grad_norm: 1.3605, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9840, loss/aux0: 1.9840 2020-10-19 13:48:01,633 - mmaction - INFO - Epoch [72][380/396] lr: 2.466e-01, eta: 1 day, 12:15:10, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6815, loss_cls: 2.4936, loss: 2.4936, grad_norm: 1.3663, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9812, loss/aux0: 1.9812 2020-10-19 13:48:33,565 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-19 13:50:17,384 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 13:50:17,517 - mmaction - INFO - top1_acc 0.4942 top5_acc 0.7621 2020-10-19 13:50:17,518 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 13:50:17,553 - mmaction - INFO - mean_acc 0.4938 2020-10-19 13:50:17,556 - mmaction - INFO - Epoch(val) [72][396] top1_acc: 0.4942, top5_acc: 0.7621, mean_class_accuracy: 0.4938 2020-10-19 13:54:33,969 - mmaction - INFO - Epoch [73][20/396] lr: 2.452e-01, eta: 1 day, 12:12:08, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6896, loss_cls: 2.3930, loss: 2.3930, grad_norm: 1.3227, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7541, loss_cls/aux0: 2.0648, loss/aux0: 2.0648 2020-10-19 13:54:34,894 - mmaction - INFO - Epoch [73][20/396] lr: 2.452e-01, eta: 1 day, 12:12:55, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6896, loss_cls: 2.3930, loss: 2.3930, grad_norm: 1.3211, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0743, loss/aux0: 2.0743 2020-10-19 13:55:11,064 - mmaction - INFO - Epoch [73][40/396] lr: 2.452e-01, eta: 1 day, 12:11:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.7000, loss_cls: 2.4038, loss: 2.4038, grad_norm: 1.3613, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0691, loss/aux0: 2.0691 2020-10-19 13:55:12,012 - mmaction - INFO - Epoch [73][40/396] lr: 2.452e-01, eta: 1 day, 12:12:23, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4258, top5_acc: 0.7000, loss_cls: 2.4038, loss: 2.4038, grad_norm: 1.3641, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0678, loss/aux0: 2.0678 2020-10-19 13:55:48,511 - mmaction - INFO - Epoch [73][60/396] lr: 2.452e-01, eta: 1 day, 12:11:04, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6763, loss_cls: 2.4621, loss: 2.4621, grad_norm: 1.3393, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.0949, loss/aux0: 2.0949 2020-10-19 13:55:49,444 - mmaction - INFO - Epoch [73][60/396] lr: 2.452e-01, eta: 1 day, 12:11:52, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6763, loss_cls: 2.4621, loss: 2.4621, grad_norm: 1.3411, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.0895, loss/aux0: 2.0895 2020-10-19 13:56:25,605 - mmaction - INFO - Epoch [73][80/396] lr: 2.452e-01, eta: 1 day, 12:10:32, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6768, loss_cls: 2.4685, loss: 2.4685, grad_norm: 1.3218, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0263, loss/aux0: 2.0263 2020-10-19 13:56:26,544 - mmaction - INFO - Epoch [73][80/396] lr: 2.452e-01, eta: 1 day, 12:11:19, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6768, loss_cls: 2.4685, loss: 2.4685, grad_norm: 1.3254, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0192, loss/aux0: 2.0192 2020-10-19 13:57:02,796 - mmaction - INFO - Epoch [73][100/396] lr: 2.452e-01, eta: 1 day, 12:10:00, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6909, loss_cls: 2.4320, loss: 2.4320, grad_norm: 1.3798, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0268, loss/aux0: 2.0268 2020-10-19 13:57:03,724 - mmaction - INFO - Epoch [73][100/396] lr: 2.452e-01, eta: 1 day, 12:10:47, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6909, loss_cls: 2.4320, loss: 2.4320, grad_norm: 1.3902, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0227, loss/aux0: 2.0227 2020-10-19 13:57:40,063 - mmaction - INFO - Epoch [73][120/396] lr: 2.452e-01, eta: 1 day, 12:09:28, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6878, loss_cls: 2.4682, loss: 2.4682, grad_norm: 1.3302, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0381, loss/aux0: 2.0381 2020-10-19 13:57:40,991 - mmaction - INFO - Epoch [73][120/396] lr: 2.452e-01, eta: 1 day, 12:10:15, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6878, loss_cls: 2.4682, loss: 2.4682, grad_norm: 1.3313, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0435, loss/aux0: 2.0435 2020-10-19 13:58:17,419 - mmaction - INFO - Epoch [73][140/396] lr: 2.452e-01, eta: 1 day, 12:08:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6836, loss_cls: 2.4389, loss: 2.4389, grad_norm: 1.3316, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0068, loss/aux0: 2.0068 2020-10-19 13:58:18,369 - mmaction - INFO - Epoch [73][140/396] lr: 2.452e-01, eta: 1 day, 12:09:43, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6836, loss_cls: 2.4389, loss: 2.4389, grad_norm: 1.3386, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0158, loss/aux0: 2.0158 2020-10-19 13:58:54,719 - mmaction - INFO - Epoch [73][160/396] lr: 2.452e-01, eta: 1 day, 12:08:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6802, loss_cls: 2.4630, loss: 2.4630, grad_norm: 1.3849, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0383, loss/aux0: 2.0383 2020-10-19 13:58:55,646 - mmaction - INFO - Epoch [73][160/396] lr: 2.452e-01, eta: 1 day, 12:09:12, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6802, loss_cls: 2.4630, loss: 2.4630, grad_norm: 1.3871, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0302, loss/aux0: 2.0302 2020-10-19 13:59:32,079 - mmaction - INFO - Epoch [73][180/396] lr: 2.452e-01, eta: 1 day, 12:07:52, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6719, loss_cls: 2.5065, loss: 2.5065, grad_norm: 1.3980, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0115, loss/aux0: 2.0115 2020-10-19 13:59:33,021 - mmaction - INFO - Epoch [73][180/396] lr: 2.452e-01, eta: 1 day, 12:08:39, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6719, loss_cls: 2.5065, loss: 2.5065, grad_norm: 1.4001, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0084, loss/aux0: 2.0084 2020-10-19 14:00:09,353 - mmaction - INFO - Epoch [73][200/396] lr: 2.452e-01, eta: 1 day, 12:07:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6901, loss_cls: 2.4526, loss: 2.4526, grad_norm: 1.3580, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0681, loss/aux0: 2.0681 2020-10-19 14:00:10,288 - mmaction - INFO - Epoch [73][200/396] lr: 2.452e-01, eta: 1 day, 12:08:07, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6901, loss_cls: 2.4526, loss: 2.4526, grad_norm: 1.3638, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0728, loss/aux0: 2.0728 2020-10-19 14:00:46,629 - mmaction - INFO - Epoch [73][220/396] lr: 2.452e-01, eta: 1 day, 12:06:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6914, loss_cls: 2.4209, loss: 2.4209, grad_norm: 1.3653, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0503, loss/aux0: 2.0503 2020-10-19 14:00:47,568 - mmaction - INFO - Epoch [73][220/396] lr: 2.452e-01, eta: 1 day, 12:07:35, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6914, loss_cls: 2.4209, loss: 2.4209, grad_norm: 1.3676, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0522, loss/aux0: 2.0522 2020-10-19 14:01:24,042 - mmaction - INFO - Epoch [73][240/396] lr: 2.452e-01, eta: 1 day, 12:06:16, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6734, loss_cls: 2.4834, loss: 2.4834, grad_norm: 1.3603, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0525, loss/aux0: 2.0525 2020-10-19 14:01:24,981 - mmaction - INFO - Epoch [73][240/396] lr: 2.452e-01, eta: 1 day, 12:07:03, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6734, loss_cls: 2.4834, loss: 2.4834, grad_norm: 1.3584, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0491, loss/aux0: 2.0491 2020-10-19 14:02:01,344 - mmaction - INFO - Epoch [73][260/396] lr: 2.452e-01, eta: 1 day, 12:05:43, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6755, loss_cls: 2.4947, loss: 2.4947, grad_norm: 1.3682, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0471, loss/aux0: 2.0471 2020-10-19 14:02:02,278 - mmaction - INFO - Epoch [73][260/396] lr: 2.452e-01, eta: 1 day, 12:06:30, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6755, loss_cls: 2.4947, loss: 2.4947, grad_norm: 1.3634, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0454, loss/aux0: 2.0454 2020-10-19 14:02:38,723 - mmaction - INFO - Epoch [73][280/396] lr: 2.452e-01, eta: 1 day, 12:05:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6578, loss_cls: 2.5699, loss: 2.5699, grad_norm: 1.3600, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0848, loss/aux0: 2.0848 2020-10-19 14:02:39,681 - mmaction - INFO - Epoch [73][280/396] lr: 2.452e-01, eta: 1 day, 12:05:59, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6578, loss_cls: 2.5699, loss: 2.5699, grad_norm: 1.3591, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0875, loss/aux0: 2.0875 2020-10-19 14:03:16,139 - mmaction - INFO - Epoch [73][300/396] lr: 2.452e-01, eta: 1 day, 12:04:40, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6724, loss_cls: 2.5069, loss: 2.5069, grad_norm: 1.3499, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0234, loss/aux0: 2.0234 2020-10-19 14:03:17,076 - mmaction - INFO - Epoch [73][300/396] lr: 2.452e-01, eta: 1 day, 12:05:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6724, loss_cls: 2.5069, loss: 2.5069, grad_norm: 1.3544, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0188, loss/aux0: 2.0188 2020-10-19 14:03:53,591 - mmaction - INFO - Epoch [73][320/396] lr: 2.452e-01, eta: 1 day, 12:04:09, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6839, loss_cls: 2.4730, loss: 2.4730, grad_norm: 1.3881, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0160, loss/aux0: 2.0160 2020-10-19 14:03:54,534 - mmaction - INFO - Epoch [73][320/396] lr: 2.452e-01, eta: 1 day, 12:04:56, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6839, loss_cls: 2.4730, loss: 2.4730, grad_norm: 1.3833, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0216, loss/aux0: 2.0216 2020-10-19 14:04:30,780 - mmaction - INFO - Epoch [73][340/396] lr: 2.452e-01, eta: 1 day, 12:03:37, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6836, loss_cls: 2.4372, loss: 2.4372, grad_norm: 1.3751, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0384, loss/aux0: 2.0384 2020-10-19 14:04:31,732 - mmaction - INFO - Epoch [73][340/396] lr: 2.452e-01, eta: 1 day, 12:04:24, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6836, loss_cls: 2.4372, loss: 2.4372, grad_norm: 1.3766, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0371, loss/aux0: 2.0371 2020-10-19 14:05:08,003 - mmaction - INFO - Epoch [73][360/396] lr: 2.452e-01, eta: 1 day, 12:03:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6797, loss_cls: 2.4642, loss: 2.4642, grad_norm: 1.3968, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0505, loss/aux0: 2.0505 2020-10-19 14:05:08,930 - mmaction - INFO - Epoch [73][360/396] lr: 2.452e-01, eta: 1 day, 12:03:52, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6797, loss_cls: 2.4642, loss: 2.4642, grad_norm: 1.3841, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0386, loss/aux0: 2.0386 2020-10-19 14:05:45,182 - mmaction - INFO - Epoch [73][380/396] lr: 2.452e-01, eta: 1 day, 12:02:32, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6823, loss_cls: 2.4550, loss: 2.4550, grad_norm: 1.3231, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.0518, loss/aux0: 2.0518 2020-10-19 14:05:46,110 - mmaction - INFO - Epoch [73][380/396] lr: 2.452e-01, eta: 1 day, 12:03:19, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6823, loss_cls: 2.4550, loss: 2.4550, grad_norm: 1.3161, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.0489, loss/aux0: 2.0489 2020-10-19 14:10:21,612 - mmaction - INFO - Epoch [74][20/396] lr: 2.437e-01, eta: 1 day, 12:00:20, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6937, loss_cls: 2.4078, loss: 2.4078, grad_norm: 1.3503, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7662, loss_cls/aux0: 2.0212, loss/aux0: 2.0212 2020-10-19 14:10:22,550 - mmaction - INFO - Epoch [74][20/396] lr: 2.437e-01, eta: 1 day, 12:01:06, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6937, loss_cls: 2.4078, loss: 2.4078, grad_norm: 1.3546, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0166, loss/aux0: 2.0166 2020-10-19 14:10:58,995 - mmaction - INFO - Epoch [74][40/396] lr: 2.437e-01, eta: 1 day, 11:59:47, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6820, loss_cls: 2.4440, loss: 2.4440, grad_norm: 1.3327, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0327, loss/aux0: 2.0327 2020-10-19 14:10:59,927 - mmaction - INFO - Epoch [74][40/396] lr: 2.437e-01, eta: 1 day, 12:00:34, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6820, loss_cls: 2.4440, loss: 2.4440, grad_norm: 1.3324, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0430, loss/aux0: 2.0430 2020-10-19 14:11:36,140 - mmaction - INFO - Epoch [74][60/396] lr: 2.437e-01, eta: 1 day, 11:59:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6786, loss_cls: 2.4442, loss: 2.4442, grad_norm: 1.3953, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0408, loss/aux0: 2.0408 2020-10-19 14:11:37,079 - mmaction - INFO - Epoch [74][60/396] lr: 2.437e-01, eta: 1 day, 12:00:02, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6786, loss_cls: 2.4442, loss: 2.4442, grad_norm: 1.3942, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0398, loss/aux0: 2.0398 2020-10-19 14:12:13,180 - mmaction - INFO - Epoch [74][80/396] lr: 2.437e-01, eta: 1 day, 11:58:43, time: 0.923, data_time: 0.001, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6885, loss_cls: 2.4152, loss: 2.4152, grad_norm: 1.3526, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0197, loss/aux0: 2.0197 2020-10-19 14:12:14,137 - mmaction - INFO - Epoch [74][80/396] lr: 2.437e-01, eta: 1 day, 11:59:29, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6885, loss_cls: 2.4152, loss: 2.4152, grad_norm: 1.3488, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0162, loss/aux0: 2.0162 2020-10-19 14:12:50,356 - mmaction - INFO - Epoch [74][100/396] lr: 2.437e-01, eta: 1 day, 11:58:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6771, loss_cls: 2.4826, loss: 2.4826, grad_norm: 1.3532, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0112, loss/aux0: 2.0112 2020-10-19 14:12:51,314 - mmaction - INFO - Epoch [74][100/396] lr: 2.437e-01, eta: 1 day, 11:58:57, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6771, loss_cls: 2.4826, loss: 2.4826, grad_norm: 1.3524, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0178, loss/aux0: 2.0178 2020-10-19 14:13:27,672 - mmaction - INFO - Epoch [74][120/396] lr: 2.437e-01, eta: 1 day, 11:57:38, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6951, loss_cls: 2.3891, loss: 2.3891, grad_norm: 1.3568, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0422, loss/aux0: 2.0422 2020-10-19 14:13:28,592 - mmaction - INFO - Epoch [74][120/396] lr: 2.437e-01, eta: 1 day, 11:58:25, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6951, loss_cls: 2.3891, loss: 2.3891, grad_norm: 1.3633, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0432, loss/aux0: 2.0432 2020-10-19 14:14:04,985 - mmaction - INFO - Epoch [74][140/396] lr: 2.437e-01, eta: 1 day, 11:57:07, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6831, loss_cls: 2.4442, loss: 2.4442, grad_norm: 1.3804, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0308, loss/aux0: 2.0308 2020-10-19 14:14:05,935 - mmaction - INFO - Epoch [74][140/396] lr: 2.437e-01, eta: 1 day, 11:57:53, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6831, loss_cls: 2.4442, loss: 2.4442, grad_norm: 1.3753, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0206, loss/aux0: 2.0206 2020-10-19 14:14:42,154 - mmaction - INFO - Epoch [74][160/396] lr: 2.437e-01, eta: 1 day, 11:56:35, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6815, loss_cls: 2.4588, loss: 2.4588, grad_norm: 1.3620, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0798, loss/aux0: 2.0798 2020-10-19 14:14:43,081 - mmaction - INFO - Epoch [74][160/396] lr: 2.437e-01, eta: 1 day, 11:57:21, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6815, loss_cls: 2.4588, loss: 2.4588, grad_norm: 1.3545, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0785, loss/aux0: 2.0785 2020-10-19 14:15:19,658 - mmaction - INFO - Epoch [74][180/396] lr: 2.437e-01, eta: 1 day, 11:56:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6818, loss_cls: 2.4447, loss: 2.4447, grad_norm: 1.3618, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9161, loss/aux0: 1.9161 2020-10-19 14:15:20,597 - mmaction - INFO - Epoch [74][180/396] lr: 2.437e-01, eta: 1 day, 11:56:50, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6818, loss_cls: 2.4447, loss: 2.4447, grad_norm: 1.3613, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9133, loss/aux0: 1.9133 2020-10-19 14:15:57,100 - mmaction - INFO - Epoch [74][200/396] lr: 2.437e-01, eta: 1 day, 11:55:31, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6695, loss_cls: 2.5089, loss: 2.5089, grad_norm: 1.3392, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0063, loss/aux0: 2.0063 2020-10-19 14:15:58,034 - mmaction - INFO - Epoch [74][200/396] lr: 2.437e-01, eta: 1 day, 11:56:18, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6695, loss_cls: 2.5089, loss: 2.5089, grad_norm: 1.3388, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0129, loss/aux0: 2.0129 2020-10-19 14:16:34,413 - mmaction - INFO - Epoch [74][220/396] lr: 2.437e-01, eta: 1 day, 11:54:59, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6831, loss_cls: 2.5024, loss: 2.5024, grad_norm: 1.3663, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0593, loss/aux0: 2.0593 2020-10-19 14:16:35,389 - mmaction - INFO - Epoch [74][220/396] lr: 2.437e-01, eta: 1 day, 11:55:45, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6831, loss_cls: 2.5024, loss: 2.5024, grad_norm: 1.3631, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0658, loss/aux0: 2.0658 2020-10-19 14:17:11,742 - mmaction - INFO - Epoch [74][240/396] lr: 2.437e-01, eta: 1 day, 11:54:27, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6831, loss_cls: 2.4485, loss: 2.4485, grad_norm: 1.4136, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1209, loss/aux0: 2.1209 2020-10-19 14:17:12,686 - mmaction - INFO - Epoch [74][240/396] lr: 2.437e-01, eta: 1 day, 11:55:13, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6831, loss_cls: 2.4485, loss: 2.4485, grad_norm: 1.4088, top1_acc/aux0: 0.4813, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1143, loss/aux0: 2.1143 2020-10-19 14:17:49,025 - mmaction - INFO - Epoch [74][260/396] lr: 2.437e-01, eta: 1 day, 11:53:55, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6909, loss_cls: 2.4533, loss: 2.4533, grad_norm: 1.3793, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0361, loss/aux0: 2.0361 2020-10-19 14:17:49,954 - mmaction - INFO - Epoch [74][260/396] lr: 2.437e-01, eta: 1 day, 11:54:41, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6909, loss_cls: 2.4533, loss: 2.4533, grad_norm: 1.3858, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0388, loss/aux0: 2.0388 2020-10-19 14:18:26,187 - mmaction - INFO - Epoch [74][280/396] lr: 2.437e-01, eta: 1 day, 11:53:23, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6695, loss_cls: 2.5142, loss: 2.5142, grad_norm: 1.3623, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9693, loss/aux0: 1.9693 2020-10-19 14:18:27,132 - mmaction - INFO - Epoch [74][280/396] lr: 2.437e-01, eta: 1 day, 11:54:08, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6695, loss_cls: 2.5142, loss: 2.5142, grad_norm: 1.3617, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9676, loss/aux0: 1.9676 2020-10-19 14:19:03,452 - mmaction - INFO - Epoch [74][300/396] lr: 2.437e-01, eta: 1 day, 11:52:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6859, loss_cls: 2.4430, loss: 2.4430, grad_norm: 1.3893, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0294, loss/aux0: 2.0294 2020-10-19 14:19:04,394 - mmaction - INFO - Epoch [74][300/396] lr: 2.437e-01, eta: 1 day, 11:53:37, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6859, loss_cls: 2.4430, loss: 2.4430, grad_norm: 1.3897, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0262, loss/aux0: 2.0262 2020-10-19 14:19:40,684 - mmaction - INFO - Epoch [74][320/396] lr: 2.437e-01, eta: 1 day, 11:52:18, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6828, loss_cls: 2.4565, loss: 2.4565, grad_norm: 1.3593, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0280, loss/aux0: 2.0280 2020-10-19 14:19:41,617 - mmaction - INFO - Epoch [74][320/396] lr: 2.437e-01, eta: 1 day, 11:53:04, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6828, loss_cls: 2.4565, loss: 2.4565, grad_norm: 1.3541, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0329, loss/aux0: 2.0329 2020-10-19 14:20:17,968 - mmaction - INFO - Epoch [74][340/396] lr: 2.437e-01, eta: 1 day, 11:51:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6815, loss_cls: 2.4630, loss: 2.4630, grad_norm: 1.3480, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0251, loss/aux0: 2.0251 2020-10-19 14:20:18,907 - mmaction - INFO - Epoch [74][340/396] lr: 2.437e-01, eta: 1 day, 11:52:32, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6815, loss_cls: 2.4630, loss: 2.4630, grad_norm: 1.3481, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0213, loss/aux0: 2.0213 2020-10-19 14:20:55,269 - mmaction - INFO - Epoch [74][360/396] lr: 2.437e-01, eta: 1 day, 11:51:14, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6771, loss_cls: 2.4437, loss: 2.4437, grad_norm: 1.3793, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7729, loss_cls/aux0: 2.0234, loss/aux0: 2.0234 2020-10-19 14:20:56,201 - mmaction - INFO - Epoch [74][360/396] lr: 2.437e-01, eta: 1 day, 11:51:59, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6771, loss_cls: 2.4437, loss: 2.4437, grad_norm: 1.3839, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7716, loss_cls/aux0: 2.0233, loss/aux0: 2.0233 2020-10-19 14:21:32,668 - mmaction - INFO - Epoch [74][380/396] lr: 2.437e-01, eta: 1 day, 11:50:41, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6831, loss_cls: 2.4693, loss: 2.4693, grad_norm: 1.3458, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0358, loss/aux0: 2.0358 2020-10-19 14:21:33,632 - mmaction - INFO - Epoch [74][380/396] lr: 2.437e-01, eta: 1 day, 11:51:27, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6831, loss_cls: 2.4693, loss: 2.4693, grad_norm: 1.3528, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0246, loss/aux0: 2.0246 2020-10-19 14:26:20,800 - mmaction - INFO - Epoch [75][20/396] lr: 2.423e-01, eta: 1 day, 11:48:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6893, loss_cls: 2.4301, loss: 2.4301, grad_norm: 1.3935, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9995, loss/aux0: 1.9995 2020-10-19 14:26:21,716 - mmaction - INFO - Epoch [75][20/396] lr: 2.423e-01, eta: 1 day, 11:49:16, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6893, loss_cls: 2.4301, loss: 2.4301, grad_norm: 1.3970, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9947, loss/aux0: 1.9947 2020-10-19 14:26:58,106 - mmaction - INFO - Epoch [75][40/396] lr: 2.423e-01, eta: 1 day, 11:47:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4331, top5_acc: 0.6992, loss_cls: 2.3993, loss: 2.3993, grad_norm: 1.3579, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0088, loss/aux0: 2.0088 2020-10-19 14:26:59,037 - mmaction - INFO - Epoch [75][40/396] lr: 2.423e-01, eta: 1 day, 11:48:45, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4331, top5_acc: 0.6992, loss_cls: 2.3993, loss: 2.3993, grad_norm: 1.3580, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0167, loss/aux0: 2.0167 2020-10-19 14:27:35,565 - mmaction - INFO - Epoch [75][60/396] lr: 2.423e-01, eta: 1 day, 11:47:27, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6943, loss_cls: 2.3940, loss: 2.3940, grad_norm: 1.3907, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7633, loss_cls/aux0: 1.9888, loss/aux0: 1.9888 2020-10-19 14:27:36,497 - mmaction - INFO - Epoch [75][60/396] lr: 2.423e-01, eta: 1 day, 11:48:13, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6943, loss_cls: 2.3940, loss: 2.3940, grad_norm: 1.3907, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7643, loss_cls/aux0: 1.9874, loss/aux0: 1.9874 2020-10-19 14:28:12,734 - mmaction - INFO - Epoch [75][80/396] lr: 2.423e-01, eta: 1 day, 11:46:55, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6805, loss_cls: 2.4747, loss: 2.4747, grad_norm: 1.3813, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0324, loss/aux0: 2.0324 2020-10-19 14:28:13,685 - mmaction - INFO - Epoch [75][80/396] lr: 2.423e-01, eta: 1 day, 11:47:40, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6805, loss_cls: 2.4747, loss: 2.4747, grad_norm: 1.3855, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0396, loss/aux0: 2.0396 2020-10-19 14:28:49,891 - mmaction - INFO - Epoch [75][100/396] lr: 2.423e-01, eta: 1 day, 11:46:22, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6935, loss_cls: 2.4351, loss: 2.4351, grad_norm: 1.3563, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0020, loss/aux0: 2.0020 2020-10-19 14:28:50,818 - mmaction - INFO - Epoch [75][100/396] lr: 2.423e-01, eta: 1 day, 11:47:08, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6935, loss_cls: 2.4351, loss: 2.4351, grad_norm: 1.3612, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9904, loss/aux0: 1.9904 2020-10-19 14:29:27,385 - mmaction - INFO - Epoch [75][120/396] lr: 2.423e-01, eta: 1 day, 11:45:50, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6792, loss_cls: 2.4305, loss: 2.4305, grad_norm: 1.3426, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0553, loss/aux0: 2.0553 2020-10-19 14:29:28,360 - mmaction - INFO - Epoch [75][120/396] lr: 2.423e-01, eta: 1 day, 11:46:36, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6792, loss_cls: 2.4305, loss: 2.4305, grad_norm: 1.3461, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0666, loss/aux0: 2.0666 2020-10-19 14:30:04,866 - mmaction - INFO - Epoch [75][140/396] lr: 2.423e-01, eta: 1 day, 11:45:19, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6690, loss_cls: 2.4759, loss: 2.4759, grad_norm: 1.4367, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0130, loss/aux0: 2.0130 2020-10-19 14:30:05,802 - mmaction - INFO - Epoch [75][140/396] lr: 2.423e-01, eta: 1 day, 11:46:05, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6690, loss_cls: 2.4759, loss: 2.4759, grad_norm: 1.4442, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0122, loss/aux0: 2.0122 2020-10-19 14:30:42,208 - mmaction - INFO - Epoch [75][160/396] lr: 2.423e-01, eta: 1 day, 11:44:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6789, loss_cls: 2.4573, loss: 2.4573, grad_norm: 1.3823, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0539, loss/aux0: 2.0539 2020-10-19 14:30:43,153 - mmaction - INFO - Epoch [75][160/396] lr: 2.423e-01, eta: 1 day, 11:45:33, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6789, loss_cls: 2.4573, loss: 2.4573, grad_norm: 1.3914, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0573, loss/aux0: 2.0573 2020-10-19 14:31:19,479 - mmaction - INFO - Epoch [75][180/396] lr: 2.423e-01, eta: 1 day, 11:44:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6885, loss_cls: 2.4466, loss: 2.4466, grad_norm: 1.3508, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0705, loss/aux0: 2.0705 2020-10-19 14:31:20,419 - mmaction - INFO - Epoch [75][180/396] lr: 2.423e-01, eta: 1 day, 11:45:01, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6885, loss_cls: 2.4466, loss: 2.4466, grad_norm: 1.3620, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0619, loss/aux0: 2.0619 2020-10-19 14:31:56,737 - mmaction - INFO - Epoch [75][200/396] lr: 2.423e-01, eta: 1 day, 11:43:43, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6706, loss_cls: 2.4959, loss: 2.4959, grad_norm: 1.3591, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0385, loss/aux0: 2.0385 2020-10-19 14:31:57,663 - mmaction - INFO - Epoch [75][200/396] lr: 2.423e-01, eta: 1 day, 11:44:28, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6706, loss_cls: 2.4959, loss: 2.4959, grad_norm: 1.3552, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0325, loss/aux0: 2.0325 2020-10-19 14:32:34,137 - mmaction - INFO - Epoch [75][220/396] lr: 2.423e-01, eta: 1 day, 11:43:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6852, loss_cls: 2.4884, loss: 2.4884, grad_norm: 1.3516, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0378, loss/aux0: 2.0378 2020-10-19 14:32:35,114 - mmaction - INFO - Epoch [75][220/396] lr: 2.423e-01, eta: 1 day, 11:43:57, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6852, loss_cls: 2.4884, loss: 2.4884, grad_norm: 1.3512, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0357, loss/aux0: 2.0357 2020-10-19 14:33:11,386 - mmaction - INFO - Epoch [75][240/396] lr: 2.423e-01, eta: 1 day, 11:42:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7031, loss_cls: 2.3617, loss: 2.3617, grad_norm: 1.3244, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9831, loss/aux0: 1.9831 2020-10-19 14:33:12,334 - mmaction - INFO - Epoch [75][240/396] lr: 2.423e-01, eta: 1 day, 11:43:25, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7031, loss_cls: 2.3617, loss: 2.3617, grad_norm: 1.3256, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9934, loss/aux0: 1.9934 2020-10-19 14:33:48,637 - mmaction - INFO - Epoch [75][260/396] lr: 2.423e-01, eta: 1 day, 11:42:07, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6708, loss_cls: 2.4713, loss: 2.4713, grad_norm: 1.3834, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0988, loss/aux0: 2.0988 2020-10-19 14:33:49,571 - mmaction - INFO - Epoch [75][260/396] lr: 2.423e-01, eta: 1 day, 11:42:52, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6708, loss_cls: 2.4713, loss: 2.4713, grad_norm: 1.3835, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0955, loss/aux0: 2.0955 2020-10-19 14:34:25,831 - mmaction - INFO - Epoch [75][280/396] lr: 2.423e-01, eta: 1 day, 11:41:34, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6859, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.3893, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0393, loss/aux0: 2.0393 2020-10-19 14:34:26,793 - mmaction - INFO - Epoch [75][280/396] lr: 2.423e-01, eta: 1 day, 11:42:19, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6859, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.3895, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0408, loss/aux0: 2.0408 2020-10-19 14:35:03,427 - mmaction - INFO - Epoch [75][300/396] lr: 2.423e-01, eta: 1 day, 11:41:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4154, top5_acc: 0.6745, loss_cls: 2.4627, loss: 2.4627, grad_norm: 1.3149, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9811, loss/aux0: 1.9811 2020-10-19 14:35:04,363 - mmaction - INFO - Epoch [75][300/396] lr: 2.423e-01, eta: 1 day, 11:41:48, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4154, top5_acc: 0.6745, loss_cls: 2.4627, loss: 2.4627, grad_norm: 1.3235, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9770, loss/aux0: 1.9770 2020-10-19 14:35:40,750 - mmaction - INFO - Epoch [75][320/396] lr: 2.423e-01, eta: 1 day, 11:40:31, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6930, loss_cls: 2.4839, loss: 2.4839, grad_norm: 1.3604, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0424, loss/aux0: 2.0424 2020-10-19 14:35:41,683 - mmaction - INFO - Epoch [75][320/396] lr: 2.423e-01, eta: 1 day, 11:41:16, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6930, loss_cls: 2.4839, loss: 2.4839, grad_norm: 1.3659, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0452, loss/aux0: 2.0452 2020-10-19 14:36:18,008 - mmaction - INFO - Epoch [75][340/396] lr: 2.423e-01, eta: 1 day, 11:39:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6937, loss_cls: 2.4107, loss: 2.4107, grad_norm: 1.3612, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9958, loss/aux0: 1.9958 2020-10-19 14:36:18,936 - mmaction - INFO - Epoch [75][340/396] lr: 2.423e-01, eta: 1 day, 11:40:43, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6937, loss_cls: 2.4107, loss: 2.4107, grad_norm: 1.3559, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9927, loss/aux0: 1.9927 2020-10-19 14:36:55,265 - mmaction - INFO - Epoch [75][360/396] lr: 2.423e-01, eta: 1 day, 11:39:26, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6789, loss_cls: 2.4725, loss: 2.4725, grad_norm: 1.3581, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0626, loss/aux0: 2.0626 2020-10-19 14:36:56,217 - mmaction - INFO - Epoch [75][360/396] lr: 2.423e-01, eta: 1 day, 11:40:11, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6789, loss_cls: 2.4725, loss: 2.4725, grad_norm: 1.3560, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0649, loss/aux0: 2.0649 2020-10-19 14:37:32,620 - mmaction - INFO - Epoch [75][380/396] lr: 2.423e-01, eta: 1 day, 11:38:53, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6888, loss_cls: 2.4226, loss: 2.4226, grad_norm: 1.3600, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0375, loss/aux0: 2.0375 2020-10-19 14:37:33,604 - mmaction - INFO - Epoch [75][380/396] lr: 2.423e-01, eta: 1 day, 11:39:38, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6888, loss_cls: 2.4226, loss: 2.4226, grad_norm: 1.3618, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0469, loss/aux0: 2.0469 2020-10-19 14:41:55,807 - mmaction - INFO - Epoch [76][20/396] lr: 2.408e-01, eta: 1 day, 11:36:43, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6940, loss_cls: 2.4140, loss: 2.4140, grad_norm: 1.3724, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0067, loss/aux0: 2.0067 2020-10-19 14:41:56,740 - mmaction - INFO - Epoch [76][20/396] lr: 2.408e-01, eta: 1 day, 11:37:28, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6940, loss_cls: 2.4140, loss: 2.4140, grad_norm: 1.3669, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0122, loss/aux0: 2.0122 2020-10-19 14:42:32,752 - mmaction - INFO - Epoch [76][40/396] lr: 2.408e-01, eta: 1 day, 11:36:11, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6872, loss_cls: 2.4292, loss: 2.4292, grad_norm: 1.3415, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0098, loss/aux0: 2.0098 2020-10-19 14:42:33,691 - mmaction - INFO - Epoch [76][40/396] lr: 2.408e-01, eta: 1 day, 11:36:55, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6872, loss_cls: 2.4292, loss: 2.4292, grad_norm: 1.3400, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0136, loss/aux0: 2.0136 2020-10-19 14:43:10,035 - mmaction - INFO - Epoch [76][60/396] lr: 2.408e-01, eta: 1 day, 11:35:38, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4305, top5_acc: 0.6901, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.4094, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9985, loss/aux0: 1.9985 2020-10-19 14:43:10,980 - mmaction - INFO - Epoch [76][60/396] lr: 2.408e-01, eta: 1 day, 11:36:23, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.4305, top5_acc: 0.6901, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.4090, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9865, loss/aux0: 1.9865 2020-10-19 14:43:47,166 - mmaction - INFO - Epoch [76][80/396] lr: 2.408e-01, eta: 1 day, 11:35:06, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6844, loss_cls: 2.4610, loss: 2.4610, grad_norm: 1.3842, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9941, loss/aux0: 1.9941 2020-10-19 14:43:48,118 - mmaction - INFO - Epoch [76][80/396] lr: 2.408e-01, eta: 1 day, 11:35:51, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6844, loss_cls: 2.4610, loss: 2.4610, grad_norm: 1.3860, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9919, loss/aux0: 1.9919 2020-10-19 14:44:24,440 - mmaction - INFO - Epoch [76][100/396] lr: 2.408e-01, eta: 1 day, 11:34:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6833, loss_cls: 2.4778, loss: 2.4778, grad_norm: 1.3861, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0821, loss/aux0: 2.0821 2020-10-19 14:44:25,375 - mmaction - INFO - Epoch [76][100/396] lr: 2.408e-01, eta: 1 day, 11:35:19, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6833, loss_cls: 2.4778, loss: 2.4778, grad_norm: 1.3773, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0805, loss/aux0: 2.0805 2020-10-19 14:45:01,614 - mmaction - INFO - Epoch [76][120/396] lr: 2.408e-01, eta: 1 day, 11:34:01, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4440, top5_acc: 0.7076, loss_cls: 2.3483, loss: 2.3483, grad_norm: 1.3746, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0174, loss/aux0: 2.0174 2020-10-19 14:45:02,531 - mmaction - INFO - Epoch [76][120/396] lr: 2.408e-01, eta: 1 day, 11:34:46, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4440, top5_acc: 0.7076, loss_cls: 2.3483, loss: 2.3483, grad_norm: 1.3694, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0227, loss/aux0: 2.0227 2020-10-19 14:45:38,758 - mmaction - INFO - Epoch [76][140/396] lr: 2.408e-01, eta: 1 day, 11:33:29, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6878, loss_cls: 2.4255, loss: 2.4255, grad_norm: 1.4035, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0418, loss/aux0: 2.0418 2020-10-19 14:45:39,708 - mmaction - INFO - Epoch [76][140/396] lr: 2.408e-01, eta: 1 day, 11:34:13, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6878, loss_cls: 2.4255, loss: 2.4255, grad_norm: 1.3995, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0541, loss/aux0: 2.0541 2020-10-19 14:46:16,113 - mmaction - INFO - Epoch [76][160/396] lr: 2.408e-01, eta: 1 day, 11:32:56, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6813, loss_cls: 2.4828, loss: 2.4828, grad_norm: 1.3641, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.1012, loss/aux0: 2.1012 2020-10-19 14:46:17,065 - mmaction - INFO - Epoch [76][160/396] lr: 2.408e-01, eta: 1 day, 11:33:40, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6813, loss_cls: 2.4828, loss: 2.4828, grad_norm: 1.3639, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0863, loss/aux0: 2.0863 2020-10-19 14:46:53,331 - mmaction - INFO - Epoch [76][180/396] lr: 2.408e-01, eta: 1 day, 11:32:23, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6836, loss_cls: 2.4204, loss: 2.4204, grad_norm: 1.3775, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9601, loss/aux0: 1.9601 2020-10-19 14:46:54,267 - mmaction - INFO - Epoch [76][180/396] lr: 2.408e-01, eta: 1 day, 11:33:08, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6836, loss_cls: 2.4204, loss: 2.4204, grad_norm: 1.3748, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9546, loss/aux0: 1.9546 2020-10-19 14:47:30,807 - mmaction - INFO - Epoch [76][200/396] lr: 2.408e-01, eta: 1 day, 11:31:51, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6818, loss_cls: 2.4341, loss: 2.4341, grad_norm: 1.3405, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9627, loss/aux0: 1.9627 2020-10-19 14:47:31,760 - mmaction - INFO - Epoch [76][200/396] lr: 2.408e-01, eta: 1 day, 11:32:35, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6818, loss_cls: 2.4341, loss: 2.4341, grad_norm: 1.3425, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9722, loss/aux0: 1.9722 2020-10-19 14:48:08,139 - mmaction - INFO - Epoch [76][220/396] lr: 2.408e-01, eta: 1 day, 11:31:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7086, loss_cls: 2.3151, loss: 2.3151, grad_norm: 1.3836, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0167, loss/aux0: 2.0167 2020-10-19 14:48:09,086 - mmaction - INFO - Epoch [76][220/396] lr: 2.408e-01, eta: 1 day, 11:32:03, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7086, loss_cls: 2.3151, loss: 2.3151, grad_norm: 1.3829, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0102, loss/aux0: 2.0102 2020-10-19 14:48:45,552 - mmaction - INFO - Epoch [76][240/396] lr: 2.408e-01, eta: 1 day, 11:30:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6909, loss_cls: 2.4449, loss: 2.4449, grad_norm: 1.3812, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0106, loss/aux0: 2.0106 2020-10-19 14:48:46,496 - mmaction - INFO - Epoch [76][240/396] lr: 2.408e-01, eta: 1 day, 11:31:31, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6909, loss_cls: 2.4449, loss: 2.4449, grad_norm: 1.3871, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0145, loss/aux0: 2.0145 2020-10-19 14:49:22,692 - mmaction - INFO - Epoch [76][260/396] lr: 2.408e-01, eta: 1 day, 11:30:14, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6781, loss_cls: 2.4289, loss: 2.4289, grad_norm: 1.3807, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9826, loss/aux0: 1.9826 2020-10-19 14:49:23,613 - mmaction - INFO - Epoch [76][260/396] lr: 2.408e-01, eta: 1 day, 11:30:58, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6781, loss_cls: 2.4289, loss: 2.4289, grad_norm: 1.3776, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9799, loss/aux0: 1.9799 2020-10-19 14:50:00,063 - mmaction - INFO - Epoch [76][280/396] lr: 2.408e-01, eta: 1 day, 11:29:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6727, loss_cls: 2.5060, loss: 2.5060, grad_norm: 1.3319, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0142, loss/aux0: 2.0142 2020-10-19 14:50:01,009 - mmaction - INFO - Epoch [76][280/396] lr: 2.408e-01, eta: 1 day, 11:30:26, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6727, loss_cls: 2.5060, loss: 2.5060, grad_norm: 1.3358, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0203, loss/aux0: 2.0203 2020-10-19 14:50:37,316 - mmaction - INFO - Epoch [76][300/396] lr: 2.408e-01, eta: 1 day, 11:29:09, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6880, loss_cls: 2.4233, loss: 2.4233, grad_norm: 1.3908, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0569, loss/aux0: 2.0569 2020-10-19 14:50:38,254 - mmaction - INFO - Epoch [76][300/396] lr: 2.408e-01, eta: 1 day, 11:29:54, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6880, loss_cls: 2.4233, loss: 2.4233, grad_norm: 1.3999, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0612, loss/aux0: 2.0612 2020-10-19 14:51:14,534 - mmaction - INFO - Epoch [76][320/396] lr: 2.408e-01, eta: 1 day, 11:28:37, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.6878, loss_cls: 2.4241, loss: 2.4241, grad_norm: 1.3795, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0144, loss/aux0: 2.0144 2020-10-19 14:51:15,463 - mmaction - INFO - Epoch [76][320/396] lr: 2.408e-01, eta: 1 day, 11:29:21, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4380, top5_acc: 0.6878, loss_cls: 2.4241, loss: 2.4241, grad_norm: 1.3822, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0124, loss/aux0: 2.0124 2020-10-19 14:51:51,879 - mmaction - INFO - Epoch [76][340/396] lr: 2.408e-01, eta: 1 day, 11:28:04, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6888, loss_cls: 2.4011, loss: 2.4011, grad_norm: 1.3685, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0219, loss/aux0: 2.0219 2020-10-19 14:51:52,804 - mmaction - INFO - Epoch [76][340/396] lr: 2.408e-01, eta: 1 day, 11:28:48, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6888, loss_cls: 2.4011, loss: 2.4011, grad_norm: 1.3634, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0179, loss/aux0: 2.0179 2020-10-19 14:52:29,202 - mmaction - INFO - Epoch [76][360/396] lr: 2.408e-01, eta: 1 day, 11:27:32, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6805, loss_cls: 2.4783, loss: 2.4783, grad_norm: 1.3560, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0313, loss/aux0: 2.0313 2020-10-19 14:52:30,160 - mmaction - INFO - Epoch [76][360/396] lr: 2.408e-01, eta: 1 day, 11:28:16, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6805, loss_cls: 2.4783, loss: 2.4783, grad_norm: 1.3582, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0402, loss/aux0: 2.0402 2020-10-19 14:53:06,352 - mmaction - INFO - Epoch [76][380/396] lr: 2.408e-01, eta: 1 day, 11:26:59, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6831, loss_cls: 2.4305, loss: 2.4305, grad_norm: 1.3640, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0574, loss/aux0: 2.0574 2020-10-19 14:53:07,288 - mmaction - INFO - Epoch [76][380/396] lr: 2.408e-01, eta: 1 day, 11:27:44, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6831, loss_cls: 2.4305, loss: 2.4305, grad_norm: 1.3647, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0429, loss/aux0: 2.0429 2020-10-19 14:57:26,168 - mmaction - INFO - Epoch [77][20/396] lr: 2.394e-01, eta: 1 day, 11:24:50, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6979, loss_cls: 2.4076, loss: 2.4076, grad_norm: 1.3777, top1_acc/aux0: 0.5066, top5_acc/aux0: 0.7637, loss_cls/aux0: 2.0263, loss/aux0: 2.0263 2020-10-19 14:57:27,087 - mmaction - INFO - Epoch [77][20/396] lr: 2.394e-01, eta: 1 day, 11:25:34, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6979, loss_cls: 2.4076, loss: 2.4076, grad_norm: 1.3746, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0318, loss/aux0: 2.0318 2020-10-19 14:58:03,292 - mmaction - INFO - Epoch [77][40/396] lr: 2.394e-01, eta: 1 day, 11:24:17, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6917, loss_cls: 2.4213, loss: 2.4213, grad_norm: 1.3982, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0577, loss/aux0: 2.0577 2020-10-19 14:58:04,226 - mmaction - INFO - Epoch [77][40/396] lr: 2.394e-01, eta: 1 day, 11:25:01, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6917, loss_cls: 2.4213, loss: 2.4213, grad_norm: 1.3967, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0434, loss/aux0: 2.0434 2020-10-19 14:58:40,531 - mmaction - INFO - Epoch [77][60/396] lr: 2.394e-01, eta: 1 day, 11:23:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6841, loss_cls: 2.4487, loss: 2.4487, grad_norm: 1.3750, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0002, loss/aux0: 2.0002 2020-10-19 14:58:41,468 - mmaction - INFO - Epoch [77][60/396] lr: 2.394e-01, eta: 1 day, 11:24:29, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6841, loss_cls: 2.4487, loss: 2.4487, grad_norm: 1.3710, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0077, loss/aux0: 2.0077 2020-10-19 14:59:17,917 - mmaction - INFO - Epoch [77][80/396] lr: 2.394e-01, eta: 1 day, 11:23:13, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6812, loss_cls: 2.4399, loss: 2.4399, grad_norm: 1.3556, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9853, loss/aux0: 1.9853 2020-10-19 14:59:18,863 - mmaction - INFO - Epoch [77][80/396] lr: 2.394e-01, eta: 1 day, 11:23:57, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6812, loss_cls: 2.4399, loss: 2.4399, grad_norm: 1.3593, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9786, loss/aux0: 1.9786 2020-10-19 14:59:55,053 - mmaction - INFO - Epoch [77][100/396] lr: 2.394e-01, eta: 1 day, 11:22:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6924, loss_cls: 2.4038, loss: 2.4038, grad_norm: 1.3950, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7591, loss_cls/aux0: 1.9991, loss/aux0: 1.9991 2020-10-19 14:59:56,014 - mmaction - INFO - Epoch [77][100/396] lr: 2.394e-01, eta: 1 day, 11:23:24, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6924, loss_cls: 2.4038, loss: 2.4038, grad_norm: 1.3921, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0125, loss/aux0: 2.0125 2020-10-19 15:00:39,092 - mmaction - INFO - Epoch [77][120/396] lr: 2.394e-01, eta: 1 day, 11:22:08, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4164, top5_acc: 0.6930, loss_cls: 2.4030, loss: 2.4030, grad_norm: 1.3934, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0793, loss/aux0: 2.0793 2020-10-19 15:00:40,102 - mmaction - INFO - Epoch [77][120/396] lr: 2.394e-01, eta: 1 day, 11:22:52, time: 0.933, data_time: 0.009, memory: 8466, top1_acc: 0.4164, top5_acc: 0.6930, loss_cls: 2.4030, loss: 2.4030, grad_norm: 1.3977, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0693, loss/aux0: 2.0693 2020-10-19 15:01:16,433 - mmaction - INFO - Epoch [77][140/396] lr: 2.394e-01, eta: 1 day, 11:21:35, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6768, loss_cls: 2.4861, loss: 2.4861, grad_norm: 1.3843, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0289, loss/aux0: 2.0289 2020-10-19 15:01:17,361 - mmaction - INFO - Epoch [77][140/396] lr: 2.394e-01, eta: 1 day, 11:22:19, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6768, loss_cls: 2.4861, loss: 2.4861, grad_norm: 1.3796, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0268, loss/aux0: 2.0268 2020-10-19 15:01:53,671 - mmaction - INFO - Epoch [77][160/396] lr: 2.394e-01, eta: 1 day, 11:21:03, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6937, loss_cls: 2.3971, loss: 2.3971, grad_norm: 1.3562, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0134, loss/aux0: 2.0134 2020-10-19 15:01:54,604 - mmaction - INFO - Epoch [77][160/396] lr: 2.394e-01, eta: 1 day, 11:21:47, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6937, loss_cls: 2.3971, loss: 2.3971, grad_norm: 1.3614, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0293, loss/aux0: 2.0293 2020-10-19 15:02:30,947 - mmaction - INFO - Epoch [77][180/396] lr: 2.394e-01, eta: 1 day, 11:20:30, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6956, loss_cls: 2.3873, loss: 2.3873, grad_norm: 1.3653, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0361, loss/aux0: 2.0361 2020-10-19 15:02:31,874 - mmaction - INFO - Epoch [77][180/396] lr: 2.394e-01, eta: 1 day, 11:21:14, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6956, loss_cls: 2.3873, loss: 2.3873, grad_norm: 1.3652, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0243, loss/aux0: 2.0243 2020-10-19 15:03:08,419 - mmaction - INFO - Epoch [77][200/396] lr: 2.394e-01, eta: 1 day, 11:19:58, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6818, loss_cls: 2.4761, loss: 2.4761, grad_norm: 1.3946, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0428, loss/aux0: 2.0428 2020-10-19 15:03:09,356 - mmaction - INFO - Epoch [77][200/396] lr: 2.394e-01, eta: 1 day, 11:20:43, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6818, loss_cls: 2.4761, loss: 2.4761, grad_norm: 1.3930, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0459, loss/aux0: 2.0459 2020-10-19 15:03:45,808 - mmaction - INFO - Epoch [77][220/396] lr: 2.394e-01, eta: 1 day, 11:19:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6948, loss_cls: 2.4087, loss: 2.4087, grad_norm: 1.3805, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0339, loss/aux0: 2.0339 2020-10-19 15:03:46,751 - mmaction - INFO - Epoch [77][220/396] lr: 2.394e-01, eta: 1 day, 11:20:10, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6948, loss_cls: 2.4087, loss: 2.4087, grad_norm: 1.3842, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0264, loss/aux0: 2.0264 2020-10-19 15:04:23,171 - mmaction - INFO - Epoch [77][240/396] lr: 2.394e-01, eta: 1 day, 11:18:54, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6932, loss_cls: 2.4000, loss: 2.4000, grad_norm: 1.3721, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0570, loss/aux0: 2.0570 2020-10-19 15:04:24,126 - mmaction - INFO - Epoch [77][240/396] lr: 2.394e-01, eta: 1 day, 11:19:38, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6932, loss_cls: 2.4000, loss: 2.4000, grad_norm: 1.3727, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0647, loss/aux0: 2.0647 2020-10-19 15:05:00,595 - mmaction - INFO - Epoch [77][260/396] lr: 2.394e-01, eta: 1 day, 11:18:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6857, loss_cls: 2.4268, loss: 2.4268, grad_norm: 1.3665, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7589, loss_cls/aux0: 1.9988, loss/aux0: 1.9988 2020-10-19 15:05:01,650 - mmaction - INFO - Epoch [77][260/396] lr: 2.394e-01, eta: 1 day, 11:19:06, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6857, loss_cls: 2.4268, loss: 2.4268, grad_norm: 1.3723, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7612, loss_cls/aux0: 1.9936, loss/aux0: 1.9936 2020-10-19 15:05:38,134 - mmaction - INFO - Epoch [77][280/396] lr: 2.394e-01, eta: 1 day, 11:17:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6940, loss_cls: 2.4172, loss: 2.4172, grad_norm: 1.4050, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0963, loss/aux0: 2.0963 2020-10-19 15:05:39,082 - mmaction - INFO - Epoch [77][280/396] lr: 2.394e-01, eta: 1 day, 11:18:34, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6940, loss_cls: 2.4172, loss: 2.4172, grad_norm: 1.3971, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0991, loss/aux0: 2.0991 2020-10-19 15:06:15,547 - mmaction - INFO - Epoch [77][300/396] lr: 2.394e-01, eta: 1 day, 11:17:19, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6904, loss_cls: 2.4293, loss: 2.4293, grad_norm: 1.3924, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7622, loss_cls/aux0: 1.9981, loss/aux0: 1.9981 2020-10-19 15:06:16,482 - mmaction - INFO - Epoch [77][300/396] lr: 2.394e-01, eta: 1 day, 11:18:02, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6904, loss_cls: 2.4293, loss: 2.4293, grad_norm: 1.4029, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0017, loss/aux0: 2.0017 2020-10-19 15:06:52,988 - mmaction - INFO - Epoch [77][320/396] lr: 2.394e-01, eta: 1 day, 11:16:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4305, top5_acc: 0.7016, loss_cls: 2.3989, loss: 2.3989, grad_norm: 1.3800, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0389, loss/aux0: 2.0389 2020-10-19 15:06:53,923 - mmaction - INFO - Epoch [77][320/396] lr: 2.394e-01, eta: 1 day, 11:17:30, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4305, top5_acc: 0.7016, loss_cls: 2.3989, loss: 2.3989, grad_norm: 1.3856, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0508, loss/aux0: 2.0508 2020-10-19 15:07:30,266 - mmaction - INFO - Epoch [77][340/396] lr: 2.394e-01, eta: 1 day, 11:16:14, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6893, loss_cls: 2.4083, loss: 2.4083, grad_norm: 1.3874, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0692, loss/aux0: 2.0692 2020-10-19 15:07:31,208 - mmaction - INFO - Epoch [77][340/396] lr: 2.394e-01, eta: 1 day, 11:16:58, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6893, loss_cls: 2.4083, loss: 2.4083, grad_norm: 1.3730, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0454, loss/aux0: 2.0454 2020-10-19 15:08:07,488 - mmaction - INFO - Epoch [77][360/396] lr: 2.394e-01, eta: 1 day, 11:15:42, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6768, loss_cls: 2.4682, loss: 2.4682, grad_norm: 1.3759, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9879, loss/aux0: 1.9879 2020-10-19 15:08:08,407 - mmaction - INFO - Epoch [77][360/396] lr: 2.394e-01, eta: 1 day, 11:16:25, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6768, loss_cls: 2.4682, loss: 2.4682, grad_norm: 1.3724, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9869, loss/aux0: 1.9869 2020-10-19 15:08:44,866 - mmaction - INFO - Epoch [77][380/396] lr: 2.394e-01, eta: 1 day, 11:15:10, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6919, loss_cls: 2.4402, loss: 2.4402, grad_norm: 1.3940, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9875, loss/aux0: 1.9875 2020-10-19 15:08:45,807 - mmaction - INFO - Epoch [77][380/396] lr: 2.394e-01, eta: 1 day, 11:15:53, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6919, loss_cls: 2.4402, loss: 2.4402, grad_norm: 1.3953, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9934, loss/aux0: 1.9934 2020-10-19 15:13:24,556 - mmaction - INFO - Epoch [78][20/396] lr: 2.379e-01, eta: 1 day, 11:13:02, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6794, loss_cls: 2.4559, loss: 2.4559, grad_norm: 1.4015, top1_acc/aux0: 0.5225, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9819, loss/aux0: 1.9819 2020-10-19 15:13:25,490 - mmaction - INFO - Epoch [78][20/396] lr: 2.379e-01, eta: 1 day, 11:13:44, time: 0.920, data_time: 0.002, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6794, loss_cls: 2.4559, loss: 2.4559, grad_norm: 1.3939, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9688, loss/aux0: 1.9688 2020-10-19 15:14:01,667 - mmaction - INFO - Epoch [78][40/396] lr: 2.379e-01, eta: 1 day, 11:12:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6867, loss_cls: 2.4300, loss: 2.4300, grad_norm: 1.3975, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0231, loss/aux0: 2.0231 2020-10-19 15:14:02,611 - mmaction - INFO - Epoch [78][40/396] lr: 2.379e-01, eta: 1 day, 11:13:12, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6867, loss_cls: 2.4300, loss: 2.4300, grad_norm: 1.3932, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0387, loss/aux0: 2.0387 2020-10-19 15:14:38,956 - mmaction - INFO - Epoch [78][60/396] lr: 2.379e-01, eta: 1 day, 11:11:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6935, loss_cls: 2.4437, loss: 2.4437, grad_norm: 1.3723, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0281, loss/aux0: 2.0281 2020-10-19 15:14:39,884 - mmaction - INFO - Epoch [78][60/396] lr: 2.379e-01, eta: 1 day, 11:12:40, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6935, loss_cls: 2.4437, loss: 2.4437, grad_norm: 1.3669, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0212, loss/aux0: 2.0212 2020-10-19 15:15:15,921 - mmaction - INFO - Epoch [78][80/396] lr: 2.379e-01, eta: 1 day, 11:11:24, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6867, loss_cls: 2.4388, loss: 2.4388, grad_norm: 1.4012, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9625, loss/aux0: 1.9625 2020-10-19 15:15:16,874 - mmaction - INFO - Epoch [78][80/396] lr: 2.379e-01, eta: 1 day, 11:12:07, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6867, loss_cls: 2.4388, loss: 2.4388, grad_norm: 1.4021, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9702, loss/aux0: 1.9702 2020-10-19 15:15:53,411 - mmaction - INFO - Epoch [78][100/396] lr: 2.379e-01, eta: 1 day, 11:10:52, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6839, loss_cls: 2.4270, loss: 2.4270, grad_norm: 1.3702, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9846, loss/aux0: 1.9846 2020-10-19 15:15:54,347 - mmaction - INFO - Epoch [78][100/396] lr: 2.379e-01, eta: 1 day, 11:11:35, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6839, loss_cls: 2.4270, loss: 2.4270, grad_norm: 1.3742, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9742, loss/aux0: 1.9742 2020-10-19 15:16:30,755 - mmaction - INFO - Epoch [78][120/396] lr: 2.379e-01, eta: 1 day, 11:10:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6865, loss_cls: 2.4083, loss: 2.4083, grad_norm: 1.3681, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9762, loss/aux0: 1.9762 2020-10-19 15:16:31,686 - mmaction - INFO - Epoch [78][120/396] lr: 2.379e-01, eta: 1 day, 11:11:02, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6865, loss_cls: 2.4083, loss: 2.4083, grad_norm: 1.3676, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9970, loss/aux0: 1.9970 2020-10-19 15:17:08,044 - mmaction - INFO - Epoch [78][140/396] lr: 2.379e-01, eta: 1 day, 11:09:47, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4146, top5_acc: 0.6747, loss_cls: 2.4748, loss: 2.4748, grad_norm: 1.3943, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0174, loss/aux0: 2.0174 2020-10-19 15:17:09,008 - mmaction - INFO - Epoch [78][140/396] lr: 2.379e-01, eta: 1 day, 11:10:30, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4146, top5_acc: 0.6747, loss_cls: 2.4748, loss: 2.4748, grad_norm: 1.3950, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0161, loss/aux0: 2.0161 2020-10-19 15:17:45,353 - mmaction - INFO - Epoch [78][160/396] lr: 2.379e-01, eta: 1 day, 11:09:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6784, loss_cls: 2.4915, loss: 2.4915, grad_norm: 1.3759, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0519, loss/aux0: 2.0519 2020-10-19 15:17:46,287 - mmaction - INFO - Epoch [78][160/396] lr: 2.379e-01, eta: 1 day, 11:09:58, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6784, loss_cls: 2.4915, loss: 2.4915, grad_norm: 1.3763, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0478, loss/aux0: 2.0478 2020-10-19 15:18:22,764 - mmaction - INFO - Epoch [78][180/396] lr: 2.379e-01, eta: 1 day, 11:08:43, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6893, loss_cls: 2.4204, loss: 2.4204, grad_norm: 1.3921, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0488, loss/aux0: 2.0488 2020-10-19 15:18:23,694 - mmaction - INFO - Epoch [78][180/396] lr: 2.379e-01, eta: 1 day, 11:09:26, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6893, loss_cls: 2.4204, loss: 2.4204, grad_norm: 1.3931, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0426, loss/aux0: 2.0426 2020-10-19 15:19:00,102 - mmaction - INFO - Epoch [78][200/396] lr: 2.379e-01, eta: 1 day, 11:08:11, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6792, loss_cls: 2.4585, loss: 2.4585, grad_norm: 1.4164, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9811, loss/aux0: 1.9811 2020-10-19 15:19:01,045 - mmaction - INFO - Epoch [78][200/396] lr: 2.379e-01, eta: 1 day, 11:08:53, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6792, loss_cls: 2.4585, loss: 2.4585, grad_norm: 1.4140, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9736, loss/aux0: 1.9736 2020-10-19 15:19:37,483 - mmaction - INFO - Epoch [78][220/396] lr: 2.379e-01, eta: 1 day, 11:07:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6961, loss_cls: 2.4037, loss: 2.4037, grad_norm: 1.3965, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0219, loss/aux0: 2.0219 2020-10-19 15:19:38,416 - mmaction - INFO - Epoch [78][220/396] lr: 2.379e-01, eta: 1 day, 11:08:22, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6961, loss_cls: 2.4037, loss: 2.4037, grad_norm: 1.3895, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0346, loss/aux0: 2.0346 2020-10-19 15:20:14,755 - mmaction - INFO - Epoch [78][240/396] lr: 2.379e-01, eta: 1 day, 11:07:06, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6667, loss_cls: 2.5269, loss: 2.5269, grad_norm: 1.3309, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7721, loss_cls/aux0: 2.0153, loss/aux0: 2.0153 2020-10-19 15:20:15,674 - mmaction - INFO - Epoch [78][240/396] lr: 2.379e-01, eta: 1 day, 11:07:49, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6667, loss_cls: 2.5269, loss: 2.5269, grad_norm: 1.3256, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7750, loss_cls/aux0: 2.0005, loss/aux0: 2.0005 2020-10-19 15:20:51,950 - mmaction - INFO - Epoch [78][260/396] lr: 2.379e-01, eta: 1 day, 11:06:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6763, loss_cls: 2.4609, loss: 2.4609, grad_norm: 1.3885, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9563, loss/aux0: 1.9563 2020-10-19 15:20:52,885 - mmaction - INFO - Epoch [78][260/396] lr: 2.379e-01, eta: 1 day, 11:07:17, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6763, loss_cls: 2.4609, loss: 2.4609, grad_norm: 1.3984, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9780, loss/aux0: 1.9780 2020-10-19 15:21:29,429 - mmaction - INFO - Epoch [78][280/396] lr: 2.379e-01, eta: 1 day, 11:06:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6943, loss_cls: 2.4039, loss: 2.4039, grad_norm: 1.3948, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0671, loss/aux0: 2.0671 2020-10-19 15:21:30,393 - mmaction - INFO - Epoch [78][280/396] lr: 2.379e-01, eta: 1 day, 11:06:44, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6943, loss_cls: 2.4039, loss: 2.4039, grad_norm: 1.3990, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0575, loss/aux0: 2.0575 2020-10-19 15:22:06,762 - mmaction - INFO - Epoch [78][300/396] lr: 2.379e-01, eta: 1 day, 11:05:29, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6836, loss_cls: 2.4330, loss: 2.4330, grad_norm: 1.3649, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0675, loss/aux0: 2.0675 2020-10-19 15:22:07,695 - mmaction - INFO - Epoch [78][300/396] lr: 2.379e-01, eta: 1 day, 11:06:12, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6836, loss_cls: 2.4330, loss: 2.4330, grad_norm: 1.3607, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0621, loss/aux0: 2.0621 2020-10-19 15:22:44,021 - mmaction - INFO - Epoch [78][320/396] lr: 2.379e-01, eta: 1 day, 11:04:57, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6922, loss_cls: 2.4210, loss: 2.4210, grad_norm: 1.3732, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9797, loss/aux0: 1.9797 2020-10-19 15:22:44,952 - mmaction - INFO - Epoch [78][320/396] lr: 2.379e-01, eta: 1 day, 11:05:39, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6922, loss_cls: 2.4210, loss: 2.4210, grad_norm: 1.3739, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9831, loss/aux0: 1.9831 2020-10-19 15:23:21,230 - mmaction - INFO - Epoch [78][340/396] lr: 2.379e-01, eta: 1 day, 11:04:24, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6844, loss_cls: 2.4391, loss: 2.4391, grad_norm: 1.3868, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0592, loss/aux0: 2.0592 2020-10-19 15:23:22,202 - mmaction - INFO - Epoch [78][340/396] lr: 2.379e-01, eta: 1 day, 11:05:06, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6844, loss_cls: 2.4391, loss: 2.4391, grad_norm: 1.3886, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0683, loss/aux0: 2.0683 2020-10-19 15:23:58,550 - mmaction - INFO - Epoch [78][360/396] lr: 2.379e-01, eta: 1 day, 11:03:51, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6870, loss_cls: 2.4026, loss: 2.4026, grad_norm: 1.3771, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0032, loss/aux0: 2.0032 2020-10-19 15:23:59,486 - mmaction - INFO - Epoch [78][360/396] lr: 2.379e-01, eta: 1 day, 11:04:34, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6870, loss_cls: 2.4026, loss: 2.4026, grad_norm: 1.3716, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7531, loss_cls/aux0: 1.9953, loss/aux0: 1.9953 2020-10-19 15:24:35,813 - mmaction - INFO - Epoch [78][380/396] lr: 2.379e-01, eta: 1 day, 11:03:19, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6904, loss_cls: 2.4154, loss: 2.4154, grad_norm: 1.3725, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7727, loss_cls/aux0: 2.0131, loss/aux0: 2.0131 2020-10-19 15:24:36,767 - mmaction - INFO - Epoch [78][380/396] lr: 2.379e-01, eta: 1 day, 11:04:02, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6904, loss_cls: 2.4154, loss: 2.4154, grad_norm: 1.3701, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7737, loss_cls/aux0: 2.0118, loss/aux0: 2.0118 2020-10-19 15:29:14,055 - mmaction - INFO - Epoch [79][20/396] lr: 2.364e-01, eta: 1 day, 11:01:12, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6891, loss_cls: 2.4008, loss: 2.4008, grad_norm: 1.3817, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7621, loss_cls/aux0: 2.0323, loss/aux0: 2.0323 2020-10-19 15:29:14,999 - mmaction - INFO - Epoch [79][20/396] lr: 2.364e-01, eta: 1 day, 11:01:55, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6891, loss_cls: 2.4008, loss: 2.4008, grad_norm: 1.3820, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0442, loss/aux0: 2.0442 2020-10-19 15:29:51,330 - mmaction - INFO - Epoch [79][40/396] lr: 2.364e-01, eta: 1 day, 11:00:40, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6974, loss_cls: 2.3638, loss: 2.3638, grad_norm: 1.3765, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9954, loss/aux0: 1.9954 2020-10-19 15:29:52,291 - mmaction - INFO - Epoch [79][40/396] lr: 2.364e-01, eta: 1 day, 11:01:22, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6974, loss_cls: 2.3638, loss: 2.3638, grad_norm: 1.3720, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9768, loss/aux0: 1.9768 2020-10-19 15:30:28,659 - mmaction - INFO - Epoch [79][60/396] lr: 2.364e-01, eta: 1 day, 11:00:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6742, loss_cls: 2.4932, loss: 2.4932, grad_norm: 1.3968, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0158, loss/aux0: 2.0158 2020-10-19 15:30:29,588 - mmaction - INFO - Epoch [79][60/396] lr: 2.364e-01, eta: 1 day, 11:00:50, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6742, loss_cls: 2.4932, loss: 2.4932, grad_norm: 1.3945, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0179, loss/aux0: 2.0179 2020-10-19 15:31:05,966 - mmaction - INFO - Epoch [79][80/396] lr: 2.364e-01, eta: 1 day, 10:59:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4164, top5_acc: 0.6773, loss_cls: 2.4573, loss: 2.4573, grad_norm: 1.4088, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9798, loss/aux0: 1.9798 2020-10-19 15:31:06,909 - mmaction - INFO - Epoch [79][80/396] lr: 2.364e-01, eta: 1 day, 11:00:18, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4164, top5_acc: 0.6773, loss_cls: 2.4573, loss: 2.4573, grad_norm: 1.4087, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9822, loss/aux0: 1.9822 2020-10-19 15:31:43,243 - mmaction - INFO - Epoch [79][100/396] lr: 2.364e-01, eta: 1 day, 10:59:03, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6797, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.3670, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9848, loss/aux0: 1.9848 2020-10-19 15:31:44,167 - mmaction - INFO - Epoch [79][100/396] lr: 2.364e-01, eta: 1 day, 10:59:46, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6797, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.3600, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9853, loss/aux0: 1.9853 2020-10-19 15:32:20,578 - mmaction - INFO - Epoch [79][120/396] lr: 2.364e-01, eta: 1 day, 10:58:31, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6909, loss_cls: 2.4331, loss: 2.4331, grad_norm: 1.3803, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0130, loss/aux0: 2.0130 2020-10-19 15:32:21,533 - mmaction - INFO - Epoch [79][120/396] lr: 2.364e-01, eta: 1 day, 10:59:13, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6909, loss_cls: 2.4331, loss: 2.4331, grad_norm: 1.3847, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0264, loss/aux0: 2.0264 2020-10-19 15:32:57,722 - mmaction - INFO - Epoch [79][140/396] lr: 2.364e-01, eta: 1 day, 10:57:58, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6922, loss_cls: 2.4437, loss: 2.4437, grad_norm: 1.4026, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9953, loss/aux0: 1.9953 2020-10-19 15:32:58,665 - mmaction - INFO - Epoch [79][140/396] lr: 2.364e-01, eta: 1 day, 10:58:40, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6922, loss_cls: 2.4437, loss: 2.4437, grad_norm: 1.4064, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9842, loss/aux0: 1.9842 2020-10-19 15:33:34,885 - mmaction - INFO - Epoch [79][160/396] lr: 2.364e-01, eta: 1 day, 10:57:26, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6893, loss_cls: 2.4250, loss: 2.4250, grad_norm: 1.3410, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9711, loss/aux0: 1.9711 2020-10-19 15:33:35,831 - mmaction - INFO - Epoch [79][160/396] lr: 2.364e-01, eta: 1 day, 10:58:08, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6893, loss_cls: 2.4250, loss: 2.4250, grad_norm: 1.3488, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9682, loss/aux0: 1.9682 2020-10-19 15:34:12,229 - mmaction - INFO - Epoch [79][180/396] lr: 2.364e-01, eta: 1 day, 10:56:53, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4180, top5_acc: 0.6938, loss_cls: 2.4362, loss: 2.4362, grad_norm: 1.3861, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0050, loss/aux0: 2.0050 2020-10-19 15:34:13,169 - mmaction - INFO - Epoch [79][180/396] lr: 2.364e-01, eta: 1 day, 10:57:35, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4180, top5_acc: 0.6938, loss_cls: 2.4362, loss: 2.4362, grad_norm: 1.3803, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0052, loss/aux0: 2.0052 2020-10-19 15:34:49,614 - mmaction - INFO - Epoch [79][200/396] lr: 2.364e-01, eta: 1 day, 10:56:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6813, loss_cls: 2.4416, loss: 2.4416, grad_norm: 1.3926, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0330, loss/aux0: 2.0330 2020-10-19 15:34:50,543 - mmaction - INFO - Epoch [79][200/396] lr: 2.364e-01, eta: 1 day, 10:57:02, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6813, loss_cls: 2.4416, loss: 2.4416, grad_norm: 1.3977, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0345, loss/aux0: 2.0345 2020-10-19 15:35:26,787 - mmaction - INFO - Epoch [79][220/396] lr: 2.364e-01, eta: 1 day, 10:55:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6831, loss_cls: 2.4600, loss: 2.4600, grad_norm: 1.4281, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9907, loss/aux0: 1.9907 2020-10-19 15:35:27,737 - mmaction - INFO - Epoch [79][220/396] lr: 2.364e-01, eta: 1 day, 10:56:30, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6831, loss_cls: 2.4600, loss: 2.4600, grad_norm: 1.4265, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9769, loss/aux0: 1.9769 2020-10-19 15:36:04,144 - mmaction - INFO - Epoch [79][240/396] lr: 2.364e-01, eta: 1 day, 10:55:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6758, loss_cls: 2.4593, loss: 2.4593, grad_norm: 1.3981, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0016, loss/aux0: 2.0016 2020-10-19 15:36:05,084 - mmaction - INFO - Epoch [79][240/396] lr: 2.364e-01, eta: 1 day, 10:55:58, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6758, loss_cls: 2.4593, loss: 2.4593, grad_norm: 1.3936, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0176, loss/aux0: 2.0176 2020-10-19 15:36:41,564 - mmaction - INFO - Epoch [79][260/396] lr: 2.364e-01, eta: 1 day, 10:54:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6982, loss_cls: 2.3693, loss: 2.3693, grad_norm: 1.4057, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0576, loss/aux0: 2.0576 2020-10-19 15:36:42,506 - mmaction - INFO - Epoch [79][260/396] lr: 2.364e-01, eta: 1 day, 10:55:25, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6982, loss_cls: 2.3693, loss: 2.3693, grad_norm: 1.3951, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0521, loss/aux0: 2.0521 2020-10-19 15:37:18,806 - mmaction - INFO - Epoch [79][280/396] lr: 2.364e-01, eta: 1 day, 10:54:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6820, loss_cls: 2.4414, loss: 2.4414, grad_norm: 1.3889, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0244, loss/aux0: 2.0244 2020-10-19 15:37:19,760 - mmaction - INFO - Epoch [79][280/396] lr: 2.364e-01, eta: 1 day, 10:54:53, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6820, loss_cls: 2.4414, loss: 2.4414, grad_norm: 1.3894, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0339, loss/aux0: 2.0339 2020-10-19 15:37:56,268 - mmaction - INFO - Epoch [79][300/396] lr: 2.364e-01, eta: 1 day, 10:53:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6810, loss_cls: 2.4215, loss: 2.4215, grad_norm: 1.3744, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9666, loss/aux0: 1.9666 2020-10-19 15:37:57,209 - mmaction - INFO - Epoch [79][300/396] lr: 2.364e-01, eta: 1 day, 10:54:21, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6810, loss_cls: 2.4215, loss: 2.4215, grad_norm: 1.3729, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9617, loss/aux0: 1.9617 2020-10-19 15:38:33,737 - mmaction - INFO - Epoch [79][320/396] lr: 2.364e-01, eta: 1 day, 10:53:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6833, loss_cls: 2.4917, loss: 2.4917, grad_norm: 1.4349, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9446, loss/aux0: 1.9446 2020-10-19 15:38:34,685 - mmaction - INFO - Epoch [79][320/396] lr: 2.364e-01, eta: 1 day, 10:53:49, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6833, loss_cls: 2.4917, loss: 2.4917, grad_norm: 1.4329, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9432, loss/aux0: 1.9432 2020-10-19 15:39:11,114 - mmaction - INFO - Epoch [79][340/396] lr: 2.364e-01, eta: 1 day, 10:52:34, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6932, loss_cls: 2.4172, loss: 2.4172, grad_norm: 1.3754, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0137, loss/aux0: 2.0137 2020-10-19 15:39:12,045 - mmaction - INFO - Epoch [79][340/396] lr: 2.364e-01, eta: 1 day, 10:53:16, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6932, loss_cls: 2.4172, loss: 2.4172, grad_norm: 1.3780, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0156, loss/aux0: 2.0156 2020-10-19 15:39:48,378 - mmaction - INFO - Epoch [79][360/396] lr: 2.364e-01, eta: 1 day, 10:52:02, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6771, loss_cls: 2.4830, loss: 2.4830, grad_norm: 1.4324, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0463, loss/aux0: 2.0463 2020-10-19 15:39:49,317 - mmaction - INFO - Epoch [79][360/396] lr: 2.364e-01, eta: 1 day, 10:52:44, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6771, loss_cls: 2.4830, loss: 2.4830, grad_norm: 1.4391, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0506, loss/aux0: 2.0506 2020-10-19 15:40:25,790 - mmaction - INFO - Epoch [79][380/396] lr: 2.364e-01, eta: 1 day, 10:51:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6685, loss_cls: 2.4926, loss: 2.4926, grad_norm: 1.3893, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0442, loss/aux0: 2.0442 2020-10-19 15:40:26,729 - mmaction - INFO - Epoch [79][380/396] lr: 2.364e-01, eta: 1 day, 10:52:11, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6685, loss_cls: 2.4926, loss: 2.4926, grad_norm: 1.3876, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0272, loss/aux0: 2.0272 2020-10-19 15:44:45,133 - mmaction - INFO - Epoch [80][20/396] lr: 2.349e-01, eta: 1 day, 10:49:24, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.7070, loss_cls: 2.3825, loss: 2.3825, grad_norm: 1.3955, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7640, loss_cls/aux0: 2.0410, loss/aux0: 2.0410 2020-10-19 15:44:46,073 - mmaction - INFO - Epoch [80][20/396] lr: 2.349e-01, eta: 1 day, 10:50:05, time: 0.925, data_time: 0.005, memory: 8466, top1_acc: 0.4185, top5_acc: 0.7070, loss_cls: 2.3825, loss: 2.3825, grad_norm: 1.3890, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0330, loss/aux0: 2.0330 2020-10-19 15:45:22,139 - mmaction - INFO - Epoch [80][40/396] lr: 2.349e-01, eta: 1 day, 10:48:51, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6922, loss_cls: 2.4088, loss: 2.4088, grad_norm: 1.3701, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9187, loss/aux0: 1.9187 2020-10-19 15:45:23,075 - mmaction - INFO - Epoch [80][40/396] lr: 2.349e-01, eta: 1 day, 10:49:32, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6922, loss_cls: 2.4088, loss: 2.4088, grad_norm: 1.3696, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9199, loss/aux0: 1.9199 2020-10-19 15:45:59,595 - mmaction - INFO - Epoch [80][60/396] lr: 2.349e-01, eta: 1 day, 10:48:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6862, loss_cls: 2.4161, loss: 2.4161, grad_norm: 1.3966, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0127, loss/aux0: 2.0127 2020-10-19 15:46:00,535 - mmaction - INFO - Epoch [80][60/396] lr: 2.349e-01, eta: 1 day, 10:49:00, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6862, loss_cls: 2.4161, loss: 2.4161, grad_norm: 1.3988, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0178, loss/aux0: 2.0178 2020-10-19 15:46:36,804 - mmaction - INFO - Epoch [80][80/396] lr: 2.349e-01, eta: 1 day, 10:47:46, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6914, loss_cls: 2.4155, loss: 2.4155, grad_norm: 1.3719, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0139, loss/aux0: 2.0139 2020-10-19 15:46:37,722 - mmaction - INFO - Epoch [80][80/396] lr: 2.349e-01, eta: 1 day, 10:48:27, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6914, loss_cls: 2.4155, loss: 2.4155, grad_norm: 1.3712, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0241, loss/aux0: 2.0241 2020-10-19 15:47:14,127 - mmaction - INFO - Epoch [80][100/396] lr: 2.349e-01, eta: 1 day, 10:47:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6911, loss_cls: 2.3987, loss: 2.3987, grad_norm: 1.3842, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9853, loss/aux0: 1.9853 2020-10-19 15:47:15,070 - mmaction - INFO - Epoch [80][100/396] lr: 2.349e-01, eta: 1 day, 10:47:55, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6911, loss_cls: 2.3987, loss: 2.3987, grad_norm: 1.3841, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9600, loss/aux0: 1.9600 2020-10-19 15:47:51,468 - mmaction - INFO - Epoch [80][120/396] lr: 2.349e-01, eta: 1 day, 10:46:41, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6953, loss_cls: 2.3979, loss: 2.3979, grad_norm: 1.3521, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9744, loss/aux0: 1.9744 2020-10-19 15:47:52,409 - mmaction - INFO - Epoch [80][120/396] lr: 2.349e-01, eta: 1 day, 10:47:23, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6953, loss_cls: 2.3979, loss: 2.3979, grad_norm: 1.3542, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9832, loss/aux0: 1.9832 2020-10-19 15:48:28,940 - mmaction - INFO - Epoch [80][140/396] lr: 2.349e-01, eta: 1 day, 10:46:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6839, loss_cls: 2.4258, loss: 2.4258, grad_norm: 1.4140, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0089, loss/aux0: 2.0089 2020-10-19 15:48:29,923 - mmaction - INFO - Epoch [80][140/396] lr: 2.349e-01, eta: 1 day, 10:46:52, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6839, loss_cls: 2.4258, loss: 2.4258, grad_norm: 1.4094, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0108, loss/aux0: 2.0108 2020-10-19 15:49:06,209 - mmaction - INFO - Epoch [80][160/396] lr: 2.349e-01, eta: 1 day, 10:45:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6797, loss_cls: 2.4492, loss: 2.4492, grad_norm: 1.3656, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0212, loss/aux0: 2.0212 2020-10-19 15:49:07,143 - mmaction - INFO - Epoch [80][160/396] lr: 2.349e-01, eta: 1 day, 10:46:20, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6797, loss_cls: 2.4492, loss: 2.4492, grad_norm: 1.3641, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0329, loss/aux0: 2.0329 2020-10-19 15:49:43,522 - mmaction - INFO - Epoch [80][180/396] lr: 2.349e-01, eta: 1 day, 10:45:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6888, loss_cls: 2.4079, loss: 2.4079, grad_norm: 1.4070, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0061, loss/aux0: 2.0061 2020-10-19 15:49:44,447 - mmaction - INFO - Epoch [80][180/396] lr: 2.349e-01, eta: 1 day, 10:45:47, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6888, loss_cls: 2.4079, loss: 2.4079, grad_norm: 1.4021, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7617, loss_cls/aux0: 1.9996, loss/aux0: 1.9996 2020-10-19 15:50:20,756 - mmaction - INFO - Epoch [80][200/396] lr: 2.349e-01, eta: 1 day, 10:44:33, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6786, loss_cls: 2.4301, loss: 2.4301, grad_norm: 1.3786, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0430, loss/aux0: 2.0430 2020-10-19 15:50:21,708 - mmaction - INFO - Epoch [80][200/396] lr: 2.349e-01, eta: 1 day, 10:45:15, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6786, loss_cls: 2.4301, loss: 2.4301, grad_norm: 1.3794, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0531, loss/aux0: 2.0531 2020-10-19 15:50:57,970 - mmaction - INFO - Epoch [80][220/396] lr: 2.349e-01, eta: 1 day, 10:44:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6948, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.3978, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9851, loss/aux0: 1.9851 2020-10-19 15:50:58,934 - mmaction - INFO - Epoch [80][220/396] lr: 2.349e-01, eta: 1 day, 10:44:43, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6948, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.3999, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9668, loss/aux0: 1.9668 2020-10-19 15:51:35,160 - mmaction - INFO - Epoch [80][240/396] lr: 2.349e-01, eta: 1 day, 10:43:28, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6888, loss_cls: 2.4057, loss: 2.4057, grad_norm: 1.3682, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0477, loss/aux0: 2.0477 2020-10-19 15:51:36,106 - mmaction - INFO - Epoch [80][240/396] lr: 2.349e-01, eta: 1 day, 10:44:10, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6888, loss_cls: 2.4057, loss: 2.4057, grad_norm: 1.3666, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0536, loss/aux0: 2.0536 2020-10-19 15:52:12,466 - mmaction - INFO - Epoch [80][260/396] lr: 2.349e-01, eta: 1 day, 10:42:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6940, loss_cls: 2.4384, loss: 2.4384, grad_norm: 1.3569, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0404, loss/aux0: 2.0404 2020-10-19 15:52:13,396 - mmaction - INFO - Epoch [80][260/396] lr: 2.349e-01, eta: 1 day, 10:43:37, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6940, loss_cls: 2.4384, loss: 2.4384, grad_norm: 1.3524, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0431, loss/aux0: 2.0431 2020-10-19 15:52:49,710 - mmaction - INFO - Epoch [80][280/396] lr: 2.349e-01, eta: 1 day, 10:42:23, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6932, loss_cls: 2.4179, loss: 2.4179, grad_norm: 1.3980, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0219, loss/aux0: 2.0219 2020-10-19 15:52:50,627 - mmaction - INFO - Epoch [80][280/396] lr: 2.349e-01, eta: 1 day, 10:43:04, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6932, loss_cls: 2.4179, loss: 2.4179, grad_norm: 1.3970, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0094, loss/aux0: 2.0094 2020-10-19 15:53:27,039 - mmaction - INFO - Epoch [80][300/396] lr: 2.349e-01, eta: 1 day, 10:41:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6940, loss_cls: 2.3972, loss: 2.3972, grad_norm: 1.3984, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9810, loss/aux0: 1.9810 2020-10-19 15:53:27,979 - mmaction - INFO - Epoch [80][300/396] lr: 2.349e-01, eta: 1 day, 10:42:32, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6940, loss_cls: 2.3972, loss: 2.3972, grad_norm: 1.4070, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9814, loss/aux0: 1.9814 2020-10-19 15:54:04,463 - mmaction - INFO - Epoch [80][320/396] lr: 2.349e-01, eta: 1 day, 10:41:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6867, loss_cls: 2.4801, loss: 2.4801, grad_norm: 1.3774, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9573, loss/aux0: 1.9573 2020-10-19 15:54:05,405 - mmaction - INFO - Epoch [80][320/396] lr: 2.349e-01, eta: 1 day, 10:42:00, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6867, loss_cls: 2.4801, loss: 2.4801, grad_norm: 1.3752, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9698, loss/aux0: 1.9698 2020-10-19 15:54:41,676 - mmaction - INFO - Epoch [80][340/396] lr: 2.349e-01, eta: 1 day, 10:40:46, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6779, loss_cls: 2.4660, loss: 2.4660, grad_norm: 1.3758, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0220, loss/aux0: 2.0220 2020-10-19 15:54:42,609 - mmaction - INFO - Epoch [80][340/396] lr: 2.349e-01, eta: 1 day, 10:41:27, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6779, loss_cls: 2.4660, loss: 2.4660, grad_norm: 1.3628, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0168, loss/aux0: 2.0168 2020-10-19 15:55:18,786 - mmaction - INFO - Epoch [80][360/396] lr: 2.349e-01, eta: 1 day, 10:40:14, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6794, loss_cls: 2.4336, loss: 2.4336, grad_norm: 1.3696, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0131, loss/aux0: 2.0131 2020-10-19 15:55:19,741 - mmaction - INFO - Epoch [80][360/396] lr: 2.349e-01, eta: 1 day, 10:40:55, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6794, loss_cls: 2.4336, loss: 2.4336, grad_norm: 1.3659, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0093, loss/aux0: 2.0093 2020-10-19 15:55:56,192 - mmaction - INFO - Epoch [80][380/396] lr: 2.349e-01, eta: 1 day, 10:39:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6839, loss_cls: 2.4888, loss: 2.4888, grad_norm: 1.3932, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0065, loss/aux0: 2.0065 2020-10-19 15:55:57,131 - mmaction - INFO - Epoch [80][380/396] lr: 2.349e-01, eta: 1 day, 10:40:23, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6839, loss_cls: 2.4888, loss: 2.4888, grad_norm: 1.4017, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0251, loss/aux0: 2.0251 2020-10-19 15:56:32,094 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-19 15:58:24,765 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 15:58:24,934 - mmaction - INFO - top1_acc 0.5289 top5_acc 0.7852 2020-10-19 15:58:24,934 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 15:58:24,948 - mmaction - INFO - mean_acc 0.5295 2020-10-19 15:58:24,948 - mmaction - INFO - Now best checkpoint is epoch_80.pth 2020-10-19 15:58:24,976 - mmaction - INFO - Epoch(val) [80][396] top1_acc: 0.5289, top5_acc: 0.7852, mean_class_accuracy: 0.5295 2020-10-19 16:02:27,885 - mmaction - INFO - Epoch [81][20/396] lr: 2.333e-01, eta: 1 day, 10:37:37, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7089, loss_cls: 2.3296, loss: 2.3296, grad_norm: 1.3935, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7585, loss_cls/aux0: 2.0580, loss/aux0: 2.0580 2020-10-19 16:02:28,848 - mmaction - INFO - Epoch [81][20/396] lr: 2.333e-01, eta: 1 day, 10:38:18, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7089, loss_cls: 2.3296, loss: 2.3296, grad_norm: 1.3922, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0580, loss/aux0: 2.0580 2020-10-19 16:03:05,195 - mmaction - INFO - Epoch [81][40/396] lr: 2.333e-01, eta: 1 day, 10:37:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6977, loss_cls: 2.3764, loss: 2.3764, grad_norm: 1.3591, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0392, loss/aux0: 2.0392 2020-10-19 16:03:06,151 - mmaction - INFO - Epoch [81][40/396] lr: 2.333e-01, eta: 1 day, 10:37:45, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6977, loss_cls: 2.3764, loss: 2.3764, grad_norm: 1.3620, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0316, loss/aux0: 2.0316 2020-10-19 16:03:42,505 - mmaction - INFO - Epoch [81][60/396] lr: 2.333e-01, eta: 1 day, 10:36:32, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6979, loss_cls: 2.3726, loss: 2.3726, grad_norm: 1.3788, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0571, loss/aux0: 2.0571 2020-10-19 16:03:43,427 - mmaction - INFO - Epoch [81][60/396] lr: 2.333e-01, eta: 1 day, 10:37:12, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6979, loss_cls: 2.3726, loss: 2.3726, grad_norm: 1.3807, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0606, loss/aux0: 2.0606 2020-10-19 16:04:19,733 - mmaction - INFO - Epoch [81][80/396] lr: 2.333e-01, eta: 1 day, 10:35:59, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6904, loss_cls: 2.4325, loss: 2.4325, grad_norm: 1.3919, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0028, loss/aux0: 2.0028 2020-10-19 16:04:20,679 - mmaction - INFO - Epoch [81][80/396] lr: 2.333e-01, eta: 1 day, 10:36:40, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6904, loss_cls: 2.4325, loss: 2.4325, grad_norm: 1.4033, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0079, loss/aux0: 2.0079 2020-10-19 16:04:57,084 - mmaction - INFO - Epoch [81][100/396] lr: 2.333e-01, eta: 1 day, 10:35:26, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4430, top5_acc: 0.6901, loss_cls: 2.3927, loss: 2.3927, grad_norm: 1.3893, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0095, loss/aux0: 2.0095 2020-10-19 16:04:58,007 - mmaction - INFO - Epoch [81][100/396] lr: 2.333e-01, eta: 1 day, 10:36:07, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4430, top5_acc: 0.6901, loss_cls: 2.3927, loss: 2.3927, grad_norm: 1.3938, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0118, loss/aux0: 2.0118 2020-10-19 16:05:34,421 - mmaction - INFO - Epoch [81][120/396] lr: 2.333e-01, eta: 1 day, 10:34:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6841, loss_cls: 2.4040, loss: 2.4040, grad_norm: 1.3800, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0107, loss/aux0: 2.0107 2020-10-19 16:05:35,360 - mmaction - INFO - Epoch [81][120/396] lr: 2.333e-01, eta: 1 day, 10:35:35, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6841, loss_cls: 2.4040, loss: 2.4040, grad_norm: 1.3774, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0044, loss/aux0: 2.0044 2020-10-19 16:06:11,889 - mmaction - INFO - Epoch [81][140/396] lr: 2.333e-01, eta: 1 day, 10:34:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6885, loss_cls: 2.4247, loss: 2.4247, grad_norm: 1.3338, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0423, loss/aux0: 2.0423 2020-10-19 16:06:12,845 - mmaction - INFO - Epoch [81][140/396] lr: 2.333e-01, eta: 1 day, 10:35:02, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6885, loss_cls: 2.4247, loss: 2.4247, grad_norm: 1.3376, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0445, loss/aux0: 2.0445 2020-10-19 16:06:49,036 - mmaction - INFO - Epoch [81][160/396] lr: 2.333e-01, eta: 1 day, 10:33:49, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6815, loss_cls: 2.4032, loss: 2.4032, grad_norm: 1.4376, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9804, loss/aux0: 1.9804 2020-10-19 16:06:49,998 - mmaction - INFO - Epoch [81][160/396] lr: 2.333e-01, eta: 1 day, 10:34:30, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6815, loss_cls: 2.4032, loss: 2.4032, grad_norm: 1.4364, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9888, loss/aux0: 1.9888 2020-10-19 16:07:26,424 - mmaction - INFO - Epoch [81][180/396] lr: 2.333e-01, eta: 1 day, 10:33:16, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6768, loss_cls: 2.4583, loss: 2.4583, grad_norm: 1.3959, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9614, loss/aux0: 1.9614 2020-10-19 16:07:27,379 - mmaction - INFO - Epoch [81][180/396] lr: 2.333e-01, eta: 1 day, 10:33:57, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6768, loss_cls: 2.4583, loss: 2.4583, grad_norm: 1.3932, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9508, loss/aux0: 1.9508 2020-10-19 16:08:03,870 - mmaction - INFO - Epoch [81][200/396] lr: 2.333e-01, eta: 1 day, 10:32:44, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6823, loss_cls: 2.4481, loss: 2.4481, grad_norm: 1.4248, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0128, loss/aux0: 2.0128 2020-10-19 16:08:04,805 - mmaction - INFO - Epoch [81][200/396] lr: 2.333e-01, eta: 1 day, 10:33:25, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6823, loss_cls: 2.4481, loss: 2.4481, grad_norm: 1.4254, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0108, loss/aux0: 2.0108 2020-10-19 16:08:41,317 - mmaction - INFO - Epoch [81][220/396] lr: 2.333e-01, eta: 1 day, 10:32:12, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6841, loss_cls: 2.4381, loss: 2.4381, grad_norm: 1.3888, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0142, loss/aux0: 2.0142 2020-10-19 16:08:42,283 - mmaction - INFO - Epoch [81][220/396] lr: 2.333e-01, eta: 1 day, 10:32:52, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6841, loss_cls: 2.4381, loss: 2.4381, grad_norm: 1.3917, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0226, loss/aux0: 2.0226 2020-10-19 16:09:18,762 - mmaction - INFO - Epoch [81][240/396] lr: 2.333e-01, eta: 1 day, 10:31:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6951, loss_cls: 2.3845, loss: 2.3845, grad_norm: 1.4043, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0078, loss/aux0: 2.0078 2020-10-19 16:09:19,699 - mmaction - INFO - Epoch [81][240/396] lr: 2.333e-01, eta: 1 day, 10:32:20, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6951, loss_cls: 2.3845, loss: 2.3845, grad_norm: 1.4090, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0125, loss/aux0: 2.0125 2020-10-19 16:09:56,119 - mmaction - INFO - Epoch [81][260/396] lr: 2.333e-01, eta: 1 day, 10:31:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6792, loss_cls: 2.4624, loss: 2.4624, grad_norm: 1.3635, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0535, loss/aux0: 2.0535 2020-10-19 16:09:57,033 - mmaction - INFO - Epoch [81][260/396] lr: 2.333e-01, eta: 1 day, 10:31:47, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6792, loss_cls: 2.4624, loss: 2.4624, grad_norm: 1.3698, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0404, loss/aux0: 2.0404 2020-10-19 16:10:33,649 - mmaction - INFO - Epoch [81][280/396] lr: 2.333e-01, eta: 1 day, 10:30:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6956, loss_cls: 2.3889, loss: 2.3889, grad_norm: 1.3661, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9969, loss/aux0: 1.9969 2020-10-19 16:10:34,591 - mmaction - INFO - Epoch [81][280/396] lr: 2.333e-01, eta: 1 day, 10:31:15, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6956, loss_cls: 2.3889, loss: 2.3889, grad_norm: 1.3630, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9928, loss/aux0: 1.9928 2020-10-19 16:11:10,957 - mmaction - INFO - Epoch [81][300/396] lr: 2.333e-01, eta: 1 day, 10:30:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6953, loss_cls: 2.3807, loss: 2.3807, grad_norm: 1.4188, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0031, loss/aux0: 2.0031 2020-10-19 16:11:11,886 - mmaction - INFO - Epoch [81][300/396] lr: 2.333e-01, eta: 1 day, 10:30:43, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6953, loss_cls: 2.3807, loss: 2.3807, grad_norm: 1.4190, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0132, loss/aux0: 2.0132 2020-10-19 16:11:48,344 - mmaction - INFO - Epoch [81][320/396] lr: 2.333e-01, eta: 1 day, 10:29:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6888, loss_cls: 2.3987, loss: 2.3987, grad_norm: 1.3911, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9208, loss/aux0: 1.9208 2020-10-19 16:11:49,265 - mmaction - INFO - Epoch [81][320/396] lr: 2.333e-01, eta: 1 day, 10:30:11, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6888, loss_cls: 2.3987, loss: 2.3987, grad_norm: 1.4014, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9297, loss/aux0: 1.9297 2020-10-19 16:12:25,826 - mmaction - INFO - Epoch [81][340/396] lr: 2.333e-01, eta: 1 day, 10:28:58, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6823, loss_cls: 2.4131, loss: 2.4131, grad_norm: 1.4005, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0318, loss/aux0: 2.0318 2020-10-19 16:12:26,766 - mmaction - INFO - Epoch [81][340/396] lr: 2.333e-01, eta: 1 day, 10:29:38, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6823, loss_cls: 2.4131, loss: 2.4131, grad_norm: 1.4015, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0194, loss/aux0: 2.0194 2020-10-19 16:13:03,134 - mmaction - INFO - Epoch [81][360/396] lr: 2.333e-01, eta: 1 day, 10:28:25, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4154, top5_acc: 0.6893, loss_cls: 2.4556, loss: 2.4556, grad_norm: 1.3917, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9965, loss/aux0: 1.9965 2020-10-19 16:13:04,091 - mmaction - INFO - Epoch [81][360/396] lr: 2.333e-01, eta: 1 day, 10:29:06, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4154, top5_acc: 0.6893, loss_cls: 2.4556, loss: 2.4556, grad_norm: 1.3920, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9876, loss/aux0: 1.9876 2020-10-19 16:13:40,583 - mmaction - INFO - Epoch [81][380/396] lr: 2.333e-01, eta: 1 day, 10:27:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6773, loss_cls: 2.4839, loss: 2.4839, grad_norm: 1.4209, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0105, loss/aux0: 2.0105 2020-10-19 16:13:41,534 - mmaction - INFO - Epoch [81][380/396] lr: 2.333e-01, eta: 1 day, 10:28:34, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6773, loss_cls: 2.4839, loss: 2.4839, grad_norm: 1.4135, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0137, loss/aux0: 2.0137 2020-10-19 16:18:16,162 - mmaction - INFO - Epoch [82][20/396] lr: 2.318e-01, eta: 1 day, 10:25:50, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6935, loss_cls: 2.3625, loss: 2.3625, grad_norm: 1.3815, top1_acc/aux0: 0.5093, top5_acc/aux0: 0.7675, loss_cls/aux0: 1.9881, loss/aux0: 1.9881 2020-10-19 16:18:17,094 - mmaction - INFO - Epoch [82][20/396] lr: 2.318e-01, eta: 1 day, 10:26:30, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6935, loss_cls: 2.3625, loss: 2.3625, grad_norm: 1.3869, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0021, loss/aux0: 2.0021 2020-10-19 16:18:53,313 - mmaction - INFO - Epoch [82][40/396] lr: 2.318e-01, eta: 1 day, 10:25:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4245, top5_acc: 0.7018, loss_cls: 2.3879, loss: 2.3879, grad_norm: 1.3894, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0276, loss/aux0: 2.0276 2020-10-19 16:18:54,235 - mmaction - INFO - Epoch [82][40/396] lr: 2.318e-01, eta: 1 day, 10:25:58, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4245, top5_acc: 0.7018, loss_cls: 2.3879, loss: 2.3879, grad_norm: 1.3891, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0172, loss/aux0: 2.0172 2020-10-19 16:19:30,332 - mmaction - INFO - Epoch [82][60/396] lr: 2.318e-01, eta: 1 day, 10:24:45, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4320, top5_acc: 0.6935, loss_cls: 2.3827, loss: 2.3827, grad_norm: 1.4167, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9711, loss/aux0: 1.9711 2020-10-19 16:19:31,274 - mmaction - INFO - Epoch [82][60/396] lr: 2.318e-01, eta: 1 day, 10:25:25, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4320, top5_acc: 0.6935, loss_cls: 2.3827, loss: 2.3827, grad_norm: 1.4154, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9664, loss/aux0: 1.9664 2020-10-19 16:20:07,535 - mmaction - INFO - Epoch [82][80/396] lr: 2.318e-01, eta: 1 day, 10:24:12, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6990, loss_cls: 2.4127, loss: 2.4127, grad_norm: 1.3874, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9496, loss/aux0: 1.9496 2020-10-19 16:20:08,472 - mmaction - INFO - Epoch [82][80/396] lr: 2.318e-01, eta: 1 day, 10:24:52, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6990, loss_cls: 2.4127, loss: 2.4127, grad_norm: 1.3899, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9406, loss/aux0: 1.9406 2020-10-19 16:20:44,731 - mmaction - INFO - Epoch [82][100/396] lr: 2.318e-01, eta: 1 day, 10:23:39, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6987, loss_cls: 2.3486, loss: 2.3486, grad_norm: 1.3941, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0384, loss/aux0: 2.0384 2020-10-19 16:20:45,657 - mmaction - INFO - Epoch [82][100/396] lr: 2.318e-01, eta: 1 day, 10:24:19, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6987, loss_cls: 2.3486, loss: 2.3486, grad_norm: 1.3887, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0533, loss/aux0: 2.0533 2020-10-19 16:21:22,108 - mmaction - INFO - Epoch [82][120/396] lr: 2.318e-01, eta: 1 day, 10:23:07, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6891, loss_cls: 2.4114, loss: 2.4114, grad_norm: 1.4113, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9980, loss/aux0: 1.9980 2020-10-19 16:21:23,040 - mmaction - INFO - Epoch [82][120/396] lr: 2.318e-01, eta: 1 day, 10:23:47, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6891, loss_cls: 2.4114, loss: 2.4114, grad_norm: 1.4150, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9913, loss/aux0: 1.9913 2020-10-19 16:21:59,516 - mmaction - INFO - Epoch [82][140/396] lr: 2.318e-01, eta: 1 day, 10:22:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7010, loss_cls: 2.3729, loss: 2.3729, grad_norm: 1.4187, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0365, loss/aux0: 2.0365 2020-10-19 16:22:00,481 - mmaction - INFO - Epoch [82][140/396] lr: 2.318e-01, eta: 1 day, 10:23:14, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7010, loss_cls: 2.3729, loss: 2.3729, grad_norm: 1.4172, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0386, loss/aux0: 2.0386 2020-10-19 16:22:36,943 - mmaction - INFO - Epoch [82][160/396] lr: 2.318e-01, eta: 1 day, 10:22:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6794, loss_cls: 2.4713, loss: 2.4713, grad_norm: 1.3740, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0175, loss/aux0: 2.0175 2020-10-19 16:22:37,881 - mmaction - INFO - Epoch [82][160/396] lr: 2.318e-01, eta: 1 day, 10:22:42, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6794, loss_cls: 2.4713, loss: 2.4713, grad_norm: 1.3828, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0309, loss/aux0: 2.0309 2020-10-19 16:23:14,204 - mmaction - INFO - Epoch [82][180/396] lr: 2.318e-01, eta: 1 day, 10:21:30, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6841, loss_cls: 2.4321, loss: 2.4321, grad_norm: 1.4003, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0516, loss/aux0: 2.0516 2020-10-19 16:23:15,144 - mmaction - INFO - Epoch [82][180/396] lr: 2.318e-01, eta: 1 day, 10:22:09, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6841, loss_cls: 2.4321, loss: 2.4321, grad_norm: 1.4057, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0427, loss/aux0: 2.0427 2020-10-19 16:23:51,590 - mmaction - INFO - Epoch [82][200/396] lr: 2.318e-01, eta: 1 day, 10:20:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6906, loss_cls: 2.4224, loss: 2.4224, grad_norm: 1.4156, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9729, loss/aux0: 1.9729 2020-10-19 16:23:52,518 - mmaction - INFO - Epoch [82][200/396] lr: 2.318e-01, eta: 1 day, 10:21:37, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6906, loss_cls: 2.4224, loss: 2.4224, grad_norm: 1.4145, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9678, loss/aux0: 1.9678 2020-10-19 16:24:28,959 - mmaction - INFO - Epoch [82][220/396] lr: 2.318e-01, eta: 1 day, 10:20:25, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6888, loss_cls: 2.4214, loss: 2.4214, grad_norm: 1.4172, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9823, loss/aux0: 1.9823 2020-10-19 16:24:29,971 - mmaction - INFO - Epoch [82][220/396] lr: 2.318e-01, eta: 1 day, 10:21:05, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6888, loss_cls: 2.4214, loss: 2.4214, grad_norm: 1.4198, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9872, loss/aux0: 1.9872 2020-10-19 16:25:06,613 - mmaction - INFO - Epoch [82][240/396] lr: 2.318e-01, eta: 1 day, 10:19:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6846, loss_cls: 2.4191, loss: 2.4191, grad_norm: 1.4084, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9397, loss/aux0: 1.9397 2020-10-19 16:25:07,563 - mmaction - INFO - Epoch [82][240/396] lr: 2.318e-01, eta: 1 day, 10:20:33, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6846, loss_cls: 2.4191, loss: 2.4191, grad_norm: 1.4012, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9282, loss/aux0: 1.9282 2020-10-19 16:25:43,859 - mmaction - INFO - Epoch [82][260/396] lr: 2.318e-01, eta: 1 day, 10:19:21, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6969, loss_cls: 2.3791, loss: 2.3791, grad_norm: 1.4124, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9730, loss/aux0: 1.9730 2020-10-19 16:25:44,787 - mmaction - INFO - Epoch [82][260/396] lr: 2.318e-01, eta: 1 day, 10:20:01, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6969, loss_cls: 2.3791, loss: 2.3791, grad_norm: 1.4119, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9776, loss/aux0: 1.9776 2020-10-19 16:26:21,197 - mmaction - INFO - Epoch [82][280/396] lr: 2.318e-01, eta: 1 day, 10:18:48, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6802, loss_cls: 2.4659, loss: 2.4659, grad_norm: 1.4116, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0446, loss/aux0: 2.0446 2020-10-19 16:26:22,121 - mmaction - INFO - Epoch [82][280/396] lr: 2.318e-01, eta: 1 day, 10:19:28, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6802, loss_cls: 2.4659, loss: 2.4659, grad_norm: 1.4115, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0410, loss/aux0: 2.0410 2020-10-19 16:26:58,429 - mmaction - INFO - Epoch [82][300/396] lr: 2.318e-01, eta: 1 day, 10:18:15, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6818, loss_cls: 2.4411, loss: 2.4411, grad_norm: 1.3647, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0427, loss/aux0: 2.0427 2020-10-19 16:26:59,363 - mmaction - INFO - Epoch [82][300/396] lr: 2.318e-01, eta: 1 day, 10:18:55, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6818, loss_cls: 2.4411, loss: 2.4411, grad_norm: 1.3706, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0529, loss/aux0: 2.0529 2020-10-19 16:27:35,636 - mmaction - INFO - Epoch [82][320/396] lr: 2.318e-01, eta: 1 day, 10:17:42, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6875, loss_cls: 2.4407, loss: 2.4407, grad_norm: 1.4286, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0363, loss/aux0: 2.0363 2020-10-19 16:27:36,560 - mmaction - INFO - Epoch [82][320/396] lr: 2.318e-01, eta: 1 day, 10:18:22, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6875, loss_cls: 2.4407, loss: 2.4407, grad_norm: 1.4211, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0296, loss/aux0: 2.0296 2020-10-19 16:28:13,037 - mmaction - INFO - Epoch [82][340/396] lr: 2.318e-01, eta: 1 day, 10:17:09, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6826, loss_cls: 2.4669, loss: 2.4669, grad_norm: 1.3829, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9788, loss/aux0: 1.9788 2020-10-19 16:28:14,006 - mmaction - INFO - Epoch [82][340/396] lr: 2.318e-01, eta: 1 day, 10:17:49, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6826, loss_cls: 2.4669, loss: 2.4669, grad_norm: 1.3843, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9847, loss/aux0: 1.9847 2020-10-19 16:28:50,325 - mmaction - INFO - Epoch [82][360/396] lr: 2.318e-01, eta: 1 day, 10:16:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6906, loss_cls: 2.4065, loss: 2.4065, grad_norm: 1.4310, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9741, loss/aux0: 1.9741 2020-10-19 16:28:51,271 - mmaction - INFO - Epoch [82][360/396] lr: 2.318e-01, eta: 1 day, 10:17:16, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6906, loss_cls: 2.4065, loss: 2.4065, grad_norm: 1.4314, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9619, loss/aux0: 1.9619 2020-10-19 16:29:27,580 - mmaction - INFO - Epoch [82][380/396] lr: 2.318e-01, eta: 1 day, 10:16:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6779, loss_cls: 2.4853, loss: 2.4853, grad_norm: 1.3877, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9926, loss/aux0: 1.9926 2020-10-19 16:29:28,520 - mmaction - INFO - Epoch [82][380/396] lr: 2.318e-01, eta: 1 day, 10:16:44, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6779, loss_cls: 2.4853, loss: 2.4853, grad_norm: 1.3952, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9883, loss/aux0: 1.9883 2020-10-19 16:34:05,645 - mmaction - INFO - Epoch [83][20/396] lr: 2.302e-01, eta: 1 day, 10:14:02, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6898, loss_cls: 2.4125, loss: 2.4125, grad_norm: 1.4106, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7577, loss_cls/aux0: 2.0096, loss/aux0: 2.0096 2020-10-19 16:34:06,604 - mmaction - INFO - Epoch [83][20/396] lr: 2.302e-01, eta: 1 day, 10:14:41, time: 0.924, data_time: 0.005, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6898, loss_cls: 2.4125, loss: 2.4125, grad_norm: 1.4067, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0136, loss/aux0: 2.0136 2020-10-19 16:34:43,176 - mmaction - INFO - Epoch [83][40/396] lr: 2.302e-01, eta: 1 day, 10:13:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6927, loss_cls: 2.4044, loss: 2.4044, grad_norm: 1.3799, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9491, loss/aux0: 1.9491 2020-10-19 16:34:44,108 - mmaction - INFO - Epoch [83][40/396] lr: 2.302e-01, eta: 1 day, 10:14:09, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6927, loss_cls: 2.4044, loss: 2.4044, grad_norm: 1.3796, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9468, loss/aux0: 1.9468 2020-10-19 16:35:20,450 - mmaction - INFO - Epoch [83][60/396] lr: 2.302e-01, eta: 1 day, 10:12:57, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7013, loss_cls: 2.3584, loss: 2.3584, grad_norm: 1.3870, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0451, loss/aux0: 2.0451 2020-10-19 16:35:21,391 - mmaction - INFO - Epoch [83][60/396] lr: 2.302e-01, eta: 1 day, 10:13:36, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7013, loss_cls: 2.3584, loss: 2.3584, grad_norm: 1.3947, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0467, loss/aux0: 2.0467 2020-10-19 16:35:57,680 - mmaction - INFO - Epoch [83][80/396] lr: 2.302e-01, eta: 1 day, 10:12:24, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6875, loss_cls: 2.3878, loss: 2.3878, grad_norm: 1.3980, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9866, loss/aux0: 1.9866 2020-10-19 16:35:58,602 - mmaction - INFO - Epoch [83][80/396] lr: 2.302e-01, eta: 1 day, 10:13:03, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6875, loss_cls: 2.3878, loss: 2.3878, grad_norm: 1.3984, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9779, loss/aux0: 1.9779 2020-10-19 16:36:34,804 - mmaction - INFO - Epoch [83][100/396] lr: 2.302e-01, eta: 1 day, 10:11:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6826, loss_cls: 2.4461, loss: 2.4461, grad_norm: 1.3998, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9589, loss/aux0: 1.9589 2020-10-19 16:36:35,750 - mmaction - INFO - Epoch [83][100/396] lr: 2.302e-01, eta: 1 day, 10:12:31, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6826, loss_cls: 2.4461, loss: 2.4461, grad_norm: 1.3964, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9556, loss/aux0: 1.9556 2020-10-19 16:37:11,975 - mmaction - INFO - Epoch [83][120/396] lr: 2.302e-01, eta: 1 day, 10:11:19, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6982, loss_cls: 2.3945, loss: 2.3945, grad_norm: 1.4031, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9574, loss/aux0: 1.9574 2020-10-19 16:37:12,910 - mmaction - INFO - Epoch [83][120/396] lr: 2.302e-01, eta: 1 day, 10:11:58, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6982, loss_cls: 2.3945, loss: 2.3945, grad_norm: 1.4000, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9719, loss/aux0: 1.9719 2020-10-19 16:37:49,224 - mmaction - INFO - Epoch [83][140/396] lr: 2.302e-01, eta: 1 day, 10:10:46, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6862, loss_cls: 2.4132, loss: 2.4132, grad_norm: 1.4216, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9805, loss/aux0: 1.9805 2020-10-19 16:37:50,147 - mmaction - INFO - Epoch [83][140/396] lr: 2.302e-01, eta: 1 day, 10:11:25, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6862, loss_cls: 2.4132, loss: 2.4132, grad_norm: 1.4085, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9637, loss/aux0: 1.9637 2020-10-19 16:38:26,587 - mmaction - INFO - Epoch [83][160/396] lr: 2.302e-01, eta: 1 day, 10:10:13, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6919, loss_cls: 2.4138, loss: 2.4138, grad_norm: 1.4569, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7716, loss_cls/aux0: 2.0096, loss/aux0: 2.0096 2020-10-19 16:38:27,529 - mmaction - INFO - Epoch [83][160/396] lr: 2.302e-01, eta: 1 day, 10:10:52, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6919, loss_cls: 2.4138, loss: 2.4138, grad_norm: 1.4555, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0218, loss/aux0: 2.0218 2020-10-19 16:39:03,861 - mmaction - INFO - Epoch [83][180/396] lr: 2.302e-01, eta: 1 day, 10:09:40, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4367, top5_acc: 0.6880, loss_cls: 2.4086, loss: 2.4086, grad_norm: 1.3781, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0276, loss/aux0: 2.0276 2020-10-19 16:39:04,807 - mmaction - INFO - Epoch [83][180/396] lr: 2.302e-01, eta: 1 day, 10:10:19, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4367, top5_acc: 0.6880, loss_cls: 2.4086, loss: 2.4086, grad_norm: 1.3796, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0126, loss/aux0: 2.0126 2020-10-19 16:39:41,219 - mmaction - INFO - Epoch [83][200/396] lr: 2.302e-01, eta: 1 day, 10:09:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6768, loss_cls: 2.4395, loss: 2.4395, grad_norm: 1.4081, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9810, loss/aux0: 1.9810 2020-10-19 16:39:42,165 - mmaction - INFO - Epoch [83][200/396] lr: 2.302e-01, eta: 1 day, 10:09:46, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6768, loss_cls: 2.4395, loss: 2.4395, grad_norm: 1.4018, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9936, loss/aux0: 1.9936 2020-10-19 16:40:18,617 - mmaction - INFO - Epoch [83][220/396] lr: 2.302e-01, eta: 1 day, 10:08:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4437, top5_acc: 0.6914, loss_cls: 2.3990, loss: 2.3990, grad_norm: 1.3799, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0348, loss/aux0: 2.0348 2020-10-19 16:40:19,589 - mmaction - INFO - Epoch [83][220/396] lr: 2.302e-01, eta: 1 day, 10:09:14, time: 0.938, data_time: 0.005, memory: 8466, top1_acc: 0.4437, top5_acc: 0.6914, loss_cls: 2.3990, loss: 2.3990, grad_norm: 1.3836, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0270, loss/aux0: 2.0270 2020-10-19 16:40:55,819 - mmaction - INFO - Epoch [83][240/396] lr: 2.302e-01, eta: 1 day, 10:08:02, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6766, loss_cls: 2.4609, loss: 2.4609, grad_norm: 1.3448, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9892, loss/aux0: 1.9892 2020-10-19 16:40:56,748 - mmaction - INFO - Epoch [83][240/396] lr: 2.302e-01, eta: 1 day, 10:08:41, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6766, loss_cls: 2.4609, loss: 2.4609, grad_norm: 1.3423, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9916, loss/aux0: 1.9916 2020-10-19 16:41:33,155 - mmaction - INFO - Epoch [83][260/396] lr: 2.302e-01, eta: 1 day, 10:07:29, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6956, loss_cls: 2.3949, loss: 2.3949, grad_norm: 1.4235, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9515, loss/aux0: 1.9515 2020-10-19 16:41:34,093 - mmaction - INFO - Epoch [83][260/396] lr: 2.302e-01, eta: 1 day, 10:08:08, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6956, loss_cls: 2.3949, loss: 2.3949, grad_norm: 1.4252, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9554, loss/aux0: 1.9554 2020-10-19 16:42:10,680 - mmaction - INFO - Epoch [83][280/396] lr: 2.302e-01, eta: 1 day, 10:06:56, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4312, top5_acc: 0.6807, loss_cls: 2.4380, loss: 2.4380, grad_norm: 1.3784, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9796, loss/aux0: 1.9796 2020-10-19 16:42:11,602 - mmaction - INFO - Epoch [83][280/396] lr: 2.302e-01, eta: 1 day, 10:07:36, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4312, top5_acc: 0.6807, loss_cls: 2.4380, loss: 2.4380, grad_norm: 1.3768, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9799, loss/aux0: 1.9799 2020-10-19 16:42:48,066 - mmaction - INFO - Epoch [83][300/396] lr: 2.302e-01, eta: 1 day, 10:06:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6927, loss_cls: 2.3750, loss: 2.3750, grad_norm: 1.4084, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9547, loss/aux0: 1.9547 2020-10-19 16:42:49,000 - mmaction - INFO - Epoch [83][300/396] lr: 2.302e-01, eta: 1 day, 10:07:03, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6927, loss_cls: 2.3750, loss: 2.3750, grad_norm: 1.4109, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9630, loss/aux0: 1.9630 2020-10-19 16:43:25,586 - mmaction - INFO - Epoch [83][320/396] lr: 2.302e-01, eta: 1 day, 10:05:52, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7016, loss_cls: 2.3814, loss: 2.3814, grad_norm: 1.4018, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9768, loss/aux0: 1.9768 2020-10-19 16:43:26,521 - mmaction - INFO - Epoch [83][320/396] lr: 2.302e-01, eta: 1 day, 10:06:32, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7016, loss_cls: 2.3814, loss: 2.3814, grad_norm: 1.4008, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9670, loss/aux0: 1.9670 2020-10-19 16:44:02,763 - mmaction - INFO - Epoch [83][340/396] lr: 2.302e-01, eta: 1 day, 10:05:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6784, loss_cls: 2.4453, loss: 2.4453, grad_norm: 1.4068, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9605, loss/aux0: 1.9605 2020-10-19 16:44:03,710 - mmaction - INFO - Epoch [83][340/396] lr: 2.302e-01, eta: 1 day, 10:05:59, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6784, loss_cls: 2.4453, loss: 2.4453, grad_norm: 1.4064, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9689, loss/aux0: 1.9689 2020-10-19 16:44:40,552 - mmaction - INFO - Epoch [83][360/396] lr: 2.302e-01, eta: 1 day, 10:04:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6927, loss_cls: 2.4187, loss: 2.4187, grad_norm: 1.4050, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9964, loss/aux0: 1.9964 2020-10-19 16:44:41,515 - mmaction - INFO - Epoch [83][360/396] lr: 2.302e-01, eta: 1 day, 10:05:27, time: 0.943, data_time: 0.005, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6927, loss_cls: 2.4187, loss: 2.4187, grad_norm: 1.4020, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9897, loss/aux0: 1.9897 2020-10-19 16:45:17,806 - mmaction - INFO - Epoch [83][380/396] lr: 2.302e-01, eta: 1 day, 10:04:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6956, loss_cls: 2.4077, loss: 2.4077, grad_norm: 1.4279, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0226, loss/aux0: 2.0226 2020-10-19 16:45:18,740 - mmaction - INFO - Epoch [83][380/396] lr: 2.302e-01, eta: 1 day, 10:04:54, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6956, loss_cls: 2.4077, loss: 2.4077, grad_norm: 1.4139, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7732, loss_cls/aux0: 2.0077, loss/aux0: 2.0077 2020-10-19 16:49:47,249 - mmaction - INFO - Epoch [84][20/396] lr: 2.287e-01, eta: 1 day, 10:02:14, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6937, loss_cls: 2.3775, loss: 2.3775, grad_norm: 1.4138, top1_acc/aux0: 0.5025, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0112, loss/aux0: 2.0112 2020-10-19 16:49:48,174 - mmaction - INFO - Epoch [84][20/396] lr: 2.287e-01, eta: 1 day, 10:02:53, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6937, loss_cls: 2.3775, loss: 2.3775, grad_norm: 1.4217, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0286, loss/aux0: 2.0286 2020-10-19 16:50:24,568 - mmaction - INFO - Epoch [84][40/396] lr: 2.287e-01, eta: 1 day, 10:01:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6852, loss_cls: 2.4076, loss: 2.4076, grad_norm: 1.4055, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0349, loss/aux0: 2.0349 2020-10-19 16:50:25,514 - mmaction - INFO - Epoch [84][40/396] lr: 2.287e-01, eta: 1 day, 10:02:20, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6852, loss_cls: 2.4076, loss: 2.4076, grad_norm: 1.4130, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0160, loss/aux0: 2.0160 2020-10-19 16:51:01,790 - mmaction - INFO - Epoch [84][60/396] lr: 2.287e-01, eta: 1 day, 10:01:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6786, loss_cls: 2.4257, loss: 2.4257, grad_norm: 1.4066, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9938, loss/aux0: 1.9938 2020-10-19 16:51:02,731 - mmaction - INFO - Epoch [84][60/396] lr: 2.287e-01, eta: 1 day, 10:01:48, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6786, loss_cls: 2.4257, loss: 2.4257, grad_norm: 1.4127, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9981, loss/aux0: 1.9981 2020-10-19 16:51:39,023 - mmaction - INFO - Epoch [84][80/396] lr: 2.287e-01, eta: 1 day, 10:00:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6919, loss_cls: 2.4151, loss: 2.4151, grad_norm: 1.4012, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0141, loss/aux0: 2.0141 2020-10-19 16:51:39,971 - mmaction - INFO - Epoch [84][80/396] lr: 2.287e-01, eta: 1 day, 10:01:15, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6919, loss_cls: 2.4151, loss: 2.4151, grad_norm: 1.4029, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0090, loss/aux0: 2.0090 2020-10-19 16:52:16,273 - mmaction - INFO - Epoch [84][100/396] lr: 2.287e-01, eta: 1 day, 10:00:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6914, loss_cls: 2.3648, loss: 2.3648, grad_norm: 1.4081, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9985, loss/aux0: 1.9985 2020-10-19 16:52:17,226 - mmaction - INFO - Epoch [84][100/396] lr: 2.287e-01, eta: 1 day, 10:00:43, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6914, loss_cls: 2.3648, loss: 2.3648, grad_norm: 1.4134, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7620, loss_cls/aux0: 1.9972, loss/aux0: 1.9972 2020-10-19 16:52:53,576 - mmaction - INFO - Epoch [84][120/396] lr: 2.287e-01, eta: 1 day, 9:59:31, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6852, loss_cls: 2.4320, loss: 2.4320, grad_norm: 1.4276, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0141, loss/aux0: 2.0141 2020-10-19 16:52:54,499 - mmaction - INFO - Epoch [84][120/396] lr: 2.287e-01, eta: 1 day, 10:00:10, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6852, loss_cls: 2.4320, loss: 2.4320, grad_norm: 1.4254, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0176, loss/aux0: 2.0176 2020-10-19 16:53:30,761 - mmaction - INFO - Epoch [84][140/396] lr: 2.287e-01, eta: 1 day, 9:58:58, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6919, loss_cls: 2.3948, loss: 2.3948, grad_norm: 1.3962, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9735, loss/aux0: 1.9735 2020-10-19 16:53:31,685 - mmaction - INFO - Epoch [84][140/396] lr: 2.287e-01, eta: 1 day, 9:59:37, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6919, loss_cls: 2.3948, loss: 2.3948, grad_norm: 1.3922, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9679, loss/aux0: 1.9679 2020-10-19 16:54:07,970 - mmaction - INFO - Epoch [84][160/396] lr: 2.287e-01, eta: 1 day, 9:58:25, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6940, loss_cls: 2.3884, loss: 2.3884, grad_norm: 1.4187, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9827, loss/aux0: 1.9827 2020-10-19 16:54:08,919 - mmaction - INFO - Epoch [84][160/396] lr: 2.287e-01, eta: 1 day, 9:59:04, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6940, loss_cls: 2.3884, loss: 2.3884, grad_norm: 1.4230, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9891, loss/aux0: 1.9891 2020-10-19 16:54:45,178 - mmaction - INFO - Epoch [84][180/396] lr: 2.287e-01, eta: 1 day, 9:57:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6951, loss_cls: 2.4296, loss: 2.4296, grad_norm: 1.4159, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0166, loss/aux0: 2.0166 2020-10-19 16:54:46,118 - mmaction - INFO - Epoch [84][180/396] lr: 2.287e-01, eta: 1 day, 9:58:31, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6951, loss_cls: 2.4296, loss: 2.4296, grad_norm: 1.4133, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0135, loss/aux0: 2.0135 2020-10-19 16:55:22,773 - mmaction - INFO - Epoch [84][200/396] lr: 2.287e-01, eta: 1 day, 9:57:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6906, loss_cls: 2.4455, loss: 2.4455, grad_norm: 1.3973, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9681, loss/aux0: 1.9681 2020-10-19 16:55:23,726 - mmaction - INFO - Epoch [84][200/396] lr: 2.287e-01, eta: 1 day, 9:57:59, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6906, loss_cls: 2.4455, loss: 2.4455, grad_norm: 1.4013, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9803, loss/aux0: 1.9803 2020-10-19 16:56:00,016 - mmaction - INFO - Epoch [84][220/396] lr: 2.287e-01, eta: 1 day, 9:56:47, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6893, loss_cls: 2.4208, loss: 2.4208, grad_norm: 1.4022, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9797, loss/aux0: 1.9797 2020-10-19 16:56:00,943 - mmaction - INFO - Epoch [84][220/396] lr: 2.287e-01, eta: 1 day, 9:57:26, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6893, loss_cls: 2.4208, loss: 2.4208, grad_norm: 1.4004, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9691, loss/aux0: 1.9691 2020-10-19 16:56:37,400 - mmaction - INFO - Epoch [84][240/396] lr: 2.287e-01, eta: 1 day, 9:56:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6930, loss_cls: 2.3912, loss: 2.3912, grad_norm: 1.3853, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7630, loss_cls/aux0: 1.9749, loss/aux0: 1.9749 2020-10-19 16:56:38,348 - mmaction - INFO - Epoch [84][240/396] lr: 2.287e-01, eta: 1 day, 9:56:54, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6930, loss_cls: 2.3912, loss: 2.3912, grad_norm: 1.3829, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7628, loss_cls/aux0: 1.9767, loss/aux0: 1.9767 2020-10-19 16:57:14,664 - mmaction - INFO - Epoch [84][260/396] lr: 2.287e-01, eta: 1 day, 9:55:42, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6971, loss_cls: 2.3777, loss: 2.3777, grad_norm: 1.4492, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7638, loss_cls/aux0: 1.9968, loss/aux0: 1.9968 2020-10-19 16:57:15,589 - mmaction - INFO - Epoch [84][260/396] lr: 2.287e-01, eta: 1 day, 9:56:21, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6971, loss_cls: 2.3777, loss: 2.3777, grad_norm: 1.4488, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9902, loss/aux0: 1.9902 2020-10-19 16:57:52,159 - mmaction - INFO - Epoch [84][280/396] lr: 2.287e-01, eta: 1 day, 9:55:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6846, loss_cls: 2.4143, loss: 2.4143, grad_norm: 1.4009, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0228, loss/aux0: 2.0228 2020-10-19 16:57:53,129 - mmaction - INFO - Epoch [84][280/396] lr: 2.287e-01, eta: 1 day, 9:55:49, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6846, loss_cls: 2.4143, loss: 2.4143, grad_norm: 1.4048, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0349, loss/aux0: 2.0349 2020-10-19 16:58:29,519 - mmaction - INFO - Epoch [84][300/396] lr: 2.287e-01, eta: 1 day, 9:54:38, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6914, loss_cls: 2.4214, loss: 2.4214, grad_norm: 1.4211, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0067, loss/aux0: 2.0067 2020-10-19 16:58:30,461 - mmaction - INFO - Epoch [84][300/396] lr: 2.287e-01, eta: 1 day, 9:55:16, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6914, loss_cls: 2.4214, loss: 2.4214, grad_norm: 1.4197, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9926, loss/aux0: 1.9926 2020-10-19 16:59:06,835 - mmaction - INFO - Epoch [84][320/396] lr: 2.287e-01, eta: 1 day, 9:54:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6964, loss_cls: 2.3647, loss: 2.3647, grad_norm: 1.3976, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9357, loss/aux0: 1.9357 2020-10-19 16:59:07,764 - mmaction - INFO - Epoch [84][320/396] lr: 2.287e-01, eta: 1 day, 9:54:43, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6964, loss_cls: 2.3647, loss: 2.3647, grad_norm: 1.3926, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9363, loss/aux0: 1.9363 2020-10-19 16:59:43,957 - mmaction - INFO - Epoch [84][340/396] lr: 2.287e-01, eta: 1 day, 9:53:32, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6797, loss_cls: 2.4694, loss: 2.4694, grad_norm: 1.3873, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0236, loss/aux0: 2.0236 2020-10-19 16:59:44,897 - mmaction - INFO - Epoch [84][340/396] lr: 2.287e-01, eta: 1 day, 9:54:10, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6797, loss_cls: 2.4694, loss: 2.4694, grad_norm: 1.3795, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0207, loss/aux0: 2.0207 2020-10-19 17:00:21,288 - mmaction - INFO - Epoch [84][360/396] lr: 2.287e-01, eta: 1 day, 9:52:59, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6854, loss_cls: 2.4276, loss: 2.4276, grad_norm: 1.4114, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9637, loss/aux0: 1.9637 2020-10-19 17:00:22,222 - mmaction - INFO - Epoch [84][360/396] lr: 2.287e-01, eta: 1 day, 9:53:37, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6854, loss_cls: 2.4276, loss: 2.4276, grad_norm: 1.4229, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9794, loss/aux0: 1.9794 2020-10-19 17:00:58,593 - mmaction - INFO - Epoch [84][380/396] lr: 2.287e-01, eta: 1 day, 9:52:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6875, loss_cls: 2.3972, loss: 2.3972, grad_norm: 1.4020, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7607, loss_cls/aux0: 1.9985, loss/aux0: 1.9985 2020-10-19 17:00:59,528 - mmaction - INFO - Epoch [84][380/396] lr: 2.287e-01, eta: 1 day, 9:53:05, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6875, loss_cls: 2.3972, loss: 2.3972, grad_norm: 1.4061, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7622, loss_cls/aux0: 1.9879, loss/aux0: 1.9879 2020-10-19 17:05:47,034 - mmaction - INFO - Epoch [85][20/396] lr: 2.271e-01, eta: 1 day, 9:50:26, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6995, loss_cls: 2.3332, loss: 2.3332, grad_norm: 1.3911, top1_acc/aux0: 0.5244, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9357, loss/aux0: 1.9357 2020-10-19 17:05:47,982 - mmaction - INFO - Epoch [85][20/396] lr: 2.271e-01, eta: 1 day, 9:51:04, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6995, loss_cls: 2.3332, loss: 2.3332, grad_norm: 1.3962, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9507, loss/aux0: 1.9507 2020-10-19 17:06:24,174 - mmaction - INFO - Epoch [85][40/396] lr: 2.271e-01, eta: 1 day, 9:49:53, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6966, loss_cls: 2.3763, loss: 2.3763, grad_norm: 1.3876, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9932, loss/aux0: 1.9932 2020-10-19 17:06:25,123 - mmaction - INFO - Epoch [85][40/396] lr: 2.271e-01, eta: 1 day, 9:50:31, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6966, loss_cls: 2.3763, loss: 2.3763, grad_norm: 1.3793, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9766, loss/aux0: 1.9766 2020-10-19 17:07:01,356 - mmaction - INFO - Epoch [85][60/396] lr: 2.271e-01, eta: 1 day, 9:49:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.7023, loss_cls: 2.3426, loss: 2.3426, grad_norm: 1.4286, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9538, loss/aux0: 1.9538 2020-10-19 17:07:02,301 - mmaction - INFO - Epoch [85][60/396] lr: 2.271e-01, eta: 1 day, 9:49:58, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4294, top5_acc: 0.7023, loss_cls: 2.3426, loss: 2.3426, grad_norm: 1.4163, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9484, loss/aux0: 1.9484 2020-10-19 17:07:38,636 - mmaction - INFO - Epoch [85][80/396] lr: 2.271e-01, eta: 1 day, 9:48:47, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6904, loss_cls: 2.4541, loss: 2.4541, grad_norm: 1.4067, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9974, loss/aux0: 1.9974 2020-10-19 17:07:39,591 - mmaction - INFO - Epoch [85][80/396] lr: 2.271e-01, eta: 1 day, 9:49:25, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6904, loss_cls: 2.4541, loss: 2.4541, grad_norm: 1.4016, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0047, loss/aux0: 2.0047 2020-10-19 17:08:15,771 - mmaction - INFO - Epoch [85][100/396] lr: 2.271e-01, eta: 1 day, 9:48:14, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6992, loss_cls: 2.3723, loss: 2.3723, grad_norm: 1.4051, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9802, loss/aux0: 1.9802 2020-10-19 17:08:16,698 - mmaction - INFO - Epoch [85][100/396] lr: 2.271e-01, eta: 1 day, 9:48:52, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6992, loss_cls: 2.3723, loss: 2.3723, grad_norm: 1.4021, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9869, loss/aux0: 1.9869 2020-10-19 17:08:53,317 - mmaction - INFO - Epoch [85][120/396] lr: 2.271e-01, eta: 1 day, 9:47:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7036, loss_cls: 2.3562, loss: 2.3562, grad_norm: 1.4074, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0362, loss/aux0: 2.0362 2020-10-19 17:08:54,272 - mmaction - INFO - Epoch [85][120/396] lr: 2.271e-01, eta: 1 day, 9:48:21, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7036, loss_cls: 2.3562, loss: 2.3562, grad_norm: 1.4016, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0365, loss/aux0: 2.0365 2020-10-19 17:09:30,472 - mmaction - INFO - Epoch [85][140/396] lr: 2.271e-01, eta: 1 day, 9:47:10, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6945, loss_cls: 2.3908, loss: 2.3908, grad_norm: 1.3769, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9940, loss/aux0: 1.9940 2020-10-19 17:09:31,421 - mmaction - INFO - Epoch [85][140/396] lr: 2.271e-01, eta: 1 day, 9:47:48, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6945, loss_cls: 2.3908, loss: 2.3908, grad_norm: 1.3805, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9894, loss/aux0: 1.9894 2020-10-19 17:10:07,542 - mmaction - INFO - Epoch [85][160/396] lr: 2.271e-01, eta: 1 day, 9:46:37, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4154, top5_acc: 0.6956, loss_cls: 2.4196, loss: 2.4196, grad_norm: 1.4256, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0252, loss/aux0: 2.0252 2020-10-19 17:10:08,476 - mmaction - INFO - Epoch [85][160/396] lr: 2.271e-01, eta: 1 day, 9:47:14, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4154, top5_acc: 0.6956, loss_cls: 2.4196, loss: 2.4196, grad_norm: 1.4195, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0182, loss/aux0: 2.0182 2020-10-19 17:10:44,732 - mmaction - INFO - Epoch [85][180/396] lr: 2.271e-01, eta: 1 day, 9:46:04, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6964, loss_cls: 2.3688, loss: 2.3688, grad_norm: 1.4048, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9777, loss/aux0: 1.9777 2020-10-19 17:10:45,661 - mmaction - INFO - Epoch [85][180/396] lr: 2.271e-01, eta: 1 day, 9:46:41, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6964, loss_cls: 2.3688, loss: 2.3688, grad_norm: 1.4030, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9828, loss/aux0: 1.9828 2020-10-19 17:11:22,083 - mmaction - INFO - Epoch [85][200/396] lr: 2.271e-01, eta: 1 day, 9:45:30, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6875, loss_cls: 2.4442, loss: 2.4442, grad_norm: 1.4180, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0088, loss/aux0: 2.0088 2020-10-19 17:11:23,031 - mmaction - INFO - Epoch [85][200/396] lr: 2.271e-01, eta: 1 day, 9:46:08, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6875, loss_cls: 2.4442, loss: 2.4442, grad_norm: 1.4195, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0076, loss/aux0: 2.0076 2020-10-19 17:11:59,375 - mmaction - INFO - Epoch [85][220/396] lr: 2.271e-01, eta: 1 day, 9:44:57, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7023, loss_cls: 2.3506, loss: 2.3506, grad_norm: 1.3836, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0186, loss/aux0: 2.0186 2020-10-19 17:12:00,433 - mmaction - INFO - Epoch [85][220/396] lr: 2.271e-01, eta: 1 day, 9:45:35, time: 0.933, data_time: 0.007, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7023, loss_cls: 2.3506, loss: 2.3506, grad_norm: 1.3851, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0190, loss/aux0: 2.0190 2020-10-19 17:12:36,901 - mmaction - INFO - Epoch [85][240/396] lr: 2.271e-01, eta: 1 day, 9:44:24, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6878, loss_cls: 2.3922, loss: 2.3922, grad_norm: 1.4281, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0258, loss/aux0: 2.0258 2020-10-19 17:12:37,829 - mmaction - INFO - Epoch [85][240/396] lr: 2.271e-01, eta: 1 day, 9:45:02, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6878, loss_cls: 2.3922, loss: 2.3922, grad_norm: 1.4272, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0334, loss/aux0: 2.0334 2020-10-19 17:13:14,417 - mmaction - INFO - Epoch [85][260/396] lr: 2.271e-01, eta: 1 day, 9:43:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6776, loss_cls: 2.5008, loss: 2.5008, grad_norm: 1.4038, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7719, loss_cls/aux0: 2.0090, loss/aux0: 2.0090 2020-10-19 17:13:15,354 - mmaction - INFO - Epoch [85][260/396] lr: 2.271e-01, eta: 1 day, 9:44:30, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6776, loss_cls: 2.5008, loss: 2.5008, grad_norm: 1.4063, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7706, loss_cls/aux0: 2.0209, loss/aux0: 2.0209 2020-10-19 17:13:51,505 - mmaction - INFO - Epoch [85][280/396] lr: 2.271e-01, eta: 1 day, 9:43:19, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6896, loss_cls: 2.4270, loss: 2.4270, grad_norm: 1.3988, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0227, loss/aux0: 2.0227 2020-10-19 17:13:52,429 - mmaction - INFO - Epoch [85][280/396] lr: 2.271e-01, eta: 1 day, 9:43:56, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6896, loss_cls: 2.4270, loss: 2.4270, grad_norm: 1.4000, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0128, loss/aux0: 2.0128 2020-10-19 17:14:28,836 - mmaction - INFO - Epoch [85][300/396] lr: 2.271e-01, eta: 1 day, 9:42:46, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6836, loss_cls: 2.4363, loss: 2.4363, grad_norm: 1.3959, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9851, loss/aux0: 1.9851 2020-10-19 17:14:29,770 - mmaction - INFO - Epoch [85][300/396] lr: 2.271e-01, eta: 1 day, 9:43:23, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6836, loss_cls: 2.4363, loss: 2.4363, grad_norm: 1.3976, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9758, loss/aux0: 1.9758 2020-10-19 17:15:06,173 - mmaction - INFO - Epoch [85][320/396] lr: 2.271e-01, eta: 1 day, 9:42:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6911, loss_cls: 2.4291, loss: 2.4291, grad_norm: 1.4226, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9997, loss/aux0: 1.9997 2020-10-19 17:15:07,127 - mmaction - INFO - Epoch [85][320/396] lr: 2.271e-01, eta: 1 day, 9:42:51, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6911, loss_cls: 2.4291, loss: 2.4291, grad_norm: 1.4255, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7721, loss_cls/aux0: 2.0020, loss/aux0: 2.0020 2020-10-19 17:15:43,468 - mmaction - INFO - Epoch [85][340/396] lr: 2.271e-01, eta: 1 day, 9:41:40, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4312, top5_acc: 0.6891, loss_cls: 2.3895, loss: 2.3895, grad_norm: 1.3936, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9677, loss/aux0: 1.9677 2020-10-19 17:15:44,436 - mmaction - INFO - Epoch [85][340/396] lr: 2.271e-01, eta: 1 day, 9:42:18, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4312, top5_acc: 0.6891, loss_cls: 2.3895, loss: 2.3895, grad_norm: 1.3968, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7643, loss_cls/aux0: 1.9799, loss/aux0: 1.9799 2020-10-19 17:16:20,983 - mmaction - INFO - Epoch [85][360/396] lr: 2.271e-01, eta: 1 day, 9:41:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6891, loss_cls: 2.4189, loss: 2.4189, grad_norm: 1.4333, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9876, loss/aux0: 1.9876 2020-10-19 17:16:21,942 - mmaction - INFO - Epoch [85][360/396] lr: 2.271e-01, eta: 1 day, 9:41:45, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6891, loss_cls: 2.4189, loss: 2.4189, grad_norm: 1.4250, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9734, loss/aux0: 1.9734 2020-10-19 17:16:58,203 - mmaction - INFO - Epoch [85][380/396] lr: 2.271e-01, eta: 1 day, 9:40:35, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6951, loss_cls: 2.3925, loss: 2.3925, grad_norm: 1.3899, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9901, loss/aux0: 1.9901 2020-10-19 17:16:59,133 - mmaction - INFO - Epoch [85][380/396] lr: 2.271e-01, eta: 1 day, 9:41:12, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6951, loss_cls: 2.3925, loss: 2.3925, grad_norm: 1.3938, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9812, loss/aux0: 1.9812 2020-10-19 17:21:50,773 - mmaction - INFO - Epoch [86][20/396] lr: 2.255e-01, eta: 1 day, 9:38:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4341, top5_acc: 0.6977, loss_cls: 2.3413, loss: 2.3413, grad_norm: 1.3880, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7673, loss_cls/aux0: 1.9895, loss/aux0: 1.9895 2020-10-19 17:21:51,734 - mmaction - INFO - Epoch [86][20/396] lr: 2.255e-01, eta: 1 day, 9:39:13, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.4341, top5_acc: 0.6977, loss_cls: 2.3413, loss: 2.3413, grad_norm: 1.3847, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9967, loss/aux0: 1.9967 2020-10-19 17:22:27,725 - mmaction - INFO - Epoch [86][40/396] lr: 2.255e-01, eta: 1 day, 9:38:02, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6917, loss_cls: 2.3795, loss: 2.3795, grad_norm: 1.4298, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9836, loss/aux0: 1.9836 2020-10-19 17:22:28,658 - mmaction - INFO - Epoch [86][40/396] lr: 2.255e-01, eta: 1 day, 9:38:39, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6917, loss_cls: 2.3795, loss: 2.3795, grad_norm: 1.4366, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9878, loss/aux0: 1.9878 2020-10-19 17:23:04,853 - mmaction - INFO - Epoch [86][60/396] lr: 2.255e-01, eta: 1 day, 9:37:29, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6813, loss_cls: 2.4162, loss: 2.4162, grad_norm: 1.4083, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9830, loss/aux0: 1.9830 2020-10-19 17:23:05,781 - mmaction - INFO - Epoch [86][60/396] lr: 2.255e-01, eta: 1 day, 9:38:06, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6813, loss_cls: 2.4162, loss: 2.4162, grad_norm: 1.3999, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9837, loss/aux0: 1.9837 2020-10-19 17:23:42,002 - mmaction - INFO - Epoch [86][80/396] lr: 2.255e-01, eta: 1 day, 9:36:55, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6927, loss_cls: 2.4123, loss: 2.4123, grad_norm: 1.4499, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9672, loss/aux0: 1.9672 2020-10-19 17:23:42,967 - mmaction - INFO - Epoch [86][80/396] lr: 2.255e-01, eta: 1 day, 9:37:32, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6927, loss_cls: 2.4123, loss: 2.4123, grad_norm: 1.4496, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9548, loss/aux0: 1.9548 2020-10-19 17:24:19,340 - mmaction - INFO - Epoch [86][100/396] lr: 2.255e-01, eta: 1 day, 9:36:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6914, loss_cls: 2.3943, loss: 2.3943, grad_norm: 1.4185, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0021, loss/aux0: 2.0021 2020-10-19 17:24:20,290 - mmaction - INFO - Epoch [86][100/396] lr: 2.255e-01, eta: 1 day, 9:37:00, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6914, loss_cls: 2.3943, loss: 2.3943, grad_norm: 1.4229, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0025, loss/aux0: 2.0025 2020-10-19 17:24:56,508 - mmaction - INFO - Epoch [86][120/396] lr: 2.255e-01, eta: 1 day, 9:35:49, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4331, top5_acc: 0.7036, loss_cls: 2.3437, loss: 2.3437, grad_norm: 1.4377, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9803, loss/aux0: 1.9803 2020-10-19 17:24:57,447 - mmaction - INFO - Epoch [86][120/396] lr: 2.255e-01, eta: 1 day, 9:36:26, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4331, top5_acc: 0.7036, loss_cls: 2.3437, loss: 2.3437, grad_norm: 1.4365, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9821, loss/aux0: 1.9821 2020-10-19 17:25:33,866 - mmaction - INFO - Epoch [86][140/396] lr: 2.255e-01, eta: 1 day, 9:35:16, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6734, loss_cls: 2.4926, loss: 2.4926, grad_norm: 1.4081, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0239, loss/aux0: 2.0239 2020-10-19 17:25:34,806 - mmaction - INFO - Epoch [86][140/396] lr: 2.255e-01, eta: 1 day, 9:35:53, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6734, loss_cls: 2.4926, loss: 2.4926, grad_norm: 1.4098, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0140, loss/aux0: 2.0140 2020-10-19 17:26:10,951 - mmaction - INFO - Epoch [86][160/396] lr: 2.255e-01, eta: 1 day, 9:34:43, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6839, loss_cls: 2.4566, loss: 2.4566, grad_norm: 1.4122, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7706, loss_cls/aux0: 2.0203, loss/aux0: 2.0203 2020-10-19 17:26:11,877 - mmaction - INFO - Epoch [86][160/396] lr: 2.255e-01, eta: 1 day, 9:35:20, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6839, loss_cls: 2.4566, loss: 2.4566, grad_norm: 1.4116, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0311, loss/aux0: 2.0311 2020-10-19 17:26:48,239 - mmaction - INFO - Epoch [86][180/396] lr: 2.255e-01, eta: 1 day, 9:34:10, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6872, loss_cls: 2.4501, loss: 2.4501, grad_norm: 1.4279, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0263, loss/aux0: 2.0263 2020-10-19 17:26:49,178 - mmaction - INFO - Epoch [86][180/396] lr: 2.255e-01, eta: 1 day, 9:34:47, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6872, loss_cls: 2.4501, loss: 2.4501, grad_norm: 1.4177, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0289, loss/aux0: 2.0289 2020-10-19 17:27:25,395 - mmaction - INFO - Epoch [86][200/396] lr: 2.255e-01, eta: 1 day, 9:33:37, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6995, loss_cls: 2.3803, loss: 2.3803, grad_norm: 1.3871, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9455, loss/aux0: 1.9455 2020-10-19 17:27:26,350 - mmaction - INFO - Epoch [86][200/396] lr: 2.255e-01, eta: 1 day, 9:34:14, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6995, loss_cls: 2.3803, loss: 2.3803, grad_norm: 1.3928, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9493, loss/aux0: 1.9493 2020-10-19 17:28:02,634 - mmaction - INFO - Epoch [86][220/396] lr: 2.255e-01, eta: 1 day, 9:33:04, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6948, loss_cls: 2.3989, loss: 2.3989, grad_norm: 1.4327, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0264, loss/aux0: 2.0264 2020-10-19 17:28:03,565 - mmaction - INFO - Epoch [86][220/396] lr: 2.255e-01, eta: 1 day, 9:33:41, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6948, loss_cls: 2.3989, loss: 2.3989, grad_norm: 1.4357, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0170, loss/aux0: 2.0170 2020-10-19 17:28:39,955 - mmaction - INFO - Epoch [86][240/396] lr: 2.255e-01, eta: 1 day, 9:32:31, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6919, loss_cls: 2.4251, loss: 2.4251, grad_norm: 1.3741, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0372, loss/aux0: 2.0372 2020-10-19 17:28:40,877 - mmaction - INFO - Epoch [86][240/396] lr: 2.255e-01, eta: 1 day, 9:33:08, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6919, loss_cls: 2.4251, loss: 2.4251, grad_norm: 1.3754, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0413, loss/aux0: 2.0413 2020-10-19 17:29:17,418 - mmaction - INFO - Epoch [86][260/396] lr: 2.255e-01, eta: 1 day, 9:31:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7068, loss_cls: 2.3341, loss: 2.3341, grad_norm: 1.4235, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9342, loss/aux0: 1.9342 2020-10-19 17:29:18,365 - mmaction - INFO - Epoch [86][260/396] lr: 2.255e-01, eta: 1 day, 9:32:36, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7068, loss_cls: 2.3341, loss: 2.3341, grad_norm: 1.4237, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9336, loss/aux0: 1.9336 2020-10-19 17:29:55,012 - mmaction - INFO - Epoch [86][280/396] lr: 2.255e-01, eta: 1 day, 9:31:26, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6909, loss_cls: 2.3936, loss: 2.3936, grad_norm: 1.3741, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0016, loss/aux0: 2.0016 2020-10-19 17:29:55,940 - mmaction - INFO - Epoch [86][280/396] lr: 2.255e-01, eta: 1 day, 9:32:04, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6909, loss_cls: 2.3936, loss: 2.3936, grad_norm: 1.3718, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7641, loss_cls/aux0: 1.9918, loss/aux0: 1.9918 2020-10-19 17:30:32,378 - mmaction - INFO - Epoch [86][300/396] lr: 2.255e-01, eta: 1 day, 9:30:54, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6924, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.3992, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9758, loss/aux0: 1.9758 2020-10-19 17:30:33,316 - mmaction - INFO - Epoch [86][300/396] lr: 2.255e-01, eta: 1 day, 9:31:31, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6924, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.3920, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9814, loss/aux0: 1.9814 2020-10-19 17:31:09,704 - mmaction - INFO - Epoch [86][320/396] lr: 2.255e-01, eta: 1 day, 9:30:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.7042, loss_cls: 2.3747, loss: 2.3747, grad_norm: 1.4135, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9949, loss/aux0: 1.9949 2020-10-19 17:31:10,646 - mmaction - INFO - Epoch [86][320/396] lr: 2.255e-01, eta: 1 day, 9:30:59, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4294, top5_acc: 0.7042, loss_cls: 2.3747, loss: 2.3747, grad_norm: 1.4033, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9976, loss/aux0: 1.9976 2020-10-19 17:31:46,818 - mmaction - INFO - Epoch [86][340/396] lr: 2.255e-01, eta: 1 day, 9:29:49, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6909, loss_cls: 2.3974, loss: 2.3974, grad_norm: 1.4016, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9404, loss/aux0: 1.9404 2020-10-19 17:31:47,788 - mmaction - INFO - Epoch [86][340/396] lr: 2.255e-01, eta: 1 day, 9:30:26, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6909, loss_cls: 2.3974, loss: 2.3974, grad_norm: 1.4098, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9538, loss/aux0: 1.9538 2020-10-19 17:32:24,356 - mmaction - INFO - Epoch [86][360/396] lr: 2.255e-01, eta: 1 day, 9:29:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7000, loss_cls: 2.3603, loss: 2.3603, grad_norm: 1.4193, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7630, loss_cls/aux0: 1.9905, loss/aux0: 1.9905 2020-10-19 17:32:25,279 - mmaction - INFO - Epoch [86][360/396] lr: 2.255e-01, eta: 1 day, 9:29:53, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7000, loss_cls: 2.3603, loss: 2.3603, grad_norm: 1.4261, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9748, loss/aux0: 1.9748 2020-10-19 17:33:01,688 - mmaction - INFO - Epoch [86][380/396] lr: 2.255e-01, eta: 1 day, 9:28:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6969, loss_cls: 2.3754, loss: 2.3754, grad_norm: 1.3843, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7641, loss_cls/aux0: 1.9954, loss/aux0: 1.9954 2020-10-19 17:33:02,631 - mmaction - INFO - Epoch [86][380/396] lr: 2.255e-01, eta: 1 day, 9:29:21, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6969, loss_cls: 2.3754, loss: 2.3754, grad_norm: 1.3905, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0009, loss/aux0: 2.0009 2020-10-19 17:37:37,846 - mmaction - INFO - Epoch [87][20/396] lr: 2.239e-01, eta: 1 day, 9:26:45, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6956, loss_cls: 2.3706, loss: 2.3706, grad_norm: 1.3975, top1_acc/aux0: 0.5022, top5_acc/aux0: 0.7574, loss_cls/aux0: 2.0225, loss/aux0: 2.0225 2020-10-19 17:37:38,813 - mmaction - INFO - Epoch [87][20/396] lr: 2.239e-01, eta: 1 day, 9:27:22, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6956, loss_cls: 2.3706, loss: 2.3706, grad_norm: 1.3896, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0281, loss/aux0: 2.0281 2020-10-19 17:38:15,085 - mmaction - INFO - Epoch [87][40/396] lr: 2.239e-01, eta: 1 day, 9:26:12, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6977, loss_cls: 2.3947, loss: 2.3947, grad_norm: 1.4047, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9791, loss/aux0: 1.9791 2020-10-19 17:38:16,025 - mmaction - INFO - Epoch [87][40/396] lr: 2.239e-01, eta: 1 day, 9:26:49, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6977, loss_cls: 2.3947, loss: 2.3947, grad_norm: 1.3955, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9660, loss/aux0: 1.9660 2020-10-19 17:38:52,562 - mmaction - INFO - Epoch [87][60/396] lr: 2.239e-01, eta: 1 day, 9:25:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4281, top5_acc: 0.7120, loss_cls: 2.3227, loss: 2.3227, grad_norm: 1.3872, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9853, loss/aux0: 1.9853 2020-10-19 17:38:53,491 - mmaction - INFO - Epoch [87][60/396] lr: 2.239e-01, eta: 1 day, 9:26:16, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4281, top5_acc: 0.7120, loss_cls: 2.3227, loss: 2.3227, grad_norm: 1.3899, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9849, loss/aux0: 1.9849 2020-10-19 17:39:29,689 - mmaction - INFO - Epoch [87][80/396] lr: 2.239e-01, eta: 1 day, 9:25:06, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6979, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.4263, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9611, loss/aux0: 1.9611 2020-10-19 17:39:30,649 - mmaction - INFO - Epoch [87][80/396] lr: 2.239e-01, eta: 1 day, 9:25:43, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6979, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.4249, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9740, loss/aux0: 1.9740 2020-10-19 17:40:06,952 - mmaction - INFO - Epoch [87][100/396] lr: 2.239e-01, eta: 1 day, 9:24:33, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.7057, loss_cls: 2.3349, loss: 2.3349, grad_norm: 1.4193, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9640, loss/aux0: 1.9640 2020-10-19 17:40:07,890 - mmaction - INFO - Epoch [87][100/396] lr: 2.239e-01, eta: 1 day, 9:25:10, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4344, top5_acc: 0.7057, loss_cls: 2.3349, loss: 2.3349, grad_norm: 1.4131, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9587, loss/aux0: 1.9587 2020-10-19 17:40:44,177 - mmaction - INFO - Epoch [87][120/396] lr: 2.239e-01, eta: 1 day, 9:24:00, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.7031, loss_cls: 2.3617, loss: 2.3617, grad_norm: 1.4475, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9924, loss/aux0: 1.9924 2020-10-19 17:40:45,108 - mmaction - INFO - Epoch [87][120/396] lr: 2.239e-01, eta: 1 day, 9:24:36, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4378, top5_acc: 0.7031, loss_cls: 2.3617, loss: 2.3617, grad_norm: 1.4389, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9898, loss/aux0: 1.9898 2020-10-19 17:41:21,682 - mmaction - INFO - Epoch [87][140/396] lr: 2.239e-01, eta: 1 day, 9:23:27, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6974, loss_cls: 2.3928, loss: 2.3928, grad_norm: 1.3970, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0031, loss/aux0: 2.0031 2020-10-19 17:41:22,621 - mmaction - INFO - Epoch [87][140/396] lr: 2.239e-01, eta: 1 day, 9:24:05, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6974, loss_cls: 2.3928, loss: 2.3928, grad_norm: 1.3925, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9991, loss/aux0: 1.9991 2020-10-19 17:41:58,943 - mmaction - INFO - Epoch [87][160/396] lr: 2.239e-01, eta: 1 day, 9:22:55, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6932, loss_cls: 2.4117, loss: 2.4117, grad_norm: 1.4152, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9478, loss/aux0: 1.9478 2020-10-19 17:41:59,886 - mmaction - INFO - Epoch [87][160/396] lr: 2.239e-01, eta: 1 day, 9:23:32, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6932, loss_cls: 2.4117, loss: 2.4117, grad_norm: 1.4142, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9578, loss/aux0: 1.9578 2020-10-19 17:42:36,348 - mmaction - INFO - Epoch [87][180/396] lr: 2.239e-01, eta: 1 day, 9:22:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6945, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.4157, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9827, loss/aux0: 1.9827 2020-10-19 17:42:37,278 - mmaction - INFO - Epoch [87][180/396] lr: 2.239e-01, eta: 1 day, 9:22:59, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6945, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.4117, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9717, loss/aux0: 1.9717 2020-10-19 17:43:13,678 - mmaction - INFO - Epoch [87][200/396] lr: 2.239e-01, eta: 1 day, 9:21:49, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6974, loss_cls: 2.3848, loss: 2.3848, grad_norm: 1.4288, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9292, loss/aux0: 1.9292 2020-10-19 17:43:14,636 - mmaction - INFO - Epoch [87][200/396] lr: 2.239e-01, eta: 1 day, 9:22:26, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6974, loss_cls: 2.3848, loss: 2.3848, grad_norm: 1.4325, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9374, loss/aux0: 1.9374 2020-10-19 17:43:50,967 - mmaction - INFO - Epoch [87][220/396] lr: 2.239e-01, eta: 1 day, 9:21:16, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6826, loss_cls: 2.4522, loss: 2.4522, grad_norm: 1.3994, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9813, loss/aux0: 1.9813 2020-10-19 17:43:51,918 - mmaction - INFO - Epoch [87][220/396] lr: 2.239e-01, eta: 1 day, 9:21:53, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6826, loss_cls: 2.4522, loss: 2.4522, grad_norm: 1.3998, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9828, loss/aux0: 1.9828 2020-10-19 17:44:28,086 - mmaction - INFO - Epoch [87][240/396] lr: 2.239e-01, eta: 1 day, 9:20:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6974, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.3811, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0096, loss/aux0: 2.0096 2020-10-19 17:44:29,033 - mmaction - INFO - Epoch [87][240/396] lr: 2.239e-01, eta: 1 day, 9:21:20, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6974, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.3782, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0073, loss/aux0: 2.0073 2020-10-19 17:45:05,494 - mmaction - INFO - Epoch [87][260/396] lr: 2.239e-01, eta: 1 day, 9:20:10, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6828, loss_cls: 2.4465, loss: 2.4465, grad_norm: 1.4484, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9216, loss/aux0: 1.9216 2020-10-19 17:45:06,425 - mmaction - INFO - Epoch [87][260/396] lr: 2.239e-01, eta: 1 day, 9:20:47, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6828, loss_cls: 2.4465, loss: 2.4465, grad_norm: 1.4482, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9216, loss/aux0: 1.9216 2020-10-19 17:45:42,801 - mmaction - INFO - Epoch [87][280/396] lr: 2.239e-01, eta: 1 day, 9:19:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6961, loss_cls: 2.4150, loss: 2.4150, grad_norm: 1.4335, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0315, loss/aux0: 2.0315 2020-10-19 17:45:43,747 - mmaction - INFO - Epoch [87][280/396] lr: 2.239e-01, eta: 1 day, 9:20:14, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6961, loss_cls: 2.4150, loss: 2.4150, grad_norm: 1.4327, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0428, loss/aux0: 2.0428 2020-10-19 17:46:20,167 - mmaction - INFO - Epoch [87][300/396] lr: 2.239e-01, eta: 1 day, 9:19:05, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6870, loss_cls: 2.4188, loss: 2.4188, grad_norm: 1.4382, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0583, loss/aux0: 2.0583 2020-10-19 17:46:21,087 - mmaction - INFO - Epoch [87][300/396] lr: 2.239e-01, eta: 1 day, 9:19:41, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6870, loss_cls: 2.4188, loss: 2.4188, grad_norm: 1.4384, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0333, loss/aux0: 2.0333 2020-10-19 17:46:57,526 - mmaction - INFO - Epoch [87][320/396] lr: 2.239e-01, eta: 1 day, 9:18:32, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4354, top5_acc: 0.6977, loss_cls: 2.3959, loss: 2.3959, grad_norm: 1.4078, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9521, loss/aux0: 1.9521 2020-10-19 17:46:58,468 - mmaction - INFO - Epoch [87][320/396] lr: 2.239e-01, eta: 1 day, 9:19:08, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4354, top5_acc: 0.6977, loss_cls: 2.3959, loss: 2.3959, grad_norm: 1.4057, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9597, loss/aux0: 1.9597 2020-10-19 17:47:34,946 - mmaction - INFO - Epoch [87][340/396] lr: 2.239e-01, eta: 1 day, 9:17:59, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4260, top5_acc: 0.7021, loss_cls: 2.3794, loss: 2.3794, grad_norm: 1.4494, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9425, loss/aux0: 1.9425 2020-10-19 17:47:35,889 - mmaction - INFO - Epoch [87][340/396] lr: 2.239e-01, eta: 1 day, 9:18:35, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4260, top5_acc: 0.7021, loss_cls: 2.3794, loss: 2.3794, grad_norm: 1.4476, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9450, loss/aux0: 1.9450 2020-10-19 17:48:12,225 - mmaction - INFO - Epoch [87][360/396] lr: 2.239e-01, eta: 1 day, 9:17:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4414, top5_acc: 0.6958, loss_cls: 2.3637, loss: 2.3637, grad_norm: 1.4050, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0173, loss/aux0: 2.0173 2020-10-19 17:48:13,161 - mmaction - INFO - Epoch [87][360/396] lr: 2.239e-01, eta: 1 day, 9:18:02, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4414, top5_acc: 0.6958, loss_cls: 2.3637, loss: 2.3637, grad_norm: 1.3995, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0227, loss/aux0: 2.0227 2020-10-19 17:48:49,596 - mmaction - INFO - Epoch [87][380/396] lr: 2.239e-01, eta: 1 day, 9:16:53, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6956, loss_cls: 2.4296, loss: 2.4296, grad_norm: 1.4606, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9918, loss/aux0: 1.9918 2020-10-19 17:48:50,540 - mmaction - INFO - Epoch [87][380/396] lr: 2.239e-01, eta: 1 day, 9:17:29, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6956, loss_cls: 2.4296, loss: 2.4296, grad_norm: 1.4571, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9818, loss/aux0: 1.9818 2020-10-19 17:53:34,566 - mmaction - INFO - Epoch [88][20/396] lr: 2.223e-01, eta: 1 day, 9:14:56, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.7029, loss_cls: 2.3788, loss: 2.3788, grad_norm: 1.4198, top1_acc/aux0: 0.5101, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9974, loss/aux0: 1.9974 2020-10-19 17:53:35,490 - mmaction - INFO - Epoch [88][20/396] lr: 2.223e-01, eta: 1 day, 9:15:32, time: 0.927, data_time: 0.005, memory: 8466, top1_acc: 0.4279, top5_acc: 0.7029, loss_cls: 2.3788, loss: 2.3788, grad_norm: 1.4244, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9974, loss/aux0: 1.9974 2020-10-19 17:54:11,473 - mmaction - INFO - Epoch [88][40/396] lr: 2.223e-01, eta: 1 day, 9:14:22, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7060, loss_cls: 2.3504, loss: 2.3504, grad_norm: 1.4554, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9876, loss/aux0: 1.9876 2020-10-19 17:54:12,393 - mmaction - INFO - Epoch [88][40/396] lr: 2.223e-01, eta: 1 day, 9:14:58, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7060, loss_cls: 2.3504, loss: 2.3504, grad_norm: 1.4603, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9940, loss/aux0: 1.9940 2020-10-19 17:54:48,555 - mmaction - INFO - Epoch [88][60/396] lr: 2.223e-01, eta: 1 day, 9:13:49, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4346, top5_acc: 0.6945, loss_cls: 2.3393, loss: 2.3393, grad_norm: 1.4350, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0407, loss/aux0: 2.0407 2020-10-19 17:54:49,512 - mmaction - INFO - Epoch [88][60/396] lr: 2.223e-01, eta: 1 day, 9:14:25, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4346, top5_acc: 0.6945, loss_cls: 2.3393, loss: 2.3393, grad_norm: 1.4311, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0325, loss/aux0: 2.0325 2020-10-19 17:55:25,798 - mmaction - INFO - Epoch [88][80/396] lr: 2.223e-01, eta: 1 day, 9:13:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6841, loss_cls: 2.4287, loss: 2.4287, grad_norm: 1.4314, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0099, loss/aux0: 2.0099 2020-10-19 17:55:26,749 - mmaction - INFO - Epoch [88][80/396] lr: 2.223e-01, eta: 1 day, 9:13:52, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6841, loss_cls: 2.4287, loss: 2.4287, grad_norm: 1.4237, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0109, loss/aux0: 2.0109 2020-10-19 17:56:03,221 - mmaction - INFO - Epoch [88][100/396] lr: 2.223e-01, eta: 1 day, 9:12:43, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7018, loss_cls: 2.3328, loss: 2.3328, grad_norm: 1.4315, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9910, loss/aux0: 1.9910 2020-10-19 17:56:04,155 - mmaction - INFO - Epoch [88][100/396] lr: 2.223e-01, eta: 1 day, 9:13:19, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7018, loss_cls: 2.3328, loss: 2.3328, grad_norm: 1.4275, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9805, loss/aux0: 1.9805 2020-10-19 17:56:40,359 - mmaction - INFO - Epoch [88][120/396] lr: 2.223e-01, eta: 1 day, 9:12:10, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4445, top5_acc: 0.7055, loss_cls: 2.3256, loss: 2.3256, grad_norm: 1.3976, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9773, loss/aux0: 1.9773 2020-10-19 17:56:41,280 - mmaction - INFO - Epoch [88][120/396] lr: 2.223e-01, eta: 1 day, 9:12:46, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4445, top5_acc: 0.7055, loss_cls: 2.3256, loss: 2.3256, grad_norm: 1.4023, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9959, loss/aux0: 1.9959 2020-10-19 17:57:17,588 - mmaction - INFO - Epoch [88][140/396] lr: 2.223e-01, eta: 1 day, 9:11:37, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4365, top5_acc: 0.6984, loss_cls: 2.3742, loss: 2.3742, grad_norm: 1.4254, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9235, loss/aux0: 1.9235 2020-10-19 17:57:18,559 - mmaction - INFO - Epoch [88][140/396] lr: 2.223e-01, eta: 1 day, 9:12:13, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4365, top5_acc: 0.6984, loss_cls: 2.3742, loss: 2.3742, grad_norm: 1.4292, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9175, loss/aux0: 1.9175 2020-10-19 17:57:54,891 - mmaction - INFO - Epoch [88][160/396] lr: 2.223e-01, eta: 1 day, 9:11:04, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4336, top5_acc: 0.7013, loss_cls: 2.3574, loss: 2.3574, grad_norm: 1.4492, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9701, loss/aux0: 1.9701 2020-10-19 17:57:55,818 - mmaction - INFO - Epoch [88][160/396] lr: 2.223e-01, eta: 1 day, 9:11:40, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4336, top5_acc: 0.7013, loss_cls: 2.3574, loss: 2.3574, grad_norm: 1.4447, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9834, loss/aux0: 1.9834 2020-10-19 17:58:32,156 - mmaction - INFO - Epoch [88][180/396] lr: 2.223e-01, eta: 1 day, 9:10:31, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6896, loss_cls: 2.4055, loss: 2.4055, grad_norm: 1.3898, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9602, loss/aux0: 1.9602 2020-10-19 17:58:33,084 - mmaction - INFO - Epoch [88][180/396] lr: 2.223e-01, eta: 1 day, 9:11:07, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6896, loss_cls: 2.4055, loss: 2.4055, grad_norm: 1.3959, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9468, loss/aux0: 1.9468 2020-10-19 17:59:09,462 - mmaction - INFO - Epoch [88][200/396] lr: 2.223e-01, eta: 1 day, 9:09:58, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6924, loss_cls: 2.4013, loss: 2.4013, grad_norm: 1.4326, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9681, loss/aux0: 1.9681 2020-10-19 17:59:10,438 - mmaction - INFO - Epoch [88][200/396] lr: 2.223e-01, eta: 1 day, 9:10:33, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6924, loss_cls: 2.4013, loss: 2.4013, grad_norm: 1.4285, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9757, loss/aux0: 1.9757 2020-10-19 17:59:46,656 - mmaction - INFO - Epoch [88][220/396] lr: 2.223e-01, eta: 1 day, 9:09:25, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6885, loss_cls: 2.4010, loss: 2.4010, grad_norm: 1.3947, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0054, loss/aux0: 2.0054 2020-10-19 17:59:47,593 - mmaction - INFO - Epoch [88][220/396] lr: 2.223e-01, eta: 1 day, 9:10:00, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6885, loss_cls: 2.4010, loss: 2.4010, grad_norm: 1.3981, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9925, loss/aux0: 1.9925 2020-10-19 18:00:29,697 - mmaction - INFO - Epoch [88][240/396] lr: 2.223e-01, eta: 1 day, 9:08:59, time: 1.133, data_time: 0.002, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6943, loss_cls: 2.3825, loss: 2.3825, grad_norm: 1.4184, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9647, loss/aux0: 1.9647 2020-10-19 18:00:30,719 - mmaction - INFO - Epoch [88][240/396] lr: 2.223e-01, eta: 1 day, 9:09:36, time: 0.953, data_time: 0.008, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6943, loss_cls: 2.3825, loss: 2.3825, grad_norm: 1.4225, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9622, loss/aux0: 1.9622 2020-10-19 18:01:07,096 - mmaction - INFO - Epoch [88][260/396] lr: 2.223e-01, eta: 1 day, 9:08:27, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7018, loss_cls: 2.3604, loss: 2.3604, grad_norm: 1.4036, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9676, loss/aux0: 1.9676 2020-10-19 18:01:08,076 - mmaction - INFO - Epoch [88][260/396] lr: 2.223e-01, eta: 1 day, 9:09:03, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7018, loss_cls: 2.3604, loss: 2.3604, grad_norm: 1.4005, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9737, loss/aux0: 1.9737 2020-10-19 18:01:44,364 - mmaction - INFO - Epoch [88][280/396] lr: 2.223e-01, eta: 1 day, 9:07:54, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.6971, loss_cls: 2.3667, loss: 2.3667, grad_norm: 1.3952, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9444, loss/aux0: 1.9444 2020-10-19 18:01:45,300 - mmaction - INFO - Epoch [88][280/396] lr: 2.223e-01, eta: 1 day, 9:08:30, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4339, top5_acc: 0.6971, loss_cls: 2.3667, loss: 2.3667, grad_norm: 1.4000, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9492, loss/aux0: 1.9492 2020-10-19 18:02:21,631 - mmaction - INFO - Epoch [88][300/396] lr: 2.223e-01, eta: 1 day, 9:07:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6896, loss_cls: 2.3841, loss: 2.3841, grad_norm: 1.4305, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9314, loss/aux0: 1.9314 2020-10-19 18:02:22,584 - mmaction - INFO - Epoch [88][300/396] lr: 2.223e-01, eta: 1 day, 9:07:57, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6896, loss_cls: 2.3841, loss: 2.3841, grad_norm: 1.4361, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9368, loss/aux0: 1.9368 2020-10-19 18:02:58,924 - mmaction - INFO - Epoch [88][320/396] lr: 2.223e-01, eta: 1 day, 9:06:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6849, loss_cls: 2.4438, loss: 2.4438, grad_norm: 1.4602, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9645, loss/aux0: 1.9645 2020-10-19 18:02:59,879 - mmaction - INFO - Epoch [88][320/396] lr: 2.223e-01, eta: 1 day, 9:07:24, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6849, loss_cls: 2.4438, loss: 2.4438, grad_norm: 1.4569, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9525, loss/aux0: 1.9525 2020-10-19 18:03:36,361 - mmaction - INFO - Epoch [88][340/396] lr: 2.223e-01, eta: 1 day, 9:06:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6812, loss_cls: 2.4416, loss: 2.4416, grad_norm: 1.4362, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9812, loss/aux0: 1.9812 2020-10-19 18:03:37,293 - mmaction - INFO - Epoch [88][340/396] lr: 2.223e-01, eta: 1 day, 9:06:51, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6812, loss_cls: 2.4416, loss: 2.4416, grad_norm: 1.4458, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9947, loss/aux0: 1.9947 2020-10-19 18:04:13,744 - mmaction - INFO - Epoch [88][360/396] lr: 2.223e-01, eta: 1 day, 9:05:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4331, top5_acc: 0.6911, loss_cls: 2.3993, loss: 2.3993, grad_norm: 1.4034, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9633, loss/aux0: 1.9633 2020-10-19 18:04:14,701 - mmaction - INFO - Epoch [88][360/396] lr: 2.223e-01, eta: 1 day, 9:06:19, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4331, top5_acc: 0.6911, loss_cls: 2.3993, loss: 2.3993, grad_norm: 1.4020, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9598, loss/aux0: 1.9598 2020-10-19 18:04:51,175 - mmaction - INFO - Epoch [88][380/396] lr: 2.223e-01, eta: 1 day, 9:05:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4414, top5_acc: 0.7018, loss_cls: 2.3428, loss: 2.3428, grad_norm: 1.4399, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9629, loss/aux0: 1.9629 2020-10-19 18:04:52,105 - mmaction - INFO - Epoch [88][380/396] lr: 2.223e-01, eta: 1 day, 9:05:47, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4414, top5_acc: 0.7018, loss_cls: 2.3428, loss: 2.3428, grad_norm: 1.4431, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9599, loss/aux0: 1.9599 2020-10-19 18:05:26,079 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-19 18:07:24,857 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 18:07:24,984 - mmaction - INFO - top1_acc 0.5192 top5_acc 0.7925 2020-10-19 18:07:24,985 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 18:07:25,017 - mmaction - INFO - mean_acc 0.5190 2020-10-19 18:07:25,019 - mmaction - INFO - Epoch(val) [88][396] top1_acc: 0.5192, top5_acc: 0.7925, mean_class_accuracy: 0.5190 2020-10-19 18:11:13,492 - mmaction - INFO - Epoch [89][20/396] lr: 2.207e-01, eta: 1 day, 9:03:14, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6990, loss_cls: 2.3785, loss: 2.3785, grad_norm: 1.4360, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9881, loss/aux0: 1.9881 2020-10-19 18:11:14,410 - mmaction - INFO - Epoch [89][20/396] lr: 2.207e-01, eta: 1 day, 9:03:49, time: 0.917, data_time: 0.002, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6990, loss_cls: 2.3785, loss: 2.3785, grad_norm: 1.4416, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9887, loss/aux0: 1.9887 2020-10-19 18:11:50,452 - mmaction - INFO - Epoch [89][40/396] lr: 2.207e-01, eta: 1 day, 9:02:41, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7182, loss_cls: 2.2706, loss: 2.2706, grad_norm: 1.4375, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9879, loss/aux0: 1.9879 2020-10-19 18:11:51,400 - mmaction - INFO - Epoch [89][40/396] lr: 2.207e-01, eta: 1 day, 9:03:16, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7182, loss_cls: 2.2706, loss: 2.2706, grad_norm: 1.4320, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9792, loss/aux0: 1.9792 2020-10-19 18:12:27,631 - mmaction - INFO - Epoch [89][60/396] lr: 2.207e-01, eta: 1 day, 9:02:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7044, loss_cls: 2.3517, loss: 2.3517, grad_norm: 1.4097, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9781, loss/aux0: 1.9781 2020-10-19 18:12:28,565 - mmaction - INFO - Epoch [89][60/396] lr: 2.207e-01, eta: 1 day, 9:02:43, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7044, loss_cls: 2.3517, loss: 2.3517, grad_norm: 1.4061, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9823, loss/aux0: 1.9823 2020-10-19 18:13:04,781 - mmaction - INFO - Epoch [89][80/396] lr: 2.207e-01, eta: 1 day, 9:01:34, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7000, loss_cls: 2.3627, loss: 2.3627, grad_norm: 1.4251, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9320, loss/aux0: 1.9320 2020-10-19 18:13:05,711 - mmaction - INFO - Epoch [89][80/396] lr: 2.207e-01, eta: 1 day, 9:02:09, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7000, loss_cls: 2.3627, loss: 2.3627, grad_norm: 1.4324, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9394, loss/aux0: 1.9394 2020-10-19 18:13:42,087 - mmaction - INFO - Epoch [89][100/396] lr: 2.207e-01, eta: 1 day, 9:01:01, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6964, loss_cls: 2.3928, loss: 2.3928, grad_norm: 1.4216, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9222, loss/aux0: 1.9222 2020-10-19 18:13:43,047 - mmaction - INFO - Epoch [89][100/396] lr: 2.207e-01, eta: 1 day, 9:01:37, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6964, loss_cls: 2.3928, loss: 2.3928, grad_norm: 1.4248, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9182, loss/aux0: 1.9182 2020-10-19 18:14:19,295 - mmaction - INFO - Epoch [89][120/396] lr: 2.207e-01, eta: 1 day, 9:00:28, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6893, loss_cls: 2.3927, loss: 2.3927, grad_norm: 1.4244, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9643, loss/aux0: 1.9643 2020-10-19 18:14:20,233 - mmaction - INFO - Epoch [89][120/396] lr: 2.207e-01, eta: 1 day, 9:01:04, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6893, loss_cls: 2.3927, loss: 2.3927, grad_norm: 1.4349, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9615, loss/aux0: 1.9615 2020-10-19 18:14:56,667 - mmaction - INFO - Epoch [89][140/396] lr: 2.207e-01, eta: 1 day, 8:59:55, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6935, loss_cls: 2.4097, loss: 2.4097, grad_norm: 1.4548, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9764, loss/aux0: 1.9764 2020-10-19 18:14:57,602 - mmaction - INFO - Epoch [89][140/396] lr: 2.207e-01, eta: 1 day, 9:00:31, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6935, loss_cls: 2.4097, loss: 2.4097, grad_norm: 1.4459, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9754, loss/aux0: 1.9754 2020-10-19 18:15:33,957 - mmaction - INFO - Epoch [89][160/396] lr: 2.207e-01, eta: 1 day, 8:59:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6836, loss_cls: 2.4199, loss: 2.4199, grad_norm: 1.4080, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9799, loss/aux0: 1.9799 2020-10-19 18:15:34,919 - mmaction - INFO - Epoch [89][160/396] lr: 2.207e-01, eta: 1 day, 8:59:57, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6836, loss_cls: 2.4199, loss: 2.4199, grad_norm: 1.4074, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7643, loss_cls/aux0: 1.9892, loss/aux0: 1.9892 2020-10-19 18:16:11,386 - mmaction - INFO - Epoch [89][180/396] lr: 2.207e-01, eta: 1 day, 8:58:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6888, loss_cls: 2.4074, loss: 2.4074, grad_norm: 1.4712, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9758, loss/aux0: 1.9758 2020-10-19 18:16:12,318 - mmaction - INFO - Epoch [89][180/396] lr: 2.207e-01, eta: 1 day, 8:59:25, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6888, loss_cls: 2.4074, loss: 2.4074, grad_norm: 1.4598, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9725, loss/aux0: 1.9725 2020-10-19 18:16:48,480 - mmaction - INFO - Epoch [89][200/396] lr: 2.207e-01, eta: 1 day, 8:58:17, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4346, top5_acc: 0.7003, loss_cls: 2.3199, loss: 2.3199, grad_norm: 1.4274, top1_acc/aux0: 0.5313, top5_acc/aux0: 0.7643, loss_cls/aux0: 1.9641, loss/aux0: 1.9641 2020-10-19 18:16:49,422 - mmaction - INFO - Epoch [89][200/396] lr: 2.207e-01, eta: 1 day, 8:58:52, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4346, top5_acc: 0.7003, loss_cls: 2.3199, loss: 2.3199, grad_norm: 1.4258, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9655, loss/aux0: 1.9655 2020-10-19 18:17:25,753 - mmaction - INFO - Epoch [89][220/396] lr: 2.207e-01, eta: 1 day, 8:57:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6909, loss_cls: 2.4252, loss: 2.4252, grad_norm: 1.4573, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9787, loss/aux0: 1.9787 2020-10-19 18:17:26,684 - mmaction - INFO - Epoch [89][220/396] lr: 2.207e-01, eta: 1 day, 8:58:19, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6909, loss_cls: 2.4252, loss: 2.4252, grad_norm: 1.4605, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9835, loss/aux0: 1.9835 2020-10-19 18:18:02,815 - mmaction - INFO - Epoch [89][240/396] lr: 2.207e-01, eta: 1 day, 8:57:10, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6919, loss_cls: 2.4029, loss: 2.4029, grad_norm: 1.4273, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9602, loss/aux0: 1.9602 2020-10-19 18:18:03,769 - mmaction - INFO - Epoch [89][240/396] lr: 2.207e-01, eta: 1 day, 8:57:45, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6919, loss_cls: 2.4029, loss: 2.4029, grad_norm: 1.4231, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9480, loss/aux0: 1.9480 2020-10-19 18:18:40,125 - mmaction - INFO - Epoch [89][260/396] lr: 2.207e-01, eta: 1 day, 8:56:37, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6846, loss_cls: 2.4038, loss: 2.4038, grad_norm: 1.4134, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9484, loss/aux0: 1.9484 2020-10-19 18:18:41,054 - mmaction - INFO - Epoch [89][260/396] lr: 2.207e-01, eta: 1 day, 8:57:12, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6846, loss_cls: 2.4038, loss: 2.4038, grad_norm: 1.4086, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9505, loss/aux0: 1.9505 2020-10-19 18:19:17,518 - mmaction - INFO - Epoch [89][280/396] lr: 2.207e-01, eta: 1 day, 8:56:04, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6971, loss_cls: 2.3716, loss: 2.3716, grad_norm: 1.4301, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0090, loss/aux0: 2.0090 2020-10-19 18:19:18,438 - mmaction - INFO - Epoch [89][280/396] lr: 2.207e-01, eta: 1 day, 8:56:39, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6971, loss_cls: 2.3716, loss: 2.3716, grad_norm: 1.4276, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0137, loss/aux0: 2.0137 2020-10-19 18:19:54,644 - mmaction - INFO - Epoch [89][300/396] lr: 2.207e-01, eta: 1 day, 8:55:31, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6799, loss_cls: 2.4207, loss: 2.4207, grad_norm: 1.4656, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0088, loss/aux0: 2.0088 2020-10-19 18:19:55,586 - mmaction - INFO - Epoch [89][300/396] lr: 2.207e-01, eta: 1 day, 8:56:06, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6799, loss_cls: 2.4207, loss: 2.4207, grad_norm: 1.4647, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0082, loss/aux0: 2.0082 2020-10-19 18:20:31,927 - mmaction - INFO - Epoch [89][320/396] lr: 2.207e-01, eta: 1 day, 8:54:58, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6839, loss_cls: 2.3689, loss: 2.3689, grad_norm: 1.4296, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0478, loss/aux0: 2.0478 2020-10-19 18:20:32,855 - mmaction - INFO - Epoch [89][320/396] lr: 2.207e-01, eta: 1 day, 8:55:33, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6839, loss_cls: 2.3689, loss: 2.3689, grad_norm: 1.4295, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0458, loss/aux0: 2.0458 2020-10-19 18:21:09,082 - mmaction - INFO - Epoch [89][340/396] lr: 2.207e-01, eta: 1 day, 8:54:24, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6911, loss_cls: 2.4054, loss: 2.4054, grad_norm: 1.3980, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9639, loss/aux0: 1.9639 2020-10-19 18:21:10,013 - mmaction - INFO - Epoch [89][340/396] lr: 2.207e-01, eta: 1 day, 8:54:59, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6911, loss_cls: 2.4054, loss: 2.4054, grad_norm: 1.3995, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9629, loss/aux0: 1.9629 2020-10-19 18:21:46,520 - mmaction - INFO - Epoch [89][360/396] lr: 2.207e-01, eta: 1 day, 8:53:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6867, loss_cls: 2.3958, loss: 2.3958, grad_norm: 1.4476, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9995, loss/aux0: 1.9995 2020-10-19 18:21:47,486 - mmaction - INFO - Epoch [89][360/396] lr: 2.207e-01, eta: 1 day, 8:54:27, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6867, loss_cls: 2.3958, loss: 2.3958, grad_norm: 1.4515, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0072, loss/aux0: 2.0072 2020-10-19 18:22:23,824 - mmaction - INFO - Epoch [89][380/396] lr: 2.207e-01, eta: 1 day, 8:53:18, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6867, loss_cls: 2.3876, loss: 2.3876, grad_norm: 1.4008, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9578, loss/aux0: 1.9578 2020-10-19 18:22:24,750 - mmaction - INFO - Epoch [89][380/396] lr: 2.207e-01, eta: 1 day, 8:53:53, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6867, loss_cls: 2.3876, loss: 2.3876, grad_norm: 1.4048, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9628, loss/aux0: 1.9628 2020-10-19 18:27:11,367 - mmaction - INFO - Epoch [90][20/396] lr: 2.191e-01, eta: 1 day, 8:51:22, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7073, loss_cls: 2.3466, loss: 2.3466, grad_norm: 1.4414, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9319, loss/aux0: 1.9319 2020-10-19 18:27:12,330 - mmaction - INFO - Epoch [90][20/396] lr: 2.191e-01, eta: 1 day, 8:51:57, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7073, loss_cls: 2.3466, loss: 2.3466, grad_norm: 1.4498, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9329, loss/aux0: 1.9329 2020-10-19 18:27:48,494 - mmaction - INFO - Epoch [90][40/396] lr: 2.191e-01, eta: 1 day, 8:50:49, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7026, loss_cls: 2.3395, loss: 2.3395, grad_norm: 1.4509, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9832, loss/aux0: 1.9832 2020-10-19 18:27:49,436 - mmaction - INFO - Epoch [90][40/396] lr: 2.191e-01, eta: 1 day, 8:51:23, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7026, loss_cls: 2.3395, loss: 2.3395, grad_norm: 1.4407, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9898, loss/aux0: 1.9898 2020-10-19 18:28:25,775 - mmaction - INFO - Epoch [90][60/396] lr: 2.191e-01, eta: 1 day, 8:50:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6997, loss_cls: 2.3571, loss: 2.3571, grad_norm: 1.4206, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9821, loss/aux0: 1.9821 2020-10-19 18:28:26,708 - mmaction - INFO - Epoch [90][60/396] lr: 2.191e-01, eta: 1 day, 8:50:50, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6997, loss_cls: 2.3571, loss: 2.3571, grad_norm: 1.4281, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9813, loss/aux0: 1.9813 2020-10-19 18:29:02,939 - mmaction - INFO - Epoch [90][80/396] lr: 2.191e-01, eta: 1 day, 8:49:42, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6862, loss_cls: 2.3802, loss: 2.3802, grad_norm: 1.4336, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9904, loss/aux0: 1.9904 2020-10-19 18:29:03,872 - mmaction - INFO - Epoch [90][80/396] lr: 2.191e-01, eta: 1 day, 8:50:17, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6862, loss_cls: 2.3802, loss: 2.3802, grad_norm: 1.4295, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9895, loss/aux0: 1.9895 2020-10-19 18:29:40,385 - mmaction - INFO - Epoch [90][100/396] lr: 2.191e-01, eta: 1 day, 8:49:09, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6888, loss_cls: 2.3882, loss: 2.3882, grad_norm: 1.4099, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9588, loss/aux0: 1.9588 2020-10-19 18:29:41,318 - mmaction - INFO - Epoch [90][100/396] lr: 2.191e-01, eta: 1 day, 8:49:44, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6888, loss_cls: 2.3882, loss: 2.3882, grad_norm: 1.4058, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9577, loss/aux0: 1.9577 2020-10-19 18:30:17,672 - mmaction - INFO - Epoch [90][120/396] lr: 2.191e-01, eta: 1 day, 8:48:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7062, loss_cls: 2.3433, loss: 2.3433, grad_norm: 1.4232, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9625, loss/aux0: 1.9625 2020-10-19 18:30:18,612 - mmaction - INFO - Epoch [90][120/396] lr: 2.191e-01, eta: 1 day, 8:49:11, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7062, loss_cls: 2.3433, loss: 2.3433, grad_norm: 1.4221, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9640, loss/aux0: 1.9640 2020-10-19 18:30:55,116 - mmaction - INFO - Epoch [90][140/396] lr: 2.191e-01, eta: 1 day, 8:48:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6901, loss_cls: 2.4012, loss: 2.4012, grad_norm: 1.4175, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9480, loss/aux0: 1.9480 2020-10-19 18:30:56,040 - mmaction - INFO - Epoch [90][140/396] lr: 2.191e-01, eta: 1 day, 8:48:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6901, loss_cls: 2.4012, loss: 2.4012, grad_norm: 1.4153, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9461, loss/aux0: 1.9461 2020-10-19 18:31:32,388 - mmaction - INFO - Epoch [90][160/396] lr: 2.191e-01, eta: 1 day, 8:47:31, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.7010, loss_cls: 2.3513, loss: 2.3513, grad_norm: 1.4284, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9360, loss/aux0: 1.9360 2020-10-19 18:31:33,336 - mmaction - INFO - Epoch [90][160/396] lr: 2.191e-01, eta: 1 day, 8:48:05, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4302, top5_acc: 0.7010, loss_cls: 2.3513, loss: 2.3513, grad_norm: 1.4273, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9305, loss/aux0: 1.9305 2020-10-19 18:32:09,833 - mmaction - INFO - Epoch [90][180/396] lr: 2.191e-01, eta: 1 day, 8:46:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4354, top5_acc: 0.6927, loss_cls: 2.3827, loss: 2.3827, grad_norm: 1.4161, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9769, loss/aux0: 1.9769 2020-10-19 18:32:10,777 - mmaction - INFO - Epoch [90][180/396] lr: 2.191e-01, eta: 1 day, 8:47:33, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4354, top5_acc: 0.6927, loss_cls: 2.3827, loss: 2.3827, grad_norm: 1.4142, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9826, loss/aux0: 1.9826 2020-10-19 18:32:46,956 - mmaction - INFO - Epoch [90][200/396] lr: 2.191e-01, eta: 1 day, 8:46:25, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6927, loss_cls: 2.4010, loss: 2.4010, grad_norm: 1.4627, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9356, loss/aux0: 1.9356 2020-10-19 18:32:47,881 - mmaction - INFO - Epoch [90][200/396] lr: 2.191e-01, eta: 1 day, 8:46:59, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6927, loss_cls: 2.4010, loss: 2.4010, grad_norm: 1.4656, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9290, loss/aux0: 1.9290 2020-10-19 18:33:24,216 - mmaction - INFO - Epoch [90][220/396] lr: 2.191e-01, eta: 1 day, 8:45:52, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4320, top5_acc: 0.6857, loss_cls: 2.3901, loss: 2.3901, grad_norm: 1.4207, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9808, loss/aux0: 1.9808 2020-10-19 18:33:25,154 - mmaction - INFO - Epoch [90][220/396] lr: 2.191e-01, eta: 1 day, 8:46:27, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4320, top5_acc: 0.6857, loss_cls: 2.3901, loss: 2.3901, grad_norm: 1.4195, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9932, loss/aux0: 1.9932 2020-10-19 18:34:01,516 - mmaction - INFO - Epoch [90][240/396] lr: 2.191e-01, eta: 1 day, 8:45:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7068, loss_cls: 2.3620, loss: 2.3620, grad_norm: 1.4183, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9570, loss/aux0: 1.9570 2020-10-19 18:34:02,447 - mmaction - INFO - Epoch [90][240/396] lr: 2.191e-01, eta: 1 day, 8:45:54, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7068, loss_cls: 2.3620, loss: 2.3620, grad_norm: 1.4280, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9637, loss/aux0: 1.9637 2020-10-19 18:34:38,867 - mmaction - INFO - Epoch [90][260/396] lr: 2.191e-01, eta: 1 day, 8:44:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6945, loss_cls: 2.4076, loss: 2.4076, grad_norm: 1.4399, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7607, loss_cls/aux0: 1.9983, loss/aux0: 1.9983 2020-10-19 18:34:39,836 - mmaction - INFO - Epoch [90][260/396] lr: 2.191e-01, eta: 1 day, 8:45:21, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6945, loss_cls: 2.4076, loss: 2.4076, grad_norm: 1.4384, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9692, loss/aux0: 1.9692 2020-10-19 18:35:16,486 - mmaction - INFO - Epoch [90][280/396] lr: 2.191e-01, eta: 1 day, 8:44:13, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4422, top5_acc: 0.6945, loss_cls: 2.3793, loss: 2.3793, grad_norm: 1.4539, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9720, loss/aux0: 1.9720 2020-10-19 18:35:17,421 - mmaction - INFO - Epoch [90][280/396] lr: 2.191e-01, eta: 1 day, 8:44:48, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4422, top5_acc: 0.6945, loss_cls: 2.3793, loss: 2.3793, grad_norm: 1.4583, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9897, loss/aux0: 1.9897 2020-10-19 18:35:53,760 - mmaction - INFO - Epoch [90][300/396] lr: 2.191e-01, eta: 1 day, 8:43:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6943, loss_cls: 2.3918, loss: 2.3918, grad_norm: 1.4378, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0037, loss/aux0: 2.0037 2020-10-19 18:35:54,696 - mmaction - INFO - Epoch [90][300/396] lr: 2.191e-01, eta: 1 day, 8:44:15, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6943, loss_cls: 2.3918, loss: 2.3918, grad_norm: 1.4363, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9965, loss/aux0: 1.9965 2020-10-19 18:36:31,102 - mmaction - INFO - Epoch [90][320/396] lr: 2.191e-01, eta: 1 day, 8:43:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4456, top5_acc: 0.6977, loss_cls: 2.3511, loss: 2.3511, grad_norm: 1.4604, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9508, loss/aux0: 1.9508 2020-10-19 18:36:32,018 - mmaction - INFO - Epoch [90][320/396] lr: 2.191e-01, eta: 1 day, 8:43:43, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4456, top5_acc: 0.6977, loss_cls: 2.3511, loss: 2.3511, grad_norm: 1.4578, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9490, loss/aux0: 1.9490 2020-10-19 18:37:08,293 - mmaction - INFO - Epoch [90][340/396] lr: 2.191e-01, eta: 1 day, 8:42:35, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7057, loss_cls: 2.3548, loss: 2.3548, grad_norm: 1.4328, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9375, loss/aux0: 1.9375 2020-10-19 18:37:09,244 - mmaction - INFO - Epoch [90][340/396] lr: 2.191e-01, eta: 1 day, 8:43:09, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7057, loss_cls: 2.3548, loss: 2.3548, grad_norm: 1.4367, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9412, loss/aux0: 1.9412 2020-10-19 18:37:45,654 - mmaction - INFO - Epoch [90][360/396] lr: 2.191e-01, eta: 1 day, 8:42:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6935, loss_cls: 2.4017, loss: 2.4017, grad_norm: 1.4618, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9779, loss/aux0: 1.9779 2020-10-19 18:37:46,582 - mmaction - INFO - Epoch [90][360/396] lr: 2.191e-01, eta: 1 day, 8:42:36, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6935, loss_cls: 2.4017, loss: 2.4017, grad_norm: 1.4581, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9857, loss/aux0: 1.9857 2020-10-19 18:38:22,989 - mmaction - INFO - Epoch [90][380/396] lr: 2.191e-01, eta: 1 day, 8:41:28, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4341, top5_acc: 0.7018, loss_cls: 2.4025, loss: 2.4025, grad_norm: 1.3792, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9279, loss/aux0: 1.9279 2020-10-19 18:38:23,945 - mmaction - INFO - Epoch [90][380/396] lr: 2.191e-01, eta: 1 day, 8:42:03, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4341, top5_acc: 0.7018, loss_cls: 2.4025, loss: 2.4025, grad_norm: 1.3817, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9172, loss/aux0: 1.9172 2020-10-19 18:42:42,351 - mmaction - INFO - Epoch [91][20/396] lr: 2.174e-01, eta: 1 day, 8:39:33, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.6974, loss_cls: 2.3528, loss: 2.3528, grad_norm: 1.4385, top1_acc/aux0: 0.5090, top5_acc/aux0: 0.7725, loss_cls/aux0: 1.9767, loss/aux0: 1.9767 2020-10-19 18:42:43,282 - mmaction - INFO - Epoch [91][20/396] lr: 2.174e-01, eta: 1 day, 8:40:07, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.4352, top5_acc: 0.6974, loss_cls: 2.3528, loss: 2.3528, grad_norm: 1.4455, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9830, loss/aux0: 1.9830 2020-10-19 18:43:19,750 - mmaction - INFO - Epoch [91][40/396] lr: 2.174e-01, eta: 1 day, 8:39:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4318, top5_acc: 0.7081, loss_cls: 2.3329, loss: 2.3329, grad_norm: 1.4276, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9874, loss/aux0: 1.9874 2020-10-19 18:43:20,661 - mmaction - INFO - Epoch [91][40/396] lr: 2.174e-01, eta: 1 day, 8:39:35, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4318, top5_acc: 0.7081, loss_cls: 2.3329, loss: 2.3329, grad_norm: 1.4291, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9852, loss/aux0: 1.9852 2020-10-19 18:43:56,931 - mmaction - INFO - Epoch [91][60/396] lr: 2.174e-01, eta: 1 day, 8:38:28, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6958, loss_cls: 2.3612, loss: 2.3612, grad_norm: 1.4542, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9953, loss/aux0: 1.9953 2020-10-19 18:43:57,864 - mmaction - INFO - Epoch [91][60/396] lr: 2.174e-01, eta: 1 day, 8:39:02, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6958, loss_cls: 2.3612, loss: 2.3612, grad_norm: 1.4580, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9938, loss/aux0: 1.9938 2020-10-19 18:44:34,067 - mmaction - INFO - Epoch [91][80/396] lr: 2.174e-01, eta: 1 day, 8:37:55, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7013, loss_cls: 2.3499, loss: 2.3499, grad_norm: 1.3993, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9360, loss/aux0: 1.9360 2020-10-19 18:44:35,021 - mmaction - INFO - Epoch [91][80/396] lr: 2.174e-01, eta: 1 day, 8:38:29, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7013, loss_cls: 2.3499, loss: 2.3499, grad_norm: 1.4035, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9307, loss/aux0: 1.9307 2020-10-19 18:45:11,236 - mmaction - INFO - Epoch [91][100/396] lr: 2.174e-01, eta: 1 day, 8:37:22, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6914, loss_cls: 2.3910, loss: 2.3910, grad_norm: 1.4449, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9805, loss/aux0: 1.9805 2020-10-19 18:45:12,165 - mmaction - INFO - Epoch [91][100/396] lr: 2.174e-01, eta: 1 day, 8:37:56, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6914, loss_cls: 2.3910, loss: 2.3910, grad_norm: 1.4437, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9798, loss/aux0: 1.9798 2020-10-19 18:45:48,376 - mmaction - INFO - Epoch [91][120/396] lr: 2.174e-01, eta: 1 day, 8:36:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4406, top5_acc: 0.6937, loss_cls: 2.3812, loss: 2.3812, grad_norm: 1.4158, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9520, loss/aux0: 1.9520 2020-10-19 18:45:49,323 - mmaction - INFO - Epoch [91][120/396] lr: 2.174e-01, eta: 1 day, 8:37:22, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4406, top5_acc: 0.6937, loss_cls: 2.3812, loss: 2.3812, grad_norm: 1.4185, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9573, loss/aux0: 1.9573 2020-10-19 18:46:25,751 - mmaction - INFO - Epoch [91][140/396] lr: 2.174e-01, eta: 1 day, 8:36:15, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6979, loss_cls: 2.3948, loss: 2.3948, grad_norm: 1.4187, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9483, loss/aux0: 1.9483 2020-10-19 18:46:26,744 - mmaction - INFO - Epoch [91][140/396] lr: 2.174e-01, eta: 1 day, 8:36:49, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6979, loss_cls: 2.3948, loss: 2.3948, grad_norm: 1.4118, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9556, loss/aux0: 1.9556 2020-10-19 18:47:03,027 - mmaction - INFO - Epoch [91][160/396] lr: 2.174e-01, eta: 1 day, 8:35:42, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.7003, loss_cls: 2.3717, loss: 2.3717, grad_norm: 1.4289, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9934, loss/aux0: 1.9934 2020-10-19 18:47:03,971 - mmaction - INFO - Epoch [91][160/396] lr: 2.174e-01, eta: 1 day, 8:36:16, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4292, top5_acc: 0.7003, loss_cls: 2.3717, loss: 2.3717, grad_norm: 1.4302, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9786, loss/aux0: 1.9786 2020-10-19 18:47:40,529 - mmaction - INFO - Epoch [91][180/396] lr: 2.174e-01, eta: 1 day, 8:35:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6990, loss_cls: 2.3412, loss: 2.3412, grad_norm: 1.4071, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9612, loss/aux0: 1.9612 2020-10-19 18:47:41,447 - mmaction - INFO - Epoch [91][180/396] lr: 2.174e-01, eta: 1 day, 8:35:43, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6990, loss_cls: 2.3412, loss: 2.3412, grad_norm: 1.4088, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9649, loss/aux0: 1.9649 2020-10-19 18:48:17,789 - mmaction - INFO - Epoch [91][200/396] lr: 2.174e-01, eta: 1 day, 8:34:36, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6914, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.4536, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9467, loss/aux0: 1.9467 2020-10-19 18:48:18,716 - mmaction - INFO - Epoch [91][200/396] lr: 2.174e-01, eta: 1 day, 8:35:10, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6914, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.4581, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9658, loss/aux0: 1.9658 2020-10-19 18:48:54,814 - mmaction - INFO - Epoch [91][220/396] lr: 2.174e-01, eta: 1 day, 8:34:03, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6924, loss_cls: 2.3530, loss: 2.3530, grad_norm: 1.4303, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9669, loss/aux0: 1.9669 2020-10-19 18:48:55,748 - mmaction - INFO - Epoch [91][220/396] lr: 2.174e-01, eta: 1 day, 8:34:37, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6924, loss_cls: 2.3530, loss: 2.3530, grad_norm: 1.4220, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9365, loss/aux0: 1.9365 2020-10-19 18:49:31,832 - mmaction - INFO - Epoch [91][240/396] lr: 2.174e-01, eta: 1 day, 8:33:29, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6930, loss_cls: 2.3640, loss: 2.3640, grad_norm: 1.4526, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9677, loss/aux0: 1.9677 2020-10-19 18:49:32,772 - mmaction - INFO - Epoch [91][240/396] lr: 2.174e-01, eta: 1 day, 8:34:03, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6930, loss_cls: 2.3640, loss: 2.3640, grad_norm: 1.4396, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9761, loss/aux0: 1.9761 2020-10-19 18:50:09,200 - mmaction - INFO - Epoch [91][260/396] lr: 2.174e-01, eta: 1 day, 8:32:56, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6992, loss_cls: 2.3687, loss: 2.3687, grad_norm: 1.4377, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0406, loss/aux0: 2.0406 2020-10-19 18:50:10,121 - mmaction - INFO - Epoch [91][260/396] lr: 2.174e-01, eta: 1 day, 8:33:30, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6992, loss_cls: 2.3687, loss: 2.3687, grad_norm: 1.4399, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0395, loss/aux0: 2.0395 2020-10-19 18:50:46,390 - mmaction - INFO - Epoch [91][280/396] lr: 2.174e-01, eta: 1 day, 8:32:22, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.6995, loss_cls: 2.3513, loss: 2.3513, grad_norm: 1.4191, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9217, loss/aux0: 1.9217 2020-10-19 18:50:47,325 - mmaction - INFO - Epoch [91][280/396] lr: 2.174e-01, eta: 1 day, 8:32:56, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4378, top5_acc: 0.6995, loss_cls: 2.3513, loss: 2.3513, grad_norm: 1.4184, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9311, loss/aux0: 1.9311 2020-10-19 18:51:23,690 - mmaction - INFO - Epoch [91][300/396] lr: 2.174e-01, eta: 1 day, 8:31:49, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6888, loss_cls: 2.4460, loss: 2.4460, grad_norm: 1.4199, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7638, loss_cls/aux0: 1.9945, loss/aux0: 1.9945 2020-10-19 18:51:24,634 - mmaction - INFO - Epoch [91][300/396] lr: 2.174e-01, eta: 1 day, 8:32:23, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6888, loss_cls: 2.4460, loss: 2.4460, grad_norm: 1.4218, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7641, loss_cls/aux0: 1.9940, loss/aux0: 1.9940 2020-10-19 18:52:01,038 - mmaction - INFO - Epoch [91][320/396] lr: 2.174e-01, eta: 1 day, 8:31:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6852, loss_cls: 2.3974, loss: 2.3974, grad_norm: 1.4499, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9404, loss/aux0: 1.9404 2020-10-19 18:52:01,963 - mmaction - INFO - Epoch [91][320/396] lr: 2.174e-01, eta: 1 day, 8:31:50, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6852, loss_cls: 2.3974, loss: 2.3974, grad_norm: 1.4579, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9395, loss/aux0: 1.9395 2020-10-19 18:52:38,075 - mmaction - INFO - Epoch [91][340/396] lr: 2.174e-01, eta: 1 day, 8:30:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6911, loss_cls: 2.4415, loss: 2.4415, grad_norm: 1.3801, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9428, loss/aux0: 1.9428 2020-10-19 18:52:39,050 - mmaction - INFO - Epoch [91][340/396] lr: 2.174e-01, eta: 1 day, 8:31:17, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6911, loss_cls: 2.4415, loss: 2.4415, grad_norm: 1.3840, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9422, loss/aux0: 1.9422 2020-10-19 18:53:15,358 - mmaction - INFO - Epoch [91][360/396] lr: 2.174e-01, eta: 1 day, 8:30:10, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6846, loss_cls: 2.4344, loss: 2.4344, grad_norm: 1.4208, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9283, loss/aux0: 1.9283 2020-10-19 18:53:16,307 - mmaction - INFO - Epoch [91][360/396] lr: 2.174e-01, eta: 1 day, 8:30:44, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6846, loss_cls: 2.4344, loss: 2.4344, grad_norm: 1.4233, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9252, loss/aux0: 1.9252 2020-10-19 18:53:52,637 - mmaction - INFO - Epoch [91][380/396] lr: 2.174e-01, eta: 1 day, 8:29:37, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6914, loss_cls: 2.4353, loss: 2.4353, grad_norm: 1.4371, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9454, loss/aux0: 1.9454 2020-10-19 18:53:53,586 - mmaction - INFO - Epoch [91][380/396] lr: 2.174e-01, eta: 1 day, 8:30:10, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6914, loss_cls: 2.4353, loss: 2.4353, grad_norm: 1.4383, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9455, loss/aux0: 1.9455 2020-10-19 18:58:12,984 - mmaction - INFO - Epoch [92][20/396] lr: 2.158e-01, eta: 1 day, 8:27:42, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.6974, loss_cls: 2.3483, loss: 2.3483, grad_norm: 1.4032, top1_acc/aux0: 0.5236, top5_acc/aux0: 0.7769, loss_cls/aux0: 1.9473, loss/aux0: 1.9473 2020-10-19 18:58:13,921 - mmaction - INFO - Epoch [92][20/396] lr: 2.158e-01, eta: 1 day, 8:28:16, time: 0.920, data_time: 0.002, memory: 8466, top1_acc: 0.4396, top5_acc: 0.6974, loss_cls: 2.3483, loss: 2.3483, grad_norm: 1.4038, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9484, loss/aux0: 1.9484 2020-10-19 18:58:49,826 - mmaction - INFO - Epoch [92][40/396] lr: 2.158e-01, eta: 1 day, 8:27:09, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4310, top5_acc: 0.7034, loss_cls: 2.3646, loss: 2.3646, grad_norm: 1.4187, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9829, loss/aux0: 1.9829 2020-10-19 18:58:50,752 - mmaction - INFO - Epoch [92][40/396] lr: 2.158e-01, eta: 1 day, 8:27:42, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.4310, top5_acc: 0.7034, loss_cls: 2.3646, loss: 2.3646, grad_norm: 1.4255, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9810, loss/aux0: 1.9810 2020-10-19 18:59:26,906 - mmaction - INFO - Epoch [92][60/396] lr: 2.158e-01, eta: 1 day, 8:26:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4562, top5_acc: 0.7055, loss_cls: 2.2825, loss: 2.2825, grad_norm: 1.4228, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9645, loss/aux0: 1.9645 2020-10-19 18:59:27,864 - mmaction - INFO - Epoch [92][60/396] lr: 2.158e-01, eta: 1 day, 8:27:09, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4562, top5_acc: 0.7055, loss_cls: 2.2825, loss: 2.2825, grad_norm: 1.4281, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9666, loss/aux0: 1.9666 2020-10-19 19:00:03,978 - mmaction - INFO - Epoch [92][80/396] lr: 2.158e-01, eta: 1 day, 8:26:01, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7083, loss_cls: 2.3600, loss: 2.3600, grad_norm: 1.4017, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9246, loss/aux0: 1.9246 2020-10-19 19:00:04,925 - mmaction - INFO - Epoch [92][80/396] lr: 2.158e-01, eta: 1 day, 8:26:35, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7083, loss_cls: 2.3600, loss: 2.3600, grad_norm: 1.4012, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9236, loss/aux0: 1.9236 2020-10-19 19:00:41,312 - mmaction - INFO - Epoch [92][100/396] lr: 2.158e-01, eta: 1 day, 8:25:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7010, loss_cls: 2.3751, loss: 2.3751, grad_norm: 1.4065, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9650, loss/aux0: 1.9650 2020-10-19 19:00:42,223 - mmaction - INFO - Epoch [92][100/396] lr: 2.158e-01, eta: 1 day, 8:26:02, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7010, loss_cls: 2.3751, loss: 2.3751, grad_norm: 1.4046, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9492, loss/aux0: 1.9492 2020-10-19 19:01:18,534 - mmaction - INFO - Epoch [92][120/396] lr: 2.158e-01, eta: 1 day, 8:24:55, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7091, loss_cls: 2.3093, loss: 2.3093, grad_norm: 1.4365, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9663, loss/aux0: 1.9663 2020-10-19 19:01:19,474 - mmaction - INFO - Epoch [92][120/396] lr: 2.158e-01, eta: 1 day, 8:25:29, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7091, loss_cls: 2.3093, loss: 2.3093, grad_norm: 1.4300, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9796, loss/aux0: 1.9796 2020-10-19 19:01:55,765 - mmaction - INFO - Epoch [92][140/396] lr: 2.158e-01, eta: 1 day, 8:24:22, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6857, loss_cls: 2.4148, loss: 2.4148, grad_norm: 1.4436, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9707, loss/aux0: 1.9707 2020-10-19 19:01:56,704 - mmaction - INFO - Epoch [92][140/396] lr: 2.158e-01, eta: 1 day, 8:24:56, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6857, loss_cls: 2.4148, loss: 2.4148, grad_norm: 1.4335, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9707, loss/aux0: 1.9707 2020-10-19 19:02:32,788 - mmaction - INFO - Epoch [92][160/396] lr: 2.158e-01, eta: 1 day, 8:23:49, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6982, loss_cls: 2.3735, loss: 2.3735, grad_norm: 1.4545, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9323, loss/aux0: 1.9323 2020-10-19 19:02:33,729 - mmaction - INFO - Epoch [92][160/396] lr: 2.158e-01, eta: 1 day, 8:24:22, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6982, loss_cls: 2.3735, loss: 2.3735, grad_norm: 1.4565, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9327, loss/aux0: 1.9327 2020-10-19 19:03:10,290 - mmaction - INFO - Epoch [92][180/396] lr: 2.158e-01, eta: 1 day, 8:23:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7021, loss_cls: 2.3616, loss: 2.3616, grad_norm: 1.4119, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9788, loss/aux0: 1.9788 2020-10-19 19:03:11,220 - mmaction - INFO - Epoch [92][180/396] lr: 2.158e-01, eta: 1 day, 8:23:49, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7021, loss_cls: 2.3616, loss: 2.3616, grad_norm: 1.4029, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9771, loss/aux0: 1.9771 2020-10-19 19:03:47,563 - mmaction - INFO - Epoch [92][200/396] lr: 2.158e-01, eta: 1 day, 8:22:42, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.6930, loss_cls: 2.3961, loss: 2.3961, grad_norm: 1.4558, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9390, loss/aux0: 1.9390 2020-10-19 19:03:48,502 - mmaction - INFO - Epoch [92][200/396] lr: 2.158e-01, eta: 1 day, 8:23:15, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4333, top5_acc: 0.6930, loss_cls: 2.3961, loss: 2.3961, grad_norm: 1.4546, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9418, loss/aux0: 1.9418 2020-10-19 19:04:24,861 - mmaction - INFO - Epoch [92][220/396] lr: 2.158e-01, eta: 1 day, 8:22:09, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7167, loss_cls: 2.2694, loss: 2.2694, grad_norm: 1.4737, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9317, loss/aux0: 1.9317 2020-10-19 19:04:25,793 - mmaction - INFO - Epoch [92][220/396] lr: 2.158e-01, eta: 1 day, 8:22:42, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7167, loss_cls: 2.2694, loss: 2.2694, grad_norm: 1.4698, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9430, loss/aux0: 1.9430 2020-10-19 19:05:02,185 - mmaction - INFO - Epoch [92][240/396] lr: 2.158e-01, eta: 1 day, 8:21:35, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7013, loss_cls: 2.3326, loss: 2.3326, grad_norm: 1.4225, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9446, loss/aux0: 1.9446 2020-10-19 19:05:03,123 - mmaction - INFO - Epoch [92][240/396] lr: 2.158e-01, eta: 1 day, 8:22:08, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7013, loss_cls: 2.3326, loss: 2.3326, grad_norm: 1.4216, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9356, loss/aux0: 1.9356 2020-10-19 19:05:39,669 - mmaction - INFO - Epoch [92][260/396] lr: 2.158e-01, eta: 1 day, 8:21:02, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6930, loss_cls: 2.4074, loss: 2.4074, grad_norm: 1.4477, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0264, loss/aux0: 2.0264 2020-10-19 19:05:40,598 - mmaction - INFO - Epoch [92][260/396] lr: 2.158e-01, eta: 1 day, 8:21:36, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6930, loss_cls: 2.4074, loss: 2.4074, grad_norm: 1.4439, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0262, loss/aux0: 2.0262 2020-10-19 19:06:16,657 - mmaction - INFO - Epoch [92][280/396] lr: 2.158e-01, eta: 1 day, 8:20:29, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6917, loss_cls: 2.4326, loss: 2.4326, grad_norm: 1.4187, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9114, loss/aux0: 1.9114 2020-10-19 19:06:17,590 - mmaction - INFO - Epoch [92][280/396] lr: 2.158e-01, eta: 1 day, 8:21:02, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6917, loss_cls: 2.4326, loss: 2.4326, grad_norm: 1.4212, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9058, loss/aux0: 1.9058 2020-10-19 19:06:53,995 - mmaction - INFO - Epoch [92][300/396] lr: 2.158e-01, eta: 1 day, 8:19:56, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6852, loss_cls: 2.4048, loss: 2.4048, grad_norm: 1.3994, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9165, loss/aux0: 1.9165 2020-10-19 19:06:54,931 - mmaction - INFO - Epoch [92][300/396] lr: 2.158e-01, eta: 1 day, 8:20:29, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6852, loss_cls: 2.4048, loss: 2.4048, grad_norm: 1.4105, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9303, loss/aux0: 1.9303 2020-10-19 19:07:31,303 - mmaction - INFO - Epoch [92][320/396] lr: 2.158e-01, eta: 1 day, 8:19:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6904, loss_cls: 2.4108, loss: 2.4108, grad_norm: 1.4521, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9736, loss/aux0: 1.9736 2020-10-19 19:07:32,238 - mmaction - INFO - Epoch [92][320/396] lr: 2.158e-01, eta: 1 day, 8:19:56, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6904, loss_cls: 2.4108, loss: 2.4108, grad_norm: 1.4685, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9834, loss/aux0: 1.9834 2020-10-19 19:08:08,306 - mmaction - INFO - Epoch [92][340/396] lr: 2.158e-01, eta: 1 day, 8:18:49, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4320, top5_acc: 0.6982, loss_cls: 2.3926, loss: 2.3926, grad_norm: 1.4272, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7628, loss_cls/aux0: 1.9939, loss/aux0: 1.9939 2020-10-19 19:08:09,250 - mmaction - INFO - Epoch [92][340/396] lr: 2.158e-01, eta: 1 day, 8:19:22, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4320, top5_acc: 0.6982, loss_cls: 2.3926, loss: 2.3926, grad_norm: 1.4283, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7646, loss_cls/aux0: 1.9785, loss/aux0: 1.9785 2020-10-19 19:08:45,619 - mmaction - INFO - Epoch [92][360/396] lr: 2.158e-01, eta: 1 day, 8:18:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6872, loss_cls: 2.4284, loss: 2.4284, grad_norm: 1.4589, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9600, loss/aux0: 1.9600 2020-10-19 19:08:46,546 - mmaction - INFO - Epoch [92][360/396] lr: 2.158e-01, eta: 1 day, 8:18:49, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6872, loss_cls: 2.4284, loss: 2.4284, grad_norm: 1.4582, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9708, loss/aux0: 1.9708 2020-10-19 19:09:22,912 - mmaction - INFO - Epoch [92][380/396] lr: 2.158e-01, eta: 1 day, 8:17:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6870, loss_cls: 2.4263, loss: 2.4263, grad_norm: 1.3957, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9432, loss/aux0: 1.9432 2020-10-19 19:09:23,868 - mmaction - INFO - Epoch [92][380/396] lr: 2.158e-01, eta: 1 day, 8:18:16, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6870, loss_cls: 2.4263, loss: 2.4263, grad_norm: 1.4023, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9358, loss/aux0: 1.9358 2020-10-19 19:14:01,797 - mmaction - INFO - Epoch [93][20/396] lr: 2.141e-01, eta: 1 day, 8:15:50, time: 0.915, data_time: 0.000, memory: 8466, top1_acc: 0.4359, top5_acc: 0.6990, loss_cls: 2.3730, loss: 2.3730, grad_norm: 1.4441, top1_acc/aux0: 0.5282, top5_acc/aux0: 0.7678, loss_cls/aux0: 1.9770, loss/aux0: 1.9770 2020-10-19 19:14:02,731 - mmaction - INFO - Epoch [93][20/396] lr: 2.141e-01, eta: 1 day, 8:16:23, time: 0.917, data_time: 0.002, memory: 8466, top1_acc: 0.4359, top5_acc: 0.6990, loss_cls: 2.3730, loss: 2.3730, grad_norm: 1.4383, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9672, loss/aux0: 1.9672 2020-10-19 19:14:38,740 - mmaction - INFO - Epoch [93][40/396] lr: 2.141e-01, eta: 1 day, 8:15:16, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.6935, loss_cls: 2.3653, loss: 2.3653, grad_norm: 1.4353, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9559, loss/aux0: 1.9559 2020-10-19 19:14:39,653 - mmaction - INFO - Epoch [93][40/396] lr: 2.141e-01, eta: 1 day, 8:15:49, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.4339, top5_acc: 0.6935, loss_cls: 2.3653, loss: 2.3653, grad_norm: 1.4306, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9572, loss/aux0: 1.9572 2020-10-19 19:15:16,029 - mmaction - INFO - Epoch [93][60/396] lr: 2.141e-01, eta: 1 day, 8:14:42, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7023, loss_cls: 2.3491, loss: 2.3491, grad_norm: 1.4207, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9778, loss/aux0: 1.9778 2020-10-19 19:15:16,978 - mmaction - INFO - Epoch [93][60/396] lr: 2.141e-01, eta: 1 day, 8:15:16, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7023, loss_cls: 2.3491, loss: 2.3491, grad_norm: 1.4206, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9864, loss/aux0: 1.9864 2020-10-19 19:15:53,366 - mmaction - INFO - Epoch [93][80/396] lr: 2.141e-01, eta: 1 day, 8:14:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4346, top5_acc: 0.7003, loss_cls: 2.3513, loss: 2.3513, grad_norm: 1.4365, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.9468, loss/aux0: 1.9468 2020-10-19 19:15:54,304 - mmaction - INFO - Epoch [93][80/396] lr: 2.141e-01, eta: 1 day, 8:14:43, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4346, top5_acc: 0.7003, loss_cls: 2.3513, loss: 2.3513, grad_norm: 1.4338, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.9423, loss/aux0: 1.9423 2020-10-19 19:16:30,882 - mmaction - INFO - Epoch [93][100/396] lr: 2.141e-01, eta: 1 day, 8:13:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6930, loss_cls: 2.3436, loss: 2.3436, grad_norm: 1.4444, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9632, loss/aux0: 1.9632 2020-10-19 19:16:31,795 - mmaction - INFO - Epoch [93][100/396] lr: 2.141e-01, eta: 1 day, 8:14:10, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6930, loss_cls: 2.3436, loss: 2.3436, grad_norm: 1.4442, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9664, loss/aux0: 1.9664 2020-10-19 19:17:08,287 - mmaction - INFO - Epoch [93][120/396] lr: 2.141e-01, eta: 1 day, 8:13:04, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7008, loss_cls: 2.3646, loss: 2.3646, grad_norm: 1.4231, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7581, loss_cls/aux0: 1.9971, loss/aux0: 1.9971 2020-10-19 19:17:09,225 - mmaction - INFO - Epoch [93][120/396] lr: 2.141e-01, eta: 1 day, 8:13:37, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7008, loss_cls: 2.3646, loss: 2.3646, grad_norm: 1.4138, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7576, loss_cls/aux0: 1.9960, loss/aux0: 1.9960 2020-10-19 19:17:45,610 - mmaction - INFO - Epoch [93][140/396] lr: 2.141e-01, eta: 1 day, 8:12:31, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.7010, loss_cls: 2.3443, loss: 2.3443, grad_norm: 1.3914, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9170, loss/aux0: 1.9170 2020-10-19 19:17:46,556 - mmaction - INFO - Epoch [93][140/396] lr: 2.141e-01, eta: 1 day, 8:13:04, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4419, top5_acc: 0.7010, loss_cls: 2.3443, loss: 2.3443, grad_norm: 1.3901, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9189, loss/aux0: 1.9189 2020-10-19 19:18:23,429 - mmaction - INFO - Epoch [93][160/396] lr: 2.141e-01, eta: 1 day, 8:11:59, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4346, top5_acc: 0.6930, loss_cls: 2.3791, loss: 2.3791, grad_norm: 1.4259, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9352, loss/aux0: 1.9352 2020-10-19 19:18:24,374 - mmaction - INFO - Epoch [93][160/396] lr: 2.141e-01, eta: 1 day, 8:12:32, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.4346, top5_acc: 0.6930, loss_cls: 2.3791, loss: 2.3791, grad_norm: 1.4206, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9278, loss/aux0: 1.9278 2020-10-19 19:19:00,884 - mmaction - INFO - Epoch [93][180/396] lr: 2.141e-01, eta: 1 day, 8:11:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7104, loss_cls: 2.3064, loss: 2.3064, grad_norm: 1.4577, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9314, loss/aux0: 1.9314 2020-10-19 19:19:01,825 - mmaction - INFO - Epoch [93][180/396] lr: 2.141e-01, eta: 1 day, 8:12:00, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7104, loss_cls: 2.3064, loss: 2.3064, grad_norm: 1.4587, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9297, loss/aux0: 1.9297 2020-10-19 19:19:38,088 - mmaction - INFO - Epoch [93][200/396] lr: 2.141e-01, eta: 1 day, 8:10:53, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7026, loss_cls: 2.3696, loss: 2.3696, grad_norm: 1.4578, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.9228, loss/aux0: 1.9228 2020-10-19 19:19:39,021 - mmaction - INFO - Epoch [93][200/396] lr: 2.141e-01, eta: 1 day, 8:11:26, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7026, loss_cls: 2.3696, loss: 2.3696, grad_norm: 1.4646, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9311, loss/aux0: 1.9311 2020-10-19 19:20:15,304 - mmaction - INFO - Epoch [93][220/396] lr: 2.141e-01, eta: 1 day, 8:10:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.7016, loss_cls: 2.3463, loss: 2.3463, grad_norm: 1.4282, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9454, loss/aux0: 1.9454 2020-10-19 19:20:16,237 - mmaction - INFO - Epoch [93][220/396] lr: 2.141e-01, eta: 1 day, 8:10:53, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4271, top5_acc: 0.7016, loss_cls: 2.3463, loss: 2.3463, grad_norm: 1.4146, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9478, loss/aux0: 1.9478 2020-10-19 19:20:52,527 - mmaction - INFO - Epoch [93][240/396] lr: 2.141e-01, eta: 1 day, 8:09:47, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6969, loss_cls: 2.3950, loss: 2.3950, grad_norm: 1.4650, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9154, loss/aux0: 1.9154 2020-10-19 19:20:53,463 - mmaction - INFO - Epoch [93][240/396] lr: 2.141e-01, eta: 1 day, 8:10:19, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6969, loss_cls: 2.3950, loss: 2.3950, grad_norm: 1.4682, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9220, loss/aux0: 1.9220 2020-10-19 19:21:29,829 - mmaction - INFO - Epoch [93][260/396] lr: 2.141e-01, eta: 1 day, 8:09:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7141, loss_cls: 2.3184, loss: 2.3184, grad_norm: 1.4627, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9469, loss/aux0: 1.9469 2020-10-19 19:21:30,772 - mmaction - INFO - Epoch [93][260/396] lr: 2.141e-01, eta: 1 day, 8:09:47, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7141, loss_cls: 2.3184, loss: 2.3184, grad_norm: 1.4575, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9272, loss/aux0: 1.9272 2020-10-19 19:22:07,049 - mmaction - INFO - Epoch [93][280/396] lr: 2.141e-01, eta: 1 day, 8:08:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6852, loss_cls: 2.4116, loss: 2.4116, grad_norm: 1.4656, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9604, loss/aux0: 1.9604 2020-10-19 19:22:08,014 - mmaction - INFO - Epoch [93][280/396] lr: 2.141e-01, eta: 1 day, 8:09:14, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6852, loss_cls: 2.4116, loss: 2.4116, grad_norm: 1.4572, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9650, loss/aux0: 1.9650 2020-10-19 19:22:44,382 - mmaction - INFO - Epoch [93][300/396] lr: 2.141e-01, eta: 1 day, 8:08:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6961, loss_cls: 2.3822, loss: 2.3822, grad_norm: 1.4195, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9566, loss/aux0: 1.9566 2020-10-19 19:22:45,303 - mmaction - INFO - Epoch [93][300/396] lr: 2.141e-01, eta: 1 day, 8:08:40, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6961, loss_cls: 2.3822, loss: 2.3822, grad_norm: 1.4155, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9583, loss/aux0: 1.9583 2020-10-19 19:23:21,646 - mmaction - INFO - Epoch [93][320/396] lr: 2.141e-01, eta: 1 day, 8:07:34, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7086, loss_cls: 2.3429, loss: 2.3429, grad_norm: 1.4134, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9207, loss/aux0: 1.9207 2020-10-19 19:23:22,601 - mmaction - INFO - Epoch [93][320/396] lr: 2.141e-01, eta: 1 day, 8:08:07, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7086, loss_cls: 2.3429, loss: 2.3429, grad_norm: 1.4196, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9309, loss/aux0: 1.9309 2020-10-19 19:23:59,114 - mmaction - INFO - Epoch [93][340/396] lr: 2.141e-01, eta: 1 day, 8:07:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7026, loss_cls: 2.3422, loss: 2.3422, grad_norm: 1.4436, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9694, loss/aux0: 1.9694 2020-10-19 19:24:00,090 - mmaction - INFO - Epoch [93][340/396] lr: 2.141e-01, eta: 1 day, 8:07:34, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7026, loss_cls: 2.3422, loss: 2.3422, grad_norm: 1.4532, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9657, loss/aux0: 1.9657 2020-10-19 19:24:36,486 - mmaction - INFO - Epoch [93][360/396] lr: 2.141e-01, eta: 1 day, 8:06:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4365, top5_acc: 0.6927, loss_cls: 2.3808, loss: 2.3808, grad_norm: 1.4446, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9358, loss/aux0: 1.9358 2020-10-19 19:24:37,415 - mmaction - INFO - Epoch [93][360/396] lr: 2.141e-01, eta: 1 day, 8:07:01, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4365, top5_acc: 0.6927, loss_cls: 2.3808, loss: 2.3808, grad_norm: 1.4492, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9361, loss/aux0: 1.9361 2020-10-19 19:25:13,603 - mmaction - INFO - Epoch [93][380/396] lr: 2.141e-01, eta: 1 day, 8:05:55, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6771, loss_cls: 2.4536, loss: 2.4536, grad_norm: 1.4292, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0143, loss/aux0: 2.0143 2020-10-19 19:25:14,542 - mmaction - INFO - Epoch [93][380/396] lr: 2.141e-01, eta: 1 day, 8:06:28, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6771, loss_cls: 2.4536, loss: 2.4536, grad_norm: 1.4365, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0173, loss/aux0: 2.0173 2020-10-19 19:29:51,197 - mmaction - INFO - Epoch [94][20/396] lr: 2.125e-01, eta: 1 day, 8:04:03, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7086, loss_cls: 2.3285, loss: 2.3285, grad_norm: 1.4443, top1_acc/aux0: 0.5192, top5_acc/aux0: 0.7722, loss_cls/aux0: 1.9242, loss/aux0: 1.9242 2020-10-19 19:29:52,134 - mmaction - INFO - Epoch [94][20/396] lr: 2.125e-01, eta: 1 day, 8:04:35, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7086, loss_cls: 2.3285, loss: 2.3285, grad_norm: 1.4465, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9137, loss/aux0: 1.9137 2020-10-19 19:30:28,417 - mmaction - INFO - Epoch [94][40/396] lr: 2.125e-01, eta: 1 day, 8:03:29, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4318, top5_acc: 0.7099, loss_cls: 2.3344, loss: 2.3344, grad_norm: 1.4405, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9445, loss/aux0: 1.9445 2020-10-19 19:30:29,332 - mmaction - INFO - Epoch [94][40/396] lr: 2.125e-01, eta: 1 day, 8:04:02, time: 0.924, data_time: 0.001, memory: 8466, top1_acc: 0.4318, top5_acc: 0.7099, loss_cls: 2.3344, loss: 2.3344, grad_norm: 1.4356, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9664, loss/aux0: 1.9664 2020-10-19 19:31:05,414 - mmaction - INFO - Epoch [94][60/396] lr: 2.125e-01, eta: 1 day, 8:02:56, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4266, top5_acc: 0.7000, loss_cls: 2.3811, loss: 2.3811, grad_norm: 1.4474, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9513, loss/aux0: 1.9513 2020-10-19 19:31:06,332 - mmaction - INFO - Epoch [94][60/396] lr: 2.125e-01, eta: 1 day, 8:03:28, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4266, top5_acc: 0.7000, loss_cls: 2.3811, loss: 2.3811, grad_norm: 1.4484, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9383, loss/aux0: 1.9383 2020-10-19 19:31:42,732 - mmaction - INFO - Epoch [94][80/396] lr: 2.125e-01, eta: 1 day, 8:02:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4341, top5_acc: 0.7094, loss_cls: 2.3301, loss: 2.3301, grad_norm: 1.4524, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9953, loss/aux0: 1.9953 2020-10-19 19:31:43,720 - mmaction - INFO - Epoch [94][80/396] lr: 2.125e-01, eta: 1 day, 8:02:55, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4341, top5_acc: 0.7094, loss_cls: 2.3301, loss: 2.3301, grad_norm: 1.4500, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9988, loss/aux0: 1.9988 2020-10-19 19:32:20,152 - mmaction - INFO - Epoch [94][100/396] lr: 2.125e-01, eta: 1 day, 8:01:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6826, loss_cls: 2.4411, loss: 2.4411, grad_norm: 1.4790, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9854, loss/aux0: 1.9854 2020-10-19 19:32:21,083 - mmaction - INFO - Epoch [94][100/396] lr: 2.125e-01, eta: 1 day, 8:02:22, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6826, loss_cls: 2.4411, loss: 2.4411, grad_norm: 1.4834, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9911, loss/aux0: 1.9911 2020-10-19 19:32:57,323 - mmaction - INFO - Epoch [94][120/396] lr: 2.125e-01, eta: 1 day, 8:01:16, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7000, loss_cls: 2.3519, loss: 2.3519, grad_norm: 1.4244, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9783, loss/aux0: 1.9783 2020-10-19 19:32:58,243 - mmaction - INFO - Epoch [94][120/396] lr: 2.125e-01, eta: 1 day, 8:01:49, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7000, loss_cls: 2.3519, loss: 2.3519, grad_norm: 1.4275, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9751, loss/aux0: 1.9751 2020-10-19 19:33:34,440 - mmaction - INFO - Epoch [94][140/396] lr: 2.125e-01, eta: 1 day, 8:00:43, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6857, loss_cls: 2.4277, loss: 2.4277, grad_norm: 1.4362, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9138, loss/aux0: 1.9138 2020-10-19 19:33:35,387 - mmaction - INFO - Epoch [94][140/396] lr: 2.125e-01, eta: 1 day, 8:01:15, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6857, loss_cls: 2.4277, loss: 2.4277, grad_norm: 1.4335, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9149, loss/aux0: 1.9149 2020-10-19 19:34:11,613 - mmaction - INFO - Epoch [94][160/396] lr: 2.125e-01, eta: 1 day, 8:00:09, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7008, loss_cls: 2.3189, loss: 2.3189, grad_norm: 1.4202, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9575, loss/aux0: 1.9575 2020-10-19 19:34:12,559 - mmaction - INFO - Epoch [94][160/396] lr: 2.125e-01, eta: 1 day, 8:00:42, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7008, loss_cls: 2.3189, loss: 2.3189, grad_norm: 1.4276, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9646, loss/aux0: 1.9646 2020-10-19 19:34:49,150 - mmaction - INFO - Epoch [94][180/396] lr: 2.125e-01, eta: 1 day, 7:59:36, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4263, top5_acc: 0.7000, loss_cls: 2.3514, loss: 2.3514, grad_norm: 1.3993, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0455, loss/aux0: 2.0455 2020-10-19 19:34:50,077 - mmaction - INFO - Epoch [94][180/396] lr: 2.125e-01, eta: 1 day, 8:00:09, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4263, top5_acc: 0.7000, loss_cls: 2.3514, loss: 2.3514, grad_norm: 1.4060, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0210, loss/aux0: 2.0210 2020-10-19 19:35:26,454 - mmaction - INFO - Epoch [94][200/396] lr: 2.125e-01, eta: 1 day, 7:59:03, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4367, top5_acc: 0.6953, loss_cls: 2.3694, loss: 2.3694, grad_norm: 1.4952, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9419, loss/aux0: 1.9419 2020-10-19 19:35:27,383 - mmaction - INFO - Epoch [94][200/396] lr: 2.125e-01, eta: 1 day, 7:59:35, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4367, top5_acc: 0.6953, loss_cls: 2.3694, loss: 2.3694, grad_norm: 1.5003, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9656, loss/aux0: 1.9656 2020-10-19 19:36:03,640 - mmaction - INFO - Epoch [94][220/396] lr: 2.125e-01, eta: 1 day, 7:58:29, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7000, loss_cls: 2.3345, loss: 2.3345, grad_norm: 1.4656, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9541, loss/aux0: 1.9541 2020-10-19 19:36:04,588 - mmaction - INFO - Epoch [94][220/396] lr: 2.125e-01, eta: 1 day, 7:59:02, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7000, loss_cls: 2.3345, loss: 2.3345, grad_norm: 1.4611, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9314, loss/aux0: 1.9314 2020-10-19 19:36:41,005 - mmaction - INFO - Epoch [94][240/396] lr: 2.125e-01, eta: 1 day, 7:57:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4417, top5_acc: 0.6977, loss_cls: 2.3285, loss: 2.3285, grad_norm: 1.4426, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9038, loss/aux0: 1.9038 2020-10-19 19:36:41,948 - mmaction - INFO - Epoch [94][240/396] lr: 2.125e-01, eta: 1 day, 7:58:29, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4417, top5_acc: 0.6977, loss_cls: 2.3285, loss: 2.3285, grad_norm: 1.4478, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9172, loss/aux0: 1.9172 2020-10-19 19:37:18,270 - mmaction - INFO - Epoch [94][260/396] lr: 2.125e-01, eta: 1 day, 7:57:23, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6932, loss_cls: 2.3564, loss: 2.3564, grad_norm: 1.4737, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9431, loss/aux0: 1.9431 2020-10-19 19:37:19,199 - mmaction - INFO - Epoch [94][260/396] lr: 2.125e-01, eta: 1 day, 7:57:55, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6932, loss_cls: 2.3564, loss: 2.3564, grad_norm: 1.4682, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9327, loss/aux0: 1.9327 2020-10-19 19:37:55,679 - mmaction - INFO - Epoch [94][280/396] lr: 2.125e-01, eta: 1 day, 7:56:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.6984, loss_cls: 2.3588, loss: 2.3588, grad_norm: 1.4507, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9132, loss/aux0: 1.9132 2020-10-19 19:37:56,630 - mmaction - INFO - Epoch [94][280/396] lr: 2.125e-01, eta: 1 day, 7:57:23, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4352, top5_acc: 0.6984, loss_cls: 2.3588, loss: 2.3588, grad_norm: 1.4456, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9228, loss/aux0: 1.9228 2020-10-19 19:38:32,912 - mmaction - INFO - Epoch [94][300/396] lr: 2.125e-01, eta: 1 day, 7:56:17, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6995, loss_cls: 2.3660, loss: 2.3660, grad_norm: 1.4110, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8959, loss/aux0: 1.8959 2020-10-19 19:38:33,846 - mmaction - INFO - Epoch [94][300/396] lr: 2.125e-01, eta: 1 day, 7:56:49, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6995, loss_cls: 2.3660, loss: 2.3660, grad_norm: 1.4138, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8990, loss/aux0: 1.8990 2020-10-19 19:39:10,344 - mmaction - INFO - Epoch [94][320/396] lr: 2.125e-01, eta: 1 day, 7:55:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.7008, loss_cls: 2.3515, loss: 2.3515, grad_norm: 1.4397, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9572, loss/aux0: 1.9572 2020-10-19 19:39:11,293 - mmaction - INFO - Epoch [94][320/396] lr: 2.125e-01, eta: 1 day, 7:56:16, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4326, top5_acc: 0.7008, loss_cls: 2.3515, loss: 2.3515, grad_norm: 1.4301, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9435, loss/aux0: 1.9435 2020-10-19 19:39:47,578 - mmaction - INFO - Epoch [94][340/396] lr: 2.125e-01, eta: 1 day, 7:55:11, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4320, top5_acc: 0.7013, loss_cls: 2.3728, loss: 2.3728, grad_norm: 1.4447, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9254, loss/aux0: 1.9254 2020-10-19 19:39:48,499 - mmaction - INFO - Epoch [94][340/396] lr: 2.125e-01, eta: 1 day, 7:55:43, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4320, top5_acc: 0.7013, loss_cls: 2.3728, loss: 2.3728, grad_norm: 1.4464, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9409, loss/aux0: 1.9409 2020-10-19 19:40:24,782 - mmaction - INFO - Epoch [94][360/396] lr: 2.125e-01, eta: 1 day, 7:54:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4312, top5_acc: 0.7060, loss_cls: 2.3725, loss: 2.3725, grad_norm: 1.4366, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9172, loss/aux0: 1.9172 2020-10-19 19:40:25,715 - mmaction - INFO - Epoch [94][360/396] lr: 2.125e-01, eta: 1 day, 7:55:10, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4312, top5_acc: 0.7060, loss_cls: 2.3725, loss: 2.3725, grad_norm: 1.4303, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9023, loss/aux0: 1.9023 2020-10-19 19:41:02,215 - mmaction - INFO - Epoch [94][380/396] lr: 2.125e-01, eta: 1 day, 7:54:04, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.7068, loss_cls: 2.3311, loss: 2.3311, grad_norm: 1.4394, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9624, loss/aux0: 1.9624 2020-10-19 19:41:03,153 - mmaction - INFO - Epoch [94][380/396] lr: 2.125e-01, eta: 1 day, 7:54:36, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4378, top5_acc: 0.7068, loss_cls: 2.3311, loss: 2.3311, grad_norm: 1.4417, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9881, loss/aux0: 1.9881 2020-10-19 19:45:35,761 - mmaction - INFO - Epoch [95][20/396] lr: 2.108e-01, eta: 1 day, 7:52:13, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7052, loss_cls: 2.3619, loss: 2.3619, grad_norm: 1.4190, top1_acc/aux0: 0.5110, top5_acc/aux0: 0.7769, loss_cls/aux0: 1.9649, loss/aux0: 1.9649 2020-10-19 19:45:36,690 - mmaction - INFO - Epoch [95][20/396] lr: 2.108e-01, eta: 1 day, 7:52:44, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7052, loss_cls: 2.3619, loss: 2.3619, grad_norm: 1.4132, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9535, loss/aux0: 1.9535 2020-10-19 19:46:12,886 - mmaction - INFO - Epoch [95][40/396] lr: 2.108e-01, eta: 1 day, 7:51:39, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7190, loss_cls: 2.2779, loss: 2.2779, grad_norm: 1.4409, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9313, loss/aux0: 1.9313 2020-10-19 19:46:13,816 - mmaction - INFO - Epoch [95][40/396] lr: 2.108e-01, eta: 1 day, 7:52:11, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7190, loss_cls: 2.2779, loss: 2.2779, grad_norm: 1.4421, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9506, loss/aux0: 1.9506 2020-10-19 19:46:50,226 - mmaction - INFO - Epoch [95][60/396] lr: 2.108e-01, eta: 1 day, 7:51:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6865, loss_cls: 2.4013, loss: 2.4013, grad_norm: 1.4957, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9900, loss/aux0: 1.9900 2020-10-19 19:46:51,166 - mmaction - INFO - Epoch [95][60/396] lr: 2.108e-01, eta: 1 day, 7:51:38, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6865, loss_cls: 2.4013, loss: 2.4013, grad_norm: 1.5028, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9856, loss/aux0: 1.9856 2020-10-19 19:47:27,748 - mmaction - INFO - Epoch [95][80/396] lr: 2.108e-01, eta: 1 day, 7:50:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.6984, loss_cls: 2.3883, loss: 2.3883, grad_norm: 1.4433, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9767, loss/aux0: 1.9767 2020-10-19 19:47:28,708 - mmaction - INFO - Epoch [95][80/396] lr: 2.108e-01, eta: 1 day, 7:51:05, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4411, top5_acc: 0.6984, loss_cls: 2.3883, loss: 2.3883, grad_norm: 1.4410, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9727, loss/aux0: 1.9727 2020-10-19 19:48:05,107 - mmaction - INFO - Epoch [95][100/396] lr: 2.108e-01, eta: 1 day, 7:50:00, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7102, loss_cls: 2.3158, loss: 2.3158, grad_norm: 1.4373, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9517, loss/aux0: 1.9517 2020-10-19 19:48:06,069 - mmaction - INFO - Epoch [95][100/396] lr: 2.108e-01, eta: 1 day, 7:50:32, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7102, loss_cls: 2.3158, loss: 2.3158, grad_norm: 1.4421, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9676, loss/aux0: 1.9676 2020-10-19 19:48:42,241 - mmaction - INFO - Epoch [95][120/396] lr: 2.108e-01, eta: 1 day, 7:49:26, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6932, loss_cls: 2.3779, loss: 2.3779, grad_norm: 1.4718, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9630, loss/aux0: 1.9630 2020-10-19 19:48:43,171 - mmaction - INFO - Epoch [95][120/396] lr: 2.108e-01, eta: 1 day, 7:49:58, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6932, loss_cls: 2.3779, loss: 2.3779, grad_norm: 1.4698, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9344, loss/aux0: 1.9344 2020-10-19 19:49:19,664 - mmaction - INFO - Epoch [95][140/396] lr: 2.108e-01, eta: 1 day, 7:48:53, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6914, loss_cls: 2.3616, loss: 2.3616, grad_norm: 1.4480, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9138, loss/aux0: 1.9138 2020-10-19 19:49:20,644 - mmaction - INFO - Epoch [95][140/396] lr: 2.108e-01, eta: 1 day, 7:49:26, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6914, loss_cls: 2.3616, loss: 2.3616, grad_norm: 1.4490, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9233, loss/aux0: 1.9233 2020-10-19 19:49:56,942 - mmaction - INFO - Epoch [95][160/396] lr: 2.108e-01, eta: 1 day, 7:48:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.6880, loss_cls: 2.3822, loss: 2.3822, grad_norm: 1.4187, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9645, loss/aux0: 1.9645 2020-10-19 19:49:57,861 - mmaction - INFO - Epoch [95][160/396] lr: 2.108e-01, eta: 1 day, 7:48:53, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4357, top5_acc: 0.6880, loss_cls: 2.3822, loss: 2.3822, grad_norm: 1.4281, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9743, loss/aux0: 1.9743 2020-10-19 19:50:34,115 - mmaction - INFO - Epoch [95][180/396] lr: 2.108e-01, eta: 1 day, 7:47:47, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7000, loss_cls: 2.3398, loss: 2.3398, grad_norm: 1.4012, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9145, loss/aux0: 1.9145 2020-10-19 19:50:35,046 - mmaction - INFO - Epoch [95][180/396] lr: 2.108e-01, eta: 1 day, 7:48:19, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7000, loss_cls: 2.3398, loss: 2.3398, grad_norm: 1.4018, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.8956, loss/aux0: 1.8956 2020-10-19 19:51:11,360 - mmaction - INFO - Epoch [95][200/396] lr: 2.108e-01, eta: 1 day, 7:47:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7128, loss_cls: 2.3028, loss: 2.3028, grad_norm: 1.4566, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.9018, loss/aux0: 1.9018 2020-10-19 19:51:12,293 - mmaction - INFO - Epoch [95][200/396] lr: 2.108e-01, eta: 1 day, 7:47:46, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7128, loss_cls: 2.3028, loss: 2.3028, grad_norm: 1.4521, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.9069, loss/aux0: 1.9069 2020-10-19 19:51:48,587 - mmaction - INFO - Epoch [95][220/396] lr: 2.108e-01, eta: 1 day, 7:46:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6977, loss_cls: 2.3464, loss: 2.3464, grad_norm: 1.4319, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9701, loss/aux0: 1.9701 2020-10-19 19:51:49,533 - mmaction - INFO - Epoch [95][220/396] lr: 2.108e-01, eta: 1 day, 7:47:13, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6977, loss_cls: 2.3464, loss: 2.3464, grad_norm: 1.4306, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9689, loss/aux0: 1.9689 2020-10-19 19:52:25,970 - mmaction - INFO - Epoch [95][240/396] lr: 2.108e-01, eta: 1 day, 7:46:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6857, loss_cls: 2.4246, loss: 2.4246, grad_norm: 1.4605, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9352, loss/aux0: 1.9352 2020-10-19 19:52:26,954 - mmaction - INFO - Epoch [95][240/396] lr: 2.108e-01, eta: 1 day, 7:46:40, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6857, loss_cls: 2.4246, loss: 2.4246, grad_norm: 1.4512, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9336, loss/aux0: 1.9336 2020-10-19 19:53:03,239 - mmaction - INFO - Epoch [95][260/396] lr: 2.108e-01, eta: 1 day, 7:45:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6964, loss_cls: 2.3684, loss: 2.3684, grad_norm: 1.4182, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.8971, loss/aux0: 1.8971 2020-10-19 19:53:04,165 - mmaction - INFO - Epoch [95][260/396] lr: 2.108e-01, eta: 1 day, 7:46:06, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6964, loss_cls: 2.3684, loss: 2.3684, grad_norm: 1.4207, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.8953, loss/aux0: 1.8953 2020-10-19 19:53:40,384 - mmaction - INFO - Epoch [95][280/396] lr: 2.108e-01, eta: 1 day, 7:45:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6969, loss_cls: 2.3563, loss: 2.3563, grad_norm: 1.4603, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9207, loss/aux0: 1.9207 2020-10-19 19:53:41,319 - mmaction - INFO - Epoch [95][280/396] lr: 2.108e-01, eta: 1 day, 7:45:33, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6969, loss_cls: 2.3563, loss: 2.3563, grad_norm: 1.4646, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9380, loss/aux0: 1.9380 2020-10-19 19:54:17,641 - mmaction - INFO - Epoch [95][300/396] lr: 2.108e-01, eta: 1 day, 7:44:28, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6880, loss_cls: 2.4211, loss: 2.4211, grad_norm: 1.4320, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9289, loss/aux0: 1.9289 2020-10-19 19:54:18,576 - mmaction - INFO - Epoch [95][300/396] lr: 2.108e-01, eta: 1 day, 7:45:00, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6880, loss_cls: 2.4211, loss: 2.4211, grad_norm: 1.4435, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9343, loss/aux0: 1.9343 2020-10-19 19:54:54,842 - mmaction - INFO - Epoch [95][320/396] lr: 2.108e-01, eta: 1 day, 7:43:55, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7060, loss_cls: 2.3385, loss: 2.3385, grad_norm: 1.4259, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0071, loss/aux0: 2.0071 2020-10-19 19:54:55,778 - mmaction - INFO - Epoch [95][320/396] lr: 2.108e-01, eta: 1 day, 7:44:26, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7060, loss_cls: 2.3385, loss: 2.3385, grad_norm: 1.4172, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9936, loss/aux0: 1.9936 2020-10-19 19:55:32,266 - mmaction - INFO - Epoch [95][340/396] lr: 2.108e-01, eta: 1 day, 7:43:21, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6953, loss_cls: 2.3472, loss: 2.3472, grad_norm: 1.4447, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9413, loss/aux0: 1.9413 2020-10-19 19:55:33,234 - mmaction - INFO - Epoch [95][340/396] lr: 2.108e-01, eta: 1 day, 7:43:53, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6953, loss_cls: 2.3472, loss: 2.3472, grad_norm: 1.4371, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9414, loss/aux0: 1.9414 2020-10-19 19:56:09,689 - mmaction - INFO - Epoch [95][360/396] lr: 2.108e-01, eta: 1 day, 7:42:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7055, loss_cls: 2.2785, loss: 2.2785, grad_norm: 1.4310, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.8890, loss/aux0: 1.8890 2020-10-19 19:56:10,614 - mmaction - INFO - Epoch [95][360/396] lr: 2.108e-01, eta: 1 day, 7:43:20, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7055, loss_cls: 2.2785, loss: 2.2785, grad_norm: 1.4329, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.8812, loss/aux0: 1.8812 2020-10-19 19:56:47,309 - mmaction - INFO - Epoch [95][380/396] lr: 2.108e-01, eta: 1 day, 7:42:15, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4245, top5_acc: 0.7005, loss_cls: 2.3643, loss: 2.3643, grad_norm: 1.4421, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8894, loss/aux0: 1.8894 2020-10-19 19:56:48,254 - mmaction - INFO - Epoch [95][380/396] lr: 2.108e-01, eta: 1 day, 7:42:47, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.4245, top5_acc: 0.7005, loss_cls: 2.3643, loss: 2.3643, grad_norm: 1.4467, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8957, loss/aux0: 1.8957 2020-10-19 20:01:22,070 - mmaction - INFO - Epoch [96][20/396] lr: 2.091e-01, eta: 1 day, 7:40:25, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7070, loss_cls: 2.3382, loss: 2.3382, grad_norm: 1.4835, top1_acc/aux0: 0.5173, top5_acc/aux0: 0.7793, loss_cls/aux0: 1.9388, loss/aux0: 1.9388 2020-10-19 20:01:22,994 - mmaction - INFO - Epoch [96][20/396] lr: 2.091e-01, eta: 1 day, 7:40:56, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7070, loss_cls: 2.3382, loss: 2.3382, grad_norm: 1.4857, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9366, loss/aux0: 1.9366 2020-10-19 20:01:59,066 - mmaction - INFO - Epoch [96][40/396] lr: 2.091e-01, eta: 1 day, 7:39:51, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7104, loss_cls: 2.3190, loss: 2.3190, grad_norm: 1.4664, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9586, loss/aux0: 1.9586 2020-10-19 20:02:00,011 - mmaction - INFO - Epoch [96][40/396] lr: 2.091e-01, eta: 1 day, 7:40:22, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7104, loss_cls: 2.3190, loss: 2.3190, grad_norm: 1.4787, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9646, loss/aux0: 1.9646 2020-10-19 20:02:36,491 - mmaction - INFO - Epoch [96][60/396] lr: 2.091e-01, eta: 1 day, 7:39:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7146, loss_cls: 2.2815, loss: 2.2815, grad_norm: 1.4323, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8863, loss/aux0: 1.8863 2020-10-19 20:02:37,452 - mmaction - INFO - Epoch [96][60/396] lr: 2.091e-01, eta: 1 day, 7:39:49, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7146, loss_cls: 2.2815, loss: 2.2815, grad_norm: 1.4326, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8824, loss/aux0: 1.8824 2020-10-19 20:03:13,681 - mmaction - INFO - Epoch [96][80/396] lr: 2.091e-01, eta: 1 day, 7:38:45, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.6940, loss_cls: 2.3769, loss: 2.3769, grad_norm: 1.4347, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7638, loss_cls/aux0: 1.9983, loss/aux0: 1.9983 2020-10-19 20:03:14,598 - mmaction - INFO - Epoch [96][80/396] lr: 2.091e-01, eta: 1 day, 7:39:16, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4380, top5_acc: 0.6940, loss_cls: 2.3769, loss: 2.3769, grad_norm: 1.4313, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0009, loss/aux0: 2.0009 2020-10-19 20:03:51,137 - mmaction - INFO - Epoch [96][100/396] lr: 2.091e-01, eta: 1 day, 7:38:12, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4346, top5_acc: 0.7023, loss_cls: 2.3548, loss: 2.3548, grad_norm: 1.4641, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9549, loss/aux0: 1.9549 2020-10-19 20:03:52,064 - mmaction - INFO - Epoch [96][100/396] lr: 2.091e-01, eta: 1 day, 7:38:43, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4346, top5_acc: 0.7023, loss_cls: 2.3548, loss: 2.3548, grad_norm: 1.4529, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9537, loss/aux0: 1.9537 2020-10-19 20:04:28,255 - mmaction - INFO - Epoch [96][120/396] lr: 2.091e-01, eta: 1 day, 7:37:39, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4414, top5_acc: 0.7089, loss_cls: 2.3405, loss: 2.3405, grad_norm: 1.4660, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8874, loss/aux0: 1.8874 2020-10-19 20:04:29,182 - mmaction - INFO - Epoch [96][120/396] lr: 2.091e-01, eta: 1 day, 7:38:10, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4414, top5_acc: 0.7089, loss_cls: 2.3405, loss: 2.3405, grad_norm: 1.4687, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8869, loss/aux0: 1.8869 2020-10-19 20:05:05,491 - mmaction - INFO - Epoch [96][140/396] lr: 2.091e-01, eta: 1 day, 7:37:05, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7187, loss_cls: 2.2936, loss: 2.2936, grad_norm: 1.5050, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9644, loss/aux0: 1.9644 2020-10-19 20:05:06,451 - mmaction - INFO - Epoch [96][140/396] lr: 2.091e-01, eta: 1 day, 7:37:37, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7187, loss_cls: 2.2936, loss: 2.2936, grad_norm: 1.5074, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9701, loss/aux0: 1.9701 2020-10-19 20:05:42,849 - mmaction - INFO - Epoch [96][160/396] lr: 2.091e-01, eta: 1 day, 7:36:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6870, loss_cls: 2.4055, loss: 2.4055, grad_norm: 1.4785, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9364, loss/aux0: 1.9364 2020-10-19 20:05:43,791 - mmaction - INFO - Epoch [96][160/396] lr: 2.091e-01, eta: 1 day, 7:37:04, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6870, loss_cls: 2.4055, loss: 2.4055, grad_norm: 1.4746, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9432, loss/aux0: 1.9432 2020-10-19 20:06:20,087 - mmaction - INFO - Epoch [96][180/396] lr: 2.091e-01, eta: 1 day, 7:35:59, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7078, loss_cls: 2.3381, loss: 2.3381, grad_norm: 1.4693, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9658, loss/aux0: 1.9658 2020-10-19 20:06:21,002 - mmaction - INFO - Epoch [96][180/396] lr: 2.091e-01, eta: 1 day, 7:36:31, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7078, loss_cls: 2.3381, loss: 2.3381, grad_norm: 1.4628, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9468, loss/aux0: 1.9468 2020-10-19 20:06:57,532 - mmaction - INFO - Epoch [96][200/396] lr: 2.091e-01, eta: 1 day, 7:35:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4437, top5_acc: 0.7031, loss_cls: 2.3190, loss: 2.3190, grad_norm: 1.4682, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9277, loss/aux0: 1.9277 2020-10-19 20:06:58,494 - mmaction - INFO - Epoch [96][200/396] lr: 2.091e-01, eta: 1 day, 7:35:57, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4437, top5_acc: 0.7031, loss_cls: 2.3190, loss: 2.3190, grad_norm: 1.4643, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9327, loss/aux0: 1.9327 2020-10-19 20:07:35,010 - mmaction - INFO - Epoch [96][220/396] lr: 2.091e-01, eta: 1 day, 7:34:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7154, loss_cls: 2.2946, loss: 2.2946, grad_norm: 1.4594, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9243, loss/aux0: 1.9243 2020-10-19 20:07:35,939 - mmaction - INFO - Epoch [96][220/396] lr: 2.091e-01, eta: 1 day, 7:35:25, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7154, loss_cls: 2.2946, loss: 2.2946, grad_norm: 1.4562, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9312, loss/aux0: 1.9312 2020-10-19 20:08:12,177 - mmaction - INFO - Epoch [96][240/396] lr: 2.091e-01, eta: 1 day, 7:34:20, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6917, loss_cls: 2.3735, loss: 2.3735, grad_norm: 1.4693, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9332, loss/aux0: 1.9332 2020-10-19 20:08:13,104 - mmaction - INFO - Epoch [96][240/396] lr: 2.091e-01, eta: 1 day, 7:34:51, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6917, loss_cls: 2.3735, loss: 2.3735, grad_norm: 1.4660, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9396, loss/aux0: 1.9396 2020-10-19 20:08:49,542 - mmaction - INFO - Epoch [96][260/396] lr: 2.091e-01, eta: 1 day, 7:33:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.6958, loss_cls: 2.3576, loss: 2.3576, grad_norm: 1.4413, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9636, loss/aux0: 1.9636 2020-10-19 20:08:50,473 - mmaction - INFO - Epoch [96][260/396] lr: 2.091e-01, eta: 1 day, 7:34:18, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4357, top5_acc: 0.6958, loss_cls: 2.3576, loss: 2.3576, grad_norm: 1.4452, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9561, loss/aux0: 1.9561 2020-10-19 20:09:26,946 - mmaction - INFO - Epoch [96][280/396] lr: 2.091e-01, eta: 1 day, 7:33:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.7036, loss_cls: 2.3644, loss: 2.3644, grad_norm: 1.4374, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9413, loss/aux0: 1.9413 2020-10-19 20:09:27,902 - mmaction - INFO - Epoch [96][280/396] lr: 2.091e-01, eta: 1 day, 7:33:44, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4297, top5_acc: 0.7036, loss_cls: 2.3644, loss: 2.3644, grad_norm: 1.4312, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9332, loss/aux0: 1.9332 2020-10-19 20:10:04,254 - mmaction - INFO - Epoch [96][300/396] lr: 2.091e-01, eta: 1 day, 7:32:40, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6995, loss_cls: 2.3355, loss: 2.3355, grad_norm: 1.4813, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9245, loss/aux0: 1.9245 2020-10-19 20:10:05,174 - mmaction - INFO - Epoch [96][300/396] lr: 2.091e-01, eta: 1 day, 7:33:11, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6995, loss_cls: 2.3355, loss: 2.3355, grad_norm: 1.4822, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9277, loss/aux0: 1.9277 2020-10-19 20:10:41,771 - mmaction - INFO - Epoch [96][320/396] lr: 2.091e-01, eta: 1 day, 7:32:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4320, top5_acc: 0.7005, loss_cls: 2.3720, loss: 2.3720, grad_norm: 1.4393, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9381, loss/aux0: 1.9381 2020-10-19 20:10:42,692 - mmaction - INFO - Epoch [96][320/396] lr: 2.091e-01, eta: 1 day, 7:32:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4320, top5_acc: 0.7005, loss_cls: 2.3720, loss: 2.3720, grad_norm: 1.4412, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9417, loss/aux0: 1.9417 2020-10-19 20:11:19,208 - mmaction - INFO - Epoch [96][340/396] lr: 2.091e-01, eta: 1 day, 7:31:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7172, loss_cls: 2.3116, loss: 2.3116, grad_norm: 1.4482, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9492, loss/aux0: 1.9492 2020-10-19 20:11:20,140 - mmaction - INFO - Epoch [96][340/396] lr: 2.091e-01, eta: 1 day, 7:32:04, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7172, loss_cls: 2.3116, loss: 2.3116, grad_norm: 1.4457, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9386, loss/aux0: 1.9386 2020-10-19 20:11:56,332 - mmaction - INFO - Epoch [96][360/396] lr: 2.091e-01, eta: 1 day, 7:31:00, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7000, loss_cls: 2.3473, loss: 2.3473, grad_norm: 1.4331, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9009, loss/aux0: 1.9009 2020-10-19 20:11:57,268 - mmaction - INFO - Epoch [96][360/396] lr: 2.091e-01, eta: 1 day, 7:31:31, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7000, loss_cls: 2.3473, loss: 2.3473, grad_norm: 1.4394, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9155, loss/aux0: 1.9155 2020-10-19 20:12:33,556 - mmaction - INFO - Epoch [96][380/396] lr: 2.091e-01, eta: 1 day, 7:30:26, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6937, loss_cls: 2.3861, loss: 2.3861, grad_norm: 1.4885, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9587, loss/aux0: 1.9587 2020-10-19 20:12:34,498 - mmaction - INFO - Epoch [96][380/396] lr: 2.091e-01, eta: 1 day, 7:30:57, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6937, loss_cls: 2.3861, loss: 2.3861, grad_norm: 1.4805, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9501, loss/aux0: 1.9501 2020-10-19 20:13:06,164 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-19 20:14:49,614 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 20:14:49,743 - mmaction - INFO - top1_acc 0.5554 top5_acc 0.8109 2020-10-19 20:14:49,743 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 20:14:49,775 - mmaction - INFO - mean_acc 0.5557 2020-10-19 20:14:49,776 - mmaction - INFO - Now best checkpoint is epoch_96.pth 2020-10-19 20:14:49,795 - mmaction - INFO - Epoch(val) [96][396] top1_acc: 0.5554, top5_acc: 0.8109, mean_class_accuracy: 0.5557 2020-10-19 20:18:39,241 - mmaction - INFO - Epoch [97][20/396] lr: 2.074e-01, eta: 1 day, 7:28:36, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7044, loss_cls: 2.3385, loss: 2.3385, grad_norm: 1.4391, top1_acc/aux0: 0.5241, top5_acc/aux0: 0.7722, loss_cls/aux0: 1.9589, loss/aux0: 1.9589 2020-10-19 20:18:40,181 - mmaction - INFO - Epoch [97][20/396] lr: 2.074e-01, eta: 1 day, 7:29:07, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7044, loss_cls: 2.3385, loss: 2.3385, grad_norm: 1.4378, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9659, loss/aux0: 1.9659 2020-10-19 20:19:16,223 - mmaction - INFO - Epoch [97][40/396] lr: 2.074e-01, eta: 1 day, 7:28:02, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7016, loss_cls: 2.3152, loss: 2.3152, grad_norm: 1.4814, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9591, loss/aux0: 1.9591 2020-10-19 20:19:17,150 - mmaction - INFO - Epoch [97][40/396] lr: 2.074e-01, eta: 1 day, 7:28:33, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7016, loss_cls: 2.3152, loss: 2.3152, grad_norm: 1.4862, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9698, loss/aux0: 1.9698 2020-10-19 20:19:53,341 - mmaction - INFO - Epoch [97][60/396] lr: 2.074e-01, eta: 1 day, 7:27:29, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6914, loss_cls: 2.4231, loss: 2.4231, grad_norm: 1.4695, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8968, loss/aux0: 1.8968 2020-10-19 20:19:54,271 - mmaction - INFO - Epoch [97][60/396] lr: 2.074e-01, eta: 1 day, 7:27:59, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6914, loss_cls: 2.4231, loss: 2.4231, grad_norm: 1.4664, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8759, loss/aux0: 1.8759 2020-10-19 20:20:30,629 - mmaction - INFO - Epoch [97][80/396] lr: 2.074e-01, eta: 1 day, 7:26:55, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7076, loss_cls: 2.3178, loss: 2.3178, grad_norm: 1.4298, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.8733, loss/aux0: 1.8733 2020-10-19 20:20:31,557 - mmaction - INFO - Epoch [97][80/396] lr: 2.074e-01, eta: 1 day, 7:27:26, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7076, loss_cls: 2.3178, loss: 2.3178, grad_norm: 1.4435, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.8910, loss/aux0: 1.8910 2020-10-19 20:21:07,870 - mmaction - INFO - Epoch [97][100/396] lr: 2.074e-01, eta: 1 day, 7:26:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6966, loss_cls: 2.3477, loss: 2.3477, grad_norm: 1.4643, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9561, loss/aux0: 1.9561 2020-10-19 20:21:08,816 - mmaction - INFO - Epoch [97][100/396] lr: 2.074e-01, eta: 1 day, 7:26:53, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6966, loss_cls: 2.3477, loss: 2.3477, grad_norm: 1.4719, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9405, loss/aux0: 1.9405 2020-10-19 20:21:45,203 - mmaction - INFO - Epoch [97][120/396] lr: 2.074e-01, eta: 1 day, 7:25:48, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.6982, loss_cls: 2.3472, loss: 2.3472, grad_norm: 1.4707, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9898, loss/aux0: 1.9898 2020-10-19 20:21:46,137 - mmaction - INFO - Epoch [97][120/396] lr: 2.074e-01, eta: 1 day, 7:26:19, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4378, top5_acc: 0.6982, loss_cls: 2.3472, loss: 2.3472, grad_norm: 1.4657, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9818, loss/aux0: 1.9818 2020-10-19 20:22:22,446 - mmaction - INFO - Epoch [97][140/396] lr: 2.074e-01, eta: 1 day, 7:25:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7089, loss_cls: 2.2856, loss: 2.2856, grad_norm: 1.4567, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9150, loss/aux0: 1.9150 2020-10-19 20:22:23,379 - mmaction - INFO - Epoch [97][140/396] lr: 2.074e-01, eta: 1 day, 7:25:45, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7089, loss_cls: 2.2856, loss: 2.2856, grad_norm: 1.4556, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9264, loss/aux0: 1.9264 2020-10-19 20:22:59,758 - mmaction - INFO - Epoch [97][160/396] lr: 2.074e-01, eta: 1 day, 7:24:41, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7096, loss_cls: 2.2786, loss: 2.2786, grad_norm: 1.4410, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8661, loss/aux0: 1.8661 2020-10-19 20:23:00,695 - mmaction - INFO - Epoch [97][160/396] lr: 2.074e-01, eta: 1 day, 7:25:12, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7096, loss_cls: 2.2786, loss: 2.2786, grad_norm: 1.4394, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8599, loss/aux0: 1.8599 2020-10-19 20:23:37,243 - mmaction - INFO - Epoch [97][180/396] lr: 2.074e-01, eta: 1 day, 7:24:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7060, loss_cls: 2.3448, loss: 2.3448, grad_norm: 1.4670, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9019, loss/aux0: 1.9019 2020-10-19 20:23:38,183 - mmaction - INFO - Epoch [97][180/396] lr: 2.074e-01, eta: 1 day, 7:24:39, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7060, loss_cls: 2.3448, loss: 2.3448, grad_norm: 1.4706, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9070, loss/aux0: 1.9070 2020-10-19 20:24:14,728 - mmaction - INFO - Epoch [97][200/396] lr: 2.074e-01, eta: 1 day, 7:23:35, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6997, loss_cls: 2.3506, loss: 2.3506, grad_norm: 1.4487, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9525, loss/aux0: 1.9525 2020-10-19 20:24:15,695 - mmaction - INFO - Epoch [97][200/396] lr: 2.074e-01, eta: 1 day, 7:24:06, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6997, loss_cls: 2.3506, loss: 2.3506, grad_norm: 1.4474, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9465, loss/aux0: 1.9465 2020-10-19 20:24:52,089 - mmaction - INFO - Epoch [97][220/396] lr: 2.074e-01, eta: 1 day, 7:23:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4331, top5_acc: 0.6893, loss_cls: 2.3761, loss: 2.3761, grad_norm: 1.4599, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8862, loss/aux0: 1.8862 2020-10-19 20:24:53,108 - mmaction - INFO - Epoch [97][220/396] lr: 2.074e-01, eta: 1 day, 7:23:33, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4331, top5_acc: 0.6893, loss_cls: 2.3761, loss: 2.3761, grad_norm: 1.4566, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8836, loss/aux0: 1.8836 2020-10-19 20:25:29,418 - mmaction - INFO - Epoch [97][240/396] lr: 2.074e-01, eta: 1 day, 7:22:28, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6849, loss_cls: 2.3740, loss: 2.3740, grad_norm: 1.4576, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.9038, loss/aux0: 1.9038 2020-10-19 20:25:30,342 - mmaction - INFO - Epoch [97][240/396] lr: 2.074e-01, eta: 1 day, 7:22:59, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6849, loss_cls: 2.3740, loss: 2.3740, grad_norm: 1.4574, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9160, loss/aux0: 1.9160 2020-10-19 20:26:06,653 - mmaction - INFO - Epoch [97][260/396] lr: 2.074e-01, eta: 1 day, 7:21:55, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.6951, loss_cls: 2.3264, loss: 2.3264, grad_norm: 1.4572, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9258, loss/aux0: 1.9258 2020-10-19 20:26:07,596 - mmaction - INFO - Epoch [97][260/396] lr: 2.074e-01, eta: 1 day, 7:22:25, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4578, top5_acc: 0.6951, loss_cls: 2.3264, loss: 2.3264, grad_norm: 1.4626, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9232, loss/aux0: 1.9232 2020-10-19 20:26:44,013 - mmaction - INFO - Epoch [97][280/396] lr: 2.074e-01, eta: 1 day, 7:21:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7026, loss_cls: 2.3497, loss: 2.3497, grad_norm: 1.4578, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9748, loss/aux0: 1.9748 2020-10-19 20:26:44,950 - mmaction - INFO - Epoch [97][280/396] lr: 2.074e-01, eta: 1 day, 7:21:52, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7026, loss_cls: 2.3497, loss: 2.3497, grad_norm: 1.4640, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9744, loss/aux0: 1.9744 2020-10-19 20:27:21,214 - mmaction - INFO - Epoch [97][300/396] lr: 2.074e-01, eta: 1 day, 7:20:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.7013, loss_cls: 2.3617, loss: 2.3617, grad_norm: 1.4312, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9102, loss/aux0: 1.9102 2020-10-19 20:27:22,149 - mmaction - INFO - Epoch [97][300/396] lr: 2.074e-01, eta: 1 day, 7:21:19, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.7013, loss_cls: 2.3617, loss: 2.3617, grad_norm: 1.4339, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9009, loss/aux0: 1.9009 2020-10-19 20:27:58,586 - mmaction - INFO - Epoch [97][320/396] lr: 2.074e-01, eta: 1 day, 7:20:15, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4445, top5_acc: 0.6943, loss_cls: 2.3627, loss: 2.3627, grad_norm: 1.4711, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9189, loss/aux0: 1.9189 2020-10-19 20:27:59,512 - mmaction - INFO - Epoch [97][320/396] lr: 2.074e-01, eta: 1 day, 7:20:46, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4445, top5_acc: 0.6943, loss_cls: 2.3627, loss: 2.3627, grad_norm: 1.4778, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9279, loss/aux0: 1.9279 2020-10-19 20:28:35,971 - mmaction - INFO - Epoch [97][340/396] lr: 2.074e-01, eta: 1 day, 7:19:42, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7141, loss_cls: 2.2842, loss: 2.2842, grad_norm: 1.4615, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9859, loss/aux0: 1.9859 2020-10-19 20:28:36,917 - mmaction - INFO - Epoch [97][340/396] lr: 2.074e-01, eta: 1 day, 7:20:13, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7141, loss_cls: 2.2842, loss: 2.2842, grad_norm: 1.4541, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9860, loss/aux0: 1.9860 2020-10-19 20:29:13,201 - mmaction - INFO - Epoch [97][360/396] lr: 2.074e-01, eta: 1 day, 7:19:09, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7034, loss_cls: 2.3588, loss: 2.3588, grad_norm: 1.4478, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8614, loss/aux0: 1.8614 2020-10-19 20:29:14,151 - mmaction - INFO - Epoch [97][360/396] lr: 2.074e-01, eta: 1 day, 7:19:39, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7034, loss_cls: 2.3588, loss: 2.3588, grad_norm: 1.4483, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8562, loss/aux0: 1.8562 2020-10-19 20:29:50,586 - mmaction - INFO - Epoch [97][380/396] lr: 2.074e-01, eta: 1 day, 7:18:35, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4299, top5_acc: 0.6922, loss_cls: 2.3745, loss: 2.3745, grad_norm: 1.4527, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8981, loss/aux0: 1.8981 2020-10-19 20:29:51,534 - mmaction - INFO - Epoch [97][380/396] lr: 2.074e-01, eta: 1 day, 7:19:06, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.4299, top5_acc: 0.6922, loss_cls: 2.3745, loss: 2.3745, grad_norm: 1.4524, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8914, loss/aux0: 1.8914 2020-10-19 20:34:12,077 - mmaction - INFO - Epoch [98][20/396] lr: 2.057e-01, eta: 1 day, 7:16:46, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7016, loss_cls: 2.3222, loss: 2.3222, grad_norm: 1.4859, top1_acc/aux0: 0.5173, top5_acc/aux0: 0.7700, loss_cls/aux0: 1.9586, loss/aux0: 1.9586 2020-10-19 20:34:13,033 - mmaction - INFO - Epoch [98][20/396] lr: 2.057e-01, eta: 1 day, 7:17:16, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7016, loss_cls: 2.3222, loss: 2.3222, grad_norm: 1.4807, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9387, loss/aux0: 1.9387 2020-10-19 20:34:49,109 - mmaction - INFO - Epoch [98][40/396] lr: 2.057e-01, eta: 1 day, 7:16:12, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7055, loss_cls: 2.3219, loss: 2.3219, grad_norm: 1.4471, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9498, loss/aux0: 1.9498 2020-10-19 20:34:50,039 - mmaction - INFO - Epoch [98][40/396] lr: 2.057e-01, eta: 1 day, 7:16:42, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7055, loss_cls: 2.3219, loss: 2.3219, grad_norm: 1.4521, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9675, loss/aux0: 1.9675 2020-10-19 20:35:26,189 - mmaction - INFO - Epoch [98][60/396] lr: 2.057e-01, eta: 1 day, 7:15:38, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4404, top5_acc: 0.7003, loss_cls: 2.3257, loss: 2.3257, grad_norm: 1.4776, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9684, loss/aux0: 1.9684 2020-10-19 20:35:27,138 - mmaction - INFO - Epoch [98][60/396] lr: 2.057e-01, eta: 1 day, 7:16:09, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4404, top5_acc: 0.7003, loss_cls: 2.3257, loss: 2.3257, grad_norm: 1.4752, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9652, loss/aux0: 1.9652 2020-10-19 20:36:03,621 - mmaction - INFO - Epoch [98][80/396] lr: 2.057e-01, eta: 1 day, 7:15:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.7000, loss_cls: 2.3628, loss: 2.3628, grad_norm: 1.4801, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8564, loss/aux0: 1.8564 2020-10-19 20:36:04,587 - mmaction - INFO - Epoch [98][80/396] lr: 2.057e-01, eta: 1 day, 7:15:35, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4378, top5_acc: 0.7000, loss_cls: 2.3628, loss: 2.3628, grad_norm: 1.4829, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8623, loss/aux0: 1.8623 2020-10-19 20:36:40,846 - mmaction - INFO - Epoch [98][100/396] lr: 2.057e-01, eta: 1 day, 7:14:32, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4393, top5_acc: 0.6846, loss_cls: 2.3896, loss: 2.3896, grad_norm: 1.4707, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.9419, loss/aux0: 1.9419 2020-10-19 20:36:41,793 - mmaction - INFO - Epoch [98][100/396] lr: 2.057e-01, eta: 1 day, 7:15:02, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.4393, top5_acc: 0.6846, loss_cls: 2.3896, loss: 2.3896, grad_norm: 1.4743, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9395, loss/aux0: 1.9395 2020-10-19 20:37:18,047 - mmaction - INFO - Epoch [98][120/396] lr: 2.057e-01, eta: 1 day, 7:13:58, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6961, loss_cls: 2.3678, loss: 2.3678, grad_norm: 1.4616, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9343, loss/aux0: 1.9343 2020-10-19 20:37:18,983 - mmaction - INFO - Epoch [98][120/396] lr: 2.057e-01, eta: 1 day, 7:14:28, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6961, loss_cls: 2.3678, loss: 2.3678, grad_norm: 1.4588, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9350, loss/aux0: 1.9350 2020-10-19 20:37:55,426 - mmaction - INFO - Epoch [98][140/396] lr: 2.057e-01, eta: 1 day, 7:13:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7003, loss_cls: 2.3015, loss: 2.3015, grad_norm: 1.4725, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9660, loss/aux0: 1.9660 2020-10-19 20:37:56,375 - mmaction - INFO - Epoch [98][140/396] lr: 2.057e-01, eta: 1 day, 7:13:55, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7003, loss_cls: 2.3015, loss: 2.3015, grad_norm: 1.4669, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9615, loss/aux0: 1.9615 2020-10-19 20:38:32,719 - mmaction - INFO - Epoch [98][160/396] lr: 2.057e-01, eta: 1 day, 7:12:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7031, loss_cls: 2.3231, loss: 2.3231, grad_norm: 1.4326, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9423, loss/aux0: 1.9423 2020-10-19 20:38:33,654 - mmaction - INFO - Epoch [98][160/396] lr: 2.057e-01, eta: 1 day, 7:13:22, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7031, loss_cls: 2.3231, loss: 2.3231, grad_norm: 1.4404, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9589, loss/aux0: 1.9589 2020-10-19 20:39:10,198 - mmaction - INFO - Epoch [98][180/396] lr: 2.057e-01, eta: 1 day, 7:12:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7117, loss_cls: 2.3186, loss: 2.3186, grad_norm: 1.4434, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8776, loss/aux0: 1.8776 2020-10-19 20:39:11,149 - mmaction - INFO - Epoch [98][180/396] lr: 2.057e-01, eta: 1 day, 7:12:49, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7117, loss_cls: 2.3186, loss: 2.3186, grad_norm: 1.4482, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8610, loss/aux0: 1.8610 2020-10-19 20:39:47,553 - mmaction - INFO - Epoch [98][200/396] lr: 2.057e-01, eta: 1 day, 7:11:46, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4471, top5_acc: 0.7026, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.4656, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9158, loss/aux0: 1.9158 2020-10-19 20:39:48,489 - mmaction - INFO - Epoch [98][200/396] lr: 2.057e-01, eta: 1 day, 7:12:16, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4471, top5_acc: 0.7026, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.4648, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9272, loss/aux0: 1.9272 2020-10-19 20:40:24,964 - mmaction - INFO - Epoch [98][220/396] lr: 2.057e-01, eta: 1 day, 7:11:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4299, top5_acc: 0.7005, loss_cls: 2.3596, loss: 2.3596, grad_norm: 1.4411, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9295, loss/aux0: 1.9295 2020-10-19 20:40:25,889 - mmaction - INFO - Epoch [98][220/396] lr: 2.057e-01, eta: 1 day, 7:11:43, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4299, top5_acc: 0.7005, loss_cls: 2.3596, loss: 2.3596, grad_norm: 1.4486, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9172, loss/aux0: 1.9172 2020-10-19 20:41:02,362 - mmaction - INFO - Epoch [98][240/396] lr: 2.057e-01, eta: 1 day, 7:10:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6990, loss_cls: 2.3956, loss: 2.3956, grad_norm: 1.4465, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9545, loss/aux0: 1.9545 2020-10-19 20:41:03,284 - mmaction - INFO - Epoch [98][240/396] lr: 2.057e-01, eta: 1 day, 7:11:10, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6990, loss_cls: 2.3956, loss: 2.3956, grad_norm: 1.4486, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9628, loss/aux0: 1.9628 2020-10-19 20:41:39,724 - mmaction - INFO - Epoch [98][260/396] lr: 2.057e-01, eta: 1 day, 7:10:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6977, loss_cls: 2.3902, loss: 2.3902, grad_norm: 1.4712, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9229, loss/aux0: 1.9229 2020-10-19 20:41:40,652 - mmaction - INFO - Epoch [98][260/396] lr: 2.057e-01, eta: 1 day, 7:10:37, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6977, loss_cls: 2.3902, loss: 2.3902, grad_norm: 1.4672, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9322, loss/aux0: 1.9322 2020-10-19 20:42:17,155 - mmaction - INFO - Epoch [98][280/396] lr: 2.057e-01, eta: 1 day, 7:09:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7081, loss_cls: 2.2965, loss: 2.2965, grad_norm: 1.4373, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9271, loss/aux0: 1.9271 2020-10-19 20:42:18,118 - mmaction - INFO - Epoch [98][280/396] lr: 2.057e-01, eta: 1 day, 7:10:04, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7081, loss_cls: 2.2965, loss: 2.2965, grad_norm: 1.4391, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9128, loss/aux0: 1.9128 2020-10-19 20:42:54,424 - mmaction - INFO - Epoch [98][300/396] lr: 2.057e-01, eta: 1 day, 7:09:00, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4346, top5_acc: 0.7029, loss_cls: 2.3504, loss: 2.3504, grad_norm: 1.4757, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7633, loss_cls/aux0: 1.9883, loss/aux0: 1.9883 2020-10-19 20:42:55,346 - mmaction - INFO - Epoch [98][300/396] lr: 2.057e-01, eta: 1 day, 7:09:30, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4346, top5_acc: 0.7029, loss_cls: 2.3504, loss: 2.3504, grad_norm: 1.4778, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7646, loss_cls/aux0: 1.9846, loss/aux0: 1.9846 2020-10-19 20:43:31,738 - mmaction - INFO - Epoch [98][320/396] lr: 2.057e-01, eta: 1 day, 7:08:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6997, loss_cls: 2.3886, loss: 2.3886, grad_norm: 1.4812, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9242, loss/aux0: 1.9242 2020-10-19 20:43:32,671 - mmaction - INFO - Epoch [98][320/396] lr: 2.057e-01, eta: 1 day, 7:08:57, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6997, loss_cls: 2.3886, loss: 2.3886, grad_norm: 1.4792, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9355, loss/aux0: 1.9355 2020-10-19 20:44:08,889 - mmaction - INFO - Epoch [98][340/396] lr: 2.057e-01, eta: 1 day, 7:07:53, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6870, loss_cls: 2.4009, loss: 2.4009, grad_norm: 1.4618, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9612, loss/aux0: 1.9612 2020-10-19 20:44:09,837 - mmaction - INFO - Epoch [98][340/396] lr: 2.057e-01, eta: 1 day, 7:08:23, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6870, loss_cls: 2.4009, loss: 2.4009, grad_norm: 1.4578, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9504, loss/aux0: 1.9504 2020-10-19 20:44:46,033 - mmaction - INFO - Epoch [98][360/396] lr: 2.057e-01, eta: 1 day, 7:07:19, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7034, loss_cls: 2.3421, loss: 2.3421, grad_norm: 1.4097, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9172, loss/aux0: 1.9172 2020-10-19 20:44:46,958 - mmaction - INFO - Epoch [98][360/396] lr: 2.057e-01, eta: 1 day, 7:07:49, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7034, loss_cls: 2.3421, loss: 2.3421, grad_norm: 1.4082, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9254, loss/aux0: 1.9254 2020-10-19 20:45:23,271 - mmaction - INFO - Epoch [98][380/396] lr: 2.057e-01, eta: 1 day, 7:06:46, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7102, loss_cls: 2.2962, loss: 2.2962, grad_norm: 1.4490, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9088, loss/aux0: 1.9088 2020-10-19 20:45:24,217 - mmaction - INFO - Epoch [98][380/396] lr: 2.057e-01, eta: 1 day, 7:07:16, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7102, loss_cls: 2.2962, loss: 2.2962, grad_norm: 1.4470, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.8998, loss/aux0: 1.8998 2020-10-19 20:49:43,739 - mmaction - INFO - Epoch [99][20/396] lr: 2.040e-01, eta: 1 day, 7:04:57, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7099, loss_cls: 2.3372, loss: 2.3372, grad_norm: 1.4419, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7774, loss_cls/aux0: 1.9101, loss/aux0: 1.9101 2020-10-19 20:49:44,678 - mmaction - INFO - Epoch [99][20/396] lr: 2.040e-01, eta: 1 day, 7:05:27, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7099, loss_cls: 2.3372, loss: 2.3372, grad_norm: 1.4402, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9055, loss/aux0: 1.9055 2020-10-19 20:50:20,843 - mmaction - INFO - Epoch [99][40/396] lr: 2.040e-01, eta: 1 day, 7:04:23, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.6945, loss_cls: 2.3450, loss: 2.3450, grad_norm: 1.4601, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9439, loss/aux0: 1.9439 2020-10-19 20:50:21,782 - mmaction - INFO - Epoch [99][40/396] lr: 2.040e-01, eta: 1 day, 7:04:53, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4451, top5_acc: 0.6945, loss_cls: 2.3450, loss: 2.3450, grad_norm: 1.4535, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9487, loss/aux0: 1.9487 2020-10-19 20:50:58,052 - mmaction - INFO - Epoch [99][60/396] lr: 2.040e-01, eta: 1 day, 7:03:50, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7167, loss_cls: 2.2621, loss: 2.2621, grad_norm: 1.4369, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9493, loss/aux0: 1.9493 2020-10-19 20:50:58,973 - mmaction - INFO - Epoch [99][60/396] lr: 2.040e-01, eta: 1 day, 7:04:20, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7167, loss_cls: 2.2621, loss: 2.2621, grad_norm: 1.4331, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9427, loss/aux0: 1.9427 2020-10-19 20:51:35,212 - mmaction - INFO - Epoch [99][80/396] lr: 2.040e-01, eta: 1 day, 7:03:16, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7055, loss_cls: 2.3089, loss: 2.3089, grad_norm: 1.4445, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8962, loss/aux0: 1.8962 2020-10-19 20:51:36,142 - mmaction - INFO - Epoch [99][80/396] lr: 2.040e-01, eta: 1 day, 7:03:46, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7055, loss_cls: 2.3089, loss: 2.3089, grad_norm: 1.4448, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8999, loss/aux0: 1.8999 2020-10-19 20:52:12,681 - mmaction - INFO - Epoch [99][100/396] lr: 2.040e-01, eta: 1 day, 7:02:43, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6995, loss_cls: 2.3142, loss: 2.3142, grad_norm: 1.4744, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7638, loss_cls/aux0: 1.9897, loss/aux0: 1.9897 2020-10-19 20:52:13,629 - mmaction - INFO - Epoch [99][100/396] lr: 2.040e-01, eta: 1 day, 7:03:13, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6995, loss_cls: 2.3142, loss: 2.3142, grad_norm: 1.4831, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9970, loss/aux0: 1.9970 2020-10-19 20:52:50,048 - mmaction - INFO - Epoch [99][120/396] lr: 2.040e-01, eta: 1 day, 7:02:10, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6948, loss_cls: 2.3866, loss: 2.3866, grad_norm: 1.4339, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9508, loss/aux0: 1.9508 2020-10-19 20:52:50,985 - mmaction - INFO - Epoch [99][120/396] lr: 2.040e-01, eta: 1 day, 7:02:40, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6948, loss_cls: 2.3866, loss: 2.3866, grad_norm: 1.4264, top1_acc/aux0: 0.5313, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9347, loss/aux0: 1.9347 2020-10-19 20:53:27,290 - mmaction - INFO - Epoch [99][140/396] lr: 2.040e-01, eta: 1 day, 7:01:36, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7169, loss_cls: 2.2758, loss: 2.2758, grad_norm: 1.4969, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9232, loss/aux0: 1.9232 2020-10-19 20:53:28,232 - mmaction - INFO - Epoch [99][140/396] lr: 2.040e-01, eta: 1 day, 7:02:06, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7169, loss_cls: 2.2758, loss: 2.2758, grad_norm: 1.4951, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9371, loss/aux0: 1.9371 2020-10-19 20:54:04,548 - mmaction - INFO - Epoch [99][160/396] lr: 2.040e-01, eta: 1 day, 7:01:03, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4367, top5_acc: 0.7013, loss_cls: 2.3615, loss: 2.3615, grad_norm: 1.4359, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9381, loss/aux0: 1.9381 2020-10-19 20:54:05,478 - mmaction - INFO - Epoch [99][160/396] lr: 2.040e-01, eta: 1 day, 7:01:32, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4367, top5_acc: 0.7013, loss_cls: 2.3615, loss: 2.3615, grad_norm: 1.4347, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9297, loss/aux0: 1.9297 2020-10-19 20:54:41,888 - mmaction - INFO - Epoch [99][180/396] lr: 2.040e-01, eta: 1 day, 7:00:29, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7047, loss_cls: 2.2957, loss: 2.2957, grad_norm: 1.4702, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8970, loss/aux0: 1.8970 2020-10-19 20:54:42,810 - mmaction - INFO - Epoch [99][180/396] lr: 2.040e-01, eta: 1 day, 7:00:59, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7047, loss_cls: 2.2957, loss: 2.2957, grad_norm: 1.4749, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9142, loss/aux0: 1.9142 2020-10-19 20:55:19,151 - mmaction - INFO - Epoch [99][200/396] lr: 2.040e-01, eta: 1 day, 6:59:55, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7117, loss_cls: 2.3173, loss: 2.3173, grad_norm: 1.4937, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9438, loss/aux0: 1.9438 2020-10-19 20:55:20,071 - mmaction - INFO - Epoch [99][200/396] lr: 2.040e-01, eta: 1 day, 7:00:25, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7117, loss_cls: 2.3173, loss: 2.3173, grad_norm: 1.4928, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9359, loss/aux0: 1.9359 2020-10-19 20:55:56,186 - mmaction - INFO - Epoch [99][220/396] lr: 2.040e-01, eta: 1 day, 6:59:22, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7099, loss_cls: 2.3030, loss: 2.3030, grad_norm: 1.4603, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9115, loss/aux0: 1.9115 2020-10-19 20:55:57,129 - mmaction - INFO - Epoch [99][220/396] lr: 2.040e-01, eta: 1 day, 6:59:52, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7099, loss_cls: 2.3030, loss: 2.3030, grad_norm: 1.4746, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9160, loss/aux0: 1.9160 2020-10-19 20:56:33,541 - mmaction - INFO - Epoch [99][240/396] lr: 2.040e-01, eta: 1 day, 6:58:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7021, loss_cls: 2.3020, loss: 2.3020, grad_norm: 1.4469, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9307, loss/aux0: 1.9307 2020-10-19 20:56:34,480 - mmaction - INFO - Epoch [99][240/396] lr: 2.040e-01, eta: 1 day, 6:59:18, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7021, loss_cls: 2.3020, loss: 2.3020, grad_norm: 1.4439, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9245, loss/aux0: 1.9245 2020-10-19 20:57:10,690 - mmaction - INFO - Epoch [99][260/396] lr: 2.040e-01, eta: 1 day, 6:58:15, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6969, loss_cls: 2.3909, loss: 2.3909, grad_norm: 1.4863, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9649, loss/aux0: 1.9649 2020-10-19 20:57:11,622 - mmaction - INFO - Epoch [99][260/396] lr: 2.040e-01, eta: 1 day, 6:58:45, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6969, loss_cls: 2.3909, loss: 2.3909, grad_norm: 1.4826, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9550, loss/aux0: 1.9550 2020-10-19 20:57:47,959 - mmaction - INFO - Epoch [99][280/396] lr: 2.040e-01, eta: 1 day, 6:57:41, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7185, loss_cls: 2.2714, loss: 2.2714, grad_norm: 1.4883, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8988, loss/aux0: 1.8988 2020-10-19 20:57:48,920 - mmaction - INFO - Epoch [99][280/396] lr: 2.040e-01, eta: 1 day, 6:58:11, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7185, loss_cls: 2.2714, loss: 2.2714, grad_norm: 1.4827, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8951, loss/aux0: 1.8951 2020-10-19 20:58:25,054 - mmaction - INFO - Epoch [99][300/396] lr: 2.040e-01, eta: 1 day, 6:57:08, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4430, top5_acc: 0.6992, loss_cls: 2.3504, loss: 2.3504, grad_norm: 1.4675, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9278, loss/aux0: 1.9278 2020-10-19 20:58:25,993 - mmaction - INFO - Epoch [99][300/396] lr: 2.040e-01, eta: 1 day, 6:57:37, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4430, top5_acc: 0.6992, loss_cls: 2.3504, loss: 2.3504, grad_norm: 1.4596, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9305, loss/aux0: 1.9305 2020-10-19 20:59:02,548 - mmaction - INFO - Epoch [99][320/396] lr: 2.040e-01, eta: 1 day, 6:56:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6893, loss_cls: 2.4245, loss: 2.4245, grad_norm: 1.4624, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9365, loss/aux0: 1.9365 2020-10-19 20:59:03,484 - mmaction - INFO - Epoch [99][320/396] lr: 2.040e-01, eta: 1 day, 6:57:04, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6893, loss_cls: 2.4245, loss: 2.4245, grad_norm: 1.4667, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9637, loss/aux0: 1.9637 2020-10-19 20:59:39,931 - mmaction - INFO - Epoch [99][340/396] lr: 2.040e-01, eta: 1 day, 6:56:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6862, loss_cls: 2.3662, loss: 2.3662, grad_norm: 1.4492, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9372, loss/aux0: 1.9372 2020-10-19 20:59:40,872 - mmaction - INFO - Epoch [99][340/396] lr: 2.040e-01, eta: 1 day, 6:56:31, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6862, loss_cls: 2.3662, loss: 2.3662, grad_norm: 1.4473, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9197, loss/aux0: 1.9197 2020-10-19 21:00:22,671 - mmaction - INFO - Epoch [99][360/396] lr: 2.040e-01, eta: 1 day, 6:55:37, time: 1.207, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6982, loss_cls: 2.3724, loss: 2.3724, grad_norm: 1.4824, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9589, loss/aux0: 1.9589 2020-10-19 21:00:23,708 - mmaction - INFO - Epoch [99][360/396] lr: 2.040e-01, eta: 1 day, 6:56:15, time: 1.216, data_time: 0.009, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6982, loss_cls: 2.3724, loss: 2.3724, grad_norm: 1.4783, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9589, loss/aux0: 1.9589 2020-10-19 21:00:59,948 - mmaction - INFO - Epoch [99][380/396] lr: 2.040e-01, eta: 1 day, 6:55:12, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7052, loss_cls: 2.3318, loss: 2.3318, grad_norm: 1.4578, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9549, loss/aux0: 1.9549 2020-10-19 21:01:00,897 - mmaction - INFO - Epoch [99][380/396] lr: 2.040e-01, eta: 1 day, 6:55:42, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7052, loss_cls: 2.3318, loss: 2.3318, grad_norm: 1.4498, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9583, loss/aux0: 1.9583 2020-10-19 21:05:38,262 - mmaction - INFO - Epoch [100][20/396] lr: 2.023e-01, eta: 1 day, 6:53:24, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7096, loss_cls: 2.2454, loss: 2.2454, grad_norm: 1.4554, top1_acc/aux0: 0.5463, top5_acc/aux0: 0.7939, loss_cls/aux0: 1.8236, loss/aux0: 1.8236 2020-10-19 21:05:39,207 - mmaction - INFO - Epoch [100][20/396] lr: 2.023e-01, eta: 1 day, 6:53:53, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7096, loss_cls: 2.2454, loss: 2.2454, grad_norm: 1.4602, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8271, loss/aux0: 1.8271 2020-10-19 21:06:15,332 - mmaction - INFO - Epoch [100][40/396] lr: 2.023e-01, eta: 1 day, 6:52:50, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7094, loss_cls: 2.3356, loss: 2.3356, grad_norm: 1.4773, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9553, loss/aux0: 1.9553 2020-10-19 21:06:16,268 - mmaction - INFO - Epoch [100][40/396] lr: 2.023e-01, eta: 1 day, 6:53:20, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7094, loss_cls: 2.3356, loss: 2.3356, grad_norm: 1.4777, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9627, loss/aux0: 1.9627 2020-10-19 21:06:52,352 - mmaction - INFO - Epoch [100][60/396] lr: 2.023e-01, eta: 1 day, 6:52:17, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4388, top5_acc: 0.7036, loss_cls: 2.3554, loss: 2.3554, grad_norm: 1.4817, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.8974, loss/aux0: 1.8974 2020-10-19 21:06:53,309 - mmaction - INFO - Epoch [100][60/396] lr: 2.023e-01, eta: 1 day, 6:52:46, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.4388, top5_acc: 0.7036, loss_cls: 2.3554, loss: 2.3554, grad_norm: 1.4894, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.8824, loss/aux0: 1.8824 2020-10-19 21:07:29,712 - mmaction - INFO - Epoch [100][80/396] lr: 2.023e-01, eta: 1 day, 6:51:43, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7104, loss_cls: 2.3118, loss: 2.3118, grad_norm: 1.4599, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9125, loss/aux0: 1.9125 2020-10-19 21:07:30,684 - mmaction - INFO - Epoch [100][80/396] lr: 2.023e-01, eta: 1 day, 6:52:12, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7104, loss_cls: 2.3118, loss: 2.3118, grad_norm: 1.4583, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9168, loss/aux0: 1.9168 2020-10-19 21:08:07,146 - mmaction - INFO - Epoch [100][100/396] lr: 2.023e-01, eta: 1 day, 6:51:09, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7034, loss_cls: 2.3267, loss: 2.3267, grad_norm: 1.4611, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9114, loss/aux0: 1.9114 2020-10-19 21:08:08,077 - mmaction - INFO - Epoch [100][100/396] lr: 2.023e-01, eta: 1 day, 6:51:39, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7034, loss_cls: 2.3267, loss: 2.3267, grad_norm: 1.4646, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9122, loss/aux0: 1.9122 2020-10-19 21:08:44,446 - mmaction - INFO - Epoch [100][120/396] lr: 2.023e-01, eta: 1 day, 6:50:36, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7089, loss_cls: 2.3029, loss: 2.3029, grad_norm: 1.5181, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9170, loss/aux0: 1.9170 2020-10-19 21:08:45,393 - mmaction - INFO - Epoch [100][120/396] lr: 2.023e-01, eta: 1 day, 6:51:05, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7089, loss_cls: 2.3029, loss: 2.3029, grad_norm: 1.5109, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9077, loss/aux0: 1.9077 2020-10-19 21:09:21,789 - mmaction - INFO - Epoch [100][140/396] lr: 2.023e-01, eta: 1 day, 6:50:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7107, loss_cls: 2.3222, loss: 2.3222, grad_norm: 1.4601, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9001, loss/aux0: 1.9001 2020-10-19 21:09:22,746 - mmaction - INFO - Epoch [100][140/396] lr: 2.023e-01, eta: 1 day, 6:50:32, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7107, loss_cls: 2.3222, loss: 2.3222, grad_norm: 1.4611, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9216, loss/aux0: 1.9216 2020-10-19 21:09:58,986 - mmaction - INFO - Epoch [100][160/396] lr: 2.023e-01, eta: 1 day, 6:49:29, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6958, loss_cls: 2.3654, loss: 2.3654, grad_norm: 1.4649, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9055, loss/aux0: 1.9055 2020-10-19 21:09:59,934 - mmaction - INFO - Epoch [100][160/396] lr: 2.023e-01, eta: 1 day, 6:49:58, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6958, loss_cls: 2.3654, loss: 2.3654, grad_norm: 1.4649, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8974, loss/aux0: 1.8974 2020-10-19 21:10:36,134 - mmaction - INFO - Epoch [100][180/396] lr: 2.023e-01, eta: 1 day, 6:48:55, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.7049, loss_cls: 2.3711, loss: 2.3711, grad_norm: 1.4813, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9086, loss/aux0: 1.9086 2020-10-19 21:10:37,073 - mmaction - INFO - Epoch [100][180/396] lr: 2.023e-01, eta: 1 day, 6:49:24, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4276, top5_acc: 0.7049, loss_cls: 2.3711, loss: 2.3711, grad_norm: 1.4914, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9100, loss/aux0: 1.9100 2020-10-19 21:11:13,561 - mmaction - INFO - Epoch [100][200/396] lr: 2.023e-01, eta: 1 day, 6:48:21, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.6932, loss_cls: 2.3682, loss: 2.3682, grad_norm: 1.4332, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9261, loss/aux0: 1.9261 2020-10-19 21:11:14,495 - mmaction - INFO - Epoch [100][200/396] lr: 2.023e-01, eta: 1 day, 6:48:51, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4339, top5_acc: 0.6932, loss_cls: 2.3682, loss: 2.3682, grad_norm: 1.4364, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9288, loss/aux0: 1.9288 2020-10-19 21:11:50,987 - mmaction - INFO - Epoch [100][220/396] lr: 2.023e-01, eta: 1 day, 6:47:48, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7057, loss_cls: 2.3409, loss: 2.3409, grad_norm: 1.4559, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9503, loss/aux0: 1.9503 2020-10-19 21:11:51,923 - mmaction - INFO - Epoch [100][220/396] lr: 2.023e-01, eta: 1 day, 6:48:17, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7057, loss_cls: 2.3409, loss: 2.3409, grad_norm: 1.4549, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9458, loss/aux0: 1.9458 2020-10-19 21:12:28,110 - mmaction - INFO - Epoch [100][240/396] lr: 2.023e-01, eta: 1 day, 6:47:14, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4471, top5_acc: 0.7174, loss_cls: 2.2860, loss: 2.2860, grad_norm: 1.4572, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8351, loss/aux0: 1.8351 2020-10-19 21:12:29,037 - mmaction - INFO - Epoch [100][240/396] lr: 2.023e-01, eta: 1 day, 6:47:43, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4471, top5_acc: 0.7174, loss_cls: 2.2860, loss: 2.2860, grad_norm: 1.4664, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8331, loss/aux0: 1.8331 2020-10-19 21:13:05,618 - mmaction - INFO - Epoch [100][260/396] lr: 2.023e-01, eta: 1 day, 6:46:41, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6883, loss_cls: 2.4031, loss: 2.4031, grad_norm: 1.4694, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9271, loss/aux0: 1.9271 2020-10-19 21:13:06,544 - mmaction - INFO - Epoch [100][260/396] lr: 2.023e-01, eta: 1 day, 6:47:10, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6883, loss_cls: 2.4031, loss: 2.4031, grad_norm: 1.4601, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9151, loss/aux0: 1.9151 2020-10-19 21:13:42,832 - mmaction - INFO - Epoch [100][280/396] lr: 2.023e-01, eta: 1 day, 6:46:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7070, loss_cls: 2.3080, loss: 2.3080, grad_norm: 1.5120, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8781, loss/aux0: 1.8781 2020-10-19 21:13:43,768 - mmaction - INFO - Epoch [100][280/396] lr: 2.023e-01, eta: 1 day, 6:46:37, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7070, loss_cls: 2.3080, loss: 2.3080, grad_norm: 1.5096, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8965, loss/aux0: 1.8965 2020-10-19 21:14:20,127 - mmaction - INFO - Epoch [100][300/396] lr: 2.023e-01, eta: 1 day, 6:45:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6904, loss_cls: 2.4047, loss: 2.4047, grad_norm: 1.4412, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9238, loss/aux0: 1.9238 2020-10-19 21:14:21,056 - mmaction - INFO - Epoch [100][300/396] lr: 2.023e-01, eta: 1 day, 6:46:03, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6904, loss_cls: 2.4047, loss: 2.4047, grad_norm: 1.4380, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9137, loss/aux0: 1.9137 2020-10-19 21:14:57,265 - mmaction - INFO - Epoch [100][320/396] lr: 2.023e-01, eta: 1 day, 6:45:00, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4273, top5_acc: 0.7029, loss_cls: 2.3634, loss: 2.3634, grad_norm: 1.4634, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9490, loss/aux0: 1.9490 2020-10-19 21:14:58,215 - mmaction - INFO - Epoch [100][320/396] lr: 2.023e-01, eta: 1 day, 6:45:30, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4273, top5_acc: 0.7029, loss_cls: 2.3634, loss: 2.3634, grad_norm: 1.4614, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9596, loss/aux0: 1.9596 2020-10-19 21:15:34,555 - mmaction - INFO - Epoch [100][340/396] lr: 2.023e-01, eta: 1 day, 6:44:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4435, top5_acc: 0.6997, loss_cls: 2.3518, loss: 2.3518, grad_norm: 1.5246, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.9231, loss/aux0: 1.9231 2020-10-19 21:15:35,533 - mmaction - INFO - Epoch [100][340/396] lr: 2.023e-01, eta: 1 day, 6:44:56, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4435, top5_acc: 0.6997, loss_cls: 2.3518, loss: 2.3518, grad_norm: 1.5161, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.9156, loss/aux0: 1.9156 2020-10-19 21:16:11,952 - mmaction - INFO - Epoch [100][360/396] lr: 2.023e-01, eta: 1 day, 6:43:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7089, loss_cls: 2.3502, loss: 2.3502, grad_norm: 1.4717, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9377, loss/aux0: 1.9377 2020-10-19 21:16:12,884 - mmaction - INFO - Epoch [100][360/396] lr: 2.023e-01, eta: 1 day, 6:44:23, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7089, loss_cls: 2.3502, loss: 2.3502, grad_norm: 1.4702, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9426, loss/aux0: 1.9426 2020-10-19 21:16:49,261 - mmaction - INFO - Epoch [100][380/396] lr: 2.023e-01, eta: 1 day, 6:43:21, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.7016, loss_cls: 2.3407, loss: 2.3407, grad_norm: 1.4677, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9631, loss/aux0: 1.9631 2020-10-19 21:16:50,185 - mmaction - INFO - Epoch [100][380/396] lr: 2.023e-01, eta: 1 day, 6:43:50, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4378, top5_acc: 0.7016, loss_cls: 2.3407, loss: 2.3407, grad_norm: 1.4635, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9540, loss/aux0: 1.9540 2020-10-19 21:21:37,871 - mmaction - INFO - Epoch [101][20/396] lr: 2.005e-01, eta: 1 day, 6:41:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7005, loss_cls: 2.3120, loss: 2.3120, grad_norm: 1.4465, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9241, loss/aux0: 1.9241 2020-10-19 21:21:38,807 - mmaction - INFO - Epoch [101][20/396] lr: 2.005e-01, eta: 1 day, 6:42:03, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7005, loss_cls: 2.3120, loss: 2.3120, grad_norm: 1.4487, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9354, loss/aux0: 1.9354 2020-10-19 21:22:15,266 - mmaction - INFO - Epoch [101][40/396] lr: 2.005e-01, eta: 1 day, 6:41:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7148, loss_cls: 2.2758, loss: 2.2758, grad_norm: 1.4597, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8900, loss/aux0: 1.8900 2020-10-19 21:22:16,190 - mmaction - INFO - Epoch [101][40/396] lr: 2.005e-01, eta: 1 day, 6:41:29, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7148, loss_cls: 2.2758, loss: 2.2758, grad_norm: 1.4574, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8763, loss/aux0: 1.8763 2020-10-19 21:22:52,367 - mmaction - INFO - Epoch [101][60/396] lr: 2.005e-01, eta: 1 day, 6:40:27, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7070, loss_cls: 2.3008, loss: 2.3008, grad_norm: 1.5158, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9437, loss/aux0: 1.9437 2020-10-19 21:22:53,333 - mmaction - INFO - Epoch [101][60/396] lr: 2.005e-01, eta: 1 day, 6:40:56, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7070, loss_cls: 2.3008, loss: 2.3008, grad_norm: 1.5114, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9499, loss/aux0: 1.9499 2020-10-19 21:23:29,776 - mmaction - INFO - Epoch [101][80/396] lr: 2.005e-01, eta: 1 day, 6:39:54, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7146, loss_cls: 2.3268, loss: 2.3268, grad_norm: 1.4478, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9607, loss/aux0: 1.9607 2020-10-19 21:23:30,723 - mmaction - INFO - Epoch [101][80/396] lr: 2.005e-01, eta: 1 day, 6:40:23, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7146, loss_cls: 2.3268, loss: 2.3268, grad_norm: 1.4455, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9536, loss/aux0: 1.9536 2020-10-19 21:24:07,192 - mmaction - INFO - Epoch [101][100/396] lr: 2.005e-01, eta: 1 day, 6:39:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6979, loss_cls: 2.3416, loss: 2.3416, grad_norm: 1.4731, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9176, loss/aux0: 1.9176 2020-10-19 21:24:08,122 - mmaction - INFO - Epoch [101][100/396] lr: 2.005e-01, eta: 1 day, 6:39:50, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6979, loss_cls: 2.3416, loss: 2.3416, grad_norm: 1.4709, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9096, loss/aux0: 1.9096 2020-10-19 21:24:44,514 - mmaction - INFO - Epoch [101][120/396] lr: 2.005e-01, eta: 1 day, 6:38:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7099, loss_cls: 2.2927, loss: 2.2927, grad_norm: 1.4400, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8770, loss/aux0: 1.8770 2020-10-19 21:24:45,438 - mmaction - INFO - Epoch [101][120/396] lr: 2.005e-01, eta: 1 day, 6:39:16, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7099, loss_cls: 2.2927, loss: 2.2927, grad_norm: 1.4325, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8757, loss/aux0: 1.8757 2020-10-19 21:25:21,862 - mmaction - INFO - Epoch [101][140/396] lr: 2.005e-01, eta: 1 day, 6:38:14, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7000, loss_cls: 2.3465, loss: 2.3465, grad_norm: 1.5127, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8639, loss/aux0: 1.8639 2020-10-19 21:25:22,796 - mmaction - INFO - Epoch [101][140/396] lr: 2.005e-01, eta: 1 day, 6:38:43, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7000, loss_cls: 2.3465, loss: 2.3465, grad_norm: 1.5167, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8799, loss/aux0: 1.8799 2020-10-19 21:25:59,175 - mmaction - INFO - Epoch [101][160/396] lr: 2.005e-01, eta: 1 day, 6:37:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7128, loss_cls: 2.3249, loss: 2.3249, grad_norm: 1.4663, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9205, loss/aux0: 1.9205 2020-10-19 21:26:00,109 - mmaction - INFO - Epoch [101][160/396] lr: 2.005e-01, eta: 1 day, 6:38:10, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7128, loss_cls: 2.3249, loss: 2.3249, grad_norm: 1.4698, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9176, loss/aux0: 1.9176 2020-10-19 21:26:36,505 - mmaction - INFO - Epoch [101][180/396] lr: 2.005e-01, eta: 1 day, 6:37:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7008, loss_cls: 2.3380, loss: 2.3380, grad_norm: 1.4970, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9169, loss/aux0: 1.9169 2020-10-19 21:26:37,446 - mmaction - INFO - Epoch [101][180/396] lr: 2.005e-01, eta: 1 day, 6:37:36, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7008, loss_cls: 2.3380, loss: 2.3380, grad_norm: 1.5037, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9204, loss/aux0: 1.9204 2020-10-19 21:27:13,802 - mmaction - INFO - Epoch [101][200/396] lr: 2.005e-01, eta: 1 day, 6:36:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7120, loss_cls: 2.3145, loss: 2.3145, grad_norm: 1.4756, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9149, loss/aux0: 1.9149 2020-10-19 21:27:14,740 - mmaction - INFO - Epoch [101][200/396] lr: 2.005e-01, eta: 1 day, 6:37:03, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7120, loss_cls: 2.3145, loss: 2.3145, grad_norm: 1.4755, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9053, loss/aux0: 1.9053 2020-10-19 21:27:51,232 - mmaction - INFO - Epoch [101][220/396] lr: 2.005e-01, eta: 1 day, 6:36:00, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7083, loss_cls: 2.3065, loss: 2.3065, grad_norm: 1.4429, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9101, loss/aux0: 1.9101 2020-10-19 21:27:52,180 - mmaction - INFO - Epoch [101][220/396] lr: 2.005e-01, eta: 1 day, 6:36:29, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7083, loss_cls: 2.3065, loss: 2.3065, grad_norm: 1.4417, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9127, loss/aux0: 1.9127 2020-10-19 21:28:28,466 - mmaction - INFO - Epoch [101][240/396] lr: 2.005e-01, eta: 1 day, 6:35:27, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4365, top5_acc: 0.7060, loss_cls: 2.3326, loss: 2.3326, grad_norm: 1.4736, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9371, loss/aux0: 1.9371 2020-10-19 21:28:29,387 - mmaction - INFO - Epoch [101][240/396] lr: 2.005e-01, eta: 1 day, 6:35:55, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4365, top5_acc: 0.7060, loss_cls: 2.3326, loss: 2.3326, grad_norm: 1.4639, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9443, loss/aux0: 1.9443 2020-10-19 21:29:05,789 - mmaction - INFO - Epoch [101][260/396] lr: 2.005e-01, eta: 1 day, 6:34:53, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6870, loss_cls: 2.3800, loss: 2.3800, grad_norm: 1.4505, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8737, loss/aux0: 1.8737 2020-10-19 21:29:06,718 - mmaction - INFO - Epoch [101][260/396] lr: 2.005e-01, eta: 1 day, 6:35:22, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6870, loss_cls: 2.3800, loss: 2.3800, grad_norm: 1.4517, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8677, loss/aux0: 1.8677 2020-10-19 21:29:43,019 - mmaction - INFO - Epoch [101][280/396] lr: 2.005e-01, eta: 1 day, 6:34:20, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4346, top5_acc: 0.6914, loss_cls: 2.3770, loss: 2.3770, grad_norm: 1.4720, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8753, loss/aux0: 1.8753 2020-10-19 21:29:43,999 - mmaction - INFO - Epoch [101][280/396] lr: 2.005e-01, eta: 1 day, 6:34:48, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4346, top5_acc: 0.6914, loss_cls: 2.3770, loss: 2.3770, grad_norm: 1.4797, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.8807, loss/aux0: 1.8807 2020-10-19 21:30:20,584 - mmaction - INFO - Epoch [101][300/396] lr: 2.005e-01, eta: 1 day, 6:33:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4471, top5_acc: 0.7083, loss_cls: 2.3182, loss: 2.3182, grad_norm: 1.4714, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7643, loss_cls/aux0: 1.9953, loss/aux0: 1.9953 2020-10-19 21:30:21,536 - mmaction - INFO - Epoch [101][300/396] lr: 2.005e-01, eta: 1 day, 6:34:15, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4471, top5_acc: 0.7083, loss_cls: 2.3182, loss: 2.3182, grad_norm: 1.4615, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9819, loss/aux0: 1.9819 2020-10-19 21:30:57,704 - mmaction - INFO - Epoch [101][320/396] lr: 2.005e-01, eta: 1 day, 6:33:13, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6987, loss_cls: 2.3613, loss: 2.3613, grad_norm: 1.4493, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8942, loss/aux0: 1.8942 2020-10-19 21:30:58,641 - mmaction - INFO - Epoch [101][320/396] lr: 2.005e-01, eta: 1 day, 6:33:41, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6987, loss_cls: 2.3613, loss: 2.3613, grad_norm: 1.4544, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.9070, loss/aux0: 1.9070 2020-10-19 21:31:35,065 - mmaction - INFO - Epoch [101][340/396] lr: 2.005e-01, eta: 1 day, 6:32:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6995, loss_cls: 2.3461, loss: 2.3461, grad_norm: 1.5110, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9639, loss/aux0: 1.9639 2020-10-19 21:31:36,016 - mmaction - INFO - Epoch [101][340/396] lr: 2.005e-01, eta: 1 day, 6:33:08, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6995, loss_cls: 2.3461, loss: 2.3461, grad_norm: 1.5122, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9573, loss/aux0: 1.9573 2020-10-19 21:32:12,304 - mmaction - INFO - Epoch [101][360/396] lr: 2.005e-01, eta: 1 day, 6:32:06, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7159, loss_cls: 2.2905, loss: 2.2905, grad_norm: 1.4871, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8807, loss/aux0: 1.8807 2020-10-19 21:32:13,227 - mmaction - INFO - Epoch [101][360/396] lr: 2.005e-01, eta: 1 day, 6:32:34, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7159, loss_cls: 2.2905, loss: 2.2905, grad_norm: 1.4954, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8822, loss/aux0: 1.8822 2020-10-19 21:32:49,500 - mmaction - INFO - Epoch [101][380/396] lr: 2.005e-01, eta: 1 day, 6:31:32, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7091, loss_cls: 2.3295, loss: 2.3295, grad_norm: 1.4671, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9249, loss/aux0: 1.9249 2020-10-19 21:32:50,450 - mmaction - INFO - Epoch [101][380/396] lr: 2.005e-01, eta: 1 day, 6:32:00, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7091, loss_cls: 2.3295, loss: 2.3295, grad_norm: 1.4632, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9206, loss/aux0: 1.9206 2020-10-19 21:37:23,030 - mmaction - INFO - Epoch [102][20/396] lr: 1.988e-01, eta: 1 day, 6:29:45, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7094, loss_cls: 2.3147, loss: 2.3147, grad_norm: 1.5122, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7897, loss_cls/aux0: 1.8725, loss/aux0: 1.8725 2020-10-19 21:37:23,946 - mmaction - INFO - Epoch [102][20/396] lr: 1.988e-01, eta: 1 day, 6:30:14, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7094, loss_cls: 2.3147, loss: 2.3147, grad_norm: 1.5144, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8739, loss/aux0: 1.8739 2020-10-19 21:38:00,153 - mmaction - INFO - Epoch [102][40/396] lr: 1.988e-01, eta: 1 day, 6:29:11, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7161, loss_cls: 2.2597, loss: 2.2597, grad_norm: 1.4881, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9200, loss/aux0: 1.9200 2020-10-19 21:38:01,075 - mmaction - INFO - Epoch [102][40/396] lr: 1.988e-01, eta: 1 day, 6:29:40, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7161, loss_cls: 2.2597, loss: 2.2597, grad_norm: 1.4905, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9255, loss/aux0: 1.9255 2020-10-19 21:38:37,453 - mmaction - INFO - Epoch [102][60/396] lr: 1.988e-01, eta: 1 day, 6:28:37, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7052, loss_cls: 2.2993, loss: 2.2993, grad_norm: 1.4807, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9214, loss/aux0: 1.9214 2020-10-19 21:38:38,390 - mmaction - INFO - Epoch [102][60/396] lr: 1.988e-01, eta: 1 day, 6:29:06, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7052, loss_cls: 2.2993, loss: 2.2993, grad_norm: 1.4810, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9116, loss/aux0: 1.9116 2020-10-19 21:39:14,537 - mmaction - INFO - Epoch [102][80/396] lr: 1.988e-01, eta: 1 day, 6:28:04, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7167, loss_cls: 2.2853, loss: 2.2853, grad_norm: 1.4571, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9258, loss/aux0: 1.9258 2020-10-19 21:39:15,485 - mmaction - INFO - Epoch [102][80/396] lr: 1.988e-01, eta: 1 day, 6:28:32, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7167, loss_cls: 2.2853, loss: 2.2853, grad_norm: 1.4556, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9289, loss/aux0: 1.9289 2020-10-19 21:39:51,982 - mmaction - INFO - Epoch [102][100/396] lr: 1.988e-01, eta: 1 day, 6:27:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7130, loss_cls: 2.2881, loss: 2.2881, grad_norm: 1.5002, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.8833, loss/aux0: 1.8833 2020-10-19 21:39:52,922 - mmaction - INFO - Epoch [102][100/396] lr: 1.988e-01, eta: 1 day, 6:27:59, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7130, loss_cls: 2.2881, loss: 2.2881, grad_norm: 1.5074, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.8895, loss/aux0: 1.8895 2020-10-19 21:40:29,238 - mmaction - INFO - Epoch [102][120/396] lr: 1.988e-01, eta: 1 day, 6:26:57, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.7068, loss_cls: 2.3147, loss: 2.3147, grad_norm: 1.5203, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9087, loss/aux0: 1.9087 2020-10-19 21:40:30,165 - mmaction - INFO - Epoch [102][120/396] lr: 1.988e-01, eta: 1 day, 6:27:25, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4372, top5_acc: 0.7068, loss_cls: 2.3147, loss: 2.3147, grad_norm: 1.5103, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8909, loss/aux0: 1.8909 2020-10-19 21:41:06,554 - mmaction - INFO - Epoch [102][140/396] lr: 1.988e-01, eta: 1 day, 6:26:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7047, loss_cls: 2.3113, loss: 2.3113, grad_norm: 1.4858, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8910, loss/aux0: 1.8910 2020-10-19 21:41:07,480 - mmaction - INFO - Epoch [102][140/396] lr: 1.988e-01, eta: 1 day, 6:26:52, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7047, loss_cls: 2.3113, loss: 2.3113, grad_norm: 1.4850, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.9120, loss/aux0: 1.9120 2020-10-19 21:41:43,948 - mmaction - INFO - Epoch [102][160/396] lr: 1.988e-01, eta: 1 day, 6:25:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6943, loss_cls: 2.3600, loss: 2.3600, grad_norm: 1.4992, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9877, loss/aux0: 1.9877 2020-10-19 21:41:44,886 - mmaction - INFO - Epoch [102][160/396] lr: 1.988e-01, eta: 1 day, 6:26:18, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6943, loss_cls: 2.3600, loss: 2.3600, grad_norm: 1.4949, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9750, loss/aux0: 1.9750 2020-10-19 21:42:21,355 - mmaction - INFO - Epoch [102][180/396] lr: 1.988e-01, eta: 1 day, 6:25:16, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7104, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.5156, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.9128, loss/aux0: 1.9128 2020-10-19 21:42:22,299 - mmaction - INFO - Epoch [102][180/396] lr: 1.988e-01, eta: 1 day, 6:25:45, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7104, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.5081, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.9086, loss/aux0: 1.9086 2020-10-19 21:42:58,642 - mmaction - INFO - Epoch [102][200/396] lr: 1.988e-01, eta: 1 day, 6:24:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4445, top5_acc: 0.6945, loss_cls: 2.3532, loss: 2.3532, grad_norm: 1.4828, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8752, loss/aux0: 1.8752 2020-10-19 21:42:59,574 - mmaction - INFO - Epoch [102][200/396] lr: 1.988e-01, eta: 1 day, 6:25:11, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4445, top5_acc: 0.6945, loss_cls: 2.3532, loss: 2.3532, grad_norm: 1.4773, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8706, loss/aux0: 1.8706 2020-10-19 21:43:36,069 - mmaction - INFO - Epoch [102][220/396] lr: 1.988e-01, eta: 1 day, 6:24:09, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7052, loss_cls: 2.3007, loss: 2.3007, grad_norm: 1.4818, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8332, loss/aux0: 1.8332 2020-10-19 21:43:37,004 - mmaction - INFO - Epoch [102][220/396] lr: 1.988e-01, eta: 1 day, 6:24:38, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7052, loss_cls: 2.3007, loss: 2.3007, grad_norm: 1.4848, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8455, loss/aux0: 1.8455 2020-10-19 21:44:13,401 - mmaction - INFO - Epoch [102][240/396] lr: 1.988e-01, eta: 1 day, 6:23:36, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7125, loss_cls: 2.3247, loss: 2.3247, grad_norm: 1.4863, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8798, loss/aux0: 1.8798 2020-10-19 21:44:14,327 - mmaction - INFO - Epoch [102][240/396] lr: 1.988e-01, eta: 1 day, 6:24:04, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7125, loss_cls: 2.3247, loss: 2.3247, grad_norm: 1.4861, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.8825, loss/aux0: 1.8825 2020-10-19 21:44:50,868 - mmaction - INFO - Epoch [102][260/396] lr: 1.988e-01, eta: 1 day, 6:23:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7063, loss_cls: 2.3075, loss: 2.3075, grad_norm: 1.4346, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8806, loss/aux0: 1.8806 2020-10-19 21:44:51,810 - mmaction - INFO - Epoch [102][260/396] lr: 1.988e-01, eta: 1 day, 6:23:31, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7063, loss_cls: 2.3075, loss: 2.3075, grad_norm: 1.4436, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8869, loss/aux0: 1.8869 2020-10-19 21:45:28,179 - mmaction - INFO - Epoch [102][280/396] lr: 1.988e-01, eta: 1 day, 6:22:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6911, loss_cls: 2.4184, loss: 2.4184, grad_norm: 1.4885, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9493, loss/aux0: 1.9493 2020-10-19 21:45:29,143 - mmaction - INFO - Epoch [102][280/396] lr: 1.988e-01, eta: 1 day, 6:22:57, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6911, loss_cls: 2.4184, loss: 2.4184, grad_norm: 1.4902, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9439, loss/aux0: 1.9439 2020-10-19 21:46:05,403 - mmaction - INFO - Epoch [102][300/396] lr: 1.988e-01, eta: 1 day, 6:21:55, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6945, loss_cls: 2.3540, loss: 2.3540, grad_norm: 1.4625, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9528, loss/aux0: 1.9528 2020-10-19 21:46:06,333 - mmaction - INFO - Epoch [102][300/396] lr: 1.988e-01, eta: 1 day, 6:22:24, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6945, loss_cls: 2.3540, loss: 2.3540, grad_norm: 1.4626, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9483, loss/aux0: 1.9483 2020-10-19 21:46:42,774 - mmaction - INFO - Epoch [102][320/396] lr: 1.988e-01, eta: 1 day, 6:21:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7102, loss_cls: 2.3166, loss: 2.3166, grad_norm: 1.4596, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9079, loss/aux0: 1.9079 2020-10-19 21:46:43,722 - mmaction - INFO - Epoch [102][320/396] lr: 1.988e-01, eta: 1 day, 6:21:50, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7102, loss_cls: 2.3166, loss: 2.3166, grad_norm: 1.4597, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9133, loss/aux0: 1.9133 2020-10-19 21:47:19,928 - mmaction - INFO - Epoch [102][340/396] lr: 1.988e-01, eta: 1 day, 6:20:48, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7130, loss_cls: 2.2919, loss: 2.2919, grad_norm: 1.4394, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9251, loss/aux0: 1.9251 2020-10-19 21:47:20,892 - mmaction - INFO - Epoch [102][340/396] lr: 1.988e-01, eta: 1 day, 6:21:16, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7130, loss_cls: 2.2919, loss: 2.2919, grad_norm: 1.4421, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9285, loss/aux0: 1.9285 2020-10-19 21:47:57,205 - mmaction - INFO - Epoch [102][360/396] lr: 1.988e-01, eta: 1 day, 6:20:14, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.6943, loss_cls: 2.3455, loss: 2.3455, grad_norm: 1.4948, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.9081, loss/aux0: 1.9081 2020-10-19 21:47:58,139 - mmaction - INFO - Epoch [102][360/396] lr: 1.988e-01, eta: 1 day, 6:20:43, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4411, top5_acc: 0.6943, loss_cls: 2.3455, loss: 2.3455, grad_norm: 1.5005, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.9144, loss/aux0: 1.9144 2020-10-19 21:48:34,530 - mmaction - INFO - Epoch [102][380/396] lr: 1.988e-01, eta: 1 day, 6:19:41, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.7008, loss_cls: 2.3698, loss: 2.3698, grad_norm: 1.4678, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8923, loss/aux0: 1.8923 2020-10-19 21:48:35,492 - mmaction - INFO - Epoch [102][380/396] lr: 1.988e-01, eta: 1 day, 6:20:09, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4237, top5_acc: 0.7008, loss_cls: 2.3698, loss: 2.3698, grad_norm: 1.4669, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8765, loss/aux0: 1.8765 2020-10-19 21:53:13,993 - mmaction - INFO - Epoch [103][20/396] lr: 1.971e-01, eta: 1 day, 6:17:55, time: 0.915, data_time: 0.000, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7104, loss_cls: 2.3241, loss: 2.3241, grad_norm: 1.4812, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9140, loss/aux0: 1.9140 2020-10-19 21:53:14,964 - mmaction - INFO - Epoch [103][20/396] lr: 1.971e-01, eta: 1 day, 6:18:23, time: 0.918, data_time: 0.003, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7104, loss_cls: 2.3241, loss: 2.3241, grad_norm: 1.4806, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9084, loss/aux0: 1.9084 2020-10-19 21:53:50,952 - mmaction - INFO - Epoch [103][40/396] lr: 1.971e-01, eta: 1 day, 6:17:21, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7052, loss_cls: 2.3335, loss: 2.3335, grad_norm: 1.4900, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9480, loss/aux0: 1.9480 2020-10-19 21:53:51,906 - mmaction - INFO - Epoch [103][40/396] lr: 1.971e-01, eta: 1 day, 6:17:49, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7052, loss_cls: 2.3335, loss: 2.3335, grad_norm: 1.4903, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9416, loss/aux0: 1.9416 2020-10-19 21:54:28,276 - mmaction - INFO - Epoch [103][60/396] lr: 1.971e-01, eta: 1 day, 6:16:47, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7081, loss_cls: 2.3249, loss: 2.3249, grad_norm: 1.5142, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.9249, loss/aux0: 1.9249 2020-10-19 21:54:29,208 - mmaction - INFO - Epoch [103][60/396] lr: 1.971e-01, eta: 1 day, 6:17:15, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7081, loss_cls: 2.3249, loss: 2.3249, grad_norm: 1.5104, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.9283, loss/aux0: 1.9283 2020-10-19 21:55:05,554 - mmaction - INFO - Epoch [103][80/396] lr: 1.971e-01, eta: 1 day, 6:16:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4440, top5_acc: 0.6990, loss_cls: 2.3397, loss: 2.3397, grad_norm: 1.4702, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8934, loss/aux0: 1.8934 2020-10-19 21:55:06,505 - mmaction - INFO - Epoch [103][80/396] lr: 1.971e-01, eta: 1 day, 6:16:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4440, top5_acc: 0.6990, loss_cls: 2.3397, loss: 2.3397, grad_norm: 1.4720, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9044, loss/aux0: 1.9044 2020-10-19 21:55:42,822 - mmaction - INFO - Epoch [103][100/396] lr: 1.971e-01, eta: 1 day, 6:15:40, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7070, loss_cls: 2.3333, loss: 2.3333, grad_norm: 1.5018, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8882, loss/aux0: 1.8882 2020-10-19 21:55:43,745 - mmaction - INFO - Epoch [103][100/396] lr: 1.971e-01, eta: 1 day, 6:16:08, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7070, loss_cls: 2.3333, loss: 2.3333, grad_norm: 1.4998, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8891, loss/aux0: 1.8891 2020-10-19 21:56:19,856 - mmaction - INFO - Epoch [103][120/396] lr: 1.971e-01, eta: 1 day, 6:15:06, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4359, top5_acc: 0.7026, loss_cls: 2.3450, loss: 2.3450, grad_norm: 1.4973, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9584, loss/aux0: 1.9584 2020-10-19 21:56:20,779 - mmaction - INFO - Epoch [103][120/396] lr: 1.971e-01, eta: 1 day, 6:15:34, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4359, top5_acc: 0.7026, loss_cls: 2.3450, loss: 2.3450, grad_norm: 1.4913, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9472, loss/aux0: 1.9472 2020-10-19 21:56:57,089 - mmaction - INFO - Epoch [103][140/396] lr: 1.971e-01, eta: 1 day, 6:14:32, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7188, loss_cls: 2.2703, loss: 2.2703, grad_norm: 1.4838, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8827, loss/aux0: 1.8827 2020-10-19 21:56:58,044 - mmaction - INFO - Epoch [103][140/396] lr: 1.971e-01, eta: 1 day, 6:15:00, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7188, loss_cls: 2.2703, loss: 2.2703, grad_norm: 1.4888, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8913, loss/aux0: 1.8913 2020-10-19 21:57:34,249 - mmaction - INFO - Epoch [103][160/396] lr: 1.971e-01, eta: 1 day, 6:13:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7167, loss_cls: 2.2423, loss: 2.2423, grad_norm: 1.4931, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9501, loss/aux0: 1.9501 2020-10-19 21:57:35,200 - mmaction - INFO - Epoch [103][160/396] lr: 1.971e-01, eta: 1 day, 6:14:27, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7167, loss_cls: 2.2423, loss: 2.2423, grad_norm: 1.4969, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9516, loss/aux0: 1.9516 2020-10-19 21:58:11,711 - mmaction - INFO - Epoch [103][180/396] lr: 1.971e-01, eta: 1 day, 6:13:25, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7060, loss_cls: 2.3041, loss: 2.3041, grad_norm: 1.4915, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9339, loss/aux0: 1.9339 2020-10-19 21:58:12,635 - mmaction - INFO - Epoch [103][180/396] lr: 1.971e-01, eta: 1 day, 6:13:54, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7060, loss_cls: 2.3041, loss: 2.3041, grad_norm: 1.4881, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9179, loss/aux0: 1.9179 2020-10-19 21:58:49,108 - mmaction - INFO - Epoch [103][200/396] lr: 1.971e-01, eta: 1 day, 6:12:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7112, loss_cls: 2.2889, loss: 2.2889, grad_norm: 1.5152, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8651, loss/aux0: 1.8651 2020-10-19 21:58:50,023 - mmaction - INFO - Epoch [103][200/396] lr: 1.971e-01, eta: 1 day, 6:13:20, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7112, loss_cls: 2.2889, loss: 2.2889, grad_norm: 1.5178, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8843, loss/aux0: 1.8843 2020-10-19 21:59:26,304 - mmaction - INFO - Epoch [103][220/396] lr: 1.971e-01, eta: 1 day, 6:12:19, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7096, loss_cls: 2.3129, loss: 2.3129, grad_norm: 1.4898, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8934, loss/aux0: 1.8934 2020-10-19 21:59:27,224 - mmaction - INFO - Epoch [103][220/396] lr: 1.971e-01, eta: 1 day, 6:12:46, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7096, loss_cls: 2.3129, loss: 2.3129, grad_norm: 1.4869, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8894, loss/aux0: 1.8894 2020-10-19 22:00:03,626 - mmaction - INFO - Epoch [103][240/396] lr: 1.971e-01, eta: 1 day, 6:11:45, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.7003, loss_cls: 2.3664, loss: 2.3664, grad_norm: 1.4874, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9528, loss/aux0: 1.9528 2020-10-19 22:00:04,547 - mmaction - INFO - Epoch [103][240/396] lr: 1.971e-01, eta: 1 day, 6:12:13, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4297, top5_acc: 0.7003, loss_cls: 2.3664, loss: 2.3664, grad_norm: 1.4898, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9579, loss/aux0: 1.9579 2020-10-19 22:00:41,581 - mmaction - INFO - Epoch [103][260/396] lr: 1.971e-01, eta: 1 day, 6:11:12, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7135, loss_cls: 2.3172, loss: 2.3172, grad_norm: 1.4583, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9025, loss/aux0: 1.9025 2020-10-19 22:00:42,534 - mmaction - INFO - Epoch [103][260/396] lr: 1.971e-01, eta: 1 day, 6:11:40, time: 0.955, data_time: 0.003, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7135, loss_cls: 2.3172, loss: 2.3172, grad_norm: 1.4584, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8915, loss/aux0: 1.8915 2020-10-19 22:01:18,641 - mmaction - INFO - Epoch [103][280/396] lr: 1.971e-01, eta: 1 day, 6:10:39, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7034, loss_cls: 2.3208, loss: 2.3208, grad_norm: 1.4795, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9076, loss/aux0: 1.9076 2020-10-19 22:01:19,591 - mmaction - INFO - Epoch [103][280/396] lr: 1.971e-01, eta: 1 day, 6:11:06, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7034, loss_cls: 2.3208, loss: 2.3208, grad_norm: 1.4790, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9091, loss/aux0: 1.9091 2020-10-19 22:01:56,208 - mmaction - INFO - Epoch [103][300/396] lr: 1.971e-01, eta: 1 day, 6:10:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7065, loss_cls: 2.3359, loss: 2.3359, grad_norm: 1.5184, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9097, loss/aux0: 1.9097 2020-10-19 22:01:57,157 - mmaction - INFO - Epoch [103][300/396] lr: 1.971e-01, eta: 1 day, 6:10:33, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7065, loss_cls: 2.3359, loss: 2.3359, grad_norm: 1.5142, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9055, loss/aux0: 1.9055 2020-10-19 22:02:33,485 - mmaction - INFO - Epoch [103][320/396] lr: 1.971e-01, eta: 1 day, 6:09:32, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.6979, loss_cls: 2.3442, loss: 2.3442, grad_norm: 1.4845, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.9240, loss/aux0: 1.9240 2020-10-19 22:02:34,419 - mmaction - INFO - Epoch [103][320/396] lr: 1.971e-01, eta: 1 day, 6:10:00, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.6979, loss_cls: 2.3442, loss: 2.3442, grad_norm: 1.4839, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9336, loss/aux0: 1.9336 2020-10-19 22:03:10,942 - mmaction - INFO - Epoch [103][340/396] lr: 1.971e-01, eta: 1 day, 6:08:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7042, loss_cls: 2.3033, loss: 2.3033, grad_norm: 1.4650, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8746, loss/aux0: 1.8746 2020-10-19 22:03:11,891 - mmaction - INFO - Epoch [103][340/396] lr: 1.971e-01, eta: 1 day, 6:09:26, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7042, loss_cls: 2.3033, loss: 2.3033, grad_norm: 1.4673, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8688, loss/aux0: 1.8688 2020-10-19 22:03:48,374 - mmaction - INFO - Epoch [103][360/396] lr: 1.971e-01, eta: 1 day, 6:08:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7151, loss_cls: 2.2537, loss: 2.2537, grad_norm: 1.4580, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8385, loss/aux0: 1.8385 2020-10-19 22:03:49,300 - mmaction - INFO - Epoch [103][360/396] lr: 1.971e-01, eta: 1 day, 6:08:53, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7151, loss_cls: 2.2537, loss: 2.2537, grad_norm: 1.4716, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8560, loss/aux0: 1.8560 2020-10-19 22:04:25,637 - mmaction - INFO - Epoch [103][380/396] lr: 1.971e-01, eta: 1 day, 6:07:51, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7010, loss_cls: 2.3212, loss: 2.3212, grad_norm: 1.4672, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8791, loss/aux0: 1.8791 2020-10-19 22:04:26,551 - mmaction - INFO - Epoch [103][380/396] lr: 1.971e-01, eta: 1 day, 6:08:19, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7010, loss_cls: 2.3212, loss: 2.3212, grad_norm: 1.4776, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.8747, loss/aux0: 1.8747 2020-10-19 22:09:08,126 - mmaction - INFO - Epoch [104][20/396] lr: 1.953e-01, eta: 1 day, 6:06:06, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7185, loss_cls: 2.2399, loss: 2.2399, grad_norm: 1.4819, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7785, loss_cls/aux0: 1.9130, loss/aux0: 1.9130 2020-10-19 22:09:09,074 - mmaction - INFO - Epoch [104][20/396] lr: 1.953e-01, eta: 1 day, 6:06:34, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7185, loss_cls: 2.2399, loss: 2.2399, grad_norm: 1.4757, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9136, loss/aux0: 1.9136 2020-10-19 22:09:45,242 - mmaction - INFO - Epoch [104][40/396] lr: 1.953e-01, eta: 1 day, 6:05:32, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7008, loss_cls: 2.3246, loss: 2.3246, grad_norm: 1.4622, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8478, loss/aux0: 1.8478 2020-10-19 22:09:46,177 - mmaction - INFO - Epoch [104][40/396] lr: 1.953e-01, eta: 1 day, 6:06:00, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7008, loss_cls: 2.3246, loss: 2.3246, grad_norm: 1.4681, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8518, loss/aux0: 1.8518 2020-10-19 22:10:22,460 - mmaction - INFO - Epoch [104][60/396] lr: 1.953e-01, eta: 1 day, 6:04:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7120, loss_cls: 2.3103, loss: 2.3103, grad_norm: 1.4986, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8948, loss/aux0: 1.8948 2020-10-19 22:10:23,400 - mmaction - INFO - Epoch [104][60/396] lr: 1.953e-01, eta: 1 day, 6:05:27, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7120, loss_cls: 2.3103, loss: 2.3103, grad_norm: 1.5047, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8812, loss/aux0: 1.8812 2020-10-19 22:10:59,623 - mmaction - INFO - Epoch [104][80/396] lr: 1.953e-01, eta: 1 day, 6:04:25, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7109, loss_cls: 2.3072, loss: 2.3072, grad_norm: 1.4804, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9264, loss/aux0: 1.9264 2020-10-19 22:11:00,575 - mmaction - INFO - Epoch [104][80/396] lr: 1.953e-01, eta: 1 day, 6:04:53, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7109, loss_cls: 2.3072, loss: 2.3072, grad_norm: 1.4803, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9277, loss/aux0: 1.9277 2020-10-19 22:11:36,781 - mmaction - INFO - Epoch [104][100/396] lr: 1.953e-01, eta: 1 day, 6:03:52, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7164, loss_cls: 2.2858, loss: 2.2858, grad_norm: 1.4868, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8368, loss/aux0: 1.8368 2020-10-19 22:11:37,726 - mmaction - INFO - Epoch [104][100/396] lr: 1.953e-01, eta: 1 day, 6:04:19, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7164, loss_cls: 2.2858, loss: 2.2858, grad_norm: 1.4943, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8378, loss/aux0: 1.8378 2020-10-19 22:12:13,997 - mmaction - INFO - Epoch [104][120/396] lr: 1.953e-01, eta: 1 day, 6:03:18, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7141, loss_cls: 2.2990, loss: 2.2990, grad_norm: 1.5037, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7646, loss_cls/aux0: 1.9710, loss/aux0: 1.9710 2020-10-19 22:12:14,946 - mmaction - INFO - Epoch [104][120/396] lr: 1.953e-01, eta: 1 day, 6:03:46, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7141, loss_cls: 2.2990, loss: 2.2990, grad_norm: 1.4987, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7630, loss_cls/aux0: 1.9771, loss/aux0: 1.9771 2020-10-19 22:12:51,289 - mmaction - INFO - Epoch [104][140/396] lr: 1.953e-01, eta: 1 day, 6:02:44, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7081, loss_cls: 2.3135, loss: 2.3135, grad_norm: 1.4981, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9247, loss/aux0: 1.9247 2020-10-19 22:12:52,273 - mmaction - INFO - Epoch [104][140/396] lr: 1.953e-01, eta: 1 day, 6:03:12, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7081, loss_cls: 2.3135, loss: 2.3135, grad_norm: 1.4948, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9277, loss/aux0: 1.9277 2020-10-19 22:13:28,484 - mmaction - INFO - Epoch [104][160/396] lr: 1.953e-01, eta: 1 day, 6:02:11, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7094, loss_cls: 2.3434, loss: 2.3434, grad_norm: 1.5149, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9648, loss/aux0: 1.9648 2020-10-19 22:13:29,421 - mmaction - INFO - Epoch [104][160/396] lr: 1.953e-01, eta: 1 day, 6:02:38, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7094, loss_cls: 2.3434, loss: 2.3434, grad_norm: 1.5158, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9642, loss/aux0: 1.9642 2020-10-19 22:14:05,838 - mmaction - INFO - Epoch [104][180/396] lr: 1.953e-01, eta: 1 day, 6:01:37, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4346, top5_acc: 0.7102, loss_cls: 2.3084, loss: 2.3084, grad_norm: 1.4478, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8598, loss/aux0: 1.8598 2020-10-19 22:14:06,773 - mmaction - INFO - Epoch [104][180/396] lr: 1.953e-01, eta: 1 day, 6:02:04, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4346, top5_acc: 0.7102, loss_cls: 2.3084, loss: 2.3084, grad_norm: 1.4530, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8538, loss/aux0: 1.8538 2020-10-19 22:14:43,163 - mmaction - INFO - Epoch [104][200/396] lr: 1.953e-01, eta: 1 day, 6:01:03, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7159, loss_cls: 2.2651, loss: 2.2651, grad_norm: 1.4659, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9287, loss/aux0: 1.9287 2020-10-19 22:14:44,088 - mmaction - INFO - Epoch [104][200/396] lr: 1.953e-01, eta: 1 day, 6:01:31, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7159, loss_cls: 2.2651, loss: 2.2651, grad_norm: 1.4580, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9319, loss/aux0: 1.9319 2020-10-19 22:15:20,385 - mmaction - INFO - Epoch [104][220/396] lr: 1.953e-01, eta: 1 day, 6:00:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7049, loss_cls: 2.3065, loss: 2.3065, grad_norm: 1.4957, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9130, loss/aux0: 1.9130 2020-10-19 22:15:21,322 - mmaction - INFO - Epoch [104][220/396] lr: 1.953e-01, eta: 1 day, 6:00:57, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7049, loss_cls: 2.3065, loss: 2.3065, grad_norm: 1.4922, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9257, loss/aux0: 1.9257 2020-10-19 22:15:57,767 - mmaction - INFO - Epoch [104][240/396] lr: 1.953e-01, eta: 1 day, 5:59:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4365, top5_acc: 0.7034, loss_cls: 2.3335, loss: 2.3335, grad_norm: 1.4946, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9205, loss/aux0: 1.9205 2020-10-19 22:15:58,709 - mmaction - INFO - Epoch [104][240/396] lr: 1.953e-01, eta: 1 day, 6:00:24, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4365, top5_acc: 0.7034, loss_cls: 2.3335, loss: 2.3335, grad_norm: 1.4937, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9060, loss/aux0: 1.9060 2020-10-19 22:16:35,192 - mmaction - INFO - Epoch [104][260/396] lr: 1.953e-01, eta: 1 day, 5:59:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7128, loss_cls: 2.2924, loss: 2.2924, grad_norm: 1.4955, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9220, loss/aux0: 1.9220 2020-10-19 22:16:36,147 - mmaction - INFO - Epoch [104][260/396] lr: 1.953e-01, eta: 1 day, 5:59:51, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7128, loss_cls: 2.2924, loss: 2.2924, grad_norm: 1.4834, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9261, loss/aux0: 1.9261 2020-10-19 22:17:12,541 - mmaction - INFO - Epoch [104][280/396] lr: 1.953e-01, eta: 1 day, 5:58:50, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7130, loss_cls: 2.2791, loss: 2.2791, grad_norm: 1.5041, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9044, loss/aux0: 1.9044 2020-10-19 22:17:13,492 - mmaction - INFO - Epoch [104][280/396] lr: 1.953e-01, eta: 1 day, 5:59:17, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7130, loss_cls: 2.2791, loss: 2.2791, grad_norm: 1.4982, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.8959, loss/aux0: 1.8959 2020-10-19 22:17:49,658 - mmaction - INFO - Epoch [104][300/396] lr: 1.953e-01, eta: 1 day, 5:58:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4430, top5_acc: 0.6969, loss_cls: 2.3613, loss: 2.3613, grad_norm: 1.4604, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9179, loss/aux0: 1.9179 2020-10-19 22:17:50,586 - mmaction - INFO - Epoch [104][300/396] lr: 1.953e-01, eta: 1 day, 5:58:43, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4430, top5_acc: 0.6969, loss_cls: 2.3613, loss: 2.3613, grad_norm: 1.4542, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9212, loss/aux0: 1.9212 2020-10-19 22:18:26,979 - mmaction - INFO - Epoch [104][320/396] lr: 1.953e-01, eta: 1 day, 5:57:42, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7208, loss_cls: 2.2573, loss: 2.2573, grad_norm: 1.4681, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9373, loss/aux0: 1.9373 2020-10-19 22:18:27,908 - mmaction - INFO - Epoch [104][320/396] lr: 1.953e-01, eta: 1 day, 5:58:09, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7208, loss_cls: 2.2573, loss: 2.2573, grad_norm: 1.4625, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9396, loss/aux0: 1.9396 2020-10-19 22:19:04,560 - mmaction - INFO - Epoch [104][340/396] lr: 1.953e-01, eta: 1 day, 5:57:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7177, loss_cls: 2.2746, loss: 2.2746, grad_norm: 1.4813, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8621, loss/aux0: 1.8621 2020-10-19 22:19:05,569 - mmaction - INFO - Epoch [104][340/396] lr: 1.953e-01, eta: 1 day, 5:57:36, time: 0.942, data_time: 0.006, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7177, loss_cls: 2.2746, loss: 2.2746, grad_norm: 1.4852, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8667, loss/aux0: 1.8667 2020-10-19 22:19:41,869 - mmaction - INFO - Epoch [104][360/396] lr: 1.953e-01, eta: 1 day, 5:56:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7115, loss_cls: 2.2959, loss: 2.2959, grad_norm: 1.5271, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8756, loss/aux0: 1.8756 2020-10-19 22:19:42,807 - mmaction - INFO - Epoch [104][360/396] lr: 1.953e-01, eta: 1 day, 5:57:03, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7115, loss_cls: 2.2959, loss: 2.2959, grad_norm: 1.5215, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8702, loss/aux0: 1.8702 2020-10-19 22:20:19,311 - mmaction - INFO - Epoch [104][380/396] lr: 1.953e-01, eta: 1 day, 5:56:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7008, loss_cls: 2.3641, loss: 2.3641, grad_norm: 1.5613, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8416, loss/aux0: 1.8416 2020-10-19 22:20:20,249 - mmaction - INFO - Epoch [104][380/396] lr: 1.953e-01, eta: 1 day, 5:56:30, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7008, loss_cls: 2.3641, loss: 2.3641, grad_norm: 1.5598, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8439, loss/aux0: 1.8439 2020-10-19 22:20:51,947 - mmaction - INFO - Saving checkpoint at 104 epochs 2020-10-19 22:22:36,530 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 22:22:36,673 - mmaction - INFO - top1_acc 0.5885 top5_acc 0.8377 2020-10-19 22:22:36,674 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 22:22:36,718 - mmaction - INFO - mean_acc 0.5882 2020-10-19 22:22:36,719 - mmaction - INFO - Now best checkpoint is epoch_104.pth 2020-10-19 22:22:36,762 - mmaction - INFO - Epoch(val) [104][396] top1_acc: 0.5885, top5_acc: 0.8377, mean_class_accuracy: 0.5882 2020-10-19 22:26:39,037 - mmaction - INFO - Epoch [105][20/396] lr: 1.935e-01, eta: 1 day, 5:54:18, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7117, loss_cls: 2.2979, loss: 2.2979, grad_norm: 1.5128, top1_acc/aux0: 0.5291, top5_acc/aux0: 0.7780, loss_cls/aux0: 1.9072, loss/aux0: 1.9072 2020-10-19 22:26:39,967 - mmaction - INFO - Epoch [105][20/396] lr: 1.935e-01, eta: 1 day, 5:54:45, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7117, loss_cls: 2.2979, loss: 2.2979, grad_norm: 1.5098, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9080, loss/aux0: 1.9080 2020-10-19 22:27:16,208 - mmaction - INFO - Epoch [105][40/396] lr: 1.935e-01, eta: 1 day, 5:53:44, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4508, top5_acc: 0.6948, loss_cls: 2.3419, loss: 2.3419, grad_norm: 1.4841, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8529, loss/aux0: 1.8529 2020-10-19 22:27:17,132 - mmaction - INFO - Epoch [105][40/396] lr: 1.935e-01, eta: 1 day, 5:54:11, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4508, top5_acc: 0.6948, loss_cls: 2.3419, loss: 2.3419, grad_norm: 1.4896, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8613, loss/aux0: 1.8613 2020-10-19 22:27:53,494 - mmaction - INFO - Epoch [105][60/396] lr: 1.935e-01, eta: 1 day, 5:53:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4576, top5_acc: 0.7039, loss_cls: 2.2988, loss: 2.2988, grad_norm: 1.4861, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8848, loss/aux0: 1.8848 2020-10-19 22:27:54,429 - mmaction - INFO - Epoch [105][60/396] lr: 1.935e-01, eta: 1 day, 5:53:38, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4576, top5_acc: 0.7039, loss_cls: 2.2988, loss: 2.2988, grad_norm: 1.4892, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8824, loss/aux0: 1.8824 2020-10-19 22:28:30,712 - mmaction - INFO - Epoch [105][80/396] lr: 1.935e-01, eta: 1 day, 5:52:37, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7109, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.4744, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8914, loss/aux0: 1.8914 2020-10-19 22:28:31,665 - mmaction - INFO - Epoch [105][80/396] lr: 1.935e-01, eta: 1 day, 5:53:04, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7109, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.4752, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8850, loss/aux0: 1.8850 2020-10-19 22:29:07,820 - mmaction - INFO - Epoch [105][100/396] lr: 1.935e-01, eta: 1 day, 5:52:03, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7122, loss_cls: 2.2948, loss: 2.2948, grad_norm: 1.5152, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9058, loss/aux0: 1.9058 2020-10-19 22:29:08,746 - mmaction - INFO - Epoch [105][100/396] lr: 1.935e-01, eta: 1 day, 5:52:30, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7122, loss_cls: 2.2948, loss: 2.2948, grad_norm: 1.5117, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9088, loss/aux0: 1.9088 2020-10-19 22:29:45,037 - mmaction - INFO - Epoch [105][120/396] lr: 1.935e-01, eta: 1 day, 5:51:29, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7013, loss_cls: 2.3015, loss: 2.3015, grad_norm: 1.5156, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8761, loss/aux0: 1.8761 2020-10-19 22:29:45,970 - mmaction - INFO - Epoch [105][120/396] lr: 1.935e-01, eta: 1 day, 5:51:57, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7013, loss_cls: 2.3015, loss: 2.3015, grad_norm: 1.5143, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8773, loss/aux0: 1.8773 2020-10-19 22:30:22,402 - mmaction - INFO - Epoch [105][140/396] lr: 1.935e-01, eta: 1 day, 5:50:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7161, loss_cls: 2.2936, loss: 2.2936, grad_norm: 1.5057, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8899, loss/aux0: 1.8899 2020-10-19 22:30:23,366 - mmaction - INFO - Epoch [105][140/396] lr: 1.935e-01, eta: 1 day, 5:51:23, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7161, loss_cls: 2.2936, loss: 2.2936, grad_norm: 1.5026, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8843, loss/aux0: 1.8843 2020-10-19 22:30:59,695 - mmaction - INFO - Epoch [105][160/396] lr: 1.935e-01, eta: 1 day, 5:50:22, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7052, loss_cls: 2.3169, loss: 2.3169, grad_norm: 1.5417, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8863, loss/aux0: 1.8863 2020-10-19 22:31:00,625 - mmaction - INFO - Epoch [105][160/396] lr: 1.935e-01, eta: 1 day, 5:50:49, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7052, loss_cls: 2.3169, loss: 2.3169, grad_norm: 1.5396, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8840, loss/aux0: 1.8840 2020-10-19 22:31:37,091 - mmaction - INFO - Epoch [105][180/396] lr: 1.935e-01, eta: 1 day, 5:49:49, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7159, loss_cls: 2.2964, loss: 2.2964, grad_norm: 1.5344, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8911, loss/aux0: 1.8911 2020-10-19 22:31:38,038 - mmaction - INFO - Epoch [105][180/396] lr: 1.935e-01, eta: 1 day, 5:50:16, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7159, loss_cls: 2.2964, loss: 2.2964, grad_norm: 1.5351, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8979, loss/aux0: 1.8979 2020-10-19 22:32:14,194 - mmaction - INFO - Epoch [105][200/396] lr: 1.935e-01, eta: 1 day, 5:49:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7112, loss_cls: 2.3212, loss: 2.3212, grad_norm: 1.5120, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9705, loss/aux0: 1.9705 2020-10-19 22:32:15,116 - mmaction - INFO - Epoch [105][200/396] lr: 1.935e-01, eta: 1 day, 5:49:42, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7112, loss_cls: 2.3212, loss: 2.3212, grad_norm: 1.5083, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9801, loss/aux0: 1.9801 2020-10-19 22:32:51,548 - mmaction - INFO - Epoch [105][220/396] lr: 1.935e-01, eta: 1 day, 5:48:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7078, loss_cls: 2.3095, loss: 2.3095, grad_norm: 1.5193, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8489, loss/aux0: 1.8489 2020-10-19 22:32:52,599 - mmaction - INFO - Epoch [105][220/396] lr: 1.935e-01, eta: 1 day, 5:49:09, time: 0.947, data_time: 0.008, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7078, loss_cls: 2.3095, loss: 2.3095, grad_norm: 1.5230, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8359, loss/aux0: 1.8359 2020-10-19 22:33:28,978 - mmaction - INFO - Epoch [105][240/396] lr: 1.935e-01, eta: 1 day, 5:48:09, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7086, loss_cls: 2.2986, loss: 2.2986, grad_norm: 1.5224, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8132, loss/aux0: 1.8132 2020-10-19 22:33:29,915 - mmaction - INFO - Epoch [105][240/396] lr: 1.935e-01, eta: 1 day, 5:48:36, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7086, loss_cls: 2.2986, loss: 2.2986, grad_norm: 1.5252, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8150, loss/aux0: 1.8150 2020-10-19 22:34:06,477 - mmaction - INFO - Epoch [105][260/396] lr: 1.935e-01, eta: 1 day, 5:47:35, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7042, loss_cls: 2.3163, loss: 2.3163, grad_norm: 1.5041, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8939, loss/aux0: 1.8939 2020-10-19 22:34:07,418 - mmaction - INFO - Epoch [105][260/396] lr: 1.935e-01, eta: 1 day, 5:48:03, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7042, loss_cls: 2.3163, loss: 2.3163, grad_norm: 1.5176, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8977, loss/aux0: 1.8977 2020-10-19 22:34:43,798 - mmaction - INFO - Epoch [105][280/396] lr: 1.935e-01, eta: 1 day, 5:47:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7128, loss_cls: 2.2698, loss: 2.2698, grad_norm: 1.5350, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8586, loss/aux0: 1.8586 2020-10-19 22:34:44,732 - mmaction - INFO - Epoch [105][280/396] lr: 1.935e-01, eta: 1 day, 5:47:29, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7128, loss_cls: 2.2698, loss: 2.2698, grad_norm: 1.5369, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8448, loss/aux0: 1.8448 2020-10-19 22:35:21,198 - mmaction - INFO - Epoch [105][300/396] lr: 1.935e-01, eta: 1 day, 5:46:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7044, loss_cls: 2.3398, loss: 2.3398, grad_norm: 1.5247, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8940, loss/aux0: 1.8940 2020-10-19 22:35:22,131 - mmaction - INFO - Epoch [105][300/396] lr: 1.935e-01, eta: 1 day, 5:46:56, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7044, loss_cls: 2.3398, loss: 2.3398, grad_norm: 1.5265, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9058, loss/aux0: 1.9058 2020-10-19 22:35:58,544 - mmaction - INFO - Epoch [105][320/396] lr: 1.935e-01, eta: 1 day, 5:45:55, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7094, loss_cls: 2.3413, loss: 2.3413, grad_norm: 1.5181, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9274, loss/aux0: 1.9274 2020-10-19 22:35:59,493 - mmaction - INFO - Epoch [105][320/396] lr: 1.935e-01, eta: 1 day, 5:46:22, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7094, loss_cls: 2.3413, loss: 2.3413, grad_norm: 1.5161, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9256, loss/aux0: 1.9256 2020-10-19 22:36:35,643 - mmaction - INFO - Epoch [105][340/396] lr: 1.935e-01, eta: 1 day, 5:45:21, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7042, loss_cls: 2.3328, loss: 2.3328, grad_norm: 1.4679, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8666, loss/aux0: 1.8666 2020-10-19 22:36:36,591 - mmaction - INFO - Epoch [105][340/396] lr: 1.935e-01, eta: 1 day, 5:45:48, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7042, loss_cls: 2.3328, loss: 2.3328, grad_norm: 1.4727, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8646, loss/aux0: 1.8646 2020-10-19 22:37:13,009 - mmaction - INFO - Epoch [105][360/396] lr: 1.935e-01, eta: 1 day, 5:44:48, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7070, loss_cls: 2.3211, loss: 2.3211, grad_norm: 1.5397, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9005, loss/aux0: 1.9005 2020-10-19 22:37:13,942 - mmaction - INFO - Epoch [105][360/396] lr: 1.935e-01, eta: 1 day, 5:45:14, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7070, loss_cls: 2.3211, loss: 2.3211, grad_norm: 1.5382, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8982, loss/aux0: 1.8982 2020-10-19 22:37:50,233 - mmaction - INFO - Epoch [105][380/396] lr: 1.935e-01, eta: 1 day, 5:44:14, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7182, loss_cls: 2.2514, loss: 2.2514, grad_norm: 1.5476, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9178, loss/aux0: 1.9178 2020-10-19 22:37:51,204 - mmaction - INFO - Epoch [105][380/396] lr: 1.935e-01, eta: 1 day, 5:44:41, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7182, loss_cls: 2.2514, loss: 2.2514, grad_norm: 1.5536, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9197, loss/aux0: 1.9197 2020-10-19 22:42:30,612 - mmaction - INFO - Epoch [106][20/396] lr: 1.918e-01, eta: 1 day, 5:42:30, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7112, loss_cls: 2.3070, loss: 2.3070, grad_norm: 1.4841, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9750, loss/aux0: 1.9750 2020-10-19 22:42:31,574 - mmaction - INFO - Epoch [106][20/396] lr: 1.918e-01, eta: 1 day, 5:42:57, time: 0.923, data_time: 0.004, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7112, loss_cls: 2.3070, loss: 2.3070, grad_norm: 1.4745, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9568, loss/aux0: 1.9568 2020-10-19 22:43:07,617 - mmaction - INFO - Epoch [106][40/396] lr: 1.918e-01, eta: 1 day, 5:41:56, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7120, loss_cls: 2.2797, loss: 2.2797, grad_norm: 1.4907, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9118, loss/aux0: 1.9118 2020-10-19 22:43:08,560 - mmaction - INFO - Epoch [106][40/396] lr: 1.918e-01, eta: 1 day, 5:42:23, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7120, loss_cls: 2.2797, loss: 2.2797, grad_norm: 1.4750, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9149, loss/aux0: 1.9149 2020-10-19 22:43:44,904 - mmaction - INFO - Epoch [106][60/396] lr: 1.918e-01, eta: 1 day, 5:41:22, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7198, loss_cls: 2.2382, loss: 2.2382, grad_norm: 1.4895, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8693, loss/aux0: 1.8693 2020-10-19 22:43:45,843 - mmaction - INFO - Epoch [106][60/396] lr: 1.918e-01, eta: 1 day, 5:41:49, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7198, loss_cls: 2.2382, loss: 2.2382, grad_norm: 1.4939, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8841, loss/aux0: 1.8841 2020-10-19 22:44:22,360 - mmaction - INFO - Epoch [106][80/396] lr: 1.918e-01, eta: 1 day, 5:40:49, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7130, loss_cls: 2.2666, loss: 2.2666, grad_norm: 1.4842, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9170, loss/aux0: 1.9170 2020-10-19 22:44:23,284 - mmaction - INFO - Epoch [106][80/396] lr: 1.918e-01, eta: 1 day, 5:41:15, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7130, loss_cls: 2.2666, loss: 2.2666, grad_norm: 1.4783, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9118, loss/aux0: 1.9118 2020-10-19 22:44:59,882 - mmaction - INFO - Epoch [106][100/396] lr: 1.918e-01, eta: 1 day, 5:40:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7133, loss_cls: 2.2677, loss: 2.2677, grad_norm: 1.4902, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8405, loss/aux0: 1.8405 2020-10-19 22:45:00,818 - mmaction - INFO - Epoch [106][100/396] lr: 1.918e-01, eta: 1 day, 5:40:42, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7133, loss_cls: 2.2677, loss: 2.2677, grad_norm: 1.4920, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8518, loss/aux0: 1.8518 2020-10-19 22:45:37,327 - mmaction - INFO - Epoch [106][120/396] lr: 1.918e-01, eta: 1 day, 5:39:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7096, loss_cls: 2.2898, loss: 2.2898, grad_norm: 1.4992, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9217, loss/aux0: 1.9217 2020-10-19 22:45:38,274 - mmaction - INFO - Epoch [106][120/396] lr: 1.918e-01, eta: 1 day, 5:40:09, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7096, loss_cls: 2.2898, loss: 2.2898, grad_norm: 1.5061, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9140, loss/aux0: 1.9140 2020-10-19 22:46:14,669 - mmaction - INFO - Epoch [106][140/396] lr: 1.918e-01, eta: 1 day, 5:39:08, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7133, loss_cls: 2.2723, loss: 2.2723, grad_norm: 1.5131, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8674, loss/aux0: 1.8674 2020-10-19 22:46:15,596 - mmaction - INFO - Epoch [106][140/396] lr: 1.918e-01, eta: 1 day, 5:39:35, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7133, loss_cls: 2.2723, loss: 2.2723, grad_norm: 1.5003, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8629, loss/aux0: 1.8629 2020-10-19 22:46:51,902 - mmaction - INFO - Epoch [106][160/396] lr: 1.918e-01, eta: 1 day, 5:38:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7156, loss_cls: 2.2797, loss: 2.2797, grad_norm: 1.4852, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8525, loss/aux0: 1.8525 2020-10-19 22:46:52,846 - mmaction - INFO - Epoch [106][160/396] lr: 1.918e-01, eta: 1 day, 5:39:02, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7156, loss_cls: 2.2797, loss: 2.2797, grad_norm: 1.4864, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8462, loss/aux0: 1.8462 2020-10-19 22:47:29,183 - mmaction - INFO - Epoch [106][180/396] lr: 1.918e-01, eta: 1 day, 5:38:01, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7151, loss_cls: 2.2724, loss: 2.2724, grad_norm: 1.5403, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8609, loss/aux0: 1.8609 2020-10-19 22:47:30,116 - mmaction - INFO - Epoch [106][180/396] lr: 1.918e-01, eta: 1 day, 5:38:28, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7151, loss_cls: 2.2724, loss: 2.2724, grad_norm: 1.5368, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8699, loss/aux0: 1.8699 2020-10-19 22:48:06,416 - mmaction - INFO - Epoch [106][200/396] lr: 1.918e-01, eta: 1 day, 5:37:28, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6932, loss_cls: 2.3906, loss: 2.3906, grad_norm: 1.5149, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.8984, loss/aux0: 1.8984 2020-10-19 22:48:07,353 - mmaction - INFO - Epoch [106][200/396] lr: 1.918e-01, eta: 1 day, 5:37:54, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6932, loss_cls: 2.3906, loss: 2.3906, grad_norm: 1.5153, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.8990, loss/aux0: 1.8990 2020-10-19 22:48:43,684 - mmaction - INFO - Epoch [106][220/396] lr: 1.918e-01, eta: 1 day, 5:36:54, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7154, loss_cls: 2.2773, loss: 2.2773, grad_norm: 1.4861, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9020, loss/aux0: 1.9020 2020-10-19 22:48:44,631 - mmaction - INFO - Epoch [106][220/396] lr: 1.918e-01, eta: 1 day, 5:37:20, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7154, loss_cls: 2.2773, loss: 2.2773, grad_norm: 1.4814, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.8891, loss/aux0: 1.8891 2020-10-19 22:49:20,857 - mmaction - INFO - Epoch [106][240/396] lr: 1.918e-01, eta: 1 day, 5:36:20, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7060, loss_cls: 2.3243, loss: 2.3243, grad_norm: 1.5286, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9140, loss/aux0: 1.9140 2020-10-19 22:49:21,804 - mmaction - INFO - Epoch [106][240/396] lr: 1.918e-01, eta: 1 day, 5:36:46, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7060, loss_cls: 2.3243, loss: 2.3243, grad_norm: 1.5350, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9259, loss/aux0: 1.9259 2020-10-19 22:49:58,153 - mmaction - INFO - Epoch [106][260/396] lr: 1.918e-01, eta: 1 day, 5:35:46, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7018, loss_cls: 2.3302, loss: 2.3302, grad_norm: 1.5129, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8566, loss/aux0: 1.8566 2020-10-19 22:49:59,090 - mmaction - INFO - Epoch [106][260/396] lr: 1.918e-01, eta: 1 day, 5:36:12, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7018, loss_cls: 2.3302, loss: 2.3302, grad_norm: 1.5141, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8643, loss/aux0: 1.8643 2020-10-19 22:50:35,386 - mmaction - INFO - Epoch [106][280/396] lr: 1.918e-01, eta: 1 day, 5:35:12, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7073, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.5081, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9764, loss/aux0: 1.9764 2020-10-19 22:50:36,310 - mmaction - INFO - Epoch [106][280/396] lr: 1.918e-01, eta: 1 day, 5:35:39, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7073, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.5083, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9797, loss/aux0: 1.9797 2020-10-19 22:51:12,622 - mmaction - INFO - Epoch [106][300/396] lr: 1.918e-01, eta: 1 day, 5:34:38, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.6964, loss_cls: 2.3091, loss: 2.3091, grad_norm: 1.5231, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9624, loss/aux0: 1.9624 2020-10-19 22:51:13,558 - mmaction - INFO - Epoch [106][300/396] lr: 1.918e-01, eta: 1 day, 5:35:05, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4547, top5_acc: 0.6964, loss_cls: 2.3091, loss: 2.3091, grad_norm: 1.5248, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9497, loss/aux0: 1.9497 2020-10-19 22:51:50,016 - mmaction - INFO - Epoch [106][320/396] lr: 1.918e-01, eta: 1 day, 5:34:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7125, loss_cls: 2.2890, loss: 2.2890, grad_norm: 1.5015, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8103, loss/aux0: 1.8103 2020-10-19 22:51:50,950 - mmaction - INFO - Epoch [106][320/396] lr: 1.918e-01, eta: 1 day, 5:34:31, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7125, loss_cls: 2.2890, loss: 2.2890, grad_norm: 1.5011, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.8059, loss/aux0: 1.8059 2020-10-19 22:52:27,330 - mmaction - INFO - Epoch [106][340/396] lr: 1.918e-01, eta: 1 day, 5:33:31, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4417, top5_acc: 0.6961, loss_cls: 2.3574, loss: 2.3574, grad_norm: 1.5129, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8676, loss/aux0: 1.8676 2020-10-19 22:52:28,265 - mmaction - INFO - Epoch [106][340/396] lr: 1.918e-01, eta: 1 day, 5:33:58, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4417, top5_acc: 0.6961, loss_cls: 2.3574, loss: 2.3574, grad_norm: 1.5171, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8768, loss/aux0: 1.8768 2020-10-19 22:53:04,741 - mmaction - INFO - Epoch [106][360/396] lr: 1.918e-01, eta: 1 day, 5:32:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7021, loss_cls: 2.3065, loss: 2.3065, grad_norm: 1.5058, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9111, loss/aux0: 1.9111 2020-10-19 22:53:05,679 - mmaction - INFO - Epoch [106][360/396] lr: 1.918e-01, eta: 1 day, 5:33:24, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7021, loss_cls: 2.3065, loss: 2.3065, grad_norm: 1.5034, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9052, loss/aux0: 1.9052 2020-10-19 22:53:41,944 - mmaction - INFO - Epoch [106][380/396] lr: 1.918e-01, eta: 1 day, 5:32:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7125, loss_cls: 2.2911, loss: 2.2911, grad_norm: 1.5448, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8913, loss/aux0: 1.8913 2020-10-19 22:53:42,867 - mmaction - INFO - Epoch [106][380/396] lr: 1.918e-01, eta: 1 day, 5:32:51, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7125, loss_cls: 2.2911, loss: 2.2911, grad_norm: 1.5405, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.8976, loss/aux0: 1.8976 2020-10-19 22:58:23,606 - mmaction - INFO - Epoch [107][20/396] lr: 1.900e-01, eta: 1 day, 5:30:41, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7305, loss_cls: 2.2280, loss: 2.2280, grad_norm: 1.5091, top1_acc/aux0: 0.5343, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8662, loss/aux0: 1.8662 2020-10-19 22:58:24,537 - mmaction - INFO - Epoch [107][20/396] lr: 1.900e-01, eta: 1 day, 5:31:07, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7305, loss_cls: 2.2280, loss: 2.2280, grad_norm: 1.5108, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8777, loss/aux0: 1.8777 2020-10-19 22:59:00,749 - mmaction - INFO - Epoch [107][40/396] lr: 1.900e-01, eta: 1 day, 5:30:07, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7146, loss_cls: 2.2968, loss: 2.2968, grad_norm: 1.5075, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9170, loss/aux0: 1.9170 2020-10-19 22:59:01,668 - mmaction - INFO - Epoch [107][40/396] lr: 1.900e-01, eta: 1 day, 5:30:33, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7146, loss_cls: 2.2968, loss: 2.2968, grad_norm: 1.5137, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9108, loss/aux0: 1.9108 2020-10-19 22:59:37,949 - mmaction - INFO - Epoch [107][60/396] lr: 1.900e-01, eta: 1 day, 5:29:33, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7109, loss_cls: 2.3018, loss: 2.3018, grad_norm: 1.4951, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8711, loss/aux0: 1.8711 2020-10-19 22:59:38,901 - mmaction - INFO - Epoch [107][60/396] lr: 1.900e-01, eta: 1 day, 5:30:00, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7109, loss_cls: 2.3018, loss: 2.3018, grad_norm: 1.4864, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8629, loss/aux0: 1.8629 2020-10-19 23:00:15,349 - mmaction - INFO - Epoch [107][80/396] lr: 1.900e-01, eta: 1 day, 5:29:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7099, loss_cls: 2.3070, loss: 2.3070, grad_norm: 1.4963, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8659, loss/aux0: 1.8659 2020-10-19 23:00:16,315 - mmaction - INFO - Epoch [107][80/396] lr: 1.900e-01, eta: 1 day, 5:29:26, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7099, loss_cls: 2.3070, loss: 2.3070, grad_norm: 1.5037, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8755, loss/aux0: 1.8755 2020-10-19 23:00:52,762 - mmaction - INFO - Epoch [107][100/396] lr: 1.900e-01, eta: 1 day, 5:28:26, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7284, loss_cls: 2.2310, loss: 2.2310, grad_norm: 1.5048, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8701, loss/aux0: 1.8701 2020-10-19 23:00:53,687 - mmaction - INFO - Epoch [107][100/396] lr: 1.900e-01, eta: 1 day, 5:28:53, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7284, loss_cls: 2.2310, loss: 2.2310, grad_norm: 1.5072, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8647, loss/aux0: 1.8647 2020-10-19 23:01:29,946 - mmaction - INFO - Epoch [107][120/396] lr: 1.900e-01, eta: 1 day, 5:27:53, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7076, loss_cls: 2.2890, loss: 2.2890, grad_norm: 1.5019, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8841, loss/aux0: 1.8841 2020-10-19 23:01:30,904 - mmaction - INFO - Epoch [107][120/396] lr: 1.900e-01, eta: 1 day, 5:28:19, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7076, loss_cls: 2.2890, loss: 2.2890, grad_norm: 1.5082, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8840, loss/aux0: 1.8840 2020-10-19 23:02:07,063 - mmaction - INFO - Epoch [107][140/396] lr: 1.900e-01, eta: 1 day, 5:27:19, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7109, loss_cls: 2.2885, loss: 2.2885, grad_norm: 1.5106, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8946, loss/aux0: 1.8946 2020-10-19 23:02:07,991 - mmaction - INFO - Epoch [107][140/396] lr: 1.900e-01, eta: 1 day, 5:27:45, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7109, loss_cls: 2.2885, loss: 2.2885, grad_norm: 1.5093, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8877, loss/aux0: 1.8877 2020-10-19 23:02:44,209 - mmaction - INFO - Epoch [107][160/396] lr: 1.900e-01, eta: 1 day, 5:26:45, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7044, loss_cls: 2.2567, loss: 2.2567, grad_norm: 1.5195, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8236, loss/aux0: 1.8236 2020-10-19 23:02:45,126 - mmaction - INFO - Epoch [107][160/396] lr: 1.900e-01, eta: 1 day, 5:27:11, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7044, loss_cls: 2.2567, loss: 2.2567, grad_norm: 1.5246, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8369, loss/aux0: 1.8369 2020-10-19 23:03:21,573 - mmaction - INFO - Epoch [107][180/396] lr: 1.900e-01, eta: 1 day, 5:26:11, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7099, loss_cls: 2.3315, loss: 2.3315, grad_norm: 1.5177, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9018, loss/aux0: 1.9018 2020-10-19 23:03:22,500 - mmaction - INFO - Epoch [107][180/396] lr: 1.900e-01, eta: 1 day, 5:26:37, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7099, loss_cls: 2.3315, loss: 2.3315, grad_norm: 1.5219, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.8990, loss/aux0: 1.8990 2020-10-19 23:03:58,856 - mmaction - INFO - Epoch [107][200/396] lr: 1.900e-01, eta: 1 day, 5:25:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7148, loss_cls: 2.3018, loss: 2.3018, grad_norm: 1.5264, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9220, loss/aux0: 1.9220 2020-10-19 23:03:59,798 - mmaction - INFO - Epoch [107][200/396] lr: 1.900e-01, eta: 1 day, 5:26:03, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7148, loss_cls: 2.3018, loss: 2.3018, grad_norm: 1.5280, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.9207, loss/aux0: 1.9207 2020-10-19 23:04:36,084 - mmaction - INFO - Epoch [107][220/396] lr: 1.900e-01, eta: 1 day, 5:25:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7094, loss_cls: 2.2825, loss: 2.2825, grad_norm: 1.5188, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9021, loss/aux0: 1.9021 2020-10-19 23:04:37,042 - mmaction - INFO - Epoch [107][220/396] lr: 1.900e-01, eta: 1 day, 5:25:30, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7094, loss_cls: 2.2825, loss: 2.2825, grad_norm: 1.5123, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9058, loss/aux0: 1.9058 2020-10-19 23:05:13,426 - mmaction - INFO - Epoch [107][240/396] lr: 1.900e-01, eta: 1 day, 5:24:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4388, top5_acc: 0.7000, loss_cls: 2.3577, loss: 2.3577, grad_norm: 1.4960, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8666, loss/aux0: 1.8666 2020-10-19 23:05:14,370 - mmaction - INFO - Epoch [107][240/396] lr: 1.900e-01, eta: 1 day, 5:24:57, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4388, top5_acc: 0.7000, loss_cls: 2.3577, loss: 2.3577, grad_norm: 1.4896, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8451, loss/aux0: 1.8451 2020-10-19 23:05:50,751 - mmaction - INFO - Epoch [107][260/396] lr: 1.900e-01, eta: 1 day, 5:23:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7174, loss_cls: 2.2623, loss: 2.2623, grad_norm: 1.5181, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8670, loss/aux0: 1.8670 2020-10-19 23:05:51,683 - mmaction - INFO - Epoch [107][260/396] lr: 1.900e-01, eta: 1 day, 5:24:23, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7174, loss_cls: 2.2623, loss: 2.2623, grad_norm: 1.5260, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8896, loss/aux0: 1.8896 2020-10-19 23:06:27,856 - mmaction - INFO - Epoch [107][280/396] lr: 1.900e-01, eta: 1 day, 5:23:23, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4354, top5_acc: 0.7107, loss_cls: 2.3389, loss: 2.3389, grad_norm: 1.4881, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8841, loss/aux0: 1.8841 2020-10-19 23:06:28,814 - mmaction - INFO - Epoch [107][280/396] lr: 1.900e-01, eta: 1 day, 5:23:49, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.4354, top5_acc: 0.7107, loss_cls: 2.3389, loss: 2.3389, grad_norm: 1.4915, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8864, loss/aux0: 1.8864 2020-10-19 23:07:05,092 - mmaction - INFO - Epoch [107][300/396] lr: 1.900e-01, eta: 1 day, 5:22:49, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7161, loss_cls: 2.2470, loss: 2.2470, grad_norm: 1.5060, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9183, loss/aux0: 1.9183 2020-10-19 23:07:06,039 - mmaction - INFO - Epoch [107][300/396] lr: 1.900e-01, eta: 1 day, 5:23:15, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7161, loss_cls: 2.2470, loss: 2.2470, grad_norm: 1.5023, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9113, loss/aux0: 1.9113 2020-10-19 23:07:42,267 - mmaction - INFO - Epoch [107][320/396] lr: 1.900e-01, eta: 1 day, 5:22:15, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7138, loss_cls: 2.3041, loss: 2.3041, grad_norm: 1.4959, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8659, loss/aux0: 1.8659 2020-10-19 23:07:43,199 - mmaction - INFO - Epoch [107][320/396] lr: 1.900e-01, eta: 1 day, 5:22:41, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7138, loss_cls: 2.3041, loss: 2.3041, grad_norm: 1.4945, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8655, loss/aux0: 1.8655 2020-10-19 23:08:19,577 - mmaction - INFO - Epoch [107][340/396] lr: 1.900e-01, eta: 1 day, 5:21:41, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7167, loss_cls: 2.2774, loss: 2.2774, grad_norm: 1.4893, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9020, loss/aux0: 1.9020 2020-10-19 23:08:20,516 - mmaction - INFO - Epoch [107][340/396] lr: 1.900e-01, eta: 1 day, 5:22:07, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7167, loss_cls: 2.2774, loss: 2.2774, grad_norm: 1.4896, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9007, loss/aux0: 1.9007 2020-10-19 23:08:56,886 - mmaction - INFO - Epoch [107][360/396] lr: 1.900e-01, eta: 1 day, 5:21:08, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6997, loss_cls: 2.3532, loss: 2.3532, grad_norm: 1.4926, top1_acc/aux0: 0.5313, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9200, loss/aux0: 1.9200 2020-10-19 23:08:57,821 - mmaction - INFO - Epoch [107][360/396] lr: 1.900e-01, eta: 1 day, 5:21:34, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6997, loss_cls: 2.3532, loss: 2.3532, grad_norm: 1.4956, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9184, loss/aux0: 1.9184 2020-10-19 23:09:34,142 - mmaction - INFO - Epoch [107][380/396] lr: 1.900e-01, eta: 1 day, 5:20:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.7052, loss_cls: 2.3329, loss: 2.3329, grad_norm: 1.4964, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8576, loss/aux0: 1.8576 2020-10-19 23:09:35,079 - mmaction - INFO - Epoch [107][380/396] lr: 1.900e-01, eta: 1 day, 5:21:00, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4375, top5_acc: 0.7052, loss_cls: 2.3329, loss: 2.3329, grad_norm: 1.4965, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8524, loss/aux0: 1.8524 2020-10-19 23:13:53,781 - mmaction - INFO - Epoch [108][20/396] lr: 1.882e-01, eta: 1 day, 5:18:51, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7237, loss_cls: 2.2296, loss: 2.2296, grad_norm: 1.5050, top1_acc/aux0: 0.5392, top5_acc/aux0: 0.7733, loss_cls/aux0: 1.9066, loss/aux0: 1.9066 2020-10-19 23:13:54,716 - mmaction - INFO - Epoch [108][20/396] lr: 1.882e-01, eta: 1 day, 5:19:17, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7237, loss_cls: 2.2296, loss: 2.2296, grad_norm: 1.5064, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9076, loss/aux0: 1.9076 2020-10-19 23:14:30,698 - mmaction - INFO - Epoch [108][40/396] lr: 1.882e-01, eta: 1 day, 5:18:17, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7190, loss_cls: 2.2584, loss: 2.2584, grad_norm: 1.5135, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8599, loss/aux0: 1.8599 2020-10-19 23:14:31,657 - mmaction - INFO - Epoch [108][40/396] lr: 1.882e-01, eta: 1 day, 5:18:42, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7190, loss_cls: 2.2584, loss: 2.2584, grad_norm: 1.5091, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8527, loss/aux0: 1.8527 2020-10-19 23:15:08,002 - mmaction - INFO - Epoch [108][60/396] lr: 1.882e-01, eta: 1 day, 5:17:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7305, loss_cls: 2.2214, loss: 2.2214, grad_norm: 1.5478, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.8935, loss/aux0: 1.8935 2020-10-19 23:15:08,925 - mmaction - INFO - Epoch [108][60/396] lr: 1.882e-01, eta: 1 day, 5:18:09, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7305, loss_cls: 2.2214, loss: 2.2214, grad_norm: 1.5506, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9000, loss/aux0: 1.9000 2020-10-19 23:15:45,236 - mmaction - INFO - Epoch [108][80/396] lr: 1.882e-01, eta: 1 day, 5:17:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7003, loss_cls: 2.3165, loss: 2.3165, grad_norm: 1.5061, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8780, loss/aux0: 1.8780 2020-10-19 23:15:46,173 - mmaction - INFO - Epoch [108][80/396] lr: 1.882e-01, eta: 1 day, 5:17:35, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7003, loss_cls: 2.3165, loss: 2.3165, grad_norm: 1.5018, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8756, loss/aux0: 1.8756 2020-10-19 23:16:22,757 - mmaction - INFO - Epoch [108][100/396] lr: 1.882e-01, eta: 1 day, 5:16:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7122, loss_cls: 2.2876, loss: 2.2876, grad_norm: 1.5375, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8582, loss/aux0: 1.8582 2020-10-19 23:16:23,689 - mmaction - INFO - Epoch [108][100/396] lr: 1.882e-01, eta: 1 day, 5:17:02, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7122, loss_cls: 2.2876, loss: 2.2876, grad_norm: 1.5418, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8644, loss/aux0: 1.8644 2020-10-19 23:16:59,871 - mmaction - INFO - Epoch [108][120/396] lr: 1.882e-01, eta: 1 day, 5:16:02, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7151, loss_cls: 2.2662, loss: 2.2662, grad_norm: 1.5225, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.9037, loss/aux0: 1.9037 2020-10-19 23:17:00,828 - mmaction - INFO - Epoch [108][120/396] lr: 1.882e-01, eta: 1 day, 5:16:28, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7151, loss_cls: 2.2662, loss: 2.2662, grad_norm: 1.5410, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.9088, loss/aux0: 1.9088 2020-10-19 23:17:37,167 - mmaction - INFO - Epoch [108][140/396] lr: 1.882e-01, eta: 1 day, 5:15:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.6997, loss_cls: 2.3209, loss: 2.3209, grad_norm: 1.5125, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8802, loss/aux0: 1.8802 2020-10-19 23:17:38,104 - mmaction - INFO - Epoch [108][140/396] lr: 1.882e-01, eta: 1 day, 5:15:54, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4500, top5_acc: 0.6997, loss_cls: 2.3209, loss: 2.3209, grad_norm: 1.5221, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8626, loss/aux0: 1.8626 2020-10-19 23:18:14,435 - mmaction - INFO - Epoch [108][160/396] lr: 1.882e-01, eta: 1 day, 5:14:55, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7062, loss_cls: 2.2907, loss: 2.2907, grad_norm: 1.5044, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8219, loss/aux0: 1.8219 2020-10-19 23:18:15,363 - mmaction - INFO - Epoch [108][160/396] lr: 1.882e-01, eta: 1 day, 5:15:21, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7062, loss_cls: 2.2907, loss: 2.2907, grad_norm: 1.5085, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8288, loss/aux0: 1.8288 2020-10-19 23:18:51,651 - mmaction - INFO - Epoch [108][180/396] lr: 1.882e-01, eta: 1 day, 5:14:21, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7227, loss_cls: 2.2513, loss: 2.2513, grad_norm: 1.5187, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8331, loss/aux0: 1.8331 2020-10-19 23:18:52,592 - mmaction - INFO - Epoch [108][180/396] lr: 1.882e-01, eta: 1 day, 5:14:47, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7227, loss_cls: 2.2513, loss: 2.2513, grad_norm: 1.5142, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.8378, loss/aux0: 1.8378 2020-10-19 23:19:28,844 - mmaction - INFO - Epoch [108][200/396] lr: 1.882e-01, eta: 1 day, 5:13:47, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4529, top5_acc: 0.6964, loss_cls: 2.3205, loss: 2.3205, grad_norm: 1.4913, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8511, loss/aux0: 1.8511 2020-10-19 23:19:29,762 - mmaction - INFO - Epoch [108][200/396] lr: 1.882e-01, eta: 1 day, 5:14:13, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4529, top5_acc: 0.6964, loss_cls: 2.3205, loss: 2.3205, grad_norm: 1.4930, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8469, loss/aux0: 1.8469 2020-10-19 23:20:06,161 - mmaction - INFO - Epoch [108][220/396] lr: 1.882e-01, eta: 1 day, 5:13:13, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7102, loss_cls: 2.2669, loss: 2.2669, grad_norm: 1.5572, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8196, loss/aux0: 1.8196 2020-10-19 23:20:07,123 - mmaction - INFO - Epoch [108][220/396] lr: 1.882e-01, eta: 1 day, 5:13:39, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7102, loss_cls: 2.2669, loss: 2.2669, grad_norm: 1.5610, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8216, loss/aux0: 1.8216 2020-10-19 23:20:43,270 - mmaction - INFO - Epoch [108][240/396] lr: 1.882e-01, eta: 1 day, 5:12:39, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7159, loss_cls: 2.2559, loss: 2.2559, grad_norm: 1.4887, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9169, loss/aux0: 1.9169 2020-10-19 23:20:44,224 - mmaction - INFO - Epoch [108][240/396] lr: 1.882e-01, eta: 1 day, 5:13:05, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7159, loss_cls: 2.2559, loss: 2.2559, grad_norm: 1.4949, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9259, loss/aux0: 1.9259 2020-10-19 23:21:20,521 - mmaction - INFO - Epoch [108][260/396] lr: 1.882e-01, eta: 1 day, 5:12:06, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4487, top5_acc: 0.7021, loss_cls: 2.3353, loss: 2.3353, grad_norm: 1.5232, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8613, loss/aux0: 1.8613 2020-10-19 23:21:21,452 - mmaction - INFO - Epoch [108][260/396] lr: 1.882e-01, eta: 1 day, 5:12:31, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4487, top5_acc: 0.7021, loss_cls: 2.3353, loss: 2.3353, grad_norm: 1.5298, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8633, loss/aux0: 1.8633 2020-10-19 23:21:57,636 - mmaction - INFO - Epoch [108][280/396] lr: 1.882e-01, eta: 1 day, 5:11:32, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7070, loss_cls: 2.3185, loss: 2.3185, grad_norm: 1.4914, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.8565, loss/aux0: 1.8565 2020-10-19 23:21:58,564 - mmaction - INFO - Epoch [108][280/396] lr: 1.882e-01, eta: 1 day, 5:11:57, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7070, loss_cls: 2.3185, loss: 2.3185, grad_norm: 1.4944, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8394, loss/aux0: 1.8394 2020-10-19 23:22:34,817 - mmaction - INFO - Epoch [108][300/396] lr: 1.882e-01, eta: 1 day, 5:10:58, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7138, loss_cls: 2.3089, loss: 2.3089, grad_norm: 1.5377, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8824, loss/aux0: 1.8824 2020-10-19 23:22:35,758 - mmaction - INFO - Epoch [108][300/396] lr: 1.882e-01, eta: 1 day, 5:11:23, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7138, loss_cls: 2.3089, loss: 2.3089, grad_norm: 1.5396, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8917, loss/aux0: 1.8917 2020-10-19 23:23:12,053 - mmaction - INFO - Epoch [108][320/396] lr: 1.882e-01, eta: 1 day, 5:10:24, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6898, loss_cls: 2.3861, loss: 2.3861, grad_norm: 1.4849, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8736, loss/aux0: 1.8736 2020-10-19 23:23:12,982 - mmaction - INFO - Epoch [108][320/396] lr: 1.882e-01, eta: 1 day, 5:10:50, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6898, loss_cls: 2.3861, loss: 2.3861, grad_norm: 1.4821, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8585, loss/aux0: 1.8585 2020-10-19 23:23:49,319 - mmaction - INFO - Epoch [108][340/396] lr: 1.882e-01, eta: 1 day, 5:09:50, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7063, loss_cls: 2.3143, loss: 2.3143, grad_norm: 1.5448, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8362, loss/aux0: 1.8362 2020-10-19 23:23:50,273 - mmaction - INFO - Epoch [108][340/396] lr: 1.882e-01, eta: 1 day, 5:10:16, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7063, loss_cls: 2.3143, loss: 2.3143, grad_norm: 1.5440, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8448, loss/aux0: 1.8448 2020-10-19 23:24:26,677 - mmaction - INFO - Epoch [108][360/396] lr: 1.882e-01, eta: 1 day, 5:09:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7227, loss_cls: 2.2827, loss: 2.2827, grad_norm: 1.5038, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9595, loss/aux0: 1.9595 2020-10-19 23:24:27,602 - mmaction - INFO - Epoch [108][360/396] lr: 1.882e-01, eta: 1 day, 5:09:42, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7227, loss_cls: 2.2827, loss: 2.2827, grad_norm: 1.5060, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9684, loss/aux0: 1.9684 2020-10-19 23:25:04,048 - mmaction - INFO - Epoch [108][380/396] lr: 1.882e-01, eta: 1 day, 5:08:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7055, loss_cls: 2.3281, loss: 2.3281, grad_norm: 1.5258, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9142, loss/aux0: 1.9142 2020-10-19 23:25:04,977 - mmaction - INFO - Epoch [108][380/396] lr: 1.882e-01, eta: 1 day, 5:09:09, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7055, loss_cls: 2.3281, loss: 2.3281, grad_norm: 1.5227, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8935, loss/aux0: 1.8935 2020-10-19 23:29:24,173 - mmaction - INFO - Epoch [109][20/396] lr: 1.864e-01, eta: 1 day, 5:07:01, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7172, loss_cls: 2.2643, loss: 2.2643, grad_norm: 1.5188, top1_acc/aux0: 0.5274, top5_acc/aux0: 0.7851, loss_cls/aux0: 1.9141, loss/aux0: 1.9141 2020-10-19 23:29:25,108 - mmaction - INFO - Epoch [109][20/396] lr: 1.864e-01, eta: 1 day, 5:07:26, time: 0.920, data_time: 0.003, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7172, loss_cls: 2.2643, loss: 2.2643, grad_norm: 1.5078, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9134, loss/aux0: 1.9134 2020-10-19 23:30:01,423 - mmaction - INFO - Epoch [109][40/396] lr: 1.864e-01, eta: 1 day, 5:06:27, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7167, loss_cls: 2.2758, loss: 2.2758, grad_norm: 1.5307, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.8605, loss/aux0: 1.8605 2020-10-19 23:30:02,348 - mmaction - INFO - Epoch [109][40/396] lr: 1.864e-01, eta: 1 day, 5:06:53, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7167, loss_cls: 2.2758, loss: 2.2758, grad_norm: 1.5314, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.8571, loss/aux0: 1.8571 2020-10-19 23:30:38,821 - mmaction - INFO - Epoch [109][60/396] lr: 1.864e-01, eta: 1 day, 5:05:53, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7156, loss_cls: 2.3028, loss: 2.3028, grad_norm: 1.5341, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8678, loss/aux0: 1.8678 2020-10-19 23:30:39,735 - mmaction - INFO - Epoch [109][60/396] lr: 1.864e-01, eta: 1 day, 5:06:19, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7156, loss_cls: 2.3028, loss: 2.3028, grad_norm: 1.5343, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8737, loss/aux0: 1.8737 2020-10-19 23:31:15,910 - mmaction - INFO - Epoch [109][80/396] lr: 1.864e-01, eta: 1 day, 5:05:19, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.2329, loss: 2.2329, grad_norm: 1.5178, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9044, loss/aux0: 1.9044 2020-10-19 23:31:16,844 - mmaction - INFO - Epoch [109][80/396] lr: 1.864e-01, eta: 1 day, 5:05:45, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.2329, loss: 2.2329, grad_norm: 1.5246, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.9096, loss/aux0: 1.9096 2020-10-19 23:31:53,187 - mmaction - INFO - Epoch [109][100/396] lr: 1.864e-01, eta: 1 day, 5:04:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4440, top5_acc: 0.7185, loss_cls: 2.2907, loss: 2.2907, grad_norm: 1.5532, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8698, loss/aux0: 1.8698 2020-10-19 23:31:54,104 - mmaction - INFO - Epoch [109][100/396] lr: 1.864e-01, eta: 1 day, 5:05:11, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4440, top5_acc: 0.7185, loss_cls: 2.2907, loss: 2.2907, grad_norm: 1.5519, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8611, loss/aux0: 1.8611 2020-10-19 23:32:30,597 - mmaction - INFO - Epoch [109][120/396] lr: 1.864e-01, eta: 1 day, 5:04:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6982, loss_cls: 2.3674, loss: 2.3674, grad_norm: 1.5139, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8760, loss/aux0: 1.8760 2020-10-19 23:32:31,535 - mmaction - INFO - Epoch [109][120/396] lr: 1.864e-01, eta: 1 day, 5:04:37, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6982, loss_cls: 2.3674, loss: 2.3674, grad_norm: 1.5160, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8750, loss/aux0: 1.8750 2020-10-19 23:33:07,827 - mmaction - INFO - Epoch [109][140/396] lr: 1.864e-01, eta: 1 day, 5:03:38, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4404, top5_acc: 0.7102, loss_cls: 2.3176, loss: 2.3176, grad_norm: 1.4863, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8625, loss/aux0: 1.8625 2020-10-19 23:33:08,757 - mmaction - INFO - Epoch [109][140/396] lr: 1.864e-01, eta: 1 day, 5:04:04, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.4404, top5_acc: 0.7102, loss_cls: 2.3176, loss: 2.3176, grad_norm: 1.4743, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8506, loss/aux0: 1.8506 2020-10-19 23:33:45,056 - mmaction - INFO - Epoch [109][160/396] lr: 1.864e-01, eta: 1 day, 5:03:05, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7044, loss_cls: 2.3227, loss: 2.3227, grad_norm: 1.5337, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8527, loss/aux0: 1.8527 2020-10-19 23:33:46,005 - mmaction - INFO - Epoch [109][160/396] lr: 1.864e-01, eta: 1 day, 5:03:30, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7044, loss_cls: 2.3227, loss: 2.3227, grad_norm: 1.5280, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8605, loss/aux0: 1.8605 2020-10-19 23:34:22,164 - mmaction - INFO - Epoch [109][180/396] lr: 1.864e-01, eta: 1 day, 5:02:31, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7174, loss_cls: 2.2546, loss: 2.2546, grad_norm: 1.4763, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8674, loss/aux0: 1.8674 2020-10-19 23:34:23,088 - mmaction - INFO - Epoch [109][180/396] lr: 1.864e-01, eta: 1 day, 5:02:56, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7174, loss_cls: 2.2546, loss: 2.2546, grad_norm: 1.4718, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8735, loss/aux0: 1.8735 2020-10-19 23:34:59,568 - mmaction - INFO - Epoch [109][200/396] lr: 1.864e-01, eta: 1 day, 5:01:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7195, loss_cls: 2.2784, loss: 2.2784, grad_norm: 1.5313, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8730, loss/aux0: 1.8730 2020-10-19 23:35:00,524 - mmaction - INFO - Epoch [109][200/396] lr: 1.864e-01, eta: 1 day, 5:02:23, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7195, loss_cls: 2.2784, loss: 2.2784, grad_norm: 1.5338, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8693, loss/aux0: 1.8693 2020-10-19 23:35:36,749 - mmaction - INFO - Epoch [109][220/396] lr: 1.864e-01, eta: 1 day, 5:01:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7151, loss_cls: 2.2340, loss: 2.2340, grad_norm: 1.4855, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8647, loss/aux0: 1.8647 2020-10-19 23:35:37,692 - mmaction - INFO - Epoch [109][220/396] lr: 1.864e-01, eta: 1 day, 5:01:49, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7151, loss_cls: 2.2340, loss: 2.2340, grad_norm: 1.4807, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8595, loss/aux0: 1.8595 2020-10-19 23:36:13,995 - mmaction - INFO - Epoch [109][240/396] lr: 1.864e-01, eta: 1 day, 5:00:50, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7135, loss_cls: 2.2617, loss: 2.2617, grad_norm: 1.5180, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8716, loss/aux0: 1.8716 2020-10-19 23:36:14,929 - mmaction - INFO - Epoch [109][240/396] lr: 1.864e-01, eta: 1 day, 5:01:15, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7135, loss_cls: 2.2617, loss: 2.2617, grad_norm: 1.5170, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8819, loss/aux0: 1.8819 2020-10-19 23:36:51,297 - mmaction - INFO - Epoch [109][260/396] lr: 1.864e-01, eta: 1 day, 5:00:16, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7172, loss_cls: 2.2932, loss: 2.2932, grad_norm: 1.5444, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8420, loss/aux0: 1.8420 2020-10-19 23:36:52,238 - mmaction - INFO - Epoch [109][260/396] lr: 1.864e-01, eta: 1 day, 5:00:41, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7172, loss_cls: 2.2932, loss: 2.2932, grad_norm: 1.5424, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8419, loss/aux0: 1.8419 2020-10-19 23:37:28,322 - mmaction - INFO - Epoch [109][280/396] lr: 1.864e-01, eta: 1 day, 4:59:42, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7102, loss_cls: 2.2908, loss: 2.2908, grad_norm: 1.4873, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8940, loss/aux0: 1.8940 2020-10-19 23:37:29,258 - mmaction - INFO - Epoch [109][280/396] lr: 1.864e-01, eta: 1 day, 5:00:07, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7102, loss_cls: 2.2908, loss: 2.2908, grad_norm: 1.4889, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8981, loss/aux0: 1.8981 2020-10-19 23:38:05,506 - mmaction - INFO - Epoch [109][300/396] lr: 1.864e-01, eta: 1 day, 4:59:08, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7109, loss_cls: 2.2889, loss: 2.2889, grad_norm: 1.5015, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.8801, loss/aux0: 1.8801 2020-10-19 23:38:06,451 - mmaction - INFO - Epoch [109][300/396] lr: 1.864e-01, eta: 1 day, 4:59:33, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7109, loss_cls: 2.2889, loss: 2.2889, grad_norm: 1.4972, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.8751, loss/aux0: 1.8751 2020-10-19 23:38:42,959 - mmaction - INFO - Epoch [109][320/396] lr: 1.864e-01, eta: 1 day, 4:58:34, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7128, loss_cls: 2.2748, loss: 2.2748, grad_norm: 1.4930, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8685, loss/aux0: 1.8685 2020-10-19 23:38:43,906 - mmaction - INFO - Epoch [109][320/396] lr: 1.864e-01, eta: 1 day, 4:58:59, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7128, loss_cls: 2.2748, loss: 2.2748, grad_norm: 1.4894, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8551, loss/aux0: 1.8551 2020-10-19 23:39:20,139 - mmaction - INFO - Epoch [109][340/396] lr: 1.864e-01, eta: 1 day, 4:58:00, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7091, loss_cls: 2.2765, loss: 2.2765, grad_norm: 1.5048, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8142, loss/aux0: 1.8142 2020-10-19 23:39:21,097 - mmaction - INFO - Epoch [109][340/396] lr: 1.864e-01, eta: 1 day, 4:58:25, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7091, loss_cls: 2.2765, loss: 2.2765, grad_norm: 1.5210, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8337, loss/aux0: 1.8337 2020-10-19 23:39:57,435 - mmaction - INFO - Epoch [109][360/396] lr: 1.864e-01, eta: 1 day, 4:57:26, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7112, loss_cls: 2.2812, loss: 2.2812, grad_norm: 1.4776, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9166, loss/aux0: 1.9166 2020-10-19 23:39:58,358 - mmaction - INFO - Epoch [109][360/396] lr: 1.864e-01, eta: 1 day, 4:57:51, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7112, loss_cls: 2.2812, loss: 2.2812, grad_norm: 1.4766, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.8943, loss/aux0: 1.8943 2020-10-19 23:40:34,911 - mmaction - INFO - Epoch [109][380/396] lr: 1.864e-01, eta: 1 day, 4:56:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7021, loss_cls: 2.3044, loss: 2.3044, grad_norm: 1.5258, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8504, loss/aux0: 1.8504 2020-10-19 23:40:35,829 - mmaction - INFO - Epoch [109][380/396] lr: 1.864e-01, eta: 1 day, 4:57:17, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7021, loss_cls: 2.3044, loss: 2.3044, grad_norm: 1.5295, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8574, loss/aux0: 1.8574 2020-10-19 23:44:55,507 - mmaction - INFO - Epoch [110][20/396] lr: 1.847e-01, eta: 1 day, 4:55:11, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7177, loss_cls: 2.2719, loss: 2.2719, grad_norm: 1.5098, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8477, loss/aux0: 1.8477 2020-10-19 23:44:56,451 - mmaction - INFO - Epoch [110][20/396] lr: 1.847e-01, eta: 1 day, 4:55:36, time: 0.922, data_time: 0.004, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7177, loss_cls: 2.2719, loss: 2.2719, grad_norm: 1.5117, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8434, loss/aux0: 1.8434 2020-10-19 23:45:32,636 - mmaction - INFO - Epoch [110][40/396] lr: 1.847e-01, eta: 1 day, 4:54:37, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7203, loss_cls: 2.2395, loss: 2.2395, grad_norm: 1.5215, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8511, loss/aux0: 1.8511 2020-10-19 23:45:33,551 - mmaction - INFO - Epoch [110][40/396] lr: 1.847e-01, eta: 1 day, 4:55:02, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7203, loss_cls: 2.2395, loss: 2.2395, grad_norm: 1.5267, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8643, loss/aux0: 1.8643 2020-10-19 23:46:10,120 - mmaction - INFO - Epoch [110][60/396] lr: 1.847e-01, eta: 1 day, 4:54:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7138, loss_cls: 2.2641, loss: 2.2641, grad_norm: 1.4733, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9029, loss/aux0: 1.9029 2020-10-19 23:46:11,059 - mmaction - INFO - Epoch [110][60/396] lr: 1.847e-01, eta: 1 day, 4:54:28, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7138, loss_cls: 2.2641, loss: 2.2641, grad_norm: 1.4839, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8916, loss/aux0: 1.8916 2020-10-19 23:46:47,230 - mmaction - INFO - Epoch [110][80/396] lr: 1.847e-01, eta: 1 day, 4:53:29, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7214, loss_cls: 2.2515, loss: 2.2515, grad_norm: 1.5335, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8644, loss/aux0: 1.8644 2020-10-19 23:46:48,215 - mmaction - INFO - Epoch [110][80/396] lr: 1.847e-01, eta: 1 day, 4:53:54, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7214, loss_cls: 2.2515, loss: 2.2515, grad_norm: 1.5411, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8674, loss/aux0: 1.8674 2020-10-19 23:47:24,381 - mmaction - INFO - Epoch [110][100/396] lr: 1.847e-01, eta: 1 day, 4:52:55, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6956, loss_cls: 2.3269, loss: 2.3269, grad_norm: 1.4841, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8077, loss/aux0: 1.8077 2020-10-19 23:47:25,319 - mmaction - INFO - Epoch [110][100/396] lr: 1.847e-01, eta: 1 day, 4:53:20, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6956, loss_cls: 2.3269, loss: 2.3269, grad_norm: 1.4810, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8033, loss/aux0: 1.8033 2020-10-19 23:48:01,555 - mmaction - INFO - Epoch [110][120/396] lr: 1.847e-01, eta: 1 day, 4:52:21, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7125, loss_cls: 2.2553, loss: 2.2553, grad_norm: 1.5286, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8531, loss/aux0: 1.8531 2020-10-19 23:48:02,483 - mmaction - INFO - Epoch [110][120/396] lr: 1.847e-01, eta: 1 day, 4:52:46, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7125, loss_cls: 2.2553, loss: 2.2553, grad_norm: 1.5222, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8537, loss/aux0: 1.8537 2020-10-19 23:48:38,759 - mmaction - INFO - Epoch [110][140/396] lr: 1.847e-01, eta: 1 day, 4:51:47, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7154, loss_cls: 2.2594, loss: 2.2594, grad_norm: 1.5204, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8768, loss/aux0: 1.8768 2020-10-19 23:48:39,697 - mmaction - INFO - Epoch [110][140/396] lr: 1.847e-01, eta: 1 day, 4:52:12, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7154, loss_cls: 2.2594, loss: 2.2594, grad_norm: 1.5207, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8746, loss/aux0: 1.8746 2020-10-19 23:49:16,078 - mmaction - INFO - Epoch [110][160/396] lr: 1.847e-01, eta: 1 day, 4:51:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7383, loss_cls: 2.1826, loss: 2.1826, grad_norm: 1.5712, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8342, loss/aux0: 1.8342 2020-10-19 23:49:17,016 - mmaction - INFO - Epoch [110][160/396] lr: 1.847e-01, eta: 1 day, 4:51:38, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7383, loss_cls: 2.1826, loss: 2.1826, grad_norm: 1.5738, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8477, loss/aux0: 1.8477 2020-10-19 23:49:53,391 - mmaction - INFO - Epoch [110][180/396] lr: 1.847e-01, eta: 1 day, 4:50:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7008, loss_cls: 2.2728, loss: 2.2728, grad_norm: 1.5522, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8479, loss/aux0: 1.8479 2020-10-19 23:49:54,321 - mmaction - INFO - Epoch [110][180/396] lr: 1.847e-01, eta: 1 day, 4:51:04, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7008, loss_cls: 2.2728, loss: 2.2728, grad_norm: 1.5529, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8425, loss/aux0: 1.8425 2020-10-19 23:50:30,666 - mmaction - INFO - Epoch [110][200/396] lr: 1.847e-01, eta: 1 day, 4:50:06, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4714, top5_acc: 0.7227, loss_cls: 2.2323, loss: 2.2323, grad_norm: 1.5143, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8510, loss/aux0: 1.8510 2020-10-19 23:50:31,590 - mmaction - INFO - Epoch [110][200/396] lr: 1.847e-01, eta: 1 day, 4:50:31, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4714, top5_acc: 0.7227, loss_cls: 2.2323, loss: 2.2323, grad_norm: 1.5146, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8543, loss/aux0: 1.8543 2020-10-19 23:51:07,780 - mmaction - INFO - Epoch [110][220/396] lr: 1.847e-01, eta: 1 day, 4:49:32, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7112, loss_cls: 2.2930, loss: 2.2930, grad_norm: 1.5643, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8747, loss/aux0: 1.8747 2020-10-19 23:51:08,701 - mmaction - INFO - Epoch [110][220/396] lr: 1.847e-01, eta: 1 day, 4:49:56, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7112, loss_cls: 2.2930, loss: 2.2930, grad_norm: 1.5664, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8728, loss/aux0: 1.8728 2020-10-19 23:51:45,067 - mmaction - INFO - Epoch [110][240/396] lr: 1.847e-01, eta: 1 day, 4:48:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4521, top5_acc: 0.7253, loss_cls: 2.2495, loss: 2.2495, grad_norm: 1.5021, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.7951, loss/aux0: 1.7951 2020-10-19 23:51:46,007 - mmaction - INFO - Epoch [110][240/396] lr: 1.847e-01, eta: 1 day, 4:49:23, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4521, top5_acc: 0.7253, loss_cls: 2.2495, loss: 2.2495, grad_norm: 1.5123, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.7936, loss/aux0: 1.7936 2020-10-19 23:52:22,298 - mmaction - INFO - Epoch [110][260/396] lr: 1.847e-01, eta: 1 day, 4:48:24, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7107, loss_cls: 2.2835, loss: 2.2835, grad_norm: 1.5410, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8445, loss/aux0: 1.8445 2020-10-19 23:52:23,230 - mmaction - INFO - Epoch [110][260/396] lr: 1.847e-01, eta: 1 day, 4:48:49, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7107, loss_cls: 2.2835, loss: 2.2835, grad_norm: 1.5476, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8504, loss/aux0: 1.8504 2020-10-19 23:52:59,593 - mmaction - INFO - Epoch [110][280/396] lr: 1.847e-01, eta: 1 day, 4:47:50, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.6953, loss_cls: 2.3668, loss: 2.3668, grad_norm: 1.5536, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8539, loss/aux0: 1.8539 2020-10-19 23:53:00,556 - mmaction - INFO - Epoch [110][280/396] lr: 1.847e-01, eta: 1 day, 4:48:15, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4357, top5_acc: 0.6953, loss_cls: 2.3668, loss: 2.3668, grad_norm: 1.5479, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8480, loss/aux0: 1.8480 2020-10-19 23:53:36,828 - mmaction - INFO - Epoch [110][300/396] lr: 1.847e-01, eta: 1 day, 4:47:16, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7148, loss_cls: 2.2816, loss: 2.2816, grad_norm: 1.5421, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8383, loss/aux0: 1.8383 2020-10-19 23:53:37,787 - mmaction - INFO - Epoch [110][300/396] lr: 1.847e-01, eta: 1 day, 4:47:41, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7148, loss_cls: 2.2816, loss: 2.2816, grad_norm: 1.5387, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8305, loss/aux0: 1.8305 2020-10-19 23:54:14,135 - mmaction - INFO - Epoch [110][320/396] lr: 1.847e-01, eta: 1 day, 4:46:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7070, loss_cls: 2.3320, loss: 2.3320, grad_norm: 1.5286, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8841, loss/aux0: 1.8841 2020-10-19 23:54:15,090 - mmaction - INFO - Epoch [110][320/396] lr: 1.847e-01, eta: 1 day, 4:47:07, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7070, loss_cls: 2.3320, loss: 2.3320, grad_norm: 1.5262, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8818, loss/aux0: 1.8818 2020-10-19 23:54:51,357 - mmaction - INFO - Epoch [110][340/396] lr: 1.847e-01, eta: 1 day, 4:46:09, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7255, loss_cls: 2.2680, loss: 2.2680, grad_norm: 1.5570, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9065, loss/aux0: 1.9065 2020-10-19 23:54:52,290 - mmaction - INFO - Epoch [110][340/396] lr: 1.847e-01, eta: 1 day, 4:46:33, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7255, loss_cls: 2.2680, loss: 2.2680, grad_norm: 1.5526, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8995, loss/aux0: 1.8995 2020-10-19 23:55:28,627 - mmaction - INFO - Epoch [110][360/396] lr: 1.847e-01, eta: 1 day, 4:45:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7068, loss_cls: 2.3096, loss: 2.3096, grad_norm: 1.5315, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.7899, loss/aux0: 1.7899 2020-10-19 23:55:29,553 - mmaction - INFO - Epoch [110][360/396] lr: 1.847e-01, eta: 1 day, 4:46:00, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7068, loss_cls: 2.3096, loss: 2.3096, grad_norm: 1.5269, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8083, loss/aux0: 1.8083 2020-10-19 23:56:05,892 - mmaction - INFO - Epoch [110][380/396] lr: 1.847e-01, eta: 1 day, 4:45:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7065, loss_cls: 2.3013, loss: 2.3013, grad_norm: 1.5284, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8810, loss/aux0: 1.8810 2020-10-19 23:56:06,819 - mmaction - INFO - Epoch [110][380/396] lr: 1.847e-01, eta: 1 day, 4:45:26, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7065, loss_cls: 2.3013, loss: 2.3013, grad_norm: 1.5272, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8762, loss/aux0: 1.8762 2020-10-20 00:01:03,791 - mmaction - INFO - Epoch [111][20/396] lr: 1.829e-01, eta: 1 day, 4:43:20, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7201, loss_cls: 2.2606, loss: 2.2606, grad_norm: 1.5607, top1_acc/aux0: 0.5428, top5_acc/aux0: 0.7884, loss_cls/aux0: 1.8694, loss/aux0: 1.8694 2020-10-20 00:01:04,733 - mmaction - INFO - Epoch [111][20/396] lr: 1.829e-01, eta: 1 day, 4:43:45, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7201, loss_cls: 2.2606, loss: 2.2606, grad_norm: 1.5569, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8703, loss/aux0: 1.8703 2020-10-20 00:01:40,864 - mmaction - INFO - Epoch [111][40/396] lr: 1.829e-01, eta: 1 day, 4:42:46, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4562, top5_acc: 0.7130, loss_cls: 2.2716, loss: 2.2716, grad_norm: 1.5341, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9089, loss/aux0: 1.9089 2020-10-20 00:01:41,789 - mmaction - INFO - Epoch [111][40/396] lr: 1.829e-01, eta: 1 day, 4:43:11, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4562, top5_acc: 0.7130, loss_cls: 2.2716, loss: 2.2716, grad_norm: 1.5287, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9040, loss/aux0: 1.9040 2020-10-20 00:02:18,322 - mmaction - INFO - Epoch [111][60/396] lr: 1.829e-01, eta: 1 day, 4:42:12, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7167, loss_cls: 2.2602, loss: 2.2602, grad_norm: 1.5548, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.8855, loss/aux0: 1.8855 2020-10-20 00:02:19,273 - mmaction - INFO - Epoch [111][60/396] lr: 1.829e-01, eta: 1 day, 4:42:37, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7167, loss_cls: 2.2602, loss: 2.2602, grad_norm: 1.5556, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.8930, loss/aux0: 1.8930 2020-10-20 00:02:55,554 - mmaction - INFO - Epoch [111][80/396] lr: 1.829e-01, eta: 1 day, 4:41:38, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7190, loss_cls: 2.2213, loss: 2.2213, grad_norm: 1.5032, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9285, loss/aux0: 1.9285 2020-10-20 00:02:56,498 - mmaction - INFO - Epoch [111][80/396] lr: 1.829e-01, eta: 1 day, 4:42:03, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7190, loss_cls: 2.2213, loss: 2.2213, grad_norm: 1.5031, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9364, loss/aux0: 1.9364 2020-10-20 00:03:32,751 - mmaction - INFO - Epoch [111][100/396] lr: 1.829e-01, eta: 1 day, 4:41:04, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7271, loss_cls: 2.2073, loss: 2.2073, grad_norm: 1.5487, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8613, loss/aux0: 1.8613 2020-10-20 00:03:33,677 - mmaction - INFO - Epoch [111][100/396] lr: 1.829e-01, eta: 1 day, 4:41:29, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7271, loss_cls: 2.2073, loss: 2.2073, grad_norm: 1.5488, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8511, loss/aux0: 1.8511 2020-10-20 00:04:09,924 - mmaction - INFO - Epoch [111][120/396] lr: 1.829e-01, eta: 1 day, 4:40:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7049, loss_cls: 2.2818, loss: 2.2818, grad_norm: 1.5041, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8888, loss/aux0: 1.8888 2020-10-20 00:04:10,864 - mmaction - INFO - Epoch [111][120/396] lr: 1.829e-01, eta: 1 day, 4:40:55, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7049, loss_cls: 2.2818, loss: 2.2818, grad_norm: 1.5094, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8813, loss/aux0: 1.8813 2020-10-20 00:04:47,416 - mmaction - INFO - Epoch [111][140/396] lr: 1.829e-01, eta: 1 day, 4:39:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4562, top5_acc: 0.7188, loss_cls: 2.2769, loss: 2.2769, grad_norm: 1.5408, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8666, loss/aux0: 1.8666 2020-10-20 00:04:48,361 - mmaction - INFO - Epoch [111][140/396] lr: 1.829e-01, eta: 1 day, 4:40:22, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4562, top5_acc: 0.7188, loss_cls: 2.2769, loss: 2.2769, grad_norm: 1.5403, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8743, loss/aux0: 1.8743 2020-10-20 00:05:24,611 - mmaction - INFO - Epoch [111][160/396] lr: 1.829e-01, eta: 1 day, 4:39:23, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7141, loss_cls: 2.2716, loss: 2.2716, grad_norm: 1.5140, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9302, loss/aux0: 1.9302 2020-10-20 00:05:25,551 - mmaction - INFO - Epoch [111][160/396] lr: 1.829e-01, eta: 1 day, 4:39:47, time: 0.930, data_time: 0.005, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7141, loss_cls: 2.2716, loss: 2.2716, grad_norm: 1.5173, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9365, loss/aux0: 1.9365 2020-10-20 00:06:01,766 - mmaction - INFO - Epoch [111][180/396] lr: 1.829e-01, eta: 1 day, 4:38:49, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4581, top5_acc: 0.7138, loss_cls: 2.2717, loss: 2.2717, grad_norm: 1.5416, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8748, loss/aux0: 1.8748 2020-10-20 00:06:02,705 - mmaction - INFO - Epoch [111][180/396] lr: 1.829e-01, eta: 1 day, 4:39:14, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4581, top5_acc: 0.7138, loss_cls: 2.2717, loss: 2.2717, grad_norm: 1.5419, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8622, loss/aux0: 1.8622 2020-10-20 00:06:39,213 - mmaction - INFO - Epoch [111][200/396] lr: 1.829e-01, eta: 1 day, 4:38:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7229, loss_cls: 2.2280, loss: 2.2280, grad_norm: 1.5188, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8548, loss/aux0: 1.8548 2020-10-20 00:06:40,163 - mmaction - INFO - Epoch [111][200/396] lr: 1.829e-01, eta: 1 day, 4:38:40, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7229, loss_cls: 2.2280, loss: 2.2280, grad_norm: 1.5144, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8459, loss/aux0: 1.8459 2020-10-20 00:07:16,577 - mmaction - INFO - Epoch [111][220/396] lr: 1.829e-01, eta: 1 day, 4:37:42, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7122, loss_cls: 2.3179, loss: 2.3179, grad_norm: 1.5618, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8512, loss/aux0: 1.8512 2020-10-20 00:07:17,506 - mmaction - INFO - Epoch [111][220/396] lr: 1.829e-01, eta: 1 day, 4:38:07, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7122, loss_cls: 2.3179, loss: 2.3179, grad_norm: 1.5565, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8585, loss/aux0: 1.8585 2020-10-20 00:07:53,932 - mmaction - INFO - Epoch [111][240/396] lr: 1.829e-01, eta: 1 day, 4:37:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7089, loss_cls: 2.3228, loss: 2.3228, grad_norm: 1.5461, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9246, loss/aux0: 1.9246 2020-10-20 00:07:54,880 - mmaction - INFO - Epoch [111][240/396] lr: 1.829e-01, eta: 1 day, 4:37:33, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7089, loss_cls: 2.3228, loss: 2.3228, grad_norm: 1.5451, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9318, loss/aux0: 1.9318 2020-10-20 00:08:31,382 - mmaction - INFO - Epoch [111][260/396] lr: 1.829e-01, eta: 1 day, 4:36:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7174, loss_cls: 2.2624, loss: 2.2624, grad_norm: 1.5000, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.8108, loss/aux0: 1.8108 2020-10-20 00:08:32,318 - mmaction - INFO - Epoch [111][260/396] lr: 1.829e-01, eta: 1 day, 4:37:00, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7174, loss_cls: 2.2624, loss: 2.2624, grad_norm: 1.5010, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.8011, loss/aux0: 1.8011 2020-10-20 00:09:08,823 - mmaction - INFO - Epoch [111][280/396] lr: 1.829e-01, eta: 1 day, 4:36:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7107, loss_cls: 2.2925, loss: 2.2925, grad_norm: 1.5664, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8345, loss/aux0: 1.8345 2020-10-20 00:09:09,800 - mmaction - INFO - Epoch [111][280/396] lr: 1.829e-01, eta: 1 day, 4:36:26, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7107, loss_cls: 2.2925, loss: 2.2925, grad_norm: 1.5674, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8396, loss/aux0: 1.8396 2020-10-20 00:09:46,266 - mmaction - INFO - Epoch [111][300/396] lr: 1.829e-01, eta: 1 day, 4:35:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7083, loss_cls: 2.3198, loss: 2.3198, grad_norm: 1.5237, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8608, loss/aux0: 1.8608 2020-10-20 00:09:47,236 - mmaction - INFO - Epoch [111][300/396] lr: 1.829e-01, eta: 1 day, 4:35:53, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7083, loss_cls: 2.3198, loss: 2.3198, grad_norm: 1.5207, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8456, loss/aux0: 1.8456 2020-10-20 00:10:23,702 - mmaction - INFO - Epoch [111][320/396] lr: 1.829e-01, eta: 1 day, 4:34:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7094, loss_cls: 2.3223, loss: 2.3223, grad_norm: 1.5196, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8558, loss/aux0: 1.8558 2020-10-20 00:10:24,616 - mmaction - INFO - Epoch [111][320/396] lr: 1.829e-01, eta: 1 day, 4:35:19, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7094, loss_cls: 2.3223, loss: 2.3223, grad_norm: 1.5171, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8699, loss/aux0: 1.8699 2020-10-20 00:11:01,004 - mmaction - INFO - Epoch [111][340/396] lr: 1.829e-01, eta: 1 day, 4:34:21, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7122, loss_cls: 2.2544, loss: 2.2544, grad_norm: 1.5092, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8213, loss/aux0: 1.8213 2020-10-20 00:11:01,939 - mmaction - INFO - Epoch [111][340/396] lr: 1.829e-01, eta: 1 day, 4:34:45, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7122, loss_cls: 2.2544, loss: 2.2544, grad_norm: 1.5088, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8405, loss/aux0: 1.8405 2020-10-20 00:11:38,322 - mmaction - INFO - Epoch [111][360/396] lr: 1.829e-01, eta: 1 day, 4:33:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7039, loss_cls: 2.3395, loss: 2.3395, grad_norm: 1.5343, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8567, loss/aux0: 1.8567 2020-10-20 00:11:39,260 - mmaction - INFO - Epoch [111][360/396] lr: 1.829e-01, eta: 1 day, 4:34:12, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7039, loss_cls: 2.3395, loss: 2.3395, grad_norm: 1.5263, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8387, loss/aux0: 1.8387 2020-10-20 00:12:15,626 - mmaction - INFO - Epoch [111][380/396] lr: 1.829e-01, eta: 1 day, 4:33:13, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4437, top5_acc: 0.7010, loss_cls: 2.3214, loss: 2.3214, grad_norm: 1.5503, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9302, loss/aux0: 1.9302 2020-10-20 00:12:16,565 - mmaction - INFO - Epoch [111][380/396] lr: 1.829e-01, eta: 1 day, 4:33:38, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4437, top5_acc: 0.7010, loss_cls: 2.3214, loss: 2.3214, grad_norm: 1.5391, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9233, loss/aux0: 1.9233 2020-10-20 00:17:07,513 - mmaction - INFO - Epoch [112][20/396] lr: 1.811e-01, eta: 1 day, 4:31:33, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7182, loss_cls: 2.2635, loss: 2.2635, grad_norm: 1.5399, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7936, loss_cls/aux0: 1.8487, loss/aux0: 1.8487 2020-10-20 00:17:08,450 - mmaction - INFO - Epoch [112][20/396] lr: 1.811e-01, eta: 1 day, 4:31:57, time: 0.924, data_time: 0.004, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7182, loss_cls: 2.2635, loss: 2.2635, grad_norm: 1.5427, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8521, loss/aux0: 1.8521 2020-10-20 00:17:44,472 - mmaction - INFO - Epoch [112][40/396] lr: 1.811e-01, eta: 1 day, 4:30:59, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4654, top5_acc: 0.7195, loss_cls: 2.2418, loss: 2.2418, grad_norm: 1.4990, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9113, loss/aux0: 1.9113 2020-10-20 00:17:45,413 - mmaction - INFO - Epoch [112][40/396] lr: 1.811e-01, eta: 1 day, 4:31:23, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4654, top5_acc: 0.7195, loss_cls: 2.2418, loss: 2.2418, grad_norm: 1.4947, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9134, loss/aux0: 1.9134 2020-10-20 00:18:21,930 - mmaction - INFO - Epoch [112][60/396] lr: 1.811e-01, eta: 1 day, 4:30:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7253, loss_cls: 2.2281, loss: 2.2281, grad_norm: 1.5513, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8645, loss/aux0: 1.8645 2020-10-20 00:18:22,873 - mmaction - INFO - Epoch [112][60/396] lr: 1.811e-01, eta: 1 day, 4:30:50, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7253, loss_cls: 2.2281, loss: 2.2281, grad_norm: 1.5512, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8583, loss/aux0: 1.8583 2020-10-20 00:18:59,097 - mmaction - INFO - Epoch [112][80/396] lr: 1.811e-01, eta: 1 day, 4:29:51, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7117, loss_cls: 2.2704, loss: 2.2704, grad_norm: 1.5433, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8014, loss/aux0: 1.8014 2020-10-20 00:19:00,044 - mmaction - INFO - Epoch [112][80/396] lr: 1.811e-01, eta: 1 day, 4:30:16, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7117, loss_cls: 2.2704, loss: 2.2704, grad_norm: 1.5453, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8076, loss/aux0: 1.8076 2020-10-20 00:19:36,340 - mmaction - INFO - Epoch [112][100/396] lr: 1.811e-01, eta: 1 day, 4:29:17, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7219, loss_cls: 2.2327, loss: 2.2327, grad_norm: 1.5196, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.8830, loss/aux0: 1.8830 2020-10-20 00:19:37,283 - mmaction - INFO - Epoch [112][100/396] lr: 1.811e-01, eta: 1 day, 4:29:42, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7219, loss_cls: 2.2327, loss: 2.2327, grad_norm: 1.5191, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.8772, loss/aux0: 1.8772 2020-10-20 00:20:13,543 - mmaction - INFO - Epoch [112][120/396] lr: 1.811e-01, eta: 1 day, 4:28:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7250, loss_cls: 2.2658, loss: 2.2658, grad_norm: 1.5723, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9122, loss/aux0: 1.9122 2020-10-20 00:20:14,489 - mmaction - INFO - Epoch [112][120/396] lr: 1.811e-01, eta: 1 day, 4:29:08, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7250, loss_cls: 2.2658, loss: 2.2658, grad_norm: 1.5671, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9149, loss/aux0: 1.9149 2020-10-20 00:20:50,795 - mmaction - INFO - Epoch [112][140/396] lr: 1.811e-01, eta: 1 day, 4:28:10, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7211, loss_cls: 2.2800, loss: 2.2800, grad_norm: 1.5035, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8591, loss/aux0: 1.8591 2020-10-20 00:20:51,718 - mmaction - INFO - Epoch [112][140/396] lr: 1.811e-01, eta: 1 day, 4:28:34, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7211, loss_cls: 2.2800, loss: 2.2800, grad_norm: 1.5054, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8637, loss/aux0: 1.8637 2020-10-20 00:21:28,097 - mmaction - INFO - Epoch [112][160/396] lr: 1.811e-01, eta: 1 day, 4:27:36, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7135, loss_cls: 2.2663, loss: 2.2663, grad_norm: 1.5280, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8479, loss/aux0: 1.8479 2020-10-20 00:21:29,027 - mmaction - INFO - Epoch [112][160/396] lr: 1.811e-01, eta: 1 day, 4:28:00, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7135, loss_cls: 2.2663, loss: 2.2663, grad_norm: 1.5227, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8453, loss/aux0: 1.8453 2020-10-20 00:22:05,411 - mmaction - INFO - Epoch [112][180/396] lr: 1.811e-01, eta: 1 day, 4:27:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7133, loss_cls: 2.2924, loss: 2.2924, grad_norm: 1.4994, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8155, loss/aux0: 1.8155 2020-10-20 00:22:06,345 - mmaction - INFO - Epoch [112][180/396] lr: 1.811e-01, eta: 1 day, 4:27:26, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7133, loss_cls: 2.2924, loss: 2.2924, grad_norm: 1.5033, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8293, loss/aux0: 1.8293 2020-10-20 00:22:42,806 - mmaction - INFO - Epoch [112][200/396] lr: 1.811e-01, eta: 1 day, 4:26:28, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7065, loss_cls: 2.3142, loss: 2.3142, grad_norm: 1.5344, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8986, loss/aux0: 1.8986 2020-10-20 00:22:43,734 - mmaction - INFO - Epoch [112][200/396] lr: 1.811e-01, eta: 1 day, 4:26:53, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7065, loss_cls: 2.3142, loss: 2.3142, grad_norm: 1.5325, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8802, loss/aux0: 1.8802 2020-10-20 00:23:19,949 - mmaction - INFO - Epoch [112][220/396] lr: 1.811e-01, eta: 1 day, 4:25:55, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7245, loss_cls: 2.2299, loss: 2.2299, grad_norm: 1.5588, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8130, loss/aux0: 1.8130 2020-10-20 00:23:20,920 - mmaction - INFO - Epoch [112][220/396] lr: 1.811e-01, eta: 1 day, 4:26:19, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7245, loss_cls: 2.2299, loss: 2.2299, grad_norm: 1.5602, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8135, loss/aux0: 1.8135 2020-10-20 00:23:57,228 - mmaction - INFO - Epoch [112][240/396] lr: 1.811e-01, eta: 1 day, 4:25:21, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7060, loss_cls: 2.3028, loss: 2.3028, grad_norm: 1.5250, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8761, loss/aux0: 1.8761 2020-10-20 00:23:58,176 - mmaction - INFO - Epoch [112][240/396] lr: 1.811e-01, eta: 1 day, 4:25:45, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7060, loss_cls: 2.3028, loss: 2.3028, grad_norm: 1.5130, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8755, loss/aux0: 1.8755 2020-10-20 00:24:34,919 - mmaction - INFO - Epoch [112][260/396] lr: 1.811e-01, eta: 1 day, 4:24:47, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7279, loss_cls: 2.2130, loss: 2.2130, grad_norm: 1.5119, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8796, loss/aux0: 1.8796 2020-10-20 00:24:35,849 - mmaction - INFO - Epoch [112][260/396] lr: 1.811e-01, eta: 1 day, 4:25:12, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7279, loss_cls: 2.2130, loss: 2.2130, grad_norm: 1.5145, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8885, loss/aux0: 1.8885 2020-10-20 00:25:12,297 - mmaction - INFO - Epoch [112][280/396] lr: 1.811e-01, eta: 1 day, 4:24:14, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7034, loss_cls: 2.3494, loss: 2.3494, grad_norm: 1.5572, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8890, loss/aux0: 1.8890 2020-10-20 00:25:13,240 - mmaction - INFO - Epoch [112][280/396] lr: 1.811e-01, eta: 1 day, 4:24:38, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7034, loss_cls: 2.3494, loss: 2.3494, grad_norm: 1.5454, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8799, loss/aux0: 1.8799 2020-10-20 00:25:49,381 - mmaction - INFO - Epoch [112][300/396] lr: 1.811e-01, eta: 1 day, 4:23:39, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7159, loss_cls: 2.2710, loss: 2.2710, grad_norm: 1.5234, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8447, loss/aux0: 1.8447 2020-10-20 00:25:50,320 - mmaction - INFO - Epoch [112][300/396] lr: 1.811e-01, eta: 1 day, 4:24:03, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7159, loss_cls: 2.2710, loss: 2.2710, grad_norm: 1.5133, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8490, loss/aux0: 1.8490 2020-10-20 00:26:26,833 - mmaction - INFO - Epoch [112][320/396] lr: 1.811e-01, eta: 1 day, 4:23:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4414, top5_acc: 0.7089, loss_cls: 2.3072, loss: 2.3072, grad_norm: 1.5227, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7915, loss/aux0: 1.7915 2020-10-20 00:26:27,762 - mmaction - INFO - Epoch [112][320/396] lr: 1.811e-01, eta: 1 day, 4:23:30, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4414, top5_acc: 0.7089, loss_cls: 2.3072, loss: 2.3072, grad_norm: 1.5134, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7914, loss/aux0: 1.7914 2020-10-20 00:27:04,178 - mmaction - INFO - Epoch [112][340/396] lr: 1.811e-01, eta: 1 day, 4:22:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7128, loss_cls: 2.3124, loss: 2.3124, grad_norm: 1.5145, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8362, loss/aux0: 1.8362 2020-10-20 00:27:05,116 - mmaction - INFO - Epoch [112][340/396] lr: 1.811e-01, eta: 1 day, 4:22:56, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7128, loss_cls: 2.3124, loss: 2.3124, grad_norm: 1.5099, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8358, loss/aux0: 1.8358 2020-10-20 00:27:41,252 - mmaction - INFO - Epoch [112][360/396] lr: 1.811e-01, eta: 1 day, 4:21:58, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7156, loss_cls: 2.2417, loss: 2.2417, grad_norm: 1.5070, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8476, loss/aux0: 1.8476 2020-10-20 00:27:42,177 - mmaction - INFO - Epoch [112][360/396] lr: 1.811e-01, eta: 1 day, 4:22:22, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7156, loss_cls: 2.2417, loss: 2.2417, grad_norm: 1.5101, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8436, loss/aux0: 1.8436 2020-10-20 00:28:18,704 - mmaction - INFO - Epoch [112][380/396] lr: 1.811e-01, eta: 1 day, 4:21:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7193, loss_cls: 2.2485, loss: 2.2485, grad_norm: 1.5536, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8294, loss/aux0: 1.8294 2020-10-20 00:28:19,637 - mmaction - INFO - Epoch [112][380/396] lr: 1.811e-01, eta: 1 day, 4:21:48, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7193, loss_cls: 2.2485, loss: 2.2485, grad_norm: 1.5584, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8236, loss/aux0: 1.8236 2020-10-20 00:28:56,232 - mmaction - INFO - Saving checkpoint at 112 epochs 2020-10-20 00:30:44,703 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 00:30:44,820 - mmaction - INFO - top1_acc 0.5488 top5_acc 0.8024 2020-10-20 00:30:44,820 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 00:30:44,918 - mmaction - INFO - mean_acc 0.5493 2020-10-20 00:30:44,921 - mmaction - INFO - Epoch(val) [112][396] top1_acc: 0.5488, top5_acc: 0.8024, mean_class_accuracy: 0.5493 2020-10-20 00:34:47,082 - mmaction - INFO - Epoch [113][20/396] lr: 1.793e-01, eta: 1 day, 4:19:45, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7060, loss_cls: 2.3146, loss: 2.3146, grad_norm: 1.5404, top1_acc/aux0: 0.5548, top5_acc/aux0: 0.8051, loss_cls/aux0: 1.7975, loss/aux0: 1.7975 2020-10-20 00:34:48,008 - mmaction - INFO - Epoch [113][20/396] lr: 1.793e-01, eta: 1 day, 4:20:08, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7060, loss_cls: 2.3146, loss: 2.3146, grad_norm: 1.5470, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.8074, loss/aux0: 1.8074 2020-10-20 00:35:24,148 - mmaction - INFO - Epoch [113][40/396] lr: 1.793e-01, eta: 1 day, 4:19:10, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7279, loss_cls: 2.1957, loss: 2.1957, grad_norm: 1.5298, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8358, loss/aux0: 1.8358 2020-10-20 00:35:25,088 - mmaction - INFO - Epoch [113][40/396] lr: 1.793e-01, eta: 1 day, 4:19:34, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7279, loss_cls: 2.1957, loss: 2.1957, grad_norm: 1.5233, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8188, loss/aux0: 1.8188 2020-10-20 00:36:01,290 - mmaction - INFO - Epoch [113][60/396] lr: 1.793e-01, eta: 1 day, 4:18:36, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7164, loss_cls: 2.2729, loss: 2.2729, grad_norm: 1.5433, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8943, loss/aux0: 1.8943 2020-10-20 00:36:02,223 - mmaction - INFO - Epoch [113][60/396] lr: 1.793e-01, eta: 1 day, 4:19:00, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7164, loss_cls: 2.2729, loss: 2.2729, grad_norm: 1.5457, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9151, loss/aux0: 1.9151 2020-10-20 00:36:38,312 - mmaction - INFO - Epoch [113][80/396] lr: 1.793e-01, eta: 1 day, 4:18:02, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7276, loss_cls: 2.2088, loss: 2.2088, grad_norm: 1.5580, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8408, loss/aux0: 1.8408 2020-10-20 00:36:39,252 - mmaction - INFO - Epoch [113][80/396] lr: 1.793e-01, eta: 1 day, 4:18:26, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7276, loss_cls: 2.2088, loss: 2.2088, grad_norm: 1.5636, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8274, loss/aux0: 1.8274 2020-10-20 00:37:15,561 - mmaction - INFO - Epoch [113][100/396] lr: 1.793e-01, eta: 1 day, 4:17:28, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7109, loss_cls: 2.2725, loss: 2.2725, grad_norm: 1.5000, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8226, loss/aux0: 1.8226 2020-10-20 00:37:16,505 - mmaction - INFO - Epoch [113][100/396] lr: 1.793e-01, eta: 1 day, 4:17:52, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7109, loss_cls: 2.2725, loss: 2.2725, grad_norm: 1.5005, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8310, loss/aux0: 1.8310 2020-10-20 00:37:52,907 - mmaction - INFO - Epoch [113][120/396] lr: 1.793e-01, eta: 1 day, 4:16:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7208, loss_cls: 2.2358, loss: 2.2358, grad_norm: 1.5359, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8325, loss/aux0: 1.8325 2020-10-20 00:37:53,845 - mmaction - INFO - Epoch [113][120/396] lr: 1.793e-01, eta: 1 day, 4:17:18, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7208, loss_cls: 2.2358, loss: 2.2358, grad_norm: 1.5376, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8219, loss/aux0: 1.8219 2020-10-20 00:38:30,276 - mmaction - INFO - Epoch [113][140/396] lr: 1.793e-01, eta: 1 day, 4:16:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7234, loss_cls: 2.2560, loss: 2.2560, grad_norm: 1.4945, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9351, loss/aux0: 1.9351 2020-10-20 00:38:31,240 - mmaction - INFO - Epoch [113][140/396] lr: 1.793e-01, eta: 1 day, 4:16:44, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7234, loss_cls: 2.2560, loss: 2.2560, grad_norm: 1.4906, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9355, loss/aux0: 1.9355 2020-10-20 00:39:07,767 - mmaction - INFO - Epoch [113][160/396] lr: 1.793e-01, eta: 1 day, 4:15:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4521, top5_acc: 0.7141, loss_cls: 2.2497, loss: 2.2497, grad_norm: 1.5822, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8177, loss/aux0: 1.8177 2020-10-20 00:39:08,697 - mmaction - INFO - Epoch [113][160/396] lr: 1.793e-01, eta: 1 day, 4:16:11, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4521, top5_acc: 0.7141, loss_cls: 2.2497, loss: 2.2497, grad_norm: 1.5823, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8250, loss/aux0: 1.8250 2020-10-20 00:39:45,046 - mmaction - INFO - Epoch [113][180/396] lr: 1.793e-01, eta: 1 day, 4:15:13, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7078, loss_cls: 2.2603, loss: 2.2603, grad_norm: 1.5405, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8572, loss/aux0: 1.8572 2020-10-20 00:39:45,981 - mmaction - INFO - Epoch [113][180/396] lr: 1.793e-01, eta: 1 day, 4:15:37, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7078, loss_cls: 2.2603, loss: 2.2603, grad_norm: 1.5379, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8534, loss/aux0: 1.8534 2020-10-20 00:40:22,400 - mmaction - INFO - Epoch [113][200/396] lr: 1.793e-01, eta: 1 day, 4:14:39, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7089, loss_cls: 2.2606, loss: 2.2606, grad_norm: 1.5449, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8426, loss/aux0: 1.8426 2020-10-20 00:40:23,319 - mmaction - INFO - Epoch [113][200/396] lr: 1.793e-01, eta: 1 day, 4:15:03, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7089, loss_cls: 2.2606, loss: 2.2606, grad_norm: 1.5407, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8421, loss/aux0: 1.8421 2020-10-20 00:40:59,680 - mmaction - INFO - Epoch [113][220/396] lr: 1.793e-01, eta: 1 day, 4:14:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7081, loss_cls: 2.2718, loss: 2.2718, grad_norm: 1.5384, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8823, loss/aux0: 1.8823 2020-10-20 00:41:00,627 - mmaction - INFO - Epoch [113][220/396] lr: 1.793e-01, eta: 1 day, 4:14:29, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7081, loss_cls: 2.2718, loss: 2.2718, grad_norm: 1.5442, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8921, loss/aux0: 1.8921 2020-10-20 00:41:37,013 - mmaction - INFO - Epoch [113][240/396] lr: 1.793e-01, eta: 1 day, 4:13:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7206, loss_cls: 2.2552, loss: 2.2552, grad_norm: 1.5466, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.8715, loss/aux0: 1.8715 2020-10-20 00:41:37,969 - mmaction - INFO - Epoch [113][240/396] lr: 1.793e-01, eta: 1 day, 4:13:56, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7206, loss_cls: 2.2552, loss: 2.2552, grad_norm: 1.5534, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.8721, loss/aux0: 1.8721 2020-10-20 00:42:14,283 - mmaction - INFO - Epoch [113][260/396] lr: 1.793e-01, eta: 1 day, 4:12:58, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7260, loss_cls: 2.2562, loss: 2.2562, grad_norm: 1.4965, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8780, loss/aux0: 1.8780 2020-10-20 00:42:15,233 - mmaction - INFO - Epoch [113][260/396] lr: 1.793e-01, eta: 1 day, 4:13:22, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7260, loss_cls: 2.2562, loss: 2.2562, grad_norm: 1.4932, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8714, loss/aux0: 1.8714 2020-10-20 00:42:51,540 - mmaction - INFO - Epoch [113][280/396] lr: 1.793e-01, eta: 1 day, 4:12:24, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7141, loss_cls: 2.2594, loss: 2.2594, grad_norm: 1.5457, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8558, loss/aux0: 1.8558 2020-10-20 00:42:52,488 - mmaction - INFO - Epoch [113][280/396] lr: 1.793e-01, eta: 1 day, 4:12:48, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7141, loss_cls: 2.2594, loss: 2.2594, grad_norm: 1.5473, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8468, loss/aux0: 1.8468 2020-10-20 00:43:28,743 - mmaction - INFO - Epoch [113][300/396] lr: 1.793e-01, eta: 1 day, 4:11:50, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7229, loss_cls: 2.2270, loss: 2.2270, grad_norm: 1.5449, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7761, loss/aux0: 1.7761 2020-10-20 00:43:29,691 - mmaction - INFO - Epoch [113][300/396] lr: 1.793e-01, eta: 1 day, 4:12:13, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7229, loss_cls: 2.2270, loss: 2.2270, grad_norm: 1.5562, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7869, loss/aux0: 1.7869 2020-10-20 00:44:06,184 - mmaction - INFO - Epoch [113][320/396] lr: 1.793e-01, eta: 1 day, 4:11:16, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7065, loss_cls: 2.3186, loss: 2.3186, grad_norm: 1.5420, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8768, loss/aux0: 1.8768 2020-10-20 00:44:07,131 - mmaction - INFO - Epoch [113][320/396] lr: 1.793e-01, eta: 1 day, 4:11:40, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7065, loss_cls: 2.3186, loss: 2.3186, grad_norm: 1.5370, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8687, loss/aux0: 1.8687 2020-10-20 00:44:43,441 - mmaction - INFO - Epoch [113][340/396] lr: 1.793e-01, eta: 1 day, 4:10:42, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7042, loss_cls: 2.2938, loss: 2.2938, grad_norm: 1.5613, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8697, loss/aux0: 1.8697 2020-10-20 00:44:44,388 - mmaction - INFO - Epoch [113][340/396] lr: 1.793e-01, eta: 1 day, 4:11:05, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7042, loss_cls: 2.2938, loss: 2.2938, grad_norm: 1.5664, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8714, loss/aux0: 1.8714 2020-10-20 00:45:20,800 - mmaction - INFO - Epoch [113][360/396] lr: 1.793e-01, eta: 1 day, 4:10:08, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4318, top5_acc: 0.7055, loss_cls: 2.3537, loss: 2.3537, grad_norm: 1.5550, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8663, loss/aux0: 1.8663 2020-10-20 00:45:21,735 - mmaction - INFO - Epoch [113][360/396] lr: 1.793e-01, eta: 1 day, 4:10:32, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4318, top5_acc: 0.7055, loss_cls: 2.3537, loss: 2.3537, grad_norm: 1.5496, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8647, loss/aux0: 1.8647 2020-10-20 00:45:58,033 - mmaction - INFO - Epoch [113][380/396] lr: 1.793e-01, eta: 1 day, 4:09:34, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7154, loss_cls: 2.2903, loss: 2.2903, grad_norm: 1.5525, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8271, loss/aux0: 1.8271 2020-10-20 00:45:58,966 - mmaction - INFO - Epoch [113][380/396] lr: 1.793e-01, eta: 1 day, 4:09:58, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7154, loss_cls: 2.2903, loss: 2.2903, grad_norm: 1.5585, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8303, loss/aux0: 1.8303 2020-10-20 00:50:33,263 - mmaction - INFO - Epoch [114][20/396] lr: 1.775e-01, eta: 1 day, 4:07:55, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7195, loss_cls: 2.2349, loss: 2.2349, grad_norm: 1.5415, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8631, loss/aux0: 1.8631 2020-10-20 00:50:34,190 - mmaction - INFO - Epoch [114][20/396] lr: 1.775e-01, eta: 1 day, 4:08:18, time: 0.920, data_time: 0.003, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7195, loss_cls: 2.2349, loss: 2.2349, grad_norm: 1.5465, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8637, loss/aux0: 1.8637 2020-10-20 00:51:10,404 - mmaction - INFO - Epoch [114][40/396] lr: 1.775e-01, eta: 1 day, 4:07:21, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7146, loss_cls: 2.2522, loss: 2.2522, grad_norm: 1.5370, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8208, loss/aux0: 1.8208 2020-10-20 00:51:11,347 - mmaction - INFO - Epoch [114][40/396] lr: 1.775e-01, eta: 1 day, 4:07:44, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7146, loss_cls: 2.2522, loss: 2.2522, grad_norm: 1.5332, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8206, loss/aux0: 1.8206 2020-10-20 00:51:47,777 - mmaction - INFO - Epoch [114][60/396] lr: 1.775e-01, eta: 1 day, 4:06:46, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7133, loss_cls: 2.2528, loss: 2.2528, grad_norm: 1.5445, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8488, loss/aux0: 1.8488 2020-10-20 00:51:48,701 - mmaction - INFO - Epoch [114][60/396] lr: 1.775e-01, eta: 1 day, 4:07:10, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7133, loss_cls: 2.2528, loss: 2.2528, grad_norm: 1.5440, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8378, loss/aux0: 1.8378 2020-10-20 00:52:25,107 - mmaction - INFO - Epoch [114][80/396] lr: 1.775e-01, eta: 1 day, 4:06:12, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7120, loss_cls: 2.2697, loss: 2.2697, grad_norm: 1.5246, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8262, loss/aux0: 1.8262 2020-10-20 00:52:26,053 - mmaction - INFO - Epoch [114][80/396] lr: 1.775e-01, eta: 1 day, 4:06:36, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7120, loss_cls: 2.2697, loss: 2.2697, grad_norm: 1.5273, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8444, loss/aux0: 1.8444 2020-10-20 00:53:02,283 - mmaction - INFO - Epoch [114][100/396] lr: 1.775e-01, eta: 1 day, 4:05:38, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7091, loss_cls: 2.3078, loss: 2.3078, grad_norm: 1.5590, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8839, loss/aux0: 1.8839 2020-10-20 00:53:03,222 - mmaction - INFO - Epoch [114][100/396] lr: 1.775e-01, eta: 1 day, 4:06:02, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7091, loss_cls: 2.3078, loss: 2.3078, grad_norm: 1.5563, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8777, loss/aux0: 1.8777 2020-10-20 00:53:39,524 - mmaction - INFO - Epoch [114][120/396] lr: 1.775e-01, eta: 1 day, 4:05:04, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7096, loss_cls: 2.2646, loss: 2.2646, grad_norm: 1.5899, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8659, loss/aux0: 1.8659 2020-10-20 00:53:40,469 - mmaction - INFO - Epoch [114][120/396] lr: 1.775e-01, eta: 1 day, 4:05:28, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7096, loss_cls: 2.2646, loss: 2.2646, grad_norm: 1.5786, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8617, loss/aux0: 1.8617 2020-10-20 00:54:16,657 - mmaction - INFO - Epoch [114][140/396] lr: 1.775e-01, eta: 1 day, 4:04:30, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7219, loss_cls: 2.1805, loss: 2.1805, grad_norm: 1.5265, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8774, loss/aux0: 1.8774 2020-10-20 00:54:17,596 - mmaction - INFO - Epoch [114][140/396] lr: 1.775e-01, eta: 1 day, 4:04:54, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7219, loss_cls: 2.1805, loss: 2.1805, grad_norm: 1.5179, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8808, loss/aux0: 1.8808 2020-10-20 00:54:54,045 - mmaction - INFO - Epoch [114][160/396] lr: 1.775e-01, eta: 1 day, 4:03:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4690, top5_acc: 0.7242, loss_cls: 2.2049, loss: 2.2049, grad_norm: 1.5578, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8158, loss/aux0: 1.8158 2020-10-20 00:54:54,961 - mmaction - INFO - Epoch [114][160/396] lr: 1.775e-01, eta: 1 day, 4:04:20, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4690, top5_acc: 0.7242, loss_cls: 2.2049, loss: 2.2049, grad_norm: 1.5566, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8153, loss/aux0: 1.8153 2020-10-20 00:55:31,490 - mmaction - INFO - Epoch [114][180/396] lr: 1.775e-01, eta: 1 day, 4:03:23, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7258, loss_cls: 2.2005, loss: 2.2005, grad_norm: 1.5582, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8331, loss/aux0: 1.8331 2020-10-20 00:55:32,430 - mmaction - INFO - Epoch [114][180/396] lr: 1.775e-01, eta: 1 day, 4:03:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7258, loss_cls: 2.2005, loss: 2.2005, grad_norm: 1.5523, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8413, loss/aux0: 1.8413 2020-10-20 00:56:08,813 - mmaction - INFO - Epoch [114][200/396] lr: 1.775e-01, eta: 1 day, 4:02:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7086, loss_cls: 2.2824, loss: 2.2824, grad_norm: 1.5623, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8690, loss/aux0: 1.8690 2020-10-20 00:56:09,742 - mmaction - INFO - Epoch [114][200/396] lr: 1.775e-01, eta: 1 day, 4:03:13, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7086, loss_cls: 2.2824, loss: 2.2824, grad_norm: 1.5602, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8629, loss/aux0: 1.8629 2020-10-20 00:56:45,892 - mmaction - INFO - Epoch [114][220/396] lr: 1.775e-01, eta: 1 day, 4:02:15, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7211, loss_cls: 2.2628, loss: 2.2628, grad_norm: 1.5617, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8586, loss/aux0: 1.8586 2020-10-20 00:56:46,844 - mmaction - INFO - Epoch [114][220/396] lr: 1.775e-01, eta: 1 day, 4:02:39, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7211, loss_cls: 2.2628, loss: 2.2628, grad_norm: 1.5642, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8565, loss/aux0: 1.8565 2020-10-20 00:57:23,275 - mmaction - INFO - Epoch [114][240/396] lr: 1.775e-01, eta: 1 day, 4:01:41, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7146, loss_cls: 2.2384, loss: 2.2384, grad_norm: 1.5246, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9053, loss/aux0: 1.9053 2020-10-20 00:57:24,202 - mmaction - INFO - Epoch [114][240/396] lr: 1.775e-01, eta: 1 day, 4:02:04, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7146, loss_cls: 2.2384, loss: 2.2384, grad_norm: 1.5201, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9018, loss/aux0: 1.9018 2020-10-20 00:58:00,736 - mmaction - INFO - Epoch [114][260/396] lr: 1.775e-01, eta: 1 day, 4:01:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7047, loss_cls: 2.2977, loss: 2.2977, grad_norm: 1.5502, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8690, loss/aux0: 1.8690 2020-10-20 00:58:01,653 - mmaction - INFO - Epoch [114][260/396] lr: 1.775e-01, eta: 1 day, 4:01:31, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7047, loss_cls: 2.2977, loss: 2.2977, grad_norm: 1.5494, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8673, loss/aux0: 1.8673 2020-10-20 00:58:37,991 - mmaction - INFO - Epoch [114][280/396] lr: 1.775e-01, eta: 1 day, 4:00:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7138, loss_cls: 2.2824, loss: 2.2824, grad_norm: 1.5273, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.7991, loss/aux0: 1.7991 2020-10-20 00:58:38,930 - mmaction - INFO - Epoch [114][280/396] lr: 1.775e-01, eta: 1 day, 4:00:57, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7138, loss_cls: 2.2824, loss: 2.2824, grad_norm: 1.5217, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.7953, loss/aux0: 1.7953 2020-10-20 00:59:15,521 - mmaction - INFO - Epoch [114][300/396] lr: 1.775e-01, eta: 1 day, 4:00:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7128, loss_cls: 2.2793, loss: 2.2793, grad_norm: 1.5331, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8141, loss/aux0: 1.8141 2020-10-20 00:59:16,462 - mmaction - INFO - Epoch [114][300/396] lr: 1.775e-01, eta: 1 day, 4:00:23, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7128, loss_cls: 2.2793, loss: 2.2793, grad_norm: 1.5332, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8277, loss/aux0: 1.8277 2020-10-20 00:59:52,702 - mmaction - INFO - Epoch [114][320/396] lr: 1.775e-01, eta: 1 day, 3:59:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7208, loss_cls: 2.2634, loss: 2.2634, grad_norm: 1.5481, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8263, loss/aux0: 1.8263 2020-10-20 00:59:53,621 - mmaction - INFO - Epoch [114][320/396] lr: 1.775e-01, eta: 1 day, 3:59:49, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7208, loss_cls: 2.2634, loss: 2.2634, grad_norm: 1.5528, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8100, loss/aux0: 1.8100 2020-10-20 01:00:29,978 - mmaction - INFO - Epoch [114][340/396] lr: 1.775e-01, eta: 1 day, 3:58:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7292, loss_cls: 2.2145, loss: 2.2145, grad_norm: 1.5634, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8665, loss/aux0: 1.8665 2020-10-20 01:00:30,923 - mmaction - INFO - Epoch [114][340/396] lr: 1.775e-01, eta: 1 day, 3:59:15, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7292, loss_cls: 2.2145, loss: 2.2145, grad_norm: 1.5688, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.8849, loss/aux0: 1.8849 2020-10-20 01:01:07,389 - mmaction - INFO - Epoch [114][360/396] lr: 1.775e-01, eta: 1 day, 3:58:18, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7227, loss_cls: 2.2293, loss: 2.2293, grad_norm: 1.5265, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8854, loss/aux0: 1.8854 2020-10-20 01:01:08,339 - mmaction - INFO - Epoch [114][360/396] lr: 1.775e-01, eta: 1 day, 3:58:41, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7227, loss_cls: 2.2293, loss: 2.2293, grad_norm: 1.5283, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8719, loss/aux0: 1.8719 2020-10-20 01:01:44,675 - mmaction - INFO - Epoch [114][380/396] lr: 1.775e-01, eta: 1 day, 3:57:44, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7292, loss_cls: 2.2555, loss: 2.2555, grad_norm: 1.5871, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8584, loss/aux0: 1.8584 2020-10-20 01:01:45,603 - mmaction - INFO - Epoch [114][380/396] lr: 1.775e-01, eta: 1 day, 3:58:07, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7292, loss_cls: 2.2555, loss: 2.2555, grad_norm: 1.5820, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8707, loss/aux0: 1.8707 2020-10-20 01:06:24,364 - mmaction - INFO - Epoch [115][20/396] lr: 1.756e-01, eta: 1 day, 3:56:06, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7424, loss_cls: 2.1523, loss: 2.1523, grad_norm: 1.5593, top1_acc/aux0: 0.5444, top5_acc/aux0: 0.7876, loss_cls/aux0: 1.8821, loss/aux0: 1.8821 2020-10-20 01:06:25,298 - mmaction - INFO - Epoch [115][20/396] lr: 1.756e-01, eta: 1 day, 3:56:29, time: 0.925, data_time: 0.004, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7424, loss_cls: 2.1523, loss: 2.1523, grad_norm: 1.5633, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8805, loss/aux0: 1.8805 2020-10-20 01:07:01,440 - mmaction - INFO - Epoch [115][40/396] lr: 1.756e-01, eta: 1 day, 3:55:31, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7255, loss_cls: 2.2135, loss: 2.2135, grad_norm: 1.5453, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8493, loss/aux0: 1.8493 2020-10-20 01:07:02,369 - mmaction - INFO - Epoch [115][40/396] lr: 1.756e-01, eta: 1 day, 3:55:55, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7255, loss_cls: 2.2135, loss: 2.2135, grad_norm: 1.5455, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8440, loss/aux0: 1.8440 2020-10-20 01:07:38,584 - mmaction - INFO - Epoch [115][60/396] lr: 1.756e-01, eta: 1 day, 3:54:57, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7247, loss_cls: 2.2163, loss: 2.2163, grad_norm: 1.5622, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8520, loss/aux0: 1.8520 2020-10-20 01:07:39,508 - mmaction - INFO - Epoch [115][60/396] lr: 1.756e-01, eta: 1 day, 3:55:21, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7247, loss_cls: 2.2163, loss: 2.2163, grad_norm: 1.5566, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8572, loss/aux0: 1.8572 2020-10-20 01:08:15,691 - mmaction - INFO - Epoch [115][80/396] lr: 1.756e-01, eta: 1 day, 3:54:24, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7125, loss_cls: 2.2751, loss: 2.2751, grad_norm: 1.5356, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8116, loss/aux0: 1.8116 2020-10-20 01:08:16,632 - mmaction - INFO - Epoch [115][80/396] lr: 1.756e-01, eta: 1 day, 3:54:47, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7125, loss_cls: 2.2751, loss: 2.2751, grad_norm: 1.5399, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8074, loss/aux0: 1.8074 2020-10-20 01:08:52,919 - mmaction - INFO - Epoch [115][100/396] lr: 1.756e-01, eta: 1 day, 3:53:49, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7151, loss_cls: 2.2385, loss: 2.2385, grad_norm: 1.5676, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8532, loss/aux0: 1.8532 2020-10-20 01:08:53,871 - mmaction - INFO - Epoch [115][100/396] lr: 1.756e-01, eta: 1 day, 3:54:13, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7151, loss_cls: 2.2385, loss: 2.2385, grad_norm: 1.5620, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8631, loss/aux0: 1.8631 2020-10-20 01:09:30,107 - mmaction - INFO - Epoch [115][120/396] lr: 1.756e-01, eta: 1 day, 3:53:15, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7185, loss_cls: 2.2641, loss: 2.2641, grad_norm: 1.5389, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8358, loss/aux0: 1.8358 2020-10-20 01:09:31,046 - mmaction - INFO - Epoch [115][120/396] lr: 1.756e-01, eta: 1 day, 3:53:39, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7185, loss_cls: 2.2641, loss: 2.2641, grad_norm: 1.5400, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8286, loss/aux0: 1.8286 2020-10-20 01:10:07,378 - mmaction - INFO - Epoch [115][140/396] lr: 1.756e-01, eta: 1 day, 3:52:41, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7247, loss_cls: 2.2669, loss: 2.2669, grad_norm: 1.5562, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8555, loss/aux0: 1.8555 2020-10-20 01:10:08,355 - mmaction - INFO - Epoch [115][140/396] lr: 1.756e-01, eta: 1 day, 3:53:04, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7247, loss_cls: 2.2669, loss: 2.2669, grad_norm: 1.5646, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8637, loss/aux0: 1.8637 2020-10-20 01:10:44,531 - mmaction - INFO - Epoch [115][160/396] lr: 1.756e-01, eta: 1 day, 3:52:07, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7122, loss_cls: 2.2633, loss: 2.2633, grad_norm: 1.5476, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8570, loss/aux0: 1.8570 2020-10-20 01:10:45,479 - mmaction - INFO - Epoch [115][160/396] lr: 1.756e-01, eta: 1 day, 3:52:30, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7122, loss_cls: 2.2633, loss: 2.2633, grad_norm: 1.5571, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8617, loss/aux0: 1.8617 2020-10-20 01:11:22,023 - mmaction - INFO - Epoch [115][180/396] lr: 1.756e-01, eta: 1 day, 3:51:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7159, loss_cls: 2.2446, loss: 2.2446, grad_norm: 1.5664, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8615, loss/aux0: 1.8615 2020-10-20 01:11:22,986 - mmaction - INFO - Epoch [115][180/396] lr: 1.756e-01, eta: 1 day, 3:51:57, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7159, loss_cls: 2.2446, loss: 2.2446, grad_norm: 1.5670, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8549, loss/aux0: 1.8549 2020-10-20 01:11:59,522 - mmaction - INFO - Epoch [115][200/396] lr: 1.756e-01, eta: 1 day, 3:51:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7120, loss_cls: 2.2865, loss: 2.2865, grad_norm: 1.5747, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8718, loss/aux0: 1.8718 2020-10-20 01:12:00,470 - mmaction - INFO - Epoch [115][200/396] lr: 1.756e-01, eta: 1 day, 3:51:23, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7120, loss_cls: 2.2865, loss: 2.2865, grad_norm: 1.5674, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8497, loss/aux0: 1.8497 2020-10-20 01:12:36,679 - mmaction - INFO - Epoch [115][220/396] lr: 1.756e-01, eta: 1 day, 3:50:26, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7141, loss_cls: 2.2845, loss: 2.2845, grad_norm: 1.5189, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8146, loss/aux0: 1.8146 2020-10-20 01:12:37,624 - mmaction - INFO - Epoch [115][220/396] lr: 1.756e-01, eta: 1 day, 3:50:49, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7141, loss_cls: 2.2845, loss: 2.2845, grad_norm: 1.5111, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8254, loss/aux0: 1.8254 2020-10-20 01:13:14,066 - mmaction - INFO - Epoch [115][240/396] lr: 1.756e-01, eta: 1 day, 3:49:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7143, loss_cls: 2.2875, loss: 2.2875, grad_norm: 1.5319, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8237, loss/aux0: 1.8237 2020-10-20 01:13:15,006 - mmaction - INFO - Epoch [115][240/396] lr: 1.756e-01, eta: 1 day, 3:50:15, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7143, loss_cls: 2.2875, loss: 2.2875, grad_norm: 1.5395, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8290, loss/aux0: 1.8290 2020-10-20 01:13:51,317 - mmaction - INFO - Epoch [115][260/396] lr: 1.756e-01, eta: 1 day, 3:49:18, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7086, loss_cls: 2.2761, loss: 2.2761, grad_norm: 1.5786, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8177, loss/aux0: 1.8177 2020-10-20 01:13:52,320 - mmaction - INFO - Epoch [115][260/396] lr: 1.756e-01, eta: 1 day, 3:49:41, time: 0.930, data_time: 0.005, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7086, loss_cls: 2.2761, loss: 2.2761, grad_norm: 1.5837, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8223, loss/aux0: 1.8223 2020-10-20 01:14:28,875 - mmaction - INFO - Epoch [115][280/396] lr: 1.756e-01, eta: 1 day, 3:48:45, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7055, loss_cls: 2.2997, loss: 2.2997, grad_norm: 1.5474, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8519, loss/aux0: 1.8519 2020-10-20 01:14:29,832 - mmaction - INFO - Epoch [115][280/396] lr: 1.756e-01, eta: 1 day, 3:49:08, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7055, loss_cls: 2.2997, loss: 2.2997, grad_norm: 1.5429, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8489, loss/aux0: 1.8489 2020-10-20 01:15:06,154 - mmaction - INFO - Epoch [115][300/396] lr: 1.756e-01, eta: 1 day, 3:48:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7042, loss_cls: 2.2807, loss: 2.2807, grad_norm: 1.5796, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8573, loss/aux0: 1.8573 2020-10-20 01:15:07,104 - mmaction - INFO - Epoch [115][300/396] lr: 1.756e-01, eta: 1 day, 3:48:34, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7042, loss_cls: 2.2807, loss: 2.2807, grad_norm: 1.5773, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8526, loss/aux0: 1.8526 2020-10-20 01:15:43,433 - mmaction - INFO - Epoch [115][320/396] lr: 1.756e-01, eta: 1 day, 3:47:37, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7240, loss_cls: 2.1931, loss: 2.1931, grad_norm: 1.5688, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8665, loss/aux0: 1.8665 2020-10-20 01:15:44,392 - mmaction - INFO - Epoch [115][320/396] lr: 1.756e-01, eta: 1 day, 3:48:00, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7240, loss_cls: 2.1931, loss: 2.1931, grad_norm: 1.5720, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8792, loss/aux0: 1.8792 2020-10-20 01:16:20,644 - mmaction - INFO - Epoch [115][340/396] lr: 1.756e-01, eta: 1 day, 3:47:03, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7247, loss_cls: 2.2415, loss: 2.2415, grad_norm: 1.5696, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8833, loss/aux0: 1.8833 2020-10-20 01:16:21,584 - mmaction - INFO - Epoch [115][340/396] lr: 1.756e-01, eta: 1 day, 3:47:26, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7247, loss_cls: 2.2415, loss: 2.2415, grad_norm: 1.5698, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8796, loss/aux0: 1.8796 2020-10-20 01:16:57,917 - mmaction - INFO - Epoch [115][360/396] lr: 1.756e-01, eta: 1 day, 3:46:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7117, loss_cls: 2.2806, loss: 2.2806, grad_norm: 1.5106, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8606, loss/aux0: 1.8606 2020-10-20 01:16:58,845 - mmaction - INFO - Epoch [115][360/396] lr: 1.756e-01, eta: 1 day, 3:46:52, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7117, loss_cls: 2.2806, loss: 2.2806, grad_norm: 1.5122, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8523, loss/aux0: 1.8523 2020-10-20 01:17:35,171 - mmaction - INFO - Epoch [115][380/396] lr: 1.756e-01, eta: 1 day, 3:45:55, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7185, loss_cls: 2.2758, loss: 2.2758, grad_norm: 1.5780, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8389, loss/aux0: 1.8389 2020-10-20 01:17:36,107 - mmaction - INFO - Epoch [115][380/396] lr: 1.756e-01, eta: 1 day, 3:46:18, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7185, loss_cls: 2.2758, loss: 2.2758, grad_norm: 1.5690, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8475, loss/aux0: 1.8475 2020-10-20 01:22:13,883 - mmaction - INFO - Epoch [116][20/396] lr: 1.738e-01, eta: 1 day, 3:44:17, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7180, loss_cls: 2.2442, loss: 2.2442, grad_norm: 1.5750, top1_acc/aux0: 0.5329, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9269, loss/aux0: 1.9269 2020-10-20 01:22:14,858 - mmaction - INFO - Epoch [116][20/396] lr: 1.738e-01, eta: 1 day, 3:44:40, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7180, loss_cls: 2.2442, loss: 2.2442, grad_norm: 1.5775, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9364, loss/aux0: 1.9364 2020-10-20 01:22:51,110 - mmaction - INFO - Epoch [116][40/396] lr: 1.738e-01, eta: 1 day, 3:43:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7281, loss_cls: 2.2244, loss: 2.2244, grad_norm: 1.5879, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8264, loss/aux0: 1.8264 2020-10-20 01:22:52,027 - mmaction - INFO - Epoch [116][40/396] lr: 1.738e-01, eta: 1 day, 3:44:06, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7281, loss_cls: 2.2244, loss: 2.2244, grad_norm: 1.5903, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8061, loss/aux0: 1.8061 2020-10-20 01:23:28,375 - mmaction - INFO - Epoch [116][60/396] lr: 1.738e-01, eta: 1 day, 3:43:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7242, loss_cls: 2.2248, loss: 2.2248, grad_norm: 1.5392, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7816, loss/aux0: 1.7816 2020-10-20 01:23:29,304 - mmaction - INFO - Epoch [116][60/396] lr: 1.738e-01, eta: 1 day, 3:43:32, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7242, loss_cls: 2.2248, loss: 2.2248, grad_norm: 1.5354, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.7851, loss/aux0: 1.7851 2020-10-20 01:24:05,439 - mmaction - INFO - Epoch [116][80/396] lr: 1.738e-01, eta: 1 day, 3:42:35, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4562, top5_acc: 0.7130, loss_cls: 2.2599, loss: 2.2599, grad_norm: 1.5859, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8146, loss/aux0: 1.8146 2020-10-20 01:24:06,396 - mmaction - INFO - Epoch [116][80/396] lr: 1.738e-01, eta: 1 day, 3:42:58, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4562, top5_acc: 0.7130, loss_cls: 2.2599, loss: 2.2599, grad_norm: 1.5807, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8194, loss/aux0: 1.8194 2020-10-20 01:24:42,565 - mmaction - INFO - Epoch [116][100/396] lr: 1.738e-01, eta: 1 day, 3:42:01, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7216, loss_cls: 2.2431, loss: 2.2431, grad_norm: 1.5491, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8645, loss/aux0: 1.8645 2020-10-20 01:24:43,482 - mmaction - INFO - Epoch [116][100/396] lr: 1.738e-01, eta: 1 day, 3:42:24, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7216, loss_cls: 2.2431, loss: 2.2431, grad_norm: 1.5506, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8635, loss/aux0: 1.8635 2020-10-20 01:25:19,796 - mmaction - INFO - Epoch [116][120/396] lr: 1.738e-01, eta: 1 day, 3:41:27, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7247, loss_cls: 2.2463, loss: 2.2463, grad_norm: 1.5964, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8132, loss/aux0: 1.8132 2020-10-20 01:25:20,736 - mmaction - INFO - Epoch [116][120/396] lr: 1.738e-01, eta: 1 day, 3:41:50, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7247, loss_cls: 2.2463, loss: 2.2463, grad_norm: 1.5966, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.8043, loss/aux0: 1.8043 2020-10-20 01:25:57,096 - mmaction - INFO - Epoch [116][140/396] lr: 1.738e-01, eta: 1 day, 3:40:53, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7214, loss_cls: 2.2715, loss: 2.2715, grad_norm: 1.5725, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8068, loss/aux0: 1.8068 2020-10-20 01:25:58,033 - mmaction - INFO - Epoch [116][140/396] lr: 1.738e-01, eta: 1 day, 3:41:16, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7214, loss_cls: 2.2715, loss: 2.2715, grad_norm: 1.5806, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8232, loss/aux0: 1.8232 2020-10-20 01:26:34,222 - mmaction - INFO - Epoch [116][160/396] lr: 1.738e-01, eta: 1 day, 3:40:19, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7224, loss_cls: 2.2124, loss: 2.2124, grad_norm: 1.5874, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8326, loss/aux0: 1.8326 2020-10-20 01:26:35,169 - mmaction - INFO - Epoch [116][160/396] lr: 1.738e-01, eta: 1 day, 3:40:41, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7224, loss_cls: 2.2124, loss: 2.2124, grad_norm: 1.5941, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8191, loss/aux0: 1.8191 2020-10-20 01:27:11,348 - mmaction - INFO - Epoch [116][180/396] lr: 1.738e-01, eta: 1 day, 3:39:45, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7096, loss_cls: 2.2534, loss: 2.2534, grad_norm: 1.5499, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7956, loss/aux0: 1.7956 2020-10-20 01:27:12,268 - mmaction - INFO - Epoch [116][180/396] lr: 1.738e-01, eta: 1 day, 3:40:07, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7096, loss_cls: 2.2534, loss: 2.2534, grad_norm: 1.5571, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8126, loss/aux0: 1.8126 2020-10-20 01:27:48,372 - mmaction - INFO - Epoch [116][200/396] lr: 1.738e-01, eta: 1 day, 3:39:10, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7258, loss_cls: 2.2061, loss: 2.2061, grad_norm: 1.5634, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.8603, loss/aux0: 1.8603 2020-10-20 01:27:49,306 - mmaction - INFO - Epoch [116][200/396] lr: 1.738e-01, eta: 1 day, 3:39:33, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7258, loss_cls: 2.2061, loss: 2.2061, grad_norm: 1.5690, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.8520, loss/aux0: 1.8520 2020-10-20 01:28:25,569 - mmaction - INFO - Epoch [116][220/396] lr: 1.738e-01, eta: 1 day, 3:38:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7193, loss_cls: 2.2626, loss: 2.2626, grad_norm: 1.5977, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8270, loss/aux0: 1.8270 2020-10-20 01:28:26,505 - mmaction - INFO - Epoch [116][220/396] lr: 1.738e-01, eta: 1 day, 3:38:59, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7193, loss_cls: 2.2626, loss: 2.2626, grad_norm: 1.6017, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8198, loss/aux0: 1.8198 2020-10-20 01:29:02,749 - mmaction - INFO - Epoch [116][240/396] lr: 1.738e-01, eta: 1 day, 3:38:02, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7187, loss_cls: 2.2694, loss: 2.2694, grad_norm: 1.5805, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8183, loss/aux0: 1.8183 2020-10-20 01:29:03,698 - mmaction - INFO - Epoch [116][240/396] lr: 1.738e-01, eta: 1 day, 3:38:25, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7187, loss_cls: 2.2694, loss: 2.2694, grad_norm: 1.5787, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8289, loss/aux0: 1.8289 2020-10-20 01:29:40,067 - mmaction - INFO - Epoch [116][260/396] lr: 1.738e-01, eta: 1 day, 3:37:28, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7125, loss_cls: 2.2565, loss: 2.2565, grad_norm: 1.5272, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8516, loss/aux0: 1.8516 2020-10-20 01:29:40,999 - mmaction - INFO - Epoch [116][260/396] lr: 1.738e-01, eta: 1 day, 3:37:51, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7125, loss_cls: 2.2565, loss: 2.2565, grad_norm: 1.5260, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8541, loss/aux0: 1.8541 2020-10-20 01:30:17,220 - mmaction - INFO - Epoch [116][280/396] lr: 1.738e-01, eta: 1 day, 3:36:54, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4469, top5_acc: 0.6977, loss_cls: 2.3208, loss: 2.3208, grad_norm: 1.5825, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8636, loss/aux0: 1.8636 2020-10-20 01:30:18,165 - mmaction - INFO - Epoch [116][280/396] lr: 1.738e-01, eta: 1 day, 3:37:17, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4469, top5_acc: 0.6977, loss_cls: 2.3208, loss: 2.3208, grad_norm: 1.5802, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8557, loss/aux0: 1.8557 2020-10-20 01:30:54,549 - mmaction - INFO - Epoch [116][300/396] lr: 1.738e-01, eta: 1 day, 3:36:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7229, loss_cls: 2.1861, loss: 2.1861, grad_norm: 1.5212, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8401, loss/aux0: 1.8401 2020-10-20 01:30:55,478 - mmaction - INFO - Epoch [116][300/396] lr: 1.738e-01, eta: 1 day, 3:36:43, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7229, loss_cls: 2.1861, loss: 2.1861, grad_norm: 1.5226, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8417, loss/aux0: 1.8417 2020-10-20 01:31:31,840 - mmaction - INFO - Epoch [116][320/396] lr: 1.738e-01, eta: 1 day, 3:35:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7120, loss_cls: 2.2960, loss: 2.2960, grad_norm: 1.5659, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8195, loss/aux0: 1.8195 2020-10-20 01:31:32,774 - mmaction - INFO - Epoch [116][320/396] lr: 1.738e-01, eta: 1 day, 3:36:09, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7120, loss_cls: 2.2960, loss: 2.2960, grad_norm: 1.5631, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8170, loss/aux0: 1.8170 2020-10-20 01:32:08,980 - mmaction - INFO - Epoch [116][340/396] lr: 1.738e-01, eta: 1 day, 3:35:12, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7161, loss_cls: 2.2647, loss: 2.2647, grad_norm: 1.5399, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8470, loss/aux0: 1.8470 2020-10-20 01:32:09,904 - mmaction - INFO - Epoch [116][340/396] lr: 1.738e-01, eta: 1 day, 3:35:35, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7161, loss_cls: 2.2647, loss: 2.2647, grad_norm: 1.5385, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8457, loss/aux0: 1.8457 2020-10-20 01:32:46,226 - mmaction - INFO - Epoch [116][360/396] lr: 1.738e-01, eta: 1 day, 3:34:38, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4664, top5_acc: 0.7159, loss_cls: 2.2426, loss: 2.2426, grad_norm: 1.5560, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8556, loss/aux0: 1.8556 2020-10-20 01:32:47,165 - mmaction - INFO - Epoch [116][360/396] lr: 1.738e-01, eta: 1 day, 3:35:01, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4664, top5_acc: 0.7159, loss_cls: 2.2426, loss: 2.2426, grad_norm: 1.5551, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8534, loss/aux0: 1.8534 2020-10-20 01:33:23,246 - mmaction - INFO - Epoch [116][380/396] lr: 1.738e-01, eta: 1 day, 3:34:04, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7203, loss_cls: 2.2491, loss: 2.2491, grad_norm: 1.5440, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8318, loss/aux0: 1.8318 2020-10-20 01:33:24,169 - mmaction - INFO - Epoch [116][380/396] lr: 1.738e-01, eta: 1 day, 3:34:26, time: 0.924, data_time: 0.001, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7203, loss_cls: 2.2491, loss: 2.2491, grad_norm: 1.5431, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8379, loss/aux0: 1.8379 2020-10-20 01:38:02,220 - mmaction - INFO - Epoch [117][20/396] lr: 1.720e-01, eta: 1 day, 3:32:26, time: 0.914, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7161, loss_cls: 2.2431, loss: 2.2431, grad_norm: 1.5687, top1_acc/aux0: 0.5447, top5_acc/aux0: 0.7774, loss_cls/aux0: 1.8700, loss/aux0: 1.8700 2020-10-20 01:38:03,162 - mmaction - INFO - Epoch [117][20/396] lr: 1.720e-01, eta: 1 day, 3:32:48, time: 0.918, data_time: 0.004, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7161, loss_cls: 2.2431, loss: 2.2431, grad_norm: 1.5735, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.8733, loss/aux0: 1.8733 2020-10-20 01:38:39,357 - mmaction - INFO - Epoch [117][40/396] lr: 1.720e-01, eta: 1 day, 3:31:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7112, loss_cls: 2.2458, loss: 2.2458, grad_norm: 1.5387, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7892, loss/aux0: 1.7892 2020-10-20 01:38:40,280 - mmaction - INFO - Epoch [117][40/396] lr: 1.720e-01, eta: 1 day, 3:32:14, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7112, loss_cls: 2.2458, loss: 2.2458, grad_norm: 1.5465, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7957, loss/aux0: 1.7957 2020-10-20 01:39:16,580 - mmaction - INFO - Epoch [117][60/396] lr: 1.720e-01, eta: 1 day, 3:31:18, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7227, loss_cls: 2.2061, loss: 2.2061, grad_norm: 1.5479, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8522, loss/aux0: 1.8522 2020-10-20 01:39:17,546 - mmaction - INFO - Epoch [117][60/396] lr: 1.720e-01, eta: 1 day, 3:31:40, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7227, loss_cls: 2.2061, loss: 2.2061, grad_norm: 1.5479, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8376, loss/aux0: 1.8376 2020-10-20 01:39:53,791 - mmaction - INFO - Epoch [117][80/396] lr: 1.720e-01, eta: 1 day, 3:30:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7161, loss_cls: 2.1948, loss: 2.1948, grad_norm: 1.6060, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8288, loss/aux0: 1.8288 2020-10-20 01:39:54,741 - mmaction - INFO - Epoch [117][80/396] lr: 1.720e-01, eta: 1 day, 3:31:06, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7161, loss_cls: 2.1948, loss: 2.1948, grad_norm: 1.5977, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8345, loss/aux0: 1.8345 2020-10-20 01:40:31,102 - mmaction - INFO - Epoch [117][100/396] lr: 1.720e-01, eta: 1 day, 3:30:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7187, loss_cls: 2.2380, loss: 2.2380, grad_norm: 1.6156, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8874, loss/aux0: 1.8874 2020-10-20 01:40:32,038 - mmaction - INFO - Epoch [117][100/396] lr: 1.720e-01, eta: 1 day, 3:30:32, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7187, loss_cls: 2.2380, loss: 2.2380, grad_norm: 1.6019, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8705, loss/aux0: 1.8705 2020-10-20 01:41:08,458 - mmaction - INFO - Epoch [117][120/396] lr: 1.720e-01, eta: 1 day, 3:29:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7156, loss_cls: 2.2866, loss: 2.2866, grad_norm: 1.5347, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7899, loss/aux0: 1.7899 2020-10-20 01:41:09,402 - mmaction - INFO - Epoch [117][120/396] lr: 1.720e-01, eta: 1 day, 3:29:59, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7156, loss_cls: 2.2866, loss: 2.2866, grad_norm: 1.5339, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8034, loss/aux0: 1.8034 2020-10-20 01:41:45,946 - mmaction - INFO - Epoch [117][140/396] lr: 1.720e-01, eta: 1 day, 3:29:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7206, loss_cls: 2.2614, loss: 2.2614, grad_norm: 1.5657, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7967, loss/aux0: 1.7967 2020-10-20 01:41:46,941 - mmaction - INFO - Epoch [117][140/396] lr: 1.720e-01, eta: 1 day, 3:29:25, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7206, loss_cls: 2.2614, loss: 2.2614, grad_norm: 1.5641, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7931, loss/aux0: 1.7931 2020-10-20 01:42:23,341 - mmaction - INFO - Epoch [117][160/396] lr: 1.720e-01, eta: 1 day, 3:28:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7276, loss_cls: 2.1758, loss: 2.1758, grad_norm: 1.5661, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8119, loss/aux0: 1.8119 2020-10-20 01:42:24,259 - mmaction - INFO - Epoch [117][160/396] lr: 1.720e-01, eta: 1 day, 3:28:51, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7276, loss_cls: 2.1758, loss: 2.1758, grad_norm: 1.5672, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8230, loss/aux0: 1.8230 2020-10-20 01:43:00,528 - mmaction - INFO - Epoch [117][180/396] lr: 1.720e-01, eta: 1 day, 3:27:55, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7195, loss_cls: 2.2576, loss: 2.2576, grad_norm: 1.5268, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8415, loss/aux0: 1.8415 2020-10-20 01:43:01,453 - mmaction - INFO - Epoch [117][180/396] lr: 1.720e-01, eta: 1 day, 3:28:17, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7195, loss_cls: 2.2576, loss: 2.2576, grad_norm: 1.5270, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8330, loss/aux0: 1.8330 2020-10-20 01:43:37,680 - mmaction - INFO - Epoch [117][200/396] lr: 1.720e-01, eta: 1 day, 3:27:21, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7294, loss_cls: 2.1930, loss: 2.1930, grad_norm: 1.5379, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8348, loss/aux0: 1.8348 2020-10-20 01:43:38,620 - mmaction - INFO - Epoch [117][200/396] lr: 1.720e-01, eta: 1 day, 3:27:43, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7294, loss_cls: 2.1930, loss: 2.1930, grad_norm: 1.5276, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8334, loss/aux0: 1.8334 2020-10-20 01:44:14,855 - mmaction - INFO - Epoch [117][220/396] lr: 1.720e-01, eta: 1 day, 3:26:47, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7367, loss_cls: 2.1990, loss: 2.1990, grad_norm: 1.5644, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8109, loss/aux0: 1.8109 2020-10-20 01:44:15,789 - mmaction - INFO - Epoch [117][220/396] lr: 1.720e-01, eta: 1 day, 3:27:09, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7367, loss_cls: 2.1990, loss: 2.1990, grad_norm: 1.5613, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8216, loss/aux0: 1.8216 2020-10-20 01:44:52,261 - mmaction - INFO - Epoch [117][240/396] lr: 1.720e-01, eta: 1 day, 3:26:12, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7224, loss_cls: 2.2352, loss: 2.2352, grad_norm: 1.5538, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8624, loss/aux0: 1.8624 2020-10-20 01:44:53,185 - mmaction - INFO - Epoch [117][240/396] lr: 1.720e-01, eta: 1 day, 3:26:35, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7224, loss_cls: 2.2352, loss: 2.2352, grad_norm: 1.5562, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8506, loss/aux0: 1.8506 2020-10-20 01:45:29,642 - mmaction - INFO - Epoch [117][260/396] lr: 1.720e-01, eta: 1 day, 3:25:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7112, loss_cls: 2.2662, loss: 2.2662, grad_norm: 1.5933, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.8016, loss/aux0: 1.8016 2020-10-20 01:45:30,569 - mmaction - INFO - Epoch [117][260/396] lr: 1.720e-01, eta: 1 day, 3:26:01, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7112, loss_cls: 2.2662, loss: 2.2662, grad_norm: 1.5911, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.8062, loss/aux0: 1.8062 2020-10-20 01:46:06,700 - mmaction - INFO - Epoch [117][280/396] lr: 1.720e-01, eta: 1 day, 3:25:04, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7294, loss_cls: 2.2164, loss: 2.2164, grad_norm: 1.5416, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8381, loss/aux0: 1.8381 2020-10-20 01:46:07,649 - mmaction - INFO - Epoch [117][280/396] lr: 1.720e-01, eta: 1 day, 3:25:27, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7294, loss_cls: 2.2164, loss: 2.2164, grad_norm: 1.5381, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8441, loss/aux0: 1.8441 2020-10-20 01:46:44,011 - mmaction - INFO - Epoch [117][300/396] lr: 1.720e-01, eta: 1 day, 3:24:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7247, loss_cls: 2.2398, loss: 2.2398, grad_norm: 1.5423, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8184, loss/aux0: 1.8184 2020-10-20 01:46:44,944 - mmaction - INFO - Epoch [117][300/396] lr: 1.720e-01, eta: 1 day, 3:24:53, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7247, loss_cls: 2.2398, loss: 2.2398, grad_norm: 1.5342, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8007, loss/aux0: 1.8007 2020-10-20 01:47:21,168 - mmaction - INFO - Epoch [117][320/396] lr: 1.720e-01, eta: 1 day, 3:23:56, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4672, top5_acc: 0.7372, loss_cls: 2.1602, loss: 2.1602, grad_norm: 1.5529, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8523, loss/aux0: 1.8523 2020-10-20 01:47:22,095 - mmaction - INFO - Epoch [117][320/396] lr: 1.720e-01, eta: 1 day, 3:24:18, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4672, top5_acc: 0.7372, loss_cls: 2.1602, loss: 2.1602, grad_norm: 1.5571, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8615, loss/aux0: 1.8615 2020-10-20 01:47:58,529 - mmaction - INFO - Epoch [117][340/396] lr: 1.720e-01, eta: 1 day, 3:23:22, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7133, loss_cls: 2.2581, loss: 2.2581, grad_norm: 1.5723, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8094, loss/aux0: 1.8094 2020-10-20 01:47:59,462 - mmaction - INFO - Epoch [117][340/396] lr: 1.720e-01, eta: 1 day, 3:23:44, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7133, loss_cls: 2.2581, loss: 2.2581, grad_norm: 1.5790, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8102, loss/aux0: 1.8102 2020-10-20 01:48:35,892 - mmaction - INFO - Epoch [117][360/396] lr: 1.720e-01, eta: 1 day, 3:22:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7167, loss_cls: 2.2826, loss: 2.2826, grad_norm: 1.5870, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8175, loss/aux0: 1.8175 2020-10-20 01:48:36,832 - mmaction - INFO - Epoch [117][360/396] lr: 1.720e-01, eta: 1 day, 3:23:10, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7167, loss_cls: 2.2826, loss: 2.2826, grad_norm: 1.5766, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8149, loss/aux0: 1.8149 2020-10-20 01:49:13,222 - mmaction - INFO - Epoch [117][380/396] lr: 1.720e-01, eta: 1 day, 3:22:14, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7190, loss_cls: 2.2648, loss: 2.2648, grad_norm: 1.5719, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8285, loss/aux0: 1.8285 2020-10-20 01:49:14,157 - mmaction - INFO - Epoch [117][380/396] lr: 1.720e-01, eta: 1 day, 3:22:36, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7190, loss_cls: 2.2648, loss: 2.2648, grad_norm: 1.5762, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8379, loss/aux0: 1.8379 2020-10-20 01:53:35,669 - mmaction - INFO - Epoch [118][20/396] lr: 1.702e-01, eta: 1 day, 3:20:37, time: 0.917, data_time: 0.001, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7341, loss_cls: 2.2130, loss: 2.2130, grad_norm: 1.5821, top1_acc/aux0: 0.5373, top5_acc/aux0: 0.7884, loss_cls/aux0: 1.8583, loss/aux0: 1.8583 2020-10-20 01:53:36,596 - mmaction - INFO - Epoch [118][20/396] lr: 1.702e-01, eta: 1 day, 3:20:59, time: 0.920, data_time: 0.004, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7341, loss_cls: 2.2130, loss: 2.2130, grad_norm: 1.5793, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8494, loss/aux0: 1.8494 2020-10-20 01:54:12,819 - mmaction - INFO - Epoch [118][40/396] lr: 1.702e-01, eta: 1 day, 3:20:03, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7349, loss_cls: 2.2116, loss: 2.2116, grad_norm: 1.5602, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8056, loss/aux0: 1.8056 2020-10-20 01:54:13,741 - mmaction - INFO - Epoch [118][40/396] lr: 1.702e-01, eta: 1 day, 3:20:25, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7349, loss_cls: 2.2116, loss: 2.2116, grad_norm: 1.5697, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8136, loss/aux0: 1.8136 2020-10-20 01:54:50,117 - mmaction - INFO - Epoch [118][60/396] lr: 1.702e-01, eta: 1 day, 3:19:28, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7141, loss_cls: 2.2659, loss: 2.2659, grad_norm: 1.5407, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8419, loss/aux0: 1.8419 2020-10-20 01:54:51,047 - mmaction - INFO - Epoch [118][60/396] lr: 1.702e-01, eta: 1 day, 3:19:51, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7141, loss_cls: 2.2659, loss: 2.2659, grad_norm: 1.5534, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8381, loss/aux0: 1.8381 2020-10-20 01:55:27,286 - mmaction - INFO - Epoch [118][80/396] lr: 1.702e-01, eta: 1 day, 3:18:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7409, loss_cls: 2.1521, loss: 2.1521, grad_norm: 1.6065, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8331, loss/aux0: 1.8331 2020-10-20 01:55:28,208 - mmaction - INFO - Epoch [118][80/396] lr: 1.702e-01, eta: 1 day, 3:19:16, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7409, loss_cls: 2.1521, loss: 2.1521, grad_norm: 1.5981, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8396, loss/aux0: 1.8396 2020-10-20 01:56:04,502 - mmaction - INFO - Epoch [118][100/396] lr: 1.702e-01, eta: 1 day, 3:18:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7208, loss_cls: 2.2146, loss: 2.2146, grad_norm: 1.6010, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8535, loss/aux0: 1.8535 2020-10-20 01:56:05,451 - mmaction - INFO - Epoch [118][100/396] lr: 1.702e-01, eta: 1 day, 3:18:42, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7208, loss_cls: 2.2146, loss: 2.2146, grad_norm: 1.6005, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8557, loss/aux0: 1.8557 2020-10-20 01:56:41,871 - mmaction - INFO - Epoch [118][120/396] lr: 1.702e-01, eta: 1 day, 3:17:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7214, loss_cls: 2.2378, loss: 2.2378, grad_norm: 1.5718, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8246, loss/aux0: 1.8246 2020-10-20 01:56:42,801 - mmaction - INFO - Epoch [118][120/396] lr: 1.702e-01, eta: 1 day, 3:18:08, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7214, loss_cls: 2.2378, loss: 2.2378, grad_norm: 1.5845, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8254, loss/aux0: 1.8254 2020-10-20 01:57:19,247 - mmaction - INFO - Epoch [118][140/396] lr: 1.702e-01, eta: 1 day, 3:17:12, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7122, loss_cls: 2.2487, loss: 2.2487, grad_norm: 1.5436, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8851, loss/aux0: 1.8851 2020-10-20 01:57:20,187 - mmaction - INFO - Epoch [118][140/396] lr: 1.702e-01, eta: 1 day, 3:17:34, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7122, loss_cls: 2.2487, loss: 2.2487, grad_norm: 1.5537, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8805, loss/aux0: 1.8805 2020-10-20 01:57:56,708 - mmaction - INFO - Epoch [118][160/396] lr: 1.702e-01, eta: 1 day, 3:16:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7169, loss_cls: 2.2306, loss: 2.2306, grad_norm: 1.5778, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8389, loss/aux0: 1.8389 2020-10-20 01:57:57,726 - mmaction - INFO - Epoch [118][160/396] lr: 1.702e-01, eta: 1 day, 3:17:01, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7169, loss_cls: 2.2306, loss: 2.2306, grad_norm: 1.5784, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8266, loss/aux0: 1.8266 2020-10-20 01:58:33,880 - mmaction - INFO - Epoch [118][180/396] lr: 1.702e-01, eta: 1 day, 3:16:05, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7201, loss_cls: 2.2741, loss: 2.2741, grad_norm: 1.5468, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7769, loss/aux0: 1.7769 2020-10-20 01:58:34,818 - mmaction - INFO - Epoch [118][180/396] lr: 1.702e-01, eta: 1 day, 3:16:27, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7201, loss_cls: 2.2741, loss: 2.2741, grad_norm: 1.5413, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7776, loss/aux0: 1.7776 2020-10-20 01:59:11,222 - mmaction - INFO - Epoch [118][200/396] lr: 1.702e-01, eta: 1 day, 3:15:30, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7224, loss_cls: 2.1973, loss: 2.1973, grad_norm: 1.6265, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8647, loss/aux0: 1.8647 2020-10-20 01:59:12,142 - mmaction - INFO - Epoch [118][200/396] lr: 1.702e-01, eta: 1 day, 3:15:52, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7224, loss_cls: 2.1973, loss: 2.1973, grad_norm: 1.6303, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8965, loss/aux0: 1.8965 2020-10-20 01:59:48,454 - mmaction - INFO - Epoch [118][220/396] lr: 1.702e-01, eta: 1 day, 3:14:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7245, loss_cls: 2.2279, loss: 2.2279, grad_norm: 1.5749, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8352, loss/aux0: 1.8352 2020-10-20 01:59:49,399 - mmaction - INFO - Epoch [118][220/396] lr: 1.702e-01, eta: 1 day, 3:15:18, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7245, loss_cls: 2.2279, loss: 2.2279, grad_norm: 1.5774, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8185, loss/aux0: 1.8185 2020-10-20 02:00:25,750 - mmaction - INFO - Epoch [118][240/396] lr: 1.702e-01, eta: 1 day, 3:14:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7289, loss_cls: 2.1993, loss: 2.1993, grad_norm: 1.5328, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8521, loss/aux0: 1.8521 2020-10-20 02:00:26,707 - mmaction - INFO - Epoch [118][240/396] lr: 1.702e-01, eta: 1 day, 3:14:44, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7289, loss_cls: 2.1993, loss: 2.1993, grad_norm: 1.5336, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8488, loss/aux0: 1.8488 2020-10-20 02:01:03,142 - mmaction - INFO - Epoch [118][260/396] lr: 1.702e-01, eta: 1 day, 3:13:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7203, loss_cls: 2.2224, loss: 2.2224, grad_norm: 1.5836, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7724, loss/aux0: 1.7724 2020-10-20 02:01:04,071 - mmaction - INFO - Epoch [118][260/396] lr: 1.702e-01, eta: 1 day, 3:14:11, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7203, loss_cls: 2.2224, loss: 2.2224, grad_norm: 1.5916, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7765, loss/aux0: 1.7765 2020-10-20 02:01:40,421 - mmaction - INFO - Epoch [118][280/396] lr: 1.702e-01, eta: 1 day, 3:13:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7305, loss_cls: 2.1993, loss: 2.1993, grad_norm: 1.5839, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8185, loss/aux0: 1.8185 2020-10-20 02:01:41,359 - mmaction - INFO - Epoch [118][280/396] lr: 1.702e-01, eta: 1 day, 3:13:37, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7305, loss_cls: 2.1993, loss: 2.1993, grad_norm: 1.5842, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8154, loss/aux0: 1.8154 2020-10-20 02:02:17,873 - mmaction - INFO - Epoch [118][300/396] lr: 1.702e-01, eta: 1 day, 3:12:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7151, loss_cls: 2.2478, loss: 2.2478, grad_norm: 1.5946, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8439, loss/aux0: 1.8439 2020-10-20 02:02:18,792 - mmaction - INFO - Epoch [118][300/396] lr: 1.702e-01, eta: 1 day, 3:13:03, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7151, loss_cls: 2.2478, loss: 2.2478, grad_norm: 1.6058, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8418, loss/aux0: 1.8418 2020-10-20 02:02:55,370 - mmaction - INFO - Epoch [118][320/396] lr: 1.702e-01, eta: 1 day, 3:12:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7206, loss_cls: 2.2472, loss: 2.2472, grad_norm: 1.5559, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8399, loss/aux0: 1.8399 2020-10-20 02:02:56,317 - mmaction - INFO - Epoch [118][320/396] lr: 1.702e-01, eta: 1 day, 3:12:29, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7206, loss_cls: 2.2472, loss: 2.2472, grad_norm: 1.5527, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8377, loss/aux0: 1.8377 2020-10-20 02:03:32,487 - mmaction - INFO - Epoch [118][340/396] lr: 1.702e-01, eta: 1 day, 3:11:33, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7146, loss_cls: 2.2422, loss: 2.2422, grad_norm: 1.5525, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8167, loss/aux0: 1.8167 2020-10-20 02:03:33,443 - mmaction - INFO - Epoch [118][340/396] lr: 1.702e-01, eta: 1 day, 3:11:55, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7146, loss_cls: 2.2422, loss: 2.2422, grad_norm: 1.5536, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8152, loss/aux0: 1.8152 2020-10-20 02:04:09,661 - mmaction - INFO - Epoch [118][360/396] lr: 1.702e-01, eta: 1 day, 3:10:59, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7234, loss_cls: 2.2279, loss: 2.2279, grad_norm: 1.5536, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8175, loss/aux0: 1.8175 2020-10-20 02:04:10,607 - mmaction - INFO - Epoch [118][360/396] lr: 1.702e-01, eta: 1 day, 3:11:21, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7234, loss_cls: 2.2279, loss: 2.2279, grad_norm: 1.5547, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8300, loss/aux0: 1.8300 2020-10-20 02:04:47,086 - mmaction - INFO - Epoch [118][380/396] lr: 1.702e-01, eta: 1 day, 3:10:25, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7253, loss_cls: 2.2138, loss: 2.2138, grad_norm: 1.5792, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8338, loss/aux0: 1.8338 2020-10-20 02:04:48,041 - mmaction - INFO - Epoch [118][380/396] lr: 1.702e-01, eta: 1 day, 3:10:47, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7253, loss_cls: 2.2138, loss: 2.2138, grad_norm: 1.5829, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8156, loss/aux0: 1.8156 2020-10-20 02:09:23,779 - mmaction - INFO - Epoch [119][20/396] lr: 1.684e-01, eta: 1 day, 3:08:48, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7263, loss_cls: 2.2206, loss: 2.2206, grad_norm: 1.5492, top1_acc/aux0: 0.5433, top5_acc/aux0: 0.7900, loss_cls/aux0: 1.8407, loss/aux0: 1.8407 2020-10-20 02:09:24,705 - mmaction - INFO - Epoch [119][20/396] lr: 1.684e-01, eta: 1 day, 3:09:10, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7263, loss_cls: 2.2206, loss: 2.2206, grad_norm: 1.5589, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8466, loss/aux0: 1.8466 2020-10-20 02:10:00,954 - mmaction - INFO - Epoch [119][40/396] lr: 1.684e-01, eta: 1 day, 3:08:14, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7164, loss_cls: 2.2417, loss: 2.2417, grad_norm: 1.5861, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7902, loss/aux0: 1.7902 2020-10-20 02:10:01,880 - mmaction - INFO - Epoch [119][40/396] lr: 1.684e-01, eta: 1 day, 3:08:36, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7164, loss_cls: 2.2417, loss: 2.2417, grad_norm: 1.5827, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7796, loss/aux0: 1.7796 2020-10-20 02:10:38,057 - mmaction - INFO - Epoch [119][60/396] lr: 1.684e-01, eta: 1 day, 3:07:40, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7268, loss_cls: 2.2129, loss: 2.2129, grad_norm: 1.5877, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8098, loss/aux0: 1.8098 2020-10-20 02:10:38,987 - mmaction - INFO - Epoch [119][60/396] lr: 1.684e-01, eta: 1 day, 3:08:02, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7268, loss_cls: 2.2129, loss: 2.2129, grad_norm: 1.5818, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8084, loss/aux0: 1.8084 2020-10-20 02:11:15,615 - mmaction - INFO - Epoch [119][80/396] lr: 1.684e-01, eta: 1 day, 3:07:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7258, loss_cls: 2.2088, loss: 2.2088, grad_norm: 1.6183, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8017, loss/aux0: 1.8017 2020-10-20 02:11:16,584 - mmaction - INFO - Epoch [119][80/396] lr: 1.684e-01, eta: 1 day, 3:07:28, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7258, loss_cls: 2.2088, loss: 2.2088, grad_norm: 1.6227, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8040, loss/aux0: 1.8040 2020-10-20 02:11:53,011 - mmaction - INFO - Epoch [119][100/396] lr: 1.684e-01, eta: 1 day, 3:06:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7154, loss_cls: 2.2613, loss: 2.2613, grad_norm: 1.5664, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7965, loss/aux0: 1.7965 2020-10-20 02:11:53,945 - mmaction - INFO - Epoch [119][100/396] lr: 1.684e-01, eta: 1 day, 3:06:54, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7154, loss_cls: 2.2613, loss: 2.2613, grad_norm: 1.5639, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7967, loss/aux0: 1.7967 2020-10-20 02:12:30,326 - mmaction - INFO - Epoch [119][120/396] lr: 1.684e-01, eta: 1 day, 3:05:58, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7216, loss_cls: 2.2227, loss: 2.2227, grad_norm: 1.5806, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8324, loss/aux0: 1.8324 2020-10-20 02:12:31,262 - mmaction - INFO - Epoch [119][120/396] lr: 1.684e-01, eta: 1 day, 3:06:20, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7216, loss_cls: 2.2227, loss: 2.2227, grad_norm: 1.5807, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8370, loss/aux0: 1.8370 2020-10-20 02:13:07,696 - mmaction - INFO - Epoch [119][140/396] lr: 1.684e-01, eta: 1 day, 3:05:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7258, loss_cls: 2.1960, loss: 2.1960, grad_norm: 1.5941, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8532, loss/aux0: 1.8532 2020-10-20 02:13:08,628 - mmaction - INFO - Epoch [119][140/396] lr: 1.684e-01, eta: 1 day, 3:05:46, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7258, loss_cls: 2.1960, loss: 2.1960, grad_norm: 1.5891, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8505, loss/aux0: 1.8505 2020-10-20 02:13:45,096 - mmaction - INFO - Epoch [119][160/396] lr: 1.684e-01, eta: 1 day, 3:04:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7281, loss_cls: 2.2241, loss: 2.2241, grad_norm: 1.5849, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7780, loss/aux0: 1.7780 2020-10-20 02:13:46,030 - mmaction - INFO - Epoch [119][160/396] lr: 1.684e-01, eta: 1 day, 3:05:12, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7281, loss_cls: 2.2241, loss: 2.2241, grad_norm: 1.5792, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7706, loss/aux0: 1.7706 2020-10-20 02:14:22,264 - mmaction - INFO - Epoch [119][180/396] lr: 1.684e-01, eta: 1 day, 3:04:17, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7318, loss_cls: 2.1821, loss: 2.1821, grad_norm: 1.5792, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8044, loss/aux0: 1.8044 2020-10-20 02:14:23,210 - mmaction - INFO - Epoch [119][180/396] lr: 1.684e-01, eta: 1 day, 3:04:38, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7318, loss_cls: 2.1821, loss: 2.1821, grad_norm: 1.5941, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8203, loss/aux0: 1.8203 2020-10-20 02:14:59,634 - mmaction - INFO - Epoch [119][200/396] lr: 1.684e-01, eta: 1 day, 3:03:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7109, loss_cls: 2.2460, loss: 2.2460, grad_norm: 1.6091, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7932, loss/aux0: 1.7932 2020-10-20 02:15:00,578 - mmaction - INFO - Epoch [119][200/396] lr: 1.684e-01, eta: 1 day, 3:04:04, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7109, loss_cls: 2.2460, loss: 2.2460, grad_norm: 1.6158, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7760, loss/aux0: 1.7760 2020-10-20 02:15:36,767 - mmaction - INFO - Epoch [119][220/396] lr: 1.684e-01, eta: 1 day, 3:03:08, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7174, loss_cls: 2.2329, loss: 2.2329, grad_norm: 1.5996, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7555, loss/aux0: 1.7555 2020-10-20 02:15:37,695 - mmaction - INFO - Epoch [119][220/396] lr: 1.684e-01, eta: 1 day, 3:03:30, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7174, loss_cls: 2.2329, loss: 2.2329, grad_norm: 1.6081, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7829, loss/aux0: 1.7829 2020-10-20 02:16:14,061 - mmaction - INFO - Epoch [119][240/396] lr: 1.684e-01, eta: 1 day, 3:02:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7258, loss_cls: 2.2252, loss: 2.2252, grad_norm: 1.5745, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7941, loss/aux0: 1.7941 2020-10-20 02:16:15,002 - mmaction - INFO - Epoch [119][240/396] lr: 1.684e-01, eta: 1 day, 3:02:56, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7258, loss_cls: 2.2252, loss: 2.2252, grad_norm: 1.5881, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7844, loss/aux0: 1.7844 2020-10-20 02:16:51,265 - mmaction - INFO - Epoch [119][260/396] lr: 1.684e-01, eta: 1 day, 3:02:00, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7128, loss_cls: 2.2804, loss: 2.2804, grad_norm: 1.5536, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8602, loss/aux0: 1.8602 2020-10-20 02:16:52,196 - mmaction - INFO - Epoch [119][260/396] lr: 1.684e-01, eta: 1 day, 3:02:22, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7128, loss_cls: 2.2804, loss: 2.2804, grad_norm: 1.5546, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8504, loss/aux0: 1.8504 2020-10-20 02:17:28,522 - mmaction - INFO - Epoch [119][280/396] lr: 1.684e-01, eta: 1 day, 3:01:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7234, loss_cls: 2.2555, loss: 2.2555, grad_norm: 1.6109, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8440, loss/aux0: 1.8440 2020-10-20 02:17:29,456 - mmaction - INFO - Epoch [119][280/396] lr: 1.684e-01, eta: 1 day, 3:01:48, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7234, loss_cls: 2.2555, loss: 2.2555, grad_norm: 1.6070, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8430, loss/aux0: 1.8430 2020-10-20 02:18:05,748 - mmaction - INFO - Epoch [119][300/396] lr: 1.684e-01, eta: 1 day, 3:00:52, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7203, loss_cls: 2.2201, loss: 2.2201, grad_norm: 1.6128, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7840, loss/aux0: 1.7840 2020-10-20 02:18:06,701 - mmaction - INFO - Epoch [119][300/396] lr: 1.684e-01, eta: 1 day, 3:01:14, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7203, loss_cls: 2.2201, loss: 2.2201, grad_norm: 1.6159, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7845, loss/aux0: 1.7845 2020-10-20 02:18:43,015 - mmaction - INFO - Epoch [119][320/396] lr: 1.684e-01, eta: 1 day, 3:00:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7312, loss_cls: 2.2037, loss: 2.2037, grad_norm: 1.6076, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8571, loss/aux0: 1.8571 2020-10-20 02:18:43,936 - mmaction - INFO - Epoch [119][320/396] lr: 1.684e-01, eta: 1 day, 3:00:40, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7312, loss_cls: 2.2037, loss: 2.2037, grad_norm: 1.6098, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.8659, loss/aux0: 1.8659 2020-10-20 02:19:20,338 - mmaction - INFO - Epoch [119][340/396] lr: 1.684e-01, eta: 1 day, 2:59:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7307, loss_cls: 2.1913, loss: 2.1913, grad_norm: 1.5542, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8122, loss/aux0: 1.8122 2020-10-20 02:19:21,258 - mmaction - INFO - Epoch [119][340/396] lr: 1.684e-01, eta: 1 day, 3:00:06, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7307, loss_cls: 2.1913, loss: 2.1913, grad_norm: 1.5548, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7970, loss/aux0: 1.7970 2020-10-20 02:19:57,578 - mmaction - INFO - Epoch [119][360/396] lr: 1.684e-01, eta: 1 day, 2:59:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7120, loss_cls: 2.2645, loss: 2.2645, grad_norm: 1.6062, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8198, loss/aux0: 1.8198 2020-10-20 02:19:58,537 - mmaction - INFO - Epoch [119][360/396] lr: 1.684e-01, eta: 1 day, 2:59:32, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7120, loss_cls: 2.2645, loss: 2.2645, grad_norm: 1.6089, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8321, loss/aux0: 1.8321 2020-10-20 02:20:34,780 - mmaction - INFO - Epoch [119][380/396] lr: 1.684e-01, eta: 1 day, 2:58:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7216, loss_cls: 2.2435, loss: 2.2435, grad_norm: 1.5818, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8163, loss/aux0: 1.8163 2020-10-20 02:20:35,728 - mmaction - INFO - Epoch [119][380/396] lr: 1.684e-01, eta: 1 day, 2:58:58, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7216, loss_cls: 2.2435, loss: 2.2435, grad_norm: 1.5799, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8189, loss/aux0: 1.8189 2020-10-20 02:25:12,303 - mmaction - INFO - Epoch [120][20/396] lr: 1.665e-01, eta: 1 day, 2:57:00, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7143, loss_cls: 2.2666, loss: 2.2666, grad_norm: 1.5856, top1_acc/aux0: 0.5504, top5_acc/aux0: 0.7985, loss_cls/aux0: 1.8285, loss/aux0: 1.8285 2020-10-20 02:25:13,232 - mmaction - INFO - Epoch [120][20/396] lr: 1.665e-01, eta: 1 day, 2:57:22, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7143, loss_cls: 2.2666, loss: 2.2666, grad_norm: 1.5907, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8332, loss/aux0: 1.8332 2020-10-20 02:25:49,462 - mmaction - INFO - Epoch [120][40/396] lr: 1.665e-01, eta: 1 day, 2:56:26, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7203, loss_cls: 2.2109, loss: 2.2109, grad_norm: 1.5624, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8200, loss/aux0: 1.8200 2020-10-20 02:25:50,412 - mmaction - INFO - Epoch [120][40/396] lr: 1.665e-01, eta: 1 day, 2:56:47, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7203, loss_cls: 2.2109, loss: 2.2109, grad_norm: 1.5654, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8145, loss/aux0: 1.8145 2020-10-20 02:26:26,759 - mmaction - INFO - Epoch [120][60/396] lr: 1.665e-01, eta: 1 day, 2:55:52, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7255, loss_cls: 2.2319, loss: 2.2319, grad_norm: 1.5693, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8390, loss/aux0: 1.8390 2020-10-20 02:26:27,685 - mmaction - INFO - Epoch [120][60/396] lr: 1.665e-01, eta: 1 day, 2:56:13, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7255, loss_cls: 2.2319, loss: 2.2319, grad_norm: 1.5742, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8388, loss/aux0: 1.8388 2020-10-20 02:27:03,823 - mmaction - INFO - Epoch [120][80/396] lr: 1.665e-01, eta: 1 day, 2:55:18, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7245, loss_cls: 2.1880, loss: 2.1880, grad_norm: 1.5571, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.8044, loss/aux0: 1.8044 2020-10-20 02:27:04,778 - mmaction - INFO - Epoch [120][80/396] lr: 1.665e-01, eta: 1 day, 2:55:39, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7245, loss_cls: 2.1880, loss: 2.1880, grad_norm: 1.5554, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.8012, loss/aux0: 1.8012 2020-10-20 02:27:41,142 - mmaction - INFO - Epoch [120][100/396] lr: 1.665e-01, eta: 1 day, 2:54:44, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7232, loss_cls: 2.2222, loss: 2.2222, grad_norm: 1.5922, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8430, loss/aux0: 1.8430 2020-10-20 02:27:42,115 - mmaction - INFO - Epoch [120][100/396] lr: 1.665e-01, eta: 1 day, 2:55:05, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7232, loss_cls: 2.2222, loss: 2.2222, grad_norm: 1.5956, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8377, loss/aux0: 1.8377 2020-10-20 02:28:18,546 - mmaction - INFO - Epoch [120][120/396] lr: 1.665e-01, eta: 1 day, 2:54:10, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7305, loss_cls: 2.2039, loss: 2.2039, grad_norm: 1.5874, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.7801, loss/aux0: 1.7801 2020-10-20 02:28:19,472 - mmaction - INFO - Epoch [120][120/396] lr: 1.665e-01, eta: 1 day, 2:54:31, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7305, loss_cls: 2.2039, loss: 2.2039, grad_norm: 1.5928, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.7975, loss/aux0: 1.7975 2020-10-20 02:28:55,788 - mmaction - INFO - Epoch [120][140/396] lr: 1.665e-01, eta: 1 day, 2:53:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7164, loss_cls: 2.2564, loss: 2.2564, grad_norm: 1.5357, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8600, loss/aux0: 1.8600 2020-10-20 02:28:56,732 - mmaction - INFO - Epoch [120][140/396] lr: 1.665e-01, eta: 1 day, 2:53:57, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7164, loss_cls: 2.2564, loss: 2.2564, grad_norm: 1.5330, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8551, loss/aux0: 1.8551 2020-10-20 02:29:33,104 - mmaction - INFO - Epoch [120][160/396] lr: 1.665e-01, eta: 1 day, 2:53:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7383, loss_cls: 2.1219, loss: 2.1219, grad_norm: 1.5644, top1_acc/aux0: 0.5562, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8149, loss/aux0: 1.8149 2020-10-20 02:29:34,041 - mmaction - INFO - Epoch [120][160/396] lr: 1.665e-01, eta: 1 day, 2:53:24, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7383, loss_cls: 2.1219, loss: 2.1219, grad_norm: 1.5707, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8189, loss/aux0: 1.8189 2020-10-20 02:30:10,532 - mmaction - INFO - Epoch [120][180/396] lr: 1.665e-01, eta: 1 day, 2:52:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7086, loss_cls: 2.2892, loss: 2.2892, grad_norm: 1.6110, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9180, loss/aux0: 1.9180 2020-10-20 02:30:11,459 - mmaction - INFO - Epoch [120][180/396] lr: 1.665e-01, eta: 1 day, 2:52:50, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7086, loss_cls: 2.2892, loss: 2.2892, grad_norm: 1.6117, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9139, loss/aux0: 1.9139 2020-10-20 02:30:47,719 - mmaction - INFO - Epoch [120][200/396] lr: 1.665e-01, eta: 1 day, 2:51:54, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7237, loss_cls: 2.1971, loss: 2.1971, grad_norm: 1.5745, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.8143, loss/aux0: 1.8143 2020-10-20 02:30:48,652 - mmaction - INFO - Epoch [120][200/396] lr: 1.665e-01, eta: 1 day, 2:52:16, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7237, loss_cls: 2.1971, loss: 2.1971, grad_norm: 1.5689, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.8036, loss/aux0: 1.8036 2020-10-20 02:31:24,958 - mmaction - INFO - Epoch [120][220/396] lr: 1.665e-01, eta: 1 day, 2:51:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7318, loss_cls: 2.1585, loss: 2.1585, grad_norm: 1.5392, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8167, loss/aux0: 1.8167 2020-10-20 02:31:25,886 - mmaction - INFO - Epoch [120][220/396] lr: 1.665e-01, eta: 1 day, 2:51:42, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7318, loss_cls: 2.1585, loss: 2.1585, grad_norm: 1.5491, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8282, loss/aux0: 1.8282 2020-10-20 02:32:02,132 - mmaction - INFO - Epoch [120][240/396] lr: 1.665e-01, eta: 1 day, 2:50:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7310, loss_cls: 2.1906, loss: 2.1906, grad_norm: 1.6051, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8600, loss/aux0: 1.8600 2020-10-20 02:32:03,057 - mmaction - INFO - Epoch [120][240/396] lr: 1.665e-01, eta: 1 day, 2:51:07, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7310, loss_cls: 2.1906, loss: 2.1906, grad_norm: 1.6109, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8682, loss/aux0: 1.8682 2020-10-20 02:32:39,354 - mmaction - INFO - Epoch [120][260/396] lr: 1.665e-01, eta: 1 day, 2:50:12, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7388, loss_cls: 2.1407, loss: 2.1407, grad_norm: 1.5807, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8134, loss/aux0: 1.8134 2020-10-20 02:32:40,295 - mmaction - INFO - Epoch [120][260/396] lr: 1.665e-01, eta: 1 day, 2:50:33, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7388, loss_cls: 2.1407, loss: 2.1407, grad_norm: 1.5774, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.8022, loss/aux0: 1.8022 2020-10-20 02:33:16,554 - mmaction - INFO - Epoch [120][280/396] lr: 1.665e-01, eta: 1 day, 2:49:38, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7130, loss_cls: 2.2739, loss: 2.2739, grad_norm: 1.5892, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8248, loss/aux0: 1.8248 2020-10-20 02:33:17,508 - mmaction - INFO - Epoch [120][280/396] lr: 1.665e-01, eta: 1 day, 2:49:59, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7130, loss_cls: 2.2739, loss: 2.2739, grad_norm: 1.5915, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8204, loss/aux0: 1.8204 2020-10-20 02:33:53,877 - mmaction - INFO - Epoch [120][300/396] lr: 1.665e-01, eta: 1 day, 2:49:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4789, top5_acc: 0.7320, loss_cls: 2.1817, loss: 2.1817, grad_norm: 1.6067, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8426, loss/aux0: 1.8426 2020-10-20 02:33:54,824 - mmaction - INFO - Epoch [120][300/396] lr: 1.665e-01, eta: 1 day, 2:49:25, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4789, top5_acc: 0.7320, loss_cls: 2.1817, loss: 2.1817, grad_norm: 1.6064, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8456, loss/aux0: 1.8456 2020-10-20 02:34:31,116 - mmaction - INFO - Epoch [120][320/396] lr: 1.665e-01, eta: 1 day, 2:48:30, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4591, top5_acc: 0.7193, loss_cls: 2.2663, loss: 2.2663, grad_norm: 1.5901, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8246, loss/aux0: 1.8246 2020-10-20 02:34:32,068 - mmaction - INFO - Epoch [120][320/396] lr: 1.665e-01, eta: 1 day, 2:48:51, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4591, top5_acc: 0.7193, loss_cls: 2.2663, loss: 2.2663, grad_norm: 1.5944, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8358, loss/aux0: 1.8358 2020-10-20 02:35:08,658 - mmaction - INFO - Epoch [120][340/396] lr: 1.665e-01, eta: 1 day, 2:47:56, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7201, loss_cls: 2.2002, loss: 2.2002, grad_norm: 1.5740, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8697, loss/aux0: 1.8697 2020-10-20 02:35:09,611 - mmaction - INFO - Epoch [120][340/396] lr: 1.665e-01, eta: 1 day, 2:48:17, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7201, loss_cls: 2.2002, loss: 2.2002, grad_norm: 1.5789, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8727, loss/aux0: 1.8727 2020-10-20 02:35:45,869 - mmaction - INFO - Epoch [120][360/396] lr: 1.665e-01, eta: 1 day, 2:47:22, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7070, loss_cls: 2.2625, loss: 2.2625, grad_norm: 1.6355, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8609, loss/aux0: 1.8609 2020-10-20 02:35:46,808 - mmaction - INFO - Epoch [120][360/396] lr: 1.665e-01, eta: 1 day, 2:47:43, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7070, loss_cls: 2.2625, loss: 2.2625, grad_norm: 1.6319, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8440, loss/aux0: 1.8440 2020-10-20 02:36:23,077 - mmaction - INFO - Epoch [120][380/396] lr: 1.665e-01, eta: 1 day, 2:46:47, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7245, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.5559, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7987, loss/aux0: 1.7987 2020-10-20 02:36:24,025 - mmaction - INFO - Epoch [120][380/396] lr: 1.665e-01, eta: 1 day, 2:47:08, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7245, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.5571, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7998, loss/aux0: 1.7998 2020-10-20 02:36:55,691 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-10-20 02:38:37,703 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 02:38:37,821 - mmaction - INFO - top1_acc 0.5523 top5_acc 0.7976 2020-10-20 02:38:37,821 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 02:38:37,833 - mmaction - INFO - mean_acc 0.5522 2020-10-20 02:38:37,835 - mmaction - INFO - Epoch(val) [120][396] top1_acc: 0.5523, top5_acc: 0.7976, mean_class_accuracy: 0.5522 2020-10-20 02:42:39,261 - mmaction - INFO - Epoch [121][20/396] lr: 1.647e-01, eta: 1 day, 2:45:12, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7206, loss_cls: 2.2194, loss: 2.2194, grad_norm: 1.5661, top1_acc/aux0: 0.5452, top5_acc/aux0: 0.7988, loss_cls/aux0: 1.8132, loss/aux0: 1.8132 2020-10-20 02:42:40,189 - mmaction - INFO - Epoch [121][20/396] lr: 1.647e-01, eta: 1 day, 2:45:33, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7206, loss_cls: 2.2194, loss: 2.2194, grad_norm: 1.5734, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8176, loss/aux0: 1.8176 2020-10-20 02:43:16,332 - mmaction - INFO - Epoch [121][40/396] lr: 1.647e-01, eta: 1 day, 2:44:38, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7383, loss_cls: 2.1681, loss: 2.1681, grad_norm: 1.5697, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8138, loss/aux0: 1.8138 2020-10-20 02:43:17,252 - mmaction - INFO - Epoch [121][40/396] lr: 1.647e-01, eta: 1 day, 2:44:59, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7383, loss_cls: 2.1681, loss: 2.1681, grad_norm: 1.5653, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8186, loss/aux0: 1.8186 2020-10-20 02:43:53,503 - mmaction - INFO - Epoch [121][60/396] lr: 1.647e-01, eta: 1 day, 2:44:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7232, loss_cls: 2.2268, loss: 2.2268, grad_norm: 1.6043, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8514, loss/aux0: 1.8514 2020-10-20 02:43:54,425 - mmaction - INFO - Epoch [121][60/396] lr: 1.647e-01, eta: 1 day, 2:44:25, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7232, loss_cls: 2.2268, loss: 2.2268, grad_norm: 1.6123, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8483, loss/aux0: 1.8483 2020-10-20 02:44:30,620 - mmaction - INFO - Epoch [121][80/396] lr: 1.647e-01, eta: 1 day, 2:43:29, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7299, loss_cls: 2.1921, loss: 2.1921, grad_norm: 1.5637, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.7974, loss/aux0: 1.7974 2020-10-20 02:44:31,559 - mmaction - INFO - Epoch [121][80/396] lr: 1.647e-01, eta: 1 day, 2:43:50, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7299, loss_cls: 2.1921, loss: 2.1921, grad_norm: 1.5634, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7890, loss/aux0: 1.7890 2020-10-20 02:45:07,995 - mmaction - INFO - Epoch [121][100/396] lr: 1.647e-01, eta: 1 day, 2:42:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7120, loss_cls: 2.2559, loss: 2.2559, grad_norm: 1.5822, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8168, loss/aux0: 1.8168 2020-10-20 02:45:08,929 - mmaction - INFO - Epoch [121][100/396] lr: 1.647e-01, eta: 1 day, 2:43:16, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7120, loss_cls: 2.2559, loss: 2.2559, grad_norm: 1.5921, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8305, loss/aux0: 1.8305 2020-10-20 02:45:45,228 - mmaction - INFO - Epoch [121][120/396] lr: 1.647e-01, eta: 1 day, 2:42:21, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7208, loss_cls: 2.2369, loss: 2.2369, grad_norm: 1.5936, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8182, loss/aux0: 1.8182 2020-10-20 02:45:46,171 - mmaction - INFO - Epoch [121][120/396] lr: 1.647e-01, eta: 1 day, 2:42:42, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7208, loss_cls: 2.2369, loss: 2.2369, grad_norm: 1.5823, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8019, loss/aux0: 1.8019 2020-10-20 02:46:22,526 - mmaction - INFO - Epoch [121][140/396] lr: 1.647e-01, eta: 1 day, 2:41:47, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7247, loss_cls: 2.2484, loss: 2.2484, grad_norm: 1.5815, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8307, loss/aux0: 1.8307 2020-10-20 02:46:23,490 - mmaction - INFO - Epoch [121][140/396] lr: 1.647e-01, eta: 1 day, 2:42:08, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7247, loss_cls: 2.2484, loss: 2.2484, grad_norm: 1.5849, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8460, loss/aux0: 1.8460 2020-10-20 02:46:59,884 - mmaction - INFO - Epoch [121][160/396] lr: 1.647e-01, eta: 1 day, 2:41:13, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7315, loss_cls: 2.1785, loss: 2.1785, grad_norm: 1.5567, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.8071, loss/aux0: 1.8071 2020-10-20 02:47:00,824 - mmaction - INFO - Epoch [121][160/396] lr: 1.647e-01, eta: 1 day, 2:41:34, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7315, loss_cls: 2.1785, loss: 2.1785, grad_norm: 1.5571, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7841, loss/aux0: 1.7841 2020-10-20 02:47:37,216 - mmaction - INFO - Epoch [121][180/396] lr: 1.647e-01, eta: 1 day, 2:40:39, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7245, loss_cls: 2.2013, loss: 2.2013, grad_norm: 1.6143, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8015, loss/aux0: 1.8015 2020-10-20 02:47:38,150 - mmaction - INFO - Epoch [121][180/396] lr: 1.647e-01, eta: 1 day, 2:41:00, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7245, loss_cls: 2.2013, loss: 2.2013, grad_norm: 1.6219, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8216, loss/aux0: 1.8216 2020-10-20 02:48:14,575 - mmaction - INFO - Epoch [121][200/396] lr: 1.647e-01, eta: 1 day, 2:40:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7214, loss_cls: 2.2330, loss: 2.2330, grad_norm: 1.5977, top1_acc/aux0: 0.5562, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8418, loss/aux0: 1.8418 2020-10-20 02:48:15,498 - mmaction - INFO - Epoch [121][200/396] lr: 1.647e-01, eta: 1 day, 2:40:26, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7214, loss_cls: 2.2330, loss: 2.2330, grad_norm: 1.5983, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8318, loss/aux0: 1.8318 2020-10-20 02:48:51,819 - mmaction - INFO - Epoch [121][220/396] lr: 1.647e-01, eta: 1 day, 2:39:30, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7154, loss_cls: 2.2409, loss: 2.2409, grad_norm: 1.5967, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8208, loss/aux0: 1.8208 2020-10-20 02:48:52,757 - mmaction - INFO - Epoch [121][220/396] lr: 1.647e-01, eta: 1 day, 2:39:51, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7154, loss_cls: 2.2409, loss: 2.2409, grad_norm: 1.6047, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8443, loss/aux0: 1.8443 2020-10-20 02:49:29,298 - mmaction - INFO - Epoch [121][240/396] lr: 1.647e-01, eta: 1 day, 2:38:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7263, loss_cls: 2.1981, loss: 2.1981, grad_norm: 1.5747, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8459, loss/aux0: 1.8459 2020-10-20 02:49:30,265 - mmaction - INFO - Epoch [121][240/396] lr: 1.647e-01, eta: 1 day, 2:39:17, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7263, loss_cls: 2.1981, loss: 2.1981, grad_norm: 1.5723, top1_acc/aux0: 0.5562, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8323, loss/aux0: 1.8323 2020-10-20 02:50:06,436 - mmaction - INFO - Epoch [121][260/396] lr: 1.647e-01, eta: 1 day, 2:38:22, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7281, loss_cls: 2.1906, loss: 2.1906, grad_norm: 1.5871, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7741, loss/aux0: 1.7741 2020-10-20 02:50:07,366 - mmaction - INFO - Epoch [121][260/396] lr: 1.647e-01, eta: 1 day, 2:38:43, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7281, loss_cls: 2.1906, loss: 2.1906, grad_norm: 1.5844, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7717, loss/aux0: 1.7717 2020-10-20 02:50:43,690 - mmaction - INFO - Epoch [121][280/396] lr: 1.647e-01, eta: 1 day, 2:37:48, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7174, loss_cls: 2.2196, loss: 2.2196, grad_norm: 1.5794, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8253, loss/aux0: 1.8253 2020-10-20 02:50:44,620 - mmaction - INFO - Epoch [121][280/396] lr: 1.647e-01, eta: 1 day, 2:38:08, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7174, loss_cls: 2.2196, loss: 2.2196, grad_norm: 1.5678, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.8072, loss/aux0: 1.8072 2020-10-20 02:51:20,880 - mmaction - INFO - Epoch [121][300/396] lr: 1.647e-01, eta: 1 day, 2:37:13, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7221, loss_cls: 2.2660, loss: 2.2660, grad_norm: 1.5763, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.8795, loss/aux0: 1.8795 2020-10-20 02:51:21,844 - mmaction - INFO - Epoch [121][300/396] lr: 1.647e-01, eta: 1 day, 2:37:34, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7221, loss_cls: 2.2660, loss: 2.2660, grad_norm: 1.5717, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.8845, loss/aux0: 1.8845 2020-10-20 02:51:58,210 - mmaction - INFO - Epoch [121][320/396] lr: 1.647e-01, eta: 1 day, 2:36:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7367, loss_cls: 2.1882, loss: 2.1882, grad_norm: 1.5981, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8130, loss/aux0: 1.8130 2020-10-20 02:51:59,140 - mmaction - INFO - Epoch [121][320/396] lr: 1.647e-01, eta: 1 day, 2:37:00, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7367, loss_cls: 2.1882, loss: 2.1882, grad_norm: 1.6050, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8327, loss/aux0: 1.8327 2020-10-20 02:52:35,412 - mmaction - INFO - Epoch [121][340/396] lr: 1.647e-01, eta: 1 day, 2:36:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7221, loss_cls: 2.2263, loss: 2.2263, grad_norm: 1.5823, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8170, loss/aux0: 1.8170 2020-10-20 02:52:36,343 - mmaction - INFO - Epoch [121][340/396] lr: 1.647e-01, eta: 1 day, 2:36:26, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7221, loss_cls: 2.2263, loss: 2.2263, grad_norm: 1.5834, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8188, loss/aux0: 1.8188 2020-10-20 02:53:12,750 - mmaction - INFO - Epoch [121][360/396] lr: 1.647e-01, eta: 1 day, 2:35:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7195, loss_cls: 2.2424, loss: 2.2424, grad_norm: 1.6262, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9053, loss/aux0: 1.9053 2020-10-20 02:53:13,692 - mmaction - INFO - Epoch [121][360/396] lr: 1.647e-01, eta: 1 day, 2:35:52, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7195, loss_cls: 2.2424, loss: 2.2424, grad_norm: 1.6159, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8951, loss/aux0: 1.8951 2020-10-20 02:53:49,891 - mmaction - INFO - Epoch [121][380/396] lr: 1.647e-01, eta: 1 day, 2:34:57, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7286, loss_cls: 2.1845, loss: 2.1845, grad_norm: 1.6011, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7888, loss/aux0: 1.7888 2020-10-20 02:53:50,819 - mmaction - INFO - Epoch [121][380/396] lr: 1.647e-01, eta: 1 day, 2:35:18, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7286, loss_cls: 2.1845, loss: 2.1845, grad_norm: 1.6057, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7777, loss/aux0: 1.7777 2020-10-20 02:58:10,850 - mmaction - INFO - Epoch [122][20/396] lr: 1.629e-01, eta: 1 day, 2:33:22, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7307, loss_cls: 2.1946, loss: 2.1946, grad_norm: 1.5845, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7675, loss/aux0: 1.7675 2020-10-20 02:58:11,784 - mmaction - INFO - Epoch [122][20/396] lr: 1.629e-01, eta: 1 day, 2:33:43, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7307, loss_cls: 2.1946, loss: 2.1946, grad_norm: 1.5757, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7720, loss/aux0: 1.7720 2020-10-20 02:58:48,131 - mmaction - INFO - Epoch [122][40/396] lr: 1.629e-01, eta: 1 day, 2:32:48, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4664, top5_acc: 0.7245, loss_cls: 2.2118, loss: 2.2118, grad_norm: 1.5838, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8148, loss/aux0: 1.8148 2020-10-20 02:58:49,060 - mmaction - INFO - Epoch [122][40/396] lr: 1.629e-01, eta: 1 day, 2:33:09, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4664, top5_acc: 0.7245, loss_cls: 2.2118, loss: 2.2118, grad_norm: 1.5818, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8155, loss/aux0: 1.8155 2020-10-20 02:59:25,404 - mmaction - INFO - Epoch [122][60/396] lr: 1.629e-01, eta: 1 day, 2:32:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7242, loss_cls: 2.2153, loss: 2.2153, grad_norm: 1.6316, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.7992, loss/aux0: 1.7992 2020-10-20 02:59:26,344 - mmaction - INFO - Epoch [122][60/396] lr: 1.629e-01, eta: 1 day, 2:32:35, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7242, loss_cls: 2.2153, loss: 2.2153, grad_norm: 1.6363, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.7943, loss/aux0: 1.7943 2020-10-20 03:00:02,698 - mmaction - INFO - Epoch [122][80/396] lr: 1.629e-01, eta: 1 day, 2:31:40, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7208, loss_cls: 2.2585, loss: 2.2585, grad_norm: 1.5512, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7757, loss/aux0: 1.7757 2020-10-20 03:00:03,649 - mmaction - INFO - Epoch [122][80/396] lr: 1.629e-01, eta: 1 day, 2:32:01, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7208, loss_cls: 2.2585, loss: 2.2585, grad_norm: 1.5483, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7746, loss/aux0: 1.7746 2020-10-20 03:00:45,612 - mmaction - INFO - Epoch [122][100/396] lr: 1.629e-01, eta: 1 day, 2:31:06, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7279, loss_cls: 2.2261, loss: 2.2261, grad_norm: 1.5560, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8305, loss/aux0: 1.8305 2020-10-20 03:00:46,612 - mmaction - INFO - Epoch [122][100/396] lr: 1.629e-01, eta: 1 day, 2:31:26, time: 0.931, data_time: 0.007, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7279, loss_cls: 2.2261, loss: 2.2261, grad_norm: 1.5643, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8476, loss/aux0: 1.8476 2020-10-20 03:01:23,019 - mmaction - INFO - Epoch [122][120/396] lr: 1.629e-01, eta: 1 day, 2:30:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7289, loss_cls: 2.1977, loss: 2.1977, grad_norm: 1.6020, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8470, loss/aux0: 1.8470 2020-10-20 03:01:23,984 - mmaction - INFO - Epoch [122][120/396] lr: 1.629e-01, eta: 1 day, 2:30:52, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7289, loss_cls: 2.1977, loss: 2.1977, grad_norm: 1.5862, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8131, loss/aux0: 1.8131 2020-10-20 03:02:00,358 - mmaction - INFO - Epoch [122][140/396] lr: 1.629e-01, eta: 1 day, 2:29:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4672, top5_acc: 0.7232, loss_cls: 2.2137, loss: 2.2137, grad_norm: 1.5979, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7649, loss/aux0: 1.7649 2020-10-20 03:02:01,306 - mmaction - INFO - Epoch [122][140/396] lr: 1.629e-01, eta: 1 day, 2:30:19, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4672, top5_acc: 0.7232, loss_cls: 2.2137, loss: 2.2137, grad_norm: 1.5952, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7828, loss/aux0: 1.7828 2020-10-20 03:02:37,734 - mmaction - INFO - Epoch [122][160/396] lr: 1.629e-01, eta: 1 day, 2:29:24, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7391, loss_cls: 2.2234, loss: 2.2234, grad_norm: 1.5929, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.8707, loss/aux0: 1.8707 2020-10-20 03:02:38,677 - mmaction - INFO - Epoch [122][160/396] lr: 1.629e-01, eta: 1 day, 2:29:44, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7391, loss_cls: 2.2234, loss: 2.2234, grad_norm: 1.5903, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8706, loss/aux0: 1.8706 2020-10-20 03:03:15,138 - mmaction - INFO - Epoch [122][180/396] lr: 1.629e-01, eta: 1 day, 2:28:50, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7305, loss_cls: 2.1839, loss: 2.1839, grad_norm: 1.6280, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7950, loss/aux0: 1.7950 2020-10-20 03:03:16,068 - mmaction - INFO - Epoch [122][180/396] lr: 1.629e-01, eta: 1 day, 2:29:10, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7305, loss_cls: 2.1839, loss: 2.1839, grad_norm: 1.6270, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7998, loss/aux0: 1.7998 2020-10-20 03:03:52,455 - mmaction - INFO - Epoch [122][200/396] lr: 1.629e-01, eta: 1 day, 2:28:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7195, loss_cls: 2.2313, loss: 2.2313, grad_norm: 1.5808, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8229, loss/aux0: 1.8229 2020-10-20 03:03:53,400 - mmaction - INFO - Epoch [122][200/396] lr: 1.629e-01, eta: 1 day, 2:28:36, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7195, loss_cls: 2.2313, loss: 2.2313, grad_norm: 1.5845, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8302, loss/aux0: 1.8302 2020-10-20 03:04:29,775 - mmaction - INFO - Epoch [122][220/396] lr: 1.629e-01, eta: 1 day, 2:27:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7331, loss_cls: 2.2119, loss: 2.2119, grad_norm: 1.6279, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8360, loss/aux0: 1.8360 2020-10-20 03:04:30,710 - mmaction - INFO - Epoch [122][220/396] lr: 1.629e-01, eta: 1 day, 2:28:02, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7331, loss_cls: 2.2119, loss: 2.2119, grad_norm: 1.6310, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8296, loss/aux0: 1.8296 2020-10-20 03:05:07,111 - mmaction - INFO - Epoch [122][240/396] lr: 1.629e-01, eta: 1 day, 2:27:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7354, loss_cls: 2.1886, loss: 2.1886, grad_norm: 1.6009, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8139, loss/aux0: 1.8139 2020-10-20 03:05:08,052 - mmaction - INFO - Epoch [122][240/396] lr: 1.629e-01, eta: 1 day, 2:27:28, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7354, loss_cls: 2.1886, loss: 2.1886, grad_norm: 1.5904, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8045, loss/aux0: 1.8045 2020-10-20 03:05:44,410 - mmaction - INFO - Epoch [122][260/396] lr: 1.629e-01, eta: 1 day, 2:26:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7214, loss_cls: 2.2063, loss: 2.2063, grad_norm: 1.6403, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7838, loss/aux0: 1.7838 2020-10-20 03:05:45,330 - mmaction - INFO - Epoch [122][260/396] lr: 1.629e-01, eta: 1 day, 2:26:54, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7214, loss_cls: 2.2063, loss: 2.2063, grad_norm: 1.6361, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7892, loss/aux0: 1.7892 2020-10-20 03:06:21,680 - mmaction - INFO - Epoch [122][280/396] lr: 1.629e-01, eta: 1 day, 2:25:59, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7193, loss_cls: 2.2369, loss: 2.2369, grad_norm: 1.6090, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7933, loss/aux0: 1.7933 2020-10-20 03:06:22,627 - mmaction - INFO - Epoch [122][280/396] lr: 1.629e-01, eta: 1 day, 2:26:20, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7193, loss_cls: 2.2369, loss: 2.2369, grad_norm: 1.6062, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7947, loss/aux0: 1.7947 2020-10-20 03:06:59,010 - mmaction - INFO - Epoch [122][300/396] lr: 1.629e-01, eta: 1 day, 2:25:25, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7247, loss_cls: 2.1929, loss: 2.1929, grad_norm: 1.6095, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8576, loss/aux0: 1.8576 2020-10-20 03:06:59,949 - mmaction - INFO - Epoch [122][300/396] lr: 1.629e-01, eta: 1 day, 2:25:45, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7247, loss_cls: 2.1929, loss: 2.1929, grad_norm: 1.6105, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.8598, loss/aux0: 1.8598 2020-10-20 03:07:36,705 - mmaction - INFO - Epoch [122][320/396] lr: 1.629e-01, eta: 1 day, 2:24:51, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4654, top5_acc: 0.7339, loss_cls: 2.1746, loss: 2.1746, grad_norm: 1.5796, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8269, loss/aux0: 1.8269 2020-10-20 03:07:37,652 - mmaction - INFO - Epoch [122][320/396] lr: 1.629e-01, eta: 1 day, 2:25:11, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4654, top5_acc: 0.7339, loss_cls: 2.1746, loss: 2.1746, grad_norm: 1.5807, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8275, loss/aux0: 1.8275 2020-10-20 03:08:13,901 - mmaction - INFO - Epoch [122][340/396] lr: 1.629e-01, eta: 1 day, 2:24:17, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7201, loss_cls: 2.2242, loss: 2.2242, grad_norm: 1.5511, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8087, loss/aux0: 1.8087 2020-10-20 03:08:14,843 - mmaction - INFO - Epoch [122][340/396] lr: 1.629e-01, eta: 1 day, 2:24:37, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7201, loss_cls: 2.2242, loss: 2.2242, grad_norm: 1.5532, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8043, loss/aux0: 1.8043 2020-10-20 03:08:51,230 - mmaction - INFO - Epoch [122][360/396] lr: 1.629e-01, eta: 1 day, 2:23:42, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7320, loss_cls: 2.1752, loss: 2.1752, grad_norm: 1.5842, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7631, loss/aux0: 1.7631 2020-10-20 03:08:52,179 - mmaction - INFO - Epoch [122][360/396] lr: 1.629e-01, eta: 1 day, 2:24:03, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7320, loss_cls: 2.1752, loss: 2.1752, grad_norm: 1.5824, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7560, loss/aux0: 1.7560 2020-10-20 03:09:28,545 - mmaction - INFO - Epoch [122][380/396] lr: 1.629e-01, eta: 1 day, 2:23:08, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7227, loss_cls: 2.2233, loss: 2.2233, grad_norm: 1.6157, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.7910, loss/aux0: 1.7910 2020-10-20 03:09:29,500 - mmaction - INFO - Epoch [122][380/396] lr: 1.629e-01, eta: 1 day, 2:23:28, time: 0.930, data_time: 0.005, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7227, loss_cls: 2.2233, loss: 2.2233, grad_norm: 1.6207, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8002, loss/aux0: 1.8002 2020-10-20 03:14:06,115 - mmaction - INFO - Epoch [123][20/396] lr: 1.610e-01, eta: 1 day, 2:21:33, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7292, loss_cls: 2.1529, loss: 2.1529, grad_norm: 1.6221, top1_acc/aux0: 0.5452, top5_acc/aux0: 0.7941, loss_cls/aux0: 1.8402, loss/aux0: 1.8402 2020-10-20 03:14:07,073 - mmaction - INFO - Epoch [123][20/396] lr: 1.610e-01, eta: 1 day, 2:21:54, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7292, loss_cls: 2.1529, loss: 2.1529, grad_norm: 1.6230, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8313, loss/aux0: 1.8313 2020-10-20 03:14:43,311 - mmaction - INFO - Epoch [123][40/396] lr: 1.610e-01, eta: 1 day, 2:20:59, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7378, loss_cls: 2.1159, loss: 2.1159, grad_norm: 1.5519, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8250, loss/aux0: 1.8250 2020-10-20 03:14:44,241 - mmaction - INFO - Epoch [123][40/396] lr: 1.610e-01, eta: 1 day, 2:21:20, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7378, loss_cls: 2.1159, loss: 2.1159, grad_norm: 1.5644, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8331, loss/aux0: 1.8331 2020-10-20 03:15:20,609 - mmaction - INFO - Epoch [123][60/396] lr: 1.610e-01, eta: 1 day, 2:20:25, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7292, loss_cls: 2.2120, loss: 2.2120, grad_norm: 1.6090, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8020, loss/aux0: 1.8020 2020-10-20 03:15:21,545 - mmaction - INFO - Epoch [123][60/396] lr: 1.610e-01, eta: 1 day, 2:20:46, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7292, loss_cls: 2.2120, loss: 2.2120, grad_norm: 1.6034, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7993, loss/aux0: 1.7993 2020-10-20 03:15:57,874 - mmaction - INFO - Epoch [123][80/396] lr: 1.610e-01, eta: 1 day, 2:19:51, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7315, loss_cls: 2.1793, loss: 2.1793, grad_norm: 1.5874, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7736, loss/aux0: 1.7736 2020-10-20 03:15:58,851 - mmaction - INFO - Epoch [123][80/396] lr: 1.610e-01, eta: 1 day, 2:20:11, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7315, loss_cls: 2.1793, loss: 2.1793, grad_norm: 1.5871, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7787, loss/aux0: 1.7787 2020-10-20 03:16:34,878 - mmaction - INFO - Epoch [123][100/396] lr: 1.610e-01, eta: 1 day, 2:19:17, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7341, loss_cls: 2.1762, loss: 2.1762, grad_norm: 1.6246, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7888, loss/aux0: 1.7888 2020-10-20 03:16:35,821 - mmaction - INFO - Epoch [123][100/396] lr: 1.610e-01, eta: 1 day, 2:19:37, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7341, loss_cls: 2.1762, loss: 2.1762, grad_norm: 1.6276, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7918, loss/aux0: 1.7918 2020-10-20 03:17:11,926 - mmaction - INFO - Epoch [123][120/396] lr: 1.610e-01, eta: 1 day, 2:18:42, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4617, top5_acc: 0.7320, loss_cls: 2.1946, loss: 2.1946, grad_norm: 1.6170, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8288, loss/aux0: 1.8288 2020-10-20 03:17:12,854 - mmaction - INFO - Epoch [123][120/396] lr: 1.610e-01, eta: 1 day, 2:19:02, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4617, top5_acc: 0.7320, loss_cls: 2.1946, loss: 2.1946, grad_norm: 1.5948, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8039, loss/aux0: 1.8039 2020-10-20 03:17:48,903 - mmaction - INFO - Epoch [123][140/396] lr: 1.610e-01, eta: 1 day, 2:18:08, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7346, loss_cls: 2.1830, loss: 2.1830, grad_norm: 1.5722, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8410, loss/aux0: 1.8410 2020-10-20 03:17:49,893 - mmaction - INFO - Epoch [123][140/396] lr: 1.610e-01, eta: 1 day, 2:18:28, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7346, loss_cls: 2.1830, loss: 2.1830, grad_norm: 1.5738, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8603, loss/aux0: 1.8603 2020-10-20 03:18:26,322 - mmaction - INFO - Epoch [123][160/396] lr: 1.610e-01, eta: 1 day, 2:17:33, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4690, top5_acc: 0.7258, loss_cls: 2.1918, loss: 2.1918, grad_norm: 1.6149, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7888, loss/aux0: 1.7888 2020-10-20 03:18:27,262 - mmaction - INFO - Epoch [123][160/396] lr: 1.610e-01, eta: 1 day, 2:17:54, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4690, top5_acc: 0.7258, loss_cls: 2.1918, loss: 2.1918, grad_norm: 1.6006, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7877, loss/aux0: 1.7877 2020-10-20 03:19:03,859 - mmaction - INFO - Epoch [123][180/396] lr: 1.610e-01, eta: 1 day, 2:16:59, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7279, loss_cls: 2.2265, loss: 2.2265, grad_norm: 1.6138, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7816, loss/aux0: 1.7816 2020-10-20 03:19:04,821 - mmaction - INFO - Epoch [123][180/396] lr: 1.610e-01, eta: 1 day, 2:17:20, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7279, loss_cls: 2.2265, loss: 2.2265, grad_norm: 1.6200, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7846, loss/aux0: 1.7846 2020-10-20 03:19:41,265 - mmaction - INFO - Epoch [123][200/396] lr: 1.610e-01, eta: 1 day, 2:16:25, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7305, loss_cls: 2.2197, loss: 2.2197, grad_norm: 1.6194, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7641, loss/aux0: 1.7641 2020-10-20 03:19:42,191 - mmaction - INFO - Epoch [123][200/396] lr: 1.610e-01, eta: 1 day, 2:16:46, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7305, loss_cls: 2.2197, loss: 2.2197, grad_norm: 1.6243, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7587, loss/aux0: 1.7587 2020-10-20 03:20:18,567 - mmaction - INFO - Epoch [123][220/396] lr: 1.610e-01, eta: 1 day, 2:15:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7214, loss_cls: 2.2282, loss: 2.2282, grad_norm: 1.6326, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7959, loss/aux0: 1.7959 2020-10-20 03:20:19,519 - mmaction - INFO - Epoch [123][220/396] lr: 1.610e-01, eta: 1 day, 2:16:12, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7214, loss_cls: 2.2282, loss: 2.2282, grad_norm: 1.6356, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8008, loss/aux0: 1.8008 2020-10-20 03:20:55,903 - mmaction - INFO - Epoch [123][240/396] lr: 1.610e-01, eta: 1 day, 2:15:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7336, loss_cls: 2.1792, loss: 2.1792, grad_norm: 1.5838, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8009, loss/aux0: 1.8009 2020-10-20 03:20:56,845 - mmaction - INFO - Epoch [123][240/396] lr: 1.610e-01, eta: 1 day, 2:15:38, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7336, loss_cls: 2.1792, loss: 2.1792, grad_norm: 1.5832, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7955, loss/aux0: 1.7955 2020-10-20 03:21:33,259 - mmaction - INFO - Epoch [123][260/396] lr: 1.610e-01, eta: 1 day, 2:14:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7255, loss_cls: 2.1836, loss: 2.1836, grad_norm: 1.5832, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7774, loss/aux0: 1.7774 2020-10-20 03:21:34,190 - mmaction - INFO - Epoch [123][260/396] lr: 1.610e-01, eta: 1 day, 2:15:04, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7255, loss_cls: 2.1836, loss: 2.1836, grad_norm: 1.5741, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7720, loss/aux0: 1.7720 2020-10-20 03:22:10,476 - mmaction - INFO - Epoch [123][280/396] lr: 1.610e-01, eta: 1 day, 2:14:09, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7198, loss_cls: 2.2315, loss: 2.2315, grad_norm: 1.5908, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7881, loss/aux0: 1.7881 2020-10-20 03:22:11,428 - mmaction - INFO - Epoch [123][280/396] lr: 1.610e-01, eta: 1 day, 2:14:29, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7198, loss_cls: 2.2315, loss: 2.2315, grad_norm: 1.5943, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.8026, loss/aux0: 1.8026 2020-10-20 03:22:47,858 - mmaction - INFO - Epoch [123][300/396] lr: 1.610e-01, eta: 1 day, 2:13:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7292, loss_cls: 2.1788, loss: 2.1788, grad_norm: 1.6226, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.8033, loss/aux0: 1.8033 2020-10-20 03:22:48,799 - mmaction - INFO - Epoch [123][300/396] lr: 1.610e-01, eta: 1 day, 2:13:55, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7292, loss_cls: 2.1788, loss: 2.1788, grad_norm: 1.6215, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.8115, loss/aux0: 1.8115 2020-10-20 03:23:25,195 - mmaction - INFO - Epoch [123][320/396] lr: 1.610e-01, eta: 1 day, 2:13:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7307, loss_cls: 2.2436, loss: 2.2436, grad_norm: 1.6183, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8173, loss/aux0: 1.8173 2020-10-20 03:23:26,114 - mmaction - INFO - Epoch [123][320/396] lr: 1.610e-01, eta: 1 day, 2:13:21, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7307, loss_cls: 2.2436, loss: 2.2436, grad_norm: 1.6240, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.7992, loss/aux0: 1.7992 2020-10-20 03:24:02,550 - mmaction - INFO - Epoch [123][340/396] lr: 1.610e-01, eta: 1 day, 2:12:27, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4664, top5_acc: 0.7260, loss_cls: 2.2183, loss: 2.2183, grad_norm: 1.5801, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7379, loss/aux0: 1.7379 2020-10-20 03:24:03,502 - mmaction - INFO - Epoch [123][340/396] lr: 1.610e-01, eta: 1 day, 2:12:47, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4664, top5_acc: 0.7260, loss_cls: 2.2183, loss: 2.2183, grad_norm: 1.5859, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7321, loss/aux0: 1.7321 2020-10-20 03:24:39,967 - mmaction - INFO - Epoch [123][360/396] lr: 1.610e-01, eta: 1 day, 2:11:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7263, loss_cls: 2.1816, loss: 2.1816, grad_norm: 1.5730, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7925, loss/aux0: 1.7925 2020-10-20 03:24:40,889 - mmaction - INFO - Epoch [123][360/396] lr: 1.610e-01, eta: 1 day, 2:12:13, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7263, loss_cls: 2.1816, loss: 2.1816, grad_norm: 1.5700, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7950, loss/aux0: 1.7950 2020-10-20 03:25:17,482 - mmaction - INFO - Epoch [123][380/396] lr: 1.610e-01, eta: 1 day, 2:11:19, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7284, loss_cls: 2.2101, loss: 2.2101, grad_norm: 1.6114, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7722, loss/aux0: 1.7722 2020-10-20 03:25:18,419 - mmaction - INFO - Epoch [123][380/396] lr: 1.610e-01, eta: 1 day, 2:11:39, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7284, loss_cls: 2.2101, loss: 2.2101, grad_norm: 1.6162, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7773, loss/aux0: 1.7773 2020-10-20 03:29:58,911 - mmaction - INFO - Epoch [124][20/396] lr: 1.592e-01, eta: 1 day, 2:09:45, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7333, loss_cls: 2.1702, loss: 2.1702, grad_norm: 1.6290, top1_acc/aux0: 0.5532, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.8109, loss/aux0: 1.8109 2020-10-20 03:29:59,847 - mmaction - INFO - Epoch [124][20/396] lr: 1.592e-01, eta: 1 day, 2:10:04, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7333, loss_cls: 2.1702, loss: 2.1702, grad_norm: 1.6274, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.8050, loss/aux0: 1.8050 2020-10-20 03:30:36,087 - mmaction - INFO - Epoch [124][40/396] lr: 1.592e-01, eta: 1 day, 2:09:10, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7216, loss_cls: 2.2028, loss: 2.2028, grad_norm: 1.6005, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8600, loss/aux0: 1.8600 2020-10-20 03:30:37,015 - mmaction - INFO - Epoch [124][40/396] lr: 1.592e-01, eta: 1 day, 2:09:30, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7216, loss_cls: 2.2028, loss: 2.2028, grad_norm: 1.5964, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8660, loss/aux0: 1.8660 2020-10-20 03:31:13,322 - mmaction - INFO - Epoch [124][60/396] lr: 1.592e-01, eta: 1 day, 2:08:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7464, loss_cls: 2.1160, loss: 2.1160, grad_norm: 1.6123, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7685, loss/aux0: 1.7685 2020-10-20 03:31:14,257 - mmaction - INFO - Epoch [124][60/396] lr: 1.592e-01, eta: 1 day, 2:08:56, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7464, loss_cls: 2.1160, loss: 2.1160, grad_norm: 1.6154, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7681, loss/aux0: 1.7681 2020-10-20 03:31:50,364 - mmaction - INFO - Epoch [124][80/396] lr: 1.592e-01, eta: 1 day, 2:08:02, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7393, loss_cls: 2.1514, loss: 2.1514, grad_norm: 1.5994, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7873, loss/aux0: 1.7873 2020-10-20 03:31:51,333 - mmaction - INFO - Epoch [124][80/396] lr: 1.592e-01, eta: 1 day, 2:08:22, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7393, loss_cls: 2.1514, loss: 2.1514, grad_norm: 1.5918, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7911, loss/aux0: 1.7911 2020-10-20 03:32:27,817 - mmaction - INFO - Epoch [124][100/396] lr: 1.592e-01, eta: 1 day, 2:07:28, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7281, loss_cls: 2.1827, loss: 2.1827, grad_norm: 1.6332, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8159, loss/aux0: 1.8159 2020-10-20 03:32:28,742 - mmaction - INFO - Epoch [124][100/396] lr: 1.592e-01, eta: 1 day, 2:07:48, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7281, loss_cls: 2.1827, loss: 2.1827, grad_norm: 1.6296, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8170, loss/aux0: 1.8170 2020-10-20 03:33:05,009 - mmaction - INFO - Epoch [124][120/396] lr: 1.592e-01, eta: 1 day, 2:06:53, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4690, top5_acc: 0.7328, loss_cls: 2.1857, loss: 2.1857, grad_norm: 1.6120, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7440, loss/aux0: 1.7440 2020-10-20 03:33:05,939 - mmaction - INFO - Epoch [124][120/396] lr: 1.592e-01, eta: 1 day, 2:07:13, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4690, top5_acc: 0.7328, loss_cls: 2.1857, loss: 2.1857, grad_norm: 1.6195, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7447, loss/aux0: 1.7447 2020-10-20 03:33:42,217 - mmaction - INFO - Epoch [124][140/396] lr: 1.592e-01, eta: 1 day, 2:06:19, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7284, loss_cls: 2.2204, loss: 2.2204, grad_norm: 1.5557, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8399, loss/aux0: 1.8399 2020-10-20 03:33:43,148 - mmaction - INFO - Epoch [124][140/396] lr: 1.592e-01, eta: 1 day, 2:06:39, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7284, loss_cls: 2.2204, loss: 2.2204, grad_norm: 1.5581, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8248, loss/aux0: 1.8248 2020-10-20 03:34:19,514 - mmaction - INFO - Epoch [124][160/396] lr: 1.592e-01, eta: 1 day, 2:05:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7312, loss_cls: 2.1786, loss: 2.1786, grad_norm: 1.6088, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7697, loss/aux0: 1.7697 2020-10-20 03:34:20,441 - mmaction - INFO - Epoch [124][160/396] lr: 1.592e-01, eta: 1 day, 2:06:05, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7312, loss_cls: 2.1786, loss: 2.1786, grad_norm: 1.6101, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7922, loss/aux0: 1.7922 2020-10-20 03:34:56,737 - mmaction - INFO - Epoch [124][180/396] lr: 1.592e-01, eta: 1 day, 2:05:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4711, top5_acc: 0.7182, loss_cls: 2.2137, loss: 2.2137, grad_norm: 1.6548, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8237, loss/aux0: 1.8237 2020-10-20 03:34:57,681 - mmaction - INFO - Epoch [124][180/396] lr: 1.592e-01, eta: 1 day, 2:05:31, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4711, top5_acc: 0.7182, loss_cls: 2.2137, loss: 2.2137, grad_norm: 1.6511, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8104, loss/aux0: 1.8104 2020-10-20 03:35:33,984 - mmaction - INFO - Epoch [124][200/396] lr: 1.592e-01, eta: 1 day, 2:04:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7203, loss_cls: 2.2299, loss: 2.2299, grad_norm: 1.5860, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8213, loss/aux0: 1.8213 2020-10-20 03:35:34,921 - mmaction - INFO - Epoch [124][200/396] lr: 1.592e-01, eta: 1 day, 2:04:56, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7203, loss_cls: 2.2299, loss: 2.2299, grad_norm: 1.5917, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8146, loss/aux0: 1.8146 2020-10-20 03:36:11,212 - mmaction - INFO - Epoch [124][220/396] lr: 1.592e-01, eta: 1 day, 2:04:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7315, loss_cls: 2.2006, loss: 2.2006, grad_norm: 1.6063, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8327, loss/aux0: 1.8327 2020-10-20 03:36:12,141 - mmaction - INFO - Epoch [124][220/396] lr: 1.592e-01, eta: 1 day, 2:04:22, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7315, loss_cls: 2.2006, loss: 2.2006, grad_norm: 1.6121, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8488, loss/aux0: 1.8488 2020-10-20 03:36:48,488 - mmaction - INFO - Epoch [124][240/396] lr: 1.592e-01, eta: 1 day, 2:03:28, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7331, loss_cls: 2.1546, loss: 2.1546, grad_norm: 1.5818, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7831, loss/aux0: 1.7831 2020-10-20 03:36:49,455 - mmaction - INFO - Epoch [124][240/396] lr: 1.592e-01, eta: 1 day, 2:03:48, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7331, loss_cls: 2.1546, loss: 2.1546, grad_norm: 1.5839, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7753, loss/aux0: 1.7753 2020-10-20 03:37:25,769 - mmaction - INFO - Epoch [124][260/396] lr: 1.592e-01, eta: 1 day, 2:02:54, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7302, loss_cls: 2.1976, loss: 2.1976, grad_norm: 1.6201, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8259, loss/aux0: 1.8259 2020-10-20 03:37:26,736 - mmaction - INFO - Epoch [124][260/396] lr: 1.592e-01, eta: 1 day, 2:03:14, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7302, loss_cls: 2.1976, loss: 2.1976, grad_norm: 1.6243, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8189, loss/aux0: 1.8189 2020-10-20 03:38:02,927 - mmaction - INFO - Epoch [124][280/396] lr: 1.592e-01, eta: 1 day, 2:02:20, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7276, loss_cls: 2.1818, loss: 2.1818, grad_norm: 1.5853, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7525, loss/aux0: 1.7525 2020-10-20 03:38:03,866 - mmaction - INFO - Epoch [124][280/396] lr: 1.592e-01, eta: 1 day, 2:02:39, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7276, loss_cls: 2.1818, loss: 2.1818, grad_norm: 1.5845, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7499, loss/aux0: 1.7499 2020-10-20 03:38:40,309 - mmaction - INFO - Epoch [124][300/396] lr: 1.592e-01, eta: 1 day, 2:01:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7174, loss_cls: 2.2452, loss: 2.2452, grad_norm: 1.5889, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8404, loss/aux0: 1.8404 2020-10-20 03:38:41,241 - mmaction - INFO - Epoch [124][300/396] lr: 1.592e-01, eta: 1 day, 2:02:05, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7174, loss_cls: 2.2452, loss: 2.2452, grad_norm: 1.5835, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8450, loss/aux0: 1.8450 2020-10-20 03:39:17,475 - mmaction - INFO - Epoch [124][320/396] lr: 1.592e-01, eta: 1 day, 2:01:11, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7237, loss_cls: 2.2322, loss: 2.2322, grad_norm: 1.6011, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.7887, loss/aux0: 1.7887 2020-10-20 03:39:18,406 - mmaction - INFO - Epoch [124][320/396] lr: 1.592e-01, eta: 1 day, 2:01:31, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7237, loss_cls: 2.2322, loss: 2.2322, grad_norm: 1.5953, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.7865, loss/aux0: 1.7865 2020-10-20 03:39:55,022 - mmaction - INFO - Epoch [124][340/396] lr: 1.592e-01, eta: 1 day, 2:00:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7409, loss_cls: 2.1520, loss: 2.1520, grad_norm: 1.6458, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7439, loss/aux0: 1.7439 2020-10-20 03:39:55,961 - mmaction - INFO - Epoch [124][340/396] lr: 1.592e-01, eta: 1 day, 2:00:57, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7409, loss_cls: 2.1520, loss: 2.1520, grad_norm: 1.6385, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7504, loss/aux0: 1.7504 2020-10-20 03:40:32,377 - mmaction - INFO - Epoch [124][360/396] lr: 1.592e-01, eta: 1 day, 2:00:03, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7240, loss_cls: 2.1920, loss: 2.1920, grad_norm: 1.6546, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8257, loss/aux0: 1.8257 2020-10-20 03:40:33,333 - mmaction - INFO - Epoch [124][360/396] lr: 1.592e-01, eta: 1 day, 2:00:23, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7240, loss_cls: 2.1920, loss: 2.1920, grad_norm: 1.6501, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8244, loss/aux0: 1.8244 2020-10-20 03:41:09,766 - mmaction - INFO - Epoch [124][380/396] lr: 1.592e-01, eta: 1 day, 1:59:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7141, loss_cls: 2.2346, loss: 2.2346, grad_norm: 1.6722, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7886, loss/aux0: 1.7886 2020-10-20 03:41:10,701 - mmaction - INFO - Epoch [124][380/396] lr: 1.592e-01, eta: 1 day, 1:59:49, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7141, loss_cls: 2.2346, loss: 2.2346, grad_norm: 1.6813, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.8021, loss/aux0: 1.8021 2020-10-20 03:45:55,287 - mmaction - INFO - Epoch [125][20/396] lr: 1.574e-01, eta: 1 day, 1:57:56, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7237, loss_cls: 2.2316, loss: 2.2316, grad_norm: 1.6581, top1_acc/aux0: 0.5652, top5_acc/aux0: 0.8098, loss_cls/aux0: 1.7562, loss/aux0: 1.7562 2020-10-20 03:45:56,229 - mmaction - INFO - Epoch [125][20/396] lr: 1.574e-01, eta: 1 day, 1:58:16, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7237, loss_cls: 2.2316, loss: 2.2316, grad_norm: 1.6632, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7672, loss/aux0: 1.7672 2020-10-20 03:46:32,256 - mmaction - INFO - Epoch [125][40/396] lr: 1.574e-01, eta: 1 day, 1:57:22, time: 0.925, data_time: 0.001, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7424, loss_cls: 2.1516, loss: 2.1516, grad_norm: 1.6025, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8140, loss/aux0: 1.8140 2020-10-20 03:46:33,190 - mmaction - INFO - Epoch [125][40/396] lr: 1.574e-01, eta: 1 day, 1:57:41, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7424, loss_cls: 2.1516, loss: 2.1516, grad_norm: 1.6118, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8114, loss/aux0: 1.8114 2020-10-20 03:47:09,321 - mmaction - INFO - Epoch [125][60/396] lr: 1.574e-01, eta: 1 day, 1:56:47, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7273, loss_cls: 2.1874, loss: 2.1874, grad_norm: 1.6175, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8210, loss/aux0: 1.8210 2020-10-20 03:47:10,252 - mmaction - INFO - Epoch [125][60/396] lr: 1.574e-01, eta: 1 day, 1:57:07, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7273, loss_cls: 2.1874, loss: 2.1874, grad_norm: 1.6188, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8035, loss/aux0: 1.8035 2020-10-20 03:47:46,577 - mmaction - INFO - Epoch [125][80/396] lr: 1.574e-01, eta: 1 day, 1:56:13, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7276, loss_cls: 2.1646, loss: 2.1646, grad_norm: 1.6199, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7925, loss/aux0: 1.7925 2020-10-20 03:47:47,524 - mmaction - INFO - Epoch [125][80/396] lr: 1.574e-01, eta: 1 day, 1:56:33, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7276, loss_cls: 2.1646, loss: 2.1646, grad_norm: 1.6178, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7973, loss/aux0: 1.7973 2020-10-20 03:48:23,729 - mmaction - INFO - Epoch [125][100/396] lr: 1.574e-01, eta: 1 day, 1:55:39, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4680, top5_acc: 0.7177, loss_cls: 2.2265, loss: 2.2265, grad_norm: 1.5796, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7302, loss/aux0: 1.7302 2020-10-20 03:48:24,663 - mmaction - INFO - Epoch [125][100/396] lr: 1.574e-01, eta: 1 day, 1:55:58, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4680, top5_acc: 0.7177, loss_cls: 2.2265, loss: 2.2265, grad_norm: 1.5830, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7368, loss/aux0: 1.7368 2020-10-20 03:49:00,864 - mmaction - INFO - Epoch [125][120/396] lr: 1.574e-01, eta: 1 day, 1:55:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7240, loss_cls: 2.2121, loss: 2.2121, grad_norm: 1.6253, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.7725, loss/aux0: 1.7725 2020-10-20 03:49:01,798 - mmaction - INFO - Epoch [125][120/396] lr: 1.574e-01, eta: 1 day, 1:55:24, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7240, loss_cls: 2.2121, loss: 2.2121, grad_norm: 1.6244, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.7706, loss/aux0: 1.7706 2020-10-20 03:49:38,191 - mmaction - INFO - Epoch [125][140/396] lr: 1.574e-01, eta: 1 day, 1:54:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7232, loss_cls: 2.2114, loss: 2.2114, grad_norm: 1.5935, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.7562, loss/aux0: 1.7562 2020-10-20 03:49:39,188 - mmaction - INFO - Epoch [125][140/396] lr: 1.574e-01, eta: 1 day, 1:54:50, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7232, loss_cls: 2.2114, loss: 2.2114, grad_norm: 1.5976, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7684, loss/aux0: 1.7684 2020-10-20 03:50:15,373 - mmaction - INFO - Epoch [125][160/396] lr: 1.574e-01, eta: 1 day, 1:53:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7312, loss_cls: 2.1756, loss: 2.1756, grad_norm: 1.6154, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7745, loss/aux0: 1.7745 2020-10-20 03:50:16,310 - mmaction - INFO - Epoch [125][160/396] lr: 1.574e-01, eta: 1 day, 1:54:16, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7312, loss_cls: 2.1756, loss: 2.1756, grad_norm: 1.6159, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7560, loss/aux0: 1.7560 2020-10-20 03:50:52,842 - mmaction - INFO - Epoch [125][180/396] lr: 1.574e-01, eta: 1 day, 1:53:22, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4794, top5_acc: 0.7245, loss_cls: 2.1657, loss: 2.1657, grad_norm: 1.6244, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.7955, loss/aux0: 1.7955 2020-10-20 03:50:53,779 - mmaction - INFO - Epoch [125][180/396] lr: 1.574e-01, eta: 1 day, 1:53:42, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4794, top5_acc: 0.7245, loss_cls: 2.1657, loss: 2.1657, grad_norm: 1.6244, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8008, loss/aux0: 1.8008 2020-10-20 03:51:29,844 - mmaction - INFO - Epoch [125][200/396] lr: 1.574e-01, eta: 1 day, 1:52:48, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7260, loss_cls: 2.1963, loss: 2.1963, grad_norm: 1.6380, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7485, loss/aux0: 1.7485 2020-10-20 03:51:30,792 - mmaction - INFO - Epoch [125][200/396] lr: 1.574e-01, eta: 1 day, 1:53:07, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7260, loss_cls: 2.1963, loss: 2.1963, grad_norm: 1.6367, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7367, loss/aux0: 1.7367 2020-10-20 03:52:07,307 - mmaction - INFO - Epoch [125][220/396] lr: 1.574e-01, eta: 1 day, 1:52:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4617, top5_acc: 0.7227, loss_cls: 2.2300, loss: 2.2300, grad_norm: 1.6209, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7230, loss/aux0: 1.7230 2020-10-20 03:52:08,233 - mmaction - INFO - Epoch [125][220/396] lr: 1.574e-01, eta: 1 day, 1:52:33, time: 0.946, data_time: 0.007, memory: 8466, top1_acc: 0.4617, top5_acc: 0.7227, loss_cls: 2.2300, loss: 2.2300, grad_norm: 1.6226, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7354, loss/aux0: 1.7354 2020-10-20 03:52:44,429 - mmaction - INFO - Epoch [125][240/396] lr: 1.574e-01, eta: 1 day, 1:51:39, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7161, loss_cls: 2.2251, loss: 2.2251, grad_norm: 1.5999, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.8086, loss/aux0: 1.8086 2020-10-20 03:52:45,375 - mmaction - INFO - Epoch [125][240/396] lr: 1.574e-01, eta: 1 day, 1:51:59, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7161, loss_cls: 2.2251, loss: 2.2251, grad_norm: 1.5959, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.8018, loss/aux0: 1.8018 2020-10-20 03:53:22,107 - mmaction - INFO - Epoch [125][260/396] lr: 1.574e-01, eta: 1 day, 1:51:05, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7419, loss_cls: 2.1378, loss: 2.1378, grad_norm: 1.6170, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.7960, loss/aux0: 1.7960 2020-10-20 03:53:23,052 - mmaction - INFO - Epoch [125][260/396] lr: 1.574e-01, eta: 1 day, 1:51:25, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7419, loss_cls: 2.1378, loss: 2.1378, grad_norm: 1.6120, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.7983, loss/aux0: 1.7983 2020-10-20 03:53:59,067 - mmaction - INFO - Epoch [125][280/396] lr: 1.574e-01, eta: 1 day, 1:50:31, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7240, loss_cls: 2.2255, loss: 2.2255, grad_norm: 1.5587, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7959, loss/aux0: 1.7959 2020-10-20 03:53:59,998 - mmaction - INFO - Epoch [125][280/396] lr: 1.574e-01, eta: 1 day, 1:50:50, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7240, loss_cls: 2.2255, loss: 2.2255, grad_norm: 1.5570, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7912, loss/aux0: 1.7912 2020-10-20 03:54:36,250 - mmaction - INFO - Epoch [125][300/396] lr: 1.574e-01, eta: 1 day, 1:49:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7432, loss_cls: 2.1362, loss: 2.1362, grad_norm: 1.6155, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7225, loss/aux0: 1.7225 2020-10-20 03:54:37,189 - mmaction - INFO - Epoch [125][300/396] lr: 1.574e-01, eta: 1 day, 1:50:16, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7432, loss_cls: 2.1362, loss: 2.1362, grad_norm: 1.6150, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7386, loss/aux0: 1.7386 2020-10-20 03:55:13,588 - mmaction - INFO - Epoch [125][320/396] lr: 1.574e-01, eta: 1 day, 1:49:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7253, loss_cls: 2.1961, loss: 2.1961, grad_norm: 1.5839, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7512, loss/aux0: 1.7512 2020-10-20 03:55:14,516 - mmaction - INFO - Epoch [125][320/396] lr: 1.574e-01, eta: 1 day, 1:49:42, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7253, loss_cls: 2.1961, loss: 2.1961, grad_norm: 1.5863, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7425, loss/aux0: 1.7425 2020-10-20 03:55:50,755 - mmaction - INFO - Epoch [125][340/396] lr: 1.574e-01, eta: 1 day, 1:48:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7195, loss_cls: 2.2015, loss: 2.2015, grad_norm: 1.5932, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8354, loss/aux0: 1.8354 2020-10-20 03:55:51,734 - mmaction - INFO - Epoch [125][340/396] lr: 1.574e-01, eta: 1 day, 1:49:08, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7195, loss_cls: 2.2015, loss: 2.2015, grad_norm: 1.5828, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8437, loss/aux0: 1.8437 2020-10-20 03:56:28,081 - mmaction - INFO - Epoch [125][360/396] lr: 1.574e-01, eta: 1 day, 1:48:14, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4763, top5_acc: 0.7289, loss_cls: 2.1907, loss: 2.1907, grad_norm: 1.6059, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8186, loss/aux0: 1.8186 2020-10-20 03:56:29,014 - mmaction - INFO - Epoch [125][360/396] lr: 1.574e-01, eta: 1 day, 1:48:33, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4763, top5_acc: 0.7289, loss_cls: 2.1907, loss: 2.1907, grad_norm: 1.6021, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8141, loss/aux0: 1.8141 2020-10-20 03:57:05,393 - mmaction - INFO - Epoch [125][380/396] lr: 1.574e-01, eta: 1 day, 1:47:40, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7346, loss_cls: 2.1459, loss: 2.1459, grad_norm: 1.6174, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7789, loss/aux0: 1.7789 2020-10-20 03:57:06,333 - mmaction - INFO - Epoch [125][380/396] lr: 1.574e-01, eta: 1 day, 1:47:59, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7346, loss_cls: 2.1459, loss: 2.1459, grad_norm: 1.6131, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7840, loss/aux0: 1.7840 2020-10-20 04:01:27,146 - mmaction - INFO - Epoch [126][20/396] lr: 1.555e-01, eta: 1 day, 1:46:07, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7430, loss_cls: 2.1038, loss: 2.1038, grad_norm: 1.5962, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8048, loss_cls/aux0: 1.7595, loss/aux0: 1.7595 2020-10-20 04:01:28,073 - mmaction - INFO - Epoch [126][20/396] lr: 1.555e-01, eta: 1 day, 1:46:26, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7430, loss_cls: 2.1038, loss: 2.1038, grad_norm: 1.5971, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7561, loss/aux0: 1.7561 2020-10-20 04:02:04,089 - mmaction - INFO - Epoch [126][40/396] lr: 1.555e-01, eta: 1 day, 1:45:32, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7393, loss_cls: 2.1350, loss: 2.1350, grad_norm: 1.6613, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7787, loss/aux0: 1.7787 2020-10-20 04:02:05,013 - mmaction - INFO - Epoch [126][40/396] lr: 1.555e-01, eta: 1 day, 1:45:51, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7393, loss_cls: 2.1350, loss: 2.1350, grad_norm: 1.6603, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7705, loss/aux0: 1.7705 2020-10-20 04:02:41,460 - mmaction - INFO - Epoch [126][60/396] lr: 1.555e-01, eta: 1 day, 1:44:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7380, loss_cls: 2.1431, loss: 2.1431, grad_norm: 1.6359, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.7788, loss/aux0: 1.7788 2020-10-20 04:02:42,398 - mmaction - INFO - Epoch [126][60/396] lr: 1.555e-01, eta: 1 day, 1:45:17, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7380, loss_cls: 2.1431, loss: 2.1431, grad_norm: 1.6440, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.7978, loss/aux0: 1.7978 2020-10-20 04:03:19,471 - mmaction - INFO - Epoch [126][80/396] lr: 1.555e-01, eta: 1 day, 1:44:23, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7286, loss_cls: 2.2354, loss: 2.2354, grad_norm: 1.6034, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8057, loss/aux0: 1.8057 2020-10-20 04:03:20,478 - mmaction - INFO - Epoch [126][80/396] lr: 1.555e-01, eta: 1 day, 1:44:43, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7286, loss_cls: 2.2354, loss: 2.2354, grad_norm: 1.6016, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7913, loss/aux0: 1.7913 2020-10-20 04:03:56,998 - mmaction - INFO - Epoch [126][100/396] lr: 1.555e-01, eta: 1 day, 1:43:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7396, loss_cls: 2.1422, loss: 2.1422, grad_norm: 1.6110, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7748, loss/aux0: 1.7748 2020-10-20 04:03:57,931 - mmaction - INFO - Epoch [126][100/396] lr: 1.555e-01, eta: 1 day, 1:44:09, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7396, loss_cls: 2.1422, loss: 2.1422, grad_norm: 1.6075, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7786, loss/aux0: 1.7786 2020-10-20 04:04:34,317 - mmaction - INFO - Epoch [126][120/396] lr: 1.555e-01, eta: 1 day, 1:43:15, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7346, loss_cls: 2.1637, loss: 2.1637, grad_norm: 1.6456, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7859, loss/aux0: 1.7859 2020-10-20 04:04:35,258 - mmaction - INFO - Epoch [126][120/396] lr: 1.555e-01, eta: 1 day, 1:43:35, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7346, loss_cls: 2.1637, loss: 2.1637, grad_norm: 1.6478, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7941, loss/aux0: 1.7941 2020-10-20 04:05:11,691 - mmaction - INFO - Epoch [126][140/396] lr: 1.555e-01, eta: 1 day, 1:42:41, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4789, top5_acc: 0.7323, loss_cls: 2.1518, loss: 2.1518, grad_norm: 1.5958, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8193, loss/aux0: 1.8193 2020-10-20 04:05:12,638 - mmaction - INFO - Epoch [126][140/396] lr: 1.555e-01, eta: 1 day, 1:43:00, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.4789, top5_acc: 0.7323, loss_cls: 2.1518, loss: 2.1518, grad_norm: 1.6095, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8248, loss/aux0: 1.8248 2020-10-20 04:05:49,050 - mmaction - INFO - Epoch [126][160/396] lr: 1.555e-01, eta: 1 day, 1:42:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7320, loss_cls: 2.1904, loss: 2.1904, grad_norm: 1.6505, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7965, loss/aux0: 1.7965 2020-10-20 04:05:49,984 - mmaction - INFO - Epoch [126][160/396] lr: 1.555e-01, eta: 1 day, 1:42:26, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7320, loss_cls: 2.1904, loss: 2.1904, grad_norm: 1.6574, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7825, loss/aux0: 1.7825 2020-10-20 04:06:26,436 - mmaction - INFO - Epoch [126][180/396] lr: 1.555e-01, eta: 1 day, 1:41:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7253, loss_cls: 2.1985, loss: 2.1985, grad_norm: 1.6262, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8137, loss/aux0: 1.8137 2020-10-20 04:06:27,379 - mmaction - INFO - Epoch [126][180/396] lr: 1.555e-01, eta: 1 day, 1:41:52, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7253, loss_cls: 2.1985, loss: 2.1985, grad_norm: 1.6191, top1_acc/aux0: 0.5562, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8122, loss/aux0: 1.8122 2020-10-20 04:07:03,702 - mmaction - INFO - Epoch [126][200/396] lr: 1.555e-01, eta: 1 day, 1:40:59, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7247, loss_cls: 2.2122, loss: 2.2122, grad_norm: 1.6408, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7344, loss/aux0: 1.7344 2020-10-20 04:07:04,633 - mmaction - INFO - Epoch [126][200/396] lr: 1.555e-01, eta: 1 day, 1:41:18, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7247, loss_cls: 2.2122, loss: 2.2122, grad_norm: 1.6395, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7340, loss/aux0: 1.7340 2020-10-20 04:07:41,196 - mmaction - INFO - Epoch [126][220/396] lr: 1.555e-01, eta: 1 day, 1:40:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7221, loss_cls: 2.2468, loss: 2.2468, grad_norm: 1.6198, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7954, loss/aux0: 1.7954 2020-10-20 04:07:42,154 - mmaction - INFO - Epoch [126][220/396] lr: 1.555e-01, eta: 1 day, 1:40:44, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7221, loss_cls: 2.2468, loss: 2.2468, grad_norm: 1.6109, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.8081, loss/aux0: 1.8081 2020-10-20 04:08:18,429 - mmaction - INFO - Epoch [126][240/396] lr: 1.555e-01, eta: 1 day, 1:39:51, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7435, loss_cls: 2.1493, loss: 2.1493, grad_norm: 1.6510, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7711, loss/aux0: 1.7711 2020-10-20 04:08:19,354 - mmaction - INFO - Epoch [126][240/396] lr: 1.555e-01, eta: 1 day, 1:40:10, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7435, loss_cls: 2.1493, loss: 2.1493, grad_norm: 1.6434, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7658, loss/aux0: 1.7658 2020-10-20 04:08:55,902 - mmaction - INFO - Epoch [126][260/396] lr: 1.555e-01, eta: 1 day, 1:39:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7315, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.6393, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.7838, loss/aux0: 1.7838 2020-10-20 04:08:56,836 - mmaction - INFO - Epoch [126][260/396] lr: 1.555e-01, eta: 1 day, 1:39:36, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7315, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.6440, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.7995, loss/aux0: 1.7995 2020-10-20 04:09:33,423 - mmaction - INFO - Epoch [126][280/396] lr: 1.555e-01, eta: 1 day, 1:38:42, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7190, loss_cls: 2.2326, loss: 2.2326, grad_norm: 1.6392, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8663, loss/aux0: 1.8663 2020-10-20 04:09:34,406 - mmaction - INFO - Epoch [126][280/396] lr: 1.555e-01, eta: 1 day, 1:39:01, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7190, loss_cls: 2.2326, loss: 2.2326, grad_norm: 1.6369, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8337, loss/aux0: 1.8337 2020-10-20 04:10:10,800 - mmaction - INFO - Epoch [126][300/396] lr: 1.555e-01, eta: 1 day, 1:38:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7271, loss_cls: 2.2223, loss: 2.2223, grad_norm: 1.6196, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7624, loss/aux0: 1.7624 2020-10-20 04:10:11,755 - mmaction - INFO - Epoch [126][300/396] lr: 1.555e-01, eta: 1 day, 1:38:27, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7271, loss_cls: 2.2223, loss: 2.2223, grad_norm: 1.6265, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7810, loss/aux0: 1.7810 2020-10-20 04:10:48,047 - mmaction - INFO - Epoch [126][320/396] lr: 1.555e-01, eta: 1 day, 1:37:34, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7354, loss_cls: 2.1312, loss: 2.1312, grad_norm: 1.5956, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7578, loss/aux0: 1.7578 2020-10-20 04:10:48,982 - mmaction - INFO - Epoch [126][320/396] lr: 1.555e-01, eta: 1 day, 1:37:53, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7354, loss_cls: 2.1312, loss: 2.1312, grad_norm: 1.5910, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7475, loss/aux0: 1.7475 2020-10-20 04:11:25,231 - mmaction - INFO - Epoch [126][340/396] lr: 1.555e-01, eta: 1 day, 1:36:59, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7240, loss_cls: 2.2284, loss: 2.2284, grad_norm: 1.6362, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7780, loss/aux0: 1.7780 2020-10-20 04:11:26,196 - mmaction - INFO - Epoch [126][340/396] lr: 1.555e-01, eta: 1 day, 1:37:19, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7240, loss_cls: 2.2284, loss: 2.2284, grad_norm: 1.6371, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7888, loss/aux0: 1.7888 2020-10-20 04:12:02,526 - mmaction - INFO - Epoch [126][360/396] lr: 1.555e-01, eta: 1 day, 1:36:25, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7336, loss_cls: 2.1727, loss: 2.1727, grad_norm: 1.6162, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7779, loss/aux0: 1.7779 2020-10-20 04:12:03,453 - mmaction - INFO - Epoch [126][360/396] lr: 1.555e-01, eta: 1 day, 1:36:44, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7336, loss_cls: 2.1727, loss: 2.1727, grad_norm: 1.6115, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7804, loss/aux0: 1.7804 2020-10-20 04:12:40,070 - mmaction - INFO - Epoch [126][380/396] lr: 1.555e-01, eta: 1 day, 1:35:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4711, top5_acc: 0.7234, loss_cls: 2.2289, loss: 2.2289, grad_norm: 1.6346, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8045, loss/aux0: 1.8045 2020-10-20 04:12:41,004 - mmaction - INFO - Epoch [126][380/396] lr: 1.555e-01, eta: 1 day, 1:36:10, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4711, top5_acc: 0.7234, loss_cls: 2.2289, loss: 2.2289, grad_norm: 1.6307, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8068, loss/aux0: 1.8068 2020-10-20 04:17:00,823 - mmaction - INFO - Epoch [127][20/396] lr: 1.537e-01, eta: 1 day, 1:34:19, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7294, loss_cls: 2.1880, loss: 2.1880, grad_norm: 1.6365, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7898, loss/aux0: 1.7898 2020-10-20 04:17:01,764 - mmaction - INFO - Epoch [127][20/396] lr: 1.537e-01, eta: 1 day, 1:34:38, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7294, loss_cls: 2.1880, loss: 2.1880, grad_norm: 1.6283, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7851, loss/aux0: 1.7851 2020-10-20 04:17:37,783 - mmaction - INFO - Epoch [127][40/396] lr: 1.537e-01, eta: 1 day, 1:33:44, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7320, loss_cls: 2.1861, loss: 2.1861, grad_norm: 1.5985, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7747, loss/aux0: 1.7747 2020-10-20 04:17:38,729 - mmaction - INFO - Epoch [127][40/396] lr: 1.537e-01, eta: 1 day, 1:34:03, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7320, loss_cls: 2.1861, loss: 2.1861, grad_norm: 1.6055, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7820, loss/aux0: 1.7820 2020-10-20 04:18:15,017 - mmaction - INFO - Epoch [127][60/396] lr: 1.537e-01, eta: 1 day, 1:33:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7427, loss_cls: 2.1195, loss: 2.1195, grad_norm: 1.5922, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7227, loss/aux0: 1.7227 2020-10-20 04:18:15,964 - mmaction - INFO - Epoch [127][60/396] lr: 1.537e-01, eta: 1 day, 1:33:29, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7427, loss_cls: 2.1195, loss: 2.1195, grad_norm: 1.5949, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7187, loss/aux0: 1.7187 2020-10-20 04:18:52,362 - mmaction - INFO - Epoch [127][80/396] lr: 1.537e-01, eta: 1 day, 1:32:35, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7297, loss_cls: 2.1833, loss: 2.1833, grad_norm: 1.6001, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7256, loss/aux0: 1.7256 2020-10-20 04:18:53,305 - mmaction - INFO - Epoch [127][80/396] lr: 1.537e-01, eta: 1 day, 1:32:54, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7297, loss_cls: 2.1833, loss: 2.1833, grad_norm: 1.6061, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7266, loss/aux0: 1.7266 2020-10-20 04:19:29,736 - mmaction - INFO - Epoch [127][100/396] lr: 1.537e-01, eta: 1 day, 1:32:01, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7266, loss_cls: 2.1768, loss: 2.1768, grad_norm: 1.5889, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8044, loss/aux0: 1.8044 2020-10-20 04:19:30,723 - mmaction - INFO - Epoch [127][100/396] lr: 1.537e-01, eta: 1 day, 1:32:20, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7266, loss_cls: 2.1768, loss: 2.1768, grad_norm: 1.5746, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8013, loss/aux0: 1.8013 2020-10-20 04:20:07,158 - mmaction - INFO - Epoch [127][120/396] lr: 1.537e-01, eta: 1 day, 1:31:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7435, loss_cls: 2.1163, loss: 2.1163, grad_norm: 1.6611, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7989, loss/aux0: 1.7989 2020-10-20 04:20:08,093 - mmaction - INFO - Epoch [127][120/396] lr: 1.537e-01, eta: 1 day, 1:31:46, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7435, loss_cls: 2.1163, loss: 2.1163, grad_norm: 1.6653, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8026, loss/aux0: 1.8026 2020-10-20 04:20:44,559 - mmaction - INFO - Epoch [127][140/396] lr: 1.537e-01, eta: 1 day, 1:30:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7365, loss_cls: 2.1583, loss: 2.1583, grad_norm: 1.6492, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8042, loss/aux0: 1.8042 2020-10-20 04:20:45,511 - mmaction - INFO - Epoch [127][140/396] lr: 1.537e-01, eta: 1 day, 1:31:12, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7365, loss_cls: 2.1583, loss: 2.1583, grad_norm: 1.6497, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7870, loss/aux0: 1.7870 2020-10-20 04:21:21,684 - mmaction - INFO - Epoch [127][160/396] lr: 1.537e-01, eta: 1 day, 1:30:19, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7370, loss_cls: 2.1885, loss: 2.1885, grad_norm: 1.6898, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7837, loss/aux0: 1.7837 2020-10-20 04:21:22,646 - mmaction - INFO - Epoch [127][160/396] lr: 1.537e-01, eta: 1 day, 1:30:38, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7370, loss_cls: 2.1885, loss: 2.1885, grad_norm: 1.6935, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8013, loss/aux0: 1.8013 2020-10-20 04:21:59,037 - mmaction - INFO - Epoch [127][180/396] lr: 1.537e-01, eta: 1 day, 1:29:44, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4638, top5_acc: 0.7279, loss_cls: 2.2065, loss: 2.2065, grad_norm: 1.5935, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8524, loss/aux0: 1.8524 2020-10-20 04:21:59,971 - mmaction - INFO - Epoch [127][180/396] lr: 1.537e-01, eta: 1 day, 1:30:03, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4638, top5_acc: 0.7279, loss_cls: 2.2065, loss: 2.2065, grad_norm: 1.5969, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8677, loss/aux0: 1.8677 2020-10-20 04:22:36,322 - mmaction - INFO - Epoch [127][200/396] lr: 1.537e-01, eta: 1 day, 1:29:10, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7406, loss_cls: 2.1045, loss: 2.1045, grad_norm: 1.6625, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8150, loss/aux0: 1.8150 2020-10-20 04:22:37,271 - mmaction - INFO - Epoch [127][200/396] lr: 1.537e-01, eta: 1 day, 1:29:29, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7406, loss_cls: 2.1045, loss: 2.1045, grad_norm: 1.6521, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7897, loss/aux0: 1.7897 2020-10-20 04:23:13,534 - mmaction - INFO - Epoch [127][220/396] lr: 1.537e-01, eta: 1 day, 1:28:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7362, loss_cls: 2.1407, loss: 2.1407, grad_norm: 1.6130, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7730, loss/aux0: 1.7730 2020-10-20 04:23:14,470 - mmaction - INFO - Epoch [127][220/396] lr: 1.537e-01, eta: 1 day, 1:28:55, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7362, loss_cls: 2.1407, loss: 2.1407, grad_norm: 1.6245, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7808, loss/aux0: 1.7808 2020-10-20 04:23:51,120 - mmaction - INFO - Epoch [127][240/396] lr: 1.537e-01, eta: 1 day, 1:28:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7190, loss_cls: 2.2351, loss: 2.2351, grad_norm: 1.6344, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7288, loss/aux0: 1.7288 2020-10-20 04:23:52,048 - mmaction - INFO - Epoch [127][240/396] lr: 1.537e-01, eta: 1 day, 1:28:21, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7190, loss_cls: 2.2351, loss: 2.2351, grad_norm: 1.6419, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7240, loss/aux0: 1.7240 2020-10-20 04:24:28,574 - mmaction - INFO - Epoch [127][260/396] lr: 1.537e-01, eta: 1 day, 1:27:28, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7310, loss_cls: 2.1918, loss: 2.1918, grad_norm: 1.6352, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7390, loss/aux0: 1.7390 2020-10-20 04:24:29,507 - mmaction - INFO - Epoch [127][260/396] lr: 1.537e-01, eta: 1 day, 1:27:47, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7310, loss_cls: 2.1918, loss: 2.1918, grad_norm: 1.6403, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7376, loss/aux0: 1.7376 2020-10-20 04:25:05,700 - mmaction - INFO - Epoch [127][280/396] lr: 1.537e-01, eta: 1 day, 1:26:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7326, loss_cls: 2.1662, loss: 2.1662, grad_norm: 1.6645, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7515, loss/aux0: 1.7515 2020-10-20 04:25:06,639 - mmaction - INFO - Epoch [127][280/396] lr: 1.537e-01, eta: 1 day, 1:27:12, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7326, loss_cls: 2.1662, loss: 2.1662, grad_norm: 1.6611, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7545, loss/aux0: 1.7545 2020-10-20 04:25:42,853 - mmaction - INFO - Epoch [127][300/396] lr: 1.537e-01, eta: 1 day, 1:26:19, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7211, loss_cls: 2.1895, loss: 2.1895, grad_norm: 1.6106, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7494, loss/aux0: 1.7494 2020-10-20 04:25:43,821 - mmaction - INFO - Epoch [127][300/396] lr: 1.537e-01, eta: 1 day, 1:26:38, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7211, loss_cls: 2.1895, loss: 2.1895, grad_norm: 1.6142, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7582, loss/aux0: 1.7582 2020-10-20 04:26:20,167 - mmaction - INFO - Epoch [127][320/396] lr: 1.537e-01, eta: 1 day, 1:25:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7315, loss_cls: 2.1997, loss: 2.1997, grad_norm: 1.6384, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7429, loss/aux0: 1.7429 2020-10-20 04:26:21,112 - mmaction - INFO - Epoch [127][320/396] lr: 1.537e-01, eta: 1 day, 1:26:04, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7315, loss_cls: 2.1997, loss: 2.1997, grad_norm: 1.6364, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7420, loss/aux0: 1.7420 2020-10-20 04:26:57,363 - mmaction - INFO - Epoch [127][340/396] lr: 1.537e-01, eta: 1 day, 1:25:10, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7086, loss_cls: 2.2688, loss: 2.2688, grad_norm: 1.6519, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7447, loss/aux0: 1.7447 2020-10-20 04:26:58,317 - mmaction - INFO - Epoch [127][340/396] lr: 1.537e-01, eta: 1 day, 1:25:29, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7086, loss_cls: 2.2688, loss: 2.2688, grad_norm: 1.6441, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.7332, loss/aux0: 1.7332 2020-10-20 04:27:34,724 - mmaction - INFO - Epoch [127][360/396] lr: 1.537e-01, eta: 1 day, 1:24:36, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7318, loss_cls: 2.1497, loss: 2.1497, grad_norm: 1.6666, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8139, loss/aux0: 1.8139 2020-10-20 04:27:35,689 - mmaction - INFO - Epoch [127][360/396] lr: 1.537e-01, eta: 1 day, 1:24:55, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7318, loss_cls: 2.1497, loss: 2.1497, grad_norm: 1.6655, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8201, loss/aux0: 1.8201 2020-10-20 04:28:12,197 - mmaction - INFO - Epoch [127][380/396] lr: 1.537e-01, eta: 1 day, 1:24:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7323, loss_cls: 2.1677, loss: 2.1677, grad_norm: 1.5948, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7710, loss/aux0: 1.7710 2020-10-20 04:28:13,144 - mmaction - INFO - Epoch [127][380/396] lr: 1.537e-01, eta: 1 day, 1:24:21, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7323, loss_cls: 2.1677, loss: 2.1677, grad_norm: 1.5961, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7806, loss/aux0: 1.7806 2020-10-20 04:32:33,288 - mmaction - INFO - Epoch [128][20/396] lr: 1.518e-01, eta: 1 day, 1:22:30, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7336, loss_cls: 2.1370, loss: 2.1370, grad_norm: 1.6397, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.7947, loss_cls/aux0: 1.7683, loss/aux0: 1.7683 2020-10-20 04:32:34,269 - mmaction - INFO - Epoch [128][20/396] lr: 1.518e-01, eta: 1 day, 1:22:49, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7336, loss_cls: 2.1370, loss: 2.1370, grad_norm: 1.6361, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7554, loss/aux0: 1.7554 2020-10-20 04:33:10,322 - mmaction - INFO - Epoch [128][40/396] lr: 1.518e-01, eta: 1 day, 1:21:55, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7388, loss_cls: 2.1497, loss: 2.1497, grad_norm: 1.6162, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8198, loss/aux0: 1.8198 2020-10-20 04:33:11,259 - mmaction - INFO - Epoch [128][40/396] lr: 1.518e-01, eta: 1 day, 1:22:14, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7388, loss_cls: 2.1497, loss: 2.1497, grad_norm: 1.6076, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8200, loss/aux0: 1.8200 2020-10-20 04:33:47,783 - mmaction - INFO - Epoch [128][60/396] lr: 1.518e-01, eta: 1 day, 1:21:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7320, loss_cls: 2.1688, loss: 2.1688, grad_norm: 1.6417, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.7975, loss/aux0: 1.7975 2020-10-20 04:33:48,737 - mmaction - INFO - Epoch [128][60/396] lr: 1.518e-01, eta: 1 day, 1:21:40, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7320, loss_cls: 2.1688, loss: 2.1688, grad_norm: 1.6323, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7986, loss/aux0: 1.7986 2020-10-20 04:34:24,849 - mmaction - INFO - Epoch [128][80/396] lr: 1.518e-01, eta: 1 day, 1:20:47, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4784, top5_acc: 0.7336, loss_cls: 2.1559, loss: 2.1559, grad_norm: 1.5964, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7890, loss/aux0: 1.7890 2020-10-20 04:34:25,826 - mmaction - INFO - Epoch [128][80/396] lr: 1.518e-01, eta: 1 day, 1:21:06, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4784, top5_acc: 0.7336, loss_cls: 2.1559, loss: 2.1559, grad_norm: 1.5937, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.8031, loss/aux0: 1.8031 2020-10-20 04:35:02,085 - mmaction - INFO - Epoch [128][100/396] lr: 1.518e-01, eta: 1 day, 1:20:12, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7286, loss_cls: 2.1707, loss: 2.1707, grad_norm: 1.6119, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8050, loss/aux0: 1.8050 2020-10-20 04:35:03,013 - mmaction - INFO - Epoch [128][100/396] lr: 1.518e-01, eta: 1 day, 1:20:31, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7286, loss_cls: 2.1707, loss: 2.1707, grad_norm: 1.6082, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.7980, loss/aux0: 1.7980 2020-10-20 04:35:39,383 - mmaction - INFO - Epoch [128][120/396] lr: 1.518e-01, eta: 1 day, 1:19:38, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7320, loss_cls: 2.1283, loss: 2.1283, grad_norm: 1.6267, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7149, loss/aux0: 1.7149 2020-10-20 04:35:40,325 - mmaction - INFO - Epoch [128][120/396] lr: 1.518e-01, eta: 1 day, 1:19:57, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7320, loss_cls: 2.1283, loss: 2.1283, grad_norm: 1.6201, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7102, loss/aux0: 1.7102 2020-10-20 04:36:16,706 - mmaction - INFO - Epoch [128][140/396] lr: 1.518e-01, eta: 1 day, 1:19:04, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7469, loss_cls: 2.1302, loss: 2.1302, grad_norm: 1.6350, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7587, loss/aux0: 1.7587 2020-10-20 04:36:17,630 - mmaction - INFO - Epoch [128][140/396] lr: 1.518e-01, eta: 1 day, 1:19:22, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7469, loss_cls: 2.1302, loss: 2.1302, grad_norm: 1.6257, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7603, loss/aux0: 1.7603 2020-10-20 04:36:53,908 - mmaction - INFO - Epoch [128][160/396] lr: 1.518e-01, eta: 1 day, 1:18:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7206, loss_cls: 2.2197, loss: 2.2197, grad_norm: 1.6643, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8004, loss/aux0: 1.8004 2020-10-20 04:36:54,857 - mmaction - INFO - Epoch [128][160/396] lr: 1.518e-01, eta: 1 day, 1:18:48, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7206, loss_cls: 2.2197, loss: 2.2197, grad_norm: 1.6574, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8051, loss/aux0: 1.8051 2020-10-20 04:37:31,007 - mmaction - INFO - Epoch [128][180/396] lr: 1.518e-01, eta: 1 day, 1:17:55, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7380, loss_cls: 2.1521, loss: 2.1521, grad_norm: 1.6624, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7926, loss/aux0: 1.7926 2020-10-20 04:37:31,945 - mmaction - INFO - Epoch [128][180/396] lr: 1.518e-01, eta: 1 day, 1:18:14, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7380, loss_cls: 2.1521, loss: 2.1521, grad_norm: 1.6465, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7859, loss/aux0: 1.7859 2020-10-20 04:38:08,341 - mmaction - INFO - Epoch [128][200/396] lr: 1.518e-01, eta: 1 day, 1:17:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7328, loss_cls: 2.1834, loss: 2.1834, grad_norm: 1.6474, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7742, loss/aux0: 1.7742 2020-10-20 04:38:09,281 - mmaction - INFO - Epoch [128][200/396] lr: 1.518e-01, eta: 1 day, 1:17:40, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7328, loss_cls: 2.1834, loss: 2.1834, grad_norm: 1.6552, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7952, loss/aux0: 1.7952 2020-10-20 04:38:45,995 - mmaction - INFO - Epoch [128][220/396] lr: 1.518e-01, eta: 1 day, 1:16:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7344, loss_cls: 2.1549, loss: 2.1549, grad_norm: 1.6336, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7731, loss/aux0: 1.7731 2020-10-20 04:38:46,981 - mmaction - INFO - Epoch [128][220/396] lr: 1.518e-01, eta: 1 day, 1:17:05, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7344, loss_cls: 2.1549, loss: 2.1549, grad_norm: 1.6431, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7703, loss/aux0: 1.7703 2020-10-20 04:39:23,262 - mmaction - INFO - Epoch [128][240/396] lr: 1.518e-01, eta: 1 day, 1:16:12, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7245, loss_cls: 2.1917, loss: 2.1917, grad_norm: 1.6457, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8321, loss/aux0: 1.8321 2020-10-20 04:39:24,191 - mmaction - INFO - Epoch [128][240/396] lr: 1.518e-01, eta: 1 day, 1:16:31, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7245, loss_cls: 2.1917, loss: 2.1917, grad_norm: 1.6406, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8235, loss/aux0: 1.8235 2020-10-20 04:40:00,532 - mmaction - INFO - Epoch [128][260/396] lr: 1.518e-01, eta: 1 day, 1:15:38, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7208, loss_cls: 2.2063, loss: 2.2063, grad_norm: 1.6273, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7694, loss/aux0: 1.7694 2020-10-20 04:40:01,483 - mmaction - INFO - Epoch [128][260/396] lr: 1.518e-01, eta: 1 day, 1:15:56, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7208, loss_cls: 2.2063, loss: 2.2063, grad_norm: 1.6243, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7715, loss/aux0: 1.7715 2020-10-20 04:40:37,916 - mmaction - INFO - Epoch [128][280/396] lr: 1.518e-01, eta: 1 day, 1:15:03, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7260, loss_cls: 2.1771, loss: 2.1771, grad_norm: 1.5946, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7764, loss/aux0: 1.7764 2020-10-20 04:40:38,928 - mmaction - INFO - Epoch [128][280/396] lr: 1.518e-01, eta: 1 day, 1:15:22, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7260, loss_cls: 2.1771, loss: 2.1771, grad_norm: 1.5934, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7649, loss/aux0: 1.7649 2020-10-20 04:41:15,096 - mmaction - INFO - Epoch [128][300/396] lr: 1.518e-01, eta: 1 day, 1:14:29, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7307, loss_cls: 2.1909, loss: 2.1909, grad_norm: 1.6419, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8139, loss/aux0: 1.8139 2020-10-20 04:41:16,033 - mmaction - INFO - Epoch [128][300/396] lr: 1.518e-01, eta: 1 day, 1:14:48, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7307, loss_cls: 2.1909, loss: 2.1909, grad_norm: 1.6326, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8139, loss/aux0: 1.8139 2020-10-20 04:41:52,228 - mmaction - INFO - Epoch [128][320/396] lr: 1.518e-01, eta: 1 day, 1:13:55, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7372, loss_cls: 2.1305, loss: 2.1305, grad_norm: 1.6316, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7351, loss/aux0: 1.7351 2020-10-20 04:41:53,160 - mmaction - INFO - Epoch [128][320/396] lr: 1.518e-01, eta: 1 day, 1:14:13, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7372, loss_cls: 2.1305, loss: 2.1305, grad_norm: 1.6382, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7440, loss/aux0: 1.7440 2020-10-20 04:42:29,495 - mmaction - INFO - Epoch [128][340/396] lr: 1.518e-01, eta: 1 day, 1:13:20, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7279, loss_cls: 2.2021, loss: 2.2021, grad_norm: 1.6337, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7744, loss/aux0: 1.7744 2020-10-20 04:42:30,457 - mmaction - INFO - Epoch [128][340/396] lr: 1.518e-01, eta: 1 day, 1:13:39, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7279, loss_cls: 2.2021, loss: 2.2021, grad_norm: 1.6337, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7726, loss/aux0: 1.7726 2020-10-20 04:43:06,548 - mmaction - INFO - Epoch [128][360/396] lr: 1.518e-01, eta: 1 day, 1:12:46, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7323, loss_cls: 2.1670, loss: 2.1670, grad_norm: 1.6165, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7182, loss/aux0: 1.7182 2020-10-20 04:43:07,491 - mmaction - INFO - Epoch [128][360/396] lr: 1.518e-01, eta: 1 day, 1:13:04, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7323, loss_cls: 2.1670, loss: 2.1670, grad_norm: 1.6227, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7175, loss/aux0: 1.7175 2020-10-20 04:43:44,010 - mmaction - INFO - Epoch [128][380/396] lr: 1.518e-01, eta: 1 day, 1:12:11, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7367, loss_cls: 2.1925, loss: 2.1925, grad_norm: 1.6344, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7273, loss/aux0: 1.7273 2020-10-20 04:43:44,926 - mmaction - INFO - Epoch [128][380/396] lr: 1.518e-01, eta: 1 day, 1:12:30, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7367, loss_cls: 2.1925, loss: 2.1925, grad_norm: 1.6300, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7225, loss/aux0: 1.7225 2020-10-20 04:44:16,937 - mmaction - INFO - Saving checkpoint at 128 epochs 2020-10-20 04:46:01,404 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 04:46:01,522 - mmaction - INFO - top1_acc 0.5870 top5_acc 0.8289 2020-10-20 04:46:01,523 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 04:46:01,545 - mmaction - INFO - mean_acc 0.5871 2020-10-20 04:46:01,547 - mmaction - INFO - Epoch(val) [128][396] top1_acc: 0.5870, top5_acc: 0.8289, mean_class_accuracy: 0.5871 2020-10-20 04:50:03,328 - mmaction - INFO - Epoch [129][20/396] lr: 1.500e-01, eta: 1 day, 1:10:40, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7221, loss_cls: 2.1970, loss: 2.1970, grad_norm: 1.7039, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7985, loss_cls/aux0: 1.8125, loss/aux0: 1.8125 2020-10-20 04:50:04,264 - mmaction - INFO - Epoch [129][20/396] lr: 1.500e-01, eta: 1 day, 1:10:58, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7221, loss_cls: 2.1970, loss: 2.1970, grad_norm: 1.6953, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8016, loss/aux0: 1.8016 2020-10-20 04:50:40,378 - mmaction - INFO - Epoch [129][40/396] lr: 1.500e-01, eta: 1 day, 1:10:05, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7411, loss_cls: 2.1513, loss: 2.1513, grad_norm: 1.6147, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7646, loss/aux0: 1.7646 2020-10-20 04:50:41,304 - mmaction - INFO - Epoch [129][40/396] lr: 1.500e-01, eta: 1 day, 1:10:24, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7411, loss_cls: 2.1513, loss: 2.1513, grad_norm: 1.6087, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7633, loss/aux0: 1.7633 2020-10-20 04:51:17,656 - mmaction - INFO - Epoch [129][60/396] lr: 1.500e-01, eta: 1 day, 1:09:31, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7289, loss_cls: 2.1702, loss: 2.1702, grad_norm: 1.6675, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7590, loss/aux0: 1.7590 2020-10-20 04:51:18,598 - mmaction - INFO - Epoch [129][60/396] lr: 1.500e-01, eta: 1 day, 1:09:49, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7289, loss_cls: 2.1702, loss: 2.1702, grad_norm: 1.6656, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7679, loss/aux0: 1.7679 2020-10-20 04:51:54,781 - mmaction - INFO - Epoch [129][80/396] lr: 1.500e-01, eta: 1 day, 1:08:56, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7385, loss_cls: 2.1521, loss: 2.1521, grad_norm: 1.6401, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7761, loss/aux0: 1.7761 2020-10-20 04:51:55,696 - mmaction - INFO - Epoch [129][80/396] lr: 1.500e-01, eta: 1 day, 1:09:15, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7385, loss_cls: 2.1521, loss: 2.1521, grad_norm: 1.6416, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7703, loss/aux0: 1.7703 2020-10-20 04:52:31,910 - mmaction - INFO - Epoch [129][100/396] lr: 1.500e-01, eta: 1 day, 1:08:22, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7370, loss_cls: 2.1328, loss: 2.1328, grad_norm: 1.6396, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.7635, loss/aux0: 1.7635 2020-10-20 04:52:32,845 - mmaction - INFO - Epoch [129][100/396] lr: 1.500e-01, eta: 1 day, 1:08:40, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7370, loss_cls: 2.1328, loss: 2.1328, grad_norm: 1.6355, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.7653, loss/aux0: 1.7653 2020-10-20 04:53:09,472 - mmaction - INFO - Epoch [129][120/396] lr: 1.500e-01, eta: 1 day, 1:07:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4664, top5_acc: 0.7263, loss_cls: 2.1856, loss: 2.1856, grad_norm: 1.6362, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7405, loss/aux0: 1.7405 2020-10-20 04:53:10,409 - mmaction - INFO - Epoch [129][120/396] lr: 1.500e-01, eta: 1 day, 1:08:06, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4664, top5_acc: 0.7263, loss_cls: 2.1856, loss: 2.1856, grad_norm: 1.6422, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7488, loss/aux0: 1.7488 2020-10-20 04:53:46,736 - mmaction - INFO - Epoch [129][140/396] lr: 1.500e-01, eta: 1 day, 1:07:13, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7323, loss_cls: 2.1395, loss: 2.1395, grad_norm: 1.6483, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7313, loss/aux0: 1.7313 2020-10-20 04:53:47,687 - mmaction - INFO - Epoch [129][140/396] lr: 1.500e-01, eta: 1 day, 1:07:32, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7323, loss_cls: 2.1395, loss: 2.1395, grad_norm: 1.6423, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7209, loss/aux0: 1.7209 2020-10-20 04:54:24,090 - mmaction - INFO - Epoch [129][160/396] lr: 1.500e-01, eta: 1 day, 1:06:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7182, loss_cls: 2.2140, loss: 2.2140, grad_norm: 1.6087, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.7921, loss/aux0: 1.7921 2020-10-20 04:54:25,018 - mmaction - INFO - Epoch [129][160/396] lr: 1.500e-01, eta: 1 day, 1:06:57, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7182, loss_cls: 2.2140, loss: 2.2140, grad_norm: 1.6094, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.7866, loss/aux0: 1.7866 2020-10-20 04:55:01,373 - mmaction - INFO - Epoch [129][180/396] lr: 1.500e-01, eta: 1 day, 1:06:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7339, loss_cls: 2.1482, loss: 2.1482, grad_norm: 1.6036, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7715, loss/aux0: 1.7715 2020-10-20 04:55:02,325 - mmaction - INFO - Epoch [129][180/396] lr: 1.500e-01, eta: 1 day, 1:06:23, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7339, loss_cls: 2.1482, loss: 2.1482, grad_norm: 1.6093, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7818, loss/aux0: 1.7818 2020-10-20 04:55:38,819 - mmaction - INFO - Epoch [129][200/396] lr: 1.500e-01, eta: 1 day, 1:05:31, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7440, loss_cls: 2.1458, loss: 2.1458, grad_norm: 1.6519, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7111, loss/aux0: 1.7111 2020-10-20 04:55:39,802 - mmaction - INFO - Epoch [129][200/396] lr: 1.500e-01, eta: 1 day, 1:05:49, time: 0.938, data_time: 0.006, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7440, loss_cls: 2.1458, loss: 2.1458, grad_norm: 1.6488, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7132, loss/aux0: 1.7132 2020-10-20 04:56:16,091 - mmaction - INFO - Epoch [129][220/396] lr: 1.500e-01, eta: 1 day, 1:04:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4961, top5_acc: 0.7432, loss_cls: 2.0930, loss: 2.0930, grad_norm: 1.6773, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.7698, loss/aux0: 1.7698 2020-10-20 04:56:17,031 - mmaction - INFO - Epoch [129][220/396] lr: 1.500e-01, eta: 1 day, 1:05:15, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4961, top5_acc: 0.7432, loss_cls: 2.0930, loss: 2.0930, grad_norm: 1.6681, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.7605, loss/aux0: 1.7605 2020-10-20 04:56:53,493 - mmaction - INFO - Epoch [129][240/396] lr: 1.500e-01, eta: 1 day, 1:04:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7333, loss_cls: 2.1811, loss: 2.1811, grad_norm: 1.6133, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7598, loss/aux0: 1.7598 2020-10-20 04:56:54,430 - mmaction - INFO - Epoch [129][240/396] lr: 1.500e-01, eta: 1 day, 1:04:41, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7333, loss_cls: 2.1811, loss: 2.1811, grad_norm: 1.6175, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7666, loss/aux0: 1.7666 2020-10-20 04:57:30,839 - mmaction - INFO - Epoch [129][260/396] lr: 1.500e-01, eta: 1 day, 1:03:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7398, loss_cls: 2.1589, loss: 2.1589, grad_norm: 1.6050, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7680, loss/aux0: 1.7680 2020-10-20 04:57:31,772 - mmaction - INFO - Epoch [129][260/396] lr: 1.500e-01, eta: 1 day, 1:04:06, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7398, loss_cls: 2.1589, loss: 2.1589, grad_norm: 1.6040, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7796, loss/aux0: 1.7796 2020-10-20 04:58:08,200 - mmaction - INFO - Epoch [129][280/396] lr: 1.500e-01, eta: 1 day, 1:03:14, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7266, loss_cls: 2.1723, loss: 2.1723, grad_norm: 1.6654, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8145, loss/aux0: 1.8145 2020-10-20 04:58:09,149 - mmaction - INFO - Epoch [129][280/396] lr: 1.500e-01, eta: 1 day, 1:03:32, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7266, loss_cls: 2.1723, loss: 2.1723, grad_norm: 1.6606, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8001, loss/aux0: 1.8001 2020-10-20 04:58:45,397 - mmaction - INFO - Epoch [129][300/396] lr: 1.500e-01, eta: 1 day, 1:02:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7380, loss_cls: 2.1695, loss: 2.1695, grad_norm: 1.5876, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7839, loss/aux0: 1.7839 2020-10-20 04:58:46,324 - mmaction - INFO - Epoch [129][300/396] lr: 1.500e-01, eta: 1 day, 1:02:58, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7380, loss_cls: 2.1695, loss: 2.1695, grad_norm: 1.5944, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7907, loss/aux0: 1.7907 2020-10-20 04:59:22,658 - mmaction - INFO - Epoch [129][320/396] lr: 1.500e-01, eta: 1 day, 1:02:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4789, top5_acc: 0.7294, loss_cls: 2.1619, loss: 2.1619, grad_norm: 1.6524, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7361, loss/aux0: 1.7361 2020-10-20 04:59:23,587 - mmaction - INFO - Epoch [129][320/396] lr: 1.500e-01, eta: 1 day, 1:02:24, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4789, top5_acc: 0.7294, loss_cls: 2.1619, loss: 2.1619, grad_norm: 1.6594, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7475, loss/aux0: 1.7475 2020-10-20 05:00:00,046 - mmaction - INFO - Epoch [129][340/396] lr: 1.500e-01, eta: 1 day, 1:01:31, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7401, loss_cls: 2.1679, loss: 2.1679, grad_norm: 1.6749, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8054, loss/aux0: 1.8054 2020-10-20 05:00:00,979 - mmaction - INFO - Epoch [129][340/396] lr: 1.500e-01, eta: 1 day, 1:01:49, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7401, loss_cls: 2.1679, loss: 2.1679, grad_norm: 1.6769, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.7932, loss/aux0: 1.7932 2020-10-20 05:00:37,507 - mmaction - INFO - Epoch [129][360/396] lr: 1.500e-01, eta: 1 day, 1:00:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7271, loss_cls: 2.2278, loss: 2.2278, grad_norm: 1.6178, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.6874, loss/aux0: 1.6874 2020-10-20 05:00:38,461 - mmaction - INFO - Epoch [129][360/396] lr: 1.500e-01, eta: 1 day, 1:01:15, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7271, loss_cls: 2.2278, loss: 2.2278, grad_norm: 1.6187, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6857, loss/aux0: 1.6857 2020-10-20 05:01:15,233 - mmaction - INFO - Epoch [129][380/396] lr: 1.500e-01, eta: 1 day, 1:00:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7318, loss_cls: 2.1452, loss: 2.1452, grad_norm: 1.6616, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7403, loss/aux0: 1.7403 2020-10-20 05:01:16,156 - mmaction - INFO - Epoch [129][380/396] lr: 1.500e-01, eta: 1 day, 1:00:41, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7318, loss_cls: 2.1452, loss: 2.1452, grad_norm: 1.6531, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7481, loss/aux0: 1.7481 2020-10-20 05:05:35,942 - mmaction - INFO - Epoch [130][20/396] lr: 1.482e-01, eta: 1 day, 0:58:52, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7409, loss_cls: 2.1367, loss: 2.1367, grad_norm: 1.6577, top1_acc/aux0: 0.5652, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7588, loss/aux0: 1.7588 2020-10-20 05:05:36,875 - mmaction - INFO - Epoch [130][20/396] lr: 1.482e-01, eta: 1 day, 0:59:10, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7409, loss_cls: 2.1367, loss: 2.1367, grad_norm: 1.6587, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7665, loss/aux0: 1.7665 2020-10-20 05:06:13,052 - mmaction - INFO - Epoch [130][40/396] lr: 1.482e-01, eta: 1 day, 0:58:17, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7195, loss_cls: 2.2366, loss: 2.2366, grad_norm: 1.6826, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7373, loss/aux0: 1.7373 2020-10-20 05:06:13,977 - mmaction - INFO - Epoch [130][40/396] lr: 1.482e-01, eta: 1 day, 0:58:36, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7195, loss_cls: 2.2366, loss: 2.2366, grad_norm: 1.6875, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7262, loss/aux0: 1.7262 2020-10-20 05:06:50,175 - mmaction - INFO - Epoch [130][60/396] lr: 1.482e-01, eta: 1 day, 0:57:43, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7443, loss_cls: 2.1294, loss: 2.1294, grad_norm: 1.6503, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7521, loss/aux0: 1.7521 2020-10-20 05:06:51,112 - mmaction - INFO - Epoch [130][60/396] lr: 1.482e-01, eta: 1 day, 0:58:01, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7443, loss_cls: 2.1294, loss: 2.1294, grad_norm: 1.6510, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7572, loss/aux0: 1.7572 2020-10-20 05:07:27,499 - mmaction - INFO - Epoch [130][80/396] lr: 1.482e-01, eta: 1 day, 0:57:08, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7451, loss_cls: 2.1255, loss: 2.1255, grad_norm: 1.6645, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7274, loss/aux0: 1.7274 2020-10-20 05:07:28,478 - mmaction - INFO - Epoch [130][80/396] lr: 1.482e-01, eta: 1 day, 0:57:27, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7451, loss_cls: 2.1255, loss: 2.1255, grad_norm: 1.6625, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7300, loss/aux0: 1.7300 2020-10-20 05:08:04,780 - mmaction - INFO - Epoch [130][100/396] lr: 1.482e-01, eta: 1 day, 0:56:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4938, top5_acc: 0.7448, loss_cls: 2.0660, loss: 2.0660, grad_norm: 1.6198, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8116, loss/aux0: 1.8116 2020-10-20 05:08:05,713 - mmaction - INFO - Epoch [130][100/396] lr: 1.482e-01, eta: 1 day, 0:56:52, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4938, top5_acc: 0.7448, loss_cls: 2.0660, loss: 2.0660, grad_norm: 1.6185, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8036, loss/aux0: 1.8036 2020-10-20 05:08:42,171 - mmaction - INFO - Epoch [130][120/396] lr: 1.482e-01, eta: 1 day, 0:56:00, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7323, loss_cls: 2.1506, loss: 2.1506, grad_norm: 1.6693, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7768, loss/aux0: 1.7768 2020-10-20 05:08:43,104 - mmaction - INFO - Epoch [130][120/396] lr: 1.482e-01, eta: 1 day, 0:56:18, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7323, loss_cls: 2.1506, loss: 2.1506, grad_norm: 1.6644, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.7755, loss/aux0: 1.7755 2020-10-20 05:09:19,524 - mmaction - INFO - Epoch [130][140/396] lr: 1.482e-01, eta: 1 day, 0:55:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7359, loss_cls: 2.1805, loss: 2.1805, grad_norm: 1.6763, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7766, loss/aux0: 1.7766 2020-10-20 05:09:20,483 - mmaction - INFO - Epoch [130][140/396] lr: 1.482e-01, eta: 1 day, 0:55:44, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7359, loss_cls: 2.1805, loss: 2.1805, grad_norm: 1.6726, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7812, loss/aux0: 1.7812 2020-10-20 05:09:56,821 - mmaction - INFO - Epoch [130][160/396] lr: 1.482e-01, eta: 1 day, 0:54:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7323, loss_cls: 2.1557, loss: 2.1557, grad_norm: 1.6661, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7338, loss/aux0: 1.7338 2020-10-20 05:09:57,767 - mmaction - INFO - Epoch [130][160/396] lr: 1.482e-01, eta: 1 day, 0:55:10, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7323, loss_cls: 2.1557, loss: 2.1557, grad_norm: 1.6640, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7263, loss/aux0: 1.7263 2020-10-20 05:10:34,493 - mmaction - INFO - Epoch [130][180/396] lr: 1.482e-01, eta: 1 day, 0:54:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7378, loss_cls: 2.1771, loss: 2.1771, grad_norm: 1.6652, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7838, loss/aux0: 1.7838 2020-10-20 05:10:35,414 - mmaction - INFO - Epoch [130][180/396] lr: 1.482e-01, eta: 1 day, 0:54:36, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7378, loss_cls: 2.1771, loss: 2.1771, grad_norm: 1.6627, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7881, loss/aux0: 1.7881 2020-10-20 05:11:11,834 - mmaction - INFO - Epoch [130][200/396] lr: 1.482e-01, eta: 1 day, 0:53:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7341, loss_cls: 2.1303, loss: 2.1303, grad_norm: 1.6693, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7105, loss/aux0: 1.7105 2020-10-20 05:11:12,761 - mmaction - INFO - Epoch [130][200/396] lr: 1.482e-01, eta: 1 day, 0:54:01, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7341, loss_cls: 2.1303, loss: 2.1303, grad_norm: 1.6637, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7157, loss/aux0: 1.7157 2020-10-20 05:11:49,139 - mmaction - INFO - Epoch [130][220/396] lr: 1.482e-01, eta: 1 day, 0:53:09, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7299, loss_cls: 2.1732, loss: 2.1732, grad_norm: 1.6536, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8091, loss/aux0: 1.8091 2020-10-20 05:11:50,106 - mmaction - INFO - Epoch [130][220/396] lr: 1.482e-01, eta: 1 day, 0:53:27, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7299, loss_cls: 2.1732, loss: 2.1732, grad_norm: 1.6521, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8174, loss/aux0: 1.8174 2020-10-20 05:12:26,629 - mmaction - INFO - Epoch [130][240/396] lr: 1.482e-01, eta: 1 day, 0:52:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7260, loss_cls: 2.1840, loss: 2.1840, grad_norm: 1.6665, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7805, loss/aux0: 1.7805 2020-10-20 05:12:27,554 - mmaction - INFO - Epoch [130][240/396] lr: 1.482e-01, eta: 1 day, 0:52:53, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7260, loss_cls: 2.1840, loss: 2.1840, grad_norm: 1.6692, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7780, loss/aux0: 1.7780 2020-10-20 05:13:03,915 - mmaction - INFO - Epoch [130][260/396] lr: 1.482e-01, eta: 1 day, 0:52:00, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7247, loss_cls: 2.1847, loss: 2.1847, grad_norm: 1.6287, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7876, loss/aux0: 1.7876 2020-10-20 05:13:04,841 - mmaction - INFO - Epoch [130][260/396] lr: 1.482e-01, eta: 1 day, 0:52:18, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7247, loss_cls: 2.1847, loss: 2.1847, grad_norm: 1.6273, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7845, loss/aux0: 1.7845 2020-10-20 05:13:41,239 - mmaction - INFO - Epoch [130][280/396] lr: 1.482e-01, eta: 1 day, 0:51:26, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7346, loss_cls: 2.1468, loss: 2.1468, grad_norm: 1.6307, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7284, loss/aux0: 1.7284 2020-10-20 05:13:42,189 - mmaction - INFO - Epoch [130][280/396] lr: 1.482e-01, eta: 1 day, 0:51:44, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7346, loss_cls: 2.1468, loss: 2.1468, grad_norm: 1.6448, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7233, loss/aux0: 1.7233 2020-10-20 05:14:18,700 - mmaction - INFO - Epoch [130][300/396] lr: 1.482e-01, eta: 1 day, 0:50:51, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7427, loss_cls: 2.1197, loss: 2.1197, grad_norm: 1.6893, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.7812, loss/aux0: 1.7812 2020-10-20 05:14:19,639 - mmaction - INFO - Epoch [130][300/396] lr: 1.482e-01, eta: 1 day, 0:51:10, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7427, loss_cls: 2.1197, loss: 2.1197, grad_norm: 1.6810, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7612, loss/aux0: 1.7612 2020-10-20 05:14:56,047 - mmaction - INFO - Epoch [130][320/396] lr: 1.482e-01, eta: 1 day, 0:50:17, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4794, top5_acc: 0.7305, loss_cls: 2.1477, loss: 2.1477, grad_norm: 1.6668, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7264, loss/aux0: 1.7264 2020-10-20 05:14:56,977 - mmaction - INFO - Epoch [130][320/396] lr: 1.482e-01, eta: 1 day, 0:50:35, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4794, top5_acc: 0.7305, loss_cls: 2.1477, loss: 2.1477, grad_norm: 1.6678, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7491, loss/aux0: 1.7491 2020-10-20 05:15:33,420 - mmaction - INFO - Epoch [130][340/396] lr: 1.482e-01, eta: 1 day, 0:49:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7318, loss_cls: 2.1981, loss: 2.1981, grad_norm: 1.6377, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7674, loss/aux0: 1.7674 2020-10-20 05:15:34,374 - mmaction - INFO - Epoch [130][340/396] lr: 1.482e-01, eta: 1 day, 0:50:01, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7318, loss_cls: 2.1981, loss: 2.1981, grad_norm: 1.6322, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7661, loss/aux0: 1.7661 2020-10-20 05:16:10,766 - mmaction - INFO - Epoch [130][360/396] lr: 1.482e-01, eta: 1 day, 0:49:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7305, loss_cls: 2.1417, loss: 2.1417, grad_norm: 1.6347, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7762, loss/aux0: 1.7762 2020-10-20 05:16:11,701 - mmaction - INFO - Epoch [130][360/396] lr: 1.482e-01, eta: 1 day, 0:49:27, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7305, loss_cls: 2.1417, loss: 2.1417, grad_norm: 1.6323, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7757, loss/aux0: 1.7757 2020-10-20 05:16:47,955 - mmaction - INFO - Epoch [130][380/396] lr: 1.482e-01, eta: 1 day, 0:48:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7409, loss_cls: 2.1197, loss: 2.1197, grad_norm: 1.6285, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7236, loss/aux0: 1.7236 2020-10-20 05:16:48,904 - mmaction - INFO - Epoch [130][380/396] lr: 1.482e-01, eta: 1 day, 0:48:52, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7409, loss_cls: 2.1197, loss: 2.1197, grad_norm: 1.6284, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7105, loss/aux0: 1.7105 2020-10-20 05:21:34,038 - mmaction - INFO - Epoch [131][20/396] lr: 1.463e-01, eta: 1 day, 0:47:03, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7328, loss_cls: 2.1133, loss: 2.1133, grad_norm: 1.6272, top1_acc/aux0: 0.5746, top5_acc/aux0: 0.8152, loss_cls/aux0: 1.7245, loss/aux0: 1.7245 2020-10-20 05:21:34,968 - mmaction - INFO - Epoch [131][20/396] lr: 1.463e-01, eta: 1 day, 0:47:21, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7328, loss_cls: 2.1133, loss: 2.1133, grad_norm: 1.6325, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7284, loss/aux0: 1.7284 2020-10-20 05:22:11,089 - mmaction - INFO - Epoch [131][40/396] lr: 1.463e-01, eta: 1 day, 0:46:28, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7328, loss_cls: 2.1551, loss: 2.1551, grad_norm: 1.6279, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7187, loss/aux0: 1.7187 2020-10-20 05:22:12,068 - mmaction - INFO - Epoch [131][40/396] lr: 1.463e-01, eta: 1 day, 0:46:46, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7328, loss_cls: 2.1551, loss: 2.1551, grad_norm: 1.6322, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7133, loss/aux0: 1.7133 2020-10-20 05:22:48,260 - mmaction - INFO - Epoch [131][60/396] lr: 1.463e-01, eta: 1 day, 0:45:54, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7435, loss_cls: 2.0858, loss: 2.0858, grad_norm: 1.6430, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7727, loss/aux0: 1.7727 2020-10-20 05:22:49,186 - mmaction - INFO - Epoch [131][60/396] lr: 1.463e-01, eta: 1 day, 0:46:12, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7435, loss_cls: 2.0858, loss: 2.0858, grad_norm: 1.6551, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.7745, loss/aux0: 1.7745 2020-10-20 05:23:25,610 - mmaction - INFO - Epoch [131][80/396] lr: 1.463e-01, eta: 1 day, 0:45:20, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7336, loss_cls: 2.1755, loss: 2.1755, grad_norm: 1.6438, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.7689, loss/aux0: 1.7689 2020-10-20 05:23:26,537 - mmaction - INFO - Epoch [131][80/396] lr: 1.463e-01, eta: 1 day, 0:45:37, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7336, loss_cls: 2.1755, loss: 2.1755, grad_norm: 1.6406, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.7730, loss/aux0: 1.7730 2020-10-20 05:24:03,007 - mmaction - INFO - Epoch [131][100/396] lr: 1.463e-01, eta: 1 day, 0:44:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7385, loss_cls: 2.1509, loss: 2.1509, grad_norm: 1.6897, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7175, loss/aux0: 1.7175 2020-10-20 05:24:03,988 - mmaction - INFO - Epoch [131][100/396] lr: 1.463e-01, eta: 1 day, 0:45:03, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7385, loss_cls: 2.1509, loss: 2.1509, grad_norm: 1.6884, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7092, loss/aux0: 1.7092 2020-10-20 05:24:40,187 - mmaction - INFO - Epoch [131][120/396] lr: 1.463e-01, eta: 1 day, 0:44:11, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7250, loss_cls: 2.1801, loss: 2.1801, grad_norm: 1.6650, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7483, loss/aux0: 1.7483 2020-10-20 05:24:41,137 - mmaction - INFO - Epoch [131][120/396] lr: 1.463e-01, eta: 1 day, 0:44:29, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7250, loss_cls: 2.1801, loss: 2.1801, grad_norm: 1.6684, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7596, loss/aux0: 1.7596 2020-10-20 05:25:17,467 - mmaction - INFO - Epoch [131][140/396] lr: 1.463e-01, eta: 1 day, 0:43:37, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7375, loss_cls: 2.1508, loss: 2.1508, grad_norm: 1.6540, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8281, loss/aux0: 1.8281 2020-10-20 05:25:18,416 - mmaction - INFO - Epoch [131][140/396] lr: 1.463e-01, eta: 1 day, 0:43:55, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7375, loss_cls: 2.1508, loss: 2.1508, grad_norm: 1.6539, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8183, loss/aux0: 1.8183 2020-10-20 05:25:54,761 - mmaction - INFO - Epoch [131][160/396] lr: 1.463e-01, eta: 1 day, 0:43:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7354, loss_cls: 2.1864, loss: 2.1864, grad_norm: 1.6687, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7506, loss/aux0: 1.7506 2020-10-20 05:25:55,696 - mmaction - INFO - Epoch [131][160/396] lr: 1.463e-01, eta: 1 day, 0:43:20, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7354, loss_cls: 2.1864, loss: 2.1864, grad_norm: 1.6753, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7548, loss/aux0: 1.7548 2020-10-20 05:26:32,087 - mmaction - INFO - Epoch [131][180/396] lr: 1.463e-01, eta: 1 day, 0:42:28, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7440, loss_cls: 2.1409, loss: 2.1409, grad_norm: 1.6463, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7268, loss/aux0: 1.7268 2020-10-20 05:26:33,009 - mmaction - INFO - Epoch [131][180/396] lr: 1.463e-01, eta: 1 day, 0:42:46, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7440, loss_cls: 2.1409, loss: 2.1409, grad_norm: 1.6435, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7340, loss/aux0: 1.7340 2020-10-20 05:27:09,223 - mmaction - INFO - Epoch [131][200/396] lr: 1.463e-01, eta: 1 day, 0:41:53, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7234, loss_cls: 2.1909, loss: 2.1909, grad_norm: 1.6837, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7644, loss/aux0: 1.7644 2020-10-20 05:27:10,263 - mmaction - INFO - Epoch [131][200/396] lr: 1.463e-01, eta: 1 day, 0:42:11, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7234, loss_cls: 2.1909, loss: 2.1909, grad_norm: 1.6811, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7482, loss/aux0: 1.7482 2020-10-20 05:27:46,637 - mmaction - INFO - Epoch [131][220/396] lr: 1.463e-01, eta: 1 day, 0:41:19, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4914, top5_acc: 0.7422, loss_cls: 2.1325, loss: 2.1325, grad_norm: 1.6557, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7317, loss/aux0: 1.7317 2020-10-20 05:27:47,588 - mmaction - INFO - Epoch [131][220/396] lr: 1.463e-01, eta: 1 day, 0:41:37, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4914, top5_acc: 0.7422, loss_cls: 2.1325, loss: 2.1325, grad_norm: 1.6664, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7479, loss/aux0: 1.7479 2020-10-20 05:28:23,925 - mmaction - INFO - Epoch [131][240/396] lr: 1.463e-01, eta: 1 day, 0:40:45, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7341, loss_cls: 2.1575, loss: 2.1575, grad_norm: 1.6844, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7692, loss/aux0: 1.7692 2020-10-20 05:28:24,848 - mmaction - INFO - Epoch [131][240/396] lr: 1.463e-01, eta: 1 day, 0:41:02, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7341, loss_cls: 2.1575, loss: 2.1575, grad_norm: 1.6799, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7547, loss/aux0: 1.7547 2020-10-20 05:29:01,333 - mmaction - INFO - Epoch [131][260/396] lr: 1.463e-01, eta: 1 day, 0:40:10, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7326, loss_cls: 2.1974, loss: 2.1974, grad_norm: 1.6728, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7819, loss/aux0: 1.7819 2020-10-20 05:29:02,254 - mmaction - INFO - Epoch [131][260/396] lr: 1.463e-01, eta: 1 day, 0:40:28, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7326, loss_cls: 2.1974, loss: 2.1974, grad_norm: 1.6823, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7930, loss/aux0: 1.7930 2020-10-20 05:29:38,704 - mmaction - INFO - Epoch [131][280/396] lr: 1.463e-01, eta: 1 day, 0:39:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7383, loss_cls: 2.1549, loss: 2.1549, grad_norm: 1.6508, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7691, loss/aux0: 1.7691 2020-10-20 05:29:39,624 - mmaction - INFO - Epoch [131][280/396] lr: 1.463e-01, eta: 1 day, 0:39:54, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7383, loss_cls: 2.1549, loss: 2.1549, grad_norm: 1.6557, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7715, loss/aux0: 1.7715 2020-10-20 05:30:16,322 - mmaction - INFO - Epoch [131][300/396] lr: 1.463e-01, eta: 1 day, 0:39:02, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7477, loss_cls: 2.0705, loss: 2.0705, grad_norm: 1.6521, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7108, loss/aux0: 1.7108 2020-10-20 05:30:17,292 - mmaction - INFO - Epoch [131][300/396] lr: 1.463e-01, eta: 1 day, 0:39:20, time: 0.952, data_time: 0.004, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7477, loss_cls: 2.0705, loss: 2.0705, grad_norm: 1.6537, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7107, loss/aux0: 1.7107 2020-10-20 05:30:53,723 - mmaction - INFO - Epoch [131][320/396] lr: 1.463e-01, eta: 1 day, 0:38:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7349, loss_cls: 2.1578, loss: 2.1578, grad_norm: 1.6289, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8011, loss/aux0: 1.8011 2020-10-20 05:30:54,666 - mmaction - INFO - Epoch [131][320/396] lr: 1.463e-01, eta: 1 day, 0:38:46, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7349, loss_cls: 2.1578, loss: 2.1578, grad_norm: 1.6265, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7907, loss/aux0: 1.7907 2020-10-20 05:31:30,979 - mmaction - INFO - Epoch [131][340/396] lr: 1.463e-01, eta: 1 day, 0:37:54, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7430, loss_cls: 2.0984, loss: 2.0984, grad_norm: 1.6787, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7661, loss/aux0: 1.7661 2020-10-20 05:31:31,924 - mmaction - INFO - Epoch [131][340/396] lr: 1.463e-01, eta: 1 day, 0:38:11, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7430, loss_cls: 2.0984, loss: 2.0984, grad_norm: 1.6778, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7679, loss/aux0: 1.7679 2020-10-20 05:32:08,182 - mmaction - INFO - Epoch [131][360/396] lr: 1.463e-01, eta: 1 day, 0:37:19, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7286, loss_cls: 2.1786, loss: 2.1786, grad_norm: 1.6661, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.7794, loss/aux0: 1.7794 2020-10-20 05:32:09,108 - mmaction - INFO - Epoch [131][360/396] lr: 1.463e-01, eta: 1 day, 0:37:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7286, loss_cls: 2.1786, loss: 2.1786, grad_norm: 1.6618, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7730, loss/aux0: 1.7730 2020-10-20 05:32:45,486 - mmaction - INFO - Epoch [131][380/396] lr: 1.463e-01, eta: 1 day, 0:36:45, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7320, loss_cls: 2.1870, loss: 2.1870, grad_norm: 1.6223, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7270, loss/aux0: 1.7270 2020-10-20 05:32:46,433 - mmaction - INFO - Epoch [131][380/396] lr: 1.463e-01, eta: 1 day, 0:37:03, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7320, loss_cls: 2.1870, loss: 2.1870, grad_norm: 1.6349, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7379, loss/aux0: 1.7379 2020-10-20 05:37:22,511 - mmaction - INFO - Epoch [132][20/396] lr: 1.445e-01, eta: 1 day, 0:35:14, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7320, loss_cls: 2.1290, loss: 2.1290, grad_norm: 1.6015, top1_acc/aux0: 0.5762, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7191, loss/aux0: 1.7191 2020-10-20 05:37:23,445 - mmaction - INFO - Epoch [132][20/396] lr: 1.445e-01, eta: 1 day, 0:35:32, time: 0.920, data_time: 0.002, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7320, loss_cls: 2.1290, loss: 2.1290, grad_norm: 1.6108, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7226, loss/aux0: 1.7226 2020-10-20 05:37:59,915 - mmaction - INFO - Epoch [132][40/396] lr: 1.445e-01, eta: 1 day, 0:34:40, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7359, loss_cls: 2.1186, loss: 2.1186, grad_norm: 1.6300, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7779, loss/aux0: 1.7779 2020-10-20 05:38:00,855 - mmaction - INFO - Epoch [132][40/396] lr: 1.445e-01, eta: 1 day, 0:34:58, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7359, loss_cls: 2.1186, loss: 2.1186, grad_norm: 1.6260, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7740, loss/aux0: 1.7740 2020-10-20 05:38:37,169 - mmaction - INFO - Epoch [132][60/396] lr: 1.445e-01, eta: 1 day, 0:34:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7451, loss_cls: 2.1156, loss: 2.1156, grad_norm: 1.6947, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7863, loss/aux0: 1.7863 2020-10-20 05:38:38,104 - mmaction - INFO - Epoch [132][60/396] lr: 1.445e-01, eta: 1 day, 0:34:23, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7451, loss_cls: 2.1156, loss: 2.1156, grad_norm: 1.6900, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7868, loss/aux0: 1.7868 2020-10-20 05:39:14,433 - mmaction - INFO - Epoch [132][80/396] lr: 1.445e-01, eta: 1 day, 0:33:31, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7276, loss_cls: 2.1666, loss: 2.1666, grad_norm: 1.6487, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.7984, loss/aux0: 1.7984 2020-10-20 05:39:15,389 - mmaction - INFO - Epoch [132][80/396] lr: 1.445e-01, eta: 1 day, 0:33:49, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7276, loss_cls: 2.1666, loss: 2.1666, grad_norm: 1.6543, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8005, loss/aux0: 1.8005 2020-10-20 05:39:51,601 - mmaction - INFO - Epoch [132][100/396] lr: 1.445e-01, eta: 1 day, 0:32:57, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7268, loss_cls: 2.1832, loss: 2.1832, grad_norm: 1.6509, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7215, loss/aux0: 1.7215 2020-10-20 05:39:52,540 - mmaction - INFO - Epoch [132][100/396] lr: 1.445e-01, eta: 1 day, 0:33:14, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7268, loss_cls: 2.1832, loss: 2.1832, grad_norm: 1.6428, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7245, loss/aux0: 1.7245 2020-10-20 05:40:28,844 - mmaction - INFO - Epoch [132][120/396] lr: 1.445e-01, eta: 1 day, 0:32:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7339, loss_cls: 2.1270, loss: 2.1270, grad_norm: 1.6801, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.7952, loss/aux0: 1.7952 2020-10-20 05:40:29,780 - mmaction - INFO - Epoch [132][120/396] lr: 1.445e-01, eta: 1 day, 0:32:40, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7339, loss_cls: 2.1270, loss: 2.1270, grad_norm: 1.6790, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7859, loss/aux0: 1.7859 2020-10-20 05:41:06,267 - mmaction - INFO - Epoch [132][140/396] lr: 1.445e-01, eta: 1 day, 0:31:48, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4826, top5_acc: 0.7331, loss_cls: 2.1791, loss: 2.1791, grad_norm: 1.6225, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6997, loss/aux0: 1.6997 2020-10-20 05:41:07,189 - mmaction - INFO - Epoch [132][140/396] lr: 1.445e-01, eta: 1 day, 0:32:06, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4826, top5_acc: 0.7331, loss_cls: 2.1791, loss: 2.1791, grad_norm: 1.6284, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7019, loss/aux0: 1.7019 2020-10-20 05:41:43,404 - mmaction - INFO - Epoch [132][160/396] lr: 1.445e-01, eta: 1 day, 0:31:13, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7398, loss_cls: 2.1443, loss: 2.1443, grad_norm: 1.6783, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7740, loss/aux0: 1.7740 2020-10-20 05:41:44,335 - mmaction - INFO - Epoch [132][160/396] lr: 1.445e-01, eta: 1 day, 0:31:31, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7398, loss_cls: 2.1443, loss: 2.1443, grad_norm: 1.6839, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7766, loss/aux0: 1.7766 2020-10-20 05:42:20,918 - mmaction - INFO - Epoch [132][180/396] lr: 1.445e-01, eta: 1 day, 0:30:39, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7388, loss_cls: 2.1536, loss: 2.1536, grad_norm: 1.6121, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7563, loss/aux0: 1.7563 2020-10-20 05:42:21,862 - mmaction - INFO - Epoch [132][180/396] lr: 1.445e-01, eta: 1 day, 0:30:57, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7388, loss_cls: 2.1536, loss: 2.1536, grad_norm: 1.6101, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7552, loss/aux0: 1.7552 2020-10-20 05:42:58,119 - mmaction - INFO - Epoch [132][200/396] lr: 1.445e-01, eta: 1 day, 0:30:05, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7404, loss_cls: 2.1063, loss: 2.1063, grad_norm: 1.6723, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7160, loss/aux0: 1.7160 2020-10-20 05:42:59,058 - mmaction - INFO - Epoch [132][200/396] lr: 1.445e-01, eta: 1 day, 0:30:22, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7404, loss_cls: 2.1063, loss: 2.1063, grad_norm: 1.6712, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7139, loss/aux0: 1.7139 2020-10-20 05:43:35,460 - mmaction - INFO - Epoch [132][220/396] lr: 1.445e-01, eta: 1 day, 0:29:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4883, top5_acc: 0.7469, loss_cls: 2.1027, loss: 2.1027, grad_norm: 1.6140, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7153, loss/aux0: 1.7153 2020-10-20 05:43:36,407 - mmaction - INFO - Epoch [132][220/396] lr: 1.445e-01, eta: 1 day, 0:29:48, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.4883, top5_acc: 0.7469, loss_cls: 2.1027, loss: 2.1027, grad_norm: 1.6139, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7255, loss/aux0: 1.7255 2020-10-20 05:44:12,652 - mmaction - INFO - Epoch [132][240/396] lr: 1.445e-01, eta: 1 day, 0:28:56, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7339, loss_cls: 2.1521, loss: 2.1521, grad_norm: 1.6576, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7488, loss/aux0: 1.7488 2020-10-20 05:44:13,582 - mmaction - INFO - Epoch [132][240/396] lr: 1.445e-01, eta: 1 day, 0:29:13, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7339, loss_cls: 2.1521, loss: 2.1521, grad_norm: 1.6536, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7476, loss/aux0: 1.7476 2020-10-20 05:44:50,345 - mmaction - INFO - Epoch [132][260/396] lr: 1.445e-01, eta: 1 day, 0:28:21, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7497, loss_cls: 2.0953, loss: 2.0953, grad_norm: 1.6955, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7571, loss/aux0: 1.7571 2020-10-20 05:44:51,266 - mmaction - INFO - Epoch [132][260/396] lr: 1.445e-01, eta: 1 day, 0:28:39, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7497, loss_cls: 2.0953, loss: 2.0953, grad_norm: 1.7033, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7553, loss/aux0: 1.7553 2020-10-20 05:45:27,580 - mmaction - INFO - Epoch [132][280/396] lr: 1.445e-01, eta: 1 day, 0:27:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7266, loss_cls: 2.2129, loss: 2.2129, grad_norm: 1.7264, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7660, loss/aux0: 1.7660 2020-10-20 05:45:28,550 - mmaction - INFO - Epoch [132][280/396] lr: 1.445e-01, eta: 1 day, 0:28:05, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7266, loss_cls: 2.2129, loss: 2.2129, grad_norm: 1.7169, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7550, loss/aux0: 1.7550 2020-10-20 05:46:05,015 - mmaction - INFO - Epoch [132][300/396] lr: 1.445e-01, eta: 1 day, 0:27:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7271, loss_cls: 2.1500, loss: 2.1500, grad_norm: 1.6828, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7643, loss/aux0: 1.7643 2020-10-20 05:46:05,953 - mmaction - INFO - Epoch [132][300/396] lr: 1.445e-01, eta: 1 day, 0:27:31, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7271, loss_cls: 2.1500, loss: 2.1500, grad_norm: 1.6915, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7828, loss/aux0: 1.7828 2020-10-20 05:46:42,547 - mmaction - INFO - Epoch [132][320/396] lr: 1.445e-01, eta: 1 day, 0:26:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7401, loss_cls: 2.1708, loss: 2.1708, grad_norm: 1.7138, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7506, loss/aux0: 1.7506 2020-10-20 05:46:43,487 - mmaction - INFO - Epoch [132][320/396] lr: 1.445e-01, eta: 1 day, 0:26:57, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7401, loss_cls: 2.1708, loss: 2.1708, grad_norm: 1.7194, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7382, loss/aux0: 1.7382 2020-10-20 05:47:20,036 - mmaction - INFO - Epoch [132][340/396] lr: 1.445e-01, eta: 1 day, 0:26:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7396, loss_cls: 2.1339, loss: 2.1339, grad_norm: 1.6706, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7257, loss/aux0: 1.7257 2020-10-20 05:47:20,976 - mmaction - INFO - Epoch [132][340/396] lr: 1.445e-01, eta: 1 day, 0:26:22, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7396, loss_cls: 2.1339, loss: 2.1339, grad_norm: 1.6634, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7294, loss/aux0: 1.7294 2020-10-20 05:47:57,487 - mmaction - INFO - Epoch [132][360/396] lr: 1.445e-01, eta: 1 day, 0:25:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4617, top5_acc: 0.7286, loss_cls: 2.2015, loss: 2.2015, grad_norm: 1.6774, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7644, loss/aux0: 1.7644 2020-10-20 05:47:58,411 - mmaction - INFO - Epoch [132][360/396] lr: 1.445e-01, eta: 1 day, 0:25:48, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4617, top5_acc: 0.7286, loss_cls: 2.2015, loss: 2.2015, grad_norm: 1.6906, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7724, loss/aux0: 1.7724 2020-10-20 05:48:34,730 - mmaction - INFO - Epoch [132][380/396] lr: 1.445e-01, eta: 1 day, 0:24:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7372, loss_cls: 2.1178, loss: 2.1178, grad_norm: 1.6782, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7924, loss/aux0: 1.7924 2020-10-20 05:48:35,674 - mmaction - INFO - Epoch [132][380/396] lr: 1.445e-01, eta: 1 day, 0:25:14, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7372, loss_cls: 2.1178, loss: 2.1178, grad_norm: 1.6899, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7896, loss/aux0: 1.7896 2020-10-20 05:52:58,576 - mmaction - INFO - Epoch [133][20/396] lr: 1.426e-01, eta: 1 day, 0:23:26, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4893, top5_acc: 0.7286, loss_cls: 2.1385, loss: 2.1385, grad_norm: 1.6540, top1_acc/aux0: 0.5652, top5_acc/aux0: 0.8054, loss_cls/aux0: 1.7467, loss/aux0: 1.7467 2020-10-20 05:52:59,518 - mmaction - INFO - Epoch [133][20/396] lr: 1.426e-01, eta: 1 day, 0:23:44, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4893, top5_acc: 0.7286, loss_cls: 2.1385, loss: 2.1385, grad_norm: 1.6489, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7442, loss/aux0: 1.7442 2020-10-20 05:53:35,747 - mmaction - INFO - Epoch [133][40/396] lr: 1.426e-01, eta: 1 day, 0:22:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7359, loss_cls: 2.1542, loss: 2.1542, grad_norm: 1.6521, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6782, loss/aux0: 1.6782 2020-10-20 05:53:36,677 - mmaction - INFO - Epoch [133][40/396] lr: 1.426e-01, eta: 1 day, 0:23:09, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7359, loss_cls: 2.1542, loss: 2.1542, grad_norm: 1.6500, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6711, loss/aux0: 1.6711 2020-10-20 05:54:12,810 - mmaction - INFO - Epoch [133][60/396] lr: 1.426e-01, eta: 1 day, 0:22:17, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7445, loss_cls: 2.0913, loss: 2.0913, grad_norm: 1.6829, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.7019, loss/aux0: 1.7019 2020-10-20 05:54:13,744 - mmaction - INFO - Epoch [133][60/396] lr: 1.426e-01, eta: 1 day, 0:22:35, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7445, loss_cls: 2.0913, loss: 2.0913, grad_norm: 1.6839, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6993, loss/aux0: 1.6993 2020-10-20 05:54:49,999 - mmaction - INFO - Epoch [133][80/396] lr: 1.426e-01, eta: 1 day, 0:21:43, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7370, loss_cls: 2.1283, loss: 2.1283, grad_norm: 1.6752, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7564, loss/aux0: 1.7564 2020-10-20 05:54:50,969 - mmaction - INFO - Epoch [133][80/396] lr: 1.426e-01, eta: 1 day, 0:22:00, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7370, loss_cls: 2.1283, loss: 2.1283, grad_norm: 1.6887, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7750, loss/aux0: 1.7750 2020-10-20 05:55:27,079 - mmaction - INFO - Epoch [133][100/396] lr: 1.426e-01, eta: 1 day, 0:21:08, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7401, loss_cls: 2.1487, loss: 2.1487, grad_norm: 1.6708, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7154, loss/aux0: 1.7154 2020-10-20 05:55:28,010 - mmaction - INFO - Epoch [133][100/396] lr: 1.426e-01, eta: 1 day, 0:21:26, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7401, loss_cls: 2.1487, loss: 2.1487, grad_norm: 1.6802, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7076, loss/aux0: 1.7076 2020-10-20 05:56:04,472 - mmaction - INFO - Epoch [133][120/396] lr: 1.426e-01, eta: 1 day, 0:20:34, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7328, loss_cls: 2.1730, loss: 2.1730, grad_norm: 1.6996, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7417, loss/aux0: 1.7417 2020-10-20 05:56:05,391 - mmaction - INFO - Epoch [133][120/396] lr: 1.426e-01, eta: 1 day, 0:20:51, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7328, loss_cls: 2.1730, loss: 2.1730, grad_norm: 1.7050, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7416, loss/aux0: 1.7416 2020-10-20 05:56:41,707 - mmaction - INFO - Epoch [133][140/396] lr: 1.426e-01, eta: 1 day, 0:19:59, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7299, loss_cls: 2.1554, loss: 2.1554, grad_norm: 1.6619, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7246, loss/aux0: 1.7246 2020-10-20 05:56:42,647 - mmaction - INFO - Epoch [133][140/396] lr: 1.426e-01, eta: 1 day, 0:20:17, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7299, loss_cls: 2.1554, loss: 2.1554, grad_norm: 1.6716, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7338, loss/aux0: 1.7338 2020-10-20 05:57:18,933 - mmaction - INFO - Epoch [133][160/396] lr: 1.426e-01, eta: 1 day, 0:19:25, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7484, loss_cls: 2.1216, loss: 2.1216, grad_norm: 1.7429, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7425, loss/aux0: 1.7425 2020-10-20 05:57:19,862 - mmaction - INFO - Epoch [133][160/396] lr: 1.426e-01, eta: 1 day, 0:19:42, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7484, loss_cls: 2.1216, loss: 2.1216, grad_norm: 1.7407, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7275, loss/aux0: 1.7275 2020-10-20 05:57:55,946 - mmaction - INFO - Epoch [133][180/396] lr: 1.426e-01, eta: 1 day, 0:18:50, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7406, loss_cls: 2.1242, loss: 2.1242, grad_norm: 1.6749, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7179, loss/aux0: 1.7179 2020-10-20 05:57:56,878 - mmaction - INFO - Epoch [133][180/396] lr: 1.426e-01, eta: 1 day, 0:19:08, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7406, loss_cls: 2.1242, loss: 2.1242, grad_norm: 1.6687, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7293, loss/aux0: 1.7293 2020-10-20 05:58:33,180 - mmaction - INFO - Epoch [133][200/396] lr: 1.426e-01, eta: 1 day, 0:18:16, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7453, loss_cls: 2.1143, loss: 2.1143, grad_norm: 1.6682, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7530, loss/aux0: 1.7530 2020-10-20 05:58:34,119 - mmaction - INFO - Epoch [133][200/396] lr: 1.426e-01, eta: 1 day, 0:18:33, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7453, loss_cls: 2.1143, loss: 2.1143, grad_norm: 1.6648, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7408, loss/aux0: 1.7408 2020-10-20 05:59:10,529 - mmaction - INFO - Epoch [133][220/396] lr: 1.426e-01, eta: 1 day, 0:17:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4695, top5_acc: 0.7271, loss_cls: 2.2055, loss: 2.2055, grad_norm: 1.6773, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8175, loss/aux0: 1.8175 2020-10-20 05:59:11,482 - mmaction - INFO - Epoch [133][220/396] lr: 1.426e-01, eta: 1 day, 0:17:59, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4695, top5_acc: 0.7271, loss_cls: 2.2055, loss: 2.2055, grad_norm: 1.6757, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8292, loss/aux0: 1.8292 2020-10-20 05:59:47,922 - mmaction - INFO - Epoch [133][240/396] lr: 1.426e-01, eta: 1 day, 0:17:07, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7344, loss_cls: 2.1473, loss: 2.1473, grad_norm: 1.6341, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7693, loss/aux0: 1.7693 2020-10-20 05:59:48,856 - mmaction - INFO - Epoch [133][240/396] lr: 1.426e-01, eta: 1 day, 0:17:24, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7344, loss_cls: 2.1473, loss: 2.1473, grad_norm: 1.6253, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7537, loss/aux0: 1.7537 2020-10-20 06:00:31,279 - mmaction - INFO - Epoch [133][260/396] lr: 1.426e-01, eta: 1 day, 0:16:33, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7380, loss_cls: 2.1249, loss: 2.1249, grad_norm: 1.6841, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.8119, loss/aux0: 1.8119 2020-10-20 06:00:32,293 - mmaction - INFO - Epoch [133][260/396] lr: 1.426e-01, eta: 1 day, 0:16:50, time: 0.934, data_time: 0.008, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7380, loss_cls: 2.1249, loss: 2.1249, grad_norm: 1.6736, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8210, loss/aux0: 1.8210 2020-10-20 06:01:08,702 - mmaction - INFO - Epoch [133][280/396] lr: 1.426e-01, eta: 1 day, 0:15:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7417, loss_cls: 2.1224, loss: 2.1224, grad_norm: 1.6871, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7580, loss/aux0: 1.7580 2020-10-20 06:01:09,636 - mmaction - INFO - Epoch [133][280/396] lr: 1.426e-01, eta: 1 day, 0:16:16, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7417, loss_cls: 2.1224, loss: 2.1224, grad_norm: 1.6812, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7532, loss/aux0: 1.7532 2020-10-20 06:01:45,859 - mmaction - INFO - Epoch [133][300/396] lr: 1.426e-01, eta: 1 day, 0:15:24, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7203, loss_cls: 2.2015, loss: 2.2015, grad_norm: 1.6650, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7203, loss/aux0: 1.7203 2020-10-20 06:01:46,787 - mmaction - INFO - Epoch [133][300/396] lr: 1.426e-01, eta: 1 day, 0:15:41, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7203, loss_cls: 2.2015, loss: 2.2015, grad_norm: 1.6719, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7385, loss/aux0: 1.7385 2020-10-20 06:02:23,090 - mmaction - INFO - Epoch [133][320/396] lr: 1.426e-01, eta: 1 day, 0:14:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4904, top5_acc: 0.7424, loss_cls: 2.1395, loss: 2.1395, grad_norm: 1.7109, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7819, loss/aux0: 1.7819 2020-10-20 06:02:24,026 - mmaction - INFO - Epoch [133][320/396] lr: 1.426e-01, eta: 1 day, 0:15:07, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4904, top5_acc: 0.7424, loss_cls: 2.1395, loss: 2.1395, grad_norm: 1.7181, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7759, loss/aux0: 1.7759 2020-10-20 06:03:00,519 - mmaction - INFO - Epoch [133][340/396] lr: 1.426e-01, eta: 1 day, 0:14:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7234, loss_cls: 2.1685, loss: 2.1685, grad_norm: 1.6613, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7304, loss/aux0: 1.7304 2020-10-20 06:03:01,463 - mmaction - INFO - Epoch [133][340/396] lr: 1.426e-01, eta: 1 day, 0:14:32, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7234, loss_cls: 2.1685, loss: 2.1685, grad_norm: 1.6573, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7318, loss/aux0: 1.7318 2020-10-20 06:03:37,990 - mmaction - INFO - Epoch [133][360/396] lr: 1.426e-01, eta: 1 day, 0:13:41, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7339, loss_cls: 2.1735, loss: 2.1735, grad_norm: 1.6378, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6916, loss/aux0: 1.6916 2020-10-20 06:03:38,924 - mmaction - INFO - Epoch [133][360/396] lr: 1.426e-01, eta: 1 day, 0:13:58, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7339, loss_cls: 2.1735, loss: 2.1735, grad_norm: 1.6474, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6844, loss/aux0: 1.6844 2020-10-20 06:04:15,475 - mmaction - INFO - Epoch [133][380/396] lr: 1.426e-01, eta: 1 day, 0:13:06, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7331, loss_cls: 2.1438, loss: 2.1438, grad_norm: 1.6693, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7292, loss/aux0: 1.7292 2020-10-20 06:04:16,428 - mmaction - INFO - Epoch [133][380/396] lr: 1.426e-01, eta: 1 day, 0:13:23, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7331, loss_cls: 2.1438, loss: 2.1438, grad_norm: 1.6839, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7402, loss/aux0: 1.7402 2020-10-20 06:08:57,601 - mmaction - INFO - Epoch [134][20/396] lr: 1.408e-01, eta: 1 day, 0:11:37, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7331, loss_cls: 2.1616, loss: 2.1616, grad_norm: 1.6858, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8087, loss_cls/aux0: 1.7461, loss/aux0: 1.7461 2020-10-20 06:08:58,530 - mmaction - INFO - Epoch [134][20/396] lr: 1.408e-01, eta: 1 day, 0:11:54, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7331, loss_cls: 2.1616, loss: 2.1616, grad_norm: 1.6858, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7388, loss/aux0: 1.7388 2020-10-20 06:09:34,637 - mmaction - INFO - Epoch [134][40/396] lr: 1.408e-01, eta: 1 day, 0:11:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4893, top5_acc: 0.7419, loss_cls: 2.1134, loss: 2.1134, grad_norm: 1.6407, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7685, loss/aux0: 1.7685 2020-10-20 06:09:35,587 - mmaction - INFO - Epoch [134][40/396] lr: 1.408e-01, eta: 1 day, 0:11:19, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4893, top5_acc: 0.7419, loss_cls: 2.1134, loss: 2.1134, grad_norm: 1.6497, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7714, loss/aux0: 1.7714 2020-10-20 06:10:11,961 - mmaction - INFO - Epoch [134][60/396] lr: 1.408e-01, eta: 1 day, 0:10:27, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7417, loss_cls: 2.1013, loss: 2.1013, grad_norm: 1.6551, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7366, loss/aux0: 1.7366 2020-10-20 06:10:12,900 - mmaction - INFO - Epoch [134][60/396] lr: 1.408e-01, eta: 1 day, 0:10:45, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7417, loss_cls: 2.1013, loss: 2.1013, grad_norm: 1.6659, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7505, loss/aux0: 1.7505 2020-10-20 06:10:49,190 - mmaction - INFO - Epoch [134][80/396] lr: 1.408e-01, eta: 1 day, 0:09:53, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7422, loss_cls: 2.0975, loss: 2.0975, grad_norm: 1.6878, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7034, loss/aux0: 1.7034 2020-10-20 06:10:50,166 - mmaction - INFO - Epoch [134][80/396] lr: 1.408e-01, eta: 1 day, 0:10:10, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7422, loss_cls: 2.0975, loss: 2.0975, grad_norm: 1.6827, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7022, loss/aux0: 1.7022 2020-10-20 06:11:26,432 - mmaction - INFO - Epoch [134][100/396] lr: 1.408e-01, eta: 1 day, 0:09:19, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7359, loss_cls: 2.1237, loss: 2.1237, grad_norm: 1.6882, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7159, loss/aux0: 1.7159 2020-10-20 06:11:27,424 - mmaction - INFO - Epoch [134][100/396] lr: 1.408e-01, eta: 1 day, 0:09:36, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7359, loss_cls: 2.1237, loss: 2.1237, grad_norm: 1.6867, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7073, loss/aux0: 1.7073 2020-10-20 06:12:03,675 - mmaction - INFO - Epoch [134][120/396] lr: 1.408e-01, eta: 1 day, 0:08:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7385, loss_cls: 2.1240, loss: 2.1240, grad_norm: 1.6846, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7778, loss/aux0: 1.7778 2020-10-20 06:12:04,601 - mmaction - INFO - Epoch [134][120/396] lr: 1.408e-01, eta: 1 day, 0:09:01, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7385, loss_cls: 2.1240, loss: 2.1240, grad_norm: 1.6780, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7776, loss/aux0: 1.7776 2020-10-20 06:12:40,858 - mmaction - INFO - Epoch [134][140/396] lr: 1.408e-01, eta: 1 day, 0:08:10, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7466, loss_cls: 2.1226, loss: 2.1226, grad_norm: 1.6797, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7688, loss/aux0: 1.7688 2020-10-20 06:12:41,789 - mmaction - INFO - Epoch [134][140/396] lr: 1.408e-01, eta: 1 day, 0:08:27, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7466, loss_cls: 2.1226, loss: 2.1226, grad_norm: 1.6850, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7703, loss/aux0: 1.7703 2020-10-20 06:13:18,137 - mmaction - INFO - Epoch [134][160/396] lr: 1.408e-01, eta: 1 day, 0:07:35, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7305, loss_cls: 2.1653, loss: 2.1653, grad_norm: 1.6886, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7423, loss/aux0: 1.7423 2020-10-20 06:13:19,089 - mmaction - INFO - Epoch [134][160/396] lr: 1.408e-01, eta: 1 day, 0:07:53, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7305, loss_cls: 2.1653, loss: 2.1653, grad_norm: 1.6894, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7468, loss/aux0: 1.7468 2020-10-20 06:13:55,522 - mmaction - INFO - Epoch [134][180/396] lr: 1.408e-01, eta: 1 day, 0:07:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7479, loss_cls: 2.1257, loss: 2.1257, grad_norm: 1.7174, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7579, loss/aux0: 1.7579 2020-10-20 06:13:56,446 - mmaction - INFO - Epoch [134][180/396] lr: 1.408e-01, eta: 1 day, 0:07:18, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7479, loss_cls: 2.1257, loss: 2.1257, grad_norm: 1.7158, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7482, loss/aux0: 1.7482 2020-10-20 06:14:32,907 - mmaction - INFO - Epoch [134][200/396] lr: 1.408e-01, eta: 1 day, 0:06:27, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4758, top5_acc: 0.7297, loss_cls: 2.1803, loss: 2.1803, grad_norm: 1.6505, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7677, loss/aux0: 1.7677 2020-10-20 06:14:33,831 - mmaction - INFO - Epoch [134][200/396] lr: 1.408e-01, eta: 1 day, 0:06:44, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4758, top5_acc: 0.7297, loss_cls: 2.1803, loss: 2.1803, grad_norm: 1.6507, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7796, loss/aux0: 1.7796 2020-10-20 06:15:10,199 - mmaction - INFO - Epoch [134][220/396] lr: 1.408e-01, eta: 1 day, 0:05:52, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7333, loss_cls: 2.1326, loss: 2.1326, grad_norm: 1.7456, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7706, loss/aux0: 1.7706 2020-10-20 06:15:11,124 - mmaction - INFO - Epoch [134][220/396] lr: 1.408e-01, eta: 1 day, 0:06:09, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7333, loss_cls: 2.1326, loss: 2.1326, grad_norm: 1.7558, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7681, loss/aux0: 1.7681 2020-10-20 06:15:47,386 - mmaction - INFO - Epoch [134][240/396] lr: 1.408e-01, eta: 1 day, 0:05:18, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7435, loss_cls: 2.1091, loss: 2.1091, grad_norm: 1.6709, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7760, loss/aux0: 1.7760 2020-10-20 06:15:48,332 - mmaction - INFO - Epoch [134][240/396] lr: 1.408e-01, eta: 1 day, 0:05:35, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7435, loss_cls: 2.1091, loss: 2.1091, grad_norm: 1.6669, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7605, loss/aux0: 1.7605 2020-10-20 06:16:24,725 - mmaction - INFO - Epoch [134][260/396] lr: 1.408e-01, eta: 1 day, 0:04:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5018, top5_acc: 0.7474, loss_cls: 2.0894, loss: 2.0894, grad_norm: 1.6934, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7076, loss/aux0: 1.7076 2020-10-20 06:16:25,664 - mmaction - INFO - Epoch [134][260/396] lr: 1.408e-01, eta: 1 day, 0:05:00, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5018, top5_acc: 0.7474, loss_cls: 2.0894, loss: 2.0894, grad_norm: 1.6920, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7177, loss/aux0: 1.7177 2020-10-20 06:17:01,961 - mmaction - INFO - Epoch [134][280/396] lr: 1.408e-01, eta: 1 day, 0:04:09, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7365, loss_cls: 2.1503, loss: 2.1503, grad_norm: 1.6484, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7295, loss/aux0: 1.7295 2020-10-20 06:17:02,961 - mmaction - INFO - Epoch [134][280/396] lr: 1.408e-01, eta: 1 day, 0:04:26, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7365, loss_cls: 2.1503, loss: 2.1503, grad_norm: 1.6562, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7282, loss/aux0: 1.7282 2020-10-20 06:17:39,333 - mmaction - INFO - Epoch [134][300/396] lr: 1.408e-01, eta: 1 day, 0:03:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7435, loss_cls: 2.1597, loss: 2.1597, grad_norm: 1.6476, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7374, loss/aux0: 1.7374 2020-10-20 06:17:40,284 - mmaction - INFO - Epoch [134][300/396] lr: 1.408e-01, eta: 1 day, 0:03:51, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7435, loss_cls: 2.1597, loss: 2.1597, grad_norm: 1.6444, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7420, loss/aux0: 1.7420 2020-10-20 06:18:16,733 - mmaction - INFO - Epoch [134][320/396] lr: 1.408e-01, eta: 1 day, 0:03:00, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7411, loss_cls: 2.0952, loss: 2.0952, grad_norm: 1.7346, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7791, loss/aux0: 1.7791 2020-10-20 06:18:17,663 - mmaction - INFO - Epoch [134][320/396] lr: 1.408e-01, eta: 1 day, 0:03:17, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7411, loss_cls: 2.0952, loss: 2.0952, grad_norm: 1.7167, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7702, loss/aux0: 1.7702 2020-10-20 06:18:54,241 - mmaction - INFO - Epoch [134][340/396] lr: 1.408e-01, eta: 1 day, 0:02:25, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7336, loss_cls: 2.1818, loss: 2.1818, grad_norm: 1.6780, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7046, loss/aux0: 1.7046 2020-10-20 06:18:55,170 - mmaction - INFO - Epoch [134][340/396] lr: 1.408e-01, eta: 1 day, 0:02:42, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7336, loss_cls: 2.1818, loss: 2.1818, grad_norm: 1.6882, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7056, loss/aux0: 1.7056 2020-10-20 06:19:31,543 - mmaction - INFO - Epoch [134][360/396] lr: 1.408e-01, eta: 1 day, 0:01:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7294, loss_cls: 2.1699, loss: 2.1699, grad_norm: 1.6603, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.7012, loss/aux0: 1.7012 2020-10-20 06:19:32,508 - mmaction - INFO - Epoch [134][360/396] lr: 1.408e-01, eta: 1 day, 0:02:08, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7294, loss_cls: 2.1699, loss: 2.1699, grad_norm: 1.6597, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6953, loss/aux0: 1.6953 2020-10-20 06:20:08,781 - mmaction - INFO - Epoch [134][380/396] lr: 1.408e-01, eta: 1 day, 0:01:17, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7490, loss_cls: 2.1003, loss: 2.1003, grad_norm: 1.6831, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6534, loss/aux0: 1.6534 2020-10-20 06:20:09,704 - mmaction - INFO - Epoch [134][380/396] lr: 1.408e-01, eta: 1 day, 0:01:34, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7490, loss_cls: 2.1003, loss: 2.1003, grad_norm: 1.6788, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6679, loss/aux0: 1.6679 2020-10-20 06:24:45,761 - mmaction - INFO - Epoch [135][20/396] lr: 1.390e-01, eta: 23:59:47, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7378, loss_cls: 2.1267, loss: 2.1267, grad_norm: 1.7279, top1_acc/aux0: 0.5694, top5_acc/aux0: 0.8051, loss_cls/aux0: 1.7568, loss/aux0: 1.7568 2020-10-20 06:24:46,688 - mmaction - INFO - Epoch [135][20/396] lr: 1.390e-01, eta: 1 day, 0:00:04, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7378, loss_cls: 2.1267, loss: 2.1267, grad_norm: 1.7212, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7558, loss/aux0: 1.7558 2020-10-20 06:25:22,859 - mmaction - INFO - Epoch [135][40/396] lr: 1.390e-01, eta: 23:59:13, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7419, loss_cls: 2.1368, loss: 2.1368, grad_norm: 1.6585, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7068, loss/aux0: 1.7068 2020-10-20 06:25:23,770 - mmaction - INFO - Epoch [135][40/396] lr: 1.390e-01, eta: 23:59:30, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7419, loss_cls: 2.1368, loss: 2.1368, grad_norm: 1.6573, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7068, loss/aux0: 1.7068 2020-10-20 06:26:00,325 - mmaction - INFO - Epoch [135][60/396] lr: 1.390e-01, eta: 23:58:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4880, top5_acc: 0.7503, loss_cls: 2.0870, loss: 2.0870, grad_norm: 1.6496, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7137, loss/aux0: 1.7137 2020-10-20 06:26:01,276 - mmaction - INFO - Epoch [135][60/396] lr: 1.390e-01, eta: 23:58:56, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4880, top5_acc: 0.7503, loss_cls: 2.0870, loss: 2.0870, grad_norm: 1.6517, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7153, loss/aux0: 1.7153 2020-10-20 06:26:37,388 - mmaction - INFO - Epoch [135][80/396] lr: 1.390e-01, eta: 23:58:04, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7440, loss_cls: 2.1065, loss: 2.1065, grad_norm: 1.6427, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7116, loss/aux0: 1.7116 2020-10-20 06:26:38,347 - mmaction - INFO - Epoch [135][80/396] lr: 1.390e-01, eta: 23:58:21, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7440, loss_cls: 2.1065, loss: 2.1065, grad_norm: 1.6487, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.6963, loss/aux0: 1.6963 2020-10-20 06:27:14,739 - mmaction - INFO - Epoch [135][100/396] lr: 1.390e-01, eta: 23:57:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7552, loss_cls: 2.0436, loss: 2.0436, grad_norm: 1.7199, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.6806, loss/aux0: 1.6806 2020-10-20 06:27:15,677 - mmaction - INFO - Epoch [135][100/396] lr: 1.390e-01, eta: 23:57:47, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7552, loss_cls: 2.0436, loss: 2.0436, grad_norm: 1.7223, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.6968, loss/aux0: 1.6968 2020-10-20 06:27:52,007 - mmaction - INFO - Epoch [135][120/396] lr: 1.390e-01, eta: 23:56:55, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4758, top5_acc: 0.7242, loss_cls: 2.2054, loss: 2.2054, grad_norm: 1.6872, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7331, loss/aux0: 1.7331 2020-10-20 06:27:52,933 - mmaction - INFO - Epoch [135][120/396] lr: 1.390e-01, eta: 23:57:12, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4758, top5_acc: 0.7242, loss_cls: 2.2054, loss: 2.2054, grad_norm: 1.6844, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7331, loss/aux0: 1.7331 2020-10-20 06:28:29,274 - mmaction - INFO - Epoch [135][140/396] lr: 1.390e-01, eta: 23:56:21, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7560, loss_cls: 2.0929, loss: 2.0929, grad_norm: 1.6874, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7283, loss/aux0: 1.7283 2020-10-20 06:28:30,222 - mmaction - INFO - Epoch [135][140/396] lr: 1.390e-01, eta: 23:56:38, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7560, loss_cls: 2.0929, loss: 2.0929, grad_norm: 1.6784, top1_acc/aux0: 0.5688, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7253, loss/aux0: 1.7253 2020-10-20 06:29:06,407 - mmaction - INFO - Epoch [135][160/396] lr: 1.390e-01, eta: 23:55:46, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4891, top5_acc: 0.7365, loss_cls: 2.1095, loss: 2.1095, grad_norm: 1.6977, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7459, loss/aux0: 1.7459 2020-10-20 06:29:07,329 - mmaction - INFO - Epoch [135][160/396] lr: 1.390e-01, eta: 23:56:03, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4891, top5_acc: 0.7365, loss_cls: 2.1095, loss: 2.1095, grad_norm: 1.6973, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7367, loss/aux0: 1.7367 2020-10-20 06:29:43,859 - mmaction - INFO - Epoch [135][180/396] lr: 1.390e-01, eta: 23:55:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7560, loss_cls: 2.0692, loss: 2.0692, grad_norm: 1.7320, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7111, loss/aux0: 1.7111 2020-10-20 06:29:44,799 - mmaction - INFO - Epoch [135][180/396] lr: 1.390e-01, eta: 23:55:29, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7560, loss_cls: 2.0692, loss: 2.0692, grad_norm: 1.7456, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7390, loss/aux0: 1.7390 2020-10-20 06:30:21,084 - mmaction - INFO - Epoch [135][200/396] lr: 1.390e-01, eta: 23:54:38, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7187, loss_cls: 2.1830, loss: 2.1830, grad_norm: 1.6814, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7451, loss/aux0: 1.7451 2020-10-20 06:30:22,039 - mmaction - INFO - Epoch [135][200/396] lr: 1.390e-01, eta: 23:54:55, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7187, loss_cls: 2.1830, loss: 2.1830, grad_norm: 1.6867, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7287, loss/aux0: 1.7287 2020-10-20 06:30:58,381 - mmaction - INFO - Epoch [135][220/396] lr: 1.390e-01, eta: 23:54:03, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7372, loss_cls: 2.1448, loss: 2.1448, grad_norm: 1.7023, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7193, loss/aux0: 1.7193 2020-10-20 06:30:59,333 - mmaction - INFO - Epoch [135][220/396] lr: 1.390e-01, eta: 23:54:20, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7372, loss_cls: 2.1448, loss: 2.1448, grad_norm: 1.7059, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7204, loss/aux0: 1.7204 2020-10-20 06:31:35,836 - mmaction - INFO - Epoch [135][240/396] lr: 1.390e-01, eta: 23:53:29, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7443, loss_cls: 2.1237, loss: 2.1237, grad_norm: 1.6687, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7291, loss/aux0: 1.7291 2020-10-20 06:31:36,758 - mmaction - INFO - Epoch [135][240/396] lr: 1.390e-01, eta: 23:53:46, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7443, loss_cls: 2.1237, loss: 2.1237, grad_norm: 1.6723, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7363, loss/aux0: 1.7363 2020-10-20 06:32:13,054 - mmaction - INFO - Epoch [135][260/396] lr: 1.390e-01, eta: 23:52:55, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7359, loss_cls: 2.1544, loss: 2.1544, grad_norm: 1.7450, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7460, loss/aux0: 1.7460 2020-10-20 06:32:13,998 - mmaction - INFO - Epoch [135][260/396] lr: 1.390e-01, eta: 23:53:11, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7359, loss_cls: 2.1544, loss: 2.1544, grad_norm: 1.7390, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7258, loss/aux0: 1.7258 2020-10-20 06:32:50,233 - mmaction - INFO - Epoch [135][280/396] lr: 1.390e-01, eta: 23:52:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7435, loss_cls: 2.0938, loss: 2.0938, grad_norm: 1.7089, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6944, loss/aux0: 1.6944 2020-10-20 06:32:51,154 - mmaction - INFO - Epoch [135][280/396] lr: 1.390e-01, eta: 23:52:37, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7435, loss_cls: 2.0938, loss: 2.0938, grad_norm: 1.7211, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7162, loss/aux0: 1.7162 2020-10-20 06:33:27,600 - mmaction - INFO - Epoch [135][300/396] lr: 1.390e-01, eta: 23:51:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7375, loss_cls: 2.1495, loss: 2.1495, grad_norm: 1.6657, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7463, loss/aux0: 1.7463 2020-10-20 06:33:28,541 - mmaction - INFO - Epoch [135][300/396] lr: 1.390e-01, eta: 23:52:03, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7375, loss_cls: 2.1495, loss: 2.1495, grad_norm: 1.6652, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7292, loss/aux0: 1.7292 2020-10-20 06:34:04,938 - mmaction - INFO - Epoch [135][320/396] lr: 1.390e-01, eta: 23:51:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7310, loss_cls: 2.1680, loss: 2.1680, grad_norm: 1.6693, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6537, loss/aux0: 1.6537 2020-10-20 06:34:05,875 - mmaction - INFO - Epoch [135][320/396] lr: 1.390e-01, eta: 23:51:28, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7310, loss_cls: 2.1680, loss: 2.1680, grad_norm: 1.6693, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6591, loss/aux0: 1.6591 2020-10-20 06:34:42,164 - mmaction - INFO - Epoch [135][340/396] lr: 1.390e-01, eta: 23:50:37, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7305, loss_cls: 2.1594, loss: 2.1594, grad_norm: 1.7365, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7503, loss/aux0: 1.7503 2020-10-20 06:34:43,113 - mmaction - INFO - Epoch [135][340/396] lr: 1.390e-01, eta: 23:50:54, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7305, loss_cls: 2.1594, loss: 2.1594, grad_norm: 1.7308, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7455, loss/aux0: 1.7455 2020-10-20 06:35:19,350 - mmaction - INFO - Epoch [135][360/396] lr: 1.390e-01, eta: 23:50:02, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7367, loss_cls: 2.1203, loss: 2.1203, grad_norm: 1.7249, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.7124, loss/aux0: 1.7124 2020-10-20 06:35:20,292 - mmaction - INFO - Epoch [135][360/396] lr: 1.390e-01, eta: 23:50:19, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7367, loss_cls: 2.1203, loss: 2.1203, grad_norm: 1.7336, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7197, loss/aux0: 1.7197 2020-10-20 06:35:56,723 - mmaction - INFO - Epoch [135][380/396] lr: 1.390e-01, eta: 23:49:28, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4982, top5_acc: 0.7365, loss_cls: 2.1131, loss: 2.1131, grad_norm: 1.6847, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6875, loss/aux0: 1.6875 2020-10-20 06:35:57,649 - mmaction - INFO - Epoch [135][380/396] lr: 1.390e-01, eta: 23:49:45, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4982, top5_acc: 0.7365, loss_cls: 2.1131, loss: 2.1131, grad_norm: 1.6949, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6856, loss/aux0: 1.6856 2020-10-20 06:40:34,198 - mmaction - INFO - Epoch [136][20/396] lr: 1.371e-01, eta: 23:47:59, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7393, loss_cls: 2.1144, loss: 2.1144, grad_norm: 1.7080, top1_acc/aux0: 0.5639, top5_acc/aux0: 0.8103, loss_cls/aux0: 1.7344, loss/aux0: 1.7344 2020-10-20 06:40:35,131 - mmaction - INFO - Epoch [136][20/396] lr: 1.371e-01, eta: 23:48:15, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7393, loss_cls: 2.1144, loss: 2.1144, grad_norm: 1.7085, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7324, loss/aux0: 1.7324 2020-10-20 06:41:11,393 - mmaction - INFO - Epoch [136][40/396] lr: 1.371e-01, eta: 23:47:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4891, top5_acc: 0.7414, loss_cls: 2.1230, loss: 2.1230, grad_norm: 1.7148, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7415, loss/aux0: 1.7415 2020-10-20 06:41:12,319 - mmaction - INFO - Epoch [136][40/396] lr: 1.371e-01, eta: 23:47:41, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4891, top5_acc: 0.7414, loss_cls: 2.1230, loss: 2.1230, grad_norm: 1.7093, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7536, loss/aux0: 1.7536 2020-10-20 06:41:48,659 - mmaction - INFO - Epoch [136][60/396] lr: 1.371e-01, eta: 23:46:50, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7505, loss_cls: 2.0653, loss: 2.0653, grad_norm: 1.7136, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.7151, loss/aux0: 1.7151 2020-10-20 06:41:49,598 - mmaction - INFO - Epoch [136][60/396] lr: 1.371e-01, eta: 23:47:06, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7505, loss_cls: 2.0653, loss: 2.0653, grad_norm: 1.7140, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.7150, loss/aux0: 1.7150 2020-10-20 06:42:25,974 - mmaction - INFO - Epoch [136][80/396] lr: 1.371e-01, eta: 23:46:15, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4784, top5_acc: 0.7411, loss_cls: 2.1650, loss: 2.1650, grad_norm: 1.6584, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7790, loss/aux0: 1.7790 2020-10-20 06:42:26,906 - mmaction - INFO - Epoch [136][80/396] lr: 1.371e-01, eta: 23:46:32, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4784, top5_acc: 0.7411, loss_cls: 2.1650, loss: 2.1650, grad_norm: 1.6629, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7614, loss/aux0: 1.7614 2020-10-20 06:43:03,026 - mmaction - INFO - Epoch [136][100/396] lr: 1.371e-01, eta: 23:45:41, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4992, top5_acc: 0.7607, loss_cls: 2.0442, loss: 2.0442, grad_norm: 1.6836, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.7159, loss/aux0: 1.7159 2020-10-20 06:43:03,974 - mmaction - INFO - Epoch [136][100/396] lr: 1.371e-01, eta: 23:45:57, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4992, top5_acc: 0.7607, loss_cls: 2.0442, loss: 2.0442, grad_norm: 1.6826, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7309, loss/aux0: 1.7309 2020-10-20 06:43:40,397 - mmaction - INFO - Epoch [136][120/396] lr: 1.371e-01, eta: 23:45:06, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7406, loss_cls: 2.1213, loss: 2.1213, grad_norm: 1.7219, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7518, loss/aux0: 1.7518 2020-10-20 06:43:41,329 - mmaction - INFO - Epoch [136][120/396] lr: 1.371e-01, eta: 23:45:23, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7406, loss_cls: 2.1213, loss: 2.1213, grad_norm: 1.7311, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7596, loss/aux0: 1.7596 2020-10-20 06:44:17,779 - mmaction - INFO - Epoch [136][140/396] lr: 1.371e-01, eta: 23:44:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7385, loss_cls: 2.1401, loss: 2.1401, grad_norm: 1.6854, top1_acc/aux0: 0.5688, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7136, loss/aux0: 1.7136 2020-10-20 06:44:18,703 - mmaction - INFO - Epoch [136][140/396] lr: 1.371e-01, eta: 23:44:49, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7385, loss_cls: 2.1401, loss: 2.1401, grad_norm: 1.6921, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7047, loss/aux0: 1.7047 2020-10-20 06:44:55,025 - mmaction - INFO - Epoch [136][160/396] lr: 1.371e-01, eta: 23:43:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7477, loss_cls: 2.0781, loss: 2.0781, grad_norm: 1.6568, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6589, loss/aux0: 1.6589 2020-10-20 06:44:55,991 - mmaction - INFO - Epoch [136][160/396] lr: 1.371e-01, eta: 23:44:14, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7477, loss_cls: 2.0781, loss: 2.0781, grad_norm: 1.6572, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6467, loss/aux0: 1.6467 2020-10-20 06:45:32,405 - mmaction - INFO - Epoch [136][180/396] lr: 1.371e-01, eta: 23:43:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4937, top5_acc: 0.7456, loss_cls: 2.1036, loss: 2.1036, grad_norm: 1.7307, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7291, loss/aux0: 1.7291 2020-10-20 06:45:33,354 - mmaction - INFO - Epoch [136][180/396] lr: 1.371e-01, eta: 23:43:40, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4937, top5_acc: 0.7456, loss_cls: 2.1036, loss: 2.1036, grad_norm: 1.7345, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7364, loss/aux0: 1.7364 2020-10-20 06:46:09,934 - mmaction - INFO - Epoch [136][200/396] lr: 1.371e-01, eta: 23:42:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7388, loss_cls: 2.1452, loss: 2.1452, grad_norm: 1.7033, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7338, loss/aux0: 1.7338 2020-10-20 06:46:10,866 - mmaction - INFO - Epoch [136][200/396] lr: 1.371e-01, eta: 23:43:05, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7388, loss_cls: 2.1452, loss: 2.1452, grad_norm: 1.7024, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7309, loss/aux0: 1.7309 2020-10-20 06:46:47,258 - mmaction - INFO - Epoch [136][220/396] lr: 1.371e-01, eta: 23:42:14, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7477, loss_cls: 2.1131, loss: 2.1131, grad_norm: 1.6607, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7302, loss/aux0: 1.7302 2020-10-20 06:46:48,186 - mmaction - INFO - Epoch [136][220/396] lr: 1.371e-01, eta: 23:42:31, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7477, loss_cls: 2.1131, loss: 2.1131, grad_norm: 1.6565, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7296, loss/aux0: 1.7296 2020-10-20 06:47:24,492 - mmaction - INFO - Epoch [136][240/396] lr: 1.371e-01, eta: 23:41:40, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7451, loss_cls: 2.1026, loss: 2.1026, grad_norm: 1.7086, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6602, loss/aux0: 1.6602 2020-10-20 06:47:25,419 - mmaction - INFO - Epoch [136][240/396] lr: 1.371e-01, eta: 23:41:56, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7451, loss_cls: 2.1026, loss: 2.1026, grad_norm: 1.7153, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6607, loss/aux0: 1.6607 2020-10-20 06:48:01,877 - mmaction - INFO - Epoch [136][260/396] lr: 1.371e-01, eta: 23:41:05, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7214, loss_cls: 2.1846, loss: 2.1846, grad_norm: 1.7046, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7384, loss/aux0: 1.7384 2020-10-20 06:48:02,812 - mmaction - INFO - Epoch [136][260/396] lr: 1.371e-01, eta: 23:41:22, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7214, loss_cls: 2.1846, loss: 2.1846, grad_norm: 1.6968, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7349, loss/aux0: 1.7349 2020-10-20 06:48:39,159 - mmaction - INFO - Epoch [136][280/396] lr: 1.371e-01, eta: 23:40:31, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7466, loss_cls: 2.0986, loss: 2.0986, grad_norm: 1.6893, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.7014, loss/aux0: 1.7014 2020-10-20 06:48:40,119 - mmaction - INFO - Epoch [136][280/396] lr: 1.371e-01, eta: 23:40:47, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7466, loss_cls: 2.0986, loss: 2.0986, grad_norm: 1.6920, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6976, loss/aux0: 1.6976 2020-10-20 06:49:16,558 - mmaction - INFO - Epoch [136][300/396] lr: 1.371e-01, eta: 23:39:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7430, loss_cls: 2.1254, loss: 2.1254, grad_norm: 1.7206, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7232, loss/aux0: 1.7232 2020-10-20 06:49:17,525 - mmaction - INFO - Epoch [136][300/396] lr: 1.371e-01, eta: 23:40:13, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7430, loss_cls: 2.1254, loss: 2.1254, grad_norm: 1.7147, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7288, loss/aux0: 1.7288 2020-10-20 06:49:53,973 - mmaction - INFO - Epoch [136][320/396] lr: 1.371e-01, eta: 23:39:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7411, loss_cls: 2.1550, loss: 2.1550, grad_norm: 1.7060, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.6986, loss/aux0: 1.6986 2020-10-20 06:49:54,911 - mmaction - INFO - Epoch [136][320/396] lr: 1.371e-01, eta: 23:39:39, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7411, loss_cls: 2.1550, loss: 2.1550, grad_norm: 1.7001, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7003, loss/aux0: 1.7003 2020-10-20 06:50:31,319 - mmaction - INFO - Epoch [136][340/396] lr: 1.371e-01, eta: 23:38:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7331, loss_cls: 2.1753, loss: 2.1753, grad_norm: 1.7234, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7177, loss/aux0: 1.7177 2020-10-20 06:50:32,244 - mmaction - INFO - Epoch [136][340/396] lr: 1.371e-01, eta: 23:39:04, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7331, loss_cls: 2.1753, loss: 2.1753, grad_norm: 1.7224, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7192, loss/aux0: 1.7192 2020-10-20 06:51:08,808 - mmaction - INFO - Epoch [136][360/396] lr: 1.371e-01, eta: 23:38:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7398, loss_cls: 2.1514, loss: 2.1514, grad_norm: 1.7056, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7637, loss/aux0: 1.7637 2020-10-20 06:51:09,754 - mmaction - INFO - Epoch [136][360/396] lr: 1.371e-01, eta: 23:38:30, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7398, loss_cls: 2.1514, loss: 2.1514, grad_norm: 1.7058, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7630, loss/aux0: 1.7630 2020-10-20 06:51:46,030 - mmaction - INFO - Epoch [136][380/396] lr: 1.371e-01, eta: 23:37:39, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4826, top5_acc: 0.7411, loss_cls: 2.1398, loss: 2.1398, grad_norm: 1.6867, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7328, loss/aux0: 1.7328 2020-10-20 06:51:46,957 - mmaction - INFO - Epoch [136][380/396] lr: 1.371e-01, eta: 23:37:55, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4826, top5_acc: 0.7411, loss_cls: 2.1398, loss: 2.1398, grad_norm: 1.6879, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7190, loss/aux0: 1.7190 2020-10-20 06:52:18,948 - mmaction - INFO - Saving checkpoint at 136 epochs 2020-10-20 06:54:02,608 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 06:54:02,724 - mmaction - INFO - top1_acc 0.6021 top5_acc 0.8367 2020-10-20 06:54:02,724 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 06:54:02,743 - mmaction - INFO - mean_acc 0.6026 2020-10-20 06:54:02,743 - mmaction - INFO - Now best checkpoint is epoch_136.pth 2020-10-20 06:54:02,762 - mmaction - INFO - Epoch(val) [136][396] top1_acc: 0.6021, top5_acc: 0.8367, mean_class_accuracy: 0.6026 2020-10-20 06:58:05,625 - mmaction - INFO - Epoch [137][20/396] lr: 1.353e-01, eta: 23:36:10, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5013, top5_acc: 0.7492, loss_cls: 2.0672, loss: 2.0672, grad_norm: 1.7440, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8024, loss_cls/aux0: 1.7517, loss/aux0: 1.7517 2020-10-20 06:58:06,584 - mmaction - INFO - Epoch [137][20/396] lr: 1.353e-01, eta: 23:36:26, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5013, top5_acc: 0.7492, loss_cls: 2.0672, loss: 2.0672, grad_norm: 1.7368, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7446, loss/aux0: 1.7446 2020-10-20 06:58:42,694 - mmaction - INFO - Epoch [137][40/396] lr: 1.353e-01, eta: 23:35:35, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7380, loss_cls: 2.1247, loss: 2.1247, grad_norm: 1.7036, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7479, loss/aux0: 1.7479 2020-10-20 06:58:43,625 - mmaction - INFO - Epoch [137][40/396] lr: 1.353e-01, eta: 23:35:52, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7380, loss_cls: 2.1247, loss: 2.1247, grad_norm: 1.7050, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7602, loss/aux0: 1.7602 2020-10-20 06:59:19,994 - mmaction - INFO - Epoch [137][60/396] lr: 1.353e-01, eta: 23:35:01, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7490, loss_cls: 2.0559, loss: 2.0559, grad_norm: 1.7332, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7435, loss/aux0: 1.7435 2020-10-20 06:59:20,934 - mmaction - INFO - Epoch [137][60/396] lr: 1.353e-01, eta: 23:35:17, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7490, loss_cls: 2.0559, loss: 2.0559, grad_norm: 1.7339, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7358, loss/aux0: 1.7358 2020-10-20 06:59:57,080 - mmaction - INFO - Epoch [137][80/396] lr: 1.353e-01, eta: 23:34:26, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7531, loss_cls: 2.0923, loss: 2.0923, grad_norm: 1.7077, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7130, loss/aux0: 1.7130 2020-10-20 06:59:58,006 - mmaction - INFO - Epoch [137][80/396] lr: 1.353e-01, eta: 23:34:42, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7531, loss_cls: 2.0923, loss: 2.0923, grad_norm: 1.7068, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7187, loss/aux0: 1.7187 2020-10-20 07:00:34,559 - mmaction - INFO - Epoch [137][100/396] lr: 1.353e-01, eta: 23:33:51, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7445, loss_cls: 2.1267, loss: 2.1267, grad_norm: 1.7030, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7075, loss/aux0: 1.7075 2020-10-20 07:00:35,494 - mmaction - INFO - Epoch [137][100/396] lr: 1.353e-01, eta: 23:34:08, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7445, loss_cls: 2.1267, loss: 2.1267, grad_norm: 1.7055, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6979, loss/aux0: 1.6979 2020-10-20 07:01:12,077 - mmaction - INFO - Epoch [137][120/396] lr: 1.353e-01, eta: 23:33:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7448, loss_cls: 2.0984, loss: 2.0984, grad_norm: 1.7281, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7170, loss/aux0: 1.7170 2020-10-20 07:01:12,999 - mmaction - INFO - Epoch [137][120/396] lr: 1.353e-01, eta: 23:33:33, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7448, loss_cls: 2.0984, loss: 2.0984, grad_norm: 1.7273, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7253, loss/aux0: 1.7253 2020-10-20 07:01:49,377 - mmaction - INFO - Epoch [137][140/396] lr: 1.353e-01, eta: 23:32:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7451, loss_cls: 2.1260, loss: 2.1260, grad_norm: 1.6704, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7208, loss/aux0: 1.7208 2020-10-20 07:01:50,331 - mmaction - INFO - Epoch [137][140/396] lr: 1.353e-01, eta: 23:32:59, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7451, loss_cls: 2.1260, loss: 2.1260, grad_norm: 1.6727, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7196, loss/aux0: 1.7196 2020-10-20 07:02:26,740 - mmaction - INFO - Epoch [137][160/396] lr: 1.353e-01, eta: 23:32:08, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7391, loss_cls: 2.1138, loss: 2.1138, grad_norm: 1.7145, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7369, loss/aux0: 1.7369 2020-10-20 07:02:27,678 - mmaction - INFO - Epoch [137][160/396] lr: 1.353e-01, eta: 23:32:25, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7391, loss_cls: 2.1138, loss: 2.1138, grad_norm: 1.7143, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7257, loss/aux0: 1.7257 2020-10-20 07:03:03,968 - mmaction - INFO - Epoch [137][180/396] lr: 1.353e-01, eta: 23:31:34, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7487, loss_cls: 2.0987, loss: 2.0987, grad_norm: 1.7615, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7074, loss/aux0: 1.7074 2020-10-20 07:03:04,907 - mmaction - INFO - Epoch [137][180/396] lr: 1.353e-01, eta: 23:31:50, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7487, loss_cls: 2.0987, loss: 2.0987, grad_norm: 1.7658, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7338, loss/aux0: 1.7338 2020-10-20 07:03:41,241 - mmaction - INFO - Epoch [137][200/396] lr: 1.353e-01, eta: 23:30:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7378, loss_cls: 2.0885, loss: 2.0885, grad_norm: 1.7427, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7501, loss/aux0: 1.7501 2020-10-20 07:03:42,178 - mmaction - INFO - Epoch [137][200/396] lr: 1.353e-01, eta: 23:31:16, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7378, loss_cls: 2.0885, loss: 2.0885, grad_norm: 1.7419, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7364, loss/aux0: 1.7364 2020-10-20 07:04:18,435 - mmaction - INFO - Epoch [137][220/396] lr: 1.353e-01, eta: 23:30:25, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7406, loss_cls: 2.1057, loss: 2.1057, grad_norm: 1.6639, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7179, loss/aux0: 1.7179 2020-10-20 07:04:19,364 - mmaction - INFO - Epoch [137][220/396] lr: 1.353e-01, eta: 23:30:41, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7406, loss_cls: 2.1057, loss: 2.1057, grad_norm: 1.6643, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7156, loss/aux0: 1.7156 2020-10-20 07:04:55,761 - mmaction - INFO - Epoch [137][240/396] lr: 1.353e-01, eta: 23:29:50, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7430, loss_cls: 2.1098, loss: 2.1098, grad_norm: 1.7174, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7096, loss/aux0: 1.7096 2020-10-20 07:04:56,686 - mmaction - INFO - Epoch [137][240/396] lr: 1.353e-01, eta: 23:30:07, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7430, loss_cls: 2.1098, loss: 2.1098, grad_norm: 1.7152, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7042, loss/aux0: 1.7042 2020-10-20 07:05:32,952 - mmaction - INFO - Epoch [137][260/396] lr: 1.353e-01, eta: 23:29:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7451, loss_cls: 2.0838, loss: 2.0838, grad_norm: 1.6903, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7662, loss/aux0: 1.7662 2020-10-20 07:05:33,880 - mmaction - INFO - Epoch [137][260/396] lr: 1.353e-01, eta: 23:29:32, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7451, loss_cls: 2.0838, loss: 2.0838, grad_norm: 1.6937, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7744, loss/aux0: 1.7744 2020-10-20 07:06:10,455 - mmaction - INFO - Epoch [137][280/396] lr: 1.353e-01, eta: 23:28:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7432, loss_cls: 2.1105, loss: 2.1105, grad_norm: 1.7290, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7650, loss/aux0: 1.7650 2020-10-20 07:06:11,382 - mmaction - INFO - Epoch [137][280/396] lr: 1.353e-01, eta: 23:28:58, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7432, loss_cls: 2.1105, loss: 2.1105, grad_norm: 1.7258, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7452, loss/aux0: 1.7452 2020-10-20 07:06:47,744 - mmaction - INFO - Epoch [137][300/396] lr: 1.353e-01, eta: 23:28:07, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7432, loss_cls: 2.1055, loss: 2.1055, grad_norm: 1.6739, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.6978, loss/aux0: 1.6978 2020-10-20 07:06:48,688 - mmaction - INFO - Epoch [137][300/396] lr: 1.353e-01, eta: 23:28:23, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7432, loss_cls: 2.1055, loss: 2.1055, grad_norm: 1.6764, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7086, loss/aux0: 1.7086 2020-10-20 07:07:25,263 - mmaction - INFO - Epoch [137][320/396] lr: 1.353e-01, eta: 23:27:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7557, loss_cls: 2.0138, loss: 2.0138, grad_norm: 1.6860, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.6912, loss/aux0: 1.6912 2020-10-20 07:07:26,196 - mmaction - INFO - Epoch [137][320/396] lr: 1.353e-01, eta: 23:27:49, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7557, loss_cls: 2.0138, loss: 2.0138, grad_norm: 1.6874, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.6983, loss/aux0: 1.6983 2020-10-20 07:08:02,431 - mmaction - INFO - Epoch [137][340/396] lr: 1.353e-01, eta: 23:26:58, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7401, loss_cls: 2.1370, loss: 2.1370, grad_norm: 1.7309, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7170, loss/aux0: 1.7170 2020-10-20 07:08:03,349 - mmaction - INFO - Epoch [137][340/396] lr: 1.353e-01, eta: 23:27:14, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7401, loss_cls: 2.1370, loss: 2.1370, grad_norm: 1.7330, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7121, loss/aux0: 1.7121 2020-10-20 07:08:39,956 - mmaction - INFO - Epoch [137][360/396] lr: 1.353e-01, eta: 23:26:23, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7354, loss_cls: 2.1081, loss: 2.1081, grad_norm: 1.7205, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6664, loss/aux0: 1.6664 2020-10-20 07:08:40,903 - mmaction - INFO - Epoch [137][360/396] lr: 1.353e-01, eta: 23:26:40, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7354, loss_cls: 2.1081, loss: 2.1081, grad_norm: 1.7184, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6546, loss/aux0: 1.6546 2020-10-20 07:09:17,125 - mmaction - INFO - Epoch [137][380/396] lr: 1.353e-01, eta: 23:25:49, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7365, loss_cls: 2.1441, loss: 2.1441, grad_norm: 1.7431, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.6846, loss/aux0: 1.6846 2020-10-20 07:09:18,045 - mmaction - INFO - Epoch [137][380/396] lr: 1.353e-01, eta: 23:26:05, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7365, loss_cls: 2.1441, loss: 2.1441, grad_norm: 1.7495, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7022, loss/aux0: 1.7022 2020-10-20 07:13:49,997 - mmaction - INFO - Epoch [138][20/396] lr: 1.335e-01, eta: 23:24:21, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7451, loss_cls: 2.0708, loss: 2.0708, grad_norm: 1.7069, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8103, loss_cls/aux0: 1.7151, loss/aux0: 1.7151 2020-10-20 07:13:50,930 - mmaction - INFO - Epoch [138][20/396] lr: 1.335e-01, eta: 23:24:37, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7451, loss_cls: 2.0708, loss: 2.0708, grad_norm: 1.7107, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7243, loss/aux0: 1.7243 2020-10-20 07:14:27,032 - mmaction - INFO - Epoch [138][40/396] lr: 1.335e-01, eta: 23:23:46, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7518, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.6946, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7477, loss/aux0: 1.7477 2020-10-20 07:14:27,952 - mmaction - INFO - Epoch [138][40/396] lr: 1.335e-01, eta: 23:24:02, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7518, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.6941, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7374, loss/aux0: 1.7374 2020-10-20 07:15:04,231 - mmaction - INFO - Epoch [138][60/396] lr: 1.335e-01, eta: 23:23:12, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7484, loss_cls: 2.0670, loss: 2.0670, grad_norm: 1.7256, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7414, loss/aux0: 1.7414 2020-10-20 07:15:05,168 - mmaction - INFO - Epoch [138][60/396] lr: 1.335e-01, eta: 23:23:28, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7484, loss_cls: 2.0670, loss: 2.0670, grad_norm: 1.7233, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7430, loss/aux0: 1.7430 2020-10-20 07:15:41,677 - mmaction - INFO - Epoch [138][80/396] lr: 1.335e-01, eta: 23:22:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7414, loss_cls: 2.1006, loss: 2.1006, grad_norm: 1.7220, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7011, loss/aux0: 1.7011 2020-10-20 07:15:42,616 - mmaction - INFO - Epoch [138][80/396] lr: 1.335e-01, eta: 23:22:53, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7414, loss_cls: 2.1006, loss: 2.1006, grad_norm: 1.7232, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7046, loss/aux0: 1.7046 2020-10-20 07:16:18,894 - mmaction - INFO - Epoch [138][100/396] lr: 1.335e-01, eta: 23:22:03, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7510, loss_cls: 2.0406, loss: 2.0406, grad_norm: 1.6792, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.6926, loss/aux0: 1.6926 2020-10-20 07:16:19,826 - mmaction - INFO - Epoch [138][100/396] lr: 1.335e-01, eta: 23:22:19, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7510, loss_cls: 2.0406, loss: 2.0406, grad_norm: 1.6808, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6809, loss/aux0: 1.6809 2020-10-20 07:16:56,225 - mmaction - INFO - Epoch [138][120/396] lr: 1.335e-01, eta: 23:21:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7341, loss_cls: 2.1423, loss: 2.1423, grad_norm: 1.7051, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7248, loss/aux0: 1.7248 2020-10-20 07:16:57,177 - mmaction - INFO - Epoch [138][120/396] lr: 1.335e-01, eta: 23:21:44, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7341, loss_cls: 2.1423, loss: 2.1423, grad_norm: 1.6956, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7279, loss/aux0: 1.7279 2020-10-20 07:17:33,395 - mmaction - INFO - Epoch [138][140/396] lr: 1.335e-01, eta: 23:20:54, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7521, loss_cls: 2.0522, loss: 2.0522, grad_norm: 1.7466, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6666, loss/aux0: 1.6666 2020-10-20 07:17:34,360 - mmaction - INFO - Epoch [138][140/396] lr: 1.335e-01, eta: 23:21:10, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7521, loss_cls: 2.0522, loss: 2.0522, grad_norm: 1.7467, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6727, loss/aux0: 1.6727 2020-10-20 07:18:10,816 - mmaction - INFO - Epoch [138][160/396] lr: 1.335e-01, eta: 23:20:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7422, loss_cls: 2.1077, loss: 2.1077, grad_norm: 1.6874, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7321, loss/aux0: 1.7321 2020-10-20 07:18:11,752 - mmaction - INFO - Epoch [138][160/396] lr: 1.335e-01, eta: 23:20:36, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7422, loss_cls: 2.1077, loss: 2.1077, grad_norm: 1.6907, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7250, loss/aux0: 1.7250 2020-10-20 07:18:48,165 - mmaction - INFO - Epoch [138][180/396] lr: 1.335e-01, eta: 23:19:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7479, loss_cls: 2.0806, loss: 2.0806, grad_norm: 1.7251, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6807, loss/aux0: 1.6807 2020-10-20 07:18:49,096 - mmaction - INFO - Epoch [138][180/396] lr: 1.335e-01, eta: 23:20:01, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7479, loss_cls: 2.0806, loss: 2.0806, grad_norm: 1.7335, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6827, loss/aux0: 1.6827 2020-10-20 07:19:25,553 - mmaction - INFO - Epoch [138][200/396] lr: 1.335e-01, eta: 23:19:10, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7411, loss_cls: 2.0968, loss: 2.0968, grad_norm: 1.7101, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7490, loss/aux0: 1.7490 2020-10-20 07:19:26,484 - mmaction - INFO - Epoch [138][200/396] lr: 1.335e-01, eta: 23:19:26, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7411, loss_cls: 2.0968, loss: 2.0968, grad_norm: 1.7089, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7617, loss/aux0: 1.7617 2020-10-20 07:20:02,950 - mmaction - INFO - Epoch [138][220/396] lr: 1.335e-01, eta: 23:18:36, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7552, loss_cls: 2.0568, loss: 2.0568, grad_norm: 1.7347, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7402, loss/aux0: 1.7402 2020-10-20 07:20:03,879 - mmaction - INFO - Epoch [138][220/396] lr: 1.335e-01, eta: 23:18:52, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7552, loss_cls: 2.0568, loss: 2.0568, grad_norm: 1.7350, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7170, loss/aux0: 1.7170 2020-10-20 07:20:40,074 - mmaction - INFO - Epoch [138][240/396] lr: 1.335e-01, eta: 23:18:01, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7349, loss_cls: 2.1097, loss: 2.1097, grad_norm: 1.6971, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.7023, loss/aux0: 1.7023 2020-10-20 07:20:41,035 - mmaction - INFO - Epoch [138][240/396] lr: 1.335e-01, eta: 23:18:17, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7349, loss_cls: 2.1097, loss: 2.1097, grad_norm: 1.6963, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.7084, loss/aux0: 1.7084 2020-10-20 07:21:17,261 - mmaction - INFO - Epoch [138][260/396] lr: 1.335e-01, eta: 23:17:27, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7359, loss_cls: 2.1275, loss: 2.1275, grad_norm: 1.7484, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6495, loss/aux0: 1.6495 2020-10-20 07:21:18,187 - mmaction - INFO - Epoch [138][260/396] lr: 1.335e-01, eta: 23:17:43, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7359, loss_cls: 2.1275, loss: 2.1275, grad_norm: 1.7564, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6554, loss/aux0: 1.6554 2020-10-20 07:21:54,592 - mmaction - INFO - Epoch [138][280/396] lr: 1.335e-01, eta: 23:16:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7333, loss_cls: 2.1494, loss: 2.1494, grad_norm: 1.7066, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7287, loss/aux0: 1.7287 2020-10-20 07:21:55,524 - mmaction - INFO - Epoch [138][280/396] lr: 1.335e-01, eta: 23:17:08, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7333, loss_cls: 2.1494, loss: 2.1494, grad_norm: 1.7048, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7282, loss/aux0: 1.7282 2020-10-20 07:22:32,177 - mmaction - INFO - Epoch [138][300/396] lr: 1.335e-01, eta: 23:16:18, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7406, loss_cls: 2.0939, loss: 2.0939, grad_norm: 1.7194, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6872, loss/aux0: 1.6872 2020-10-20 07:22:33,118 - mmaction - INFO - Epoch [138][300/396] lr: 1.335e-01, eta: 23:16:34, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7406, loss_cls: 2.0939, loss: 2.0939, grad_norm: 1.7126, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6803, loss/aux0: 1.6803 2020-10-20 07:23:09,392 - mmaction - INFO - Epoch [138][320/396] lr: 1.335e-01, eta: 23:15:44, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7354, loss_cls: 2.1466, loss: 2.1466, grad_norm: 1.7544, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7588, loss/aux0: 1.7588 2020-10-20 07:23:10,367 - mmaction - INFO - Epoch [138][320/396] lr: 1.335e-01, eta: 23:16:00, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7354, loss_cls: 2.1466, loss: 2.1466, grad_norm: 1.7591, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7747, loss/aux0: 1.7747 2020-10-20 07:23:46,703 - mmaction - INFO - Epoch [138][340/396] lr: 1.335e-01, eta: 23:15:09, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7388, loss_cls: 2.1479, loss: 2.1479, grad_norm: 1.7126, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6949, loss/aux0: 1.6949 2020-10-20 07:23:47,654 - mmaction - INFO - Epoch [138][340/396] lr: 1.335e-01, eta: 23:15:25, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7388, loss_cls: 2.1479, loss: 2.1479, grad_norm: 1.7286, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6939, loss/aux0: 1.6939 2020-10-20 07:24:23,897 - mmaction - INFO - Epoch [138][360/396] lr: 1.335e-01, eta: 23:14:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7333, loss_cls: 2.1261, loss: 2.1261, grad_norm: 1.6711, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.7644, loss/aux0: 1.7644 2020-10-20 07:24:24,841 - mmaction - INFO - Epoch [138][360/396] lr: 1.335e-01, eta: 23:14:50, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7333, loss_cls: 2.1261, loss: 2.1261, grad_norm: 1.6739, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.7613, loss/aux0: 1.7613 2020-10-20 07:25:01,052 - mmaction - INFO - Epoch [138][380/396] lr: 1.335e-01, eta: 23:14:00, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7354, loss_cls: 2.1272, loss: 2.1272, grad_norm: 1.7301, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7280, loss/aux0: 1.7280 2020-10-20 07:25:01,986 - mmaction - INFO - Epoch [138][380/396] lr: 1.335e-01, eta: 23:14:16, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7354, loss_cls: 2.1272, loss: 2.1272, grad_norm: 1.7213, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7273, loss/aux0: 1.7273 2020-10-20 07:29:32,449 - mmaction - INFO - Epoch [139][20/396] lr: 1.316e-01, eta: 23:12:32, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7549, loss_cls: 2.0411, loss: 2.0411, grad_norm: 1.7107, top1_acc/aux0: 0.5751, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.7069, loss/aux0: 1.7069 2020-10-20 07:29:33,385 - mmaction - INFO - Epoch [139][20/396] lr: 1.316e-01, eta: 23:12:48, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7549, loss_cls: 2.0411, loss: 2.0411, grad_norm: 1.7093, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.7062, loss/aux0: 1.7062 2020-10-20 07:30:09,685 - mmaction - INFO - Epoch [139][40/396] lr: 1.316e-01, eta: 23:11:57, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7432, loss_cls: 2.0764, loss: 2.0764, grad_norm: 1.7116, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7075, loss/aux0: 1.7075 2020-10-20 07:30:10,607 - mmaction - INFO - Epoch [139][40/396] lr: 1.316e-01, eta: 23:12:13, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7432, loss_cls: 2.0764, loss: 2.0764, grad_norm: 1.7150, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7079, loss/aux0: 1.7079 2020-10-20 07:30:46,991 - mmaction - INFO - Epoch [139][60/396] lr: 1.316e-01, eta: 23:11:23, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7492, loss_cls: 2.0613, loss: 2.0613, grad_norm: 1.7186, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6880, loss/aux0: 1.6880 2020-10-20 07:30:47,945 - mmaction - INFO - Epoch [139][60/396] lr: 1.316e-01, eta: 23:11:39, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7492, loss_cls: 2.0613, loss: 2.0613, grad_norm: 1.7259, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6968, loss/aux0: 1.6968 2020-10-20 07:31:24,236 - mmaction - INFO - Epoch [139][80/396] lr: 1.316e-01, eta: 23:10:49, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7474, loss_cls: 2.0660, loss: 2.0660, grad_norm: 1.7147, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7107, loss/aux0: 1.7107 2020-10-20 07:31:25,176 - mmaction - INFO - Epoch [139][80/396] lr: 1.316e-01, eta: 23:11:04, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7474, loss_cls: 2.0660, loss: 2.0660, grad_norm: 1.7152, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7054, loss/aux0: 1.7054 2020-10-20 07:32:01,540 - mmaction - INFO - Epoch [139][100/396] lr: 1.316e-01, eta: 23:10:14, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4904, top5_acc: 0.7518, loss_cls: 2.0762, loss: 2.0762, grad_norm: 1.7049, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6821, loss/aux0: 1.6821 2020-10-20 07:32:02,468 - mmaction - INFO - Epoch [139][100/396] lr: 1.316e-01, eta: 23:10:30, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4904, top5_acc: 0.7518, loss_cls: 2.0762, loss: 2.0762, grad_norm: 1.7134, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6780, loss/aux0: 1.6780 2020-10-20 07:32:39,062 - mmaction - INFO - Epoch [139][120/396] lr: 1.316e-01, eta: 23:09:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4940, top5_acc: 0.7563, loss_cls: 2.0530, loss: 2.0530, grad_norm: 1.7150, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6733, loss/aux0: 1.6733 2020-10-20 07:32:39,987 - mmaction - INFO - Epoch [139][120/396] lr: 1.316e-01, eta: 23:09:55, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4940, top5_acc: 0.7563, loss_cls: 2.0530, loss: 2.0530, grad_norm: 1.7171, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6737, loss/aux0: 1.6737 2020-10-20 07:33:16,529 - mmaction - INFO - Epoch [139][140/396] lr: 1.316e-01, eta: 23:09:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7440, loss_cls: 2.1077, loss: 2.1077, grad_norm: 1.7709, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6816, loss/aux0: 1.6816 2020-10-20 07:33:17,457 - mmaction - INFO - Epoch [139][140/396] lr: 1.316e-01, eta: 23:09:21, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7440, loss_cls: 2.1077, loss: 2.1077, grad_norm: 1.7771, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6766, loss/aux0: 1.6766 2020-10-20 07:33:53,824 - mmaction - INFO - Epoch [139][160/396] lr: 1.316e-01, eta: 23:08:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7521, loss_cls: 2.0671, loss: 2.0671, grad_norm: 1.6985, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6797, loss/aux0: 1.6797 2020-10-20 07:33:54,753 - mmaction - INFO - Epoch [139][160/396] lr: 1.316e-01, eta: 23:08:47, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7521, loss_cls: 2.0671, loss: 2.0671, grad_norm: 1.6927, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6785, loss/aux0: 1.6785 2020-10-20 07:34:31,026 - mmaction - INFO - Epoch [139][180/396] lr: 1.316e-01, eta: 23:07:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7383, loss_cls: 2.1119, loss: 2.1119, grad_norm: 1.7729, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7125, loss/aux0: 1.7125 2020-10-20 07:34:31,951 - mmaction - INFO - Epoch [139][180/396] lr: 1.316e-01, eta: 23:08:12, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7383, loss_cls: 2.1119, loss: 2.1119, grad_norm: 1.7685, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7189, loss/aux0: 1.7189 2020-10-20 07:35:08,173 - mmaction - INFO - Epoch [139][200/396] lr: 1.316e-01, eta: 23:07:22, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7299, loss_cls: 2.1951, loss: 2.1951, grad_norm: 1.7025, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6544, loss/aux0: 1.6544 2020-10-20 07:35:09,158 - mmaction - INFO - Epoch [139][200/396] lr: 1.316e-01, eta: 23:07:38, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7299, loss_cls: 2.1951, loss: 2.1951, grad_norm: 1.7115, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6548, loss/aux0: 1.6548 2020-10-20 07:35:45,320 - mmaction - INFO - Epoch [139][220/396] lr: 1.316e-01, eta: 23:06:47, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7357, loss_cls: 2.1040, loss: 2.1040, grad_norm: 1.7118, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7240, loss/aux0: 1.7240 2020-10-20 07:35:46,258 - mmaction - INFO - Epoch [139][220/396] lr: 1.316e-01, eta: 23:07:03, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7357, loss_cls: 2.1040, loss: 2.1040, grad_norm: 1.7138, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7291, loss/aux0: 1.7291 2020-10-20 07:36:22,615 - mmaction - INFO - Epoch [139][240/396] lr: 1.316e-01, eta: 23:06:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5065, top5_acc: 0.7508, loss_cls: 2.0654, loss: 2.0654, grad_norm: 1.6987, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6741, loss/aux0: 1.6741 2020-10-20 07:36:23,580 - mmaction - INFO - Epoch [139][240/396] lr: 1.316e-01, eta: 23:06:29, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5065, top5_acc: 0.7508, loss_cls: 2.0654, loss: 2.0654, grad_norm: 1.6995, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6770, loss/aux0: 1.6770 2020-10-20 07:36:59,743 - mmaction - INFO - Epoch [139][260/396] lr: 1.316e-01, eta: 23:05:38, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7518, loss_cls: 2.0715, loss: 2.0715, grad_norm: 1.6855, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.6929, loss/aux0: 1.6929 2020-10-20 07:37:00,675 - mmaction - INFO - Epoch [139][260/396] lr: 1.316e-01, eta: 23:05:54, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7518, loss_cls: 2.0715, loss: 2.0715, grad_norm: 1.6767, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.6816, loss/aux0: 1.6816 2020-10-20 07:37:37,251 - mmaction - INFO - Epoch [139][280/396] lr: 1.316e-01, eta: 23:05:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7409, loss_cls: 2.1145, loss: 2.1145, grad_norm: 1.7966, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.6905, loss/aux0: 1.6905 2020-10-20 07:37:38,164 - mmaction - INFO - Epoch [139][280/396] lr: 1.316e-01, eta: 23:05:19, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7409, loss_cls: 2.1145, loss: 2.1145, grad_norm: 1.7861, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7025, loss/aux0: 1.7025 2020-10-20 07:38:14,485 - mmaction - INFO - Epoch [139][300/396] lr: 1.316e-01, eta: 23:04:29, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7320, loss_cls: 2.1547, loss: 2.1547, grad_norm: 1.7361, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7273, loss/aux0: 1.7273 2020-10-20 07:38:15,426 - mmaction - INFO - Epoch [139][300/396] lr: 1.316e-01, eta: 23:04:45, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7320, loss_cls: 2.1547, loss: 2.1547, grad_norm: 1.7321, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7245, loss/aux0: 1.7245 2020-10-20 07:38:52,002 - mmaction - INFO - Epoch [139][320/396] lr: 1.316e-01, eta: 23:03:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7365, loss_cls: 2.1371, loss: 2.1371, grad_norm: 1.7164, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7096, loss/aux0: 1.7096 2020-10-20 07:38:52,928 - mmaction - INFO - Epoch [139][320/396] lr: 1.316e-01, eta: 23:04:10, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7365, loss_cls: 2.1371, loss: 2.1371, grad_norm: 1.7194, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7002, loss/aux0: 1.7002 2020-10-20 07:39:29,341 - mmaction - INFO - Epoch [139][340/396] lr: 1.316e-01, eta: 23:03:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7385, loss_cls: 2.1390, loss: 2.1390, grad_norm: 1.7509, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7301, loss/aux0: 1.7301 2020-10-20 07:39:30,315 - mmaction - INFO - Epoch [139][340/396] lr: 1.316e-01, eta: 23:03:36, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7385, loss_cls: 2.1390, loss: 2.1390, grad_norm: 1.7545, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7296, loss/aux0: 1.7296 2020-10-20 07:40:06,612 - mmaction - INFO - Epoch [139][360/396] lr: 1.316e-01, eta: 23:02:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7424, loss_cls: 2.1228, loss: 2.1228, grad_norm: 1.7151, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7348, loss/aux0: 1.7348 2020-10-20 07:40:07,543 - mmaction - INFO - Epoch [139][360/396] lr: 1.316e-01, eta: 23:03:02, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7424, loss_cls: 2.1228, loss: 2.1228, grad_norm: 1.7049, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7296, loss/aux0: 1.7296 2020-10-20 07:40:43,926 - mmaction - INFO - Epoch [139][380/396] lr: 1.316e-01, eta: 23:02:11, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7398, loss_cls: 2.1276, loss: 2.1276, grad_norm: 1.7428, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7266, loss/aux0: 1.7266 2020-10-20 07:40:44,862 - mmaction - INFO - Epoch [139][380/396] lr: 1.316e-01, eta: 23:02:27, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7398, loss_cls: 2.1276, loss: 2.1276, grad_norm: 1.7443, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7332, loss/aux0: 1.7332 2020-10-20 07:45:09,509 - mmaction - INFO - Epoch [140][20/396] lr: 1.298e-01, eta: 23:00:44, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7500, loss_cls: 2.0693, loss: 2.0693, grad_norm: 1.6775, top1_acc/aux0: 0.5806, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7182, loss/aux0: 1.7182 2020-10-20 07:45:10,450 - mmaction - INFO - Epoch [140][20/396] lr: 1.298e-01, eta: 23:00:59, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7500, loss_cls: 2.0693, loss: 2.0693, grad_norm: 1.6806, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7226, loss/aux0: 1.7226 2020-10-20 07:45:46,462 - mmaction - INFO - Epoch [140][40/396] lr: 1.298e-01, eta: 23:00:09, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7471, loss_cls: 2.0915, loss: 2.0915, grad_norm: 1.7744, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6791, loss/aux0: 1.6791 2020-10-20 07:45:47,398 - mmaction - INFO - Epoch [140][40/396] lr: 1.298e-01, eta: 23:00:25, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7471, loss_cls: 2.0915, loss: 2.0915, grad_norm: 1.7762, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6771, loss/aux0: 1.6771 2020-10-20 07:46:23,598 - mmaction - INFO - Epoch [140][60/396] lr: 1.298e-01, eta: 22:59:34, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7469, loss_cls: 2.0949, loss: 2.0949, grad_norm: 1.7124, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6879, loss/aux0: 1.6879 2020-10-20 07:46:24,523 - mmaction - INFO - Epoch [140][60/396] lr: 1.298e-01, eta: 22:59:50, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7469, loss_cls: 2.0949, loss: 2.0949, grad_norm: 1.7085, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6841, loss/aux0: 1.6841 2020-10-20 07:47:00,799 - mmaction - INFO - Epoch [140][80/396] lr: 1.298e-01, eta: 22:58:59, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7477, loss_cls: 2.0729, loss: 2.0729, grad_norm: 1.6901, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7351, loss/aux0: 1.7351 2020-10-20 07:47:01,756 - mmaction - INFO - Epoch [140][80/396] lr: 1.298e-01, eta: 22:59:15, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7477, loss_cls: 2.0729, loss: 2.0729, grad_norm: 1.6847, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7286, loss/aux0: 1.7286 2020-10-20 07:47:37,977 - mmaction - INFO - Epoch [140][100/396] lr: 1.298e-01, eta: 22:58:25, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5013, top5_acc: 0.7667, loss_cls: 2.0237, loss: 2.0237, grad_norm: 1.7299, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6892, loss/aux0: 1.6892 2020-10-20 07:47:38,916 - mmaction - INFO - Epoch [140][100/396] lr: 1.298e-01, eta: 22:58:40, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5013, top5_acc: 0.7667, loss_cls: 2.0237, loss: 2.0237, grad_norm: 1.7315, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6958, loss/aux0: 1.6958 2020-10-20 07:48:15,221 - mmaction - INFO - Epoch [140][120/396] lr: 1.298e-01, eta: 22:57:50, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7445, loss_cls: 2.0806, loss: 2.0806, grad_norm: 1.7504, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6438, loss/aux0: 1.6438 2020-10-20 07:48:16,148 - mmaction - INFO - Epoch [140][120/396] lr: 1.298e-01, eta: 22:58:06, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7445, loss_cls: 2.0806, loss: 2.0806, grad_norm: 1.7390, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6397, loss/aux0: 1.6397 2020-10-20 07:48:52,613 - mmaction - INFO - Epoch [140][140/396] lr: 1.298e-01, eta: 22:57:16, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7396, loss_cls: 2.1101, loss: 2.1101, grad_norm: 1.6865, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7031, loss/aux0: 1.7031 2020-10-20 07:48:53,608 - mmaction - INFO - Epoch [140][140/396] lr: 1.298e-01, eta: 22:57:31, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7396, loss_cls: 2.1101, loss: 2.1101, grad_norm: 1.6854, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6970, loss/aux0: 1.6970 2020-10-20 07:49:29,870 - mmaction - INFO - Epoch [140][160/396] lr: 1.298e-01, eta: 22:56:41, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4880, top5_acc: 0.7424, loss_cls: 2.1211, loss: 2.1211, grad_norm: 1.7349, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6871, loss/aux0: 1.6871 2020-10-20 07:49:30,803 - mmaction - INFO - Epoch [140][160/396] lr: 1.298e-01, eta: 22:56:57, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4880, top5_acc: 0.7424, loss_cls: 2.1211, loss: 2.1211, grad_norm: 1.7379, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6980, loss/aux0: 1.6980 2020-10-20 07:50:07,116 - mmaction - INFO - Epoch [140][180/396] lr: 1.298e-01, eta: 22:56:07, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7430, loss_cls: 2.1076, loss: 2.1076, grad_norm: 1.7564, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6856, loss/aux0: 1.6856 2020-10-20 07:50:08,053 - mmaction - INFO - Epoch [140][180/396] lr: 1.298e-01, eta: 22:56:22, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7430, loss_cls: 2.1076, loss: 2.1076, grad_norm: 1.7540, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6818, loss/aux0: 1.6818 2020-10-20 07:50:44,132 - mmaction - INFO - Epoch [140][200/396] lr: 1.298e-01, eta: 22:55:32, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7432, loss_cls: 2.1172, loss: 2.1172, grad_norm: 1.7757, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7241, loss/aux0: 1.7241 2020-10-20 07:50:45,095 - mmaction - INFO - Epoch [140][200/396] lr: 1.298e-01, eta: 22:55:48, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7432, loss_cls: 2.1172, loss: 2.1172, grad_norm: 1.7671, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7280, loss/aux0: 1.7280 2020-10-20 07:51:21,459 - mmaction - INFO - Epoch [140][220/396] lr: 1.298e-01, eta: 22:54:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7354, loss_cls: 2.0832, loss: 2.0832, grad_norm: 1.7314, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7255, loss/aux0: 1.7255 2020-10-20 07:51:22,395 - mmaction - INFO - Epoch [140][220/396] lr: 1.298e-01, eta: 22:55:13, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7354, loss_cls: 2.0832, loss: 2.0832, grad_norm: 1.7250, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7189, loss/aux0: 1.7189 2020-10-20 07:51:58,671 - mmaction - INFO - Epoch [140][240/396] lr: 1.298e-01, eta: 22:54:23, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4971, top5_acc: 0.7432, loss_cls: 2.0794, loss: 2.0794, grad_norm: 1.7527, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7023, loss/aux0: 1.7023 2020-10-20 07:51:59,600 - mmaction - INFO - Epoch [140][240/396] lr: 1.298e-01, eta: 22:54:39, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4971, top5_acc: 0.7432, loss_cls: 2.0794, loss: 2.0794, grad_norm: 1.7513, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7112, loss/aux0: 1.7112 2020-10-20 07:52:35,932 - mmaction - INFO - Epoch [140][260/396] lr: 1.298e-01, eta: 22:53:49, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7479, loss_cls: 2.0833, loss: 2.0833, grad_norm: 1.7322, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6756, loss/aux0: 1.6756 2020-10-20 07:52:36,866 - mmaction - INFO - Epoch [140][260/396] lr: 1.298e-01, eta: 22:54:04, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7479, loss_cls: 2.0833, loss: 2.0833, grad_norm: 1.7456, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6803, loss/aux0: 1.6803 2020-10-20 07:53:13,023 - mmaction - INFO - Epoch [140][280/396] lr: 1.298e-01, eta: 22:53:14, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7375, loss_cls: 2.1098, loss: 2.1098, grad_norm: 1.7245, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7226, loss/aux0: 1.7226 2020-10-20 07:53:13,958 - mmaction - INFO - Epoch [140][280/396] lr: 1.298e-01, eta: 22:53:30, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7375, loss_cls: 2.1098, loss: 2.1098, grad_norm: 1.7338, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7196, loss/aux0: 1.7196 2020-10-20 07:53:50,243 - mmaction - INFO - Epoch [140][300/396] lr: 1.298e-01, eta: 22:52:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7536, loss_cls: 2.0533, loss: 2.0533, grad_norm: 1.7614, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7071, loss/aux0: 1.7071 2020-10-20 07:53:51,183 - mmaction - INFO - Epoch [140][300/396] lr: 1.298e-01, eta: 22:52:55, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7536, loss_cls: 2.0533, loss: 2.0533, grad_norm: 1.7603, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7071, loss/aux0: 1.7071 2020-10-20 07:54:27,488 - mmaction - INFO - Epoch [140][320/396] lr: 1.298e-01, eta: 22:52:05, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7427, loss_cls: 2.1047, loss: 2.1047, grad_norm: 1.7660, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7309, loss/aux0: 1.7309 2020-10-20 07:54:28,418 - mmaction - INFO - Epoch [140][320/396] lr: 1.298e-01, eta: 22:52:20, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7427, loss_cls: 2.1047, loss: 2.1047, grad_norm: 1.7602, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7133, loss/aux0: 1.7133 2020-10-20 07:55:04,842 - mmaction - INFO - Epoch [140][340/396] lr: 1.298e-01, eta: 22:51:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7380, loss_cls: 2.1207, loss: 2.1207, grad_norm: 1.6964, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6733, loss/aux0: 1.6733 2020-10-20 07:55:05,783 - mmaction - INFO - Epoch [140][340/396] lr: 1.298e-01, eta: 22:51:46, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7380, loss_cls: 2.1207, loss: 2.1207, grad_norm: 1.6990, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6859, loss/aux0: 1.6859 2020-10-20 07:55:42,017 - mmaction - INFO - Epoch [140][360/396] lr: 1.298e-01, eta: 22:50:56, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7359, loss_cls: 2.1440, loss: 2.1440, grad_norm: 1.7395, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6450, loss/aux0: 1.6450 2020-10-20 07:55:42,969 - mmaction - INFO - Epoch [140][360/396] lr: 1.298e-01, eta: 22:51:11, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7359, loss_cls: 2.1440, loss: 2.1440, grad_norm: 1.7330, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6430, loss/aux0: 1.6430 2020-10-20 07:56:19,520 - mmaction - INFO - Epoch [140][380/396] lr: 1.298e-01, eta: 22:50:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7435, loss_cls: 2.0878, loss: 2.0878, grad_norm: 1.6878, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6705, loss/aux0: 1.6705 2020-10-20 07:56:20,456 - mmaction - INFO - Epoch [140][380/396] lr: 1.298e-01, eta: 22:50:37, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7435, loss_cls: 2.0878, loss: 2.0878, grad_norm: 1.6832, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6746, loss/aux0: 1.6746 2020-10-20 08:00:38,246 - mmaction - INFO - Epoch [141][20/396] lr: 1.280e-01, eta: 22:48:54, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7503, loss_cls: 2.0683, loss: 2.0683, grad_norm: 1.7267, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8136, loss_cls/aux0: 1.6893, loss/aux0: 1.6893 2020-10-20 08:00:39,188 - mmaction - INFO - Epoch [141][20/396] lr: 1.280e-01, eta: 22:49:10, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7503, loss_cls: 2.0683, loss: 2.0683, grad_norm: 1.7296, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6855, loss/aux0: 1.6855 2020-10-20 08:01:15,441 - mmaction - INFO - Epoch [141][40/396] lr: 1.280e-01, eta: 22:48:20, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7456, loss_cls: 2.0834, loss: 2.0834, grad_norm: 1.7769, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6882, loss/aux0: 1.6882 2020-10-20 08:01:16,371 - mmaction - INFO - Epoch [141][40/396] lr: 1.280e-01, eta: 22:48:35, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7456, loss_cls: 2.0834, loss: 2.0834, grad_norm: 1.7836, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.6930, loss/aux0: 1.6930 2020-10-20 08:01:52,711 - mmaction - INFO - Epoch [141][60/396] lr: 1.280e-01, eta: 22:47:45, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7552, loss_cls: 2.0190, loss: 2.0190, grad_norm: 1.7270, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7285, loss/aux0: 1.7285 2020-10-20 08:01:53,640 - mmaction - INFO - Epoch [141][60/396] lr: 1.280e-01, eta: 22:48:00, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7552, loss_cls: 2.0190, loss: 2.0190, grad_norm: 1.7351, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7207, loss/aux0: 1.7207 2020-10-20 08:02:29,967 - mmaction - INFO - Epoch [141][80/396] lr: 1.280e-01, eta: 22:47:10, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7393, loss_cls: 2.0908, loss: 2.0908, grad_norm: 1.7324, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6818, loss/aux0: 1.6818 2020-10-20 08:02:30,896 - mmaction - INFO - Epoch [141][80/396] lr: 1.280e-01, eta: 22:47:26, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7393, loss_cls: 2.0908, loss: 2.0908, grad_norm: 1.7266, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6835, loss/aux0: 1.6835 2020-10-20 08:03:07,479 - mmaction - INFO - Epoch [141][100/396] lr: 1.280e-01, eta: 22:46:36, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7349, loss_cls: 2.1441, loss: 2.1441, grad_norm: 1.7424, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7088, loss/aux0: 1.7088 2020-10-20 08:03:08,419 - mmaction - INFO - Epoch [141][100/396] lr: 1.280e-01, eta: 22:46:52, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7349, loss_cls: 2.1441, loss: 2.1441, grad_norm: 1.7481, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7204, loss/aux0: 1.7204 2020-10-20 08:03:44,621 - mmaction - INFO - Epoch [141][120/396] lr: 1.280e-01, eta: 22:46:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7349, loss_cls: 2.1261, loss: 2.1261, grad_norm: 1.7460, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7272, loss/aux0: 1.7272 2020-10-20 08:03:45,558 - mmaction - INFO - Epoch [141][120/396] lr: 1.280e-01, eta: 22:46:17, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7349, loss_cls: 2.1261, loss: 2.1261, grad_norm: 1.7548, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7230, loss/aux0: 1.7230 2020-10-20 08:04:21,861 - mmaction - INFO - Epoch [141][140/396] lr: 1.280e-01, eta: 22:45:27, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7388, loss_cls: 2.1037, loss: 2.1037, grad_norm: 1.7032, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7111, loss/aux0: 1.7111 2020-10-20 08:04:22,824 - mmaction - INFO - Epoch [141][140/396] lr: 1.280e-01, eta: 22:45:42, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7388, loss_cls: 2.1037, loss: 2.1037, grad_norm: 1.7009, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7019, loss/aux0: 1.7019 2020-10-20 08:04:59,189 - mmaction - INFO - Epoch [141][160/396] lr: 1.280e-01, eta: 22:44:52, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7461, loss_cls: 2.0692, loss: 2.0692, grad_norm: 1.7256, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6695, loss/aux0: 1.6695 2020-10-20 08:05:00,120 - mmaction - INFO - Epoch [141][160/396] lr: 1.280e-01, eta: 22:45:08, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7461, loss_cls: 2.0692, loss: 2.0692, grad_norm: 1.7296, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.6692, loss/aux0: 1.6692 2020-10-20 08:05:36,717 - mmaction - INFO - Epoch [141][180/396] lr: 1.280e-01, eta: 22:44:18, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7404, loss_cls: 2.0645, loss: 2.0645, grad_norm: 1.7462, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6964, loss/aux0: 1.6964 2020-10-20 08:05:37,657 - mmaction - INFO - Epoch [141][180/396] lr: 1.280e-01, eta: 22:44:33, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7404, loss_cls: 2.0645, loss: 2.0645, grad_norm: 1.7349, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7107, loss/aux0: 1.7107 2020-10-20 08:06:14,016 - mmaction - INFO - Epoch [141][200/396] lr: 1.280e-01, eta: 22:43:43, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7258, loss_cls: 2.1527, loss: 2.1527, grad_norm: 1.7423, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6839, loss/aux0: 1.6839 2020-10-20 08:06:14,949 - mmaction - INFO - Epoch [141][200/396] lr: 1.280e-01, eta: 22:43:59, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7258, loss_cls: 2.1527, loss: 2.1527, grad_norm: 1.7296, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6752, loss/aux0: 1.6752 2020-10-20 08:06:51,282 - mmaction - INFO - Epoch [141][220/396] lr: 1.280e-01, eta: 22:43:09, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7570, loss_cls: 2.0554, loss: 2.0554, grad_norm: 1.7626, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6416, loss/aux0: 1.6416 2020-10-20 08:06:52,209 - mmaction - INFO - Epoch [141][220/396] lr: 1.280e-01, eta: 22:43:24, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7570, loss_cls: 2.0554, loss: 2.0554, grad_norm: 1.7552, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6400, loss/aux0: 1.6400 2020-10-20 08:07:28,667 - mmaction - INFO - Epoch [141][240/396] lr: 1.280e-01, eta: 22:42:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7422, loss_cls: 2.1125, loss: 2.1125, grad_norm: 1.7187, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7223, loss/aux0: 1.7223 2020-10-20 08:07:29,611 - mmaction - INFO - Epoch [141][240/396] lr: 1.280e-01, eta: 22:42:50, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7422, loss_cls: 2.1125, loss: 2.1125, grad_norm: 1.7234, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7316, loss/aux0: 1.7316 2020-10-20 08:08:06,053 - mmaction - INFO - Epoch [141][260/396] lr: 1.280e-01, eta: 22:42:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7396, loss_cls: 2.1355, loss: 2.1355, grad_norm: 1.7856, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7121, loss/aux0: 1.7121 2020-10-20 08:08:06,979 - mmaction - INFO - Epoch [141][260/396] lr: 1.280e-01, eta: 22:42:15, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7396, loss_cls: 2.1355, loss: 2.1355, grad_norm: 1.7863, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7151, loss/aux0: 1.7151 2020-10-20 08:08:43,102 - mmaction - INFO - Epoch [141][280/396] lr: 1.280e-01, eta: 22:41:25, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7464, loss_cls: 2.0709, loss: 2.0709, grad_norm: 1.7489, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6996, loss/aux0: 1.6996 2020-10-20 08:08:44,042 - mmaction - INFO - Epoch [141][280/396] lr: 1.280e-01, eta: 22:41:41, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7464, loss_cls: 2.0709, loss: 2.0709, grad_norm: 1.7525, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7026, loss/aux0: 1.7026 2020-10-20 08:09:20,388 - mmaction - INFO - Epoch [141][300/396] lr: 1.280e-01, eta: 22:40:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4961, top5_acc: 0.7437, loss_cls: 2.0982, loss: 2.0982, grad_norm: 1.7401, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7072, loss/aux0: 1.7072 2020-10-20 08:09:21,330 - mmaction - INFO - Epoch [141][300/396] lr: 1.280e-01, eta: 22:41:06, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4961, top5_acc: 0.7437, loss_cls: 2.0982, loss: 2.0982, grad_norm: 1.7317, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.6818, loss/aux0: 1.6818 2020-10-20 08:09:57,772 - mmaction - INFO - Epoch [141][320/396] lr: 1.280e-01, eta: 22:40:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4891, top5_acc: 0.7492, loss_cls: 2.1075, loss: 2.1075, grad_norm: 1.7343, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7132, loss/aux0: 1.7132 2020-10-20 08:09:58,700 - mmaction - INFO - Epoch [141][320/396] lr: 1.280e-01, eta: 22:40:31, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4891, top5_acc: 0.7492, loss_cls: 2.1075, loss: 2.1075, grad_norm: 1.7332, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7180, loss/aux0: 1.7180 2020-10-20 08:10:34,980 - mmaction - INFO - Epoch [141][340/396] lr: 1.280e-01, eta: 22:39:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7513, loss_cls: 2.0885, loss: 2.0885, grad_norm: 1.7383, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6977, loss/aux0: 1.6977 2020-10-20 08:10:35,897 - mmaction - INFO - Epoch [141][340/396] lr: 1.280e-01, eta: 22:39:57, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7513, loss_cls: 2.0885, loss: 2.0885, grad_norm: 1.7362, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7044, loss/aux0: 1.7044 2020-10-20 08:11:12,235 - mmaction - INFO - Epoch [141][360/396] lr: 1.280e-01, eta: 22:39:07, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7479, loss_cls: 2.0868, loss: 2.0868, grad_norm: 1.6926, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7114, loss/aux0: 1.7114 2020-10-20 08:11:13,170 - mmaction - INFO - Epoch [141][360/396] lr: 1.280e-01, eta: 22:39:22, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7479, loss_cls: 2.0868, loss: 2.0868, grad_norm: 1.6828, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7131, loss/aux0: 1.7131 2020-10-20 08:11:49,636 - mmaction - INFO - Epoch [141][380/396] lr: 1.280e-01, eta: 22:38:32, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7271, loss_cls: 2.1336, loss: 2.1336, grad_norm: 1.7242, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6762, loss/aux0: 1.6762 2020-10-20 08:11:50,561 - mmaction - INFO - Epoch [141][380/396] lr: 1.280e-01, eta: 22:38:48, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7271, loss_cls: 2.1336, loss: 2.1336, grad_norm: 1.7193, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6806, loss/aux0: 1.6806 2020-10-20 08:16:09,232 - mmaction - INFO - Epoch [142][20/396] lr: 1.262e-01, eta: 22:37:06, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7508, loss_cls: 2.0380, loss: 2.0380, grad_norm: 1.7826, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8166, loss_cls/aux0: 1.6762, loss/aux0: 1.6762 2020-10-20 08:16:10,173 - mmaction - INFO - Epoch [142][20/396] lr: 1.262e-01, eta: 22:37:21, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7508, loss_cls: 2.0380, loss: 2.0380, grad_norm: 1.7730, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6676, loss/aux0: 1.6676 2020-10-20 08:16:46,377 - mmaction - INFO - Epoch [142][40/396] lr: 1.262e-01, eta: 22:36:31, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7534, loss_cls: 2.0728, loss: 2.0728, grad_norm: 1.7353, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6299, loss/aux0: 1.6299 2020-10-20 08:16:47,320 - mmaction - INFO - Epoch [142][40/396] lr: 1.262e-01, eta: 22:36:46, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7534, loss_cls: 2.0728, loss: 2.0728, grad_norm: 1.7297, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6351, loss/aux0: 1.6351 2020-10-20 08:17:23,541 - mmaction - INFO - Epoch [142][60/396] lr: 1.262e-01, eta: 22:35:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7547, loss_cls: 2.0333, loss: 2.0333, grad_norm: 1.7869, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6663, loss/aux0: 1.6663 2020-10-20 08:17:24,478 - mmaction - INFO - Epoch [142][60/396] lr: 1.262e-01, eta: 22:36:11, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7547, loss_cls: 2.0333, loss: 2.0333, grad_norm: 1.7816, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6687, loss/aux0: 1.6687 2020-10-20 08:18:00,743 - mmaction - INFO - Epoch [142][80/396] lr: 1.262e-01, eta: 22:35:22, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7404, loss_cls: 2.1214, loss: 2.1214, grad_norm: 1.7521, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6783, loss/aux0: 1.6783 2020-10-20 08:18:01,714 - mmaction - INFO - Epoch [142][80/396] lr: 1.262e-01, eta: 22:35:37, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7404, loss_cls: 2.1214, loss: 2.1214, grad_norm: 1.7613, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6811, loss/aux0: 1.6811 2020-10-20 08:18:38,031 - mmaction - INFO - Epoch [142][100/396] lr: 1.262e-01, eta: 22:34:47, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7505, loss_cls: 2.0827, loss: 2.0827, grad_norm: 1.7451, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7200, loss/aux0: 1.7200 2020-10-20 08:18:38,965 - mmaction - INFO - Epoch [142][100/396] lr: 1.262e-01, eta: 22:35:02, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7505, loss_cls: 2.0827, loss: 2.0827, grad_norm: 1.7546, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7284, loss/aux0: 1.7284 2020-10-20 08:19:15,201 - mmaction - INFO - Epoch [142][120/396] lr: 1.262e-01, eta: 22:34:12, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7451, loss_cls: 2.1119, loss: 2.1119, grad_norm: 1.7316, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7122, loss/aux0: 1.7122 2020-10-20 08:19:16,140 - mmaction - INFO - Epoch [142][120/396] lr: 1.262e-01, eta: 22:34:28, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7451, loss_cls: 2.1119, loss: 2.1119, grad_norm: 1.7289, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.6951, loss/aux0: 1.6951 2020-10-20 08:19:52,390 - mmaction - INFO - Epoch [142][140/396] lr: 1.262e-01, eta: 22:33:38, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7508, loss_cls: 2.0480, loss: 2.0480, grad_norm: 1.7305, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6687, loss/aux0: 1.6687 2020-10-20 08:19:53,336 - mmaction - INFO - Epoch [142][140/396] lr: 1.262e-01, eta: 22:33:53, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7508, loss_cls: 2.0480, loss: 2.0480, grad_norm: 1.7276, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6741, loss/aux0: 1.6741 2020-10-20 08:20:29,776 - mmaction - INFO - Epoch [142][160/396] lr: 1.262e-01, eta: 22:33:03, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7430, loss_cls: 2.0978, loss: 2.0978, grad_norm: 1.7673, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7153, loss/aux0: 1.7153 2020-10-20 08:20:30,703 - mmaction - INFO - Epoch [142][160/396] lr: 1.262e-01, eta: 22:33:18, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7430, loss_cls: 2.0978, loss: 2.0978, grad_norm: 1.7720, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7220, loss/aux0: 1.7220 2020-10-20 08:21:07,073 - mmaction - INFO - Epoch [142][180/396] lr: 1.262e-01, eta: 22:32:29, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7391, loss_cls: 2.1170, loss: 2.1170, grad_norm: 1.7505, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7433, loss/aux0: 1.7433 2020-10-20 08:21:07,986 - mmaction - INFO - Epoch [142][180/396] lr: 1.262e-01, eta: 22:32:44, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7391, loss_cls: 2.1170, loss: 2.1170, grad_norm: 1.7541, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7429, loss/aux0: 1.7429 2020-10-20 08:21:44,327 - mmaction - INFO - Epoch [142][200/396] lr: 1.262e-01, eta: 22:31:54, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5091, top5_acc: 0.7576, loss_cls: 2.0289, loss: 2.0289, grad_norm: 1.7398, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6862, loss/aux0: 1.6862 2020-10-20 08:21:45,284 - mmaction - INFO - Epoch [142][200/396] lr: 1.262e-01, eta: 22:32:09, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5091, top5_acc: 0.7576, loss_cls: 2.0289, loss: 2.0289, grad_norm: 1.7426, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6803, loss/aux0: 1.6803 2020-10-20 08:22:21,613 - mmaction - INFO - Epoch [142][220/396] lr: 1.262e-01, eta: 22:31:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7435, loss_cls: 2.0549, loss: 2.0549, grad_norm: 1.7522, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6370, loss/aux0: 1.6370 2020-10-20 08:22:22,529 - mmaction - INFO - Epoch [142][220/396] lr: 1.262e-01, eta: 22:31:35, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7435, loss_cls: 2.0549, loss: 2.0549, grad_norm: 1.7387, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6380, loss/aux0: 1.6380 2020-10-20 08:22:58,895 - mmaction - INFO - Epoch [142][240/396] lr: 1.262e-01, eta: 22:30:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7461, loss_cls: 2.0875, loss: 2.0875, grad_norm: 1.7612, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6857, loss/aux0: 1.6857 2020-10-20 08:22:59,821 - mmaction - INFO - Epoch [142][240/396] lr: 1.262e-01, eta: 22:31:00, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7461, loss_cls: 2.0875, loss: 2.0875, grad_norm: 1.7605, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6857, loss/aux0: 1.6857 2020-10-20 08:23:36,746 - mmaction - INFO - Epoch [142][260/396] lr: 1.262e-01, eta: 22:30:11, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7557, loss_cls: 2.0618, loss: 2.0618, grad_norm: 1.8006, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7078, loss/aux0: 1.7078 2020-10-20 08:23:37,675 - mmaction - INFO - Epoch [142][260/396] lr: 1.262e-01, eta: 22:30:26, time: 0.961, data_time: 0.003, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7557, loss_cls: 2.0618, loss: 2.0618, grad_norm: 1.7988, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7043, loss/aux0: 1.7043 2020-10-20 08:24:14,065 - mmaction - INFO - Epoch [142][280/396] lr: 1.262e-01, eta: 22:29:37, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7445, loss_cls: 2.0647, loss: 2.0647, grad_norm: 1.7427, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6646, loss/aux0: 1.6646 2020-10-20 08:24:15,013 - mmaction - INFO - Epoch [142][280/396] lr: 1.262e-01, eta: 22:29:52, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7445, loss_cls: 2.0647, loss: 2.0647, grad_norm: 1.7450, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6767, loss/aux0: 1.6767 2020-10-20 08:24:51,415 - mmaction - INFO - Epoch [142][300/396] lr: 1.262e-01, eta: 22:29:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7453, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.7185, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7082, loss/aux0: 1.7082 2020-10-20 08:24:52,343 - mmaction - INFO - Epoch [142][300/396] lr: 1.262e-01, eta: 22:29:18, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7453, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.7121, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7025, loss/aux0: 1.7025 2020-10-20 08:25:28,745 - mmaction - INFO - Epoch [142][320/396] lr: 1.262e-01, eta: 22:28:28, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7510, loss_cls: 2.0604, loss: 2.0604, grad_norm: 1.7351, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.6934, loss/aux0: 1.6934 2020-10-20 08:25:29,685 - mmaction - INFO - Epoch [142][320/396] lr: 1.262e-01, eta: 22:28:43, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7510, loss_cls: 2.0604, loss: 2.0604, grad_norm: 1.7408, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.6866, loss/aux0: 1.6866 2020-10-20 08:26:06,222 - mmaction - INFO - Epoch [142][340/396] lr: 1.262e-01, eta: 22:27:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4971, top5_acc: 0.7398, loss_cls: 2.0729, loss: 2.0729, grad_norm: 1.7785, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6440, loss/aux0: 1.6440 2020-10-20 08:26:07,164 - mmaction - INFO - Epoch [142][340/396] lr: 1.262e-01, eta: 22:28:08, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4971, top5_acc: 0.7398, loss_cls: 2.0729, loss: 2.0729, grad_norm: 1.7776, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6450, loss/aux0: 1.6450 2020-10-20 08:26:43,451 - mmaction - INFO - Epoch [142][360/396] lr: 1.262e-01, eta: 22:27:19, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7362, loss_cls: 2.1505, loss: 2.1505, grad_norm: 1.7682, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6831, loss/aux0: 1.6831 2020-10-20 08:26:44,377 - mmaction - INFO - Epoch [142][360/396] lr: 1.262e-01, eta: 22:27:34, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7362, loss_cls: 2.1505, loss: 2.1505, grad_norm: 1.7567, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6831, loss/aux0: 1.6831 2020-10-20 08:27:20,775 - mmaction - INFO - Epoch [142][380/396] lr: 1.262e-01, eta: 22:26:44, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7424, loss_cls: 2.1008, loss: 2.1008, grad_norm: 1.7351, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6238, loss/aux0: 1.6238 2020-10-20 08:27:21,706 - mmaction - INFO - Epoch [142][380/396] lr: 1.262e-01, eta: 22:26:59, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7424, loss_cls: 2.1008, loss: 2.1008, grad_norm: 1.7408, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6332, loss/aux0: 1.6332 2020-10-20 08:31:40,491 - mmaction - INFO - Epoch [143][20/396] lr: 1.244e-01, eta: 22:25:18, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7518, loss_cls: 2.0793, loss: 2.0793, grad_norm: 1.7599, top1_acc/aux0: 0.5938, top5_acc/aux0: 0.8251, loss_cls/aux0: 1.6382, loss/aux0: 1.6382 2020-10-20 08:31:41,417 - mmaction - INFO - Epoch [143][20/396] lr: 1.244e-01, eta: 22:25:33, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7518, loss_cls: 2.0793, loss: 2.0793, grad_norm: 1.7547, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6383, loss/aux0: 1.6383 2020-10-20 08:32:17,511 - mmaction - INFO - Epoch [143][40/396] lr: 1.244e-01, eta: 22:24:43, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7628, loss_cls: 2.0192, loss: 2.0192, grad_norm: 1.7725, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7095, loss/aux0: 1.7095 2020-10-20 08:32:18,449 - mmaction - INFO - Epoch [143][40/396] lr: 1.244e-01, eta: 22:24:58, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7628, loss_cls: 2.0192, loss: 2.0192, grad_norm: 1.7766, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7127, loss/aux0: 1.7127 2020-10-20 08:32:54,615 - mmaction - INFO - Epoch [143][60/396] lr: 1.244e-01, eta: 22:24:08, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7510, loss_cls: 2.1100, loss: 2.1100, grad_norm: 1.7885, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7247, loss/aux0: 1.7247 2020-10-20 08:32:55,548 - mmaction - INFO - Epoch [143][60/396] lr: 1.244e-01, eta: 22:24:23, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7510, loss_cls: 2.1100, loss: 2.1100, grad_norm: 1.7817, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7183, loss/aux0: 1.7183 2020-10-20 08:33:31,697 - mmaction - INFO - Epoch [143][80/396] lr: 1.244e-01, eta: 22:23:34, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7568, loss_cls: 1.9956, loss: 1.9956, grad_norm: 1.7587, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6774, loss/aux0: 1.6774 2020-10-20 08:33:32,639 - mmaction - INFO - Epoch [143][80/396] lr: 1.244e-01, eta: 22:23:49, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7568, loss_cls: 1.9956, loss: 1.9956, grad_norm: 1.7634, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6851, loss/aux0: 1.6851 2020-10-20 08:34:08,889 - mmaction - INFO - Epoch [143][100/396] lr: 1.244e-01, eta: 22:22:59, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7549, loss_cls: 2.0424, loss: 2.0424, grad_norm: 1.7374, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.6872, loss/aux0: 1.6872 2020-10-20 08:34:09,824 - mmaction - INFO - Epoch [143][100/396] lr: 1.244e-01, eta: 22:23:14, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7549, loss_cls: 2.0424, loss: 2.0424, grad_norm: 1.7353, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.6913, loss/aux0: 1.6913 2020-10-20 08:34:46,180 - mmaction - INFO - Epoch [143][120/396] lr: 1.244e-01, eta: 22:22:24, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5081, top5_acc: 0.7487, loss_cls: 2.0318, loss: 2.0318, grad_norm: 1.7761, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7645, loss/aux0: 1.7645 2020-10-20 08:34:47,110 - mmaction - INFO - Epoch [143][120/396] lr: 1.244e-01, eta: 22:22:39, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5081, top5_acc: 0.7487, loss_cls: 2.0318, loss: 2.0318, grad_norm: 1.7696, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7600, loss/aux0: 1.7600 2020-10-20 08:35:23,544 - mmaction - INFO - Epoch [143][140/396] lr: 1.244e-01, eta: 22:21:50, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7393, loss_cls: 2.0832, loss: 2.0832, grad_norm: 1.7410, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7024, loss/aux0: 1.7024 2020-10-20 08:35:24,467 - mmaction - INFO - Epoch [143][140/396] lr: 1.244e-01, eta: 22:22:05, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7393, loss_cls: 2.0832, loss: 2.0832, grad_norm: 1.7295, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6873, loss/aux0: 1.6873 2020-10-20 08:36:01,112 - mmaction - INFO - Epoch [143][160/396] lr: 1.244e-01, eta: 22:21:15, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5130, top5_acc: 0.7534, loss_cls: 2.0452, loss: 2.0452, grad_norm: 1.7758, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6674, loss/aux0: 1.6674 2020-10-20 08:36:02,026 - mmaction - INFO - Epoch [143][160/396] lr: 1.244e-01, eta: 22:21:30, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5130, top5_acc: 0.7534, loss_cls: 2.0452, loss: 2.0452, grad_norm: 1.7779, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6880, loss/aux0: 1.6880 2020-10-20 08:36:38,540 - mmaction - INFO - Epoch [143][180/396] lr: 1.244e-01, eta: 22:20:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7505, loss_cls: 2.0669, loss: 2.0669, grad_norm: 1.7257, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6689, loss/aux0: 1.6689 2020-10-20 08:36:39,482 - mmaction - INFO - Epoch [143][180/396] lr: 1.244e-01, eta: 22:20:56, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7505, loss_cls: 2.0669, loss: 2.0669, grad_norm: 1.7404, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6703, loss/aux0: 1.6703 2020-10-20 08:37:15,802 - mmaction - INFO - Epoch [143][200/396] lr: 1.244e-01, eta: 22:20:06, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7581, loss_cls: 2.0384, loss: 2.0384, grad_norm: 1.7590, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7117, loss/aux0: 1.7117 2020-10-20 08:37:16,777 - mmaction - INFO - Epoch [143][200/396] lr: 1.244e-01, eta: 22:20:21, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7581, loss_cls: 2.0384, loss: 2.0384, grad_norm: 1.7496, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.6948, loss/aux0: 1.6948 2020-10-20 08:37:53,236 - mmaction - INFO - Epoch [143][220/396] lr: 1.244e-01, eta: 22:19:32, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7435, loss_cls: 2.0928, loss: 2.0928, grad_norm: 1.7624, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7217, loss/aux0: 1.7217 2020-10-20 08:37:54,170 - mmaction - INFO - Epoch [143][220/396] lr: 1.244e-01, eta: 22:19:47, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7435, loss_cls: 2.0928, loss: 2.0928, grad_norm: 1.7563, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7381, loss/aux0: 1.7381 2020-10-20 08:38:30,355 - mmaction - INFO - Epoch [143][240/396] lr: 1.244e-01, eta: 22:18:57, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7516, loss_cls: 2.1004, loss: 2.1004, grad_norm: 1.7517, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7616, loss/aux0: 1.7616 2020-10-20 08:38:31,283 - mmaction - INFO - Epoch [143][240/396] lr: 1.244e-01, eta: 22:19:12, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7516, loss_cls: 2.1004, loss: 2.1004, grad_norm: 1.7441, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7579, loss/aux0: 1.7579 2020-10-20 08:39:07,651 - mmaction - INFO - Epoch [143][260/396] lr: 1.244e-01, eta: 22:18:23, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7526, loss_cls: 2.0395, loss: 2.0395, grad_norm: 1.7513, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6743, loss/aux0: 1.6743 2020-10-20 08:39:08,579 - mmaction - INFO - Epoch [143][260/396] lr: 1.244e-01, eta: 22:18:37, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7526, loss_cls: 2.0395, loss: 2.0395, grad_norm: 1.7646, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6781, loss/aux0: 1.6781 2020-10-20 08:39:44,967 - mmaction - INFO - Epoch [143][280/396] lr: 1.244e-01, eta: 22:17:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7417, loss_cls: 2.1232, loss: 2.1232, grad_norm: 1.7559, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6564, loss/aux0: 1.6564 2020-10-20 08:39:45,911 - mmaction - INFO - Epoch [143][280/396] lr: 1.244e-01, eta: 22:18:03, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7417, loss_cls: 2.1232, loss: 2.1232, grad_norm: 1.7538, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6470, loss/aux0: 1.6470 2020-10-20 08:40:22,312 - mmaction - INFO - Epoch [143][300/396] lr: 1.244e-01, eta: 22:17:13, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7599, loss_cls: 2.0335, loss: 2.0335, grad_norm: 1.7262, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6467, loss/aux0: 1.6467 2020-10-20 08:40:23,252 - mmaction - INFO - Epoch [143][300/396] lr: 1.244e-01, eta: 22:17:28, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7599, loss_cls: 2.0335, loss: 2.0335, grad_norm: 1.7221, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6361, loss/aux0: 1.6361 2020-10-20 08:40:59,588 - mmaction - INFO - Epoch [143][320/396] lr: 1.244e-01, eta: 22:16:39, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7458, loss_cls: 2.0743, loss: 2.0743, grad_norm: 1.7572, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6234, loss/aux0: 1.6234 2020-10-20 08:41:00,513 - mmaction - INFO - Epoch [143][320/396] lr: 1.244e-01, eta: 22:16:54, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7458, loss_cls: 2.0743, loss: 2.0743, grad_norm: 1.7596, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6302, loss/aux0: 1.6302 2020-10-20 08:41:37,039 - mmaction - INFO - Epoch [143][340/396] lr: 1.244e-01, eta: 22:16:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7326, loss_cls: 2.1309, loss: 2.1309, grad_norm: 1.7704, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6869, loss/aux0: 1.6869 2020-10-20 08:41:37,998 - mmaction - INFO - Epoch [143][340/396] lr: 1.244e-01, eta: 22:16:19, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7326, loss_cls: 2.1309, loss: 2.1309, grad_norm: 1.7565, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6735, loss/aux0: 1.6735 2020-10-20 08:42:14,200 - mmaction - INFO - Epoch [143][360/396] lr: 1.244e-01, eta: 22:15:30, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4826, top5_acc: 0.7380, loss_cls: 2.1553, loss: 2.1553, grad_norm: 1.7571, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6743, loss/aux0: 1.6743 2020-10-20 08:42:15,145 - mmaction - INFO - Epoch [143][360/396] lr: 1.244e-01, eta: 22:15:44, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4826, top5_acc: 0.7380, loss_cls: 2.1553, loss: 2.1553, grad_norm: 1.7592, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7014, loss/aux0: 1.7014 2020-10-20 08:42:51,478 - mmaction - INFO - Epoch [143][380/396] lr: 1.244e-01, eta: 22:14:55, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7409, loss_cls: 2.1230, loss: 2.1230, grad_norm: 1.7916, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6638, loss/aux0: 1.6638 2020-10-20 08:42:52,430 - mmaction - INFO - Epoch [143][380/396] lr: 1.244e-01, eta: 22:15:10, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7409, loss_cls: 2.1230, loss: 2.1230, grad_norm: 1.7918, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6500, loss/aux0: 1.6500 2020-10-20 08:47:11,427 - mmaction - INFO - Epoch [144][20/396] lr: 1.225e-01, eta: 22:13:29, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7685, loss_cls: 1.9610, loss: 1.9610, grad_norm: 1.7659, top1_acc/aux0: 0.5825, top5_acc/aux0: 0.8196, loss_cls/aux0: 1.6846, loss/aux0: 1.6846 2020-10-20 08:47:12,340 - mmaction - INFO - Epoch [144][20/396] lr: 1.225e-01, eta: 22:13:44, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7685, loss_cls: 1.9610, loss: 1.9610, grad_norm: 1.7778, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6949, loss/aux0: 1.6949 2020-10-20 08:47:48,685 - mmaction - INFO - Epoch [144][40/396] lr: 1.225e-01, eta: 22:12:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7549, loss_cls: 2.0128, loss: 2.0128, grad_norm: 1.7662, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6977, loss/aux0: 1.6977 2020-10-20 08:47:49,609 - mmaction - INFO - Epoch [144][40/396] lr: 1.225e-01, eta: 22:13:09, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7549, loss_cls: 2.0128, loss: 2.0128, grad_norm: 1.7629, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6880, loss/aux0: 1.6880 2020-10-20 08:48:25,684 - mmaction - INFO - Epoch [144][60/396] lr: 1.225e-01, eta: 22:12:20, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4992, top5_acc: 0.7461, loss_cls: 2.0533, loss: 2.0533, grad_norm: 1.7370, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6403, loss/aux0: 1.6403 2020-10-20 08:48:26,616 - mmaction - INFO - Epoch [144][60/396] lr: 1.225e-01, eta: 22:12:34, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.4992, top5_acc: 0.7461, loss_cls: 2.0533, loss: 2.0533, grad_norm: 1.7342, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6335, loss/aux0: 1.6335 2020-10-20 08:49:02,860 - mmaction - INFO - Epoch [144][80/396] lr: 1.225e-01, eta: 22:11:45, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7531, loss_cls: 2.0450, loss: 2.0450, grad_norm: 1.7582, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6336, loss/aux0: 1.6336 2020-10-20 08:49:03,790 - mmaction - INFO - Epoch [144][80/396] lr: 1.225e-01, eta: 22:11:59, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7531, loss_cls: 2.0450, loss: 2.0450, grad_norm: 1.7557, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6404, loss/aux0: 1.6404 2020-10-20 08:49:40,096 - mmaction - INFO - Epoch [144][100/396] lr: 1.225e-01, eta: 22:11:10, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7419, loss_cls: 2.1063, loss: 2.1063, grad_norm: 1.7600, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6330, loss/aux0: 1.6330 2020-10-20 08:49:41,020 - mmaction - INFO - Epoch [144][100/396] lr: 1.225e-01, eta: 22:11:25, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7419, loss_cls: 2.1063, loss: 2.1063, grad_norm: 1.7694, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6392, loss/aux0: 1.6392 2020-10-20 08:50:17,414 - mmaction - INFO - Epoch [144][120/396] lr: 1.225e-01, eta: 22:10:35, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7385, loss_cls: 2.1179, loss: 2.1179, grad_norm: 1.7893, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7171, loss/aux0: 1.7171 2020-10-20 08:50:18,341 - mmaction - INFO - Epoch [144][120/396] lr: 1.225e-01, eta: 22:10:50, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7385, loss_cls: 2.1179, loss: 2.1179, grad_norm: 1.7966, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7098, loss/aux0: 1.7098 2020-10-20 08:50:54,759 - mmaction - INFO - Epoch [144][140/396] lr: 1.225e-01, eta: 22:10:01, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7469, loss_cls: 2.0738, loss: 2.0738, grad_norm: 1.7570, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6813, loss/aux0: 1.6813 2020-10-20 08:50:55,715 - mmaction - INFO - Epoch [144][140/396] lr: 1.225e-01, eta: 22:10:16, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7469, loss_cls: 2.0738, loss: 2.0738, grad_norm: 1.7592, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6775, loss/aux0: 1.6775 2020-10-20 08:51:32,144 - mmaction - INFO - Epoch [144][160/396] lr: 1.225e-01, eta: 22:09:27, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5010, top5_acc: 0.7570, loss_cls: 2.0138, loss: 2.0138, grad_norm: 1.7819, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6435, loss/aux0: 1.6435 2020-10-20 08:51:33,072 - mmaction - INFO - Epoch [144][160/396] lr: 1.225e-01, eta: 22:09:41, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5010, top5_acc: 0.7570, loss_cls: 2.0138, loss: 2.0138, grad_norm: 1.7949, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6573, loss/aux0: 1.6573 2020-10-20 08:52:09,354 - mmaction - INFO - Epoch [144][180/396] lr: 1.225e-01, eta: 22:08:52, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7437, loss_cls: 2.0835, loss: 2.0835, grad_norm: 1.7782, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6824, loss/aux0: 1.6824 2020-10-20 08:52:10,280 - mmaction - INFO - Epoch [144][180/396] lr: 1.225e-01, eta: 22:09:06, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7437, loss_cls: 2.0835, loss: 2.0835, grad_norm: 1.7785, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6720, loss/aux0: 1.6720 2020-10-20 08:52:46,421 - mmaction - INFO - Epoch [144][200/396] lr: 1.225e-01, eta: 22:08:17, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7484, loss_cls: 2.0748, loss: 2.0748, grad_norm: 1.7588, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7012, loss/aux0: 1.7012 2020-10-20 08:52:47,386 - mmaction - INFO - Epoch [144][200/396] lr: 1.225e-01, eta: 22:08:32, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7484, loss_cls: 2.0748, loss: 2.0748, grad_norm: 1.7566, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7040, loss/aux0: 1.7040 2020-10-20 08:53:23,698 - mmaction - INFO - Epoch [144][220/396] lr: 1.225e-01, eta: 22:07:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7443, loss_cls: 2.0589, loss: 2.0589, grad_norm: 1.7886, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7003, loss/aux0: 1.7003 2020-10-20 08:53:24,646 - mmaction - INFO - Epoch [144][220/396] lr: 1.225e-01, eta: 22:07:57, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7443, loss_cls: 2.0589, loss: 2.0589, grad_norm: 1.7762, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6934, loss/aux0: 1.6934 2020-10-20 08:54:01,032 - mmaction - INFO - Epoch [144][240/396] lr: 1.225e-01, eta: 22:07:08, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7451, loss_cls: 2.1179, loss: 2.1179, grad_norm: 1.8319, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6998, loss/aux0: 1.6998 2020-10-20 08:54:01,973 - mmaction - INFO - Epoch [144][240/396] lr: 1.225e-01, eta: 22:07:22, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7451, loss_cls: 2.1179, loss: 2.1179, grad_norm: 1.8173, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7024, loss/aux0: 1.7024 2020-10-20 08:54:38,174 - mmaction - INFO - Epoch [144][260/396] lr: 1.225e-01, eta: 22:06:33, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7523, loss_cls: 2.0440, loss: 2.0440, grad_norm: 1.7763, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.6972, loss/aux0: 1.6972 2020-10-20 08:54:39,145 - mmaction - INFO - Epoch [144][260/396] lr: 1.225e-01, eta: 22:06:48, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7523, loss_cls: 2.0440, loss: 2.0440, grad_norm: 1.7712, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.6921, loss/aux0: 1.6921 2020-10-20 08:55:15,383 - mmaction - INFO - Epoch [144][280/396] lr: 1.225e-01, eta: 22:05:58, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5138, top5_acc: 0.7581, loss_cls: 2.0292, loss: 2.0292, grad_norm: 1.7625, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7325, loss/aux0: 1.7325 2020-10-20 08:55:16,312 - mmaction - INFO - Epoch [144][280/396] lr: 1.225e-01, eta: 22:06:13, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5138, top5_acc: 0.7581, loss_cls: 2.0292, loss: 2.0292, grad_norm: 1.7574, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7352, loss/aux0: 1.7352 2020-10-20 08:55:52,532 - mmaction - INFO - Epoch [144][300/396] lr: 1.225e-01, eta: 22:05:24, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5055, top5_acc: 0.7508, loss_cls: 2.0473, loss: 2.0473, grad_norm: 1.7890, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7101, loss/aux0: 1.7101 2020-10-20 08:55:53,456 - mmaction - INFO - Epoch [144][300/396] lr: 1.225e-01, eta: 22:05:38, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5055, top5_acc: 0.7508, loss_cls: 2.0473, loss: 2.0473, grad_norm: 1.7900, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7236, loss/aux0: 1.7236 2020-10-20 08:56:29,826 - mmaction - INFO - Epoch [144][320/396] lr: 1.225e-01, eta: 22:04:49, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4880, top5_acc: 0.7414, loss_cls: 2.1297, loss: 2.1297, grad_norm: 1.8067, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6698, loss/aux0: 1.6698 2020-10-20 08:56:30,778 - mmaction - INFO - Epoch [144][320/396] lr: 1.225e-01, eta: 22:05:04, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4880, top5_acc: 0.7414, loss_cls: 2.1297, loss: 2.1297, grad_norm: 1.8051, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6644, loss/aux0: 1.6644 2020-10-20 08:57:07,075 - mmaction - INFO - Epoch [144][340/396] lr: 1.225e-01, eta: 22:04:14, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5023, top5_acc: 0.7490, loss_cls: 2.0566, loss: 2.0566, grad_norm: 1.7876, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6863, loss/aux0: 1.6863 2020-10-20 08:57:08,039 - mmaction - INFO - Epoch [144][340/396] lr: 1.225e-01, eta: 22:04:29, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5023, top5_acc: 0.7490, loss_cls: 2.0566, loss: 2.0566, grad_norm: 1.7891, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6870, loss/aux0: 1.6870 2020-10-20 08:57:44,488 - mmaction - INFO - Epoch [144][360/396] lr: 1.225e-01, eta: 22:03:40, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7409, loss_cls: 2.1414, loss: 2.1414, grad_norm: 1.7791, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5954, loss/aux0: 1.5954 2020-10-20 08:57:45,416 - mmaction - INFO - Epoch [144][360/396] lr: 1.225e-01, eta: 22:03:54, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7409, loss_cls: 2.1414, loss: 2.1414, grad_norm: 1.7862, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5868, loss/aux0: 1.5868 2020-10-20 08:58:22,079 - mmaction - INFO - Epoch [144][380/396] lr: 1.225e-01, eta: 22:03:06, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7526, loss_cls: 2.0551, loss: 2.0551, grad_norm: 1.7742, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6143, loss/aux0: 1.6143 2020-10-20 08:58:23,004 - mmaction - INFO - Epoch [144][380/396] lr: 1.225e-01, eta: 22:03:20, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7526, loss_cls: 2.0551, loss: 2.0551, grad_norm: 1.7561, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6088, loss/aux0: 1.6088 2020-10-20 08:58:54,937 - mmaction - INFO - Saving checkpoint at 144 epochs 2020-10-20 09:00:54,807 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 09:00:54,948 - mmaction - INFO - top1_acc 0.6013 top5_acc 0.8423 2020-10-20 09:00:54,949 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 09:00:55,003 - mmaction - INFO - mean_acc 0.6019 2020-10-20 09:00:55,005 - mmaction - INFO - Epoch(val) [144][396] top1_acc: 0.6013, top5_acc: 0.8423, mean_class_accuracy: 0.6019 2020-10-20 09:04:44,174 - mmaction - INFO - Epoch [145][20/396] lr: 1.207e-01, eta: 22:01:40, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7529, loss_cls: 2.0282, loss: 2.0282, grad_norm: 1.7528, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6671, loss/aux0: 1.6671 2020-10-20 09:04:45,093 - mmaction - INFO - Epoch [145][20/396] lr: 1.207e-01, eta: 22:01:54, time: 0.919, data_time: 0.003, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7529, loss_cls: 2.0282, loss: 2.0282, grad_norm: 1.7651, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.6732, loss/aux0: 1.6732 2020-10-20 09:05:21,358 - mmaction - INFO - Epoch [145][40/396] lr: 1.207e-01, eta: 22:01:05, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7466, loss_cls: 2.0691, loss: 2.0691, grad_norm: 1.7645, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.7002, loss/aux0: 1.7002 2020-10-20 09:05:22,289 - mmaction - INFO - Epoch [145][40/396] lr: 1.207e-01, eta: 22:01:19, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7466, loss_cls: 2.0691, loss: 2.0691, grad_norm: 1.7601, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.7037, loss/aux0: 1.7037 2020-10-20 09:05:58,826 - mmaction - INFO - Epoch [145][60/396] lr: 1.207e-01, eta: 22:00:30, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7557, loss_cls: 2.0333, loss: 2.0333, grad_norm: 1.7401, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6705, loss/aux0: 1.6705 2020-10-20 09:05:59,795 - mmaction - INFO - Epoch [145][60/396] lr: 1.207e-01, eta: 22:00:45, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7557, loss_cls: 2.0333, loss: 2.0333, grad_norm: 1.7402, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6588, loss/aux0: 1.6588 2020-10-20 09:06:36,098 - mmaction - INFO - Epoch [145][80/396] lr: 1.207e-01, eta: 21:59:56, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7563, loss_cls: 1.9986, loss: 1.9986, grad_norm: 1.7527, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6961, loss/aux0: 1.6961 2020-10-20 09:06:37,044 - mmaction - INFO - Epoch [145][80/396] lr: 1.207e-01, eta: 22:00:10, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7563, loss_cls: 1.9986, loss: 1.9986, grad_norm: 1.7530, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6885, loss/aux0: 1.6885 2020-10-20 09:07:13,413 - mmaction - INFO - Epoch [145][100/396] lr: 1.207e-01, eta: 21:59:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4956, top5_acc: 0.7458, loss_cls: 2.0822, loss: 2.0822, grad_norm: 1.8559, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7201, loss/aux0: 1.7201 2020-10-20 09:07:14,363 - mmaction - INFO - Epoch [145][100/396] lr: 1.207e-01, eta: 21:59:36, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4956, top5_acc: 0.7458, loss_cls: 2.0822, loss: 2.0822, grad_norm: 1.8455, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7341, loss/aux0: 1.7341 2020-10-20 09:07:50,609 - mmaction - INFO - Epoch [145][120/396] lr: 1.207e-01, eta: 21:58:46, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7581, loss_cls: 2.0260, loss: 2.0260, grad_norm: 1.8074, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7100, loss/aux0: 1.7100 2020-10-20 09:07:51,539 - mmaction - INFO - Epoch [145][120/396] lr: 1.207e-01, eta: 21:59:01, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7581, loss_cls: 2.0260, loss: 2.0260, grad_norm: 1.8077, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7073, loss/aux0: 1.7073 2020-10-20 09:08:28,089 - mmaction - INFO - Epoch [145][140/396] lr: 1.207e-01, eta: 21:58:12, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4893, top5_acc: 0.7414, loss_cls: 2.1045, loss: 2.1045, grad_norm: 1.7819, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6169, loss/aux0: 1.6169 2020-10-20 09:08:29,060 - mmaction - INFO - Epoch [145][140/396] lr: 1.207e-01, eta: 21:58:26, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.4893, top5_acc: 0.7414, loss_cls: 2.1045, loss: 2.1045, grad_norm: 1.7706, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6201, loss/aux0: 1.6201 2020-10-20 09:09:05,408 - mmaction - INFO - Epoch [145][160/396] lr: 1.207e-01, eta: 21:57:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7492, loss_cls: 2.0839, loss: 2.0839, grad_norm: 1.7934, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6911, loss/aux0: 1.6911 2020-10-20 09:09:06,400 - mmaction - INFO - Epoch [145][160/396] lr: 1.207e-01, eta: 21:57:52, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7492, loss_cls: 2.0839, loss: 2.0839, grad_norm: 1.8006, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6862, loss/aux0: 1.6862 2020-10-20 09:09:42,712 - mmaction - INFO - Epoch [145][180/396] lr: 1.207e-01, eta: 21:57:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7531, loss_cls: 2.0552, loss: 2.0552, grad_norm: 1.8072, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6689, loss/aux0: 1.6689 2020-10-20 09:09:43,644 - mmaction - INFO - Epoch [145][180/396] lr: 1.207e-01, eta: 21:57:17, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7531, loss_cls: 2.0552, loss: 2.0552, grad_norm: 1.8062, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.6798, loss/aux0: 1.6798 2020-10-20 09:10:20,032 - mmaction - INFO - Epoch [145][200/396] lr: 1.207e-01, eta: 21:56:28, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7505, loss_cls: 2.0879, loss: 2.0879, grad_norm: 1.7891, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6571, loss/aux0: 1.6571 2020-10-20 09:10:20,969 - mmaction - INFO - Epoch [145][200/396] lr: 1.207e-01, eta: 21:56:43, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7505, loss_cls: 2.0879, loss: 2.0879, grad_norm: 1.7931, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6448, loss/aux0: 1.6448 2020-10-20 09:10:57,305 - mmaction - INFO - Epoch [145][220/396] lr: 1.207e-01, eta: 21:55:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7417, loss_cls: 2.0980, loss: 2.0980, grad_norm: 1.8580, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6708, loss/aux0: 1.6708 2020-10-20 09:10:58,241 - mmaction - INFO - Epoch [145][220/396] lr: 1.207e-01, eta: 21:56:08, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7417, loss_cls: 2.0980, loss: 2.0980, grad_norm: 1.8606, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6836, loss/aux0: 1.6836 2020-10-20 09:11:34,561 - mmaction - INFO - Epoch [145][240/396] lr: 1.207e-01, eta: 21:55:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7466, loss_cls: 2.0853, loss: 2.0853, grad_norm: 1.7884, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6952, loss/aux0: 1.6952 2020-10-20 09:11:35,506 - mmaction - INFO - Epoch [145][240/396] lr: 1.207e-01, eta: 21:55:33, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7466, loss_cls: 2.0853, loss: 2.0853, grad_norm: 1.7963, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6950, loss/aux0: 1.6950 2020-10-20 09:12:11,843 - mmaction - INFO - Epoch [145][260/396] lr: 1.207e-01, eta: 21:54:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7521, loss_cls: 2.0340, loss: 2.0340, grad_norm: 1.7811, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7090, loss/aux0: 1.7090 2020-10-20 09:12:12,792 - mmaction - INFO - Epoch [145][260/396] lr: 1.207e-01, eta: 21:54:59, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7521, loss_cls: 2.0340, loss: 2.0340, grad_norm: 1.7844, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.6880, loss/aux0: 1.6880 2020-10-20 09:12:48,906 - mmaction - INFO - Epoch [145][280/396] lr: 1.207e-01, eta: 21:54:10, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5018, top5_acc: 0.7602, loss_cls: 2.0506, loss: 2.0506, grad_norm: 1.7923, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6536, loss/aux0: 1.6536 2020-10-20 09:12:49,835 - mmaction - INFO - Epoch [145][280/396] lr: 1.207e-01, eta: 21:54:24, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5018, top5_acc: 0.7602, loss_cls: 2.0506, loss: 2.0506, grad_norm: 1.7925, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6654, loss/aux0: 1.6654 2020-10-20 09:13:26,169 - mmaction - INFO - Epoch [145][300/396] lr: 1.207e-01, eta: 21:53:35, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.5070, top5_acc: 0.7625, loss_cls: 1.9994, loss: 1.9994, grad_norm: 1.7306, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6250, loss/aux0: 1.6250 2020-10-20 09:13:27,103 - mmaction - INFO - Epoch [145][300/396] lr: 1.207e-01, eta: 21:53:49, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5070, top5_acc: 0.7625, loss_cls: 1.9994, loss: 1.9994, grad_norm: 1.7355, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6295, loss/aux0: 1.6295 2020-10-20 09:14:03,330 - mmaction - INFO - Epoch [145][320/396] lr: 1.207e-01, eta: 21:53:00, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7474, loss_cls: 2.0702, loss: 2.0702, grad_norm: 1.7446, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7170, loss/aux0: 1.7170 2020-10-20 09:14:04,264 - mmaction - INFO - Epoch [145][320/396] lr: 1.207e-01, eta: 21:53:15, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7474, loss_cls: 2.0702, loss: 2.0702, grad_norm: 1.7386, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7035, loss/aux0: 1.7035 2020-10-20 09:14:40,901 - mmaction - INFO - Epoch [145][340/396] lr: 1.207e-01, eta: 21:52:26, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7448, loss_cls: 2.0568, loss: 2.0568, grad_norm: 1.7945, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6502, loss/aux0: 1.6502 2020-10-20 09:14:41,832 - mmaction - INFO - Epoch [145][340/396] lr: 1.207e-01, eta: 21:52:40, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7448, loss_cls: 2.0568, loss: 2.0568, grad_norm: 1.7961, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6613, loss/aux0: 1.6613 2020-10-20 09:15:18,154 - mmaction - INFO - Epoch [145][360/396] lr: 1.207e-01, eta: 21:51:51, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7513, loss_cls: 2.0473, loss: 2.0473, grad_norm: 1.8137, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7611, loss/aux0: 1.7611 2020-10-20 09:15:19,082 - mmaction - INFO - Epoch [145][360/396] lr: 1.207e-01, eta: 21:52:06, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7513, loss_cls: 2.0473, loss: 2.0473, grad_norm: 1.8062, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7647, loss/aux0: 1.7647 2020-10-20 09:15:55,621 - mmaction - INFO - Epoch [145][380/396] lr: 1.207e-01, eta: 21:51:17, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7474, loss_cls: 2.0683, loss: 2.0683, grad_norm: 1.7685, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6163, loss/aux0: 1.6163 2020-10-20 09:15:56,578 - mmaction - INFO - Epoch [145][380/396] lr: 1.207e-01, eta: 21:51:31, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7474, loss_cls: 2.0683, loss: 2.0683, grad_norm: 1.7683, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6088, loss/aux0: 1.6088 2020-10-20 09:20:31,324 - mmaction - INFO - Epoch [146][20/396] lr: 1.189e-01, eta: 21:49:52, time: 0.925, data_time: 0.001, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7641, loss_cls: 1.9919, loss: 1.9919, grad_norm: 1.8147, top1_acc/aux0: 0.5957, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.6282, loss/aux0: 1.6282 2020-10-20 09:20:32,254 - mmaction - INFO - Epoch [146][20/396] lr: 1.189e-01, eta: 21:50:06, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7641, loss_cls: 1.9919, loss: 1.9919, grad_norm: 1.8161, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.6338, loss/aux0: 1.6338 2020-10-20 09:21:08,398 - mmaction - INFO - Epoch [146][40/396] lr: 1.189e-01, eta: 21:49:17, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7497, loss_cls: 2.0492, loss: 2.0492, grad_norm: 1.7711, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6544, loss/aux0: 1.6544 2020-10-20 09:21:09,343 - mmaction - INFO - Epoch [146][40/396] lr: 1.189e-01, eta: 21:49:31, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7497, loss_cls: 2.0492, loss: 2.0492, grad_norm: 1.7700, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6442, loss/aux0: 1.6442 2020-10-20 09:21:45,571 - mmaction - INFO - Epoch [146][60/396] lr: 1.189e-01, eta: 21:48:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7628, loss_cls: 2.0148, loss: 2.0148, grad_norm: 1.8620, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6471, loss/aux0: 1.6471 2020-10-20 09:21:46,501 - mmaction - INFO - Epoch [146][60/396] lr: 1.189e-01, eta: 21:48:57, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7628, loss_cls: 2.0148, loss: 2.0148, grad_norm: 1.8489, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6557, loss/aux0: 1.6557 2020-10-20 09:22:22,736 - mmaction - INFO - Epoch [146][80/396] lr: 1.189e-01, eta: 21:48:08, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7529, loss_cls: 2.0447, loss: 2.0447, grad_norm: 1.7913, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.6587, loss/aux0: 1.6587 2020-10-20 09:22:23,660 - mmaction - INFO - Epoch [146][80/396] lr: 1.189e-01, eta: 21:48:22, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7529, loss_cls: 2.0447, loss: 2.0447, grad_norm: 1.7816, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6543, loss/aux0: 1.6543 2020-10-20 09:22:59,952 - mmaction - INFO - Epoch [146][100/396] lr: 1.189e-01, eta: 21:47:33, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7461, loss_cls: 2.0871, loss: 2.0871, grad_norm: 1.8094, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6748, loss/aux0: 1.6748 2020-10-20 09:23:00,898 - mmaction - INFO - Epoch [146][100/396] lr: 1.189e-01, eta: 21:47:47, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7461, loss_cls: 2.0871, loss: 2.0871, grad_norm: 1.8001, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6670, loss/aux0: 1.6670 2020-10-20 09:23:37,027 - mmaction - INFO - Epoch [146][120/396] lr: 1.189e-01, eta: 21:46:58, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7695, loss_cls: 1.9944, loss: 1.9944, grad_norm: 1.7990, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6578, loss/aux0: 1.6578 2020-10-20 09:23:37,960 - mmaction - INFO - Epoch [146][120/396] lr: 1.189e-01, eta: 21:47:12, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7695, loss_cls: 1.9944, loss: 1.9944, grad_norm: 1.7997, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.6795, loss/aux0: 1.6795 2020-10-20 09:24:14,224 - mmaction - INFO - Epoch [146][140/396] lr: 1.189e-01, eta: 21:46:23, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7586, loss_cls: 2.0485, loss: 2.0485, grad_norm: 1.7782, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6494, loss/aux0: 1.6494 2020-10-20 09:24:15,177 - mmaction - INFO - Epoch [146][140/396] lr: 1.189e-01, eta: 21:46:37, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7586, loss_cls: 2.0485, loss: 2.0485, grad_norm: 1.7767, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6282, loss/aux0: 1.6282 2020-10-20 09:24:51,398 - mmaction - INFO - Epoch [146][160/396] lr: 1.189e-01, eta: 21:45:49, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7534, loss_cls: 2.0445, loss: 2.0445, grad_norm: 1.7523, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5974, loss/aux0: 1.5974 2020-10-20 09:24:52,337 - mmaction - INFO - Epoch [146][160/396] lr: 1.189e-01, eta: 21:46:03, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7534, loss_cls: 2.0445, loss: 2.0445, grad_norm: 1.7547, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6068, loss/aux0: 1.6068 2020-10-20 09:25:28,628 - mmaction - INFO - Epoch [146][180/396] lr: 1.189e-01, eta: 21:45:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7536, loss_cls: 2.0002, loss: 2.0002, grad_norm: 1.8036, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6598, loss/aux0: 1.6598 2020-10-20 09:25:29,561 - mmaction - INFO - Epoch [146][180/396] lr: 1.189e-01, eta: 21:45:28, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7536, loss_cls: 2.0002, loss: 2.0002, grad_norm: 1.8027, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6516, loss/aux0: 1.6516 2020-10-20 09:26:05,929 - mmaction - INFO - Epoch [146][200/396] lr: 1.189e-01, eta: 21:44:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4917, top5_acc: 0.7492, loss_cls: 2.0692, loss: 2.0692, grad_norm: 1.7817, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6473, loss/aux0: 1.6473 2020-10-20 09:26:06,871 - mmaction - INFO - Epoch [146][200/396] lr: 1.189e-01, eta: 21:44:54, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4917, top5_acc: 0.7492, loss_cls: 2.0692, loss: 2.0692, grad_norm: 1.7706, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6441, loss/aux0: 1.6441 2020-10-20 09:26:43,074 - mmaction - INFO - Epoch [146][220/396] lr: 1.189e-01, eta: 21:44:05, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7505, loss_cls: 2.0517, loss: 2.0517, grad_norm: 1.8284, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6552, loss/aux0: 1.6552 2020-10-20 09:26:44,006 - mmaction - INFO - Epoch [146][220/396] lr: 1.189e-01, eta: 21:44:19, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7505, loss_cls: 2.0517, loss: 2.0517, grad_norm: 1.8179, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6725, loss/aux0: 1.6725 2020-10-20 09:27:20,368 - mmaction - INFO - Epoch [146][240/396] lr: 1.189e-01, eta: 21:43:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7622, loss_cls: 2.0038, loss: 2.0038, grad_norm: 1.7916, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6724, loss/aux0: 1.6724 2020-10-20 09:27:21,290 - mmaction - INFO - Epoch [146][240/396] lr: 1.189e-01, eta: 21:43:44, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7622, loss_cls: 2.0038, loss: 2.0038, grad_norm: 1.7895, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6661, loss/aux0: 1.6661 2020-10-20 09:27:57,686 - mmaction - INFO - Epoch [146][260/396] lr: 1.189e-01, eta: 21:42:55, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7523, loss_cls: 2.0562, loss: 2.0562, grad_norm: 1.8372, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.6227, loss/aux0: 1.6227 2020-10-20 09:27:58,617 - mmaction - INFO - Epoch [146][260/396] lr: 1.189e-01, eta: 21:43:10, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7523, loss_cls: 2.0562, loss: 2.0562, grad_norm: 1.8451, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.6236, loss/aux0: 1.6236 2020-10-20 09:28:34,843 - mmaction - INFO - Epoch [146][280/396] lr: 1.189e-01, eta: 21:42:21, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4937, top5_acc: 0.7448, loss_cls: 2.0704, loss: 2.0704, grad_norm: 1.8211, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6398, loss/aux0: 1.6398 2020-10-20 09:28:35,766 - mmaction - INFO - Epoch [146][280/396] lr: 1.189e-01, eta: 21:42:35, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4937, top5_acc: 0.7448, loss_cls: 2.0704, loss: 2.0704, grad_norm: 1.8177, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6317, loss/aux0: 1.6317 2020-10-20 09:29:12,141 - mmaction - INFO - Epoch [146][300/396] lr: 1.189e-01, eta: 21:41:46, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7531, loss_cls: 2.0474, loss: 2.0474, grad_norm: 1.7914, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6073, loss/aux0: 1.6073 2020-10-20 09:29:13,106 - mmaction - INFO - Epoch [146][300/396] lr: 1.189e-01, eta: 21:42:00, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7531, loss_cls: 2.0474, loss: 2.0474, grad_norm: 1.7945, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.6006, loss/aux0: 1.6006 2020-10-20 09:29:49,532 - mmaction - INFO - Epoch [146][320/396] lr: 1.189e-01, eta: 21:41:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7490, loss_cls: 2.0796, loss: 2.0796, grad_norm: 1.7581, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6665, loss/aux0: 1.6665 2020-10-20 09:29:50,505 - mmaction - INFO - Epoch [146][320/396] lr: 1.189e-01, eta: 21:41:25, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7490, loss_cls: 2.0796, loss: 2.0796, grad_norm: 1.7588, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6692, loss/aux0: 1.6692 2020-10-20 09:30:26,889 - mmaction - INFO - Epoch [146][340/396] lr: 1.189e-01, eta: 21:40:37, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7466, loss_cls: 2.0875, loss: 2.0875, grad_norm: 1.7915, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6083, loss/aux0: 1.6083 2020-10-20 09:30:27,820 - mmaction - INFO - Epoch [146][340/396] lr: 1.189e-01, eta: 21:40:51, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7466, loss_cls: 2.0875, loss: 2.0875, grad_norm: 1.7935, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6122, loss/aux0: 1.6122 2020-10-20 09:31:04,290 - mmaction - INFO - Epoch [146][360/396] lr: 1.189e-01, eta: 21:40:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7469, loss_cls: 2.0594, loss: 2.0594, grad_norm: 1.7998, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6935, loss/aux0: 1.6935 2020-10-20 09:31:05,243 - mmaction - INFO - Epoch [146][360/396] lr: 1.189e-01, eta: 21:40:16, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7469, loss_cls: 2.0594, loss: 2.0594, grad_norm: 1.8093, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7038, loss/aux0: 1.7038 2020-10-20 09:31:41,546 - mmaction - INFO - Epoch [146][380/396] lr: 1.189e-01, eta: 21:39:28, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7458, loss_cls: 2.0994, loss: 2.0994, grad_norm: 1.7638, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6735, loss/aux0: 1.6735 2020-10-20 09:31:42,496 - mmaction - INFO - Epoch [146][380/396] lr: 1.189e-01, eta: 21:39:42, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7458, loss_cls: 2.0994, loss: 2.0994, grad_norm: 1.7591, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6635, loss/aux0: 1.6635 2020-10-20 09:36:04,153 - mmaction - INFO - Epoch [147][20/396] lr: 1.171e-01, eta: 21:38:03, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.5018, top5_acc: 0.7612, loss_cls: 2.0425, loss: 2.0425, grad_norm: 1.7634, top1_acc/aux0: 0.5877, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6690, loss/aux0: 1.6690 2020-10-20 09:36:05,092 - mmaction - INFO - Epoch [147][20/396] lr: 1.171e-01, eta: 21:38:17, time: 0.923, data_time: 0.004, memory: 8466, top1_acc: 0.5018, top5_acc: 0.7612, loss_cls: 2.0425, loss: 2.0425, grad_norm: 1.7540, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6696, loss/aux0: 1.6696 2020-10-20 09:36:41,111 - mmaction - INFO - Epoch [147][40/396] lr: 1.171e-01, eta: 21:37:28, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7479, loss_cls: 2.0464, loss: 2.0464, grad_norm: 1.7723, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6365, loss/aux0: 1.6365 2020-10-20 09:36:42,057 - mmaction - INFO - Epoch [147][40/396] lr: 1.171e-01, eta: 21:37:42, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7479, loss_cls: 2.0464, loss: 2.0464, grad_norm: 1.7759, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6325, loss/aux0: 1.6325 2020-10-20 09:37:18,527 - mmaction - INFO - Epoch [147][60/396] lr: 1.171e-01, eta: 21:36:53, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5083, top5_acc: 0.7607, loss_cls: 2.0215, loss: 2.0215, grad_norm: 1.7964, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6821, loss/aux0: 1.6821 2020-10-20 09:37:19,451 - mmaction - INFO - Epoch [147][60/396] lr: 1.171e-01, eta: 21:37:07, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.5083, top5_acc: 0.7607, loss_cls: 2.0215, loss: 2.0215, grad_norm: 1.7841, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6862, loss/aux0: 1.6862 2020-10-20 09:37:55,493 - mmaction - INFO - Epoch [147][80/396] lr: 1.171e-01, eta: 21:36:18, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5036, top5_acc: 0.7589, loss_cls: 2.0189, loss: 2.0189, grad_norm: 1.8159, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6613, loss/aux0: 1.6613 2020-10-20 09:37:56,446 - mmaction - INFO - Epoch [147][80/396] lr: 1.171e-01, eta: 21:36:32, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5036, top5_acc: 0.7589, loss_cls: 2.0189, loss: 2.0189, grad_norm: 1.8226, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6548, loss/aux0: 1.6548 2020-10-20 09:38:32,889 - mmaction - INFO - Epoch [147][100/396] lr: 1.171e-01, eta: 21:35:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7503, loss_cls: 2.0462, loss: 2.0462, grad_norm: 1.7724, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.6723, loss/aux0: 1.6723 2020-10-20 09:38:33,802 - mmaction - INFO - Epoch [147][100/396] lr: 1.171e-01, eta: 21:35:58, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7503, loss_cls: 2.0462, loss: 2.0462, grad_norm: 1.7683, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6718, loss/aux0: 1.6718 2020-10-20 09:39:10,367 - mmaction - INFO - Epoch [147][120/396] lr: 1.171e-01, eta: 21:35:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7526, loss_cls: 2.0579, loss: 2.0579, grad_norm: 1.7811, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6552, loss/aux0: 1.6552 2020-10-20 09:39:11,298 - mmaction - INFO - Epoch [147][120/396] lr: 1.171e-01, eta: 21:35:23, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7526, loss_cls: 2.0579, loss: 2.0579, grad_norm: 1.7786, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6631, loss/aux0: 1.6631 2020-10-20 09:39:47,604 - mmaction - INFO - Epoch [147][140/396] lr: 1.171e-01, eta: 21:34:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7555, loss_cls: 2.0464, loss: 2.0464, grad_norm: 1.8395, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6646, loss/aux0: 1.6646 2020-10-20 09:39:48,535 - mmaction - INFO - Epoch [147][140/396] lr: 1.171e-01, eta: 21:34:49, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7555, loss_cls: 2.0464, loss: 2.0464, grad_norm: 1.8336, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6580, loss/aux0: 1.6580 2020-10-20 09:40:24,898 - mmaction - INFO - Epoch [147][160/396] lr: 1.171e-01, eta: 21:34:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7510, loss_cls: 2.0665, loss: 2.0665, grad_norm: 1.7757, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6682, loss/aux0: 1.6682 2020-10-20 09:40:25,840 - mmaction - INFO - Epoch [147][160/396] lr: 1.171e-01, eta: 21:34:14, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7510, loss_cls: 2.0665, loss: 2.0665, grad_norm: 1.7601, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6548, loss/aux0: 1.6548 2020-10-20 09:41:02,329 - mmaction - INFO - Epoch [147][180/396] lr: 1.171e-01, eta: 21:33:25, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7448, loss_cls: 2.0620, loss: 2.0620, grad_norm: 1.8037, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6814, loss/aux0: 1.6814 2020-10-20 09:41:03,241 - mmaction - INFO - Epoch [147][180/396] lr: 1.171e-01, eta: 21:33:39, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7448, loss_cls: 2.0620, loss: 2.0620, grad_norm: 1.8044, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6927, loss/aux0: 1.6927 2020-10-20 09:41:39,425 - mmaction - INFO - Epoch [147][200/396] lr: 1.171e-01, eta: 21:32:51, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7633, loss_cls: 1.9887, loss: 1.9887, grad_norm: 1.7699, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6499, loss/aux0: 1.6499 2020-10-20 09:41:40,369 - mmaction - INFO - Epoch [147][200/396] lr: 1.171e-01, eta: 21:33:05, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7633, loss_cls: 1.9887, loss: 1.9887, grad_norm: 1.7797, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6617, loss/aux0: 1.6617 2020-10-20 09:42:16,595 - mmaction - INFO - Epoch [147][220/396] lr: 1.171e-01, eta: 21:32:16, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7638, loss_cls: 2.0021, loss: 2.0021, grad_norm: 1.7826, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6491, loss/aux0: 1.6491 2020-10-20 09:42:17,528 - mmaction - INFO - Epoch [147][220/396] lr: 1.171e-01, eta: 21:32:30, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7638, loss_cls: 2.0021, loss: 2.0021, grad_norm: 1.7805, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6379, loss/aux0: 1.6379 2020-10-20 09:42:53,765 - mmaction - INFO - Epoch [147][240/396] lr: 1.171e-01, eta: 21:31:41, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5102, top5_acc: 0.7651, loss_cls: 2.0133, loss: 2.0133, grad_norm: 1.7855, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6114, loss/aux0: 1.6114 2020-10-20 09:42:54,688 - mmaction - INFO - Epoch [147][240/396] lr: 1.171e-01, eta: 21:31:55, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5102, top5_acc: 0.7651, loss_cls: 2.0133, loss: 2.0133, grad_norm: 1.7907, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6280, loss/aux0: 1.6280 2020-10-20 09:43:31,120 - mmaction - INFO - Epoch [147][260/396] lr: 1.171e-01, eta: 21:31:06, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5198, top5_acc: 0.7648, loss_cls: 1.9668, loss: 1.9668, grad_norm: 1.8168, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6352, loss/aux0: 1.6352 2020-10-20 09:43:32,043 - mmaction - INFO - Epoch [147][260/396] lr: 1.171e-01, eta: 21:31:20, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5198, top5_acc: 0.7648, loss_cls: 1.9668, loss: 1.9668, grad_norm: 1.8256, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6370, loss/aux0: 1.6370 2020-10-20 09:44:08,208 - mmaction - INFO - Epoch [147][280/396] lr: 1.171e-01, eta: 21:30:32, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7477, loss_cls: 2.0813, loss: 2.0813, grad_norm: 1.8393, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6698, loss/aux0: 1.6698 2020-10-20 09:44:09,148 - mmaction - INFO - Epoch [147][280/396] lr: 1.171e-01, eta: 21:30:45, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7477, loss_cls: 2.0813, loss: 2.0813, grad_norm: 1.8357, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6503, loss/aux0: 1.6503 2020-10-20 09:44:45,531 - mmaction - INFO - Epoch [147][300/396] lr: 1.171e-01, eta: 21:29:57, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7388, loss_cls: 2.1029, loss: 2.1029, grad_norm: 1.8284, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6128, loss/aux0: 1.6128 2020-10-20 09:44:46,463 - mmaction - INFO - Epoch [147][300/396] lr: 1.171e-01, eta: 21:30:11, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7388, loss_cls: 2.1029, loss: 2.1029, grad_norm: 1.8265, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6152, loss/aux0: 1.6152 2020-10-20 09:45:22,797 - mmaction - INFO - Epoch [147][320/396] lr: 1.171e-01, eta: 21:29:22, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5008, top5_acc: 0.7609, loss_cls: 2.0376, loss: 2.0376, grad_norm: 1.8048, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6458, loss/aux0: 1.6458 2020-10-20 09:45:23,738 - mmaction - INFO - Epoch [147][320/396] lr: 1.171e-01, eta: 21:29:36, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5008, top5_acc: 0.7609, loss_cls: 2.0376, loss: 2.0376, grad_norm: 1.8033, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6485, loss/aux0: 1.6485 2020-10-20 09:45:59,815 - mmaction - INFO - Epoch [147][340/396] lr: 1.171e-01, eta: 21:28:47, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7479, loss_cls: 2.0565, loss: 2.0565, grad_norm: 1.7843, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7117, loss/aux0: 1.7117 2020-10-20 09:46:00,770 - mmaction - INFO - Epoch [147][340/396] lr: 1.171e-01, eta: 21:29:01, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7479, loss_cls: 2.0565, loss: 2.0565, grad_norm: 1.7796, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7133, loss/aux0: 1.7133 2020-10-20 09:46:37,262 - mmaction - INFO - Epoch [147][360/396] lr: 1.171e-01, eta: 21:28:12, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7565, loss_cls: 2.0254, loss: 2.0254, grad_norm: 1.8227, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6654, loss/aux0: 1.6654 2020-10-20 09:46:38,174 - mmaction - INFO - Epoch [147][360/396] lr: 1.171e-01, eta: 21:28:26, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7565, loss_cls: 2.0254, loss: 2.0254, grad_norm: 1.8332, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6623, loss/aux0: 1.6623 2020-10-20 09:47:14,594 - mmaction - INFO - Epoch [147][380/396] lr: 1.171e-01, eta: 21:27:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5036, top5_acc: 0.7505, loss_cls: 2.0489, loss: 2.0489, grad_norm: 1.8009, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6775, loss/aux0: 1.6775 2020-10-20 09:47:15,541 - mmaction - INFO - Epoch [147][380/396] lr: 1.171e-01, eta: 21:27:52, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5036, top5_acc: 0.7505, loss_cls: 2.0489, loss: 2.0489, grad_norm: 1.8038, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6963, loss/aux0: 1.6963 2020-10-20 09:52:05,150 - mmaction - INFO - Epoch [148][20/396] lr: 1.153e-01, eta: 21:26:13, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7680, loss_cls: 1.9852, loss: 1.9852, grad_norm: 1.8280, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8306, loss_cls/aux0: 1.6264, loss/aux0: 1.6264 2020-10-20 09:52:06,087 - mmaction - INFO - Epoch [148][20/396] lr: 1.153e-01, eta: 21:26:27, time: 0.921, data_time: 0.002, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7680, loss_cls: 1.9852, loss: 1.9852, grad_norm: 1.8201, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6389, loss/aux0: 1.6389 2020-10-20 09:52:42,177 - mmaction - INFO - Epoch [148][40/396] lr: 1.153e-01, eta: 21:25:39, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7453, loss_cls: 2.0814, loss: 2.0814, grad_norm: 1.8129, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6960, loss/aux0: 1.6960 2020-10-20 09:52:43,117 - mmaction - INFO - Epoch [148][40/396] lr: 1.153e-01, eta: 21:25:52, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7453, loss_cls: 2.0814, loss: 2.0814, grad_norm: 1.8144, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6968, loss/aux0: 1.6968 2020-10-20 09:53:19,203 - mmaction - INFO - Epoch [148][60/396] lr: 1.153e-01, eta: 21:25:04, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7552, loss_cls: 2.0330, loss: 2.0330, grad_norm: 1.8109, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6606, loss/aux0: 1.6606 2020-10-20 09:53:20,142 - mmaction - INFO - Epoch [148][60/396] lr: 1.153e-01, eta: 21:25:18, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7552, loss_cls: 2.0330, loss: 2.0330, grad_norm: 1.8220, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6576, loss/aux0: 1.6576 2020-10-20 09:53:56,449 - mmaction - INFO - Epoch [148][80/396] lr: 1.153e-01, eta: 21:24:29, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7521, loss_cls: 2.0288, loss: 2.0288, grad_norm: 1.7983, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6821, loss/aux0: 1.6821 2020-10-20 09:53:57,418 - mmaction - INFO - Epoch [148][80/396] lr: 1.153e-01, eta: 21:24:43, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7521, loss_cls: 2.0288, loss: 2.0288, grad_norm: 1.7887, top1_acc/aux0: 0.5966, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6685, loss/aux0: 1.6685 2020-10-20 09:54:33,669 - mmaction - INFO - Epoch [148][100/396] lr: 1.153e-01, eta: 21:23:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5151, top5_acc: 0.7664, loss_cls: 1.9726, loss: 1.9726, grad_norm: 1.8410, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6270, loss/aux0: 1.6270 2020-10-20 09:54:34,617 - mmaction - INFO - Epoch [148][100/396] lr: 1.153e-01, eta: 21:24:08, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5151, top5_acc: 0.7664, loss_cls: 1.9726, loss: 1.9726, grad_norm: 1.8418, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6315, loss/aux0: 1.6315 2020-10-20 09:55:10,839 - mmaction - INFO - Epoch [148][120/396] lr: 1.153e-01, eta: 21:23:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5154, top5_acc: 0.7646, loss_cls: 2.0056, loss: 2.0056, grad_norm: 1.7918, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7073, loss/aux0: 1.7073 2020-10-20 09:55:11,793 - mmaction - INFO - Epoch [148][120/396] lr: 1.153e-01, eta: 21:23:33, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.5154, top5_acc: 0.7646, loss_cls: 2.0056, loss: 2.0056, grad_norm: 1.7885, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7080, loss/aux0: 1.7080 2020-10-20 09:55:48,315 - mmaction - INFO - Epoch [148][140/396] lr: 1.153e-01, eta: 21:22:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7586, loss_cls: 2.0058, loss: 2.0058, grad_norm: 1.7849, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6116, loss/aux0: 1.6116 2020-10-20 09:55:49,248 - mmaction - INFO - Epoch [148][140/396] lr: 1.153e-01, eta: 21:22:59, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7586, loss_cls: 2.0058, loss: 2.0058, grad_norm: 1.7833, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6071, loss/aux0: 1.6071 2020-10-20 09:56:25,606 - mmaction - INFO - Epoch [148][160/396] lr: 1.153e-01, eta: 21:22:10, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7643, loss_cls: 2.0312, loss: 2.0312, grad_norm: 1.8044, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6695, loss/aux0: 1.6695 2020-10-20 09:56:26,533 - mmaction - INFO - Epoch [148][160/396] lr: 1.153e-01, eta: 21:22:24, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7643, loss_cls: 2.0312, loss: 2.0312, grad_norm: 1.8044, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6785, loss/aux0: 1.6785 2020-10-20 09:57:02,872 - mmaction - INFO - Epoch [148][180/396] lr: 1.153e-01, eta: 21:21:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7656, loss_cls: 1.9736, loss: 1.9736, grad_norm: 1.7665, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6333, loss/aux0: 1.6333 2020-10-20 09:57:03,794 - mmaction - INFO - Epoch [148][180/396] lr: 1.153e-01, eta: 21:21:49, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7656, loss_cls: 1.9736, loss: 1.9736, grad_norm: 1.7524, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6197, loss/aux0: 1.6197 2020-10-20 09:57:40,087 - mmaction - INFO - Epoch [148][200/396] lr: 1.153e-01, eta: 21:21:01, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5008, top5_acc: 0.7589, loss_cls: 2.0495, loss: 2.0495, grad_norm: 1.8350, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6741, loss/aux0: 1.6741 2020-10-20 09:57:41,014 - mmaction - INFO - Epoch [148][200/396] lr: 1.153e-01, eta: 21:21:15, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5008, top5_acc: 0.7589, loss_cls: 2.0495, loss: 2.0495, grad_norm: 1.8431, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6842, loss/aux0: 1.6842 2020-10-20 09:58:17,599 - mmaction - INFO - Epoch [148][220/396] lr: 1.153e-01, eta: 21:20:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7539, loss_cls: 2.0440, loss: 2.0440, grad_norm: 1.7977, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6924, loss/aux0: 1.6924 2020-10-20 09:58:18,538 - mmaction - INFO - Epoch [148][220/396] lr: 1.153e-01, eta: 21:20:40, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7539, loss_cls: 2.0440, loss: 2.0440, grad_norm: 1.7911, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6836, loss/aux0: 1.6836 2020-10-20 09:58:54,859 - mmaction - INFO - Epoch [148][240/396] lr: 1.153e-01, eta: 21:19:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7602, loss_cls: 2.0133, loss: 2.0133, grad_norm: 1.8209, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6175, loss/aux0: 1.6175 2020-10-20 09:58:55,824 - mmaction - INFO - Epoch [148][240/396] lr: 1.153e-01, eta: 21:20:05, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7602, loss_cls: 2.0133, loss: 2.0133, grad_norm: 1.8186, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6259, loss/aux0: 1.6259 2020-10-20 09:59:32,128 - mmaction - INFO - Epoch [148][260/396] lr: 1.153e-01, eta: 21:19:17, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7456, loss_cls: 2.0789, loss: 2.0789, grad_norm: 1.7453, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6451, loss/aux0: 1.6451 2020-10-20 09:59:33,075 - mmaction - INFO - Epoch [148][260/396] lr: 1.153e-01, eta: 21:19:31, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7456, loss_cls: 2.0789, loss: 2.0789, grad_norm: 1.7481, top1_acc/aux0: 0.5966, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6466, loss/aux0: 1.6466 2020-10-20 10:00:12,627 - mmaction - INFO - Epoch [148][280/396] lr: 1.153e-01, eta: 21:18:45, time: 1.096, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7427, loss_cls: 2.0655, loss: 2.0655, grad_norm: 1.8167, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6757, loss/aux0: 1.6757 2020-10-20 10:00:13,575 - mmaction - INFO - Epoch [148][280/396] lr: 1.153e-01, eta: 21:19:01, time: 1.099, data_time: 0.004, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7427, loss_cls: 2.0655, loss: 2.0655, grad_norm: 1.8240, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6812, loss/aux0: 1.6812 2020-10-20 10:00:49,744 - mmaction - INFO - Epoch [148][300/396] lr: 1.153e-01, eta: 21:18:13, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7549, loss_cls: 2.0318, loss: 2.0318, grad_norm: 1.7892, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6753, loss/aux0: 1.6753 2020-10-20 10:00:50,682 - mmaction - INFO - Epoch [148][300/396] lr: 1.153e-01, eta: 21:18:26, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7549, loss_cls: 2.0318, loss: 2.0318, grad_norm: 1.7885, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6673, loss/aux0: 1.6673 2020-10-20 10:01:27,228 - mmaction - INFO - Epoch [148][320/396] lr: 1.153e-01, eta: 21:17:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7370, loss_cls: 2.1192, loss: 2.1192, grad_norm: 1.8208, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6034, loss/aux0: 1.6034 2020-10-20 10:01:28,190 - mmaction - INFO - Epoch [148][320/396] lr: 1.153e-01, eta: 21:17:52, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7370, loss_cls: 2.1192, loss: 2.1192, grad_norm: 1.8233, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6027, loss/aux0: 1.6027 2020-10-20 10:02:04,356 - mmaction - INFO - Epoch [148][340/396] lr: 1.153e-01, eta: 21:17:03, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7596, loss_cls: 2.0385, loss: 2.0385, grad_norm: 1.7665, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6677, loss/aux0: 1.6677 2020-10-20 10:02:05,286 - mmaction - INFO - Epoch [148][340/396] lr: 1.153e-01, eta: 21:17:17, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7596, loss_cls: 2.0385, loss: 2.0385, grad_norm: 1.7715, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6714, loss/aux0: 1.6714 2020-10-20 10:02:41,773 - mmaction - INFO - Epoch [148][360/396] lr: 1.153e-01, eta: 21:16:28, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7521, loss_cls: 2.0587, loss: 2.0587, grad_norm: 1.8405, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6347, loss/aux0: 1.6347 2020-10-20 10:02:42,694 - mmaction - INFO - Epoch [148][360/396] lr: 1.153e-01, eta: 21:16:42, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7521, loss_cls: 2.0587, loss: 2.0587, grad_norm: 1.8502, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.6250, loss/aux0: 1.6250 2020-10-20 10:03:19,215 - mmaction - INFO - Epoch [148][380/396] lr: 1.153e-01, eta: 21:15:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4930, top5_acc: 0.7435, loss_cls: 2.0889, loss: 2.0889, grad_norm: 1.8672, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5769, loss/aux0: 1.5769 2020-10-20 10:03:20,144 - mmaction - INFO - Epoch [148][380/396] lr: 1.153e-01, eta: 21:16:07, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4930, top5_acc: 0.7435, loss_cls: 2.0889, loss: 2.0889, grad_norm: 1.8839, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6014, loss/aux0: 1.6014 2020-10-20 10:07:44,015 - mmaction - INFO - Epoch [149][20/396] lr: 1.136e-01, eta: 21:14:29, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7581, loss_cls: 1.9927, loss: 1.9927, grad_norm: 1.8270, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8246, loss_cls/aux0: 1.6187, loss/aux0: 1.6187 2020-10-20 10:07:44,956 - mmaction - INFO - Epoch [149][20/396] lr: 1.136e-01, eta: 21:14:43, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7581, loss_cls: 1.9927, loss: 1.9927, grad_norm: 1.8230, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6170, loss/aux0: 1.6170 2020-10-20 10:08:21,016 - mmaction - INFO - Epoch [149][40/396] lr: 1.136e-01, eta: 21:13:55, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7602, loss_cls: 1.9809, loss: 1.9809, grad_norm: 1.8113, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6776, loss/aux0: 1.6776 2020-10-20 10:08:21,948 - mmaction - INFO - Epoch [149][40/396] lr: 1.136e-01, eta: 21:14:08, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7602, loss_cls: 1.9809, loss: 1.9809, grad_norm: 1.8106, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6873, loss/aux0: 1.6873 2020-10-20 10:08:58,179 - mmaction - INFO - Epoch [149][60/396] lr: 1.136e-01, eta: 21:13:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5216, top5_acc: 0.7607, loss_cls: 1.9780, loss: 1.9780, grad_norm: 1.8648, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.6845, loss/aux0: 1.6845 2020-10-20 10:08:59,099 - mmaction - INFO - Epoch [149][60/396] lr: 1.136e-01, eta: 21:13:33, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5216, top5_acc: 0.7607, loss_cls: 1.9780, loss: 1.9780, grad_norm: 1.8674, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.6858, loss/aux0: 1.6858 2020-10-20 10:09:35,436 - mmaction - INFO - Epoch [149][80/396] lr: 1.136e-01, eta: 21:12:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7477, loss_cls: 2.0463, loss: 2.0463, grad_norm: 1.8394, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6648, loss/aux0: 1.6648 2020-10-20 10:09:36,378 - mmaction - INFO - Epoch [149][80/396] lr: 1.136e-01, eta: 21:12:59, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7477, loss_cls: 2.0463, loss: 2.0463, grad_norm: 1.8369, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6590, loss/aux0: 1.6590 2020-10-20 10:10:12,598 - mmaction - INFO - Epoch [149][100/396] lr: 1.136e-01, eta: 21:12:10, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7487, loss_cls: 2.0555, loss: 2.0555, grad_norm: 1.7969, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6816, loss/aux0: 1.6816 2020-10-20 10:10:13,548 - mmaction - INFO - Epoch [149][100/396] lr: 1.136e-01, eta: 21:12:24, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7487, loss_cls: 2.0555, loss: 2.0555, grad_norm: 1.8087, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6875, loss/aux0: 1.6875 2020-10-20 10:10:49,882 - mmaction - INFO - Epoch [149][120/396] lr: 1.136e-01, eta: 21:11:35, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7544, loss_cls: 2.0115, loss: 2.0115, grad_norm: 1.8376, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6423, loss/aux0: 1.6423 2020-10-20 10:10:50,807 - mmaction - INFO - Epoch [149][120/396] lr: 1.136e-01, eta: 21:11:49, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7544, loss_cls: 2.0115, loss: 2.0115, grad_norm: 1.8421, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6359, loss/aux0: 1.6359 2020-10-20 10:11:27,117 - mmaction - INFO - Epoch [149][140/396] lr: 1.136e-01, eta: 21:11:01, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7549, loss_cls: 2.0130, loss: 2.0130, grad_norm: 1.8189, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6506, loss/aux0: 1.6506 2020-10-20 10:11:28,098 - mmaction - INFO - Epoch [149][140/396] lr: 1.136e-01, eta: 21:11:14, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7549, loss_cls: 2.0130, loss: 2.0130, grad_norm: 1.8306, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6494, loss/aux0: 1.6494 2020-10-20 10:12:04,490 - mmaction - INFO - Epoch [149][160/396] lr: 1.136e-01, eta: 21:10:26, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7503, loss_cls: 2.0488, loss: 2.0488, grad_norm: 1.8396, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6710, loss/aux0: 1.6710 2020-10-20 10:12:05,422 - mmaction - INFO - Epoch [149][160/396] lr: 1.136e-01, eta: 21:10:40, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7503, loss_cls: 2.0488, loss: 2.0488, grad_norm: 1.8342, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6727, loss/aux0: 1.6727 2020-10-20 10:12:41,867 - mmaction - INFO - Epoch [149][180/396] lr: 1.136e-01, eta: 21:09:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7560, loss_cls: 2.0560, loss: 2.0560, grad_norm: 1.7752, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6227, loss/aux0: 1.6227 2020-10-20 10:12:42,797 - mmaction - INFO - Epoch [149][180/396] lr: 1.136e-01, eta: 21:10:05, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7560, loss_cls: 2.0560, loss: 2.0560, grad_norm: 1.7800, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6215, loss/aux0: 1.6215 2020-10-20 10:13:19,090 - mmaction - INFO - Epoch [149][200/396] lr: 1.136e-01, eta: 21:09:17, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7581, loss_cls: 2.0234, loss: 2.0234, grad_norm: 1.8467, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6497, loss/aux0: 1.6497 2020-10-20 10:13:20,030 - mmaction - INFO - Epoch [149][200/396] lr: 1.136e-01, eta: 21:09:30, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7581, loss_cls: 2.0234, loss: 2.0234, grad_norm: 1.8578, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6598, loss/aux0: 1.6598 2020-10-20 10:13:56,342 - mmaction - INFO - Epoch [149][220/396] lr: 1.136e-01, eta: 21:08:42, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7526, loss_cls: 2.0293, loss: 2.0293, grad_norm: 1.7823, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6268, loss/aux0: 1.6268 2020-10-20 10:13:57,282 - mmaction - INFO - Epoch [149][220/396] lr: 1.136e-01, eta: 21:08:55, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7526, loss_cls: 2.0293, loss: 2.0293, grad_norm: 1.7897, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6173, loss/aux0: 1.6173 2020-10-20 10:14:33,727 - mmaction - INFO - Epoch [149][240/396] lr: 1.136e-01, eta: 21:08:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7638, loss_cls: 1.9781, loss: 1.9781, grad_norm: 1.8209, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5704, loss/aux0: 1.5704 2020-10-20 10:14:34,673 - mmaction - INFO - Epoch [149][240/396] lr: 1.136e-01, eta: 21:08:21, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7638, loss_cls: 1.9781, loss: 1.9781, grad_norm: 1.8292, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5716, loss/aux0: 1.5716 2020-10-20 10:15:11,039 - mmaction - INFO - Epoch [149][260/396] lr: 1.136e-01, eta: 21:07:33, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7643, loss_cls: 1.9987, loss: 1.9987, grad_norm: 1.7299, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6806, loss/aux0: 1.6806 2020-10-20 10:15:11,993 - mmaction - INFO - Epoch [149][260/396] lr: 1.136e-01, eta: 21:07:46, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7643, loss_cls: 1.9987, loss: 1.9987, grad_norm: 1.7327, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6762, loss/aux0: 1.6762 2020-10-20 10:15:48,489 - mmaction - INFO - Epoch [149][280/396] lr: 1.136e-01, eta: 21:06:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4935, top5_acc: 0.7479, loss_cls: 2.0521, loss: 2.0521, grad_norm: 1.8238, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6207, loss/aux0: 1.6207 2020-10-20 10:15:49,459 - mmaction - INFO - Epoch [149][280/396] lr: 1.136e-01, eta: 21:07:12, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4935, top5_acc: 0.7479, loss_cls: 2.0521, loss: 2.0521, grad_norm: 1.8423, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6309, loss/aux0: 1.6309 2020-10-20 10:16:25,888 - mmaction - INFO - Epoch [149][300/396] lr: 1.136e-01, eta: 21:06:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7617, loss_cls: 1.9923, loss: 1.9923, grad_norm: 1.8443, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6374, loss/aux0: 1.6374 2020-10-20 10:16:26,835 - mmaction - INFO - Epoch [149][300/396] lr: 1.136e-01, eta: 21:06:37, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7617, loss_cls: 1.9923, loss: 1.9923, grad_norm: 1.8508, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6290, loss/aux0: 1.6290 2020-10-20 10:17:03,414 - mmaction - INFO - Epoch [149][320/396] lr: 1.136e-01, eta: 21:05:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4930, top5_acc: 0.7484, loss_cls: 2.0794, loss: 2.0794, grad_norm: 1.8144, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6455, loss/aux0: 1.6455 2020-10-20 10:17:04,342 - mmaction - INFO - Epoch [149][320/396] lr: 1.136e-01, eta: 21:06:03, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4930, top5_acc: 0.7484, loss_cls: 2.0794, loss: 2.0794, grad_norm: 1.8086, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6473, loss/aux0: 1.6473 2020-10-20 10:17:40,732 - mmaction - INFO - Epoch [149][340/396] lr: 1.136e-01, eta: 21:05:14, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7495, loss_cls: 2.0596, loss: 2.0596, grad_norm: 1.8322, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6583, loss/aux0: 1.6583 2020-10-20 10:17:41,662 - mmaction - INFO - Epoch [149][340/396] lr: 1.136e-01, eta: 21:05:28, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7495, loss_cls: 2.0596, loss: 2.0596, grad_norm: 1.8304, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6546, loss/aux0: 1.6546 2020-10-20 10:18:18,008 - mmaction - INFO - Epoch [149][360/396] lr: 1.136e-01, eta: 21:04:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4917, top5_acc: 0.7521, loss_cls: 2.0644, loss: 2.0644, grad_norm: 1.7612, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6000, loss/aux0: 1.6000 2020-10-20 10:18:18,935 - mmaction - INFO - Epoch [149][360/396] lr: 1.136e-01, eta: 21:04:53, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4917, top5_acc: 0.7521, loss_cls: 2.0644, loss: 2.0644, grad_norm: 1.7633, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5989, loss/aux0: 1.5989 2020-10-20 10:18:55,547 - mmaction - INFO - Epoch [149][380/396] lr: 1.136e-01, eta: 21:04:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7635, loss_cls: 1.9810, loss: 1.9810, grad_norm: 1.8006, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6441, loss/aux0: 1.6441 2020-10-20 10:18:56,482 - mmaction - INFO - Epoch [149][380/396] lr: 1.136e-01, eta: 21:04:19, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7635, loss_cls: 1.9810, loss: 1.9810, grad_norm: 1.8018, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6424, loss/aux0: 1.6424 2020-10-20 10:23:19,788 - mmaction - INFO - Epoch [150][20/396] lr: 1.118e-01, eta: 21:02:41, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7602, loss_cls: 1.9756, loss: 1.9756, grad_norm: 1.7824, top1_acc/aux0: 0.5918, top5_acc/aux0: 0.8270, loss_cls/aux0: 1.6192, loss/aux0: 1.6192 2020-10-20 10:23:20,742 - mmaction - INFO - Epoch [150][20/396] lr: 1.118e-01, eta: 21:02:54, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7602, loss_cls: 1.9756, loss: 1.9756, grad_norm: 1.7750, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6248, loss/aux0: 1.6248 2020-10-20 10:23:56,663 - mmaction - INFO - Epoch [150][40/396] lr: 1.118e-01, eta: 21:02:06, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7651, loss_cls: 1.9556, loss: 1.9556, grad_norm: 1.8153, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6104, loss/aux0: 1.6104 2020-10-20 10:23:57,603 - mmaction - INFO - Epoch [150][40/396] lr: 1.118e-01, eta: 21:02:20, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7651, loss_cls: 1.9556, loss: 1.9556, grad_norm: 1.8075, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6002, loss/aux0: 1.6002 2020-10-20 10:24:33,825 - mmaction - INFO - Epoch [150][60/396] lr: 1.118e-01, eta: 21:01:31, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7620, loss_cls: 2.0064, loss: 2.0064, grad_norm: 1.8024, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6290, loss/aux0: 1.6290 2020-10-20 10:24:34,752 - mmaction - INFO - Epoch [150][60/396] lr: 1.118e-01, eta: 21:01:45, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7620, loss_cls: 2.0064, loss: 2.0064, grad_norm: 1.8018, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6417, loss/aux0: 1.6417 2020-10-20 10:25:11,000 - mmaction - INFO - Epoch [150][80/396] lr: 1.118e-01, eta: 21:00:57, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5156, top5_acc: 0.7555, loss_cls: 1.9913, loss: 1.9913, grad_norm: 1.8082, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6192, loss/aux0: 1.6192 2020-10-20 10:25:11,977 - mmaction - INFO - Epoch [150][80/396] lr: 1.118e-01, eta: 21:01:10, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5156, top5_acc: 0.7555, loss_cls: 1.9913, loss: 1.9913, grad_norm: 1.8069, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.6061, loss/aux0: 1.6061 2020-10-20 10:25:48,407 - mmaction - INFO - Epoch [150][100/396] lr: 1.118e-01, eta: 21:00:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7539, loss_cls: 2.0065, loss: 2.0065, grad_norm: 1.8319, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5985, loss/aux0: 1.5985 2020-10-20 10:25:49,341 - mmaction - INFO - Epoch [150][100/396] lr: 1.118e-01, eta: 21:00:35, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7539, loss_cls: 2.0065, loss: 2.0065, grad_norm: 1.8326, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.6162, loss/aux0: 1.6162 2020-10-20 10:26:25,739 - mmaction - INFO - Epoch [150][120/396] lr: 1.118e-01, eta: 20:59:47, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7583, loss_cls: 2.0203, loss: 2.0203, grad_norm: 1.7906, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6208, loss/aux0: 1.6208 2020-10-20 10:26:26,675 - mmaction - INFO - Epoch [150][120/396] lr: 1.118e-01, eta: 21:00:01, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7583, loss_cls: 2.0203, loss: 2.0203, grad_norm: 1.7948, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6190, loss/aux0: 1.6190 2020-10-20 10:27:03,284 - mmaction - INFO - Epoch [150][140/396] lr: 1.118e-01, eta: 20:59:13, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5177, top5_acc: 0.7589, loss_cls: 1.9742, loss: 1.9742, grad_norm: 1.7929, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6264, loss/aux0: 1.6264 2020-10-20 10:27:04,227 - mmaction - INFO - Epoch [150][140/396] lr: 1.118e-01, eta: 20:59:26, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5177, top5_acc: 0.7589, loss_cls: 1.9742, loss: 1.9742, grad_norm: 1.7955, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6184, loss/aux0: 1.6184 2020-10-20 10:27:40,421 - mmaction - INFO - Epoch [150][160/396] lr: 1.118e-01, eta: 20:58:38, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5154, top5_acc: 0.7693, loss_cls: 2.0007, loss: 2.0007, grad_norm: 1.8372, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.5947, loss/aux0: 1.5947 2020-10-20 10:27:41,352 - mmaction - INFO - Epoch [150][160/396] lr: 1.118e-01, eta: 20:58:51, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5154, top5_acc: 0.7693, loss_cls: 2.0007, loss: 2.0007, grad_norm: 1.8391, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.5918, loss/aux0: 1.5918 2020-10-20 10:28:17,832 - mmaction - INFO - Epoch [150][180/396] lr: 1.118e-01, eta: 20:58:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5203, top5_acc: 0.7586, loss_cls: 1.9789, loss: 1.9789, grad_norm: 1.8889, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5962, loss/aux0: 1.5962 2020-10-20 10:28:18,760 - mmaction - INFO - Epoch [150][180/396] lr: 1.118e-01, eta: 20:58:17, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5203, top5_acc: 0.7586, loss_cls: 1.9789, loss: 1.9789, grad_norm: 1.8810, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5917, loss/aux0: 1.5917 2020-10-20 10:28:55,146 - mmaction - INFO - Epoch [150][200/396] lr: 1.118e-01, eta: 20:57:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7573, loss_cls: 2.0079, loss: 2.0079, grad_norm: 1.8203, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6602, loss/aux0: 1.6602 2020-10-20 10:28:56,079 - mmaction - INFO - Epoch [150][200/396] lr: 1.118e-01, eta: 20:57:42, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7573, loss_cls: 2.0079, loss: 2.0079, grad_norm: 1.8270, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6609, loss/aux0: 1.6609 2020-10-20 10:29:32,534 - mmaction - INFO - Epoch [150][220/396] lr: 1.118e-01, eta: 20:56:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5091, top5_acc: 0.7589, loss_cls: 2.0226, loss: 2.0226, grad_norm: 1.9080, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6423, loss/aux0: 1.6423 2020-10-20 10:29:33,465 - mmaction - INFO - Epoch [150][220/396] lr: 1.118e-01, eta: 20:57:08, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5091, top5_acc: 0.7589, loss_cls: 2.0226, loss: 2.0226, grad_norm: 1.9074, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6590, loss/aux0: 1.6590 2020-10-20 10:30:10,151 - mmaction - INFO - Epoch [150][240/396] lr: 1.118e-01, eta: 20:56:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7576, loss_cls: 2.0551, loss: 2.0551, grad_norm: 1.8863, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6554, loss/aux0: 1.6554 2020-10-20 10:30:11,099 - mmaction - INFO - Epoch [150][240/396] lr: 1.118e-01, eta: 20:56:33, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7576, loss_cls: 2.0551, loss: 2.0551, grad_norm: 1.8871, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6481, loss/aux0: 1.6481 2020-10-20 10:30:47,506 - mmaction - INFO - Epoch [150][260/396] lr: 1.118e-01, eta: 20:55:45, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7445, loss_cls: 2.0755, loss: 2.0755, grad_norm: 1.7828, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6700, loss/aux0: 1.6700 2020-10-20 10:30:48,428 - mmaction - INFO - Epoch [150][260/396] lr: 1.118e-01, eta: 20:55:58, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7445, loss_cls: 2.0755, loss: 2.0755, grad_norm: 1.7814, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6661, loss/aux0: 1.6661 2020-10-20 10:31:24,830 - mmaction - INFO - Epoch [150][280/396] lr: 1.118e-01, eta: 20:55:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7549, loss_cls: 2.0174, loss: 2.0174, grad_norm: 1.8168, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6417, loss/aux0: 1.6417 2020-10-20 10:31:25,756 - mmaction - INFO - Epoch [150][280/396] lr: 1.118e-01, eta: 20:55:23, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7549, loss_cls: 2.0174, loss: 2.0174, grad_norm: 1.8082, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6531, loss/aux0: 1.6531 2020-10-20 10:32:02,050 - mmaction - INFO - Epoch [150][300/396] lr: 1.118e-01, eta: 20:54:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5070, top5_acc: 0.7497, loss_cls: 2.0562, loss: 2.0562, grad_norm: 1.8828, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6537, loss/aux0: 1.6537 2020-10-20 10:32:02,995 - mmaction - INFO - Epoch [150][300/396] lr: 1.118e-01, eta: 20:54:49, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5070, top5_acc: 0.7497, loss_cls: 2.0562, loss: 2.0562, grad_norm: 1.8849, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6394, loss/aux0: 1.6394 2020-10-20 10:32:39,300 - mmaction - INFO - Epoch [150][320/396] lr: 1.118e-01, eta: 20:54:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7531, loss_cls: 2.0051, loss: 2.0051, grad_norm: 1.8274, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6562, loss/aux0: 1.6562 2020-10-20 10:32:40,233 - mmaction - INFO - Epoch [150][320/396] lr: 1.118e-01, eta: 20:54:14, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7531, loss_cls: 2.0051, loss: 2.0051, grad_norm: 1.8277, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6558, loss/aux0: 1.6558 2020-10-20 10:33:16,325 - mmaction - INFO - Epoch [150][340/396] lr: 1.118e-01, eta: 20:53:26, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5008, top5_acc: 0.7521, loss_cls: 2.0232, loss: 2.0232, grad_norm: 1.8608, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6446, loss/aux0: 1.6446 2020-10-20 10:33:17,266 - mmaction - INFO - Epoch [150][340/396] lr: 1.118e-01, eta: 20:53:39, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5008, top5_acc: 0.7521, loss_cls: 2.0232, loss: 2.0232, grad_norm: 1.8616, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6474, loss/aux0: 1.6474 2020-10-20 10:33:53,691 - mmaction - INFO - Epoch [150][360/396] lr: 1.118e-01, eta: 20:52:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7529, loss_cls: 2.0387, loss: 2.0387, grad_norm: 1.8033, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6335, loss/aux0: 1.6335 2020-10-20 10:33:54,629 - mmaction - INFO - Epoch [150][360/396] lr: 1.118e-01, eta: 20:53:04, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7529, loss_cls: 2.0387, loss: 2.0387, grad_norm: 1.8118, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6299, loss/aux0: 1.6299 2020-10-20 10:34:31,234 - mmaction - INFO - Epoch [150][380/396] lr: 1.118e-01, eta: 20:52:17, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7513, loss_cls: 2.0854, loss: 2.0854, grad_norm: 1.8328, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6400, loss/aux0: 1.6400 2020-10-20 10:34:32,151 - mmaction - INFO - Epoch [150][380/396] lr: 1.118e-01, eta: 20:52:30, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7513, loss_cls: 2.0854, loss: 2.0854, grad_norm: 1.8296, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6334, loss/aux0: 1.6334 2020-10-20 10:39:08,902 - mmaction - INFO - Epoch [151][20/396] lr: 1.100e-01, eta: 20:50:53, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7651, loss_cls: 1.9679, loss: 1.9679, grad_norm: 1.8403, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8325, loss_cls/aux0: 1.5965, loss/aux0: 1.5965 2020-10-20 10:39:09,836 - mmaction - INFO - Epoch [151][20/396] lr: 1.100e-01, eta: 20:51:06, time: 0.921, data_time: 0.002, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7651, loss_cls: 1.9679, loss: 1.9679, grad_norm: 1.8346, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5917, loss/aux0: 1.5917 2020-10-20 10:39:46,314 - mmaction - INFO - Epoch [151][40/396] lr: 1.100e-01, eta: 20:50:18, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7586, loss_cls: 2.0051, loss: 2.0051, grad_norm: 1.8353, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5715, loss/aux0: 1.5715 2020-10-20 10:39:47,231 - mmaction - INFO - Epoch [151][40/396] lr: 1.100e-01, eta: 20:50:31, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7586, loss_cls: 2.0051, loss: 2.0051, grad_norm: 1.8465, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5862, loss/aux0: 1.5862 2020-10-20 10:40:23,389 - mmaction - INFO - Epoch [151][60/396] lr: 1.100e-01, eta: 20:49:43, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4935, top5_acc: 0.7565, loss_cls: 2.0595, loss: 2.0595, grad_norm: 1.8412, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6491, loss/aux0: 1.6491 2020-10-20 10:40:24,325 - mmaction - INFO - Epoch [151][60/396] lr: 1.100e-01, eta: 20:49:56, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4935, top5_acc: 0.7565, loss_cls: 2.0595, loss: 2.0595, grad_norm: 1.8436, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6464, loss/aux0: 1.6464 2020-10-20 10:41:00,615 - mmaction - INFO - Epoch [151][80/396] lr: 1.100e-01, eta: 20:49:08, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5156, top5_acc: 0.7581, loss_cls: 1.9969, loss: 1.9969, grad_norm: 1.8470, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6282, loss/aux0: 1.6282 2020-10-20 10:41:01,581 - mmaction - INFO - Epoch [151][80/396] lr: 1.100e-01, eta: 20:49:22, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5156, top5_acc: 0.7581, loss_cls: 1.9969, loss: 1.9969, grad_norm: 1.8532, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6308, loss/aux0: 1.6308 2020-10-20 10:41:37,916 - mmaction - INFO - Epoch [151][100/396] lr: 1.100e-01, eta: 20:48:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7799, loss_cls: 1.8985, loss: 1.8985, grad_norm: 1.8650, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.6992, loss/aux0: 1.6992 2020-10-20 10:41:38,938 - mmaction - INFO - Epoch [151][100/396] lr: 1.100e-01, eta: 20:48:47, time: 0.943, data_time: 0.006, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7799, loss_cls: 1.8985, loss: 1.8985, grad_norm: 1.8648, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.6977, loss/aux0: 1.6977 2020-10-20 10:42:15,404 - mmaction - INFO - Epoch [151][120/396] lr: 1.100e-01, eta: 20:47:59, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7612, loss_cls: 1.9660, loss: 1.9660, grad_norm: 1.8610, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5978, loss/aux0: 1.5978 2020-10-20 10:42:16,332 - mmaction - INFO - Epoch [151][120/396] lr: 1.100e-01, eta: 20:48:12, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7612, loss_cls: 1.9660, loss: 1.9660, grad_norm: 1.8645, top1_acc/aux0: 0.6065, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5943, loss/aux0: 1.5943 2020-10-20 10:42:52,821 - mmaction - INFO - Epoch [151][140/396] lr: 1.100e-01, eta: 20:47:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7482, loss_cls: 2.0622, loss: 2.0622, grad_norm: 1.8173, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6764, loss/aux0: 1.6764 2020-10-20 10:42:53,754 - mmaction - INFO - Epoch [151][140/396] lr: 1.100e-01, eta: 20:47:38, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7482, loss_cls: 2.0622, loss: 2.0622, grad_norm: 1.8222, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6776, loss/aux0: 1.6776 2020-10-20 10:43:30,196 - mmaction - INFO - Epoch [151][160/396] lr: 1.100e-01, eta: 20:46:50, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7500, loss_cls: 2.0205, loss: 2.0205, grad_norm: 1.8050, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6555, loss/aux0: 1.6555 2020-10-20 10:43:31,146 - mmaction - INFO - Epoch [151][160/396] lr: 1.100e-01, eta: 20:47:03, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7500, loss_cls: 2.0205, loss: 2.0205, grad_norm: 1.8067, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6540, loss/aux0: 1.6540 2020-10-20 10:44:07,528 - mmaction - INFO - Epoch [151][180/396] lr: 1.100e-01, eta: 20:46:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5198, top5_acc: 0.7607, loss_cls: 1.9878, loss: 1.9878, grad_norm: 1.8328, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6386, loss/aux0: 1.6386 2020-10-20 10:44:08,450 - mmaction - INFO - Epoch [151][180/396] lr: 1.100e-01, eta: 20:46:28, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5198, top5_acc: 0.7607, loss_cls: 1.9878, loss: 1.9878, grad_norm: 1.8382, top1_acc/aux0: 0.5938, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6318, loss/aux0: 1.6318 2020-10-20 10:44:45,183 - mmaction - INFO - Epoch [151][200/396] lr: 1.100e-01, eta: 20:45:40, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7609, loss_cls: 2.0288, loss: 2.0288, grad_norm: 1.8693, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6905, loss/aux0: 1.6905 2020-10-20 10:44:46,102 - mmaction - INFO - Epoch [151][200/396] lr: 1.100e-01, eta: 20:45:53, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7609, loss_cls: 2.0288, loss: 2.0288, grad_norm: 1.8689, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6909, loss/aux0: 1.6909 2020-10-20 10:45:22,324 - mmaction - INFO - Epoch [151][220/396] lr: 1.100e-01, eta: 20:45:06, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7492, loss_cls: 2.0712, loss: 2.0712, grad_norm: 1.8894, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6419, loss/aux0: 1.6419 2020-10-20 10:45:23,266 - mmaction - INFO - Epoch [151][220/396] lr: 1.100e-01, eta: 20:45:19, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7492, loss_cls: 2.0712, loss: 2.0712, grad_norm: 1.8902, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6439, loss/aux0: 1.6439 2020-10-20 10:45:59,757 - mmaction - INFO - Epoch [151][240/396] lr: 1.100e-01, eta: 20:44:31, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7576, loss_cls: 2.0069, loss: 2.0069, grad_norm: 1.8216, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6257, loss/aux0: 1.6257 2020-10-20 10:46:00,684 - mmaction - INFO - Epoch [151][240/396] lr: 1.100e-01, eta: 20:44:44, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7576, loss_cls: 2.0069, loss: 2.0069, grad_norm: 1.8318, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6203, loss/aux0: 1.6203 2020-10-20 10:46:37,165 - mmaction - INFO - Epoch [151][260/396] lr: 1.100e-01, eta: 20:43:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5154, top5_acc: 0.7669, loss_cls: 1.9746, loss: 1.9746, grad_norm: 1.8515, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6177, loss/aux0: 1.6177 2020-10-20 10:46:38,104 - mmaction - INFO - Epoch [151][260/396] lr: 1.100e-01, eta: 20:44:09, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5154, top5_acc: 0.7669, loss_cls: 1.9746, loss: 1.9746, grad_norm: 1.8468, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6194, loss/aux0: 1.6194 2020-10-20 10:47:14,336 - mmaction - INFO - Epoch [151][280/396] lr: 1.100e-01, eta: 20:43:21, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7591, loss_cls: 1.9844, loss: 1.9844, grad_norm: 1.8353, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6587, loss/aux0: 1.6587 2020-10-20 10:47:15,258 - mmaction - INFO - Epoch [151][280/396] lr: 1.100e-01, eta: 20:43:34, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7591, loss_cls: 1.9844, loss: 1.9844, grad_norm: 1.8457, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6729, loss/aux0: 1.6729 2020-10-20 10:47:51,593 - mmaction - INFO - Epoch [151][300/396] lr: 1.100e-01, eta: 20:42:47, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5013, top5_acc: 0.7568, loss_cls: 2.0457, loss: 2.0457, grad_norm: 1.7979, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6236, loss/aux0: 1.6236 2020-10-20 10:47:52,521 - mmaction - INFO - Epoch [151][300/396] lr: 1.100e-01, eta: 20:43:00, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5013, top5_acc: 0.7568, loss_cls: 2.0457, loss: 2.0457, grad_norm: 1.8048, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6207, loss/aux0: 1.6207 2020-10-20 10:48:28,991 - mmaction - INFO - Epoch [151][320/396] lr: 1.100e-01, eta: 20:42:12, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7544, loss_cls: 2.0521, loss: 2.0521, grad_norm: 1.8659, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5818, loss/aux0: 1.5818 2020-10-20 10:48:29,915 - mmaction - INFO - Epoch [151][320/396] lr: 1.100e-01, eta: 20:42:25, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7544, loss_cls: 2.0521, loss: 2.0521, grad_norm: 1.8749, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5782, loss/aux0: 1.5782 2020-10-20 10:49:06,306 - mmaction - INFO - Epoch [151][340/396] lr: 1.100e-01, eta: 20:41:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7635, loss_cls: 1.9933, loss: 1.9933, grad_norm: 1.8748, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.6161, loss/aux0: 1.6161 2020-10-20 10:49:07,274 - mmaction - INFO - Epoch [151][340/396] lr: 1.100e-01, eta: 20:41:50, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7635, loss_cls: 1.9933, loss: 1.9933, grad_norm: 1.8716, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.6187, loss/aux0: 1.6187 2020-10-20 10:49:43,507 - mmaction - INFO - Epoch [151][360/396] lr: 1.100e-01, eta: 20:41:02, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7596, loss_cls: 1.9954, loss: 1.9954, grad_norm: 1.8374, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5577, loss/aux0: 1.5577 2020-10-20 10:49:44,434 - mmaction - INFO - Epoch [151][360/396] lr: 1.100e-01, eta: 20:41:15, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7596, loss_cls: 1.9954, loss: 1.9954, grad_norm: 1.8329, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5558, loss/aux0: 1.5558 2020-10-20 10:50:20,819 - mmaction - INFO - Epoch [151][380/396] lr: 1.100e-01, eta: 20:40:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7466, loss_cls: 2.0757, loss: 2.0757, grad_norm: 1.7994, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6000, loss/aux0: 1.6000 2020-10-20 10:50:21,747 - mmaction - INFO - Epoch [151][380/396] lr: 1.100e-01, eta: 20:40:40, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7466, loss_cls: 2.0757, loss: 2.0757, grad_norm: 1.7886, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5870, loss/aux0: 1.5870 2020-10-20 10:54:56,339 - mmaction - INFO - Epoch [152][20/396] lr: 1.082e-01, eta: 20:39:04, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7685, loss_cls: 1.9498, loss: 1.9498, grad_norm: 1.8731, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8265, loss_cls/aux0: 1.6253, loss/aux0: 1.6253 2020-10-20 10:54:57,299 - mmaction - INFO - Epoch [152][20/396] lr: 1.082e-01, eta: 20:39:17, time: 0.935, data_time: 0.007, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7685, loss_cls: 1.9498, loss: 1.9498, grad_norm: 1.8758, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6167, loss/aux0: 1.6167 2020-10-20 10:55:33,387 - mmaction - INFO - Epoch [152][40/396] lr: 1.082e-01, eta: 20:38:29, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7466, loss_cls: 2.0367, loss: 2.0367, grad_norm: 1.8802, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5978, loss/aux0: 1.5978 2020-10-20 10:55:34,316 - mmaction - INFO - Epoch [152][40/396] lr: 1.082e-01, eta: 20:38:42, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7466, loss_cls: 2.0367, loss: 2.0367, grad_norm: 1.8707, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6063, loss/aux0: 1.6063 2020-10-20 10:56:10,512 - mmaction - INFO - Epoch [152][60/396] lr: 1.082e-01, eta: 20:37:54, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7690, loss_cls: 1.9569, loss: 1.9569, grad_norm: 1.8406, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6577, loss/aux0: 1.6577 2020-10-20 10:56:11,437 - mmaction - INFO - Epoch [152][60/396] lr: 1.082e-01, eta: 20:38:07, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7690, loss_cls: 1.9569, loss: 1.9569, grad_norm: 1.8321, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6572, loss/aux0: 1.6572 2020-10-20 10:56:47,742 - mmaction - INFO - Epoch [152][80/396] lr: 1.082e-01, eta: 20:37:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7518, loss_cls: 1.9795, loss: 1.9795, grad_norm: 1.8367, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6549, loss/aux0: 1.6549 2020-10-20 10:56:48,679 - mmaction - INFO - Epoch [152][80/396] lr: 1.082e-01, eta: 20:37:33, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7518, loss_cls: 1.9795, loss: 1.9795, grad_norm: 1.8444, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6558, loss/aux0: 1.6558 2020-10-20 10:57:25,127 - mmaction - INFO - Epoch [152][100/396] lr: 1.082e-01, eta: 20:36:45, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5143, top5_acc: 0.7659, loss_cls: 1.9881, loss: 1.9881, grad_norm: 1.8685, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6470, loss/aux0: 1.6470 2020-10-20 10:57:26,052 - mmaction - INFO - Epoch [152][100/396] lr: 1.082e-01, eta: 20:36:58, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5143, top5_acc: 0.7659, loss_cls: 1.9881, loss: 1.9881, grad_norm: 1.8574, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6503, loss/aux0: 1.6503 2020-10-20 10:58:02,617 - mmaction - INFO - Epoch [152][120/396] lr: 1.082e-01, eta: 20:36:10, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7560, loss_cls: 2.0349, loss: 2.0349, grad_norm: 1.8675, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6461, loss/aux0: 1.6461 2020-10-20 10:58:03,556 - mmaction - INFO - Epoch [152][120/396] lr: 1.082e-01, eta: 20:36:23, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7560, loss_cls: 2.0349, loss: 2.0349, grad_norm: 1.8700, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6420, loss/aux0: 1.6420 2020-10-20 10:58:39,798 - mmaction - INFO - Epoch [152][140/396] lr: 1.082e-01, eta: 20:35:36, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7542, loss_cls: 2.0284, loss: 2.0284, grad_norm: 1.8315, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6522, loss/aux0: 1.6522 2020-10-20 10:58:40,748 - mmaction - INFO - Epoch [152][140/396] lr: 1.082e-01, eta: 20:35:48, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7542, loss_cls: 2.0284, loss: 2.0284, grad_norm: 1.8268, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6627, loss/aux0: 1.6627 2020-10-20 10:59:17,033 - mmaction - INFO - Epoch [152][160/396] lr: 1.082e-01, eta: 20:35:01, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7760, loss_cls: 1.9323, loss: 1.9323, grad_norm: 1.8317, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6161, loss/aux0: 1.6161 2020-10-20 10:59:17,960 - mmaction - INFO - Epoch [152][160/396] lr: 1.082e-01, eta: 20:35:14, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7760, loss_cls: 1.9323, loss: 1.9323, grad_norm: 1.8422, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6149, loss/aux0: 1.6149 2020-10-20 10:59:54,465 - mmaction - INFO - Epoch [152][180/396] lr: 1.082e-01, eta: 20:34:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5055, top5_acc: 0.7628, loss_cls: 2.0068, loss: 2.0068, grad_norm: 1.8274, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6193, loss/aux0: 1.6193 2020-10-20 10:59:55,439 - mmaction - INFO - Epoch [152][180/396] lr: 1.082e-01, eta: 20:34:39, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.5055, top5_acc: 0.7628, loss_cls: 2.0068, loss: 2.0068, grad_norm: 1.8157, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6032, loss/aux0: 1.6032 2020-10-20 11:00:31,937 - mmaction - INFO - Epoch [152][200/396] lr: 1.082e-01, eta: 20:33:51, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7529, loss_cls: 2.0238, loss: 2.0238, grad_norm: 1.8484, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6843, loss/aux0: 1.6843 2020-10-20 11:00:32,871 - mmaction - INFO - Epoch [152][200/396] lr: 1.082e-01, eta: 20:34:04, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7529, loss_cls: 2.0238, loss: 2.0238, grad_norm: 1.8476, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6940, loss/aux0: 1.6940 2020-10-20 11:01:09,192 - mmaction - INFO - Epoch [152][220/396] lr: 1.082e-01, eta: 20:33:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7576, loss_cls: 2.0189, loss: 2.0189, grad_norm: 1.8680, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5725, loss/aux0: 1.5725 2020-10-20 11:01:10,120 - mmaction - INFO - Epoch [152][220/396] lr: 1.082e-01, eta: 20:33:30, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7576, loss_cls: 2.0189, loss: 2.0189, grad_norm: 1.8621, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5574, loss/aux0: 1.5574 2020-10-20 11:01:46,609 - mmaction - INFO - Epoch [152][240/396] lr: 1.082e-01, eta: 20:32:42, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7622, loss_cls: 1.9766, loss: 1.9766, grad_norm: 1.8643, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6250, loss/aux0: 1.6250 2020-10-20 11:01:47,537 - mmaction - INFO - Epoch [152][240/396] lr: 1.082e-01, eta: 20:32:55, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7622, loss_cls: 1.9766, loss: 1.9766, grad_norm: 1.8619, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6369, loss/aux0: 1.6369 2020-10-20 11:02:23,818 - mmaction - INFO - Epoch [152][260/396] lr: 1.082e-01, eta: 20:32:07, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5086, top5_acc: 0.7539, loss_cls: 2.0116, loss: 2.0116, grad_norm: 1.8450, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5902, loss/aux0: 1.5902 2020-10-20 11:02:24,743 - mmaction - INFO - Epoch [152][260/396] lr: 1.082e-01, eta: 20:32:20, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5086, top5_acc: 0.7539, loss_cls: 2.0116, loss: 2.0116, grad_norm: 1.8449, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5806, loss/aux0: 1.5806 2020-10-20 11:03:01,148 - mmaction - INFO - Epoch [152][280/396] lr: 1.082e-01, eta: 20:31:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5177, top5_acc: 0.7654, loss_cls: 1.9467, loss: 1.9467, grad_norm: 1.8614, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.6123, loss/aux0: 1.6123 2020-10-20 11:03:02,067 - mmaction - INFO - Epoch [152][280/396] lr: 1.082e-01, eta: 20:31:45, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5177, top5_acc: 0.7654, loss_cls: 1.9467, loss: 1.9467, grad_norm: 1.8594, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6158, loss/aux0: 1.6158 2020-10-20 11:03:38,458 - mmaction - INFO - Epoch [152][300/396] lr: 1.082e-01, eta: 20:30:58, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7443, loss_cls: 2.0624, loss: 2.0624, grad_norm: 1.8431, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.5661, loss/aux0: 1.5661 2020-10-20 11:03:39,398 - mmaction - INFO - Epoch [152][300/396] lr: 1.082e-01, eta: 20:31:11, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7443, loss_cls: 2.0624, loss: 2.0624, grad_norm: 1.8433, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.5738, loss/aux0: 1.5738 2020-10-20 11:04:15,823 - mmaction - INFO - Epoch [152][320/396] lr: 1.082e-01, eta: 20:30:23, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7497, loss_cls: 2.0351, loss: 2.0351, grad_norm: 1.8657, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6636, loss/aux0: 1.6636 2020-10-20 11:04:16,755 - mmaction - INFO - Epoch [152][320/396] lr: 1.082e-01, eta: 20:30:36, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7497, loss_cls: 2.0351, loss: 2.0351, grad_norm: 1.8524, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6700, loss/aux0: 1.6700 2020-10-20 11:04:52,912 - mmaction - INFO - Epoch [152][340/396] lr: 1.082e-01, eta: 20:29:48, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7560, loss_cls: 2.0198, loss: 2.0198, grad_norm: 1.8862, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6224, loss/aux0: 1.6224 2020-10-20 11:04:53,867 - mmaction - INFO - Epoch [152][340/396] lr: 1.082e-01, eta: 20:30:01, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7560, loss_cls: 2.0198, loss: 2.0198, grad_norm: 1.8853, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6115, loss/aux0: 1.6115 2020-10-20 11:05:30,313 - mmaction - INFO - Epoch [152][360/396] lr: 1.082e-01, eta: 20:29:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7604, loss_cls: 2.0273, loss: 2.0273, grad_norm: 1.8206, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6235, loss/aux0: 1.6235 2020-10-20 11:05:31,235 - mmaction - INFO - Epoch [152][360/396] lr: 1.082e-01, eta: 20:29:26, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7604, loss_cls: 2.0273, loss: 2.0273, grad_norm: 1.8210, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6161, loss/aux0: 1.6161 2020-10-20 11:06:07,418 - mmaction - INFO - Epoch [152][380/396] lr: 1.082e-01, eta: 20:28:39, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7570, loss_cls: 2.0208, loss: 2.0208, grad_norm: 1.8322, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6020, loss/aux0: 1.6020 2020-10-20 11:06:08,347 - mmaction - INFO - Epoch [152][380/396] lr: 1.082e-01, eta: 20:28:51, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7570, loss_cls: 2.0208, loss: 2.0208, grad_norm: 1.8379, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6150, loss/aux0: 1.6150 2020-10-20 11:06:41,216 - mmaction - INFO - Saving checkpoint at 152 epochs 2020-10-20 11:08:25,772 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 11:08:25,902 - mmaction - INFO - top1_acc 0.5965 top5_acc 0.8299 2020-10-20 11:08:25,903 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 11:08:25,935 - mmaction - INFO - mean_acc 0.5971 2020-10-20 11:08:25,937 - mmaction - INFO - Epoch(val) [152][396] top1_acc: 0.5965, top5_acc: 0.8299, mean_class_accuracy: 0.5971 2020-10-20 11:12:14,204 - mmaction - INFO - Epoch [153][20/396] lr: 1.065e-01, eta: 20:27:15, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7745, loss_cls: 1.9399, loss: 1.9399, grad_norm: 1.8866, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8295, loss_cls/aux0: 1.5958, loss/aux0: 1.5958 2020-10-20 11:12:15,156 - mmaction - INFO - Epoch [153][20/396] lr: 1.065e-01, eta: 20:27:28, time: 0.923, data_time: 0.004, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7745, loss_cls: 1.9399, loss: 1.9399, grad_norm: 1.8905, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5988, loss/aux0: 1.5988 2020-10-20 11:12:51,227 - mmaction - INFO - Epoch [153][40/396] lr: 1.065e-01, eta: 20:26:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5268, top5_acc: 0.7674, loss_cls: 1.9712, loss: 1.9712, grad_norm: 1.8406, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6549, loss/aux0: 1.6549 2020-10-20 11:12:52,163 - mmaction - INFO - Epoch [153][40/396] lr: 1.065e-01, eta: 20:26:53, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5268, top5_acc: 0.7674, loss_cls: 1.9712, loss: 1.9712, grad_norm: 1.8437, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6596, loss/aux0: 1.6596 2020-10-20 11:13:28,349 - mmaction - INFO - Epoch [153][60/396] lr: 1.065e-01, eta: 20:26:06, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7638, loss_cls: 1.9944, loss: 1.9944, grad_norm: 1.8231, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6118, loss/aux0: 1.6118 2020-10-20 11:13:29,318 - mmaction - INFO - Epoch [153][60/396] lr: 1.065e-01, eta: 20:26:18, time: 0.928, data_time: 0.005, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7638, loss_cls: 1.9944, loss: 1.9944, grad_norm: 1.8362, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6094, loss/aux0: 1.6094 2020-10-20 11:14:05,437 - mmaction - INFO - Epoch [153][80/396] lr: 1.065e-01, eta: 20:25:31, time: 0.926, data_time: 0.001, memory: 8466, top1_acc: 0.5177, top5_acc: 0.7555, loss_cls: 1.9788, loss: 1.9788, grad_norm: 1.8741, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6057, loss/aux0: 1.6057 2020-10-20 11:14:06,376 - mmaction - INFO - Epoch [153][80/396] lr: 1.065e-01, eta: 20:25:43, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5177, top5_acc: 0.7555, loss_cls: 1.9788, loss: 1.9788, grad_norm: 1.8697, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6094, loss/aux0: 1.6094 2020-10-20 11:14:42,583 - mmaction - INFO - Epoch [153][100/396] lr: 1.065e-01, eta: 20:24:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7628, loss_cls: 1.9930, loss: 1.9930, grad_norm: 1.8579, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6168, loss/aux0: 1.6168 2020-10-20 11:14:43,536 - mmaction - INFO - Epoch [153][100/396] lr: 1.065e-01, eta: 20:25:09, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7628, loss_cls: 1.9930, loss: 1.9930, grad_norm: 1.8658, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6115, loss/aux0: 1.6115 2020-10-20 11:15:19,659 - mmaction - INFO - Epoch [153][120/396] lr: 1.065e-01, eta: 20:24:21, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7695, loss_cls: 1.9616, loss: 1.9616, grad_norm: 1.8623, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5842, loss/aux0: 1.5842 2020-10-20 11:15:20,589 - mmaction - INFO - Epoch [153][120/396] lr: 1.065e-01, eta: 20:24:34, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7695, loss_cls: 1.9616, loss: 1.9616, grad_norm: 1.8663, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5894, loss/aux0: 1.5894 2020-10-20 11:15:56,956 - mmaction - INFO - Epoch [153][140/396] lr: 1.065e-01, eta: 20:23:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7716, loss_cls: 1.9379, loss: 1.9379, grad_norm: 1.8663, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6468, loss/aux0: 1.6468 2020-10-20 11:15:57,922 - mmaction - INFO - Epoch [153][140/396] lr: 1.065e-01, eta: 20:23:59, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7716, loss_cls: 1.9379, loss: 1.9379, grad_norm: 1.8675, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6514, loss/aux0: 1.6514 2020-10-20 11:16:34,225 - mmaction - INFO - Epoch [153][160/396] lr: 1.065e-01, eta: 20:23:12, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7677, loss_cls: 1.9733, loss: 1.9733, grad_norm: 1.8394, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6558, loss/aux0: 1.6558 2020-10-20 11:16:35,150 - mmaction - INFO - Epoch [153][160/396] lr: 1.065e-01, eta: 20:23:24, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7677, loss_cls: 1.9733, loss: 1.9733, grad_norm: 1.8455, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6456, loss/aux0: 1.6456 2020-10-20 11:17:11,400 - mmaction - INFO - Epoch [153][180/396] lr: 1.065e-01, eta: 20:22:37, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7492, loss_cls: 2.0285, loss: 2.0285, grad_norm: 1.8280, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6140, loss/aux0: 1.6140 2020-10-20 11:17:12,340 - mmaction - INFO - Epoch [153][180/396] lr: 1.065e-01, eta: 20:22:49, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7492, loss_cls: 2.0285, loss: 2.0285, grad_norm: 1.8209, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6042, loss/aux0: 1.6042 2020-10-20 11:17:48,504 - mmaction - INFO - Epoch [153][200/396] lr: 1.065e-01, eta: 20:22:02, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7500, loss_cls: 2.0183, loss: 2.0183, grad_norm: 1.8921, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.5943, loss/aux0: 1.5943 2020-10-20 11:17:49,457 - mmaction - INFO - Epoch [153][200/396] lr: 1.065e-01, eta: 20:22:14, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7500, loss_cls: 2.0183, loss: 2.0183, grad_norm: 1.8844, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.5963, loss/aux0: 1.5963 2020-10-20 11:18:25,865 - mmaction - INFO - Epoch [153][220/396] lr: 1.065e-01, eta: 20:21:27, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7526, loss_cls: 2.0292, loss: 2.0292, grad_norm: 1.8614, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6385, loss/aux0: 1.6385 2020-10-20 11:18:26,801 - mmaction - INFO - Epoch [153][220/396] lr: 1.065e-01, eta: 20:21:39, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7526, loss_cls: 2.0292, loss: 2.0292, grad_norm: 1.8464, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6389, loss/aux0: 1.6389 2020-10-20 11:19:03,032 - mmaction - INFO - Epoch [153][240/396] lr: 1.065e-01, eta: 20:20:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7612, loss_cls: 2.0053, loss: 2.0053, grad_norm: 1.8534, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6220, loss/aux0: 1.6220 2020-10-20 11:19:03,971 - mmaction - INFO - Epoch [153][240/396] lr: 1.065e-01, eta: 20:21:05, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7612, loss_cls: 2.0053, loss: 2.0053, grad_norm: 1.8619, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6260, loss/aux0: 1.6260 2020-10-20 11:19:40,381 - mmaction - INFO - Epoch [153][260/396] lr: 1.065e-01, eta: 20:20:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5070, top5_acc: 0.7565, loss_cls: 2.0470, loss: 2.0470, grad_norm: 1.8381, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6756, loss/aux0: 1.6756 2020-10-20 11:19:41,320 - mmaction - INFO - Epoch [153][260/396] lr: 1.065e-01, eta: 20:20:30, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5070, top5_acc: 0.7565, loss_cls: 2.0470, loss: 2.0470, grad_norm: 1.8438, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6860, loss/aux0: 1.6860 2020-10-20 11:20:17,431 - mmaction - INFO - Epoch [153][280/396] lr: 1.065e-01, eta: 20:19:42, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7651, loss_cls: 2.0070, loss: 2.0070, grad_norm: 1.9037, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5832, loss/aux0: 1.5832 2020-10-20 11:20:18,359 - mmaction - INFO - Epoch [153][280/396] lr: 1.065e-01, eta: 20:19:55, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7651, loss_cls: 2.0070, loss: 2.0070, grad_norm: 1.9045, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5717, loss/aux0: 1.5717 2020-10-20 11:20:54,650 - mmaction - INFO - Epoch [153][300/396] lr: 1.065e-01, eta: 20:19:08, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7477, loss_cls: 2.0419, loss: 2.0419, grad_norm: 1.9061, top1_acc/aux0: 0.5938, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6618, loss/aux0: 1.6618 2020-10-20 11:20:55,580 - mmaction - INFO - Epoch [153][300/396] lr: 1.065e-01, eta: 20:19:20, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7477, loss_cls: 2.0419, loss: 2.0419, grad_norm: 1.8987, top1_acc/aux0: 0.5938, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6649, loss/aux0: 1.6649 2020-10-20 11:21:32,095 - mmaction - INFO - Epoch [153][320/396] lr: 1.065e-01, eta: 20:18:33, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5143, top5_acc: 0.7549, loss_cls: 2.0086, loss: 2.0086, grad_norm: 1.8294, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6483, loss/aux0: 1.6483 2020-10-20 11:21:33,032 - mmaction - INFO - Epoch [153][320/396] lr: 1.065e-01, eta: 20:18:45, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5143, top5_acc: 0.7549, loss_cls: 2.0086, loss: 2.0086, grad_norm: 1.8351, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6525, loss/aux0: 1.6525 2020-10-20 11:22:09,376 - mmaction - INFO - Epoch [153][340/396] lr: 1.065e-01, eta: 20:17:58, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7609, loss_cls: 2.0186, loss: 2.0186, grad_norm: 1.8643, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.5978, loss/aux0: 1.5978 2020-10-20 11:22:10,323 - mmaction - INFO - Epoch [153][340/396] lr: 1.065e-01, eta: 20:18:11, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7609, loss_cls: 2.0186, loss: 2.0186, grad_norm: 1.8705, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6099, loss/aux0: 1.6099 2020-10-20 11:22:46,898 - mmaction - INFO - Epoch [153][360/396] lr: 1.065e-01, eta: 20:17:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7708, loss_cls: 1.9366, loss: 1.9366, grad_norm: 1.8622, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6052, loss/aux0: 1.6052 2020-10-20 11:22:47,834 - mmaction - INFO - Epoch [153][360/396] lr: 1.065e-01, eta: 20:17:36, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7708, loss_cls: 1.9366, loss: 1.9366, grad_norm: 1.8705, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5934, loss/aux0: 1.5934 2020-10-20 11:23:24,135 - mmaction - INFO - Epoch [153][380/396] lr: 1.065e-01, eta: 20:16:49, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5029, top5_acc: 0.7461, loss_cls: 2.0806, loss: 2.0806, grad_norm: 1.8887, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6416, loss/aux0: 1.6416 2020-10-20 11:23:25,082 - mmaction - INFO - Epoch [153][380/396] lr: 1.065e-01, eta: 20:17:01, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5029, top5_acc: 0.7461, loss_cls: 2.0806, loss: 2.0806, grad_norm: 1.8673, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6249, loss/aux0: 1.6249 2020-10-20 11:28:05,149 - mmaction - INFO - Epoch [154][20/396] lr: 1.047e-01, eta: 20:15:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7745, loss_cls: 1.9353, loss: 1.9353, grad_norm: 1.8179, top1_acc/aux0: 0.6127, top5_acc/aux0: 0.8300, loss_cls/aux0: 1.5474, loss/aux0: 1.5474 2020-10-20 11:28:06,091 - mmaction - INFO - Epoch [154][20/396] lr: 1.047e-01, eta: 20:15:39, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7745, loss_cls: 1.9353, loss: 1.9353, grad_norm: 1.8264, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5639, loss/aux0: 1.5639 2020-10-20 11:28:42,249 - mmaction - INFO - Epoch [154][40/396] lr: 1.047e-01, eta: 20:14:51, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7661, loss_cls: 1.9851, loss: 1.9851, grad_norm: 1.8790, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6328, loss/aux0: 1.6328 2020-10-20 11:28:43,181 - mmaction - INFO - Epoch [154][40/396] lr: 1.047e-01, eta: 20:15:04, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7661, loss_cls: 1.9851, loss: 1.9851, grad_norm: 1.8830, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6186, loss/aux0: 1.6186 2020-10-20 11:29:19,495 - mmaction - INFO - Epoch [154][60/396] lr: 1.047e-01, eta: 20:14:16, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7615, loss_cls: 1.9993, loss: 1.9993, grad_norm: 1.8867, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6011, loss/aux0: 1.6011 2020-10-20 11:29:20,431 - mmaction - INFO - Epoch [154][60/396] lr: 1.047e-01, eta: 20:14:29, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7615, loss_cls: 1.9993, loss: 1.9993, grad_norm: 1.8812, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.5959, loss/aux0: 1.5959 2020-10-20 11:29:56,741 - mmaction - INFO - Epoch [154][80/396] lr: 1.047e-01, eta: 20:13:41, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7685, loss_cls: 1.9735, loss: 1.9735, grad_norm: 1.8455, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6191, loss/aux0: 1.6191 2020-10-20 11:29:57,681 - mmaction - INFO - Epoch [154][80/396] lr: 1.047e-01, eta: 20:13:54, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7685, loss_cls: 1.9735, loss: 1.9735, grad_norm: 1.8486, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6259, loss/aux0: 1.6259 2020-10-20 11:30:34,275 - mmaction - INFO - Epoch [154][100/396] lr: 1.047e-01, eta: 20:13:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7615, loss_cls: 1.9870, loss: 1.9870, grad_norm: 1.8226, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6342, loss/aux0: 1.6342 2020-10-20 11:30:35,223 - mmaction - INFO - Epoch [154][100/396] lr: 1.047e-01, eta: 20:13:19, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7615, loss_cls: 1.9870, loss: 1.9870, grad_norm: 1.8087, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6170, loss/aux0: 1.6170 2020-10-20 11:31:11,395 - mmaction - INFO - Epoch [154][120/396] lr: 1.047e-01, eta: 20:12:32, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5242, top5_acc: 0.7547, loss_cls: 1.9773, loss: 1.9773, grad_norm: 1.8536, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5579, loss/aux0: 1.5579 2020-10-20 11:31:12,350 - mmaction - INFO - Epoch [154][120/396] lr: 1.047e-01, eta: 20:12:44, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5242, top5_acc: 0.7547, loss_cls: 1.9773, loss: 1.9773, grad_norm: 1.8395, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5751, loss/aux0: 1.5751 2020-10-20 11:31:48,598 - mmaction - INFO - Epoch [154][140/396] lr: 1.047e-01, eta: 20:11:57, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7552, loss_cls: 1.9914, loss: 1.9914, grad_norm: 1.8771, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.5895, loss/aux0: 1.5895 2020-10-20 11:31:49,537 - mmaction - INFO - Epoch [154][140/396] lr: 1.047e-01, eta: 20:12:10, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7552, loss_cls: 1.9914, loss: 1.9914, grad_norm: 1.8683, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5784, loss/aux0: 1.5784 2020-10-20 11:32:25,840 - mmaction - INFO - Epoch [154][160/396] lr: 1.047e-01, eta: 20:11:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5156, top5_acc: 0.7612, loss_cls: 1.9830, loss: 1.9830, grad_norm: 1.8607, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5583, loss/aux0: 1.5583 2020-10-20 11:32:26,792 - mmaction - INFO - Epoch [154][160/396] lr: 1.047e-01, eta: 20:11:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5156, top5_acc: 0.7612, loss_cls: 1.9830, loss: 1.9830, grad_norm: 1.8618, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5745, loss/aux0: 1.5745 2020-10-20 11:33:02,975 - mmaction - INFO - Epoch [154][180/396] lr: 1.047e-01, eta: 20:10:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7727, loss_cls: 1.9464, loss: 1.9464, grad_norm: 1.8711, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5676, loss/aux0: 1.5676 2020-10-20 11:33:03,913 - mmaction - INFO - Epoch [154][180/396] lr: 1.047e-01, eta: 20:11:00, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7727, loss_cls: 1.9464, loss: 1.9464, grad_norm: 1.8863, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5674, loss/aux0: 1.5674 2020-10-20 11:33:40,257 - mmaction - INFO - Epoch [154][200/396] lr: 1.047e-01, eta: 20:10:13, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7534, loss_cls: 2.0475, loss: 2.0475, grad_norm: 1.8907, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6301, loss/aux0: 1.6301 2020-10-20 11:33:41,202 - mmaction - INFO - Epoch [154][200/396] lr: 1.047e-01, eta: 20:10:25, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7534, loss_cls: 2.0475, loss: 2.0475, grad_norm: 1.8902, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6204, loss/aux0: 1.6204 2020-10-20 11:34:17,418 - mmaction - INFO - Epoch [154][220/396] lr: 1.047e-01, eta: 20:09:38, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7672, loss_cls: 1.9476, loss: 1.9476, grad_norm: 1.8142, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5458, loss/aux0: 1.5458 2020-10-20 11:34:18,338 - mmaction - INFO - Epoch [154][220/396] lr: 1.047e-01, eta: 20:09:50, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7672, loss_cls: 1.9476, loss: 1.9476, grad_norm: 1.8165, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5506, loss/aux0: 1.5506 2020-10-20 11:34:54,628 - mmaction - INFO - Epoch [154][240/396] lr: 1.047e-01, eta: 20:09:03, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7599, loss_cls: 1.9679, loss: 1.9679, grad_norm: 1.8266, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5709, loss/aux0: 1.5709 2020-10-20 11:34:55,557 - mmaction - INFO - Epoch [154][240/396] lr: 1.047e-01, eta: 20:09:16, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7599, loss_cls: 1.9679, loss: 1.9679, grad_norm: 1.8353, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.5803, loss/aux0: 1.5803 2020-10-20 11:35:31,898 - mmaction - INFO - Epoch [154][260/396] lr: 1.047e-01, eta: 20:08:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7617, loss_cls: 1.9783, loss: 1.9783, grad_norm: 1.8781, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6212, loss/aux0: 1.6212 2020-10-20 11:35:32,825 - mmaction - INFO - Epoch [154][260/396] lr: 1.047e-01, eta: 20:08:41, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7617, loss_cls: 1.9783, loss: 1.9783, grad_norm: 1.8737, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6010, loss/aux0: 1.6010 2020-10-20 11:36:09,074 - mmaction - INFO - Epoch [154][280/396] lr: 1.047e-01, eta: 20:07:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5130, top5_acc: 0.7630, loss_cls: 1.9628, loss: 1.9628, grad_norm: 1.8964, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5494, loss/aux0: 1.5494 2020-10-20 11:36:10,021 - mmaction - INFO - Epoch [154][280/396] lr: 1.047e-01, eta: 20:08:06, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5130, top5_acc: 0.7630, loss_cls: 1.9628, loss: 1.9628, grad_norm: 1.9109, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5627, loss/aux0: 1.5627 2020-10-20 11:36:46,206 - mmaction - INFO - Epoch [154][300/396] lr: 1.047e-01, eta: 20:07:19, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7664, loss_cls: 1.9539, loss: 1.9539, grad_norm: 1.8915, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6134, loss/aux0: 1.6134 2020-10-20 11:36:47,134 - mmaction - INFO - Epoch [154][300/396] lr: 1.047e-01, eta: 20:07:31, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7664, loss_cls: 1.9539, loss: 1.9539, grad_norm: 1.8864, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6125, loss/aux0: 1.6125 2020-10-20 11:37:23,549 - mmaction - INFO - Epoch [154][320/396] lr: 1.047e-01, eta: 20:06:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7607, loss_cls: 1.9887, loss: 1.9887, grad_norm: 1.9190, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5555, loss/aux0: 1.5555 2020-10-20 11:37:24,482 - mmaction - INFO - Epoch [154][320/396] lr: 1.047e-01, eta: 20:06:56, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7607, loss_cls: 1.9887, loss: 1.9887, grad_norm: 1.9119, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.5406, loss/aux0: 1.5406 2020-10-20 11:38:00,937 - mmaction - INFO - Epoch [154][340/396] lr: 1.047e-01, eta: 20:06:09, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7542, loss_cls: 2.0161, loss: 2.0161, grad_norm: 1.8615, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6158, loss/aux0: 1.6158 2020-10-20 11:38:01,884 - mmaction - INFO - Epoch [154][340/396] lr: 1.047e-01, eta: 20:06:21, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7542, loss_cls: 2.0161, loss: 2.0161, grad_norm: 1.8647, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6162, loss/aux0: 1.6162 2020-10-20 11:38:38,342 - mmaction - INFO - Epoch [154][360/396] lr: 1.047e-01, eta: 20:05:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7602, loss_cls: 1.9926, loss: 1.9926, grad_norm: 1.8464, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6100, loss/aux0: 1.6100 2020-10-20 11:38:39,270 - mmaction - INFO - Epoch [154][360/396] lr: 1.047e-01, eta: 20:05:47, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7602, loss_cls: 1.9926, loss: 1.9926, grad_norm: 1.8374, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6202, loss/aux0: 1.6202 2020-10-20 11:39:15,570 - mmaction - INFO - Epoch [154][380/396] lr: 1.047e-01, eta: 20:05:00, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5138, top5_acc: 0.7513, loss_cls: 2.0310, loss: 2.0310, grad_norm: 1.9021, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6022, loss/aux0: 1.6022 2020-10-20 11:39:16,505 - mmaction - INFO - Epoch [154][380/396] lr: 1.047e-01, eta: 20:05:12, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5138, top5_acc: 0.7513, loss_cls: 2.0310, loss: 2.0310, grad_norm: 1.9063, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6105, loss/aux0: 1.6105 2020-10-20 11:43:54,602 - mmaction - INFO - Epoch [155][20/396] lr: 1.029e-01, eta: 20:03:37, time: 0.913, data_time: 0.000, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7531, loss_cls: 1.9640, loss: 1.9640, grad_norm: 1.8862, top1_acc/aux0: 0.6009, top5_acc/aux0: 0.8144, loss_cls/aux0: 1.6181, loss/aux0: 1.6181 2020-10-20 11:43:55,555 - mmaction - INFO - Epoch [155][20/396] lr: 1.029e-01, eta: 20:03:49, time: 0.917, data_time: 0.005, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7531, loss_cls: 1.9640, loss: 1.9640, grad_norm: 1.8837, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6213, loss/aux0: 1.6213 2020-10-20 11:44:31,881 - mmaction - INFO - Epoch [155][40/396] lr: 1.029e-01, eta: 20:03:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7789, loss_cls: 1.8941, loss: 1.8941, grad_norm: 1.8786, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5592, loss/aux0: 1.5592 2020-10-20 11:44:32,823 - mmaction - INFO - Epoch [155][40/396] lr: 1.029e-01, eta: 20:03:14, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7789, loss_cls: 1.8941, loss: 1.8941, grad_norm: 1.8666, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5513, loss/aux0: 1.5513 2020-10-20 11:45:09,130 - mmaction - INFO - Epoch [155][60/396] lr: 1.029e-01, eta: 20:02:27, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7674, loss_cls: 1.9623, loss: 1.9623, grad_norm: 1.8811, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5714, loss/aux0: 1.5714 2020-10-20 11:45:10,065 - mmaction - INFO - Epoch [155][60/396] lr: 1.029e-01, eta: 20:02:40, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7674, loss_cls: 1.9623, loss: 1.9623, grad_norm: 1.8873, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5760, loss/aux0: 1.5760 2020-10-20 11:45:46,254 - mmaction - INFO - Epoch [155][80/396] lr: 1.029e-01, eta: 20:01:52, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5086, top5_acc: 0.7490, loss_cls: 2.0172, loss: 2.0172, grad_norm: 1.9309, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5834, loss/aux0: 1.5834 2020-10-20 11:45:47,235 - mmaction - INFO - Epoch [155][80/396] lr: 1.029e-01, eta: 20:02:05, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.5086, top5_acc: 0.7490, loss_cls: 2.0172, loss: 2.0172, grad_norm: 1.9277, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5723, loss/aux0: 1.5723 2020-10-20 11:46:23,272 - mmaction - INFO - Epoch [155][100/396] lr: 1.029e-01, eta: 20:01:17, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7555, loss_cls: 2.0177, loss: 2.0177, grad_norm: 1.8956, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.6048, loss/aux0: 1.6048 2020-10-20 11:46:24,228 - mmaction - INFO - Epoch [155][100/396] lr: 1.029e-01, eta: 20:01:29, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7555, loss_cls: 2.0177, loss: 2.0177, grad_norm: 1.8890, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6214, loss/aux0: 1.6214 2020-10-20 11:47:00,661 - mmaction - INFO - Epoch [155][120/396] lr: 1.029e-01, eta: 20:00:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5258, top5_acc: 0.7633, loss_cls: 1.9758, loss: 1.9758, grad_norm: 1.8688, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6317, loss/aux0: 1.6317 2020-10-20 11:47:01,585 - mmaction - INFO - Epoch [155][120/396] lr: 1.029e-01, eta: 20:00:55, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5258, top5_acc: 0.7633, loss_cls: 1.9758, loss: 1.9758, grad_norm: 1.8778, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6286, loss/aux0: 1.6286 2020-10-20 11:47:37,925 - mmaction - INFO - Epoch [155][140/396] lr: 1.029e-01, eta: 20:00:08, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7617, loss_cls: 1.9878, loss: 1.9878, grad_norm: 1.8698, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5866, loss/aux0: 1.5866 2020-10-20 11:47:38,905 - mmaction - INFO - Epoch [155][140/396] lr: 1.029e-01, eta: 20:00:20, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7617, loss_cls: 1.9878, loss: 1.9878, grad_norm: 1.8700, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5793, loss/aux0: 1.5793 2020-10-20 11:48:15,121 - mmaction - INFO - Epoch [155][160/396] lr: 1.029e-01, eta: 19:59:33, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7732, loss_cls: 1.9454, loss: 1.9454, grad_norm: 1.8864, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5788, loss/aux0: 1.5788 2020-10-20 11:48:16,080 - mmaction - INFO - Epoch [155][160/396] lr: 1.029e-01, eta: 19:59:45, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7732, loss_cls: 1.9454, loss: 1.9454, grad_norm: 1.8813, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5826, loss/aux0: 1.5826 2020-10-20 11:48:52,424 - mmaction - INFO - Epoch [155][180/396] lr: 1.029e-01, eta: 19:58:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5435, top5_acc: 0.7797, loss_cls: 1.8852, loss: 1.8852, grad_norm: 1.8509, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5435, loss/aux0: 1.5435 2020-10-20 11:48:53,367 - mmaction - INFO - Epoch [155][180/396] lr: 1.029e-01, eta: 19:59:10, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5435, top5_acc: 0.7797, loss_cls: 1.8852, loss: 1.8852, grad_norm: 1.8554, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5406, loss/aux0: 1.5406 2020-10-20 11:49:29,516 - mmaction - INFO - Epoch [155][200/396] lr: 1.029e-01, eta: 19:58:23, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5083, top5_acc: 0.7570, loss_cls: 2.0204, loss: 2.0204, grad_norm: 1.9091, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.6144, loss/aux0: 1.6144 2020-10-20 11:49:30,464 - mmaction - INFO - Epoch [155][200/396] lr: 1.029e-01, eta: 19:58:35, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5083, top5_acc: 0.7570, loss_cls: 2.0204, loss: 2.0204, grad_norm: 1.9010, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.6028, loss/aux0: 1.6028 2020-10-20 11:50:06,662 - mmaction - INFO - Epoch [155][220/396] lr: 1.029e-01, eta: 19:57:48, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7698, loss_cls: 1.9714, loss: 1.9714, grad_norm: 1.8800, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5539, loss/aux0: 1.5539 2020-10-20 11:50:07,604 - mmaction - INFO - Epoch [155][220/396] lr: 1.029e-01, eta: 19:58:01, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7698, loss_cls: 1.9714, loss: 1.9714, grad_norm: 1.8830, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5676, loss/aux0: 1.5676 2020-10-20 11:50:43,970 - mmaction - INFO - Epoch [155][240/396] lr: 1.029e-01, eta: 19:57:14, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5203, top5_acc: 0.7669, loss_cls: 1.9846, loss: 1.9846, grad_norm: 1.8869, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.6066, loss/aux0: 1.6066 2020-10-20 11:50:44,910 - mmaction - INFO - Epoch [155][240/396] lr: 1.029e-01, eta: 19:57:26, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5203, top5_acc: 0.7669, loss_cls: 1.9846, loss: 1.9846, grad_norm: 1.8968, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5984, loss/aux0: 1.5984 2020-10-20 11:51:21,291 - mmaction - INFO - Epoch [155][260/396] lr: 1.029e-01, eta: 19:56:39, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7547, loss_cls: 2.0355, loss: 2.0355, grad_norm: 1.8975, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5440, loss/aux0: 1.5440 2020-10-20 11:51:22,253 - mmaction - INFO - Epoch [155][260/396] lr: 1.029e-01, eta: 19:56:51, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7547, loss_cls: 2.0355, loss: 2.0355, grad_norm: 1.9062, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5542, loss/aux0: 1.5542 2020-10-20 11:51:58,697 - mmaction - INFO - Epoch [155][280/396] lr: 1.029e-01, eta: 19:56:04, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5151, top5_acc: 0.7667, loss_cls: 1.9940, loss: 1.9940, grad_norm: 1.8887, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6175, loss/aux0: 1.6175 2020-10-20 11:51:59,636 - mmaction - INFO - Epoch [155][280/396] lr: 1.029e-01, eta: 19:56:16, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5151, top5_acc: 0.7667, loss_cls: 1.9940, loss: 1.9940, grad_norm: 1.8900, top1_acc/aux0: 0.5966, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6134, loss/aux0: 1.6134 2020-10-20 11:52:35,927 - mmaction - INFO - Epoch [155][300/396] lr: 1.029e-01, eta: 19:55:29, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7542, loss_cls: 2.0231, loss: 2.0231, grad_norm: 1.9073, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6136, loss/aux0: 1.6136 2020-10-20 11:52:36,859 - mmaction - INFO - Epoch [155][300/396] lr: 1.029e-01, eta: 19:55:41, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7542, loss_cls: 2.0231, loss: 2.0231, grad_norm: 1.8957, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6143, loss/aux0: 1.6143 2020-10-20 11:53:13,283 - mmaction - INFO - Epoch [155][320/396] lr: 1.029e-01, eta: 19:54:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7576, loss_cls: 2.0170, loss: 2.0170, grad_norm: 1.8384, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.5914, loss/aux0: 1.5914 2020-10-20 11:53:14,220 - mmaction - INFO - Epoch [155][320/396] lr: 1.029e-01, eta: 19:55:06, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7576, loss_cls: 2.0170, loss: 2.0170, grad_norm: 1.8353, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.5970, loss/aux0: 1.5970 2020-10-20 11:53:50,358 - mmaction - INFO - Epoch [155][340/396] lr: 1.029e-01, eta: 19:54:19, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7615, loss_cls: 2.0084, loss: 2.0084, grad_norm: 1.8806, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6618, loss/aux0: 1.6618 2020-10-20 11:53:51,306 - mmaction - INFO - Epoch [155][340/396] lr: 1.029e-01, eta: 19:54:31, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7615, loss_cls: 2.0084, loss: 2.0084, grad_norm: 1.8671, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6565, loss/aux0: 1.6565 2020-10-20 11:54:27,543 - mmaction - INFO - Epoch [155][360/396] lr: 1.029e-01, eta: 19:53:44, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7628, loss_cls: 1.9903, loss: 1.9903, grad_norm: 1.8412, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6455, loss/aux0: 1.6455 2020-10-20 11:54:28,483 - mmaction - INFO - Epoch [155][360/396] lr: 1.029e-01, eta: 19:53:56, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7628, loss_cls: 1.9903, loss: 1.9903, grad_norm: 1.8355, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6453, loss/aux0: 1.6453 2020-10-20 11:55:04,695 - mmaction - INFO - Epoch [155][380/396] lr: 1.029e-01, eta: 19:53:09, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5096, top5_acc: 0.7628, loss_cls: 2.0088, loss: 2.0088, grad_norm: 1.8868, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6308, loss/aux0: 1.6308 2020-10-20 11:55:05,637 - mmaction - INFO - Epoch [155][380/396] lr: 1.029e-01, eta: 19:53:21, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5096, top5_acc: 0.7628, loss_cls: 2.0088, loss: 2.0088, grad_norm: 1.8835, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6289, loss/aux0: 1.6289 2020-10-20 11:59:43,440 - mmaction - INFO - Epoch [156][20/396] lr: 1.012e-01, eta: 19:51:47, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7750, loss_cls: 1.9193, loss: 1.9193, grad_norm: 1.8803, top1_acc/aux0: 0.6028, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6181, loss/aux0: 1.6181 2020-10-20 11:59:44,385 - mmaction - INFO - Epoch [156][20/396] lr: 1.012e-01, eta: 19:51:59, time: 0.918, data_time: 0.002, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7750, loss_cls: 1.9193, loss: 1.9193, grad_norm: 1.8769, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6121, loss/aux0: 1.6121 2020-10-20 12:00:26,019 - mmaction - INFO - Epoch [156][40/396] lr: 1.012e-01, eta: 19:51:15, time: 1.194, data_time: 0.008, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7674, loss_cls: 1.9212, loss: 1.9212, grad_norm: 1.8911, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5823, loss/aux0: 1.5823 2020-10-20 12:00:27,045 - mmaction - INFO - Epoch [156][40/396] lr: 1.012e-01, eta: 19:51:31, time: 1.201, data_time: 0.015, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7674, loss_cls: 1.9212, loss: 1.9212, grad_norm: 1.8949, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5860, loss/aux0: 1.5860 2020-10-20 12:01:03,474 - mmaction - INFO - Epoch [156][60/396] lr: 1.012e-01, eta: 19:50:44, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7677, loss_cls: 1.9434, loss: 1.9434, grad_norm: 1.9483, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5761, loss/aux0: 1.5761 2020-10-20 12:01:04,424 - mmaction - INFO - Epoch [156][60/396] lr: 1.012e-01, eta: 19:50:56, time: 0.937, data_time: 0.005, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7677, loss_cls: 1.9434, loss: 1.9434, grad_norm: 1.9481, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5719, loss/aux0: 1.5719 2020-10-20 12:01:40,630 - mmaction - INFO - Epoch [156][80/396] lr: 1.012e-01, eta: 19:50:09, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7682, loss_cls: 1.9686, loss: 1.9686, grad_norm: 1.9024, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5709, loss/aux0: 1.5709 2020-10-20 12:01:41,552 - mmaction - INFO - Epoch [156][80/396] lr: 1.012e-01, eta: 19:50:22, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7682, loss_cls: 1.9686, loss: 1.9686, grad_norm: 1.9122, top1_acc/aux0: 0.6065, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5900, loss/aux0: 1.5900 2020-10-20 12:02:17,857 - mmaction - INFO - Epoch [156][100/396] lr: 1.012e-01, eta: 19:49:35, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7674, loss_cls: 1.9358, loss: 1.9358, grad_norm: 1.8978, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6513, loss/aux0: 1.6513 2020-10-20 12:02:18,780 - mmaction - INFO - Epoch [156][100/396] lr: 1.012e-01, eta: 19:49:47, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7674, loss_cls: 1.9358, loss: 1.9358, grad_norm: 1.9073, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6439, loss/aux0: 1.6439 2020-10-20 12:02:55,057 - mmaction - INFO - Epoch [156][120/396] lr: 1.012e-01, eta: 19:49:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7604, loss_cls: 2.0040, loss: 2.0040, grad_norm: 1.9128, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6318, loss/aux0: 1.6318 2020-10-20 12:02:55,982 - mmaction - INFO - Epoch [156][120/396] lr: 1.012e-01, eta: 19:49:12, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7604, loss_cls: 2.0040, loss: 2.0040, grad_norm: 1.9052, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6297, loss/aux0: 1.6297 2020-10-20 12:03:32,366 - mmaction - INFO - Epoch [156][140/396] lr: 1.012e-01, eta: 19:48:25, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7698, loss_cls: 1.9209, loss: 1.9209, grad_norm: 1.8456, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5620, loss/aux0: 1.5620 2020-10-20 12:03:33,424 - mmaction - INFO - Epoch [156][140/396] lr: 1.012e-01, eta: 19:48:37, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7698, loss_cls: 1.9209, loss: 1.9209, grad_norm: 1.8414, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5441, loss/aux0: 1.5441 2020-10-20 12:04:09,739 - mmaction - INFO - Epoch [156][160/396] lr: 1.012e-01, eta: 19:47:50, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7706, loss_cls: 1.9567, loss: 1.9567, grad_norm: 1.8838, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5732, loss/aux0: 1.5732 2020-10-20 12:04:10,684 - mmaction - INFO - Epoch [156][160/396] lr: 1.012e-01, eta: 19:48:02, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7706, loss_cls: 1.9567, loss: 1.9567, grad_norm: 1.8849, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5844, loss/aux0: 1.5844 2020-10-20 12:04:46,970 - mmaction - INFO - Epoch [156][180/396] lr: 1.012e-01, eta: 19:47:15, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7620, loss_cls: 1.9515, loss: 1.9515, grad_norm: 1.9020, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6252, loss/aux0: 1.6252 2020-10-20 12:04:47,899 - mmaction - INFO - Epoch [156][180/396] lr: 1.012e-01, eta: 19:47:27, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7620, loss_cls: 1.9515, loss: 1.9515, grad_norm: 1.9076, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6413, loss/aux0: 1.6413 2020-10-20 12:05:24,027 - mmaction - INFO - Epoch [156][200/396] lr: 1.012e-01, eta: 19:46:40, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5130, top5_acc: 0.7646, loss_cls: 1.9858, loss: 1.9858, grad_norm: 1.8652, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6300, loss/aux0: 1.6300 2020-10-20 12:05:24,979 - mmaction - INFO - Epoch [156][200/396] lr: 1.012e-01, eta: 19:46:52, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5130, top5_acc: 0.7646, loss_cls: 1.9858, loss: 1.9858, grad_norm: 1.8651, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6149, loss/aux0: 1.6149 2020-10-20 12:06:01,309 - mmaction - INFO - Epoch [156][220/396] lr: 1.012e-01, eta: 19:46:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7714, loss_cls: 1.9503, loss: 1.9503, grad_norm: 1.8844, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5435, loss/aux0: 1.5435 2020-10-20 12:06:02,228 - mmaction - INFO - Epoch [156][220/396] lr: 1.012e-01, eta: 19:46:18, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7714, loss_cls: 1.9503, loss: 1.9503, grad_norm: 1.8843, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5540, loss/aux0: 1.5540 2020-10-20 12:06:38,671 - mmaction - INFO - Epoch [156][240/396] lr: 1.012e-01, eta: 19:45:31, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7576, loss_cls: 2.0133, loss: 2.0133, grad_norm: 1.9332, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5951, loss/aux0: 1.5951 2020-10-20 12:06:39,612 - mmaction - INFO - Epoch [156][240/396] lr: 1.012e-01, eta: 19:45:43, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7576, loss_cls: 2.0133, loss: 2.0133, grad_norm: 1.9253, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5811, loss/aux0: 1.5811 2020-10-20 12:07:16,044 - mmaction - INFO - Epoch [156][260/396] lr: 1.012e-01, eta: 19:44:56, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7646, loss_cls: 1.9857, loss: 1.9857, grad_norm: 1.8943, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.5979, loss/aux0: 1.5979 2020-10-20 12:07:16,987 - mmaction - INFO - Epoch [156][260/396] lr: 1.012e-01, eta: 19:45:08, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7646, loss_cls: 1.9857, loss: 1.9857, grad_norm: 1.9002, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6017, loss/aux0: 1.6017 2020-10-20 12:07:53,313 - mmaction - INFO - Epoch [156][280/396] lr: 1.012e-01, eta: 19:44:21, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7693, loss_cls: 1.9396, loss: 1.9396, grad_norm: 1.8673, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5269, loss/aux0: 1.5269 2020-10-20 12:07:54,238 - mmaction - INFO - Epoch [156][280/396] lr: 1.012e-01, eta: 19:44:33, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7693, loss_cls: 1.9396, loss: 1.9396, grad_norm: 1.8545, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5178, loss/aux0: 1.5178 2020-10-20 12:08:30,563 - mmaction - INFO - Epoch [156][300/396] lr: 1.012e-01, eta: 19:43:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7599, loss_cls: 2.0029, loss: 2.0029, grad_norm: 1.8660, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5619, loss/aux0: 1.5619 2020-10-20 12:08:31,495 - mmaction - INFO - Epoch [156][300/396] lr: 1.012e-01, eta: 19:43:58, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7599, loss_cls: 2.0029, loss: 2.0029, grad_norm: 1.8738, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5701, loss/aux0: 1.5701 2020-10-20 12:09:07,991 - mmaction - INFO - Epoch [156][320/396] lr: 1.012e-01, eta: 19:43:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7628, loss_cls: 1.9907, loss: 1.9907, grad_norm: 1.9594, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5707, loss/aux0: 1.5707 2020-10-20 12:09:08,938 - mmaction - INFO - Epoch [156][320/396] lr: 1.012e-01, eta: 19:43:23, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7628, loss_cls: 1.9907, loss: 1.9907, grad_norm: 1.9623, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5745, loss/aux0: 1.5745 2020-10-20 12:09:45,240 - mmaction - INFO - Epoch [156][340/396] lr: 1.012e-01, eta: 19:42:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7510, loss_cls: 1.9904, loss: 1.9904, grad_norm: 1.9130, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6085, loss/aux0: 1.6085 2020-10-20 12:09:46,178 - mmaction - INFO - Epoch [156][340/396] lr: 1.012e-01, eta: 19:42:49, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7510, loss_cls: 1.9904, loss: 1.9904, grad_norm: 1.9134, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6105, loss/aux0: 1.6105 2020-10-20 12:10:22,582 - mmaction - INFO - Epoch [156][360/396] lr: 1.012e-01, eta: 19:42:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7531, loss_cls: 2.0249, loss: 2.0249, grad_norm: 1.9097, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5065, loss/aux0: 1.5065 2020-10-20 12:10:23,525 - mmaction - INFO - Epoch [156][360/396] lr: 1.012e-01, eta: 19:42:14, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7531, loss_cls: 2.0249, loss: 2.0249, grad_norm: 1.9059, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5049, loss/aux0: 1.5049 2020-10-20 12:10:59,874 - mmaction - INFO - Epoch [156][380/396] lr: 1.012e-01, eta: 19:41:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7690, loss_cls: 1.9694, loss: 1.9694, grad_norm: 1.8914, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5711, loss/aux0: 1.5711 2020-10-20 12:11:00,801 - mmaction - INFO - Epoch [156][380/396] lr: 1.012e-01, eta: 19:41:39, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7690, loss_cls: 1.9694, loss: 1.9694, grad_norm: 1.8935, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5667, loss/aux0: 1.5667 2020-10-20 12:15:38,235 - mmaction - INFO - Epoch [157][20/396] lr: 9.947e-02, eta: 19:40:05, time: 0.915, data_time: 0.000, memory: 8466, top1_acc: 0.5203, top5_acc: 0.7531, loss_cls: 2.0002, loss: 2.0002, grad_norm: 1.8952, top1_acc/aux0: 0.6009, top5_acc/aux0: 0.8295, loss_cls/aux0: 1.5924, loss/aux0: 1.5924 2020-10-20 12:15:39,186 - mmaction - INFO - Epoch [157][20/396] lr: 9.947e-02, eta: 19:40:17, time: 0.919, data_time: 0.004, memory: 8466, top1_acc: 0.5203, top5_acc: 0.7531, loss_cls: 2.0002, loss: 2.0002, grad_norm: 1.8944, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6035, loss/aux0: 1.6035 2020-10-20 12:16:15,488 - mmaction - INFO - Epoch [157][40/396] lr: 9.947e-02, eta: 19:39:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7599, loss_cls: 2.0116, loss: 2.0116, grad_norm: 1.9202, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5738, loss/aux0: 1.5738 2020-10-20 12:16:16,451 - mmaction - INFO - Epoch [157][40/396] lr: 9.947e-02, eta: 19:39:42, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7599, loss_cls: 2.0116, loss: 2.0116, grad_norm: 1.9204, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5711, loss/aux0: 1.5711 2020-10-20 12:16:52,645 - mmaction - INFO - Epoch [157][60/396] lr: 9.947e-02, eta: 19:38:55, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7844, loss_cls: 1.8533, loss: 1.8533, grad_norm: 1.8958, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5862, loss/aux0: 1.5862 2020-10-20 12:16:53,566 - mmaction - INFO - Epoch [157][60/396] lr: 9.947e-02, eta: 19:39:07, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7844, loss_cls: 1.8533, loss: 1.8533, grad_norm: 1.9046, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5691, loss/aux0: 1.5691 2020-10-20 12:17:29,818 - mmaction - INFO - Epoch [157][80/396] lr: 9.947e-02, eta: 19:38:20, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5305, top5_acc: 0.7688, loss_cls: 1.9424, loss: 1.9424, grad_norm: 1.8870, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5790, loss/aux0: 1.5790 2020-10-20 12:17:30,750 - mmaction - INFO - Epoch [157][80/396] lr: 9.947e-02, eta: 19:38:32, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5305, top5_acc: 0.7688, loss_cls: 1.9424, loss: 1.9424, grad_norm: 1.8878, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5928, loss/aux0: 1.5928 2020-10-20 12:18:07,233 - mmaction - INFO - Epoch [157][100/396] lr: 9.947e-02, eta: 19:37:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7677, loss_cls: 1.9721, loss: 1.9721, grad_norm: 1.8983, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5439, loss/aux0: 1.5439 2020-10-20 12:18:08,184 - mmaction - INFO - Epoch [157][100/396] lr: 9.947e-02, eta: 19:37:58, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7677, loss_cls: 1.9721, loss: 1.9721, grad_norm: 1.8899, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.5318, loss/aux0: 1.5318 2020-10-20 12:18:44,460 - mmaction - INFO - Epoch [157][120/396] lr: 9.947e-02, eta: 19:37:11, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7557, loss_cls: 1.9889, loss: 1.9889, grad_norm: 1.8997, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5727, loss/aux0: 1.5727 2020-10-20 12:18:45,402 - mmaction - INFO - Epoch [157][120/396] lr: 9.947e-02, eta: 19:37:23, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7557, loss_cls: 1.9889, loss: 1.9889, grad_norm: 1.9077, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5878, loss/aux0: 1.5878 2020-10-20 12:19:21,818 - mmaction - INFO - Epoch [157][140/396] lr: 9.947e-02, eta: 19:36:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7732, loss_cls: 1.9172, loss: 1.9172, grad_norm: 1.8651, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5859, loss/aux0: 1.5859 2020-10-20 12:19:22,783 - mmaction - INFO - Epoch [157][140/396] lr: 9.947e-02, eta: 19:36:48, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7732, loss_cls: 1.9172, loss: 1.9172, grad_norm: 1.8673, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5806, loss/aux0: 1.5806 2020-10-20 12:19:58,973 - mmaction - INFO - Epoch [157][160/396] lr: 9.947e-02, eta: 19:36:01, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7750, loss_cls: 1.9152, loss: 1.9152, grad_norm: 1.9047, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5743, loss/aux0: 1.5743 2020-10-20 12:19:59,900 - mmaction - INFO - Epoch [157][160/396] lr: 9.947e-02, eta: 19:36:13, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7750, loss_cls: 1.9152, loss: 1.9152, grad_norm: 1.9118, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5804, loss/aux0: 1.5804 2020-10-20 12:20:36,342 - mmaction - INFO - Epoch [157][180/396] lr: 9.947e-02, eta: 19:35:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5096, top5_acc: 0.7510, loss_cls: 2.0256, loss: 2.0256, grad_norm: 1.9293, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6269, loss/aux0: 1.6269 2020-10-20 12:20:37,285 - mmaction - INFO - Epoch [157][180/396] lr: 9.947e-02, eta: 19:35:38, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5096, top5_acc: 0.7510, loss_cls: 2.0256, loss: 2.0256, grad_norm: 1.9148, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6113, loss/aux0: 1.6113 2020-10-20 12:21:13,588 - mmaction - INFO - Epoch [157][200/396] lr: 9.947e-02, eta: 19:34:52, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7599, loss_cls: 1.9654, loss: 1.9654, grad_norm: 1.8884, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6264, loss/aux0: 1.6264 2020-10-20 12:21:14,537 - mmaction - INFO - Epoch [157][200/396] lr: 9.947e-02, eta: 19:35:03, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7599, loss_cls: 1.9654, loss: 1.9654, grad_norm: 1.8768, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6292, loss/aux0: 1.6292 2020-10-20 12:21:50,815 - mmaction - INFO - Epoch [157][220/396] lr: 9.947e-02, eta: 19:34:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7667, loss_cls: 1.9731, loss: 1.9731, grad_norm: 1.8809, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6017, loss/aux0: 1.6017 2020-10-20 12:21:51,756 - mmaction - INFO - Epoch [157][220/396] lr: 9.947e-02, eta: 19:34:29, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7667, loss_cls: 1.9731, loss: 1.9731, grad_norm: 1.8814, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5963, loss/aux0: 1.5963 2020-10-20 12:22:28,273 - mmaction - INFO - Epoch [157][240/396] lr: 9.947e-02, eta: 19:33:42, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7628, loss_cls: 1.9731, loss: 1.9731, grad_norm: 1.8800, top1_acc/aux0: 0.6156, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.5800, loss/aux0: 1.5800 2020-10-20 12:22:29,202 - mmaction - INFO - Epoch [157][240/396] lr: 9.947e-02, eta: 19:33:54, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7628, loss_cls: 1.9731, loss: 1.9731, grad_norm: 1.8883, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.5835, loss/aux0: 1.5835 2020-10-20 12:23:05,516 - mmaction - INFO - Epoch [157][260/396] lr: 9.947e-02, eta: 19:33:07, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7719, loss_cls: 1.9475, loss: 1.9475, grad_norm: 1.8692, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5831, loss/aux0: 1.5831 2020-10-20 12:23:06,489 - mmaction - INFO - Epoch [157][260/396] lr: 9.947e-02, eta: 19:33:19, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7719, loss_cls: 1.9475, loss: 1.9475, grad_norm: 1.8683, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5917, loss/aux0: 1.5917 2020-10-20 12:23:42,892 - mmaction - INFO - Epoch [157][280/396] lr: 9.947e-02, eta: 19:32:32, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7612, loss_cls: 1.9361, loss: 1.9361, grad_norm: 1.8652, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5516, loss/aux0: 1.5516 2020-10-20 12:23:43,847 - mmaction - INFO - Epoch [157][280/396] lr: 9.947e-02, eta: 19:32:44, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7612, loss_cls: 1.9361, loss: 1.9361, grad_norm: 1.8525, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5411, loss/aux0: 1.5411 2020-10-20 12:24:20,088 - mmaction - INFO - Epoch [157][300/396] lr: 9.947e-02, eta: 19:31:58, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7688, loss_cls: 1.9485, loss: 1.9485, grad_norm: 1.9030, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5512, loss/aux0: 1.5512 2020-10-20 12:24:21,023 - mmaction - INFO - Epoch [157][300/396] lr: 9.947e-02, eta: 19:32:09, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7688, loss_cls: 1.9485, loss: 1.9485, grad_norm: 1.8961, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5657, loss/aux0: 1.5657 2020-10-20 12:24:57,402 - mmaction - INFO - Epoch [157][320/396] lr: 9.947e-02, eta: 19:31:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7633, loss_cls: 1.9743, loss: 1.9743, grad_norm: 1.9048, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5887, loss/aux0: 1.5887 2020-10-20 12:24:58,350 - mmaction - INFO - Epoch [157][320/396] lr: 9.947e-02, eta: 19:31:35, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7633, loss_cls: 1.9743, loss: 1.9743, grad_norm: 1.8984, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5759, loss/aux0: 1.5759 2020-10-20 12:25:34,618 - mmaction - INFO - Epoch [157][340/396] lr: 9.947e-02, eta: 19:30:48, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7768, loss_cls: 1.9240, loss: 1.9240, grad_norm: 1.8593, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5591, loss/aux0: 1.5591 2020-10-20 12:25:35,557 - mmaction - INFO - Epoch [157][340/396] lr: 9.947e-02, eta: 19:31:00, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7768, loss_cls: 1.9240, loss: 1.9240, grad_norm: 1.8543, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5606, loss/aux0: 1.5606 2020-10-20 12:26:11,857 - mmaction - INFO - Epoch [157][360/396] lr: 9.947e-02, eta: 19:30:13, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7534, loss_cls: 2.0337, loss: 2.0337, grad_norm: 1.9140, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5533, loss/aux0: 1.5533 2020-10-20 12:26:12,800 - mmaction - INFO - Epoch [157][360/396] lr: 9.947e-02, eta: 19:30:25, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7534, loss_cls: 2.0337, loss: 2.0337, grad_norm: 1.9173, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5559, loss/aux0: 1.5559 2020-10-20 12:26:49,059 - mmaction - INFO - Epoch [157][380/396] lr: 9.947e-02, eta: 19:29:38, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7721, loss_cls: 1.9240, loss: 1.9240, grad_norm: 1.8836, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.5846, loss/aux0: 1.5846 2020-10-20 12:26:49,995 - mmaction - INFO - Epoch [157][380/396] lr: 9.947e-02, eta: 19:29:50, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7721, loss_cls: 1.9240, loss: 1.9240, grad_norm: 1.8831, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.5816, loss/aux0: 1.5816 2020-10-20 12:31:27,045 - mmaction - INFO - Epoch [158][20/396] lr: 9.774e-02, eta: 19:28:16, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5542, top5_acc: 0.7932, loss_cls: 1.8350, loss: 1.8350, grad_norm: 1.8879, top1_acc/aux0: 0.5910, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6417, loss/aux0: 1.6417 2020-10-20 12:31:28,006 - mmaction - INFO - Epoch [158][20/396] lr: 9.774e-02, eta: 19:28:28, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5542, top5_acc: 0.7932, loss_cls: 1.8350, loss: 1.8350, grad_norm: 1.8843, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6386, loss/aux0: 1.6386 2020-10-20 12:32:04,125 - mmaction - INFO - Epoch [158][40/396] lr: 9.774e-02, eta: 19:27:41, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7596, loss_cls: 1.9746, loss: 1.9746, grad_norm: 1.8831, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5571, loss/aux0: 1.5571 2020-10-20 12:32:05,064 - mmaction - INFO - Epoch [158][40/396] lr: 9.774e-02, eta: 19:27:53, time: 0.927, data_time: 0.005, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7596, loss_cls: 1.9746, loss: 1.9746, grad_norm: 1.8845, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5616, loss/aux0: 1.5616 2020-10-20 12:32:41,495 - mmaction - INFO - Epoch [158][60/396] lr: 9.774e-02, eta: 19:27:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7760, loss_cls: 1.9074, loss: 1.9074, grad_norm: 1.8638, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5265, loss/aux0: 1.5265 2020-10-20 12:32:42,434 - mmaction - INFO - Epoch [158][60/396] lr: 9.774e-02, eta: 19:27:18, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7760, loss_cls: 1.9074, loss: 1.9074, grad_norm: 1.8666, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5286, loss/aux0: 1.5286 2020-10-20 12:33:18,704 - mmaction - INFO - Epoch [158][80/396] lr: 9.774e-02, eta: 19:26:32, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5161, top5_acc: 0.7555, loss_cls: 1.9785, loss: 1.9785, grad_norm: 1.9644, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5842, loss/aux0: 1.5842 2020-10-20 12:33:19,669 - mmaction - INFO - Epoch [158][80/396] lr: 9.774e-02, eta: 19:26:44, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5161, top5_acc: 0.7555, loss_cls: 1.9785, loss: 1.9785, grad_norm: 1.9501, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5615, loss/aux0: 1.5615 2020-10-20 12:33:56,011 - mmaction - INFO - Epoch [158][100/396] lr: 9.774e-02, eta: 19:25:57, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7714, loss_cls: 1.9164, loss: 1.9164, grad_norm: 1.9010, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5650, loss/aux0: 1.5650 2020-10-20 12:33:56,940 - mmaction - INFO - Epoch [158][100/396] lr: 9.774e-02, eta: 19:26:09, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7714, loss_cls: 1.9164, loss: 1.9164, grad_norm: 1.8926, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5767, loss/aux0: 1.5767 2020-10-20 12:34:33,037 - mmaction - INFO - Epoch [158][120/396] lr: 9.774e-02, eta: 19:25:22, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7758, loss_cls: 1.9065, loss: 1.9065, grad_norm: 1.9568, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.5816, loss/aux0: 1.5816 2020-10-20 12:34:33,949 - mmaction - INFO - Epoch [158][120/396] lr: 9.774e-02, eta: 19:25:34, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7758, loss_cls: 1.9065, loss: 1.9065, grad_norm: 1.9581, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.5971, loss/aux0: 1.5971 2020-10-20 12:35:10,220 - mmaction - INFO - Epoch [158][140/396] lr: 9.774e-02, eta: 19:24:47, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7758, loss_cls: 1.8928, loss: 1.8928, grad_norm: 1.9398, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5857, loss/aux0: 1.5857 2020-10-20 12:35:11,168 - mmaction - INFO - Epoch [158][140/396] lr: 9.774e-02, eta: 19:24:59, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7758, loss_cls: 1.8928, loss: 1.8928, grad_norm: 1.9317, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5870, loss/aux0: 1.5870 2020-10-20 12:35:47,538 - mmaction - INFO - Epoch [158][160/396] lr: 9.774e-02, eta: 19:24:12, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7661, loss_cls: 1.9570, loss: 1.9570, grad_norm: 1.8959, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5850, loss/aux0: 1.5850 2020-10-20 12:35:48,497 - mmaction - INFO - Epoch [158][160/396] lr: 9.774e-02, eta: 19:24:24, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7661, loss_cls: 1.9570, loss: 1.9570, grad_norm: 1.9050, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5774, loss/aux0: 1.5774 2020-10-20 12:36:25,010 - mmaction - INFO - Epoch [158][180/396] lr: 9.774e-02, eta: 19:23:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7753, loss_cls: 1.9162, loss: 1.9162, grad_norm: 1.9637, top1_acc/aux0: 0.6065, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5733, loss/aux0: 1.5733 2020-10-20 12:36:25,936 - mmaction - INFO - Epoch [158][180/396] lr: 9.774e-02, eta: 19:23:49, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7753, loss_cls: 1.9162, loss: 1.9162, grad_norm: 1.9623, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5601, loss/aux0: 1.5601 2020-10-20 12:37:02,243 - mmaction - INFO - Epoch [158][200/396] lr: 9.774e-02, eta: 19:23:03, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7609, loss_cls: 1.9626, loss: 1.9626, grad_norm: 1.9077, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5953, loss/aux0: 1.5953 2020-10-20 12:37:03,173 - mmaction - INFO - Epoch [158][200/396] lr: 9.774e-02, eta: 19:23:14, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7609, loss_cls: 1.9626, loss: 1.9626, grad_norm: 1.9153, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6027, loss/aux0: 1.6027 2020-10-20 12:37:39,439 - mmaction - INFO - Epoch [158][220/396] lr: 9.774e-02, eta: 19:22:28, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5258, top5_acc: 0.7654, loss_cls: 1.9736, loss: 1.9736, grad_norm: 1.9074, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.5940, loss/aux0: 1.5940 2020-10-20 12:37:40,358 - mmaction - INFO - Epoch [158][220/396] lr: 9.774e-02, eta: 19:22:39, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5258, top5_acc: 0.7654, loss_cls: 1.9736, loss: 1.9736, grad_norm: 1.9056, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.5901, loss/aux0: 1.5901 2020-10-20 12:38:16,659 - mmaction - INFO - Epoch [158][240/396] lr: 9.774e-02, eta: 19:21:53, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7659, loss_cls: 1.9832, loss: 1.9832, grad_norm: 1.9108, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5631, loss/aux0: 1.5631 2020-10-20 12:38:17,594 - mmaction - INFO - Epoch [158][240/396] lr: 9.774e-02, eta: 19:22:04, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7659, loss_cls: 1.9832, loss: 1.9832, grad_norm: 1.9092, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5655, loss/aux0: 1.5655 2020-10-20 12:38:53,936 - mmaction - INFO - Epoch [158][260/396] lr: 9.774e-02, eta: 19:21:18, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5302, top5_acc: 0.7781, loss_cls: 1.9302, loss: 1.9302, grad_norm: 1.9522, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.5958, loss/aux0: 1.5958 2020-10-20 12:38:54,862 - mmaction - INFO - Epoch [158][260/396] lr: 9.774e-02, eta: 19:21:29, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5302, top5_acc: 0.7781, loss_cls: 1.9302, loss: 1.9302, grad_norm: 1.9381, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5949, loss/aux0: 1.5949 2020-10-20 12:39:31,066 - mmaction - INFO - Epoch [158][280/396] lr: 9.774e-02, eta: 19:20:43, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7648, loss_cls: 1.9541, loss: 1.9541, grad_norm: 1.9580, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5683, loss/aux0: 1.5683 2020-10-20 12:39:32,004 - mmaction - INFO - Epoch [158][280/396] lr: 9.774e-02, eta: 19:20:54, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7648, loss_cls: 1.9541, loss: 1.9541, grad_norm: 1.9566, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.5881, loss/aux0: 1.5881 2020-10-20 12:40:08,417 - mmaction - INFO - Epoch [158][300/396] lr: 9.774e-02, eta: 19:20:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7646, loss_cls: 1.9591, loss: 1.9591, grad_norm: 1.9183, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.5994, loss/aux0: 1.5994 2020-10-20 12:40:09,344 - mmaction - INFO - Epoch [158][300/396] lr: 9.774e-02, eta: 19:20:20, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7646, loss_cls: 1.9591, loss: 1.9591, grad_norm: 1.9191, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5907, loss/aux0: 1.5907 2020-10-20 12:40:45,598 - mmaction - INFO - Epoch [158][320/396] lr: 9.774e-02, eta: 19:19:33, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7622, loss_cls: 1.9453, loss: 1.9453, grad_norm: 1.9262, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5798, loss/aux0: 1.5798 2020-10-20 12:40:46,518 - mmaction - INFO - Epoch [158][320/396] lr: 9.774e-02, eta: 19:19:45, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7622, loss_cls: 1.9453, loss: 1.9453, grad_norm: 1.9238, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5707, loss/aux0: 1.5707 2020-10-20 12:41:22,966 - mmaction - INFO - Epoch [158][340/396] lr: 9.774e-02, eta: 19:18:58, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7656, loss_cls: 1.9626, loss: 1.9626, grad_norm: 1.9048, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5479, loss/aux0: 1.5479 2020-10-20 12:41:23,884 - mmaction - INFO - Epoch [158][340/396] lr: 9.774e-02, eta: 19:19:10, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7656, loss_cls: 1.9626, loss: 1.9626, grad_norm: 1.9039, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5421, loss/aux0: 1.5421 2020-10-20 12:42:00,091 - mmaction - INFO - Epoch [158][360/396] lr: 9.774e-02, eta: 19:18:23, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7495, loss_cls: 2.0445, loss: 2.0445, grad_norm: 1.9199, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5671, loss/aux0: 1.5671 2020-10-20 12:42:01,025 - mmaction - INFO - Epoch [158][360/396] lr: 9.774e-02, eta: 19:18:35, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7495, loss_cls: 2.0445, loss: 2.0445, grad_norm: 1.9305, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5717, loss/aux0: 1.5717 2020-10-20 12:42:37,436 - mmaction - INFO - Epoch [158][380/396] lr: 9.774e-02, eta: 19:17:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7612, loss_cls: 2.0141, loss: 2.0141, grad_norm: 1.9548, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6075, loss/aux0: 1.6075 2020-10-20 12:42:38,349 - mmaction - INFO - Epoch [158][380/396] lr: 9.774e-02, eta: 19:18:00, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7612, loss_cls: 2.0141, loss: 2.0141, grad_norm: 1.9422, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6074, loss/aux0: 1.6074 2020-10-20 12:47:31,523 - mmaction - INFO - Epoch [159][20/396] lr: 9.602e-02, eta: 19:16:27, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7802, loss_cls: 1.8773, loss: 1.8773, grad_norm: 1.9293, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8421, loss_cls/aux0: 1.5136, loss/aux0: 1.5136 2020-10-20 12:47:32,483 - mmaction - INFO - Epoch [159][20/396] lr: 9.602e-02, eta: 19:16:39, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7802, loss_cls: 1.8773, loss: 1.8773, grad_norm: 1.9267, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5113, loss/aux0: 1.5113 2020-10-20 12:48:08,619 - mmaction - INFO - Epoch [159][40/396] lr: 9.602e-02, eta: 19:15:53, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7714, loss_cls: 1.9596, loss: 1.9596, grad_norm: 1.9417, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6664, loss/aux0: 1.6664 2020-10-20 12:48:09,545 - mmaction - INFO - Epoch [159][40/396] lr: 9.602e-02, eta: 19:16:04, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7714, loss_cls: 1.9596, loss: 1.9596, grad_norm: 1.9527, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.6784, loss/aux0: 1.6784 2020-10-20 12:48:45,802 - mmaction - INFO - Epoch [159][60/396] lr: 9.602e-02, eta: 19:15:18, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7794, loss_cls: 1.8979, loss: 1.8979, grad_norm: 1.9088, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6113, loss/aux0: 1.6113 2020-10-20 12:48:46,745 - mmaction - INFO - Epoch [159][60/396] lr: 9.602e-02, eta: 19:15:29, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7794, loss_cls: 1.8979, loss: 1.8979, grad_norm: 1.9016, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6012, loss/aux0: 1.6012 2020-10-20 12:49:23,090 - mmaction - INFO - Epoch [159][80/396] lr: 9.602e-02, eta: 19:14:43, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7719, loss_cls: 1.9179, loss: 1.9179, grad_norm: 1.9130, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5536, loss/aux0: 1.5536 2020-10-20 12:49:24,048 - mmaction - INFO - Epoch [159][80/396] lr: 9.602e-02, eta: 19:14:54, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7719, loss_cls: 1.9179, loss: 1.9179, grad_norm: 1.9187, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5483, loss/aux0: 1.5483 2020-10-20 12:50:00,381 - mmaction - INFO - Epoch [159][100/396] lr: 9.602e-02, eta: 19:14:08, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7708, loss_cls: 1.9189, loss: 1.9189, grad_norm: 1.9213, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5391, loss/aux0: 1.5391 2020-10-20 12:50:01,307 - mmaction - INFO - Epoch [159][100/396] lr: 9.602e-02, eta: 19:14:19, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7708, loss_cls: 1.9189, loss: 1.9189, grad_norm: 1.9294, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5487, loss/aux0: 1.5487 2020-10-20 12:50:37,667 - mmaction - INFO - Epoch [159][120/396] lr: 9.602e-02, eta: 19:13:33, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7672, loss_cls: 1.9590, loss: 1.9590, grad_norm: 1.9292, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5910, loss/aux0: 1.5910 2020-10-20 12:50:38,585 - mmaction - INFO - Epoch [159][120/396] lr: 9.602e-02, eta: 19:13:44, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7672, loss_cls: 1.9590, loss: 1.9590, grad_norm: 1.9346, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5997, loss/aux0: 1.5997 2020-10-20 12:51:15,072 - mmaction - INFO - Epoch [159][140/396] lr: 9.602e-02, eta: 19:12:58, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7724, loss_cls: 1.9198, loss: 1.9198, grad_norm: 1.9368, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.5934, loss/aux0: 1.5934 2020-10-20 12:51:16,043 - mmaction - INFO - Epoch [159][140/396] lr: 9.602e-02, eta: 19:13:10, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7724, loss_cls: 1.9198, loss: 1.9198, grad_norm: 1.9345, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.5737, loss/aux0: 1.5737 2020-10-20 12:51:52,401 - mmaction - INFO - Epoch [159][160/396] lr: 9.602e-02, eta: 19:12:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7677, loss_cls: 1.8950, loss: 1.8950, grad_norm: 1.9305, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5697, loss/aux0: 1.5697 2020-10-20 12:51:53,359 - mmaction - INFO - Epoch [159][160/396] lr: 9.602e-02, eta: 19:12:35, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7677, loss_cls: 1.8950, loss: 1.8950, grad_norm: 1.9300, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5811, loss/aux0: 1.5811 2020-10-20 12:52:29,648 - mmaction - INFO - Epoch [159][180/396] lr: 9.602e-02, eta: 19:11:48, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.5367, top5_acc: 0.7771, loss_cls: 1.9131, loss: 1.9131, grad_norm: 1.9687, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5714, loss/aux0: 1.5714 2020-10-20 12:52:30,605 - mmaction - INFO - Epoch [159][180/396] lr: 9.602e-02, eta: 19:12:00, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.5367, top5_acc: 0.7771, loss_cls: 1.9131, loss: 1.9131, grad_norm: 1.9661, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.5793, loss/aux0: 1.5793 2020-10-20 12:53:06,995 - mmaction - INFO - Epoch [159][200/396] lr: 9.602e-02, eta: 19:11:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7737, loss_cls: 1.9288, loss: 1.9288, grad_norm: 1.9496, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.5961, loss/aux0: 1.5961 2020-10-20 12:53:07,935 - mmaction - INFO - Epoch [159][200/396] lr: 9.602e-02, eta: 19:11:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7737, loss_cls: 1.9288, loss: 1.9288, grad_norm: 1.9444, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5820, loss/aux0: 1.5820 2020-10-20 12:53:44,207 - mmaction - INFO - Epoch [159][220/396] lr: 9.602e-02, eta: 19:10:39, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7641, loss_cls: 1.9437, loss: 1.9437, grad_norm: 1.9283, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6088, loss/aux0: 1.6088 2020-10-20 12:53:45,146 - mmaction - INFO - Epoch [159][220/396] lr: 9.602e-02, eta: 19:10:50, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7641, loss_cls: 1.9437, loss: 1.9437, grad_norm: 1.9346, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6125, loss/aux0: 1.6125 2020-10-20 12:54:21,551 - mmaction - INFO - Epoch [159][240/396] lr: 9.602e-02, eta: 19:10:04, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7706, loss_cls: 1.9259, loss: 1.9259, grad_norm: 1.9507, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6376, loss/aux0: 1.6376 2020-10-20 12:54:22,484 - mmaction - INFO - Epoch [159][240/396] lr: 9.602e-02, eta: 19:10:15, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7706, loss_cls: 1.9259, loss: 1.9259, grad_norm: 1.9441, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6216, loss/aux0: 1.6216 2020-10-20 12:54:58,954 - mmaction - INFO - Epoch [159][260/396] lr: 9.602e-02, eta: 19:09:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7573, loss_cls: 1.9698, loss: 1.9698, grad_norm: 1.9122, top1_acc/aux0: 0.6154, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5710, loss/aux0: 1.5710 2020-10-20 12:54:59,885 - mmaction - INFO - Epoch [159][260/396] lr: 9.602e-02, eta: 19:09:41, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7573, loss_cls: 1.9698, loss: 1.9698, grad_norm: 1.9150, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5871, loss/aux0: 1.5871 2020-10-20 12:55:36,368 - mmaction - INFO - Epoch [159][280/396] lr: 9.602e-02, eta: 19:08:54, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7716, loss_cls: 1.9421, loss: 1.9421, grad_norm: 1.9417, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5249, loss/aux0: 1.5249 2020-10-20 12:55:37,317 - mmaction - INFO - Epoch [159][280/396] lr: 9.602e-02, eta: 19:09:06, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7716, loss_cls: 1.9421, loss: 1.9421, grad_norm: 1.9353, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5216, loss/aux0: 1.5216 2020-10-20 12:56:13,532 - mmaction - INFO - Epoch [159][300/396] lr: 9.602e-02, eta: 19:08:19, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7661, loss_cls: 1.9510, loss: 1.9510, grad_norm: 1.8951, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5659, loss/aux0: 1.5659 2020-10-20 12:56:14,468 - mmaction - INFO - Epoch [159][300/396] lr: 9.602e-02, eta: 19:08:31, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7661, loss_cls: 1.9510, loss: 1.9510, grad_norm: 1.8907, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5672, loss/aux0: 1.5672 2020-10-20 12:56:51,025 - mmaction - INFO - Epoch [159][320/396] lr: 9.602e-02, eta: 19:07:45, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7594, loss_cls: 1.9930, loss: 1.9930, grad_norm: 1.9441, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5504, loss/aux0: 1.5504 2020-10-20 12:56:51,981 - mmaction - INFO - Epoch [159][320/396] lr: 9.602e-02, eta: 19:07:56, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7594, loss_cls: 1.9930, loss: 1.9930, grad_norm: 1.9356, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5401, loss/aux0: 1.5401 2020-10-20 12:57:28,539 - mmaction - INFO - Epoch [159][340/396] lr: 9.602e-02, eta: 19:07:10, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5201, top5_acc: 0.7591, loss_cls: 1.9924, loss: 1.9924, grad_norm: 1.9316, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5651, loss/aux0: 1.5651 2020-10-20 12:57:29,527 - mmaction - INFO - Epoch [159][340/396] lr: 9.602e-02, eta: 19:07:21, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5201, top5_acc: 0.7591, loss_cls: 1.9924, loss: 1.9924, grad_norm: 1.9265, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5735, loss/aux0: 1.5735 2020-10-20 12:58:05,732 - mmaction - INFO - Epoch [159][360/396] lr: 9.602e-02, eta: 19:06:35, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7607, loss_cls: 1.9498, loss: 1.9498, grad_norm: 1.8713, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5479, loss/aux0: 1.5479 2020-10-20 12:58:06,700 - mmaction - INFO - Epoch [159][360/396] lr: 9.602e-02, eta: 19:06:46, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7607, loss_cls: 1.9498, loss: 1.9498, grad_norm: 1.8587, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5485, loss/aux0: 1.5485 2020-10-20 12:58:42,970 - mmaction - INFO - Epoch [159][380/396] lr: 9.602e-02, eta: 19:06:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7646, loss_cls: 1.9724, loss: 1.9724, grad_norm: 1.9732, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5600, loss/aux0: 1.5600 2020-10-20 12:58:43,891 - mmaction - INFO - Epoch [159][380/396] lr: 9.602e-02, eta: 19:06:12, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7646, loss_cls: 1.9724, loss: 1.9724, grad_norm: 1.9659, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5645, loss/aux0: 1.5645 2020-10-20 13:04:14,554 - mmaction - INFO - Epoch [160][20/396] lr: 9.430e-02, eta: 19:04:39, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7862, loss_cls: 1.9081, loss: 1.9081, grad_norm: 1.9317, top1_acc/aux0: 0.6006, top5_acc/aux0: 0.8287, loss_cls/aux0: 1.5782, loss/aux0: 1.5782 2020-10-20 13:04:15,493 - mmaction - INFO - Epoch [160][20/396] lr: 9.430e-02, eta: 19:04:50, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7862, loss_cls: 1.9081, loss: 1.9081, grad_norm: 1.9337, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.5953, loss/aux0: 1.5953 2020-10-20 13:04:51,723 - mmaction - INFO - Epoch [160][40/396] lr: 9.430e-02, eta: 19:04:04, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5198, top5_acc: 0.7664, loss_cls: 1.9571, loss: 1.9571, grad_norm: 1.9551, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5711, loss/aux0: 1.5711 2020-10-20 13:04:52,675 - mmaction - INFO - Epoch [160][40/396] lr: 9.430e-02, eta: 19:04:15, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5198, top5_acc: 0.7664, loss_cls: 1.9571, loss: 1.9571, grad_norm: 1.9508, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5570, loss/aux0: 1.5570 2020-10-20 13:05:29,164 - mmaction - INFO - Epoch [160][60/396] lr: 9.430e-02, eta: 19:03:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7779, loss_cls: 1.8868, loss: 1.8868, grad_norm: 1.9361, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5690, loss/aux0: 1.5690 2020-10-20 13:05:30,100 - mmaction - INFO - Epoch [160][60/396] lr: 9.430e-02, eta: 19:03:41, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7779, loss_cls: 1.8868, loss: 1.8868, grad_norm: 1.9337, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5623, loss/aux0: 1.5623 2020-10-20 13:06:06,567 - mmaction - INFO - Epoch [160][80/396] lr: 9.430e-02, eta: 19:02:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7682, loss_cls: 1.9363, loss: 1.9363, grad_norm: 1.9196, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5275, loss/aux0: 1.5275 2020-10-20 13:06:07,524 - mmaction - INFO - Epoch [160][80/396] lr: 9.430e-02, eta: 19:03:06, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7682, loss_cls: 1.9363, loss: 1.9363, grad_norm: 1.9222, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5310, loss/aux0: 1.5310 2020-10-20 13:06:43,908 - mmaction - INFO - Epoch [160][100/396] lr: 9.430e-02, eta: 19:02:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7792, loss_cls: 1.8666, loss: 1.8666, grad_norm: 1.9791, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5481, loss/aux0: 1.5481 2020-10-20 13:06:44,829 - mmaction - INFO - Epoch [160][100/396] lr: 9.430e-02, eta: 19:02:31, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7792, loss_cls: 1.8666, loss: 1.8666, grad_norm: 1.9872, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5489, loss/aux0: 1.5489 2020-10-20 13:07:21,025 - mmaction - INFO - Epoch [160][120/396] lr: 9.430e-02, eta: 19:01:45, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7747, loss_cls: 1.9316, loss: 1.9316, grad_norm: 1.9870, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5446, loss/aux0: 1.5446 2020-10-20 13:07:21,959 - mmaction - INFO - Epoch [160][120/396] lr: 9.430e-02, eta: 19:01:56, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7747, loss_cls: 1.9316, loss: 1.9316, grad_norm: 1.9867, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5472, loss/aux0: 1.5472 2020-10-20 13:07:58,242 - mmaction - INFO - Epoch [160][140/396] lr: 9.430e-02, eta: 19:01:10, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5268, top5_acc: 0.7703, loss_cls: 1.9450, loss: 1.9450, grad_norm: 1.9225, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5637, loss/aux0: 1.5637 2020-10-20 13:07:59,187 - mmaction - INFO - Epoch [160][140/396] lr: 9.430e-02, eta: 19:01:21, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5268, top5_acc: 0.7703, loss_cls: 1.9450, loss: 1.9450, grad_norm: 1.9064, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5543, loss/aux0: 1.5543 2020-10-20 13:08:35,546 - mmaction - INFO - Epoch [160][160/396] lr: 9.430e-02, eta: 19:00:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7685, loss_cls: 1.9588, loss: 1.9588, grad_norm: 1.9254, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.5914, loss/aux0: 1.5914 2020-10-20 13:08:36,479 - mmaction - INFO - Epoch [160][160/396] lr: 9.430e-02, eta: 19:00:46, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7685, loss_cls: 1.9588, loss: 1.9588, grad_norm: 1.9181, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6029, loss/aux0: 1.6029 2020-10-20 13:09:12,751 - mmaction - INFO - Epoch [160][180/396] lr: 9.430e-02, eta: 19:00:00, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7779, loss_cls: 1.8955, loss: 1.8955, grad_norm: 1.9478, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5706, loss/aux0: 1.5706 2020-10-20 13:09:13,678 - mmaction - INFO - Epoch [160][180/396] lr: 9.430e-02, eta: 19:00:11, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7779, loss_cls: 1.8955, loss: 1.8955, grad_norm: 1.9542, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5573, loss/aux0: 1.5573 2020-10-20 13:09:49,905 - mmaction - INFO - Epoch [160][200/396] lr: 9.430e-02, eta: 18:59:25, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7716, loss_cls: 1.9447, loss: 1.9447, grad_norm: 1.9335, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5645, loss/aux0: 1.5645 2020-10-20 13:09:50,842 - mmaction - INFO - Epoch [160][200/396] lr: 9.430e-02, eta: 18:59:37, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7716, loss_cls: 1.9447, loss: 1.9447, grad_norm: 1.9355, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.5819, loss/aux0: 1.5819 2020-10-20 13:10:27,118 - mmaction - INFO - Epoch [160][220/396] lr: 9.430e-02, eta: 18:58:50, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5281, top5_acc: 0.7682, loss_cls: 1.9241, loss: 1.9241, grad_norm: 1.9847, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5801, loss/aux0: 1.5801 2020-10-20 13:10:28,056 - mmaction - INFO - Epoch [160][220/396] lr: 9.430e-02, eta: 18:59:02, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5281, top5_acc: 0.7682, loss_cls: 1.9241, loss: 1.9241, grad_norm: 1.9884, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5742, loss/aux0: 1.5742 2020-10-20 13:11:04,268 - mmaction - INFO - Epoch [160][240/396] lr: 9.430e-02, eta: 18:58:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7555, loss_cls: 1.9964, loss: 1.9964, grad_norm: 1.9459, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5693, loss/aux0: 1.5693 2020-10-20 13:11:05,225 - mmaction - INFO - Epoch [160][240/396] lr: 9.430e-02, eta: 18:58:27, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7555, loss_cls: 1.9964, loss: 1.9964, grad_norm: 1.9544, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5741, loss/aux0: 1.5741 2020-10-20 13:11:41,865 - mmaction - INFO - Epoch [160][260/396] lr: 9.430e-02, eta: 18:57:41, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5206, top5_acc: 0.7698, loss_cls: 1.9529, loss: 1.9529, grad_norm: 1.9739, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5875, loss/aux0: 1.5875 2020-10-20 13:11:42,796 - mmaction - INFO - Epoch [160][260/396] lr: 9.430e-02, eta: 18:57:52, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5206, top5_acc: 0.7698, loss_cls: 1.9529, loss: 1.9529, grad_norm: 1.9642, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5786, loss/aux0: 1.5786 2020-10-20 13:12:18,946 - mmaction - INFO - Epoch [160][280/396] lr: 9.430e-02, eta: 18:57:06, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7729, loss_cls: 1.9607, loss: 1.9607, grad_norm: 1.9375, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.5537, loss/aux0: 1.5537 2020-10-20 13:12:19,900 - mmaction - INFO - Epoch [160][280/396] lr: 9.430e-02, eta: 18:57:17, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7729, loss_cls: 1.9607, loss: 1.9607, grad_norm: 1.9342, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5524, loss/aux0: 1.5524 2020-10-20 13:12:56,197 - mmaction - INFO - Epoch [160][300/396] lr: 9.430e-02, eta: 18:56:31, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7711, loss_cls: 1.9736, loss: 1.9736, grad_norm: 2.0143, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5102, loss/aux0: 1.5102 2020-10-20 13:12:57,113 - mmaction - INFO - Epoch [160][300/396] lr: 9.430e-02, eta: 18:56:42, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7711, loss_cls: 1.9736, loss: 1.9736, grad_norm: 2.0148, top1_acc/aux0: 0.6156, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5211, loss/aux0: 1.5211 2020-10-20 13:13:33,676 - mmaction - INFO - Epoch [160][320/396] lr: 9.430e-02, eta: 18:55:56, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7602, loss_cls: 1.9704, loss: 1.9704, grad_norm: 1.9247, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5568, loss/aux0: 1.5568 2020-10-20 13:13:34,616 - mmaction - INFO - Epoch [160][320/396] lr: 9.430e-02, eta: 18:56:07, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7602, loss_cls: 1.9704, loss: 1.9704, grad_norm: 1.9316, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5406, loss/aux0: 1.5406 2020-10-20 13:14:10,779 - mmaction - INFO - Epoch [160][340/396] lr: 9.430e-02, eta: 18:55:21, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7521, loss_cls: 2.0165, loss: 2.0165, grad_norm: 1.9618, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5417, loss/aux0: 1.5417 2020-10-20 13:14:11,738 - mmaction - INFO - Epoch [160][340/396] lr: 9.430e-02, eta: 18:55:32, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7521, loss_cls: 2.0165, loss: 2.0165, grad_norm: 1.9615, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5408, loss/aux0: 1.5408 2020-10-20 13:14:48,178 - mmaction - INFO - Epoch [160][360/396] lr: 9.430e-02, eta: 18:54:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7727, loss_cls: 1.9603, loss: 1.9603, grad_norm: 1.9429, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5203, loss/aux0: 1.5203 2020-10-20 13:14:49,104 - mmaction - INFO - Epoch [160][360/396] lr: 9.430e-02, eta: 18:54:58, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7727, loss_cls: 1.9603, loss: 1.9603, grad_norm: 1.9465, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5242, loss/aux0: 1.5242 2020-10-20 13:15:25,434 - mmaction - INFO - Epoch [160][380/396] lr: 9.430e-02, eta: 18:54:12, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7656, loss_cls: 1.9416, loss: 1.9416, grad_norm: 1.9534, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5581, loss/aux0: 1.5581 2020-10-20 13:15:26,364 - mmaction - INFO - Epoch [160][380/396] lr: 9.430e-02, eta: 18:54:23, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7656, loss_cls: 1.9416, loss: 1.9416, grad_norm: 1.9431, top1_acc/aux0: 0.6065, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5540, loss/aux0: 1.5540 2020-10-20 13:15:58,953 - mmaction - INFO - Saving checkpoint at 160 epochs 2020-10-20 13:17:49,924 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 13:17:50,069 - mmaction - INFO - top1_acc 0.6304 top5_acc 0.8619 2020-10-20 13:17:50,069 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 13:17:50,123 - mmaction - INFO - mean_acc 0.6300 2020-10-20 13:17:50,123 - mmaction - INFO - Now best checkpoint is epoch_160.pth 2020-10-20 13:17:50,128 - mmaction - INFO - Epoch(val) [160][396] top1_acc: 0.6304, top5_acc: 0.8619, mean_class_accuracy: 0.6300 2020-10-20 13:21:54,086 - mmaction - INFO - Epoch [161][20/396] lr: 9.260e-02, eta: 18:52:51, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.5315, top5_acc: 0.7685, loss_cls: 1.9499, loss: 1.9499, grad_norm: 1.9774, top1_acc/aux0: 0.6080, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.5647, loss/aux0: 1.5647 2020-10-20 13:21:55,016 - mmaction - INFO - Epoch [161][20/396] lr: 9.260e-02, eta: 18:53:02, time: 0.918, data_time: 0.002, memory: 8466, top1_acc: 0.5315, top5_acc: 0.7685, loss_cls: 1.9499, loss: 1.9499, grad_norm: 1.9939, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.5690, loss/aux0: 1.5690 2020-10-20 13:22:31,160 - mmaction - INFO - Epoch [161][40/396] lr: 9.260e-02, eta: 18:52:16, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5367, top5_acc: 0.7747, loss_cls: 1.8862, loss: 1.8862, grad_norm: 1.9136, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6149, loss/aux0: 1.6149 2020-10-20 13:22:32,088 - mmaction - INFO - Epoch [161][40/396] lr: 9.260e-02, eta: 18:52:27, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5367, top5_acc: 0.7747, loss_cls: 1.8862, loss: 1.8862, grad_norm: 1.9001, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6092, loss/aux0: 1.6092 2020-10-20 13:23:08,324 - mmaction - INFO - Epoch [161][60/396] lr: 9.260e-02, eta: 18:51:41, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7753, loss_cls: 1.8947, loss: 1.8947, grad_norm: 1.9963, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5429, loss/aux0: 1.5429 2020-10-20 13:23:09,269 - mmaction - INFO - Epoch [161][60/396] lr: 9.260e-02, eta: 18:51:52, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7753, loss_cls: 1.8947, loss: 1.8947, grad_norm: 1.9887, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.5293, loss/aux0: 1.5293 2020-10-20 13:23:45,609 - mmaction - INFO - Epoch [161][80/396] lr: 9.260e-02, eta: 18:51:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7760, loss_cls: 1.8995, loss: 1.8995, grad_norm: 1.9586, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5273, loss/aux0: 1.5273 2020-10-20 13:23:46,564 - mmaction - INFO - Epoch [161][80/396] lr: 9.260e-02, eta: 18:51:17, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7760, loss_cls: 1.8995, loss: 1.8995, grad_norm: 1.9478, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5396, loss/aux0: 1.5396 2020-10-20 13:24:22,813 - mmaction - INFO - Epoch [161][100/396] lr: 9.260e-02, eta: 18:50:31, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7664, loss_cls: 1.9501, loss: 1.9501, grad_norm: 1.9700, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5688, loss/aux0: 1.5688 2020-10-20 13:24:23,749 - mmaction - INFO - Epoch [161][100/396] lr: 9.260e-02, eta: 18:50:42, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7664, loss_cls: 1.9501, loss: 1.9501, grad_norm: 1.9731, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5781, loss/aux0: 1.5781 2020-10-20 13:24:59,945 - mmaction - INFO - Epoch [161][120/396] lr: 9.260e-02, eta: 18:49:56, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7635, loss_cls: 1.9762, loss: 1.9762, grad_norm: 1.9569, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.5961, loss/aux0: 1.5961 2020-10-20 13:25:00,869 - mmaction - INFO - Epoch [161][120/396] lr: 9.260e-02, eta: 18:50:07, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7635, loss_cls: 1.9762, loss: 1.9762, grad_norm: 1.9621, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.5961, loss/aux0: 1.5961 2020-10-20 13:25:37,502 - mmaction - INFO - Epoch [161][140/396] lr: 9.260e-02, eta: 18:49:21, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7852, loss_cls: 1.9076, loss: 1.9076, grad_norm: 1.9627, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6120, loss/aux0: 1.6120 2020-10-20 13:25:38,441 - mmaction - INFO - Epoch [161][140/396] lr: 9.260e-02, eta: 18:49:32, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7852, loss_cls: 1.9076, loss: 1.9076, grad_norm: 1.9733, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6188, loss/aux0: 1.6188 2020-10-20 13:26:14,615 - mmaction - INFO - Epoch [161][160/396] lr: 9.260e-02, eta: 18:48:46, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5440, top5_acc: 0.7839, loss_cls: 1.8848, loss: 1.8848, grad_norm: 1.9336, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4905, loss/aux0: 1.4905 2020-10-20 13:26:15,546 - mmaction - INFO - Epoch [161][160/396] lr: 9.260e-02, eta: 18:48:57, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5440, top5_acc: 0.7839, loss_cls: 1.8848, loss: 1.8848, grad_norm: 1.9362, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4680, loss/aux0: 1.4680 2020-10-20 13:26:51,816 - mmaction - INFO - Epoch [161][180/396] lr: 9.260e-02, eta: 18:48:11, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7693, loss_cls: 1.9387, loss: 1.9387, grad_norm: 1.9561, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5446, loss/aux0: 1.5446 2020-10-20 13:26:52,753 - mmaction - INFO - Epoch [161][180/396] lr: 9.260e-02, eta: 18:48:22, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7693, loss_cls: 1.9387, loss: 1.9387, grad_norm: 1.9533, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5440, loss/aux0: 1.5440 2020-10-20 13:27:29,283 - mmaction - INFO - Epoch [161][200/396] lr: 9.260e-02, eta: 18:47:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7786, loss_cls: 1.8922, loss: 1.8922, grad_norm: 1.9677, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5401, loss/aux0: 1.5401 2020-10-20 13:27:30,209 - mmaction - INFO - Epoch [161][200/396] lr: 9.260e-02, eta: 18:47:47, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7786, loss_cls: 1.8922, loss: 1.8922, grad_norm: 1.9591, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5622, loss/aux0: 1.5622 2020-10-20 13:28:06,567 - mmaction - INFO - Epoch [161][220/396] lr: 9.260e-02, eta: 18:47:01, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5313, top5_acc: 0.7732, loss_cls: 1.9364, loss: 1.9364, grad_norm: 1.9707, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5544, loss/aux0: 1.5544 2020-10-20 13:28:07,502 - mmaction - INFO - Epoch [161][220/396] lr: 9.260e-02, eta: 18:47:12, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5313, top5_acc: 0.7732, loss_cls: 1.9364, loss: 1.9364, grad_norm: 1.9727, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5400, loss/aux0: 1.5400 2020-10-20 13:28:43,737 - mmaction - INFO - Epoch [161][240/396] lr: 9.260e-02, eta: 18:46:26, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7781, loss_cls: 1.9322, loss: 1.9322, grad_norm: 1.9399, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5726, loss/aux0: 1.5726 2020-10-20 13:28:44,688 - mmaction - INFO - Epoch [161][240/396] lr: 9.260e-02, eta: 18:46:38, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7781, loss_cls: 1.9322, loss: 1.9322, grad_norm: 1.9361, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.5609, loss/aux0: 1.5609 2020-10-20 13:29:20,961 - mmaction - INFO - Epoch [161][260/396] lr: 9.260e-02, eta: 18:45:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7706, loss_cls: 1.9228, loss: 1.9228, grad_norm: 1.9409, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5482, loss/aux0: 1.5482 2020-10-20 13:29:22,004 - mmaction - INFO - Epoch [161][260/396] lr: 9.260e-02, eta: 18:46:03, time: 0.941, data_time: 0.008, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7706, loss_cls: 1.9228, loss: 1.9228, grad_norm: 1.9232, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5533, loss/aux0: 1.5533 2020-10-20 13:29:58,394 - mmaction - INFO - Epoch [161][280/396] lr: 9.260e-02, eta: 18:45:17, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5242, top5_acc: 0.7643, loss_cls: 1.9520, loss: 1.9520, grad_norm: 1.9379, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.5570, loss/aux0: 1.5570 2020-10-20 13:29:59,335 - mmaction - INFO - Epoch [161][280/396] lr: 9.260e-02, eta: 18:45:28, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5242, top5_acc: 0.7643, loss_cls: 1.9520, loss: 1.9520, grad_norm: 1.9372, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5599, loss/aux0: 1.5599 2020-10-20 13:30:35,846 - mmaction - INFO - Epoch [161][300/396] lr: 9.260e-02, eta: 18:44:42, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7633, loss_cls: 1.9725, loss: 1.9725, grad_norm: 1.9736, top1_acc/aux0: 0.6154, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5109, loss/aux0: 1.5109 2020-10-20 13:30:36,797 - mmaction - INFO - Epoch [161][300/396] lr: 9.260e-02, eta: 18:44:53, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7633, loss_cls: 1.9725, loss: 1.9725, grad_norm: 1.9814, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5159, loss/aux0: 1.5159 2020-10-20 13:31:13,168 - mmaction - INFO - Epoch [161][320/396] lr: 9.260e-02, eta: 18:44:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7648, loss_cls: 1.9759, loss: 1.9759, grad_norm: 1.9558, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6268, loss/aux0: 1.6268 2020-10-20 13:31:14,094 - mmaction - INFO - Epoch [161][320/396] lr: 9.260e-02, eta: 18:44:18, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7648, loss_cls: 1.9759, loss: 1.9759, grad_norm: 1.9594, top1_acc/aux0: 0.5966, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6277, loss/aux0: 1.6277 2020-10-20 13:31:50,435 - mmaction - INFO - Epoch [161][340/396] lr: 9.260e-02, eta: 18:43:32, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7529, loss_cls: 1.9988, loss: 1.9988, grad_norm: 1.9212, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6041, loss/aux0: 1.6041 2020-10-20 13:31:51,380 - mmaction - INFO - Epoch [161][340/396] lr: 9.260e-02, eta: 18:43:43, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7529, loss_cls: 1.9988, loss: 1.9988, grad_norm: 1.9157, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6022, loss/aux0: 1.6022 2020-10-20 13:32:27,766 - mmaction - INFO - Epoch [161][360/396] lr: 9.260e-02, eta: 18:42:57, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7745, loss_cls: 1.9289, loss: 1.9289, grad_norm: 1.9007, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5372, loss/aux0: 1.5372 2020-10-20 13:32:28,712 - mmaction - INFO - Epoch [161][360/396] lr: 9.260e-02, eta: 18:43:08, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7745, loss_cls: 1.9289, loss: 1.9289, grad_norm: 1.8995, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5377, loss/aux0: 1.5377 2020-10-20 13:33:05,051 - mmaction - INFO - Epoch [161][380/396] lr: 9.260e-02, eta: 18:42:22, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5232, top5_acc: 0.7641, loss_cls: 1.9549, loss: 1.9549, grad_norm: 1.9864, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5472, loss/aux0: 1.5472 2020-10-20 13:33:05,970 - mmaction - INFO - Epoch [161][380/396] lr: 9.260e-02, eta: 18:42:33, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.5232, top5_acc: 0.7641, loss_cls: 1.9549, loss: 1.9549, grad_norm: 1.9792, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5434, loss/aux0: 1.5434 2020-10-20 13:37:26,534 - mmaction - INFO - Epoch [162][20/396] lr: 9.090e-02, eta: 18:41:02, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7815, loss_cls: 1.8564, loss: 1.8564, grad_norm: 1.9722, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8254, loss_cls/aux0: 1.5695, loss/aux0: 1.5695 2020-10-20 13:37:27,500 - mmaction - INFO - Epoch [162][20/396] lr: 9.090e-02, eta: 18:41:13, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7815, loss_cls: 1.8564, loss: 1.8564, grad_norm: 1.9610, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.5694, loss/aux0: 1.5694 2020-10-20 13:38:03,383 - mmaction - INFO - Epoch [162][40/396] lr: 9.090e-02, eta: 18:40:27, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7706, loss_cls: 1.9407, loss: 1.9407, grad_norm: 1.9600, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5342, loss/aux0: 1.5342 2020-10-20 13:38:04,312 - mmaction - INFO - Epoch [162][40/396] lr: 9.090e-02, eta: 18:40:38, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7706, loss_cls: 1.9407, loss: 1.9407, grad_norm: 1.9574, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5309, loss/aux0: 1.5309 2020-10-20 13:38:40,911 - mmaction - INFO - Epoch [162][60/396] lr: 9.090e-02, eta: 18:39:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7755, loss_cls: 1.9048, loss: 1.9048, grad_norm: 1.9426, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5495, loss/aux0: 1.5495 2020-10-20 13:38:41,846 - mmaction - INFO - Epoch [162][60/396] lr: 9.090e-02, eta: 18:40:03, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7755, loss_cls: 1.9048, loss: 1.9048, grad_norm: 1.9460, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5566, loss/aux0: 1.5566 2020-10-20 13:39:18,154 - mmaction - INFO - Epoch [162][80/396] lr: 9.090e-02, eta: 18:39:17, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7766, loss_cls: 1.9294, loss: 1.9294, grad_norm: 1.9892, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6149, loss/aux0: 1.6149 2020-10-20 13:39:19,097 - mmaction - INFO - Epoch [162][80/396] lr: 9.090e-02, eta: 18:39:28, time: 0.928, data_time: 0.005, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7766, loss_cls: 1.9294, loss: 1.9294, grad_norm: 1.9837, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6084, loss/aux0: 1.6084 2020-10-20 13:39:55,491 - mmaction - INFO - Epoch [162][100/396] lr: 9.090e-02, eta: 18:38:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7711, loss_cls: 1.9534, loss: 1.9534, grad_norm: 1.9697, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5704, loss/aux0: 1.5704 2020-10-20 13:39:56,448 - mmaction - INFO - Epoch [162][100/396] lr: 9.090e-02, eta: 18:38:53, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7711, loss_cls: 1.9534, loss: 1.9534, grad_norm: 1.9764, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5707, loss/aux0: 1.5707 2020-10-20 13:40:32,720 - mmaction - INFO - Epoch [162][120/396] lr: 9.090e-02, eta: 18:38:07, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7766, loss_cls: 1.9077, loss: 1.9077, grad_norm: 1.9477, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6011, loss/aux0: 1.6011 2020-10-20 13:40:33,657 - mmaction - INFO - Epoch [162][120/396] lr: 9.090e-02, eta: 18:38:18, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7766, loss_cls: 1.9077, loss: 1.9077, grad_norm: 1.9422, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6022, loss/aux0: 1.6022 2020-10-20 13:41:09,880 - mmaction - INFO - Epoch [162][140/396] lr: 9.090e-02, eta: 18:37:32, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7638, loss_cls: 1.9391, loss: 1.9391, grad_norm: 1.9263, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5431, loss/aux0: 1.5431 2020-10-20 13:41:10,810 - mmaction - INFO - Epoch [162][140/396] lr: 9.090e-02, eta: 18:37:43, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7638, loss_cls: 1.9391, loss: 1.9391, grad_norm: 1.9202, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5350, loss/aux0: 1.5350 2020-10-20 13:41:46,886 - mmaction - INFO - Epoch [162][160/396] lr: 9.090e-02, eta: 18:36:57, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7560, loss_cls: 1.9709, loss: 1.9709, grad_norm: 1.9460, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5769, loss/aux0: 1.5769 2020-10-20 13:41:47,828 - mmaction - INFO - Epoch [162][160/396] lr: 9.090e-02, eta: 18:37:08, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7560, loss_cls: 1.9709, loss: 1.9709, grad_norm: 1.9405, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5797, loss/aux0: 1.5797 2020-10-20 13:42:24,216 - mmaction - INFO - Epoch [162][180/396] lr: 9.090e-02, eta: 18:36:22, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5328, top5_acc: 0.7776, loss_cls: 1.9142, loss: 1.9142, grad_norm: 1.9238, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6612, loss/aux0: 1.6612 2020-10-20 13:42:25,146 - mmaction - INFO - Epoch [162][180/396] lr: 9.090e-02, eta: 18:36:33, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5328, top5_acc: 0.7776, loss_cls: 1.9142, loss: 1.9142, grad_norm: 1.9187, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6541, loss/aux0: 1.6541 2020-10-20 13:43:01,631 - mmaction - INFO - Epoch [162][200/396] lr: 9.090e-02, eta: 18:35:47, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7792, loss_cls: 1.9018, loss: 1.9018, grad_norm: 2.0019, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5737, loss/aux0: 1.5737 2020-10-20 13:43:02,563 - mmaction - INFO - Epoch [162][200/396] lr: 9.090e-02, eta: 18:35:58, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7792, loss_cls: 1.9018, loss: 1.9018, grad_norm: 1.9956, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5776, loss/aux0: 1.5776 2020-10-20 13:43:38,820 - mmaction - INFO - Epoch [162][220/396] lr: 9.090e-02, eta: 18:35:12, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7693, loss_cls: 1.9424, loss: 1.9424, grad_norm: 1.9532, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5384, loss/aux0: 1.5384 2020-10-20 13:43:39,783 - mmaction - INFO - Epoch [162][220/396] lr: 9.090e-02, eta: 18:35:23, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7693, loss_cls: 1.9424, loss: 1.9424, grad_norm: 1.9367, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5467, loss/aux0: 1.5467 2020-10-20 13:44:16,235 - mmaction - INFO - Epoch [162][240/396] lr: 9.090e-02, eta: 18:34:37, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7745, loss_cls: 1.9069, loss: 1.9069, grad_norm: 1.9947, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5820, loss/aux0: 1.5820 2020-10-20 13:44:17,154 - mmaction - INFO - Epoch [162][240/396] lr: 9.090e-02, eta: 18:34:48, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7745, loss_cls: 1.9069, loss: 1.9069, grad_norm: 1.9958, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5796, loss/aux0: 1.5796 2020-10-20 13:44:53,607 - mmaction - INFO - Epoch [162][260/396] lr: 9.090e-02, eta: 18:34:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5242, top5_acc: 0.7737, loss_cls: 1.9318, loss: 1.9318, grad_norm: 1.9835, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6082, loss/aux0: 1.6082 2020-10-20 13:44:54,549 - mmaction - INFO - Epoch [162][260/396] lr: 9.090e-02, eta: 18:34:14, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5242, top5_acc: 0.7737, loss_cls: 1.9318, loss: 1.9318, grad_norm: 1.9909, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6117, loss/aux0: 1.6117 2020-10-20 13:45:30,817 - mmaction - INFO - Epoch [162][280/396] lr: 9.090e-02, eta: 18:33:28, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7680, loss_cls: 1.8890, loss: 1.8890, grad_norm: 1.9779, top1_acc/aux0: 0.6187, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5425, loss/aux0: 1.5425 2020-10-20 13:45:31,781 - mmaction - INFO - Epoch [162][280/396] lr: 9.090e-02, eta: 18:33:39, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7680, loss_cls: 1.8890, loss: 1.8890, grad_norm: 1.9663, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5476, loss/aux0: 1.5476 2020-10-20 13:46:08,214 - mmaction - INFO - Epoch [162][300/396] lr: 9.090e-02, eta: 18:32:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7685, loss_cls: 1.9533, loss: 1.9533, grad_norm: 1.9347, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5461, loss/aux0: 1.5461 2020-10-20 13:46:09,156 - mmaction - INFO - Epoch [162][300/396] lr: 9.090e-02, eta: 18:33:04, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7685, loss_cls: 1.9533, loss: 1.9533, grad_norm: 1.9266, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5338, loss/aux0: 1.5338 2020-10-20 13:46:45,530 - mmaction - INFO - Epoch [162][320/396] lr: 9.090e-02, eta: 18:32:18, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7643, loss_cls: 1.9515, loss: 1.9515, grad_norm: 1.9535, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5364, loss/aux0: 1.5364 2020-10-20 13:46:46,465 - mmaction - INFO - Epoch [162][320/396] lr: 9.090e-02, eta: 18:32:29, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7643, loss_cls: 1.9515, loss: 1.9515, grad_norm: 1.9452, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5336, loss/aux0: 1.5336 2020-10-20 13:47:22,731 - mmaction - INFO - Epoch [162][340/396] lr: 9.090e-02, eta: 18:31:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7734, loss_cls: 1.9271, loss: 1.9271, grad_norm: 1.9998, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5341, loss/aux0: 1.5341 2020-10-20 13:47:23,673 - mmaction - INFO - Epoch [162][340/396] lr: 9.090e-02, eta: 18:31:54, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7734, loss_cls: 1.9271, loss: 1.9271, grad_norm: 1.9833, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5296, loss/aux0: 1.5296 2020-10-20 13:47:59,931 - mmaction - INFO - Epoch [162][360/396] lr: 9.090e-02, eta: 18:31:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7591, loss_cls: 1.9813, loss: 1.9813, grad_norm: 1.9784, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.5021, loss/aux0: 1.5021 2020-10-20 13:48:00,878 - mmaction - INFO - Epoch [162][360/396] lr: 9.090e-02, eta: 18:31:19, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7591, loss_cls: 1.9813, loss: 1.9813, grad_norm: 1.9818, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5161, loss/aux0: 1.5161 2020-10-20 13:48:37,244 - mmaction - INFO - Epoch [162][380/396] lr: 9.090e-02, eta: 18:30:33, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7667, loss_cls: 1.9221, loss: 1.9221, grad_norm: 1.9490, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5427, loss/aux0: 1.5427 2020-10-20 13:48:38,207 - mmaction - INFO - Epoch [162][380/396] lr: 9.090e-02, eta: 18:30:44, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7667, loss_cls: 1.9221, loss: 1.9221, grad_norm: 1.9617, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5463, loss/aux0: 1.5463 2020-10-20 13:53:17,925 - mmaction - INFO - Epoch [163][20/396] lr: 8.921e-02, eta: 18:29:13, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7807, loss_cls: 1.8683, loss: 1.8683, grad_norm: 1.9205, top1_acc/aux0: 0.6209, top5_acc/aux0: 0.8462, loss_cls/aux0: 1.5095, loss/aux0: 1.5095 2020-10-20 13:53:18,899 - mmaction - INFO - Epoch [163][20/396] lr: 8.921e-02, eta: 18:29:24, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7807, loss_cls: 1.8683, loss: 1.8683, grad_norm: 1.9273, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.5074, loss/aux0: 1.5074 2020-10-20 13:53:54,969 - mmaction - INFO - Epoch [163][40/396] lr: 8.921e-02, eta: 18:28:38, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5367, top5_acc: 0.7732, loss_cls: 1.9077, loss: 1.9077, grad_norm: 1.9768, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5250, loss/aux0: 1.5250 2020-10-20 13:53:55,898 - mmaction - INFO - Epoch [163][40/396] lr: 8.921e-02, eta: 18:28:49, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5367, top5_acc: 0.7732, loss_cls: 1.9077, loss: 1.9077, grad_norm: 1.9651, top1_acc/aux0: 0.6154, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5235, loss/aux0: 1.5235 2020-10-20 13:54:32,118 - mmaction - INFO - Epoch [163][60/396] lr: 8.921e-02, eta: 18:28:03, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5383, top5_acc: 0.7794, loss_cls: 1.8903, loss: 1.8903, grad_norm: 1.9920, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5912, loss/aux0: 1.5912 2020-10-20 13:54:33,050 - mmaction - INFO - Epoch [163][60/396] lr: 8.921e-02, eta: 18:28:14, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5383, top5_acc: 0.7794, loss_cls: 1.8903, loss: 1.8903, grad_norm: 1.9880, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5910, loss/aux0: 1.5910 2020-10-20 13:55:09,194 - mmaction - INFO - Epoch [163][80/396] lr: 8.921e-02, eta: 18:27:28, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7776, loss_cls: 1.9110, loss: 1.9110, grad_norm: 1.9544, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5312, loss/aux0: 1.5312 2020-10-20 13:55:10,177 - mmaction - INFO - Epoch [163][80/396] lr: 8.921e-02, eta: 18:27:39, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7776, loss_cls: 1.9110, loss: 1.9110, grad_norm: 1.9510, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5440, loss/aux0: 1.5440 2020-10-20 13:55:46,641 - mmaction - INFO - Epoch [163][100/396] lr: 8.921e-02, eta: 18:26:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7685, loss_cls: 1.9296, loss: 1.9296, grad_norm: 1.9392, top1_acc/aux0: 0.6065, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.5930, loss/aux0: 1.5930 2020-10-20 13:55:47,561 - mmaction - INFO - Epoch [163][100/396] lr: 8.921e-02, eta: 18:27:04, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7685, loss_cls: 1.9296, loss: 1.9296, grad_norm: 1.9543, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.5890, loss/aux0: 1.5890 2020-10-20 13:56:23,796 - mmaction - INFO - Epoch [163][120/396] lr: 8.921e-02, eta: 18:26:18, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7776, loss_cls: 1.8625, loss: 1.8625, grad_norm: 1.9780, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5793, loss/aux0: 1.5793 2020-10-20 13:56:24,724 - mmaction - INFO - Epoch [163][120/396] lr: 8.921e-02, eta: 18:26:29, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7776, loss_cls: 1.8625, loss: 1.8625, grad_norm: 1.9690, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5668, loss/aux0: 1.5668 2020-10-20 13:57:00,989 - mmaction - INFO - Epoch [163][140/396] lr: 8.921e-02, eta: 18:25:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7724, loss_cls: 1.9022, loss: 1.9022, grad_norm: 1.9625, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5251, loss/aux0: 1.5251 2020-10-20 13:57:01,919 - mmaction - INFO - Epoch [163][140/396] lr: 8.921e-02, eta: 18:25:54, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7724, loss_cls: 1.9022, loss: 1.9022, grad_norm: 1.9419, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5419, loss/aux0: 1.5419 2020-10-20 13:57:38,333 - mmaction - INFO - Epoch [163][160/396] lr: 8.921e-02, eta: 18:25:08, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5357, top5_acc: 0.7828, loss_cls: 1.8774, loss: 1.8774, grad_norm: 1.9386, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5227, loss/aux0: 1.5227 2020-10-20 13:57:39,255 - mmaction - INFO - Epoch [163][160/396] lr: 8.921e-02, eta: 18:25:19, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5357, top5_acc: 0.7828, loss_cls: 1.8774, loss: 1.8774, grad_norm: 1.9460, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5266, loss/aux0: 1.5266 2020-10-20 13:58:15,563 - mmaction - INFO - Epoch [163][180/396] lr: 8.921e-02, eta: 18:24:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7711, loss_cls: 1.9495, loss: 1.9495, grad_norm: 1.9574, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5181, loss/aux0: 1.5181 2020-10-20 13:58:16,513 - mmaction - INFO - Epoch [163][180/396] lr: 8.921e-02, eta: 18:24:44, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7711, loss_cls: 1.9495, loss: 1.9495, grad_norm: 1.9544, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5066, loss/aux0: 1.5066 2020-10-20 13:58:52,680 - mmaction - INFO - Epoch [163][200/396] lr: 8.921e-02, eta: 18:23:58, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5112, top5_acc: 0.7706, loss_cls: 1.9417, loss: 1.9417, grad_norm: 2.0323, top1_acc/aux0: 0.6154, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5467, loss/aux0: 1.5467 2020-10-20 13:58:53,607 - mmaction - INFO - Epoch [163][200/396] lr: 8.921e-02, eta: 18:24:09, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5112, top5_acc: 0.7706, loss_cls: 1.9417, loss: 1.9417, grad_norm: 2.0310, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5474, loss/aux0: 1.5474 2020-10-20 13:59:30,000 - mmaction - INFO - Epoch [163][220/396] lr: 8.921e-02, eta: 18:23:23, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5336, top5_acc: 0.7768, loss_cls: 1.8962, loss: 1.8962, grad_norm: 1.9839, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4898, loss/aux0: 1.4898 2020-10-20 13:59:30,936 - mmaction - INFO - Epoch [163][220/396] lr: 8.921e-02, eta: 18:23:34, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5336, top5_acc: 0.7768, loss_cls: 1.8962, loss: 1.8962, grad_norm: 1.9896, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4799, loss/aux0: 1.4799 2020-10-20 14:00:07,122 - mmaction - INFO - Epoch [163][240/396] lr: 8.921e-02, eta: 18:22:48, time: 0.926, data_time: 0.001, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7826, loss_cls: 1.8618, loss: 1.8618, grad_norm: 1.9431, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5151, loss/aux0: 1.5151 2020-10-20 14:00:08,063 - mmaction - INFO - Epoch [163][240/396] lr: 8.921e-02, eta: 18:22:59, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7826, loss_cls: 1.8618, loss: 1.8618, grad_norm: 1.9364, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5237, loss/aux0: 1.5237 2020-10-20 14:00:44,362 - mmaction - INFO - Epoch [163][260/396] lr: 8.921e-02, eta: 18:22:13, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7698, loss_cls: 1.9397, loss: 1.9397, grad_norm: 1.9899, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5333, loss/aux0: 1.5333 2020-10-20 14:00:45,294 - mmaction - INFO - Epoch [163][260/396] lr: 8.921e-02, eta: 18:22:24, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7698, loss_cls: 1.9397, loss: 1.9397, grad_norm: 1.9966, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5379, loss/aux0: 1.5379 2020-10-20 14:01:21,530 - mmaction - INFO - Epoch [163][280/396] lr: 8.921e-02, eta: 18:21:38, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7656, loss_cls: 1.9520, loss: 1.9520, grad_norm: 1.9918, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6034, loss/aux0: 1.6034 2020-10-20 14:01:22,458 - mmaction - INFO - Epoch [163][280/396] lr: 8.921e-02, eta: 18:21:49, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7656, loss_cls: 1.9520, loss: 1.9520, grad_norm: 1.9918, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.5986, loss/aux0: 1.5986 2020-10-20 14:01:58,671 - mmaction - INFO - Epoch [163][300/396] lr: 8.921e-02, eta: 18:21:03, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5367, top5_acc: 0.7747, loss_cls: 1.8956, loss: 1.8956, grad_norm: 1.9557, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.5068, loss/aux0: 1.5068 2020-10-20 14:01:59,626 - mmaction - INFO - Epoch [163][300/396] lr: 8.921e-02, eta: 18:21:14, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5367, top5_acc: 0.7747, loss_cls: 1.8956, loss: 1.8956, grad_norm: 1.9567, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.5051, loss/aux0: 1.5051 2020-10-20 14:02:36,213 - mmaction - INFO - Epoch [163][320/396] lr: 8.921e-02, eta: 18:20:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5456, top5_acc: 0.7833, loss_cls: 1.8597, loss: 1.8597, grad_norm: 2.0136, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5616, loss/aux0: 1.5616 2020-10-20 14:02:37,156 - mmaction - INFO - Epoch [163][320/396] lr: 8.921e-02, eta: 18:20:39, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5456, top5_acc: 0.7833, loss_cls: 1.8597, loss: 1.8597, grad_norm: 2.0169, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5684, loss/aux0: 1.5684 2020-10-20 14:03:13,257 - mmaction - INFO - Epoch [163][340/396] lr: 8.921e-02, eta: 18:19:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7690, loss_cls: 1.9333, loss: 1.9333, grad_norm: 1.9264, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6068, loss/aux0: 1.6068 2020-10-20 14:03:14,254 - mmaction - INFO - Epoch [163][340/396] lr: 8.921e-02, eta: 18:20:04, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7690, loss_cls: 1.9333, loss: 1.9333, grad_norm: 1.9287, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6034, loss/aux0: 1.6034 2020-10-20 14:03:50,498 - mmaction - INFO - Epoch [163][360/396] lr: 8.921e-02, eta: 18:19:18, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7695, loss_cls: 1.9734, loss: 1.9734, grad_norm: 1.9792, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6072, loss/aux0: 1.6072 2020-10-20 14:03:51,443 - mmaction - INFO - Epoch [163][360/396] lr: 8.921e-02, eta: 18:19:29, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7695, loss_cls: 1.9734, loss: 1.9734, grad_norm: 1.9690, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6035, loss/aux0: 1.6035 2020-10-20 14:04:27,812 - mmaction - INFO - Epoch [163][380/396] lr: 8.921e-02, eta: 18:18:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7727, loss_cls: 1.9351, loss: 1.9351, grad_norm: 1.9375, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5751, loss/aux0: 1.5751 2020-10-20 14:04:28,740 - mmaction - INFO - Epoch [163][380/396] lr: 8.921e-02, eta: 18:18:54, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7727, loss_cls: 1.9351, loss: 1.9351, grad_norm: 1.9204, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5823, loss/aux0: 1.5823 2020-10-20 14:08:47,615 - mmaction - INFO - Epoch [164][20/396] lr: 8.754e-02, eta: 18:17:24, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7836, loss_cls: 1.8776, loss: 1.8776, grad_norm: 1.9230, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4461, loss/aux0: 1.4461 2020-10-20 14:08:48,551 - mmaction - INFO - Epoch [164][20/396] lr: 8.754e-02, eta: 18:17:34, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7836, loss_cls: 1.8776, loss: 1.8776, grad_norm: 1.9187, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4465, loss/aux0: 1.4465 2020-10-20 14:09:24,564 - mmaction - INFO - Epoch [164][40/396] lr: 8.754e-02, eta: 18:16:49, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7854, loss_cls: 1.8426, loss: 1.8426, grad_norm: 2.0092, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4858, loss/aux0: 1.4858 2020-10-20 14:09:25,495 - mmaction - INFO - Epoch [164][40/396] lr: 8.754e-02, eta: 18:16:59, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7854, loss_cls: 1.8426, loss: 1.8426, grad_norm: 2.0124, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4854, loss/aux0: 1.4854 2020-10-20 14:10:01,757 - mmaction - INFO - Epoch [164][60/396] lr: 8.754e-02, eta: 18:16:13, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7781, loss_cls: 1.8666, loss: 1.8666, grad_norm: 1.9745, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5304, loss/aux0: 1.5304 2020-10-20 14:10:02,696 - mmaction - INFO - Epoch [164][60/396] lr: 8.754e-02, eta: 18:16:24, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7781, loss_cls: 1.8666, loss: 1.8666, grad_norm: 1.9721, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5296, loss/aux0: 1.5296 2020-10-20 14:10:38,905 - mmaction - INFO - Epoch [164][80/396] lr: 8.754e-02, eta: 18:15:38, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5302, top5_acc: 0.7794, loss_cls: 1.9142, loss: 1.9142, grad_norm: 2.0001, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5331, loss/aux0: 1.5331 2020-10-20 14:10:39,829 - mmaction - INFO - Epoch [164][80/396] lr: 8.754e-02, eta: 18:15:49, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5302, top5_acc: 0.7794, loss_cls: 1.9142, loss: 1.9142, grad_norm: 2.0000, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5519, loss/aux0: 1.5519 2020-10-20 14:11:16,297 - mmaction - INFO - Epoch [164][100/396] lr: 8.754e-02, eta: 18:15:04, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5445, top5_acc: 0.7773, loss_cls: 1.8723, loss: 1.8723, grad_norm: 1.9636, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5022, loss/aux0: 1.5022 2020-10-20 14:11:17,273 - mmaction - INFO - Epoch [164][100/396] lr: 8.754e-02, eta: 18:15:14, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5445, top5_acc: 0.7773, loss_cls: 1.8723, loss: 1.8723, grad_norm: 1.9651, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4780, loss/aux0: 1.4780 2020-10-20 14:11:53,826 - mmaction - INFO - Epoch [164][120/396] lr: 8.754e-02, eta: 18:14:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5487, top5_acc: 0.7805, loss_cls: 1.8460, loss: 1.8460, grad_norm: 1.9635, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5186, loss/aux0: 1.5186 2020-10-20 14:11:54,746 - mmaction - INFO - Epoch [164][120/396] lr: 8.754e-02, eta: 18:14:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5487, top5_acc: 0.7805, loss_cls: 1.8460, loss: 1.8460, grad_norm: 1.9629, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5255, loss/aux0: 1.5255 2020-10-20 14:12:30,893 - mmaction - INFO - Epoch [164][140/396] lr: 8.754e-02, eta: 18:13:54, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7716, loss_cls: 1.9232, loss: 1.9232, grad_norm: 2.0308, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5639, loss/aux0: 1.5639 2020-10-20 14:12:31,857 - mmaction - INFO - Epoch [164][140/396] lr: 8.754e-02, eta: 18:14:04, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7716, loss_cls: 1.9232, loss: 1.9232, grad_norm: 2.0384, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5680, loss/aux0: 1.5680 2020-10-20 14:13:08,233 - mmaction - INFO - Epoch [164][160/396] lr: 8.754e-02, eta: 18:13:19, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5312, top5_acc: 0.7760, loss_cls: 1.8895, loss: 1.8895, grad_norm: 1.9832, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5030, loss/aux0: 1.5030 2020-10-20 14:13:09,164 - mmaction - INFO - Epoch [164][160/396] lr: 8.754e-02, eta: 18:13:29, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5312, top5_acc: 0.7760, loss_cls: 1.8895, loss: 1.8895, grad_norm: 1.9962, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5019, loss/aux0: 1.5019 2020-10-20 14:13:45,513 - mmaction - INFO - Epoch [164][180/396] lr: 8.754e-02, eta: 18:12:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7745, loss_cls: 1.9092, loss: 1.9092, grad_norm: 1.9189, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5192, loss/aux0: 1.5192 2020-10-20 14:13:46,446 - mmaction - INFO - Epoch [164][180/396] lr: 8.754e-02, eta: 18:12:54, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7745, loss_cls: 1.9092, loss: 1.9092, grad_norm: 1.9260, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5211, loss/aux0: 1.5211 2020-10-20 14:14:22,930 - mmaction - INFO - Epoch [164][200/396] lr: 8.754e-02, eta: 18:12:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5357, top5_acc: 0.7729, loss_cls: 1.9093, loss: 1.9093, grad_norm: 2.0035, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5295, loss/aux0: 1.5295 2020-10-20 14:14:23,867 - mmaction - INFO - Epoch [164][200/396] lr: 8.754e-02, eta: 18:12:20, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5357, top5_acc: 0.7729, loss_cls: 1.9093, loss: 1.9093, grad_norm: 1.9967, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5305, loss/aux0: 1.5305 2020-10-20 14:15:00,151 - mmaction - INFO - Epoch [164][220/396] lr: 8.754e-02, eta: 18:11:34, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5372, top5_acc: 0.7792, loss_cls: 1.8872, loss: 1.8872, grad_norm: 1.9484, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5206, loss/aux0: 1.5206 2020-10-20 14:15:01,100 - mmaction - INFO - Epoch [164][220/396] lr: 8.754e-02, eta: 18:11:45, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.5372, top5_acc: 0.7792, loss_cls: 1.8872, loss: 1.8872, grad_norm: 1.9515, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5173, loss/aux0: 1.5173 2020-10-20 14:15:37,616 - mmaction - INFO - Epoch [164][240/396] lr: 8.754e-02, eta: 18:10:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7724, loss_cls: 1.9577, loss: 1.9577, grad_norm: 1.9701, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5877, loss/aux0: 1.5877 2020-10-20 14:15:38,548 - mmaction - INFO - Epoch [164][240/396] lr: 8.754e-02, eta: 18:11:10, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7724, loss_cls: 1.9577, loss: 1.9577, grad_norm: 1.9620, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5940, loss/aux0: 1.5940 2020-10-20 14:16:14,786 - mmaction - INFO - Epoch [164][260/396] lr: 8.754e-02, eta: 18:10:24, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7753, loss_cls: 1.8985, loss: 1.8985, grad_norm: 1.9656, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.5730, loss/aux0: 1.5730 2020-10-20 14:16:15,717 - mmaction - INFO - Epoch [164][260/396] lr: 8.754e-02, eta: 18:10:35, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7753, loss_cls: 1.8985, loss: 1.8985, grad_norm: 1.9729, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.5772, loss/aux0: 1.5772 2020-10-20 14:16:52,090 - mmaction - INFO - Epoch [164][280/396] lr: 8.754e-02, eta: 18:09:49, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5341, top5_acc: 0.7674, loss_cls: 1.9261, loss: 1.9261, grad_norm: 2.0284, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5316, loss/aux0: 1.5316 2020-10-20 14:16:53,024 - mmaction - INFO - Epoch [164][280/396] lr: 8.754e-02, eta: 18:10:00, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5341, top5_acc: 0.7674, loss_cls: 1.9261, loss: 1.9261, grad_norm: 2.0205, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5187, loss/aux0: 1.5187 2020-10-20 14:17:29,309 - mmaction - INFO - Epoch [164][300/396] lr: 8.754e-02, eta: 18:09:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7818, loss_cls: 1.8802, loss: 1.8802, grad_norm: 2.0292, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4826, loss/aux0: 1.4826 2020-10-20 14:17:30,241 - mmaction - INFO - Epoch [164][300/396] lr: 8.754e-02, eta: 18:09:25, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7818, loss_cls: 1.8802, loss: 1.8802, grad_norm: 2.0328, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4799, loss/aux0: 1.4799 2020-10-20 14:18:06,638 - mmaction - INFO - Epoch [164][320/396] lr: 8.754e-02, eta: 18:08:40, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7651, loss_cls: 1.9377, loss: 1.9377, grad_norm: 1.9000, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5346, loss/aux0: 1.5346 2020-10-20 14:18:07,594 - mmaction - INFO - Epoch [164][320/396] lr: 8.754e-02, eta: 18:08:50, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7651, loss_cls: 1.9377, loss: 1.9377, grad_norm: 1.9100, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5442, loss/aux0: 1.5442 2020-10-20 14:18:43,849 - mmaction - INFO - Epoch [164][340/396] lr: 8.754e-02, eta: 18:08:05, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7760, loss_cls: 1.8768, loss: 1.8768, grad_norm: 1.9793, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5242, loss/aux0: 1.5242 2020-10-20 14:18:44,785 - mmaction - INFO - Epoch [164][340/396] lr: 8.754e-02, eta: 18:08:15, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7760, loss_cls: 1.8768, loss: 1.8768, grad_norm: 1.9761, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5090, loss/aux0: 1.5090 2020-10-20 14:19:21,122 - mmaction - INFO - Epoch [164][360/396] lr: 8.754e-02, eta: 18:07:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7833, loss_cls: 1.8618, loss: 1.8618, grad_norm: 1.9626, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4443, loss/aux0: 1.4443 2020-10-20 14:19:22,135 - mmaction - INFO - Epoch [164][360/396] lr: 8.754e-02, eta: 18:07:40, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7833, loss_cls: 1.8618, loss: 1.8618, grad_norm: 1.9675, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4576, loss/aux0: 1.4576 2020-10-20 14:19:58,346 - mmaction - INFO - Epoch [164][380/396] lr: 8.754e-02, eta: 18:06:55, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7695, loss_cls: 1.9279, loss: 1.9279, grad_norm: 2.0144, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5679, loss/aux0: 1.5679 2020-10-20 14:19:59,298 - mmaction - INFO - Epoch [164][380/396] lr: 8.754e-02, eta: 18:07:05, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7695, loss_cls: 1.9279, loss: 1.9279, grad_norm: 2.0200, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5572, loss/aux0: 1.5572 2020-10-20 14:24:35,241 - mmaction - INFO - Epoch [165][20/396] lr: 8.587e-02, eta: 18:05:35, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7625, loss_cls: 1.9412, loss: 1.9412, grad_norm: 2.0111, top1_acc/aux0: 0.6321, top5_acc/aux0: 0.8522, loss_cls/aux0: 1.4519, loss/aux0: 1.4519 2020-10-20 14:24:36,168 - mmaction - INFO - Epoch [165][20/396] lr: 8.587e-02, eta: 18:05:45, time: 0.917, data_time: 0.002, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7625, loss_cls: 1.9412, loss: 1.9412, grad_norm: 2.0007, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4556, loss/aux0: 1.4556 2020-10-20 14:25:12,375 - mmaction - INFO - Epoch [165][40/396] lr: 8.587e-02, eta: 18:05:00, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5453, top5_acc: 0.7758, loss_cls: 1.8991, loss: 1.8991, grad_norm: 2.0420, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4960, loss/aux0: 1.4960 2020-10-20 14:25:13,316 - mmaction - INFO - Epoch [165][40/396] lr: 8.587e-02, eta: 18:05:10, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5453, top5_acc: 0.7758, loss_cls: 1.8991, loss: 1.8991, grad_norm: 2.0377, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4897, loss/aux0: 1.4897 2020-10-20 14:25:49,443 - mmaction - INFO - Epoch [165][60/396] lr: 8.587e-02, eta: 18:04:25, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5346, top5_acc: 0.7844, loss_cls: 1.8883, loss: 1.8883, grad_norm: 1.9798, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4668, loss/aux0: 1.4668 2020-10-20 14:25:50,384 - mmaction - INFO - Epoch [165][60/396] lr: 8.587e-02, eta: 18:04:35, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5346, top5_acc: 0.7844, loss_cls: 1.8883, loss: 1.8883, grad_norm: 1.9878, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4656, loss/aux0: 1.4656 2020-10-20 14:26:26,527 - mmaction - INFO - Epoch [165][80/396] lr: 8.587e-02, eta: 18:03:50, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7919, loss_cls: 1.8480, loss: 1.8480, grad_norm: 1.9881, top1_acc/aux0: 0.6310, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4814, loss/aux0: 1.4814 2020-10-20 14:26:27,454 - mmaction - INFO - Epoch [165][80/396] lr: 8.587e-02, eta: 18:04:00, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7919, loss_cls: 1.8480, loss: 1.8480, grad_norm: 1.9946, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4959, loss/aux0: 1.4959 2020-10-20 14:27:03,800 - mmaction - INFO - Epoch [165][100/396] lr: 8.587e-02, eta: 18:03:15, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5346, top5_acc: 0.7742, loss_cls: 1.9181, loss: 1.9181, grad_norm: 1.9624, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5262, loss/aux0: 1.5262 2020-10-20 14:27:04,729 - mmaction - INFO - Epoch [165][100/396] lr: 8.587e-02, eta: 18:03:25, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5346, top5_acc: 0.7742, loss_cls: 1.9181, loss: 1.9181, grad_norm: 1.9569, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5207, loss/aux0: 1.5207 2020-10-20 14:27:41,135 - mmaction - INFO - Epoch [165][120/396] lr: 8.587e-02, eta: 18:02:40, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5404, top5_acc: 0.7703, loss_cls: 1.8963, loss: 1.8963, grad_norm: 2.0057, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5427, loss/aux0: 1.5427 2020-10-20 14:27:42,067 - mmaction - INFO - Epoch [165][120/396] lr: 8.587e-02, eta: 18:02:50, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5404, top5_acc: 0.7703, loss_cls: 1.8963, loss: 1.8963, grad_norm: 2.0042, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5492, loss/aux0: 1.5492 2020-10-20 14:28:18,512 - mmaction - INFO - Epoch [165][140/396] lr: 8.587e-02, eta: 18:02:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7815, loss_cls: 1.8411, loss: 1.8411, grad_norm: 1.9936, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5380, loss/aux0: 1.5380 2020-10-20 14:28:19,505 - mmaction - INFO - Epoch [165][140/396] lr: 8.587e-02, eta: 18:02:16, time: 0.940, data_time: 0.005, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7815, loss_cls: 1.8411, loss: 1.8411, grad_norm: 1.9869, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5228, loss/aux0: 1.5228 2020-10-20 14:28:55,729 - mmaction - INFO - Epoch [165][160/396] lr: 8.587e-02, eta: 18:01:30, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7779, loss_cls: 1.8993, loss: 1.8993, grad_norm: 2.0546, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5287, loss/aux0: 1.5287 2020-10-20 14:28:56,668 - mmaction - INFO - Epoch [165][160/396] lr: 8.587e-02, eta: 18:01:40, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7779, loss_cls: 1.8993, loss: 1.8993, grad_norm: 2.0424, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5316, loss/aux0: 1.5316 2020-10-20 14:29:32,818 - mmaction - INFO - Epoch [165][180/396] lr: 8.587e-02, eta: 18:00:55, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5354, top5_acc: 0.7833, loss_cls: 1.8693, loss: 1.8693, grad_norm: 2.0355, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5210, loss/aux0: 1.5210 2020-10-20 14:29:33,741 - mmaction - INFO - Epoch [165][180/396] lr: 8.587e-02, eta: 18:01:05, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5354, top5_acc: 0.7833, loss_cls: 1.8693, loss: 1.8693, grad_norm: 2.0364, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5240, loss/aux0: 1.5240 2020-10-20 14:30:10,146 - mmaction - INFO - Epoch [165][200/396] lr: 8.587e-02, eta: 18:00:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5313, top5_acc: 0.7724, loss_cls: 1.9160, loss: 1.9160, grad_norm: 2.0352, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5474, loss/aux0: 1.5474 2020-10-20 14:30:11,098 - mmaction - INFO - Epoch [165][200/396] lr: 8.587e-02, eta: 18:00:30, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5313, top5_acc: 0.7724, loss_cls: 1.9160, loss: 1.9160, grad_norm: 2.0297, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5513, loss/aux0: 1.5513 2020-10-20 14:30:47,394 - mmaction - INFO - Epoch [165][220/396] lr: 8.587e-02, eta: 17:59:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7786, loss_cls: 1.8968, loss: 1.8968, grad_norm: 1.9928, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5487, loss/aux0: 1.5487 2020-10-20 14:30:48,337 - mmaction - INFO - Epoch [165][220/396] lr: 8.587e-02, eta: 17:59:56, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7786, loss_cls: 1.8968, loss: 1.8968, grad_norm: 1.9890, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5504, loss/aux0: 1.5504 2020-10-20 14:31:24,904 - mmaction - INFO - Epoch [165][240/396] lr: 8.587e-02, eta: 17:59:10, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7904, loss_cls: 1.8379, loss: 1.8379, grad_norm: 2.0366, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5438, loss/aux0: 1.5438 2020-10-20 14:31:25,835 - mmaction - INFO - Epoch [165][240/396] lr: 8.587e-02, eta: 17:59:21, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7904, loss_cls: 1.8379, loss: 1.8379, grad_norm: 2.0321, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5321, loss/aux0: 1.5321 2020-10-20 14:32:02,184 - mmaction - INFO - Epoch [165][260/396] lr: 8.587e-02, eta: 17:58:35, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7799, loss_cls: 1.9026, loss: 1.9026, grad_norm: 1.9913, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5723, loss/aux0: 1.5723 2020-10-20 14:32:03,113 - mmaction - INFO - Epoch [165][260/396] lr: 8.587e-02, eta: 17:58:46, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7799, loss_cls: 1.9026, loss: 1.9026, grad_norm: 1.9910, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5698, loss/aux0: 1.5698 2020-10-20 14:32:39,507 - mmaction - INFO - Epoch [165][280/396] lr: 8.587e-02, eta: 17:58:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7708, loss_cls: 1.9042, loss: 1.9042, grad_norm: 1.9672, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5245, loss/aux0: 1.5245 2020-10-20 14:32:40,462 - mmaction - INFO - Epoch [165][280/396] lr: 8.587e-02, eta: 17:58:11, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7708, loss_cls: 1.9042, loss: 1.9042, grad_norm: 1.9646, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5278, loss/aux0: 1.5278 2020-10-20 14:33:16,798 - mmaction - INFO - Epoch [165][300/396] lr: 8.587e-02, eta: 17:57:25, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5312, top5_acc: 0.7750, loss_cls: 1.8858, loss: 1.8858, grad_norm: 2.0648, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5449, loss/aux0: 1.5449 2020-10-20 14:33:17,731 - mmaction - INFO - Epoch [165][300/396] lr: 8.587e-02, eta: 17:57:36, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5312, top5_acc: 0.7750, loss_cls: 1.8858, loss: 1.8858, grad_norm: 2.0731, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5474, loss/aux0: 1.5474 2020-10-20 14:33:53,850 - mmaction - INFO - Epoch [165][320/396] lr: 8.587e-02, eta: 17:56:50, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7732, loss_cls: 1.8848, loss: 1.8848, grad_norm: 1.9991, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5279, loss/aux0: 1.5279 2020-10-20 14:33:54,800 - mmaction - INFO - Epoch [165][320/396] lr: 8.587e-02, eta: 17:57:01, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7732, loss_cls: 1.8848, loss: 1.8848, grad_norm: 2.0101, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5314, loss/aux0: 1.5314 2020-10-20 14:34:31,190 - mmaction - INFO - Epoch [165][340/396] lr: 8.587e-02, eta: 17:56:15, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7758, loss_cls: 1.9046, loss: 1.9046, grad_norm: 2.0117, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4516, loss/aux0: 1.4516 2020-10-20 14:34:32,160 - mmaction - INFO - Epoch [165][340/396] lr: 8.587e-02, eta: 17:56:26, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7758, loss_cls: 1.9046, loss: 1.9046, grad_norm: 2.0133, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4448, loss/aux0: 1.4448 2020-10-20 14:35:08,345 - mmaction - INFO - Epoch [165][360/396] lr: 8.587e-02, eta: 17:55:40, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7659, loss_cls: 1.9404, loss: 1.9404, grad_norm: 1.9751, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5253, loss/aux0: 1.5253 2020-10-20 14:35:09,261 - mmaction - INFO - Epoch [165][360/396] lr: 8.587e-02, eta: 17:55:51, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7659, loss_cls: 1.9404, loss: 1.9404, grad_norm: 1.9877, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5380, loss/aux0: 1.5380 2020-10-20 14:35:45,562 - mmaction - INFO - Epoch [165][380/396] lr: 8.587e-02, eta: 17:55:05, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7755, loss_cls: 1.9039, loss: 1.9039, grad_norm: 1.9853, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.4998, loss/aux0: 1.4998 2020-10-20 14:35:46,506 - mmaction - INFO - Epoch [165][380/396] lr: 8.587e-02, eta: 17:55:16, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7755, loss_cls: 1.9039, loss: 1.9039, grad_norm: 1.9840, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4828, loss/aux0: 1.4828 2020-10-20 14:40:25,585 - mmaction - INFO - Epoch [166][20/396] lr: 8.421e-02, eta: 17:53:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5578, top5_acc: 0.7898, loss_cls: 1.8059, loss: 1.8059, grad_norm: 2.0216, top1_acc/aux0: 0.6277, top5_acc/aux0: 0.8462, loss_cls/aux0: 1.4783, loss/aux0: 1.4783 2020-10-20 14:40:26,517 - mmaction - INFO - Epoch [166][20/396] lr: 8.421e-02, eta: 17:53:56, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5578, top5_acc: 0.7898, loss_cls: 1.8059, loss: 1.8059, grad_norm: 2.0410, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4902, loss/aux0: 1.4902 2020-10-20 14:41:02,584 - mmaction - INFO - Epoch [166][40/396] lr: 8.421e-02, eta: 17:53:11, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7789, loss_cls: 1.8997, loss: 1.8997, grad_norm: 1.9693, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5612, loss/aux0: 1.5612 2020-10-20 14:41:03,528 - mmaction - INFO - Epoch [166][40/396] lr: 8.421e-02, eta: 17:53:21, time: 0.925, data_time: 0.004, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7789, loss_cls: 1.8997, loss: 1.8997, grad_norm: 1.9670, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5520, loss/aux0: 1.5520 2020-10-20 14:41:39,753 - mmaction - INFO - Epoch [166][60/396] lr: 8.421e-02, eta: 17:52:36, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5635, top5_acc: 0.7823, loss_cls: 1.8504, loss: 1.8504, grad_norm: 2.0264, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5088, loss/aux0: 1.5088 2020-10-20 14:41:40,674 - mmaction - INFO - Epoch [166][60/396] lr: 8.421e-02, eta: 17:52:46, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.5635, top5_acc: 0.7823, loss_cls: 1.8504, loss: 1.8504, grad_norm: 2.0225, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5033, loss/aux0: 1.5033 2020-10-20 14:42:16,974 - mmaction - INFO - Epoch [166][80/396] lr: 8.421e-02, eta: 17:52:01, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7784, loss_cls: 1.9086, loss: 1.9086, grad_norm: 2.0271, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5530, loss/aux0: 1.5530 2020-10-20 14:42:17,914 - mmaction - INFO - Epoch [166][80/396] lr: 8.421e-02, eta: 17:52:11, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7784, loss_cls: 1.9086, loss: 1.9086, grad_norm: 2.0296, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5689, loss/aux0: 1.5689 2020-10-20 14:42:54,348 - mmaction - INFO - Epoch [166][100/396] lr: 8.421e-02, eta: 17:51:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5346, top5_acc: 0.7805, loss_cls: 1.9418, loss: 1.9418, grad_norm: 2.0514, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5734, loss/aux0: 1.5734 2020-10-20 14:42:55,264 - mmaction - INFO - Epoch [166][100/396] lr: 8.421e-02, eta: 17:51:36, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5346, top5_acc: 0.7805, loss_cls: 1.9418, loss: 1.9418, grad_norm: 2.0505, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5610, loss/aux0: 1.5610 2020-10-20 14:43:31,540 - mmaction - INFO - Epoch [166][120/396] lr: 8.421e-02, eta: 17:50:51, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5357, top5_acc: 0.7747, loss_cls: 1.9096, loss: 1.9096, grad_norm: 2.0262, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5538, loss/aux0: 1.5538 2020-10-20 14:43:32,469 - mmaction - INFO - Epoch [166][120/396] lr: 8.421e-02, eta: 17:51:01, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5357, top5_acc: 0.7747, loss_cls: 1.9096, loss: 1.9096, grad_norm: 2.0261, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5521, loss/aux0: 1.5521 2020-10-20 14:44:08,604 - mmaction - INFO - Epoch [166][140/396] lr: 8.421e-02, eta: 17:50:16, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5516, top5_acc: 0.7807, loss_cls: 1.8483, loss: 1.8483, grad_norm: 2.0203, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5112, loss/aux0: 1.5112 2020-10-20 14:44:09,552 - mmaction - INFO - Epoch [166][140/396] lr: 8.421e-02, eta: 17:50:26, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5516, top5_acc: 0.7807, loss_cls: 1.8483, loss: 1.8483, grad_norm: 2.0191, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5013, loss/aux0: 1.5013 2020-10-20 14:44:45,931 - mmaction - INFO - Epoch [166][160/396] lr: 8.421e-02, eta: 17:49:41, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7745, loss_cls: 1.9060, loss: 1.9060, grad_norm: 2.0491, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4679, loss/aux0: 1.4679 2020-10-20 14:44:46,893 - mmaction - INFO - Epoch [166][160/396] lr: 8.421e-02, eta: 17:49:51, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7745, loss_cls: 1.9060, loss: 1.9060, grad_norm: 2.0460, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4797, loss/aux0: 1.4797 2020-10-20 14:45:23,118 - mmaction - INFO - Epoch [166][180/396] lr: 8.421e-02, eta: 17:49:06, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7703, loss_cls: 1.9045, loss: 1.9045, grad_norm: 1.9498, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5056, loss/aux0: 1.5056 2020-10-20 14:45:24,051 - mmaction - INFO - Epoch [166][180/396] lr: 8.421e-02, eta: 17:49:16, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7703, loss_cls: 1.9045, loss: 1.9045, grad_norm: 1.9669, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5123, loss/aux0: 1.5123 2020-10-20 14:46:00,279 - mmaction - INFO - Epoch [166][200/396] lr: 8.421e-02, eta: 17:48:31, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7763, loss_cls: 1.9159, loss: 1.9159, grad_norm: 2.0612, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5436, loss/aux0: 1.5436 2020-10-20 14:46:01,203 - mmaction - INFO - Epoch [166][200/396] lr: 8.421e-02, eta: 17:48:41, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7763, loss_cls: 1.9159, loss: 1.9159, grad_norm: 2.0570, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.5266, loss/aux0: 1.5266 2020-10-20 14:46:37,679 - mmaction - INFO - Epoch [166][220/396] lr: 8.421e-02, eta: 17:47:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5383, top5_acc: 0.7805, loss_cls: 1.8546, loss: 1.8546, grad_norm: 2.0653, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4516, loss/aux0: 1.4516 2020-10-20 14:46:38,614 - mmaction - INFO - Epoch [166][220/396] lr: 8.421e-02, eta: 17:48:06, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5383, top5_acc: 0.7805, loss_cls: 1.8546, loss: 1.8546, grad_norm: 2.0697, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4652, loss/aux0: 1.4652 2020-10-20 14:47:14,956 - mmaction - INFO - Epoch [166][240/396] lr: 8.421e-02, eta: 17:47:21, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7755, loss_cls: 1.9187, loss: 1.9187, grad_norm: 2.0358, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5817, loss/aux0: 1.5817 2020-10-20 14:47:15,913 - mmaction - INFO - Epoch [166][240/396] lr: 8.421e-02, eta: 17:47:31, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7755, loss_cls: 1.9187, loss: 1.9187, grad_norm: 2.0321, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5661, loss/aux0: 1.5661 2020-10-20 14:47:52,375 - mmaction - INFO - Epoch [166][260/396] lr: 8.421e-02, eta: 17:46:46, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7828, loss_cls: 1.8488, loss: 1.8488, grad_norm: 2.0638, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5530, loss/aux0: 1.5530 2020-10-20 14:47:53,321 - mmaction - INFO - Epoch [166][260/396] lr: 8.421e-02, eta: 17:46:56, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7828, loss_cls: 1.8488, loss: 1.8488, grad_norm: 2.0602, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5650, loss/aux0: 1.5650 2020-10-20 14:48:29,619 - mmaction - INFO - Epoch [166][280/396] lr: 8.421e-02, eta: 17:46:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7701, loss_cls: 1.9226, loss: 1.9226, grad_norm: 1.9991, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5253, loss/aux0: 1.5253 2020-10-20 14:48:30,541 - mmaction - INFO - Epoch [166][280/396] lr: 8.421e-02, eta: 17:46:21, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7701, loss_cls: 1.9226, loss: 1.9226, grad_norm: 1.9972, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5226, loss/aux0: 1.5226 2020-10-20 14:49:07,020 - mmaction - INFO - Epoch [166][300/396] lr: 8.421e-02, eta: 17:45:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5388, top5_acc: 0.7810, loss_cls: 1.8775, loss: 1.8775, grad_norm: 2.0216, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4870, loss/aux0: 1.4870 2020-10-20 14:49:07,948 - mmaction - INFO - Epoch [166][300/396] lr: 8.421e-02, eta: 17:45:46, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5388, top5_acc: 0.7810, loss_cls: 1.8775, loss: 1.8775, grad_norm: 2.0377, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4905, loss/aux0: 1.4905 2020-10-20 14:49:44,193 - mmaction - INFO - Epoch [166][320/396] lr: 8.421e-02, eta: 17:45:01, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7729, loss_cls: 1.9333, loss: 1.9333, grad_norm: 2.0219, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4854, loss/aux0: 1.4854 2020-10-20 14:49:45,131 - mmaction - INFO - Epoch [166][320/396] lr: 8.421e-02, eta: 17:45:11, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7729, loss_cls: 1.9333, loss: 1.9333, grad_norm: 2.0178, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4700, loss/aux0: 1.4700 2020-10-20 14:50:21,808 - mmaction - INFO - Epoch [166][340/396] lr: 8.421e-02, eta: 17:44:26, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7682, loss_cls: 1.9380, loss: 1.9380, grad_norm: 2.0255, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5091, loss/aux0: 1.5091 2020-10-20 14:50:22,771 - mmaction - INFO - Epoch [166][340/396] lr: 8.421e-02, eta: 17:44:36, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7682, loss_cls: 1.9380, loss: 1.9380, grad_norm: 2.0279, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5170, loss/aux0: 1.5170 2020-10-20 14:50:59,213 - mmaction - INFO - Epoch [166][360/396] lr: 8.421e-02, eta: 17:43:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7779, loss_cls: 1.8791, loss: 1.8791, grad_norm: 1.9873, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5494, loss/aux0: 1.5494 2020-10-20 14:51:00,151 - mmaction - INFO - Epoch [166][360/396] lr: 8.421e-02, eta: 17:44:01, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7779, loss_cls: 1.8791, loss: 1.8791, grad_norm: 1.9875, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5539, loss/aux0: 1.5539 2020-10-20 14:51:36,506 - mmaction - INFO - Epoch [166][380/396] lr: 8.421e-02, eta: 17:43:16, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7784, loss_cls: 1.8835, loss: 1.8835, grad_norm: 2.0475, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.4968, loss/aux0: 1.4968 2020-10-20 14:51:37,440 - mmaction - INFO - Epoch [166][380/396] lr: 8.421e-02, eta: 17:43:27, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7784, loss_cls: 1.8835, loss: 1.8835, grad_norm: 2.0526, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.4885, loss/aux0: 1.4885 2020-10-20 14:56:21,734 - mmaction - INFO - Epoch [167][20/396] lr: 8.256e-02, eta: 17:41:57, time: 0.914, data_time: 0.000, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7745, loss_cls: 1.9137, loss: 1.9137, grad_norm: 2.0082, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8366, loss_cls/aux0: 1.5141, loss/aux0: 1.5141 2020-10-20 14:56:22,687 - mmaction - INFO - Epoch [167][20/396] lr: 8.256e-02, eta: 17:42:07, time: 0.917, data_time: 0.003, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7745, loss_cls: 1.9137, loss: 1.9137, grad_norm: 1.9863, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5104, loss/aux0: 1.5104 2020-10-20 14:56:58,758 - mmaction - INFO - Epoch [167][40/396] lr: 8.256e-02, eta: 17:41:22, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7836, loss_cls: 1.8781, loss: 1.8781, grad_norm: 2.0268, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.4657, loss/aux0: 1.4657 2020-10-20 14:56:59,682 - mmaction - INFO - Epoch [167][40/396] lr: 8.256e-02, eta: 17:41:32, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7836, loss_cls: 1.8781, loss: 1.8781, grad_norm: 2.0346, top1_acc/aux0: 0.6313, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.4812, loss/aux0: 1.4812 2020-10-20 14:57:36,168 - mmaction - INFO - Epoch [167][60/396] lr: 8.256e-02, eta: 17:40:47, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7742, loss_cls: 1.9317, loss: 1.9317, grad_norm: 2.0209, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5095, loss/aux0: 1.5095 2020-10-20 14:57:37,135 - mmaction - INFO - Epoch [167][60/396] lr: 8.256e-02, eta: 17:40:57, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7742, loss_cls: 1.9317, loss: 1.9317, grad_norm: 2.0258, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.4984, loss/aux0: 1.4984 2020-10-20 14:58:13,426 - mmaction - INFO - Epoch [167][80/396] lr: 8.256e-02, eta: 17:40:12, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5435, top5_acc: 0.7742, loss_cls: 1.8696, loss: 1.8696, grad_norm: 2.0641, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4813, loss/aux0: 1.4813 2020-10-20 14:58:14,392 - mmaction - INFO - Epoch [167][80/396] lr: 8.256e-02, eta: 17:40:22, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5435, top5_acc: 0.7742, loss_cls: 1.8696, loss: 1.8696, grad_norm: 2.0490, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4751, loss/aux0: 1.4751 2020-10-20 14:58:50,759 - mmaction - INFO - Epoch [167][100/396] lr: 8.256e-02, eta: 17:39:37, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7768, loss_cls: 1.8835, loss: 1.8835, grad_norm: 2.0061, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5118, loss/aux0: 1.5118 2020-10-20 14:58:51,701 - mmaction - INFO - Epoch [167][100/396] lr: 8.256e-02, eta: 17:39:47, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7768, loss_cls: 1.8835, loss: 1.8835, grad_norm: 2.0122, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5231, loss/aux0: 1.5231 2020-10-20 14:59:27,992 - mmaction - INFO - Epoch [167][120/396] lr: 8.256e-02, eta: 17:39:02, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5552, top5_acc: 0.7854, loss_cls: 1.8236, loss: 1.8236, grad_norm: 2.0318, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5173, loss/aux0: 1.5173 2020-10-20 14:59:28,907 - mmaction - INFO - Epoch [167][120/396] lr: 8.256e-02, eta: 17:39:12, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5552, top5_acc: 0.7854, loss_cls: 1.8236, loss: 1.8236, grad_norm: 2.0220, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5087, loss/aux0: 1.5087 2020-10-20 15:00:08,645 - mmaction - INFO - Epoch [167][140/396] lr: 8.256e-02, eta: 17:38:28, time: 1.082, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7797, loss_cls: 1.8947, loss: 1.8947, grad_norm: 2.0158, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5378, loss/aux0: 1.5378 2020-10-20 15:00:12,031 - mmaction - INFO - Epoch [167][140/396] lr: 8.256e-02, eta: 17:38:41, time: 1.213, data_time: 0.019, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7797, loss_cls: 1.8947, loss: 1.8947, grad_norm: 2.0241, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5424, loss/aux0: 1.5424 2020-10-20 15:00:48,424 - mmaction - INFO - Epoch [167][160/396] lr: 8.256e-02, eta: 17:37:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7737, loss_cls: 1.8991, loss: 1.8991, grad_norm: 1.9714, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4825, loss/aux0: 1.4825 2020-10-20 15:00:49,373 - mmaction - INFO - Epoch [167][160/396] lr: 8.256e-02, eta: 17:38:07, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7737, loss_cls: 1.8991, loss: 1.8991, grad_norm: 1.9605, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4748, loss/aux0: 1.4748 2020-10-20 15:01:25,714 - mmaction - INFO - Epoch [167][180/396] lr: 8.256e-02, eta: 17:37:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5341, top5_acc: 0.7763, loss_cls: 1.8888, loss: 1.8888, grad_norm: 2.0670, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4811, loss/aux0: 1.4811 2020-10-20 15:01:26,689 - mmaction - INFO - Epoch [167][180/396] lr: 8.256e-02, eta: 17:37:32, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5341, top5_acc: 0.7763, loss_cls: 1.8888, loss: 1.8888, grad_norm: 2.0765, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4933, loss/aux0: 1.4933 2020-10-20 15:02:03,242 - mmaction - INFO - Epoch [167][200/396] lr: 8.256e-02, eta: 17:36:47, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7755, loss_cls: 1.9182, loss: 1.9182, grad_norm: 2.1020, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4929, loss/aux0: 1.4929 2020-10-20 15:02:04,172 - mmaction - INFO - Epoch [167][200/396] lr: 8.256e-02, eta: 17:36:57, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7755, loss_cls: 1.9182, loss: 1.9182, grad_norm: 2.1046, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4912, loss/aux0: 1.4912 2020-10-20 15:02:40,810 - mmaction - INFO - Epoch [167][220/396] lr: 8.256e-02, eta: 17:36:12, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7833, loss_cls: 1.8735, loss: 1.8735, grad_norm: 1.9855, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5940, loss/aux0: 1.5940 2020-10-20 15:02:41,742 - mmaction - INFO - Epoch [167][220/396] lr: 8.256e-02, eta: 17:36:22, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7833, loss_cls: 1.8735, loss: 1.8735, grad_norm: 1.9774, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5876, loss/aux0: 1.5876 2020-10-20 15:03:18,040 - mmaction - INFO - Epoch [167][240/396] lr: 8.256e-02, eta: 17:35:37, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5549, top5_acc: 0.7891, loss_cls: 1.8445, loss: 1.8445, grad_norm: 2.0294, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5103, loss/aux0: 1.5103 2020-10-20 15:03:18,977 - mmaction - INFO - Epoch [167][240/396] lr: 8.256e-02, eta: 17:35:47, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5549, top5_acc: 0.7891, loss_cls: 1.8445, loss: 1.8445, grad_norm: 2.0219, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5081, loss/aux0: 1.5081 2020-10-20 15:03:55,276 - mmaction - INFO - Epoch [167][260/396] lr: 8.256e-02, eta: 17:35:02, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5354, top5_acc: 0.7721, loss_cls: 1.9151, loss: 1.9151, grad_norm: 2.0515, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5288, loss/aux0: 1.5288 2020-10-20 15:03:56,222 - mmaction - INFO - Epoch [167][260/396] lr: 8.256e-02, eta: 17:35:12, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5354, top5_acc: 0.7721, loss_cls: 1.9151, loss: 1.9151, grad_norm: 2.0417, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5314, loss/aux0: 1.5314 2020-10-20 15:04:32,649 - mmaction - INFO - Epoch [167][280/396] lr: 8.256e-02, eta: 17:34:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7703, loss_cls: 1.8993, loss: 1.8993, grad_norm: 2.0669, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5436, loss/aux0: 1.5436 2020-10-20 15:04:33,577 - mmaction - INFO - Epoch [167][280/396] lr: 8.256e-02, eta: 17:34:37, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7703, loss_cls: 1.8993, loss: 1.8993, grad_norm: 2.0525, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5491, loss/aux0: 1.5491 2020-10-20 15:05:10,082 - mmaction - INFO - Epoch [167][300/396] lr: 8.256e-02, eta: 17:33:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7802, loss_cls: 1.8694, loss: 1.8694, grad_norm: 1.9965, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5313, loss/aux0: 1.5313 2020-10-20 15:05:11,021 - mmaction - INFO - Epoch [167][300/396] lr: 8.256e-02, eta: 17:34:02, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7802, loss_cls: 1.8694, loss: 1.8694, grad_norm: 1.9926, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5336, loss/aux0: 1.5336 2020-10-20 15:05:47,555 - mmaction - INFO - Epoch [167][320/396] lr: 8.256e-02, eta: 17:33:17, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7836, loss_cls: 1.8772, loss: 1.8772, grad_norm: 2.0252, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5456, loss/aux0: 1.5456 2020-10-20 15:05:48,487 - mmaction - INFO - Epoch [167][320/396] lr: 8.256e-02, eta: 17:33:27, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7836, loss_cls: 1.8772, loss: 1.8772, grad_norm: 2.0077, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5267, loss/aux0: 1.5267 2020-10-20 15:06:24,727 - mmaction - INFO - Epoch [167][340/396] lr: 8.256e-02, eta: 17:32:42, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7880, loss_cls: 1.8289, loss: 1.8289, grad_norm: 2.0920, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5093, loss/aux0: 1.5093 2020-10-20 15:06:25,675 - mmaction - INFO - Epoch [167][340/396] lr: 8.256e-02, eta: 17:32:52, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7880, loss_cls: 1.8289, loss: 1.8289, grad_norm: 2.0870, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5243, loss/aux0: 1.5243 2020-10-20 15:07:01,944 - mmaction - INFO - Epoch [167][360/396] lr: 8.256e-02, eta: 17:32:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7818, loss_cls: 1.8403, loss: 1.8403, grad_norm: 2.0504, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5480, loss/aux0: 1.5480 2020-10-20 15:07:02,892 - mmaction - INFO - Epoch [167][360/396] lr: 8.256e-02, eta: 17:32:17, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7818, loss_cls: 1.8403, loss: 1.8403, grad_norm: 2.0517, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5404, loss/aux0: 1.5404 2020-10-20 15:07:39,418 - mmaction - INFO - Epoch [167][380/396] lr: 8.256e-02, eta: 17:31:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7716, loss_cls: 1.9354, loss: 1.9354, grad_norm: 2.0321, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5080, loss/aux0: 1.5080 2020-10-20 15:07:40,352 - mmaction - INFO - Epoch [167][380/396] lr: 8.256e-02, eta: 17:31:42, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7716, loss_cls: 1.9354, loss: 1.9354, grad_norm: 2.0423, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5095, loss/aux0: 1.5095 2020-10-20 15:12:36,593 - mmaction - INFO - Epoch [168][20/396] lr: 8.092e-02, eta: 17:30:13, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.5458, top5_acc: 0.7917, loss_cls: 1.8344, loss: 1.8344, grad_norm: 2.0412, top1_acc/aux0: 0.6209, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5193, loss/aux0: 1.5193 2020-10-20 15:12:37,528 - mmaction - INFO - Epoch [168][20/396] lr: 8.092e-02, eta: 17:30:23, time: 0.919, data_time: 0.003, memory: 8466, top1_acc: 0.5458, top5_acc: 0.7917, loss_cls: 1.8344, loss: 1.8344, grad_norm: 2.0491, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5208, loss/aux0: 1.5208 2020-10-20 15:13:13,684 - mmaction - INFO - Epoch [168][40/396] lr: 8.092e-02, eta: 17:29:38, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7818, loss_cls: 1.8368, loss: 1.8368, grad_norm: 2.0382, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5349, loss/aux0: 1.5349 2020-10-20 15:13:14,618 - mmaction - INFO - Epoch [168][40/396] lr: 8.092e-02, eta: 17:29:48, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7818, loss_cls: 1.8368, loss: 1.8368, grad_norm: 2.0392, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5296, loss/aux0: 1.5296 2020-10-20 15:13:50,922 - mmaction - INFO - Epoch [168][60/396] lr: 8.092e-02, eta: 17:29:03, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7755, loss_cls: 1.8551, loss: 1.8551, grad_norm: 2.0558, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5236, loss/aux0: 1.5236 2020-10-20 15:13:51,860 - mmaction - INFO - Epoch [168][60/396] lr: 8.092e-02, eta: 17:29:12, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7755, loss_cls: 1.8551, loss: 1.8551, grad_norm: 2.0635, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5387, loss/aux0: 1.5387 2020-10-20 15:14:28,188 - mmaction - INFO - Epoch [168][80/396] lr: 8.092e-02, eta: 17:28:28, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7724, loss_cls: 1.9485, loss: 1.9485, grad_norm: 2.0733, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5237, loss/aux0: 1.5237 2020-10-20 15:14:29,147 - mmaction - INFO - Epoch [168][80/396] lr: 8.092e-02, eta: 17:28:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7724, loss_cls: 1.9485, loss: 1.9485, grad_norm: 2.0707, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5152, loss/aux0: 1.5152 2020-10-20 15:15:05,368 - mmaction - INFO - Epoch [168][100/396] lr: 8.092e-02, eta: 17:27:53, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5529, top5_acc: 0.7898, loss_cls: 1.8396, loss: 1.8396, grad_norm: 2.0161, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5088, loss/aux0: 1.5088 2020-10-20 15:15:06,296 - mmaction - INFO - Epoch [168][100/396] lr: 8.092e-02, eta: 17:28:02, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5529, top5_acc: 0.7898, loss_cls: 1.8396, loss: 1.8396, grad_norm: 2.0169, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5088, loss/aux0: 1.5088 2020-10-20 15:15:42,824 - mmaction - INFO - Epoch [168][120/396] lr: 8.092e-02, eta: 17:27:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7786, loss_cls: 1.8960, loss: 1.8960, grad_norm: 1.9999, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5594, loss/aux0: 1.5594 2020-10-20 15:15:43,759 - mmaction - INFO - Epoch [168][120/396] lr: 8.092e-02, eta: 17:27:27, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7786, loss_cls: 1.8960, loss: 1.8960, grad_norm: 2.0000, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5534, loss/aux0: 1.5534 2020-10-20 15:16:20,040 - mmaction - INFO - Epoch [168][140/396] lr: 8.092e-02, eta: 17:26:42, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5508, top5_acc: 0.7841, loss_cls: 1.8440, loss: 1.8440, grad_norm: 2.0508, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5324, loss/aux0: 1.5324 2020-10-20 15:16:20,984 - mmaction - INFO - Epoch [168][140/396] lr: 8.092e-02, eta: 17:26:52, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5508, top5_acc: 0.7841, loss_cls: 1.8440, loss: 1.8440, grad_norm: 2.0586, top1_acc/aux0: 0.6154, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5400, loss/aux0: 1.5400 2020-10-20 15:16:58,028 - mmaction - INFO - Epoch [168][160/396] lr: 8.092e-02, eta: 17:26:08, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7779, loss_cls: 1.8666, loss: 1.8666, grad_norm: 2.0774, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5451, loss/aux0: 1.5451 2020-10-20 15:16:58,957 - mmaction - INFO - Epoch [168][160/396] lr: 8.092e-02, eta: 17:26:18, time: 0.962, data_time: 0.001, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7779, loss_cls: 1.8666, loss: 1.8666, grad_norm: 2.0760, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5370, loss/aux0: 1.5370 2020-10-20 15:17:35,413 - mmaction - INFO - Epoch [168][180/396] lr: 8.092e-02, eta: 17:25:33, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7721, loss_cls: 1.9208, loss: 1.9208, grad_norm: 2.0411, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.4997, loss/aux0: 1.4997 2020-10-20 15:17:36,375 - mmaction - INFO - Epoch [168][180/396] lr: 8.092e-02, eta: 17:25:43, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7721, loss_cls: 1.9208, loss: 1.9208, grad_norm: 2.0490, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5050, loss/aux0: 1.5050 2020-10-20 15:18:12,716 - mmaction - INFO - Epoch [168][200/396] lr: 8.092e-02, eta: 17:24:58, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7836, loss_cls: 1.8785, loss: 1.8785, grad_norm: 2.0490, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.4963, loss/aux0: 1.4963 2020-10-20 15:18:13,644 - mmaction - INFO - Epoch [168][200/396] lr: 8.092e-02, eta: 17:25:08, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7836, loss_cls: 1.8785, loss: 1.8785, grad_norm: 2.0534, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.4956, loss/aux0: 1.4956 2020-10-20 15:18:50,164 - mmaction - INFO - Epoch [168][220/396] lr: 8.092e-02, eta: 17:24:23, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7945, loss_cls: 1.8128, loss: 1.8128, grad_norm: 2.0296, top1_acc/aux0: 0.6362, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4802, loss/aux0: 1.4802 2020-10-20 15:18:51,109 - mmaction - INFO - Epoch [168][220/396] lr: 8.092e-02, eta: 17:24:33, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7945, loss_cls: 1.8128, loss: 1.8128, grad_norm: 2.0370, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4697, loss/aux0: 1.4697 2020-10-20 15:19:27,357 - mmaction - INFO - Epoch [168][240/396] lr: 8.092e-02, eta: 17:23:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7823, loss_cls: 1.8739, loss: 1.8739, grad_norm: 2.0448, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5223, loss/aux0: 1.5223 2020-10-20 15:19:28,281 - mmaction - INFO - Epoch [168][240/396] lr: 8.092e-02, eta: 17:23:58, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7823, loss_cls: 1.8739, loss: 1.8739, grad_norm: 2.0409, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5270, loss/aux0: 1.5270 2020-10-20 15:20:04,648 - mmaction - INFO - Epoch [168][260/396] lr: 8.092e-02, eta: 17:23:13, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7831, loss_cls: 1.8586, loss: 1.8586, grad_norm: 2.0360, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5154, loss/aux0: 1.5154 2020-10-20 15:20:05,585 - mmaction - INFO - Epoch [168][260/396] lr: 8.092e-02, eta: 17:23:23, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7831, loss_cls: 1.8586, loss: 1.8586, grad_norm: 2.0455, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5275, loss/aux0: 1.5275 2020-10-20 15:20:41,998 - mmaction - INFO - Epoch [168][280/396] lr: 8.092e-02, eta: 17:22:38, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5445, top5_acc: 0.7732, loss_cls: 1.8964, loss: 1.8964, grad_norm: 2.0226, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5357, loss/aux0: 1.5357 2020-10-20 15:20:42,927 - mmaction - INFO - Epoch [168][280/396] lr: 8.092e-02, eta: 17:22:48, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5445, top5_acc: 0.7732, loss_cls: 1.8964, loss: 1.8964, grad_norm: 2.0258, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5295, loss/aux0: 1.5295 2020-10-20 15:21:19,306 - mmaction - INFO - Epoch [168][300/396] lr: 8.092e-02, eta: 17:22:03, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7826, loss_cls: 1.8720, loss: 1.8720, grad_norm: 2.0190, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5156, loss/aux0: 1.5156 2020-10-20 15:21:20,247 - mmaction - INFO - Epoch [168][300/396] lr: 8.092e-02, eta: 17:22:13, time: 0.934, data_time: 0.005, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7826, loss_cls: 1.8720, loss: 1.8720, grad_norm: 2.0206, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5166, loss/aux0: 1.5166 2020-10-20 15:21:56,393 - mmaction - INFO - Epoch [168][320/396] lr: 8.092e-02, eta: 17:21:28, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7724, loss_cls: 1.8722, loss: 1.8722, grad_norm: 2.0454, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4783, loss/aux0: 1.4783 2020-10-20 15:21:57,322 - mmaction - INFO - Epoch [168][320/396] lr: 8.092e-02, eta: 17:21:38, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7724, loss_cls: 1.8722, loss: 1.8722, grad_norm: 2.0381, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4706, loss/aux0: 1.4706 2020-10-20 15:22:33,795 - mmaction - INFO - Epoch [168][340/396] lr: 8.092e-02, eta: 17:20:53, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7794, loss_cls: 1.8704, loss: 1.8704, grad_norm: 2.0180, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4489, loss/aux0: 1.4489 2020-10-20 15:22:34,735 - mmaction - INFO - Epoch [168][340/396] lr: 8.092e-02, eta: 17:21:03, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7794, loss_cls: 1.8704, loss: 1.8704, grad_norm: 2.0291, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4485, loss/aux0: 1.4485 2020-10-20 15:23:11,013 - mmaction - INFO - Epoch [168][360/396] lr: 8.092e-02, eta: 17:20:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5354, top5_acc: 0.7828, loss_cls: 1.8924, loss: 1.8924, grad_norm: 2.0069, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5118, loss/aux0: 1.5118 2020-10-20 15:23:11,997 - mmaction - INFO - Epoch [168][360/396] lr: 8.092e-02, eta: 17:20:28, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.5354, top5_acc: 0.7828, loss_cls: 1.8924, loss: 1.8924, grad_norm: 2.0075, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5120, loss/aux0: 1.5120 2020-10-20 15:23:48,313 - mmaction - INFO - Epoch [168][380/396] lr: 8.092e-02, eta: 17:19:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7753, loss_cls: 1.8887, loss: 1.8887, grad_norm: 2.0627, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5098, loss/aux0: 1.5098 2020-10-20 15:23:49,253 - mmaction - INFO - Epoch [168][380/396] lr: 8.092e-02, eta: 17:19:53, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7753, loss_cls: 1.8887, loss: 1.8887, grad_norm: 2.0601, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5178, loss/aux0: 1.5178 2020-10-20 15:24:21,467 - mmaction - INFO - Saving checkpoint at 168 epochs 2020-10-20 15:26:12,658 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 15:26:12,776 - mmaction - INFO - top1_acc 0.6505 top5_acc 0.8721 2020-10-20 15:26:12,776 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 15:26:12,919 - mmaction - INFO - mean_acc 0.6506 2020-10-20 15:26:12,919 - mmaction - INFO - Now best checkpoint is epoch_168.pth 2020-10-20 15:26:12,933 - mmaction - INFO - Epoch(val) [168][396] top1_acc: 0.6505, top5_acc: 0.8721, mean_class_accuracy: 0.6506 2020-10-20 15:30:06,225 - mmaction - INFO - Epoch [169][20/396] lr: 7.929e-02, eta: 17:18:24, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.5516, top5_acc: 0.7911, loss_cls: 1.8213, loss: 1.8213, grad_norm: 1.9626, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4595, loss/aux0: 1.4595 2020-10-20 15:30:07,196 - mmaction - INFO - Epoch [169][20/396] lr: 7.929e-02, eta: 17:18:34, time: 0.921, data_time: 0.004, memory: 8466, top1_acc: 0.5516, top5_acc: 0.7911, loss_cls: 1.8213, loss: 1.8213, grad_norm: 1.9561, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4653, loss/aux0: 1.4653 2020-10-20 15:30:43,502 - mmaction - INFO - Epoch [169][40/396] lr: 7.929e-02, eta: 17:17:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5216, top5_acc: 0.7792, loss_cls: 1.8871, loss: 1.8871, grad_norm: 2.0618, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4989, loss/aux0: 1.4989 2020-10-20 15:30:44,439 - mmaction - INFO - Epoch [169][40/396] lr: 7.929e-02, eta: 17:17:59, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5216, top5_acc: 0.7792, loss_cls: 1.8871, loss: 1.8871, grad_norm: 2.0599, top1_acc/aux0: 0.6289, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4902, loss/aux0: 1.4902 2020-10-20 15:31:20,759 - mmaction - INFO - Epoch [169][60/396] lr: 7.929e-02, eta: 17:17:14, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7789, loss_cls: 1.8300, loss: 1.8300, grad_norm: 2.0845, top1_acc/aux0: 0.6313, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4474, loss/aux0: 1.4474 2020-10-20 15:31:21,718 - mmaction - INFO - Epoch [169][60/396] lr: 7.929e-02, eta: 17:17:24, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7789, loss_cls: 1.8300, loss: 1.8300, grad_norm: 2.0844, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4564, loss/aux0: 1.4564 2020-10-20 15:31:58,033 - mmaction - INFO - Epoch [169][80/396] lr: 7.929e-02, eta: 17:16:39, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5547, top5_acc: 0.7859, loss_cls: 1.8394, loss: 1.8394, grad_norm: 2.0806, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4040, loss/aux0: 1.4040 2020-10-20 15:31:58,970 - mmaction - INFO - Epoch [169][80/396] lr: 7.929e-02, eta: 17:16:49, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5547, top5_acc: 0.7859, loss_cls: 1.8394, loss: 1.8394, grad_norm: 2.0773, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.3965, loss/aux0: 1.3965 2020-10-20 15:32:35,321 - mmaction - INFO - Epoch [169][100/396] lr: 7.929e-02, eta: 17:16:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7742, loss_cls: 1.8963, loss: 1.8963, grad_norm: 2.0370, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5174, loss/aux0: 1.5174 2020-10-20 15:32:36,260 - mmaction - INFO - Epoch [169][100/396] lr: 7.929e-02, eta: 17:16:14, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7742, loss_cls: 1.8963, loss: 1.8963, grad_norm: 2.0332, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5284, loss/aux0: 1.5284 2020-10-20 15:33:12,471 - mmaction - INFO - Epoch [169][120/396] lr: 7.929e-02, eta: 17:15:29, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7885, loss_cls: 1.8256, loss: 1.8256, grad_norm: 2.0635, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5022, loss/aux0: 1.5022 2020-10-20 15:33:13,405 - mmaction - INFO - Epoch [169][120/396] lr: 7.929e-02, eta: 17:15:39, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7885, loss_cls: 1.8256, loss: 1.8256, grad_norm: 2.0567, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4907, loss/aux0: 1.4907 2020-10-20 15:33:50,088 - mmaction - INFO - Epoch [169][140/396] lr: 7.929e-02, eta: 17:14:54, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7742, loss_cls: 1.8969, loss: 1.8969, grad_norm: 2.0570, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.4871, loss/aux0: 1.4871 2020-10-20 15:33:51,021 - mmaction - INFO - Epoch [169][140/396] lr: 7.929e-02, eta: 17:15:04, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7742, loss_cls: 1.8969, loss: 1.8969, grad_norm: 2.0624, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.4965, loss/aux0: 1.4965 2020-10-20 15:34:27,156 - mmaction - INFO - Epoch [169][160/396] lr: 7.929e-02, eta: 17:14:20, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5609, top5_acc: 0.7857, loss_cls: 1.8332, loss: 1.8332, grad_norm: 2.0985, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5106, loss/aux0: 1.5106 2020-10-20 15:34:28,069 - mmaction - INFO - Epoch [169][160/396] lr: 7.929e-02, eta: 17:14:29, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5609, top5_acc: 0.7857, loss_cls: 1.8332, loss: 1.8332, grad_norm: 2.0845, top1_acc/aux0: 0.6289, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5011, loss/aux0: 1.5011 2020-10-20 15:35:04,266 - mmaction - INFO - Epoch [169][180/396] lr: 7.929e-02, eta: 17:13:44, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7844, loss_cls: 1.8400, loss: 1.8400, grad_norm: 2.0383, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5389, loss/aux0: 1.5389 2020-10-20 15:35:05,195 - mmaction - INFO - Epoch [169][180/396] lr: 7.929e-02, eta: 17:13:54, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7844, loss_cls: 1.8400, loss: 1.8400, grad_norm: 2.0445, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5503, loss/aux0: 1.5503 2020-10-20 15:35:41,452 - mmaction - INFO - Epoch [169][200/396] lr: 7.929e-02, eta: 17:13:09, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7883, loss_cls: 1.8148, loss: 1.8148, grad_norm: 2.0179, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4815, loss/aux0: 1.4815 2020-10-20 15:35:42,384 - mmaction - INFO - Epoch [169][200/396] lr: 7.929e-02, eta: 17:13:19, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7883, loss_cls: 1.8148, loss: 1.8148, grad_norm: 2.0171, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4842, loss/aux0: 1.4842 2020-10-20 15:36:18,683 - mmaction - INFO - Epoch [169][220/396] lr: 7.929e-02, eta: 17:12:34, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7815, loss_cls: 1.8808, loss: 1.8808, grad_norm: 2.0477, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4748, loss/aux0: 1.4748 2020-10-20 15:36:19,634 - mmaction - INFO - Epoch [169][220/396] lr: 7.929e-02, eta: 17:12:44, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7815, loss_cls: 1.8808, loss: 1.8808, grad_norm: 2.0442, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4522, loss/aux0: 1.4522 2020-10-20 15:36:55,909 - mmaction - INFO - Epoch [169][240/396] lr: 7.929e-02, eta: 17:11:59, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7784, loss_cls: 1.8935, loss: 1.8935, grad_norm: 2.0521, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.4862, loss/aux0: 1.4862 2020-10-20 15:36:56,839 - mmaction - INFO - Epoch [169][240/396] lr: 7.929e-02, eta: 17:12:09, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7784, loss_cls: 1.8935, loss: 1.8935, grad_norm: 2.0542, top1_acc/aux0: 0.6187, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.4996, loss/aux0: 1.4996 2020-10-20 15:37:33,234 - mmaction - INFO - Epoch [169][260/396] lr: 7.929e-02, eta: 17:11:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5336, top5_acc: 0.7771, loss_cls: 1.8952, loss: 1.8952, grad_norm: 2.0761, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5138, loss/aux0: 1.5138 2020-10-20 15:37:34,185 - mmaction - INFO - Epoch [169][260/396] lr: 7.929e-02, eta: 17:11:34, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5336, top5_acc: 0.7771, loss_cls: 1.8952, loss: 1.8952, grad_norm: 2.0755, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5180, loss/aux0: 1.5180 2020-10-20 15:38:10,688 - mmaction - INFO - Epoch [169][280/396] lr: 7.929e-02, eta: 17:10:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7737, loss_cls: 1.8716, loss: 1.8716, grad_norm: 2.0669, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5344, loss/aux0: 1.5344 2020-10-20 15:38:11,634 - mmaction - INFO - Epoch [169][280/396] lr: 7.929e-02, eta: 17:10:59, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7737, loss_cls: 1.8716, loss: 1.8716, grad_norm: 2.0665, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5345, loss/aux0: 1.5345 2020-10-20 15:38:47,945 - mmaction - INFO - Epoch [169][300/396] lr: 7.929e-02, eta: 17:10:14, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7833, loss_cls: 1.8751, loss: 1.8751, grad_norm: 2.0745, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4974, loss/aux0: 1.4974 2020-10-20 15:38:48,876 - mmaction - INFO - Epoch [169][300/396] lr: 7.929e-02, eta: 17:10:24, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7833, loss_cls: 1.8751, loss: 1.8751, grad_norm: 2.0774, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.4944, loss/aux0: 1.4944 2020-10-20 15:39:25,164 - mmaction - INFO - Epoch [169][320/396] lr: 7.929e-02, eta: 17:09:39, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7745, loss_cls: 1.9022, loss: 1.9022, grad_norm: 2.0181, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5071, loss/aux0: 1.5071 2020-10-20 15:39:26,100 - mmaction - INFO - Epoch [169][320/396] lr: 7.929e-02, eta: 17:09:49, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7745, loss_cls: 1.9022, loss: 1.9022, grad_norm: 2.0124, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.4947, loss/aux0: 1.4947 2020-10-20 15:40:02,270 - mmaction - INFO - Epoch [169][340/396] lr: 7.929e-02, eta: 17:09:04, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7820, loss_cls: 1.8526, loss: 1.8526, grad_norm: 2.0704, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5175, loss/aux0: 1.5175 2020-10-20 15:40:03,210 - mmaction - INFO - Epoch [169][340/396] lr: 7.929e-02, eta: 17:09:14, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7820, loss_cls: 1.8526, loss: 1.8526, grad_norm: 2.0676, top1_acc/aux0: 0.6187, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5302, loss/aux0: 1.5302 2020-10-20 15:40:39,635 - mmaction - INFO - Epoch [169][360/396] lr: 7.929e-02, eta: 17:08:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7802, loss_cls: 1.8546, loss: 1.8546, grad_norm: 2.0543, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4916, loss/aux0: 1.4916 2020-10-20 15:40:40,555 - mmaction - INFO - Epoch [169][360/396] lr: 7.929e-02, eta: 17:08:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7802, loss_cls: 1.8546, loss: 1.8546, grad_norm: 2.0675, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5007, loss/aux0: 1.5007 2020-10-20 15:41:16,823 - mmaction - INFO - Epoch [169][380/396] lr: 7.929e-02, eta: 17:07:54, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7771, loss_cls: 1.8771, loss: 1.8771, grad_norm: 2.0326, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5241, loss/aux0: 1.5241 2020-10-20 15:41:17,747 - mmaction - INFO - Epoch [169][380/396] lr: 7.929e-02, eta: 17:08:04, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7771, loss_cls: 1.8771, loss: 1.8771, grad_norm: 2.0331, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5039, loss/aux0: 1.5039 2020-10-20 15:45:54,837 - mmaction - INFO - Epoch [170][20/396] lr: 7.767e-02, eta: 17:06:36, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7799, loss_cls: 1.8714, loss: 1.8714, grad_norm: 2.0668, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8418, loss_cls/aux0: 1.4841, loss/aux0: 1.4841 2020-10-20 15:45:55,760 - mmaction - INFO - Epoch [170][20/396] lr: 7.767e-02, eta: 17:06:45, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7799, loss_cls: 1.8714, loss: 1.8714, grad_norm: 2.0720, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4904, loss/aux0: 1.4904 2020-10-20 15:46:31,744 - mmaction - INFO - Epoch [170][40/396] lr: 7.767e-02, eta: 17:06:00, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5474, top5_acc: 0.7820, loss_cls: 1.8626, loss: 1.8626, grad_norm: 2.0549, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5165, loss/aux0: 1.5165 2020-10-20 15:46:32,690 - mmaction - INFO - Epoch [170][40/396] lr: 7.767e-02, eta: 17:06:10, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5474, top5_acc: 0.7820, loss_cls: 1.8626, loss: 1.8626, grad_norm: 2.0652, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5038, loss/aux0: 1.5038 2020-10-20 15:47:09,044 - mmaction - INFO - Epoch [170][60/396] lr: 7.767e-02, eta: 17:05:25, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7815, loss_cls: 1.8352, loss: 1.8352, grad_norm: 2.0725, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4604, loss/aux0: 1.4604 2020-10-20 15:47:09,969 - mmaction - INFO - Epoch [170][60/396] lr: 7.767e-02, eta: 17:05:35, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7815, loss_cls: 1.8352, loss: 1.8352, grad_norm: 2.0725, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4685, loss/aux0: 1.4685 2020-10-20 15:47:46,160 - mmaction - INFO - Epoch [170][80/396] lr: 7.767e-02, eta: 17:04:50, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7854, loss_cls: 1.8484, loss: 1.8484, grad_norm: 2.0837, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4932, loss/aux0: 1.4932 2020-10-20 15:47:47,094 - mmaction - INFO - Epoch [170][80/396] lr: 7.767e-02, eta: 17:05:00, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7854, loss_cls: 1.8484, loss: 1.8484, grad_norm: 2.0988, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4957, loss/aux0: 1.4957 2020-10-20 15:48:23,392 - mmaction - INFO - Epoch [170][100/396] lr: 7.767e-02, eta: 17:04:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5458, top5_acc: 0.7789, loss_cls: 1.8687, loss: 1.8687, grad_norm: 2.0550, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5135, loss/aux0: 1.5135 2020-10-20 15:48:24,320 - mmaction - INFO - Epoch [170][100/396] lr: 7.767e-02, eta: 17:04:25, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5458, top5_acc: 0.7789, loss_cls: 1.8687, loss: 1.8687, grad_norm: 2.0538, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5058, loss/aux0: 1.5058 2020-10-20 15:49:00,757 - mmaction - INFO - Epoch [170][120/396] lr: 7.767e-02, eta: 17:03:40, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7911, loss_cls: 1.8562, loss: 1.8562, grad_norm: 2.0852, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4754, loss/aux0: 1.4754 2020-10-20 15:49:01,697 - mmaction - INFO - Epoch [170][120/396] lr: 7.767e-02, eta: 17:03:50, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7911, loss_cls: 1.8562, loss: 1.8562, grad_norm: 2.0800, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4735, loss/aux0: 1.4735 2020-10-20 15:49:38,065 - mmaction - INFO - Epoch [170][140/396] lr: 7.767e-02, eta: 17:03:05, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7911, loss_cls: 1.8413, loss: 1.8413, grad_norm: 2.0672, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4363, loss/aux0: 1.4363 2020-10-20 15:49:38,991 - mmaction - INFO - Epoch [170][140/396] lr: 7.767e-02, eta: 17:03:15, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7911, loss_cls: 1.8413, loss: 1.8413, grad_norm: 2.0577, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4374, loss/aux0: 1.4374 2020-10-20 15:50:15,461 - mmaction - INFO - Epoch [170][160/396] lr: 7.767e-02, eta: 17:02:30, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7854, loss_cls: 1.8345, loss: 1.8345, grad_norm: 2.1013, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5186, loss/aux0: 1.5186 2020-10-20 15:50:16,388 - mmaction - INFO - Epoch [170][160/396] lr: 7.767e-02, eta: 17:02:40, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7854, loss_cls: 1.8345, loss: 1.8345, grad_norm: 2.0844, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5172, loss/aux0: 1.5172 2020-10-20 15:50:52,639 - mmaction - INFO - Epoch [170][180/396] lr: 7.767e-02, eta: 17:01:55, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7857, loss_cls: 1.8439, loss: 1.8439, grad_norm: 2.0829, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.4818, loss/aux0: 1.4818 2020-10-20 15:50:53,596 - mmaction - INFO - Epoch [170][180/396] lr: 7.767e-02, eta: 17:02:05, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7857, loss_cls: 1.8439, loss: 1.8439, grad_norm: 2.0847, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.4954, loss/aux0: 1.4954 2020-10-20 15:51:29,819 - mmaction - INFO - Epoch [170][200/396] lr: 7.767e-02, eta: 17:01:20, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7685, loss_cls: 1.8919, loss: 1.8919, grad_norm: 2.0428, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.5011, loss/aux0: 1.5011 2020-10-20 15:51:30,776 - mmaction - INFO - Epoch [170][200/396] lr: 7.767e-02, eta: 17:01:29, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7685, loss_cls: 1.8919, loss: 1.8919, grad_norm: 2.0397, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4899, loss/aux0: 1.4899 2020-10-20 15:52:07,103 - mmaction - INFO - Epoch [170][220/396] lr: 7.767e-02, eta: 17:00:45, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7750, loss_cls: 1.8895, loss: 1.8895, grad_norm: 2.0353, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4760, loss/aux0: 1.4760 2020-10-20 15:52:08,072 - mmaction - INFO - Epoch [170][220/396] lr: 7.767e-02, eta: 17:00:54, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7750, loss_cls: 1.8895, loss: 1.8895, grad_norm: 2.0414, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4726, loss/aux0: 1.4726 2020-10-20 15:52:44,607 - mmaction - INFO - Epoch [170][240/396] lr: 7.767e-02, eta: 17:00:10, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7844, loss_cls: 1.8789, loss: 1.8789, grad_norm: 2.1221, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4807, loss/aux0: 1.4807 2020-10-20 15:52:45,565 - mmaction - INFO - Epoch [170][240/396] lr: 7.767e-02, eta: 17:00:20, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7844, loss_cls: 1.8789, loss: 1.8789, grad_norm: 2.1465, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5041, loss/aux0: 1.5041 2020-10-20 15:53:22,007 - mmaction - INFO - Epoch [170][260/396] lr: 7.767e-02, eta: 16:59:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7768, loss_cls: 1.9173, loss: 1.9173, grad_norm: 2.0594, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.4915, loss/aux0: 1.4915 2020-10-20 15:53:22,952 - mmaction - INFO - Epoch [170][260/396] lr: 7.767e-02, eta: 16:59:45, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7768, loss_cls: 1.9173, loss: 1.9173, grad_norm: 2.0612, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.4773, loss/aux0: 1.4773 2020-10-20 15:53:59,085 - mmaction - INFO - Epoch [170][280/396] lr: 7.767e-02, eta: 16:59:00, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7919, loss_cls: 1.8507, loss: 1.8507, grad_norm: 2.0768, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4820, loss/aux0: 1.4820 2020-10-20 15:54:00,016 - mmaction - INFO - Epoch [170][280/396] lr: 7.767e-02, eta: 16:59:10, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7919, loss_cls: 1.8507, loss: 1.8507, grad_norm: 2.0755, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4840, loss/aux0: 1.4840 2020-10-20 15:54:37,374 - mmaction - INFO - Epoch [170][300/396] lr: 7.767e-02, eta: 16:58:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7849, loss_cls: 1.8051, loss: 1.8051, grad_norm: 2.0660, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5142, loss/aux0: 1.5142 2020-10-20 15:54:38,293 - mmaction - INFO - Epoch [170][300/396] lr: 7.767e-02, eta: 16:58:35, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7849, loss_cls: 1.8051, loss: 1.8051, grad_norm: 2.0737, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5182, loss/aux0: 1.5182 2020-10-20 15:55:14,826 - mmaction - INFO - Epoch [170][320/396] lr: 7.767e-02, eta: 16:57:50, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5435, top5_acc: 0.7714, loss_cls: 1.8948, loss: 1.8948, grad_norm: 2.0437, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5342, loss/aux0: 1.5342 2020-10-20 15:55:15,759 - mmaction - INFO - Epoch [170][320/396] lr: 7.767e-02, eta: 16:58:00, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5435, top5_acc: 0.7714, loss_cls: 1.8948, loss: 1.8948, grad_norm: 2.0387, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5230, loss/aux0: 1.5230 2020-10-20 15:55:52,080 - mmaction - INFO - Epoch [170][340/396] lr: 7.767e-02, eta: 16:57:15, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7823, loss_cls: 1.8475, loss: 1.8475, grad_norm: 2.1452, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4847, loss/aux0: 1.4847 2020-10-20 15:55:53,028 - mmaction - INFO - Epoch [170][340/396] lr: 7.767e-02, eta: 16:57:25, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7823, loss_cls: 1.8475, loss: 1.8475, grad_norm: 2.1394, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4910, loss/aux0: 1.4910 2020-10-20 15:56:29,283 - mmaction - INFO - Epoch [170][360/396] lr: 7.767e-02, eta: 16:56:40, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7766, loss_cls: 1.8765, loss: 1.8765, grad_norm: 2.0183, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5012, loss/aux0: 1.5012 2020-10-20 15:56:30,233 - mmaction - INFO - Epoch [170][360/396] lr: 7.767e-02, eta: 16:56:50, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7766, loss_cls: 1.8765, loss: 1.8765, grad_norm: 2.0217, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4928, loss/aux0: 1.4928 2020-10-20 15:57:06,643 - mmaction - INFO - Epoch [170][380/396] lr: 7.767e-02, eta: 16:56:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7833, loss_cls: 1.8767, loss: 1.8767, grad_norm: 2.0391, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4417, loss/aux0: 1.4417 2020-10-20 15:57:07,572 - mmaction - INFO - Epoch [170][380/396] lr: 7.767e-02, eta: 16:56:15, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7833, loss_cls: 1.8767, loss: 1.8767, grad_norm: 2.0339, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4424, loss/aux0: 1.4424 2020-10-20 16:01:27,352 - mmaction - INFO - Epoch [171][20/396] lr: 7.607e-02, eta: 16:54:47, time: 0.915, data_time: 0.000, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7937, loss_cls: 1.8063, loss: 1.8063, grad_norm: 2.0630, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.4936, loss/aux0: 1.4936 2020-10-20 16:01:28,281 - mmaction - INFO - Epoch [171][20/396] lr: 7.607e-02, eta: 16:54:56, time: 0.917, data_time: 0.002, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7937, loss_cls: 1.8063, loss: 1.8063, grad_norm: 2.0633, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.4948, loss/aux0: 1.4948 2020-10-20 16:02:04,357 - mmaction - INFO - Epoch [171][40/396] lr: 7.607e-02, eta: 16:54:12, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5474, top5_acc: 0.7807, loss_cls: 1.8355, loss: 1.8355, grad_norm: 2.0659, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.4876, loss/aux0: 1.4876 2020-10-20 16:02:05,289 - mmaction - INFO - Epoch [171][40/396] lr: 7.607e-02, eta: 16:54:21, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5474, top5_acc: 0.7807, loss_cls: 1.8355, loss: 1.8355, grad_norm: 2.0515, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4788, loss/aux0: 1.4788 2020-10-20 16:02:41,533 - mmaction - INFO - Epoch [171][60/396] lr: 7.607e-02, eta: 16:53:37, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5523, top5_acc: 0.7781, loss_cls: 1.8698, loss: 1.8698, grad_norm: 2.0434, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.5042, loss/aux0: 1.5042 2020-10-20 16:02:42,462 - mmaction - INFO - Epoch [171][60/396] lr: 7.607e-02, eta: 16:53:46, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5523, top5_acc: 0.7781, loss_cls: 1.8698, loss: 1.8698, grad_norm: 2.0629, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5104, loss/aux0: 1.5104 2020-10-20 16:03:18,846 - mmaction - INFO - Epoch [171][80/396] lr: 7.607e-02, eta: 16:53:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5591, top5_acc: 0.7917, loss_cls: 1.8113, loss: 1.8113, grad_norm: 2.0728, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4585, loss/aux0: 1.4585 2020-10-20 16:03:19,827 - mmaction - INFO - Epoch [171][80/396] lr: 7.607e-02, eta: 16:53:11, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5591, top5_acc: 0.7917, loss_cls: 1.8113, loss: 1.8113, grad_norm: 2.0757, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4662, loss/aux0: 1.4662 2020-10-20 16:03:56,076 - mmaction - INFO - Epoch [171][100/396] lr: 7.607e-02, eta: 16:52:27, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5648, top5_acc: 0.7906, loss_cls: 1.8056, loss: 1.8056, grad_norm: 2.1082, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.5126, loss/aux0: 1.5126 2020-10-20 16:03:57,007 - mmaction - INFO - Epoch [171][100/396] lr: 7.607e-02, eta: 16:52:36, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5648, top5_acc: 0.7906, loss_cls: 1.8056, loss: 1.8056, grad_norm: 2.1052, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.5033, loss/aux0: 1.5033 2020-10-20 16:04:33,422 - mmaction - INFO - Epoch [171][120/396] lr: 7.607e-02, eta: 16:51:52, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5466, top5_acc: 0.7839, loss_cls: 1.8444, loss: 1.8444, grad_norm: 2.1072, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5130, loss/aux0: 1.5130 2020-10-20 16:04:34,357 - mmaction - INFO - Epoch [171][120/396] lr: 7.607e-02, eta: 16:52:01, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5466, top5_acc: 0.7839, loss_cls: 1.8444, loss: 1.8444, grad_norm: 2.1258, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5289, loss/aux0: 1.5289 2020-10-20 16:05:10,736 - mmaction - INFO - Epoch [171][140/396] lr: 7.607e-02, eta: 16:51:17, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5484, top5_acc: 0.7875, loss_cls: 1.8278, loss: 1.8278, grad_norm: 2.1059, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5489, loss/aux0: 1.5489 2020-10-20 16:05:11,672 - mmaction - INFO - Epoch [171][140/396] lr: 7.607e-02, eta: 16:51:26, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5484, top5_acc: 0.7875, loss_cls: 1.8278, loss: 1.8278, grad_norm: 2.1103, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5384, loss/aux0: 1.5384 2020-10-20 16:05:47,977 - mmaction - INFO - Epoch [171][160/396] lr: 7.607e-02, eta: 16:50:42, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5484, top5_acc: 0.7854, loss_cls: 1.8234, loss: 1.8234, grad_norm: 2.0739, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4637, loss/aux0: 1.4637 2020-10-20 16:05:48,900 - mmaction - INFO - Epoch [171][160/396] lr: 7.607e-02, eta: 16:50:51, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5484, top5_acc: 0.7854, loss_cls: 1.8234, loss: 1.8234, grad_norm: 2.0750, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4674, loss/aux0: 1.4674 2020-10-20 16:06:25,347 - mmaction - INFO - Epoch [171][180/396] lr: 7.607e-02, eta: 16:50:07, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5529, top5_acc: 0.7799, loss_cls: 1.8494, loss: 1.8494, grad_norm: 2.1108, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4724, loss/aux0: 1.4724 2020-10-20 16:06:26,283 - mmaction - INFO - Epoch [171][180/396] lr: 7.607e-02, eta: 16:50:16, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5529, top5_acc: 0.7799, loss_cls: 1.8494, loss: 1.8494, grad_norm: 2.1105, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4674, loss/aux0: 1.4674 2020-10-20 16:07:02,926 - mmaction - INFO - Epoch [171][200/396] lr: 7.607e-02, eta: 16:49:32, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7758, loss_cls: 1.8749, loss: 1.8749, grad_norm: 2.0701, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4893, loss/aux0: 1.4893 2020-10-20 16:07:03,875 - mmaction - INFO - Epoch [171][200/396] lr: 7.607e-02, eta: 16:49:41, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7758, loss_cls: 1.8749, loss: 1.8749, grad_norm: 2.0809, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.4865, loss/aux0: 1.4865 2020-10-20 16:07:40,056 - mmaction - INFO - Epoch [171][220/396] lr: 7.607e-02, eta: 16:48:56, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5534, top5_acc: 0.7854, loss_cls: 1.8154, loss: 1.8154, grad_norm: 2.1329, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4651, loss/aux0: 1.4651 2020-10-20 16:07:40,979 - mmaction - INFO - Epoch [171][220/396] lr: 7.607e-02, eta: 16:49:06, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5534, top5_acc: 0.7854, loss_cls: 1.8154, loss: 1.8154, grad_norm: 2.1332, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4694, loss/aux0: 1.4694 2020-10-20 16:08:17,056 - mmaction - INFO - Epoch [171][240/396] lr: 7.607e-02, eta: 16:48:21, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7820, loss_cls: 1.8400, loss: 1.8400, grad_norm: 2.1232, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5104, loss/aux0: 1.5104 2020-10-20 16:08:18,028 - mmaction - INFO - Epoch [171][240/396] lr: 7.607e-02, eta: 16:48:31, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7820, loss_cls: 1.8400, loss: 1.8400, grad_norm: 2.1248, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5207, loss/aux0: 1.5207 2020-10-20 16:08:54,161 - mmaction - INFO - Epoch [171][260/396] lr: 7.607e-02, eta: 16:47:46, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7818, loss_cls: 1.8526, loss: 1.8526, grad_norm: 2.1352, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5424, loss/aux0: 1.5424 2020-10-20 16:08:55,109 - mmaction - INFO - Epoch [171][260/396] lr: 7.607e-02, eta: 16:47:55, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7818, loss_cls: 1.8526, loss: 1.8526, grad_norm: 2.1405, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5337, loss/aux0: 1.5337 2020-10-20 16:09:31,384 - mmaction - INFO - Epoch [171][280/396] lr: 7.607e-02, eta: 16:47:11, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.5419, top5_acc: 0.7836, loss_cls: 1.8702, loss: 1.8702, grad_norm: 2.0631, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4781, loss/aux0: 1.4781 2020-10-20 16:09:32,312 - mmaction - INFO - Epoch [171][280/396] lr: 7.607e-02, eta: 16:47:20, time: 0.921, data_time: 0.002, memory: 8466, top1_acc: 0.5419, top5_acc: 0.7836, loss_cls: 1.8702, loss: 1.8702, grad_norm: 2.0556, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4685, loss/aux0: 1.4685 2020-10-20 16:10:08,719 - mmaction - INFO - Epoch [171][300/396] lr: 7.607e-02, eta: 16:46:36, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5656, top5_acc: 0.7911, loss_cls: 1.7867, loss: 1.7867, grad_norm: 2.0680, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5278, loss/aux0: 1.5278 2020-10-20 16:10:09,682 - mmaction - INFO - Epoch [171][300/396] lr: 7.607e-02, eta: 16:46:45, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.5656, top5_acc: 0.7911, loss_cls: 1.7867, loss: 1.7867, grad_norm: 2.0608, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5301, loss/aux0: 1.5301 2020-10-20 16:10:45,983 - mmaction - INFO - Epoch [171][320/396] lr: 7.607e-02, eta: 16:46:01, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7797, loss_cls: 1.8599, loss: 1.8599, grad_norm: 2.0803, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4334, loss/aux0: 1.4334 2020-10-20 16:10:46,912 - mmaction - INFO - Epoch [171][320/396] lr: 7.607e-02, eta: 16:46:10, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7797, loss_cls: 1.8599, loss: 1.8599, grad_norm: 2.0955, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4386, loss/aux0: 1.4386 2020-10-20 16:11:23,158 - mmaction - INFO - Epoch [171][340/396] lr: 7.607e-02, eta: 16:45:26, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5557, top5_acc: 0.7898, loss_cls: 1.8091, loss: 1.8091, grad_norm: 2.0802, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4845, loss/aux0: 1.4845 2020-10-20 16:11:24,100 - mmaction - INFO - Epoch [171][340/396] lr: 7.607e-02, eta: 16:45:35, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5557, top5_acc: 0.7898, loss_cls: 1.8091, loss: 1.8091, grad_norm: 2.0928, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4876, loss/aux0: 1.4876 2020-10-20 16:12:00,486 - mmaction - INFO - Epoch [171][360/396] lr: 7.607e-02, eta: 16:44:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5388, top5_acc: 0.7833, loss_cls: 1.8520, loss: 1.8520, grad_norm: 2.1001, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5201, loss/aux0: 1.5201 2020-10-20 16:12:01,474 - mmaction - INFO - Epoch [171][360/396] lr: 7.607e-02, eta: 16:45:00, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5388, top5_acc: 0.7833, loss_cls: 1.8520, loss: 1.8520, grad_norm: 2.0976, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5073, loss/aux0: 1.5073 2020-10-20 16:12:37,635 - mmaction - INFO - Epoch [171][380/396] lr: 7.607e-02, eta: 16:44:16, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7755, loss_cls: 1.9096, loss: 1.9096, grad_norm: 2.1111, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4716, loss/aux0: 1.4716 2020-10-20 16:12:38,586 - mmaction - INFO - Epoch [171][380/396] lr: 7.607e-02, eta: 16:44:25, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7755, loss_cls: 1.9096, loss: 1.9096, grad_norm: 2.1010, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.4837, loss/aux0: 1.4837 2020-10-20 16:17:14,541 - mmaction - INFO - Epoch [172][20/396] lr: 7.447e-02, eta: 16:42:58, time: 0.914, data_time: 0.000, memory: 8466, top1_acc: 0.5628, top5_acc: 0.7888, loss_cls: 1.7877, loss: 1.7877, grad_norm: 2.0555, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8462, loss_cls/aux0: 1.4764, loss/aux0: 1.4764 2020-10-20 16:17:15,482 - mmaction - INFO - Epoch [172][20/396] lr: 7.447e-02, eta: 16:43:07, time: 0.919, data_time: 0.005, memory: 8466, top1_acc: 0.5628, top5_acc: 0.7888, loss_cls: 1.7877, loss: 1.7877, grad_norm: 2.0406, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4641, loss/aux0: 1.4641 2020-10-20 16:17:51,483 - mmaction - INFO - Epoch [172][40/396] lr: 7.447e-02, eta: 16:42:22, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5456, top5_acc: 0.7779, loss_cls: 1.8473, loss: 1.8473, grad_norm: 2.0396, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4262, loss/aux0: 1.4262 2020-10-20 16:17:52,411 - mmaction - INFO - Epoch [172][40/396] lr: 7.447e-02, eta: 16:42:32, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.5456, top5_acc: 0.7779, loss_cls: 1.8473, loss: 1.8473, grad_norm: 2.0318, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4374, loss/aux0: 1.4374 2020-10-20 16:18:28,805 - mmaction - INFO - Epoch [172][60/396] lr: 7.447e-02, eta: 16:41:47, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5534, top5_acc: 0.8005, loss_cls: 1.7968, loss: 1.7968, grad_norm: 2.0974, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4643, loss/aux0: 1.4643 2020-10-20 16:18:29,751 - mmaction - INFO - Epoch [172][60/396] lr: 7.447e-02, eta: 16:41:57, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5534, top5_acc: 0.8005, loss_cls: 1.7968, loss: 1.7968, grad_norm: 2.0940, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.4766, loss/aux0: 1.4766 2020-10-20 16:19:05,983 - mmaction - INFO - Epoch [172][80/396] lr: 7.447e-02, eta: 16:41:12, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7909, loss_cls: 1.7897, loss: 1.7897, grad_norm: 2.0896, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4284, loss/aux0: 1.4284 2020-10-20 16:19:06,931 - mmaction - INFO - Epoch [172][80/396] lr: 7.447e-02, eta: 16:41:22, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7909, loss_cls: 1.7897, loss: 1.7897, grad_norm: 2.0873, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4235, loss/aux0: 1.4235 2020-10-20 16:19:43,101 - mmaction - INFO - Epoch [172][100/396] lr: 7.447e-02, eta: 16:40:37, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7812, loss_cls: 1.8581, loss: 1.8581, grad_norm: 2.1463, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5138, loss/aux0: 1.5138 2020-10-20 16:19:44,027 - mmaction - INFO - Epoch [172][100/396] lr: 7.447e-02, eta: 16:40:46, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7812, loss_cls: 1.8581, loss: 1.8581, grad_norm: 2.1388, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5115, loss/aux0: 1.5115 2020-10-20 16:20:20,234 - mmaction - INFO - Epoch [172][120/396] lr: 7.447e-02, eta: 16:40:02, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7945, loss_cls: 1.8088, loss: 1.8088, grad_norm: 2.1255, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4854, loss/aux0: 1.4854 2020-10-20 16:20:21,176 - mmaction - INFO - Epoch [172][120/396] lr: 7.447e-02, eta: 16:40:11, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7945, loss_cls: 1.8088, loss: 1.8088, grad_norm: 2.1356, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4869, loss/aux0: 1.4869 2020-10-20 16:20:57,492 - mmaction - INFO - Epoch [172][140/396] lr: 7.447e-02, eta: 16:39:27, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5529, top5_acc: 0.7846, loss_cls: 1.8310, loss: 1.8310, grad_norm: 2.0668, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5160, loss/aux0: 1.5160 2020-10-20 16:20:58,444 - mmaction - INFO - Epoch [172][140/396] lr: 7.447e-02, eta: 16:39:36, time: 0.932, data_time: 0.005, memory: 8466, top1_acc: 0.5529, top5_acc: 0.7846, loss_cls: 1.8310, loss: 1.8310, grad_norm: 2.0813, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5182, loss/aux0: 1.5182 2020-10-20 16:21:34,736 - mmaction - INFO - Epoch [172][160/396] lr: 7.447e-02, eta: 16:38:52, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5466, top5_acc: 0.7940, loss_cls: 1.8488, loss: 1.8488, grad_norm: 2.0192, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.4975, loss/aux0: 1.4975 2020-10-20 16:21:35,662 - mmaction - INFO - Epoch [172][160/396] lr: 7.447e-02, eta: 16:39:01, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5466, top5_acc: 0.7940, loss_cls: 1.8488, loss: 1.8488, grad_norm: 2.0135, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4827, loss/aux0: 1.4827 2020-10-20 16:22:12,233 - mmaction - INFO - Epoch [172][180/396] lr: 7.447e-02, eta: 16:38:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5638, top5_acc: 0.7924, loss_cls: 1.7707, loss: 1.7707, grad_norm: 2.0719, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4591, loss/aux0: 1.4591 2020-10-20 16:22:13,176 - mmaction - INFO - Epoch [172][180/396] lr: 7.447e-02, eta: 16:38:26, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5638, top5_acc: 0.7924, loss_cls: 1.7707, loss: 1.7707, grad_norm: 2.0823, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.4749, loss/aux0: 1.4749 2020-10-20 16:22:49,538 - mmaction - INFO - Epoch [172][200/396] lr: 7.447e-02, eta: 16:37:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5549, top5_acc: 0.7833, loss_cls: 1.8226, loss: 1.8226, grad_norm: 2.1065, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4599, loss/aux0: 1.4599 2020-10-20 16:22:50,472 - mmaction - INFO - Epoch [172][200/396] lr: 7.447e-02, eta: 16:37:51, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5549, top5_acc: 0.7833, loss_cls: 1.8226, loss: 1.8226, grad_norm: 2.1024, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4457, loss/aux0: 1.4457 2020-10-20 16:23:26,698 - mmaction - INFO - Epoch [172][220/396] lr: 7.447e-02, eta: 16:37:07, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7823, loss_cls: 1.8690, loss: 1.8690, grad_norm: 2.1189, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4855, loss/aux0: 1.4855 2020-10-20 16:23:27,658 - mmaction - INFO - Epoch [172][220/396] lr: 7.447e-02, eta: 16:37:16, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7823, loss_cls: 1.8690, loss: 1.8690, grad_norm: 2.1203, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4933, loss/aux0: 1.4933 2020-10-20 16:24:03,937 - mmaction - INFO - Epoch [172][240/396] lr: 7.447e-02, eta: 16:36:32, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7896, loss_cls: 1.8411, loss: 1.8411, grad_norm: 2.1477, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4713, loss/aux0: 1.4713 2020-10-20 16:24:04,880 - mmaction - INFO - Epoch [172][240/396] lr: 7.447e-02, eta: 16:36:41, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7896, loss_cls: 1.8411, loss: 1.8411, grad_norm: 2.1245, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4660, loss/aux0: 1.4660 2020-10-20 16:24:41,202 - mmaction - INFO - Epoch [172][260/396] lr: 7.447e-02, eta: 16:35:57, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7836, loss_cls: 1.8175, loss: 1.8175, grad_norm: 2.0617, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4649, loss/aux0: 1.4649 2020-10-20 16:24:42,160 - mmaction - INFO - Epoch [172][260/396] lr: 7.447e-02, eta: 16:36:06, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7836, loss_cls: 1.8175, loss: 1.8175, grad_norm: 2.0613, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4643, loss/aux0: 1.4643 2020-10-20 16:25:18,290 - mmaction - INFO - Epoch [172][280/396] lr: 7.447e-02, eta: 16:35:22, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7854, loss_cls: 1.8328, loss: 1.8328, grad_norm: 2.1157, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4800, loss/aux0: 1.4800 2020-10-20 16:25:19,223 - mmaction - INFO - Epoch [172][280/396] lr: 7.447e-02, eta: 16:35:31, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7854, loss_cls: 1.8328, loss: 1.8328, grad_norm: 2.1087, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4809, loss/aux0: 1.4809 2020-10-20 16:25:55,613 - mmaction - INFO - Epoch [172][300/396] lr: 7.447e-02, eta: 16:34:46, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5555, top5_acc: 0.7898, loss_cls: 1.8333, loss: 1.8333, grad_norm: 2.1281, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4541, loss/aux0: 1.4541 2020-10-20 16:25:56,539 - mmaction - INFO - Epoch [172][300/396] lr: 7.447e-02, eta: 16:34:56, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5555, top5_acc: 0.7898, loss_cls: 1.8333, loss: 1.8333, grad_norm: 2.1116, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4493, loss/aux0: 1.4493 2020-10-20 16:26:33,005 - mmaction - INFO - Epoch [172][320/396] lr: 7.447e-02, eta: 16:34:11, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5552, top5_acc: 0.7880, loss_cls: 1.8162, loss: 1.8162, grad_norm: 2.1487, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.4913, loss/aux0: 1.4913 2020-10-20 16:26:33,935 - mmaction - INFO - Epoch [172][320/396] lr: 7.447e-02, eta: 16:34:20, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5552, top5_acc: 0.7880, loss_cls: 1.8162, loss: 1.8162, grad_norm: 2.1497, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5043, loss/aux0: 1.5043 2020-10-20 16:27:10,210 - mmaction - INFO - Epoch [172][340/396] lr: 7.447e-02, eta: 16:33:36, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7854, loss_cls: 1.8624, loss: 1.8624, grad_norm: 2.1436, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4709, loss/aux0: 1.4709 2020-10-20 16:27:11,154 - mmaction - INFO - Epoch [172][340/396] lr: 7.447e-02, eta: 16:33:45, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7854, loss_cls: 1.8624, loss: 1.8624, grad_norm: 2.1448, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.4752, loss/aux0: 1.4752 2020-10-20 16:27:47,302 - mmaction - INFO - Epoch [172][360/396] lr: 7.447e-02, eta: 16:33:01, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5453, top5_acc: 0.7776, loss_cls: 1.8944, loss: 1.8944, grad_norm: 2.1469, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5112, loss/aux0: 1.5112 2020-10-20 16:27:48,220 - mmaction - INFO - Epoch [172][360/396] lr: 7.447e-02, eta: 16:33:10, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5453, top5_acc: 0.7776, loss_cls: 1.8944, loss: 1.8944, grad_norm: 2.1342, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.4937, loss/aux0: 1.4937 2020-10-20 16:28:24,502 - mmaction - INFO - Epoch [172][380/396] lr: 7.447e-02, eta: 16:32:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7784, loss_cls: 1.8703, loss: 1.8703, grad_norm: 2.0836, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4397, loss/aux0: 1.4397 2020-10-20 16:28:25,427 - mmaction - INFO - Epoch [172][380/396] lr: 7.447e-02, eta: 16:32:35, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7784, loss_cls: 1.8703, loss: 1.8703, grad_norm: 2.0855, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4451, loss/aux0: 1.4451 2020-10-20 16:33:06,647 - mmaction - INFO - Epoch [173][20/396] lr: 7.288e-02, eta: 16:31:08, time: 0.915, data_time: 0.000, memory: 8466, top1_acc: 0.5544, top5_acc: 0.7948, loss_cls: 1.8019, loss: 1.8019, grad_norm: 2.0566, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8394, loss_cls/aux0: 1.4353, loss/aux0: 1.4353 2020-10-20 16:33:07,592 - mmaction - INFO - Epoch [173][20/396] lr: 7.288e-02, eta: 16:31:17, time: 0.917, data_time: 0.003, memory: 8466, top1_acc: 0.5544, top5_acc: 0.7948, loss_cls: 1.8019, loss: 1.8019, grad_norm: 2.0672, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.4387, loss/aux0: 1.4387 2020-10-20 16:33:43,905 - mmaction - INFO - Epoch [173][40/396] lr: 7.288e-02, eta: 16:30:33, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5643, top5_acc: 0.8042, loss_cls: 1.7710, loss: 1.7710, grad_norm: 2.1214, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4265, loss/aux0: 1.4265 2020-10-20 16:33:44,843 - mmaction - INFO - Epoch [173][40/396] lr: 7.288e-02, eta: 16:30:42, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5643, top5_acc: 0.8042, loss_cls: 1.7710, loss: 1.7710, grad_norm: 2.1177, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4157, loss/aux0: 1.4157 2020-10-20 16:34:21,061 - mmaction - INFO - Epoch [173][60/396] lr: 7.288e-02, eta: 16:29:58, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5690, top5_acc: 0.8034, loss_cls: 1.7513, loss: 1.7513, grad_norm: 2.1498, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4285, loss/aux0: 1.4285 2020-10-20 16:34:21,995 - mmaction - INFO - Epoch [173][60/396] lr: 7.288e-02, eta: 16:30:07, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5690, top5_acc: 0.8034, loss_cls: 1.7513, loss: 1.7513, grad_norm: 2.1484, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4335, loss/aux0: 1.4335 2020-10-20 16:34:58,169 - mmaction - INFO - Epoch [173][80/396] lr: 7.288e-02, eta: 16:29:23, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5667, top5_acc: 0.8016, loss_cls: 1.7572, loss: 1.7572, grad_norm: 2.1537, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4816, loss/aux0: 1.4816 2020-10-20 16:34:59,120 - mmaction - INFO - Epoch [173][80/396] lr: 7.288e-02, eta: 16:29:32, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.5667, top5_acc: 0.8016, loss_cls: 1.7572, loss: 1.7572, grad_norm: 2.1638, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4872, loss/aux0: 1.4872 2020-10-20 16:35:35,384 - mmaction - INFO - Epoch [173][100/396] lr: 7.288e-02, eta: 16:28:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7945, loss_cls: 1.7991, loss: 1.7991, grad_norm: 2.1553, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4515, loss/aux0: 1.4515 2020-10-20 16:35:36,306 - mmaction - INFO - Epoch [173][100/396] lr: 7.288e-02, eta: 16:28:57, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7945, loss_cls: 1.7991, loss: 1.7991, grad_norm: 2.1582, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4522, loss/aux0: 1.4522 2020-10-20 16:36:12,694 - mmaction - INFO - Epoch [173][120/396] lr: 7.288e-02, eta: 16:28:13, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7885, loss_cls: 1.8592, loss: 1.8592, grad_norm: 2.1135, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4775, loss/aux0: 1.4775 2020-10-20 16:36:13,637 - mmaction - INFO - Epoch [173][120/396] lr: 7.288e-02, eta: 16:28:22, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7885, loss_cls: 1.8592, loss: 1.8592, grad_norm: 2.1158, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4829, loss/aux0: 1.4829 2020-10-20 16:36:49,918 - mmaction - INFO - Epoch [173][140/396] lr: 7.288e-02, eta: 16:27:37, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5698, top5_acc: 0.7964, loss_cls: 1.7661, loss: 1.7661, grad_norm: 2.1188, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4736, loss/aux0: 1.4736 2020-10-20 16:36:50,851 - mmaction - INFO - Epoch [173][140/396] lr: 7.288e-02, eta: 16:27:46, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5698, top5_acc: 0.7964, loss_cls: 1.7661, loss: 1.7661, grad_norm: 2.1175, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4612, loss/aux0: 1.4612 2020-10-20 16:37:27,030 - mmaction - INFO - Epoch [173][160/396] lr: 7.288e-02, eta: 16:27:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5505, top5_acc: 0.7943, loss_cls: 1.7847, loss: 1.7847, grad_norm: 2.2030, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5199, loss/aux0: 1.5199 2020-10-20 16:37:27,951 - mmaction - INFO - Epoch [173][160/396] lr: 7.288e-02, eta: 16:27:11, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5505, top5_acc: 0.7943, loss_cls: 1.7847, loss: 1.7847, grad_norm: 2.2078, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5181, loss/aux0: 1.5181 2020-10-20 16:38:04,489 - mmaction - INFO - Epoch [173][180/396] lr: 7.288e-02, eta: 16:26:27, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7966, loss_cls: 1.7856, loss: 1.7856, grad_norm: 2.1599, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4563, loss/aux0: 1.4563 2020-10-20 16:38:05,410 - mmaction - INFO - Epoch [173][180/396] lr: 7.288e-02, eta: 16:26:36, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7966, loss_cls: 1.7856, loss: 1.7856, grad_norm: 2.1645, top1_acc/aux0: 0.6289, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4695, loss/aux0: 1.4695 2020-10-20 16:38:41,861 - mmaction - INFO - Epoch [173][200/396] lr: 7.288e-02, eta: 16:25:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7750, loss_cls: 1.8387, loss: 1.8387, grad_norm: 2.1196, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4700, loss/aux0: 1.4700 2020-10-20 16:38:42,785 - mmaction - INFO - Epoch [173][200/396] lr: 7.288e-02, eta: 16:26:01, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7750, loss_cls: 1.8387, loss: 1.8387, grad_norm: 2.1357, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4673, loss/aux0: 1.4673 2020-10-20 16:39:19,083 - mmaction - INFO - Epoch [173][220/396] lr: 7.288e-02, eta: 16:25:17, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7815, loss_cls: 1.8469, loss: 1.8469, grad_norm: 2.1031, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4873, loss/aux0: 1.4873 2020-10-20 16:39:20,030 - mmaction - INFO - Epoch [173][220/396] lr: 7.288e-02, eta: 16:25:26, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7815, loss_cls: 1.8469, loss: 1.8469, grad_norm: 2.1042, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4819, loss/aux0: 1.4819 2020-10-20 16:39:56,446 - mmaction - INFO - Epoch [173][240/396] lr: 7.288e-02, eta: 16:24:42, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5409, top5_acc: 0.7883, loss_cls: 1.8344, loss: 1.8344, grad_norm: 2.1213, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.4985, loss/aux0: 1.4985 2020-10-20 16:39:57,402 - mmaction - INFO - Epoch [173][240/396] lr: 7.288e-02, eta: 16:24:51, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5409, top5_acc: 0.7883, loss_cls: 1.8344, loss: 1.8344, grad_norm: 2.1190, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.4933, loss/aux0: 1.4933 2020-10-20 16:40:33,713 - mmaction - INFO - Epoch [173][260/396] lr: 7.288e-02, eta: 16:24:07, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5315, top5_acc: 0.7779, loss_cls: 1.8982, loss: 1.8982, grad_norm: 2.1433, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4550, loss/aux0: 1.4550 2020-10-20 16:40:34,648 - mmaction - INFO - Epoch [173][260/396] lr: 7.288e-02, eta: 16:24:16, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5315, top5_acc: 0.7779, loss_cls: 1.8982, loss: 1.8982, grad_norm: 2.1453, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.4604, loss/aux0: 1.4604 2020-10-20 16:41:10,910 - mmaction - INFO - Epoch [173][280/396] lr: 7.288e-02, eta: 16:23:32, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.5547, top5_acc: 0.7870, loss_cls: 1.8195, loss: 1.8195, grad_norm: 2.1169, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4123, loss/aux0: 1.4123 2020-10-20 16:41:11,850 - mmaction - INFO - Epoch [173][280/396] lr: 7.288e-02, eta: 16:23:41, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.5547, top5_acc: 0.7870, loss_cls: 1.8195, loss: 1.8195, grad_norm: 2.1201, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4236, loss/aux0: 1.4236 2020-10-20 16:41:48,368 - mmaction - INFO - Epoch [173][300/396] lr: 7.288e-02, eta: 16:22:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7839, loss_cls: 1.8545, loss: 1.8545, grad_norm: 2.1511, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.4852, loss/aux0: 1.4852 2020-10-20 16:41:49,299 - mmaction - INFO - Epoch [173][300/396] lr: 7.288e-02, eta: 16:23:06, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7839, loss_cls: 1.8545, loss: 1.8545, grad_norm: 2.1370, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4628, loss/aux0: 1.4628 2020-10-20 16:42:25,596 - mmaction - INFO - Epoch [173][320/396] lr: 7.288e-02, eta: 16:22:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5609, top5_acc: 0.7914, loss_cls: 1.7981, loss: 1.7981, grad_norm: 2.1030, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4460, loss/aux0: 1.4460 2020-10-20 16:42:26,531 - mmaction - INFO - Epoch [173][320/396] lr: 7.288e-02, eta: 16:22:31, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5609, top5_acc: 0.7914, loss_cls: 1.7981, loss: 1.7981, grad_norm: 2.1001, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4536, loss/aux0: 1.4536 2020-10-20 16:43:02,967 - mmaction - INFO - Epoch [173][340/396] lr: 7.288e-02, eta: 16:21:47, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5542, top5_acc: 0.7898, loss_cls: 1.8508, loss: 1.8508, grad_norm: 2.0996, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4269, loss/aux0: 1.4269 2020-10-20 16:43:03,903 - mmaction - INFO - Epoch [173][340/396] lr: 7.288e-02, eta: 16:21:56, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5542, top5_acc: 0.7898, loss_cls: 1.8508, loss: 1.8508, grad_norm: 2.0836, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4204, loss/aux0: 1.4204 2020-10-20 16:43:40,124 - mmaction - INFO - Epoch [173][360/396] lr: 7.288e-02, eta: 16:21:12, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5487, top5_acc: 0.7909, loss_cls: 1.8245, loss: 1.8245, grad_norm: 2.1087, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4634, loss/aux0: 1.4634 2020-10-20 16:43:41,055 - mmaction - INFO - Epoch [173][360/396] lr: 7.288e-02, eta: 16:21:21, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5487, top5_acc: 0.7909, loss_cls: 1.8245, loss: 1.8245, grad_norm: 2.0984, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4784, loss/aux0: 1.4784 2020-10-20 16:44:17,489 - mmaction - INFO - Epoch [173][380/396] lr: 7.288e-02, eta: 16:20:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7818, loss_cls: 1.8592, loss: 1.8592, grad_norm: 2.1211, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4540, loss/aux0: 1.4540 2020-10-20 16:44:18,427 - mmaction - INFO - Epoch [173][380/396] lr: 7.288e-02, eta: 16:20:46, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7818, loss_cls: 1.8592, loss: 1.8592, grad_norm: 2.1242, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4510, loss/aux0: 1.4510 2020-10-20 16:49:05,246 - mmaction - INFO - Epoch [174][20/396] lr: 7.131e-02, eta: 16:19:19, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7995, loss_cls: 1.7569, loss: 1.7569, grad_norm: 2.0979, top1_acc/aux0: 0.6321, top5_acc/aux0: 0.8462, loss_cls/aux0: 1.4648, loss/aux0: 1.4648 2020-10-20 16:49:06,178 - mmaction - INFO - Epoch [174][20/396] lr: 7.131e-02, eta: 16:19:28, time: 0.921, data_time: 0.004, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7995, loss_cls: 1.7569, loss: 1.7569, grad_norm: 2.1055, top1_acc/aux0: 0.6313, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4595, loss/aux0: 1.4595 2020-10-20 16:49:42,412 - mmaction - INFO - Epoch [174][40/396] lr: 7.131e-02, eta: 16:18:44, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5578, top5_acc: 0.7870, loss_cls: 1.8033, loss: 1.8033, grad_norm: 2.0977, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4819, loss/aux0: 1.4819 2020-10-20 16:49:43,342 - mmaction - INFO - Epoch [174][40/396] lr: 7.131e-02, eta: 16:18:53, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5578, top5_acc: 0.7870, loss_cls: 1.8033, loss: 1.8033, grad_norm: 2.1194, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4885, loss/aux0: 1.4885 2020-10-20 16:50:19,716 - mmaction - INFO - Epoch [174][60/396] lr: 7.131e-02, eta: 16:18:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5607, top5_acc: 0.7909, loss_cls: 1.8003, loss: 1.8003, grad_norm: 2.1415, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4546, loss/aux0: 1.4546 2020-10-20 16:50:20,645 - mmaction - INFO - Epoch [174][60/396] lr: 7.131e-02, eta: 16:18:18, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5607, top5_acc: 0.7909, loss_cls: 1.8003, loss: 1.8003, grad_norm: 2.1369, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4503, loss/aux0: 1.4503 2020-10-20 16:50:56,994 - mmaction - INFO - Epoch [174][80/396] lr: 7.131e-02, eta: 16:17:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5560, top5_acc: 0.7982, loss_cls: 1.7879, loss: 1.7879, grad_norm: 2.0736, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4628, loss/aux0: 1.4628 2020-10-20 16:50:57,962 - mmaction - INFO - Epoch [174][80/396] lr: 7.131e-02, eta: 16:17:43, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.5560, top5_acc: 0.7982, loss_cls: 1.7879, loss: 1.7879, grad_norm: 2.0722, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4751, loss/aux0: 1.4751 2020-10-20 16:51:34,347 - mmaction - INFO - Epoch [174][100/396] lr: 7.131e-02, eta: 16:16:59, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7909, loss_cls: 1.7999, loss: 1.7999, grad_norm: 2.0938, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4346, loss/aux0: 1.4346 2020-10-20 16:51:35,300 - mmaction - INFO - Epoch [174][100/396] lr: 7.131e-02, eta: 16:17:08, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7909, loss_cls: 1.7999, loss: 1.7999, grad_norm: 2.0808, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.4187, loss/aux0: 1.4187 2020-10-20 16:52:11,698 - mmaction - INFO - Epoch [174][120/396] lr: 7.131e-02, eta: 16:16:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5581, top5_acc: 0.7872, loss_cls: 1.8025, loss: 1.8025, grad_norm: 2.0858, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4115, loss/aux0: 1.4115 2020-10-20 16:52:12,628 - mmaction - INFO - Epoch [174][120/396] lr: 7.131e-02, eta: 16:16:33, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5581, top5_acc: 0.7872, loss_cls: 1.8025, loss: 1.8025, grad_norm: 2.0659, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4096, loss/aux0: 1.4096 2020-10-20 16:52:48,907 - mmaction - INFO - Epoch [174][140/396] lr: 7.131e-02, eta: 16:15:49, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5474, top5_acc: 0.7841, loss_cls: 1.8404, loss: 1.8404, grad_norm: 2.0888, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4383, loss/aux0: 1.4383 2020-10-20 16:52:49,844 - mmaction - INFO - Epoch [174][140/396] lr: 7.131e-02, eta: 16:15:58, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5474, top5_acc: 0.7841, loss_cls: 1.8404, loss: 1.8404, grad_norm: 2.0908, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4501, loss/aux0: 1.4501 2020-10-20 16:53:26,285 - mmaction - INFO - Epoch [174][160/396] lr: 7.131e-02, eta: 16:15:14, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5628, top5_acc: 0.8008, loss_cls: 1.7791, loss: 1.7791, grad_norm: 2.1365, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4415, loss/aux0: 1.4415 2020-10-20 16:53:27,213 - mmaction - INFO - Epoch [174][160/396] lr: 7.131e-02, eta: 16:15:23, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5628, top5_acc: 0.8008, loss_cls: 1.7791, loss: 1.7791, grad_norm: 2.1494, top1_acc/aux0: 0.6440, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4353, loss/aux0: 1.4353 2020-10-20 16:54:03,545 - mmaction - INFO - Epoch [174][180/396] lr: 7.131e-02, eta: 16:14:39, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5591, top5_acc: 0.8013, loss_cls: 1.7581, loss: 1.7581, grad_norm: 2.0856, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4575, loss/aux0: 1.4575 2020-10-20 16:54:04,485 - mmaction - INFO - Epoch [174][180/396] lr: 7.131e-02, eta: 16:14:48, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5591, top5_acc: 0.8013, loss_cls: 1.7581, loss: 1.7581, grad_norm: 2.0936, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4602, loss/aux0: 1.4602 2020-10-20 16:54:40,977 - mmaction - INFO - Epoch [174][200/396] lr: 7.131e-02, eta: 16:14:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7737, loss_cls: 1.8655, loss: 1.8655, grad_norm: 2.1112, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4040, loss/aux0: 1.4040 2020-10-20 16:54:41,914 - mmaction - INFO - Epoch [174][200/396] lr: 7.131e-02, eta: 16:14:13, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7737, loss_cls: 1.8655, loss: 1.8655, grad_norm: 2.1109, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4018, loss/aux0: 1.4018 2020-10-20 16:55:18,415 - mmaction - INFO - Epoch [174][220/396] lr: 7.131e-02, eta: 16:13:29, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5469, top5_acc: 0.7867, loss_cls: 1.8290, loss: 1.8290, grad_norm: 2.1097, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4695, loss/aux0: 1.4695 2020-10-20 16:55:19,358 - mmaction - INFO - Epoch [174][220/396] lr: 7.131e-02, eta: 16:13:38, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5469, top5_acc: 0.7867, loss_cls: 1.8290, loss: 1.8290, grad_norm: 2.1113, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4661, loss/aux0: 1.4661 2020-10-20 16:55:55,605 - mmaction - INFO - Epoch [174][240/396] lr: 7.131e-02, eta: 16:12:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5469, top5_acc: 0.7938, loss_cls: 1.8242, loss: 1.8242, grad_norm: 2.1410, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4125, loss/aux0: 1.4125 2020-10-20 16:55:56,563 - mmaction - INFO - Epoch [174][240/396] lr: 7.131e-02, eta: 16:13:03, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5469, top5_acc: 0.7938, loss_cls: 1.8242, loss: 1.8242, grad_norm: 2.1364, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4109, loss/aux0: 1.4109 2020-10-20 16:56:32,990 - mmaction - INFO - Epoch [174][260/396] lr: 7.131e-02, eta: 16:12:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7911, loss_cls: 1.7700, loss: 1.7700, grad_norm: 2.1618, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4591, loss/aux0: 1.4591 2020-10-20 16:56:33,941 - mmaction - INFO - Epoch [174][260/396] lr: 7.131e-02, eta: 16:12:28, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7911, loss_cls: 1.7700, loss: 1.7700, grad_norm: 2.1567, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.4672, loss/aux0: 1.4672 2020-10-20 16:57:10,363 - mmaction - INFO - Epoch [174][280/396] lr: 7.131e-02, eta: 16:11:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5458, top5_acc: 0.7758, loss_cls: 1.8658, loss: 1.8658, grad_norm: 2.0807, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4284, loss/aux0: 1.4284 2020-10-20 16:57:11,335 - mmaction - INFO - Epoch [174][280/396] lr: 7.131e-02, eta: 16:11:53, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5458, top5_acc: 0.7758, loss_cls: 1.8658, loss: 1.8658, grad_norm: 2.0810, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4300, loss/aux0: 1.4300 2020-10-20 16:57:47,529 - mmaction - INFO - Epoch [174][300/396] lr: 7.131e-02, eta: 16:11:09, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5562, top5_acc: 0.7940, loss_cls: 1.8003, loss: 1.8003, grad_norm: 2.1671, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4610, loss/aux0: 1.4610 2020-10-20 16:57:48,467 - mmaction - INFO - Epoch [174][300/396] lr: 7.131e-02, eta: 16:11:17, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5562, top5_acc: 0.7940, loss_cls: 1.8003, loss: 1.8003, grad_norm: 2.1662, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4588, loss/aux0: 1.4588 2020-10-20 16:58:24,784 - mmaction - INFO - Epoch [174][320/396] lr: 7.131e-02, eta: 16:10:34, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5542, top5_acc: 0.7826, loss_cls: 1.8390, loss: 1.8390, grad_norm: 2.1463, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5037, loss/aux0: 1.5037 2020-10-20 16:58:25,716 - mmaction - INFO - Epoch [174][320/396] lr: 7.131e-02, eta: 16:10:42, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5542, top5_acc: 0.7826, loss_cls: 1.8390, loss: 1.8390, grad_norm: 2.1509, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5149, loss/aux0: 1.5149 2020-10-20 16:59:01,884 - mmaction - INFO - Epoch [174][340/396] lr: 7.131e-02, eta: 16:09:58, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5487, top5_acc: 0.7828, loss_cls: 1.8274, loss: 1.8274, grad_norm: 2.0309, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4294, loss/aux0: 1.4294 2020-10-20 16:59:02,866 - mmaction - INFO - Epoch [174][340/396] lr: 7.131e-02, eta: 16:10:07, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5487, top5_acc: 0.7828, loss_cls: 1.8274, loss: 1.8274, grad_norm: 2.0429, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4156, loss/aux0: 1.4156 2020-10-20 16:59:38,999 - mmaction - INFO - Epoch [174][360/396] lr: 7.131e-02, eta: 16:09:23, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7831, loss_cls: 1.8389, loss: 1.8389, grad_norm: 2.1579, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.3962, loss/aux0: 1.3962 2020-10-20 16:59:39,930 - mmaction - INFO - Epoch [174][360/396] lr: 7.131e-02, eta: 16:09:32, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7831, loss_cls: 1.8389, loss: 1.8389, grad_norm: 2.1585, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.3955, loss/aux0: 1.3955 2020-10-20 17:00:16,267 - mmaction - INFO - Epoch [174][380/396] lr: 7.131e-02, eta: 16:08:48, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7948, loss_cls: 1.8366, loss: 1.8366, grad_norm: 2.1559, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4107, loss/aux0: 1.4107 2020-10-20 17:00:17,203 - mmaction - INFO - Epoch [174][380/396] lr: 7.131e-02, eta: 16:08:57, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7948, loss_cls: 1.8366, loss: 1.8366, grad_norm: 2.1504, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4084, loss/aux0: 1.4084 2020-10-20 17:05:07,744 - mmaction - INFO - Epoch [175][20/396] lr: 6.975e-02, eta: 16:07:31, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7971, loss_cls: 1.7829, loss: 1.7829, grad_norm: 2.1689, top1_acc/aux0: 0.6434, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4539, loss/aux0: 1.4539 2020-10-20 17:05:08,678 - mmaction - INFO - Epoch [175][20/396] lr: 6.975e-02, eta: 16:07:40, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7971, loss_cls: 1.7829, loss: 1.7829, grad_norm: 2.1886, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4724, loss/aux0: 1.4724 2020-10-20 17:05:44,966 - mmaction - INFO - Epoch [175][40/396] lr: 6.975e-02, eta: 16:06:56, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7966, loss_cls: 1.7832, loss: 1.7832, grad_norm: 2.1775, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4791, loss/aux0: 1.4791 2020-10-20 17:05:45,917 - mmaction - INFO - Epoch [175][40/396] lr: 6.975e-02, eta: 16:07:04, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7966, loss_cls: 1.7832, loss: 1.7832, grad_norm: 2.1709, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4603, loss/aux0: 1.4603 2020-10-20 17:06:22,102 - mmaction - INFO - Epoch [175][60/396] lr: 6.975e-02, eta: 16:06:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5565, top5_acc: 0.7859, loss_cls: 1.8019, loss: 1.8019, grad_norm: 2.1712, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3913, loss/aux0: 1.3913 2020-10-20 17:06:23,041 - mmaction - INFO - Epoch [175][60/396] lr: 6.975e-02, eta: 16:06:29, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5565, top5_acc: 0.7859, loss_cls: 1.8019, loss: 1.8019, grad_norm: 2.1706, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3889, loss/aux0: 1.3889 2020-10-20 17:06:59,358 - mmaction - INFO - Epoch [175][80/396] lr: 6.975e-02, eta: 16:05:45, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5635, top5_acc: 0.7953, loss_cls: 1.7827, loss: 1.7827, grad_norm: 2.1086, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.4793, loss/aux0: 1.4793 2020-10-20 17:07:00,310 - mmaction - INFO - Epoch [175][80/396] lr: 6.975e-02, eta: 16:05:54, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5635, top5_acc: 0.7953, loss_cls: 1.7827, loss: 1.7827, grad_norm: 2.1044, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.4902, loss/aux0: 1.4902 2020-10-20 17:07:36,608 - mmaction - INFO - Epoch [175][100/396] lr: 6.975e-02, eta: 16:05:10, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7909, loss_cls: 1.7776, loss: 1.7776, grad_norm: 2.1252, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4259, loss/aux0: 1.4259 2020-10-20 17:07:37,536 - mmaction - INFO - Epoch [175][100/396] lr: 6.975e-02, eta: 16:05:19, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7909, loss_cls: 1.7776, loss: 1.7776, grad_norm: 2.1083, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4180, loss/aux0: 1.4180 2020-10-20 17:08:13,878 - mmaction - INFO - Epoch [175][120/396] lr: 6.975e-02, eta: 16:04:35, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5630, top5_acc: 0.7932, loss_cls: 1.7882, loss: 1.7882, grad_norm: 2.1708, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.4154, loss/aux0: 1.4154 2020-10-20 17:08:14,801 - mmaction - INFO - Epoch [175][120/396] lr: 6.975e-02, eta: 16:04:44, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5630, top5_acc: 0.7932, loss_cls: 1.7882, loss: 1.7882, grad_norm: 2.1575, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.4047, loss/aux0: 1.4047 2020-10-20 17:08:51,181 - mmaction - INFO - Epoch [175][140/396] lr: 6.975e-02, eta: 16:04:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7844, loss_cls: 1.8155, loss: 1.8155, grad_norm: 2.1203, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4216, loss/aux0: 1.4216 2020-10-20 17:08:52,121 - mmaction - INFO - Epoch [175][140/396] lr: 6.975e-02, eta: 16:04:09, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7844, loss_cls: 1.8155, loss: 1.8155, grad_norm: 2.1336, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4332, loss/aux0: 1.4332 2020-10-20 17:09:28,422 - mmaction - INFO - Epoch [175][160/396] lr: 6.975e-02, eta: 16:03:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5628, top5_acc: 0.7906, loss_cls: 1.8158, loss: 1.8158, grad_norm: 2.1459, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4078, loss/aux0: 1.4078 2020-10-20 17:09:29,367 - mmaction - INFO - Epoch [175][160/396] lr: 6.975e-02, eta: 16:03:34, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5628, top5_acc: 0.7906, loss_cls: 1.8158, loss: 1.8158, grad_norm: 2.1454, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.4017, loss/aux0: 1.4017 2020-10-20 17:10:05,679 - mmaction - INFO - Epoch [175][180/396] lr: 6.975e-02, eta: 16:02:50, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5651, top5_acc: 0.8010, loss_cls: 1.7533, loss: 1.7533, grad_norm: 2.1624, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.4001, loss/aux0: 1.4001 2020-10-20 17:10:06,596 - mmaction - INFO - Epoch [175][180/396] lr: 6.975e-02, eta: 16:02:58, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5651, top5_acc: 0.8010, loss_cls: 1.7533, loss: 1.7533, grad_norm: 2.1625, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3942, loss/aux0: 1.3942 2020-10-20 17:10:43,185 - mmaction - INFO - Epoch [175][200/396] lr: 6.975e-02, eta: 16:02:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7773, loss_cls: 1.8490, loss: 1.8490, grad_norm: 2.1081, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3975, loss/aux0: 1.3975 2020-10-20 17:10:44,105 - mmaction - INFO - Epoch [175][200/396] lr: 6.975e-02, eta: 16:02:24, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7773, loss_cls: 1.8490, loss: 1.8490, grad_norm: 2.0871, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3986, loss/aux0: 1.3986 2020-10-20 17:11:20,362 - mmaction - INFO - Epoch [175][220/396] lr: 6.975e-02, eta: 16:01:40, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7859, loss_cls: 1.8081, loss: 1.8081, grad_norm: 2.1460, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.3960, loss/aux0: 1.3960 2020-10-20 17:11:21,331 - mmaction - INFO - Epoch [175][220/396] lr: 6.975e-02, eta: 16:01:48, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7859, loss_cls: 1.8081, loss: 1.8081, grad_norm: 2.1440, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4020, loss/aux0: 1.4020 2020-10-20 17:11:57,685 - mmaction - INFO - Epoch [175][240/396] lr: 6.975e-02, eta: 16:01:05, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5581, top5_acc: 0.7938, loss_cls: 1.7914, loss: 1.7914, grad_norm: 2.2107, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.4017, loss/aux0: 1.4017 2020-10-20 17:11:58,671 - mmaction - INFO - Epoch [175][240/396] lr: 6.975e-02, eta: 16:01:13, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5581, top5_acc: 0.7938, loss_cls: 1.7914, loss: 1.7914, grad_norm: 2.1911, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.4080, loss/aux0: 1.4080 2020-10-20 17:12:35,062 - mmaction - INFO - Epoch [175][260/396] lr: 6.975e-02, eta: 16:00:30, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7773, loss_cls: 1.8420, loss: 1.8420, grad_norm: 2.1591, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4292, loss/aux0: 1.4292 2020-10-20 17:12:36,004 - mmaction - INFO - Epoch [175][260/396] lr: 6.975e-02, eta: 16:00:38, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7773, loss_cls: 1.8420, loss: 1.8420, grad_norm: 2.1695, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4321, loss/aux0: 1.4321 2020-10-20 17:13:12,598 - mmaction - INFO - Epoch [175][280/396] lr: 6.975e-02, eta: 15:59:55, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5581, top5_acc: 0.7852, loss_cls: 1.8206, loss: 1.8206, grad_norm: 2.1040, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4458, loss/aux0: 1.4458 2020-10-20 17:13:13,520 - mmaction - INFO - Epoch [175][280/396] lr: 6.975e-02, eta: 16:00:03, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5581, top5_acc: 0.7852, loss_cls: 1.8206, loss: 1.8206, grad_norm: 2.0950, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4248, loss/aux0: 1.4248 2020-10-20 17:13:49,676 - mmaction - INFO - Epoch [175][300/396] lr: 6.975e-02, eta: 15:59:20, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5557, top5_acc: 0.7865, loss_cls: 1.8050, loss: 1.8050, grad_norm: 2.0959, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4387, loss/aux0: 1.4387 2020-10-20 17:13:50,620 - mmaction - INFO - Epoch [175][300/396] lr: 6.975e-02, eta: 15:59:28, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5557, top5_acc: 0.7865, loss_cls: 1.8050, loss: 1.8050, grad_norm: 2.0763, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4406, loss/aux0: 1.4406 2020-10-20 17:14:26,864 - mmaction - INFO - Epoch [175][320/396] lr: 6.975e-02, eta: 15:58:44, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7875, loss_cls: 1.8315, loss: 1.8315, grad_norm: 2.1510, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4223, loss/aux0: 1.4223 2020-10-20 17:14:27,806 - mmaction - INFO - Epoch [175][320/396] lr: 6.975e-02, eta: 15:58:53, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7875, loss_cls: 1.8315, loss: 1.8315, grad_norm: 2.1507, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4382, loss/aux0: 1.4382 2020-10-20 17:15:03,999 - mmaction - INFO - Epoch [175][340/396] lr: 6.975e-02, eta: 15:58:09, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7758, loss_cls: 1.8555, loss: 1.8555, grad_norm: 2.1404, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4650, loss/aux0: 1.4650 2020-10-20 17:15:04,945 - mmaction - INFO - Epoch [175][340/396] lr: 6.975e-02, eta: 15:58:18, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7758, loss_cls: 1.8555, loss: 1.8555, grad_norm: 2.1383, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4700, loss/aux0: 1.4700 2020-10-20 17:15:41,292 - mmaction - INFO - Epoch [175][360/396] lr: 6.975e-02, eta: 15:57:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7893, loss_cls: 1.8056, loss: 1.8056, grad_norm: 2.1486, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4566, loss/aux0: 1.4566 2020-10-20 17:15:42,228 - mmaction - INFO - Epoch [175][360/396] lr: 6.975e-02, eta: 15:57:43, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7893, loss_cls: 1.8056, loss: 1.8056, grad_norm: 2.1411, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4401, loss/aux0: 1.4401 2020-10-20 17:16:18,751 - mmaction - INFO - Epoch [175][380/396] lr: 6.975e-02, eta: 15:56:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5518, top5_acc: 0.8010, loss_cls: 1.7851, loss: 1.7851, grad_norm: 2.1625, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3676, loss/aux0: 1.3676 2020-10-20 17:16:19,684 - mmaction - INFO - Epoch [175][380/396] lr: 6.975e-02, eta: 15:57:08, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5518, top5_acc: 0.8010, loss_cls: 1.7851, loss: 1.7851, grad_norm: 2.1810, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3744, loss/aux0: 1.3744 2020-10-20 17:21:17,876 - mmaction - INFO - Epoch [176][20/396] lr: 6.820e-02, eta: 15:55:42, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.5729, top5_acc: 0.7979, loss_cls: 1.7589, loss: 1.7589, grad_norm: 2.1561, top1_acc/aux0: 0.6335, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4811, loss/aux0: 1.4811 2020-10-20 17:21:18,802 - mmaction - INFO - Epoch [176][20/396] lr: 6.820e-02, eta: 15:55:51, time: 0.920, data_time: 0.003, memory: 8466, top1_acc: 0.5729, top5_acc: 0.7979, loss_cls: 1.7589, loss: 1.7589, grad_norm: 2.1600, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.4692, loss/aux0: 1.4692 2020-10-20 17:21:54,889 - mmaction - INFO - Epoch [176][40/396] lr: 6.820e-02, eta: 15:55:07, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7888, loss_cls: 1.7959, loss: 1.7959, grad_norm: 2.1626, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4750, loss/aux0: 1.4750 2020-10-20 17:21:55,818 - mmaction - INFO - Epoch [176][40/396] lr: 6.820e-02, eta: 15:55:15, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7888, loss_cls: 1.7959, loss: 1.7959, grad_norm: 2.1549, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4843, loss/aux0: 1.4843 2020-10-20 17:22:32,146 - mmaction - INFO - Epoch [176][60/396] lr: 6.820e-02, eta: 15:54:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5641, top5_acc: 0.7953, loss_cls: 1.7801, loss: 1.7801, grad_norm: 2.1746, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4586, loss/aux0: 1.4586 2020-10-20 17:22:33,073 - mmaction - INFO - Epoch [176][60/396] lr: 6.820e-02, eta: 15:54:40, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5641, top5_acc: 0.7953, loss_cls: 1.7801, loss: 1.7801, grad_norm: 2.1800, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4663, loss/aux0: 1.4663 2020-10-20 17:23:09,222 - mmaction - INFO - Epoch [176][80/396] lr: 6.820e-02, eta: 15:53:57, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5560, top5_acc: 0.7807, loss_cls: 1.8239, loss: 1.8239, grad_norm: 2.1653, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.4779, loss/aux0: 1.4779 2020-10-20 17:23:10,158 - mmaction - INFO - Epoch [176][80/396] lr: 6.820e-02, eta: 15:54:05, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5560, top5_acc: 0.7807, loss_cls: 1.8239, loss: 1.8239, grad_norm: 2.1649, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4669, loss/aux0: 1.4669 2020-10-20 17:23:46,583 - mmaction - INFO - Epoch [176][100/396] lr: 6.820e-02, eta: 15:53:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5503, top5_acc: 0.7956, loss_cls: 1.8000, loss: 1.8000, grad_norm: 2.1223, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4418, loss/aux0: 1.4418 2020-10-20 17:23:47,530 - mmaction - INFO - Epoch [176][100/396] lr: 6.820e-02, eta: 15:53:30, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.5503, top5_acc: 0.7956, loss_cls: 1.8000, loss: 1.8000, grad_norm: 2.1299, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4420, loss/aux0: 1.4420 2020-10-20 17:24:23,623 - mmaction - INFO - Epoch [176][120/396] lr: 6.820e-02, eta: 15:52:47, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5674, top5_acc: 0.8000, loss_cls: 1.7716, loss: 1.7716, grad_norm: 2.1268, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4377, loss/aux0: 1.4377 2020-10-20 17:24:24,555 - mmaction - INFO - Epoch [176][120/396] lr: 6.820e-02, eta: 15:52:55, time: 0.925, data_time: 0.001, memory: 8466, top1_acc: 0.5674, top5_acc: 0.8000, loss_cls: 1.7716, loss: 1.7716, grad_norm: 2.1191, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4421, loss/aux0: 1.4421 2020-10-20 17:25:00,938 - mmaction - INFO - Epoch [176][140/396] lr: 6.820e-02, eta: 15:52:11, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5633, top5_acc: 0.7969, loss_cls: 1.7898, loss: 1.7898, grad_norm: 2.1690, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4410, loss/aux0: 1.4410 2020-10-20 17:25:01,870 - mmaction - INFO - Epoch [176][140/396] lr: 6.820e-02, eta: 15:52:20, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5633, top5_acc: 0.7969, loss_cls: 1.7898, loss: 1.7898, grad_norm: 2.1668, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4369, loss/aux0: 1.4369 2020-10-20 17:25:38,193 - mmaction - INFO - Epoch [176][160/396] lr: 6.820e-02, eta: 15:51:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5508, top5_acc: 0.7768, loss_cls: 1.8552, loss: 1.8552, grad_norm: 2.1527, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4531, loss/aux0: 1.4531 2020-10-20 17:25:39,132 - mmaction - INFO - Epoch [176][160/396] lr: 6.820e-02, eta: 15:51:45, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5508, top5_acc: 0.7768, loss_cls: 1.8552, loss: 1.8552, grad_norm: 2.1544, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4594, loss/aux0: 1.4594 2020-10-20 17:26:15,359 - mmaction - INFO - Epoch [176][180/396] lr: 6.820e-02, eta: 15:51:01, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7924, loss_cls: 1.8079, loss: 1.8079, grad_norm: 2.1404, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4320, loss/aux0: 1.4320 2020-10-20 17:26:16,288 - mmaction - INFO - Epoch [176][180/396] lr: 6.820e-02, eta: 15:51:10, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7924, loss_cls: 1.8079, loss: 1.8079, grad_norm: 2.1369, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4220, loss/aux0: 1.4220 2020-10-20 17:26:52,948 - mmaction - INFO - Epoch [176][200/396] lr: 6.820e-02, eta: 15:50:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5578, top5_acc: 0.7982, loss_cls: 1.7729, loss: 1.7729, grad_norm: 2.1913, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.3962, loss/aux0: 1.3962 2020-10-20 17:26:53,899 - mmaction - INFO - Epoch [176][200/396] lr: 6.820e-02, eta: 15:50:35, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5578, top5_acc: 0.7982, loss_cls: 1.7729, loss: 1.7729, grad_norm: 2.1897, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.3988, loss/aux0: 1.3988 2020-10-20 17:27:30,311 - mmaction - INFO - Epoch [176][220/396] lr: 6.820e-02, eta: 15:49:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5542, top5_acc: 0.7857, loss_cls: 1.8304, loss: 1.8304, grad_norm: 2.1831, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.4141, loss/aux0: 1.4141 2020-10-20 17:27:31,295 - mmaction - INFO - Epoch [176][220/396] lr: 6.820e-02, eta: 15:50:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5542, top5_acc: 0.7857, loss_cls: 1.8304, loss: 1.8304, grad_norm: 2.1802, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.4271, loss/aux0: 1.4271 2020-10-20 17:28:07,492 - mmaction - INFO - Epoch [176][240/396] lr: 6.820e-02, eta: 15:49:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5628, top5_acc: 0.7945, loss_cls: 1.7917, loss: 1.7917, grad_norm: 2.1957, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4793, loss/aux0: 1.4793 2020-10-20 17:28:08,431 - mmaction - INFO - Epoch [176][240/396] lr: 6.820e-02, eta: 15:49:25, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5628, top5_acc: 0.7945, loss_cls: 1.7917, loss: 1.7917, grad_norm: 2.1931, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4698, loss/aux0: 1.4698 2020-10-20 17:28:45,003 - mmaction - INFO - Epoch [176][260/396] lr: 6.820e-02, eta: 15:48:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5581, top5_acc: 0.7935, loss_cls: 1.7870, loss: 1.7870, grad_norm: 2.1733, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5096, loss/aux0: 1.5096 2020-10-20 17:28:46,061 - mmaction - INFO - Epoch [176][260/396] lr: 6.820e-02, eta: 15:48:50, time: 0.944, data_time: 0.009, memory: 8466, top1_acc: 0.5581, top5_acc: 0.7935, loss_cls: 1.7870, loss: 1.7870, grad_norm: 2.1728, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5128, loss/aux0: 1.5128 2020-10-20 17:29:22,678 - mmaction - INFO - Epoch [176][280/396] lr: 6.820e-02, eta: 15:48:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5547, top5_acc: 0.7854, loss_cls: 1.8177, loss: 1.8177, grad_norm: 2.1836, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4439, loss/aux0: 1.4439 2020-10-20 17:29:23,619 - mmaction - INFO - Epoch [176][280/396] lr: 6.820e-02, eta: 15:48:15, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5547, top5_acc: 0.7854, loss_cls: 1.8177, loss: 1.8177, grad_norm: 2.1784, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4458, loss/aux0: 1.4458 2020-10-20 17:29:59,757 - mmaction - INFO - Epoch [176][300/396] lr: 6.820e-02, eta: 15:47:31, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5578, top5_acc: 0.7987, loss_cls: 1.7712, loss: 1.7712, grad_norm: 2.1651, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4351, loss/aux0: 1.4351 2020-10-20 17:30:00,714 - mmaction - INFO - Epoch [176][300/396] lr: 6.820e-02, eta: 15:47:39, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5578, top5_acc: 0.7987, loss_cls: 1.7712, loss: 1.7712, grad_norm: 2.1767, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4393, loss/aux0: 1.4393 2020-10-20 17:30:37,174 - mmaction - INFO - Epoch [176][320/396] lr: 6.820e-02, eta: 15:46:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7917, loss_cls: 1.8281, loss: 1.8281, grad_norm: 2.1426, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.4709, loss/aux0: 1.4709 2020-10-20 17:30:38,098 - mmaction - INFO - Epoch [176][320/396] lr: 6.820e-02, eta: 15:47:05, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7917, loss_cls: 1.8281, loss: 1.8281, grad_norm: 2.1263, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4495, loss/aux0: 1.4495 2020-10-20 17:31:14,475 - mmaction - INFO - Epoch [176][340/396] lr: 6.820e-02, eta: 15:46:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7857, loss_cls: 1.8141, loss: 1.8141, grad_norm: 2.1721, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4368, loss/aux0: 1.4368 2020-10-20 17:31:15,401 - mmaction - INFO - Epoch [176][340/396] lr: 6.820e-02, eta: 15:46:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7857, loss_cls: 1.8141, loss: 1.8141, grad_norm: 2.1676, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4478, loss/aux0: 1.4478 2020-10-20 17:31:51,630 - mmaction - INFO - Epoch [176][360/396] lr: 6.820e-02, eta: 15:45:46, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5568, top5_acc: 0.8000, loss_cls: 1.7711, loss: 1.7711, grad_norm: 2.1619, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3968, loss/aux0: 1.3968 2020-10-20 17:31:52,607 - mmaction - INFO - Epoch [176][360/396] lr: 6.820e-02, eta: 15:45:54, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.5568, top5_acc: 0.8000, loss_cls: 1.7711, loss: 1.7711, grad_norm: 2.1677, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3944, loss/aux0: 1.3944 2020-10-20 17:32:28,729 - mmaction - INFO - Epoch [176][380/396] lr: 6.820e-02, eta: 15:45:11, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5625, top5_acc: 0.7961, loss_cls: 1.7472, loss: 1.7472, grad_norm: 2.1952, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3826, loss/aux0: 1.3826 2020-10-20 17:32:29,657 - mmaction - INFO - Epoch [176][380/396] lr: 6.820e-02, eta: 15:45:19, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5625, top5_acc: 0.7961, loss_cls: 1.7472, loss: 1.7472, grad_norm: 2.1836, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3853, loss/aux0: 1.3853 2020-10-20 17:33:03,612 - mmaction - INFO - Saving checkpoint at 176 epochs 2020-10-20 17:34:53,982 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 17:34:54,086 - mmaction - INFO - top1_acc 0.6726 top5_acc 0.8842 2020-10-20 17:34:54,086 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 17:34:54,098 - mmaction - INFO - mean_acc 0.6731 2020-10-20 17:34:54,098 - mmaction - INFO - Now best checkpoint is epoch_176.pth 2020-10-20 17:34:54,103 - mmaction - INFO - Epoch(val) [176][396] top1_acc: 0.6726, top5_acc: 0.8842, mean_class_accuracy: 0.6731 2020-10-20 17:38:44,270 - mmaction - INFO - Epoch [177][20/396] lr: 6.666e-02, eta: 15:43:54, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.5633, top5_acc: 0.7951, loss_cls: 1.7719, loss: 1.7719, grad_norm: 2.1151, top1_acc/aux0: 0.6428, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4211, loss/aux0: 1.4211 2020-10-20 17:38:45,208 - mmaction - INFO - Epoch [177][20/396] lr: 6.666e-02, eta: 15:44:02, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.5633, top5_acc: 0.7951, loss_cls: 1.7719, loss: 1.7719, grad_norm: 2.1077, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4217, loss/aux0: 1.4217 2020-10-20 17:39:21,475 - mmaction - INFO - Epoch [177][40/396] lr: 6.666e-02, eta: 15:43:19, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5667, top5_acc: 0.7995, loss_cls: 1.7539, loss: 1.7539, grad_norm: 2.1561, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4105, loss/aux0: 1.4105 2020-10-20 17:39:22,390 - mmaction - INFO - Epoch [177][40/396] lr: 6.666e-02, eta: 15:43:27, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5667, top5_acc: 0.7995, loss_cls: 1.7539, loss: 1.7539, grad_norm: 2.1460, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4002, loss/aux0: 1.4002 2020-10-20 17:39:58,633 - mmaction - INFO - Epoch [177][60/396] lr: 6.666e-02, eta: 15:42:43, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5734, top5_acc: 0.8021, loss_cls: 1.7246, loss: 1.7246, grad_norm: 2.1501, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4364, loss/aux0: 1.4364 2020-10-20 17:39:59,574 - mmaction - INFO - Epoch [177][60/396] lr: 6.666e-02, eta: 15:42:52, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5734, top5_acc: 0.8021, loss_cls: 1.7246, loss: 1.7246, grad_norm: 2.1427, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4369, loss/aux0: 1.4369 2020-10-20 17:40:35,927 - mmaction - INFO - Epoch [177][80/396] lr: 6.666e-02, eta: 15:42:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8039, loss_cls: 1.7489, loss: 1.7489, grad_norm: 2.1465, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3969, loss/aux0: 1.3969 2020-10-20 17:40:36,873 - mmaction - INFO - Epoch [177][80/396] lr: 6.666e-02, eta: 15:42:17, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8039, loss_cls: 1.7489, loss: 1.7489, grad_norm: 2.1399, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.4145, loss/aux0: 1.4145 2020-10-20 17:41:13,035 - mmaction - INFO - Epoch [177][100/396] lr: 6.666e-02, eta: 15:41:33, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5714, top5_acc: 0.7932, loss_cls: 1.7609, loss: 1.7609, grad_norm: 2.1107, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4494, loss/aux0: 1.4494 2020-10-20 17:41:13,983 - mmaction - INFO - Epoch [177][100/396] lr: 6.666e-02, eta: 15:41:42, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5714, top5_acc: 0.7932, loss_cls: 1.7609, loss: 1.7609, grad_norm: 2.1113, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4276, loss/aux0: 1.4276 2020-10-20 17:41:50,178 - mmaction - INFO - Epoch [177][120/396] lr: 6.666e-02, eta: 15:40:58, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7857, loss_cls: 1.8027, loss: 1.8027, grad_norm: 2.1338, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4209, loss/aux0: 1.4209 2020-10-20 17:41:51,121 - mmaction - INFO - Epoch [177][120/396] lr: 6.666e-02, eta: 15:41:07, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7857, loss_cls: 1.8027, loss: 1.8027, grad_norm: 2.1288, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4149, loss/aux0: 1.4149 2020-10-20 17:42:27,428 - mmaction - INFO - Epoch [177][140/396] lr: 6.666e-02, eta: 15:40:23, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5755, top5_acc: 0.7911, loss_cls: 1.7703, loss: 1.7703, grad_norm: 2.1888, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4257, loss/aux0: 1.4257 2020-10-20 17:42:28,359 - mmaction - INFO - Epoch [177][140/396] lr: 6.666e-02, eta: 15:40:32, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5755, top5_acc: 0.7911, loss_cls: 1.7703, loss: 1.7703, grad_norm: 2.1793, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4449, loss/aux0: 1.4449 2020-10-20 17:43:04,673 - mmaction - INFO - Epoch [177][160/396] lr: 6.666e-02, eta: 15:39:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5693, top5_acc: 0.7930, loss_cls: 1.7706, loss: 1.7706, grad_norm: 2.1214, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4732, loss/aux0: 1.4732 2020-10-20 17:43:05,622 - mmaction - INFO - Epoch [177][160/396] lr: 6.666e-02, eta: 15:39:56, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5693, top5_acc: 0.7930, loss_cls: 1.7706, loss: 1.7706, grad_norm: 2.1242, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4691, loss/aux0: 1.4691 2020-10-20 17:43:42,081 - mmaction - INFO - Epoch [177][180/396] lr: 6.666e-02, eta: 15:39:13, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5674, top5_acc: 0.7958, loss_cls: 1.7690, loss: 1.7690, grad_norm: 2.1551, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4293, loss/aux0: 1.4293 2020-10-20 17:43:43,017 - mmaction - INFO - Epoch [177][180/396] lr: 6.666e-02, eta: 15:39:22, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5674, top5_acc: 0.7958, loss_cls: 1.7690, loss: 1.7690, grad_norm: 2.1481, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.4258, loss/aux0: 1.4258 2020-10-20 17:44:19,326 - mmaction - INFO - Epoch [177][200/396] lr: 6.666e-02, eta: 15:38:38, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7833, loss_cls: 1.8141, loss: 1.8141, grad_norm: 2.1709, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4216, loss/aux0: 1.4216 2020-10-20 17:44:20,256 - mmaction - INFO - Epoch [177][200/396] lr: 6.666e-02, eta: 15:38:46, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7833, loss_cls: 1.8141, loss: 1.8141, grad_norm: 2.1716, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4385, loss/aux0: 1.4385 2020-10-20 17:44:56,498 - mmaction - INFO - Epoch [177][220/396] lr: 6.666e-02, eta: 15:38:03, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7815, loss_cls: 1.8450, loss: 1.8450, grad_norm: 2.1380, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4507, loss/aux0: 1.4507 2020-10-20 17:44:57,447 - mmaction - INFO - Epoch [177][220/396] lr: 6.666e-02, eta: 15:38:11, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7815, loss_cls: 1.8450, loss: 1.8450, grad_norm: 2.1575, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4585, loss/aux0: 1.4585 2020-10-20 17:45:33,726 - mmaction - INFO - Epoch [177][240/396] lr: 6.666e-02, eta: 15:37:28, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7953, loss_cls: 1.8112, loss: 1.8112, grad_norm: 2.1730, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4278, loss/aux0: 1.4278 2020-10-20 17:45:34,662 - mmaction - INFO - Epoch [177][240/396] lr: 6.666e-02, eta: 15:37:36, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7953, loss_cls: 1.8112, loss: 1.8112, grad_norm: 2.1681, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4116, loss/aux0: 1.4116 2020-10-20 17:46:10,882 - mmaction - INFO - Epoch [177][260/396] lr: 6.666e-02, eta: 15:36:53, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5635, top5_acc: 0.8065, loss_cls: 1.7746, loss: 1.7746, grad_norm: 2.1863, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4315, loss/aux0: 1.4315 2020-10-20 17:46:11,832 - mmaction - INFO - Epoch [177][260/396] lr: 6.666e-02, eta: 15:37:01, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5635, top5_acc: 0.8065, loss_cls: 1.7746, loss: 1.7746, grad_norm: 2.1900, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4332, loss/aux0: 1.4332 2020-10-20 17:46:48,142 - mmaction - INFO - Epoch [177][280/396] lr: 6.666e-02, eta: 15:36:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5669, top5_acc: 0.7974, loss_cls: 1.7664, loss: 1.7664, grad_norm: 2.1562, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.3968, loss/aux0: 1.3968 2020-10-20 17:46:49,056 - mmaction - INFO - Epoch [177][280/396] lr: 6.666e-02, eta: 15:36:26, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5669, top5_acc: 0.7974, loss_cls: 1.7664, loss: 1.7664, grad_norm: 2.1591, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.3966, loss/aux0: 1.3966 2020-10-20 17:47:25,353 - mmaction - INFO - Epoch [177][300/396] lr: 6.666e-02, eta: 15:35:42, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5484, top5_acc: 0.7896, loss_cls: 1.8222, loss: 1.8222, grad_norm: 2.1883, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.3971, loss/aux0: 1.3971 2020-10-20 17:47:26,281 - mmaction - INFO - Epoch [177][300/396] lr: 6.666e-02, eta: 15:35:51, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5484, top5_acc: 0.7896, loss_cls: 1.8222, loss: 1.8222, grad_norm: 2.1841, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3833, loss/aux0: 1.3833 2020-10-20 17:48:02,495 - mmaction - INFO - Epoch [177][320/396] lr: 6.666e-02, eta: 15:35:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5669, top5_acc: 0.7867, loss_cls: 1.7981, loss: 1.7981, grad_norm: 2.2096, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3895, loss/aux0: 1.3895 2020-10-20 17:48:03,441 - mmaction - INFO - Epoch [177][320/396] lr: 6.666e-02, eta: 15:35:16, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5669, top5_acc: 0.7867, loss_cls: 1.7981, loss: 1.7981, grad_norm: 2.2031, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3981, loss/aux0: 1.3981 2020-10-20 17:48:39,754 - mmaction - INFO - Epoch [177][340/396] lr: 6.666e-02, eta: 15:34:32, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5565, top5_acc: 0.7961, loss_cls: 1.7889, loss: 1.7889, grad_norm: 2.1695, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3949, loss/aux0: 1.3949 2020-10-20 17:48:40,718 - mmaction - INFO - Epoch [177][340/396] lr: 6.666e-02, eta: 15:34:41, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5565, top5_acc: 0.7961, loss_cls: 1.7889, loss: 1.7889, grad_norm: 2.1691, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3912, loss/aux0: 1.3912 2020-10-20 17:49:16,887 - mmaction - INFO - Epoch [177][360/396] lr: 6.666e-02, eta: 15:33:57, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5534, top5_acc: 0.7854, loss_cls: 1.8286, loss: 1.8286, grad_norm: 2.1680, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3976, loss/aux0: 1.3976 2020-10-20 17:49:17,828 - mmaction - INFO - Epoch [177][360/396] lr: 6.666e-02, eta: 15:34:05, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5534, top5_acc: 0.7854, loss_cls: 1.8286, loss: 1.8286, grad_norm: 2.1637, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.4013, loss/aux0: 1.4013 2020-10-20 17:49:54,013 - mmaction - INFO - Epoch [177][380/396] lr: 6.666e-02, eta: 15:33:22, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5503, top5_acc: 0.7898, loss_cls: 1.8143, loss: 1.8143, grad_norm: 2.1527, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4464, loss/aux0: 1.4464 2020-10-20 17:49:54,945 - mmaction - INFO - Epoch [177][380/396] lr: 6.666e-02, eta: 15:33:30, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5503, top5_acc: 0.7898, loss_cls: 1.8143, loss: 1.8143, grad_norm: 2.1608, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4576, loss/aux0: 1.4576 2020-10-20 17:54:39,788 - mmaction - INFO - Epoch [178][20/396] lr: 6.514e-02, eta: 15:32:05, time: 0.915, data_time: 0.000, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8081, loss_cls: 1.6882, loss: 1.6882, grad_norm: 2.2081, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8512, loss_cls/aux0: 1.4614, loss/aux0: 1.4614 2020-10-20 17:54:40,723 - mmaction - INFO - Epoch [178][20/396] lr: 6.514e-02, eta: 15:32:13, time: 0.918, data_time: 0.003, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8081, loss_cls: 1.6882, loss: 1.6882, grad_norm: 2.2092, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4633, loss/aux0: 1.4633 2020-10-20 17:55:16,810 - mmaction - INFO - Epoch [178][40/396] lr: 6.514e-02, eta: 15:31:30, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5677, top5_acc: 0.8021, loss_cls: 1.7304, loss: 1.7304, grad_norm: 2.1537, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3890, loss/aux0: 1.3890 2020-10-20 17:55:17,745 - mmaction - INFO - Epoch [178][40/396] lr: 6.514e-02, eta: 15:31:38, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.5677, top5_acc: 0.8021, loss_cls: 1.7304, loss: 1.7304, grad_norm: 2.1381, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.3856, loss/aux0: 1.3856 2020-10-20 17:55:53,977 - mmaction - INFO - Epoch [178][60/396] lr: 6.514e-02, eta: 15:30:55, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5698, top5_acc: 0.8023, loss_cls: 1.7163, loss: 1.7163, grad_norm: 2.1956, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.3939, loss/aux0: 1.3939 2020-10-20 17:55:54,914 - mmaction - INFO - Epoch [178][60/396] lr: 6.514e-02, eta: 15:31:03, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5698, top5_acc: 0.8023, loss_cls: 1.7163, loss: 1.7163, grad_norm: 2.2096, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4003, loss/aux0: 1.4003 2020-10-20 17:56:31,290 - mmaction - INFO - Epoch [178][80/396] lr: 6.514e-02, eta: 15:30:19, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5682, top5_acc: 0.8044, loss_cls: 1.7723, loss: 1.7723, grad_norm: 2.2034, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5103, loss/aux0: 1.5103 2020-10-20 17:56:32,287 - mmaction - INFO - Epoch [178][80/396] lr: 6.514e-02, eta: 15:30:28, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5682, top5_acc: 0.8044, loss_cls: 1.7723, loss: 1.7723, grad_norm: 2.2049, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5088, loss/aux0: 1.5088 2020-10-20 17:57:08,575 - mmaction - INFO - Epoch [178][100/396] lr: 6.514e-02, eta: 15:29:44, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5656, top5_acc: 0.8026, loss_cls: 1.7271, loss: 1.7271, grad_norm: 2.0961, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3662, loss/aux0: 1.3662 2020-10-20 17:57:09,513 - mmaction - INFO - Epoch [178][100/396] lr: 6.514e-02, eta: 15:29:53, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5656, top5_acc: 0.8026, loss_cls: 1.7271, loss: 1.7271, grad_norm: 2.1073, top1_acc/aux0: 0.6591, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3627, loss/aux0: 1.3627 2020-10-20 17:57:45,879 - mmaction - INFO - Epoch [178][120/396] lr: 6.514e-02, eta: 15:29:09, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5547, top5_acc: 0.7997, loss_cls: 1.7907, loss: 1.7907, grad_norm: 2.1704, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4170, loss/aux0: 1.4170 2020-10-20 17:57:46,814 - mmaction - INFO - Epoch [178][120/396] lr: 6.514e-02, eta: 15:29:17, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5547, top5_acc: 0.7997, loss_cls: 1.7907, loss: 1.7907, grad_norm: 2.1654, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.4096, loss/aux0: 1.4096 2020-10-20 17:58:22,861 - mmaction - INFO - Epoch [178][140/396] lr: 6.514e-02, eta: 15:28:34, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7891, loss_cls: 1.8046, loss: 1.8046, grad_norm: 2.2026, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3944, loss/aux0: 1.3944 2020-10-20 17:58:23,834 - mmaction - INFO - Epoch [178][140/396] lr: 6.514e-02, eta: 15:28:42, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7891, loss_cls: 1.8046, loss: 1.8046, grad_norm: 2.2196, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3978, loss/aux0: 1.3978 2020-10-20 17:59:00,000 - mmaction - INFO - Epoch [178][160/396] lr: 6.514e-02, eta: 15:27:59, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8047, loss_cls: 1.7202, loss: 1.7202, grad_norm: 2.1764, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.3873, loss/aux0: 1.3873 2020-10-20 17:59:00,930 - mmaction - INFO - Epoch [178][160/396] lr: 6.514e-02, eta: 15:28:07, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8047, loss_cls: 1.7202, loss: 1.7202, grad_norm: 2.1782, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.3812, loss/aux0: 1.3812 2020-10-20 17:59:37,447 - mmaction - INFO - Epoch [178][180/396] lr: 6.514e-02, eta: 15:27:24, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5549, top5_acc: 0.7867, loss_cls: 1.8122, loss: 1.8122, grad_norm: 2.1979, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3878, loss/aux0: 1.3878 2020-10-20 17:59:38,395 - mmaction - INFO - Epoch [178][180/396] lr: 6.514e-02, eta: 15:27:32, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5549, top5_acc: 0.7867, loss_cls: 1.8122, loss: 1.8122, grad_norm: 2.1917, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3923, loss/aux0: 1.3923 2020-10-20 18:00:20,449 - mmaction - INFO - Epoch [178][200/396] lr: 6.514e-02, eta: 15:26:51, time: 1.212, data_time: 0.000, memory: 8466, top1_acc: 0.5727, top5_acc: 0.7990, loss_cls: 1.7412, loss: 1.7412, grad_norm: 2.2512, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4333, loss/aux0: 1.4333 2020-10-20 18:00:21,459 - mmaction - INFO - Epoch [178][200/396] lr: 6.514e-02, eta: 15:27:02, time: 1.218, data_time: 0.008, memory: 8466, top1_acc: 0.5727, top5_acc: 0.7990, loss_cls: 1.7412, loss: 1.7412, grad_norm: 2.2543, top1_acc/aux0: 0.6437, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4402, loss/aux0: 1.4402 2020-10-20 18:00:57,731 - mmaction - INFO - Epoch [178][220/396] lr: 6.514e-02, eta: 15:26:18, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5638, top5_acc: 0.7870, loss_cls: 1.8107, loss: 1.8107, grad_norm: 2.1430, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.4698, loss/aux0: 1.4698 2020-10-20 18:00:58,692 - mmaction - INFO - Epoch [178][220/396] lr: 6.514e-02, eta: 15:26:27, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.5638, top5_acc: 0.7870, loss_cls: 1.8107, loss: 1.8107, grad_norm: 2.1439, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.4720, loss/aux0: 1.4720 2020-10-20 18:01:34,973 - mmaction - INFO - Epoch [178][240/396] lr: 6.514e-02, eta: 15:25:43, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5630, top5_acc: 0.7943, loss_cls: 1.7756, loss: 1.7756, grad_norm: 2.1748, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.3976, loss/aux0: 1.3976 2020-10-20 18:01:35,899 - mmaction - INFO - Epoch [178][240/396] lr: 6.514e-02, eta: 15:25:51, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5630, top5_acc: 0.7943, loss_cls: 1.7756, loss: 1.7756, grad_norm: 2.1726, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.3886, loss/aux0: 1.3886 2020-10-20 18:02:12,294 - mmaction - INFO - Epoch [178][260/396] lr: 6.514e-02, eta: 15:25:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5714, top5_acc: 0.8039, loss_cls: 1.7332, loss: 1.7332, grad_norm: 2.1268, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4484, loss/aux0: 1.4484 2020-10-20 18:02:13,239 - mmaction - INFO - Epoch [178][260/396] lr: 6.514e-02, eta: 15:25:16, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5714, top5_acc: 0.8039, loss_cls: 1.7332, loss: 1.7332, grad_norm: 2.1434, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4651, loss/aux0: 1.4651 2020-10-20 18:02:49,671 - mmaction - INFO - Epoch [178][280/396] lr: 6.514e-02, eta: 15:24:33, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7833, loss_cls: 1.8297, loss: 1.8297, grad_norm: 2.1881, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4399, loss/aux0: 1.4399 2020-10-20 18:02:50,614 - mmaction - INFO - Epoch [178][280/396] lr: 6.514e-02, eta: 15:24:41, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7833, loss_cls: 1.8297, loss: 1.8297, grad_norm: 2.2033, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4354, loss/aux0: 1.4354 2020-10-20 18:03:26,979 - mmaction - INFO - Epoch [178][300/396] lr: 6.514e-02, eta: 15:23:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7990, loss_cls: 1.7691, loss: 1.7691, grad_norm: 2.2107, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.4596, loss/aux0: 1.4596 2020-10-20 18:03:27,917 - mmaction - INFO - Epoch [178][300/396] lr: 6.514e-02, eta: 15:24:06, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7990, loss_cls: 1.7691, loss: 1.7691, grad_norm: 2.2109, top1_acc/aux0: 0.6362, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.4489, loss/aux0: 1.4489 2020-10-20 18:04:04,239 - mmaction - INFO - Epoch [178][320/396] lr: 6.514e-02, eta: 15:23:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5523, top5_acc: 0.8005, loss_cls: 1.7937, loss: 1.7937, grad_norm: 2.1987, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3809, loss/aux0: 1.3809 2020-10-20 18:04:05,190 - mmaction - INFO - Epoch [178][320/396] lr: 6.514e-02, eta: 15:23:31, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5523, top5_acc: 0.8005, loss_cls: 1.7937, loss: 1.7937, grad_norm: 2.1896, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3798, loss/aux0: 1.3798 2020-10-20 18:04:41,531 - mmaction - INFO - Epoch [178][340/396] lr: 6.514e-02, eta: 15:22:48, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5651, top5_acc: 0.8055, loss_cls: 1.7510, loss: 1.7510, grad_norm: 2.2094, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3802, loss/aux0: 1.3802 2020-10-20 18:04:42,455 - mmaction - INFO - Epoch [178][340/396] lr: 6.514e-02, eta: 15:22:56, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5651, top5_acc: 0.8055, loss_cls: 1.7510, loss: 1.7510, grad_norm: 2.2176, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3858, loss/aux0: 1.3858 2020-10-20 18:05:18,863 - mmaction - INFO - Epoch [178][360/396] lr: 6.514e-02, eta: 15:22:12, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5646, top5_acc: 0.7940, loss_cls: 1.7773, loss: 1.7773, grad_norm: 2.2511, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4472, loss/aux0: 1.4472 2020-10-20 18:05:19,799 - mmaction - INFO - Epoch [178][360/396] lr: 6.514e-02, eta: 15:22:21, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5646, top5_acc: 0.7940, loss_cls: 1.7773, loss: 1.7773, grad_norm: 2.2282, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.4281, loss/aux0: 1.4281 2020-10-20 18:05:56,226 - mmaction - INFO - Epoch [178][380/396] lr: 6.514e-02, eta: 15:21:37, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5719, top5_acc: 0.7966, loss_cls: 1.7468, loss: 1.7468, grad_norm: 2.1588, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4159, loss/aux0: 1.4159 2020-10-20 18:05:57,181 - mmaction - INFO - Epoch [178][380/396] lr: 6.514e-02, eta: 15:21:46, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5719, top5_acc: 0.7966, loss_cls: 1.7468, loss: 1.7468, grad_norm: 2.1565, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4262, loss/aux0: 1.4262 2020-10-20 18:10:32,103 - mmaction - INFO - Epoch [179][20/396] lr: 6.363e-02, eta: 15:20:21, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.5815, top5_acc: 0.8039, loss_cls: 1.7024, loss: 1.7024, grad_norm: 2.2183, top1_acc/aux0: 0.6499, top5_acc/aux0: 0.8621, loss_cls/aux0: 1.3746, loss/aux0: 1.3746 2020-10-20 18:10:33,039 - mmaction - INFO - Epoch [179][20/396] lr: 6.363e-02, eta: 15:20:29, time: 0.920, data_time: 0.003, memory: 8466, top1_acc: 0.5815, top5_acc: 0.8039, loss_cls: 1.7024, loss: 1.7024, grad_norm: 2.2203, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3797, loss/aux0: 1.3797 2020-10-20 18:11:09,286 - mmaction - INFO - Epoch [179][40/396] lr: 6.363e-02, eta: 15:19:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7984, loss_cls: 1.7865, loss: 1.7865, grad_norm: 2.1969, top1_acc/aux0: 0.6437, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4410, loss/aux0: 1.4410 2020-10-20 18:11:10,234 - mmaction - INFO - Epoch [179][40/396] lr: 6.363e-02, eta: 15:19:54, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7984, loss_cls: 1.7865, loss: 1.7865, grad_norm: 2.1929, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4390, loss/aux0: 1.4390 2020-10-20 18:11:46,497 - mmaction - INFO - Epoch [179][60/396] lr: 6.363e-02, eta: 15:19:11, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8073, loss_cls: 1.7215, loss: 1.7215, grad_norm: 2.2216, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3973, loss/aux0: 1.3973 2020-10-20 18:11:47,418 - mmaction - INFO - Epoch [179][60/396] lr: 6.363e-02, eta: 15:19:19, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8073, loss_cls: 1.7215, loss: 1.7215, grad_norm: 2.2153, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.3997, loss/aux0: 1.3997 2020-10-20 18:12:23,884 - mmaction - INFO - Epoch [179][80/396] lr: 6.363e-02, eta: 15:18:35, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5773, top5_acc: 0.8018, loss_cls: 1.7159, loss: 1.7159, grad_norm: 2.1902, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.3843, loss/aux0: 1.3843 2020-10-20 18:12:24,877 - mmaction - INFO - Epoch [179][80/396] lr: 6.363e-02, eta: 15:18:44, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5773, top5_acc: 0.8018, loss_cls: 1.7159, loss: 1.7159, grad_norm: 2.1910, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.3771, loss/aux0: 1.3771 2020-10-20 18:13:01,264 - mmaction - INFO - Epoch [179][100/396] lr: 6.363e-02, eta: 15:18:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5773, top5_acc: 0.8070, loss_cls: 1.7109, loss: 1.7109, grad_norm: 2.2355, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.3768, loss/aux0: 1.3768 2020-10-20 18:13:02,222 - mmaction - INFO - Epoch [179][100/396] lr: 6.363e-02, eta: 15:18:08, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.5773, top5_acc: 0.8070, loss_cls: 1.7109, loss: 1.7109, grad_norm: 2.2320, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3826, loss/aux0: 1.3826 2020-10-20 18:13:38,679 - mmaction - INFO - Epoch [179][120/396] lr: 6.363e-02, eta: 15:17:25, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5586, top5_acc: 0.7930, loss_cls: 1.7904, loss: 1.7904, grad_norm: 2.2668, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4247, loss/aux0: 1.4247 2020-10-20 18:13:39,621 - mmaction - INFO - Epoch [179][120/396] lr: 6.363e-02, eta: 15:17:33, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5586, top5_acc: 0.7930, loss_cls: 1.7904, loss: 1.7904, grad_norm: 2.2706, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4298, loss/aux0: 1.4298 2020-10-20 18:14:15,926 - mmaction - INFO - Epoch [179][140/396] lr: 6.363e-02, eta: 15:16:50, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5685, top5_acc: 0.7971, loss_cls: 1.7742, loss: 1.7742, grad_norm: 2.1829, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3934, loss/aux0: 1.3934 2020-10-20 18:14:16,867 - mmaction - INFO - Epoch [179][140/396] lr: 6.363e-02, eta: 15:16:58, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5685, top5_acc: 0.7971, loss_cls: 1.7742, loss: 1.7742, grad_norm: 2.1775, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3801, loss/aux0: 1.3801 2020-10-20 18:14:53,076 - mmaction - INFO - Epoch [179][160/396] lr: 6.363e-02, eta: 15:16:15, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5742, top5_acc: 0.8057, loss_cls: 1.7070, loss: 1.7070, grad_norm: 2.2018, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.3847, loss/aux0: 1.3847 2020-10-20 18:14:54,037 - mmaction - INFO - Epoch [179][160/396] lr: 6.363e-02, eta: 15:16:23, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.5742, top5_acc: 0.8057, loss_cls: 1.7070, loss: 1.7070, grad_norm: 2.2075, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3852, loss/aux0: 1.3852 2020-10-20 18:15:30,526 - mmaction - INFO - Epoch [179][180/396] lr: 6.363e-02, eta: 15:15:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5828, top5_acc: 0.8026, loss_cls: 1.7163, loss: 1.7163, grad_norm: 2.1913, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4331, loss/aux0: 1.4331 2020-10-20 18:15:31,462 - mmaction - INFO - Epoch [179][180/396] lr: 6.363e-02, eta: 15:15:48, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5828, top5_acc: 0.8026, loss_cls: 1.7163, loss: 1.7163, grad_norm: 2.1884, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4338, loss/aux0: 1.4338 2020-10-20 18:16:07,779 - mmaction - INFO - Epoch [179][200/396] lr: 6.363e-02, eta: 15:15:04, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7945, loss_cls: 1.8125, loss: 1.8125, grad_norm: 2.2060, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3835, loss/aux0: 1.3835 2020-10-20 18:16:08,723 - mmaction - INFO - Epoch [179][200/396] lr: 6.363e-02, eta: 15:15:12, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7945, loss_cls: 1.8125, loss: 1.8125, grad_norm: 2.2255, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3881, loss/aux0: 1.3881 2020-10-20 18:16:45,335 - mmaction - INFO - Epoch [179][220/396] lr: 6.363e-02, eta: 15:14:29, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5687, top5_acc: 0.7979, loss_cls: 1.7923, loss: 1.7923, grad_norm: 2.2759, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4245, loss/aux0: 1.4245 2020-10-20 18:16:46,261 - mmaction - INFO - Epoch [179][220/396] lr: 6.363e-02, eta: 15:14:38, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.5687, top5_acc: 0.7979, loss_cls: 1.7923, loss: 1.7923, grad_norm: 2.2684, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4311, loss/aux0: 1.4311 2020-10-20 18:17:22,390 - mmaction - INFO - Epoch [179][240/396] lr: 6.363e-02, eta: 15:13:54, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5664, top5_acc: 0.7982, loss_cls: 1.7930, loss: 1.7930, grad_norm: 2.2090, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4515, loss/aux0: 1.4515 2020-10-20 18:17:23,321 - mmaction - INFO - Epoch [179][240/396] lr: 6.363e-02, eta: 15:14:02, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5664, top5_acc: 0.7982, loss_cls: 1.7930, loss: 1.7930, grad_norm: 2.2184, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4489, loss/aux0: 1.4489 2020-10-20 18:17:59,728 - mmaction - INFO - Epoch [179][260/396] lr: 6.363e-02, eta: 15:13:19, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7857, loss_cls: 1.8138, loss: 1.8138, grad_norm: 2.1732, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4261, loss/aux0: 1.4261 2020-10-20 18:18:00,655 - mmaction - INFO - Epoch [179][260/396] lr: 6.363e-02, eta: 15:13:27, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7857, loss_cls: 1.8138, loss: 1.8138, grad_norm: 2.1768, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4181, loss/aux0: 1.4181 2020-10-20 18:18:36,790 - mmaction - INFO - Epoch [179][280/396] lr: 6.363e-02, eta: 15:12:44, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5656, top5_acc: 0.7922, loss_cls: 1.7891, loss: 1.7891, grad_norm: 2.1588, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4222, loss/aux0: 1.4222 2020-10-20 18:18:37,716 - mmaction - INFO - Epoch [179][280/396] lr: 6.363e-02, eta: 15:12:52, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5656, top5_acc: 0.7922, loss_cls: 1.7891, loss: 1.7891, grad_norm: 2.1483, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4198, loss/aux0: 1.4198 2020-10-20 18:19:14,153 - mmaction - INFO - Epoch [179][300/396] lr: 6.363e-02, eta: 15:12:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5586, top5_acc: 0.7943, loss_cls: 1.7828, loss: 1.7828, grad_norm: 2.1570, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4145, loss/aux0: 1.4145 2020-10-20 18:19:15,085 - mmaction - INFO - Epoch [179][300/396] lr: 6.363e-02, eta: 15:12:17, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5586, top5_acc: 0.7943, loss_cls: 1.7828, loss: 1.7828, grad_norm: 2.1587, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4128, loss/aux0: 1.4128 2020-10-20 18:19:51,405 - mmaction - INFO - Epoch [179][320/396] lr: 6.363e-02, eta: 15:11:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8083, loss_cls: 1.7402, loss: 1.7402, grad_norm: 2.2152, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4301, loss/aux0: 1.4301 2020-10-20 18:19:52,358 - mmaction - INFO - Epoch [179][320/396] lr: 6.363e-02, eta: 15:11:42, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8083, loss_cls: 1.7402, loss: 1.7402, grad_norm: 2.2140, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4343, loss/aux0: 1.4343 2020-10-20 18:20:28,539 - mmaction - INFO - Epoch [179][340/396] lr: 6.363e-02, eta: 15:10:59, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7995, loss_cls: 1.7420, loss: 1.7420, grad_norm: 2.2056, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3688, loss/aux0: 1.3688 2020-10-20 18:20:29,506 - mmaction - INFO - Epoch [179][340/396] lr: 6.363e-02, eta: 15:11:07, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7995, loss_cls: 1.7420, loss: 1.7420, grad_norm: 2.2295, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3845, loss/aux0: 1.3845 2020-10-20 18:21:05,847 - mmaction - INFO - Epoch [179][360/396] lr: 6.363e-02, eta: 15:10:24, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5594, top5_acc: 0.7914, loss_cls: 1.7991, loss: 1.7991, grad_norm: 2.1221, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3788, loss/aux0: 1.3788 2020-10-20 18:21:06,765 - mmaction - INFO - Epoch [179][360/396] lr: 6.363e-02, eta: 15:10:32, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5594, top5_acc: 0.7914, loss_cls: 1.7991, loss: 1.7991, grad_norm: 2.1237, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3585, loss/aux0: 1.3585 2020-10-20 18:21:43,148 - mmaction - INFO - Epoch [179][380/396] lr: 6.363e-02, eta: 15:09:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5622, top5_acc: 0.8013, loss_cls: 1.7717, loss: 1.7717, grad_norm: 2.2320, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4659, loss/aux0: 1.4659 2020-10-20 18:21:44,085 - mmaction - INFO - Epoch [179][380/396] lr: 6.363e-02, eta: 15:09:56, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5622, top5_acc: 0.8013, loss_cls: 1.7717, loss: 1.7717, grad_norm: 2.2238, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4778, loss/aux0: 1.4778 2020-10-20 18:26:23,322 - mmaction - INFO - Epoch [180][20/396] lr: 6.213e-02, eta: 15:08:32, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.5708, top5_acc: 0.7964, loss_cls: 1.7374, loss: 1.7374, grad_norm: 2.2588, top1_acc/aux0: 0.6480, top5_acc/aux0: 0.8569, loss_cls/aux0: 1.4069, loss/aux0: 1.4069 2020-10-20 18:26:24,290 - mmaction - INFO - Epoch [180][20/396] lr: 6.213e-02, eta: 15:08:40, time: 0.920, data_time: 0.003, memory: 8466, top1_acc: 0.5708, top5_acc: 0.7964, loss_cls: 1.7374, loss: 1.7374, grad_norm: 2.2533, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.4112, loss/aux0: 1.4112 2020-10-20 18:27:00,338 - mmaction - INFO - Epoch [180][40/396] lr: 6.213e-02, eta: 15:07:57, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5701, top5_acc: 0.7880, loss_cls: 1.7487, loss: 1.7487, grad_norm: 2.1442, top1_acc/aux0: 0.6437, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4012, loss/aux0: 1.4012 2020-10-20 18:27:01,270 - mmaction - INFO - Epoch [180][40/396] lr: 6.213e-02, eta: 15:08:05, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.5701, top5_acc: 0.7880, loss_cls: 1.7487, loss: 1.7487, grad_norm: 2.1411, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3929, loss/aux0: 1.3929 2020-10-20 18:27:37,642 - mmaction - INFO - Epoch [180][60/396] lr: 6.213e-02, eta: 15:07:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5716, top5_acc: 0.7997, loss_cls: 1.7542, loss: 1.7542, grad_norm: 2.2149, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.3959, loss/aux0: 1.3959 2020-10-20 18:27:38,556 - mmaction - INFO - Epoch [180][60/396] lr: 6.213e-02, eta: 15:07:30, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5716, top5_acc: 0.7997, loss_cls: 1.7542, loss: 1.7542, grad_norm: 2.2173, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4021, loss/aux0: 1.4021 2020-10-20 18:28:14,644 - mmaction - INFO - Epoch [180][80/396] lr: 6.213e-02, eta: 15:06:47, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5604, top5_acc: 0.7943, loss_cls: 1.7798, loss: 1.7798, grad_norm: 2.2401, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3955, loss/aux0: 1.3955 2020-10-20 18:28:15,589 - mmaction - INFO - Epoch [180][80/396] lr: 6.213e-02, eta: 15:06:54, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.5604, top5_acc: 0.7943, loss_cls: 1.7798, loss: 1.7798, grad_norm: 2.2299, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3924, loss/aux0: 1.3924 2020-10-20 18:28:51,809 - mmaction - INFO - Epoch [180][100/396] lr: 6.213e-02, eta: 15:06:11, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8117, loss_cls: 1.6710, loss: 1.6710, grad_norm: 2.1951, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4290, loss/aux0: 1.4290 2020-10-20 18:28:52,769 - mmaction - INFO - Epoch [180][100/396] lr: 6.213e-02, eta: 15:06:19, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8117, loss_cls: 1.6710, loss: 1.6710, grad_norm: 2.2004, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4425, loss/aux0: 1.4425 2020-10-20 18:29:28,982 - mmaction - INFO - Epoch [180][120/396] lr: 6.213e-02, eta: 15:05:36, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5672, top5_acc: 0.8016, loss_cls: 1.7370, loss: 1.7370, grad_norm: 2.2089, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.4068, loss/aux0: 1.4068 2020-10-20 18:29:29,921 - mmaction - INFO - Epoch [180][120/396] lr: 6.213e-02, eta: 15:05:44, time: 0.928, data_time: 0.006, memory: 8466, top1_acc: 0.5672, top5_acc: 0.8016, loss_cls: 1.7370, loss: 1.7370, grad_norm: 2.1995, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3956, loss/aux0: 1.3956 2020-10-20 18:30:06,308 - mmaction - INFO - Epoch [180][140/396] lr: 6.213e-02, eta: 15:05:01, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8016, loss_cls: 1.7365, loss: 1.7365, grad_norm: 2.1947, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.3989, loss/aux0: 1.3989 2020-10-20 18:30:07,263 - mmaction - INFO - Epoch [180][140/396] lr: 6.213e-02, eta: 15:05:09, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8016, loss_cls: 1.7365, loss: 1.7365, grad_norm: 2.2068, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4012, loss/aux0: 1.4012 2020-10-20 18:30:43,349 - mmaction - INFO - Epoch [180][160/396] lr: 6.213e-02, eta: 15:04:26, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5732, top5_acc: 0.8016, loss_cls: 1.7183, loss: 1.7183, grad_norm: 2.2448, top1_acc/aux0: 0.6310, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4411, loss/aux0: 1.4411 2020-10-20 18:30:44,279 - mmaction - INFO - Epoch [180][160/396] lr: 6.213e-02, eta: 15:04:34, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5732, top5_acc: 0.8016, loss_cls: 1.7183, loss: 1.7183, grad_norm: 2.2497, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4406, loss/aux0: 1.4406 2020-10-20 18:31:20,563 - mmaction - INFO - Epoch [180][180/396] lr: 6.213e-02, eta: 15:03:51, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5508, top5_acc: 0.7919, loss_cls: 1.8040, loss: 1.8040, grad_norm: 2.2226, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4240, loss/aux0: 1.4240 2020-10-20 18:31:21,535 - mmaction - INFO - Epoch [180][180/396] lr: 6.213e-02, eta: 15:03:59, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5508, top5_acc: 0.7919, loss_cls: 1.8040, loss: 1.8040, grad_norm: 2.2297, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4266, loss/aux0: 1.4266 2020-10-20 18:31:57,686 - mmaction - INFO - Epoch [180][200/396] lr: 6.213e-02, eta: 15:03:15, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5750, top5_acc: 0.7964, loss_cls: 1.7387, loss: 1.7387, grad_norm: 2.2363, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4511, loss/aux0: 1.4511 2020-10-20 18:31:58,624 - mmaction - INFO - Epoch [180][200/396] lr: 6.213e-02, eta: 15:03:23, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5750, top5_acc: 0.7964, loss_cls: 1.7387, loss: 1.7387, grad_norm: 2.2379, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4529, loss/aux0: 1.4529 2020-10-20 18:32:34,995 - mmaction - INFO - Epoch [180][220/396] lr: 6.213e-02, eta: 15:02:40, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5695, top5_acc: 0.7997, loss_cls: 1.7512, loss: 1.7512, grad_norm: 2.1954, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.3937, loss/aux0: 1.3937 2020-10-20 18:32:35,922 - mmaction - INFO - Epoch [180][220/396] lr: 6.213e-02, eta: 15:02:48, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5695, top5_acc: 0.7997, loss_cls: 1.7512, loss: 1.7512, grad_norm: 2.1841, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.3879, loss/aux0: 1.3879 2020-10-20 18:33:12,275 - mmaction - INFO - Epoch [180][240/396] lr: 6.213e-02, eta: 15:02:05, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5771, top5_acc: 0.8062, loss_cls: 1.7084, loss: 1.7084, grad_norm: 2.2287, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4109, loss/aux0: 1.4109 2020-10-20 18:33:13,223 - mmaction - INFO - Epoch [180][240/396] lr: 6.213e-02, eta: 15:02:13, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5771, top5_acc: 0.8062, loss_cls: 1.7084, loss: 1.7084, grad_norm: 2.2204, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4164, loss/aux0: 1.4164 2020-10-20 18:33:49,362 - mmaction - INFO - Epoch [180][260/396] lr: 6.213e-02, eta: 15:01:30, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7937, loss_cls: 1.8002, loss: 1.8002, grad_norm: 2.2023, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4074, loss/aux0: 1.4074 2020-10-20 18:33:50,304 - mmaction - INFO - Epoch [180][260/396] lr: 6.213e-02, eta: 15:01:38, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7937, loss_cls: 1.8002, loss: 1.8002, grad_norm: 2.2030, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3952, loss/aux0: 1.3952 2020-10-20 18:34:26,323 - mmaction - INFO - Epoch [180][280/396] lr: 6.213e-02, eta: 15:00:55, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5641, top5_acc: 0.7945, loss_cls: 1.7493, loss: 1.7493, grad_norm: 2.2269, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4009, loss/aux0: 1.4009 2020-10-20 18:34:27,251 - mmaction - INFO - Epoch [180][280/396] lr: 6.213e-02, eta: 15:01:03, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.5641, top5_acc: 0.7945, loss_cls: 1.7493, loss: 1.7493, grad_norm: 2.2198, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.3966, loss/aux0: 1.3966 2020-10-20 18:35:03,654 - mmaction - INFO - Epoch [180][300/396] lr: 6.213e-02, eta: 15:00:20, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5768, top5_acc: 0.8049, loss_cls: 1.7259, loss: 1.7259, grad_norm: 2.2096, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4271, loss/aux0: 1.4271 2020-10-20 18:35:04,598 - mmaction - INFO - Epoch [180][300/396] lr: 6.213e-02, eta: 15:00:27, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5768, top5_acc: 0.8049, loss_cls: 1.7259, loss: 1.7259, grad_norm: 2.2122, top1_acc/aux0: 0.6362, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4376, loss/aux0: 1.4376 2020-10-20 18:35:40,791 - mmaction - INFO - Epoch [180][320/396] lr: 6.213e-02, eta: 14:59:44, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5622, top5_acc: 0.8034, loss_cls: 1.7483, loss: 1.7483, grad_norm: 2.2411, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4274, loss/aux0: 1.4274 2020-10-20 18:35:41,725 - mmaction - INFO - Epoch [180][320/396] lr: 6.213e-02, eta: 14:59:52, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5622, top5_acc: 0.8034, loss_cls: 1.7483, loss: 1.7483, grad_norm: 2.2374, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4271, loss/aux0: 1.4271 2020-10-20 18:36:17,965 - mmaction - INFO - Epoch [180][340/396] lr: 6.213e-02, eta: 14:59:09, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5695, top5_acc: 0.7966, loss_cls: 1.7542, loss: 1.7542, grad_norm: 2.2635, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3595, loss/aux0: 1.3595 2020-10-20 18:36:18,896 - mmaction - INFO - Epoch [180][340/396] lr: 6.213e-02, eta: 14:59:17, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.5695, top5_acc: 0.7966, loss_cls: 1.7542, loss: 1.7542, grad_norm: 2.2621, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3540, loss/aux0: 1.3540 2020-10-20 18:36:55,254 - mmaction - INFO - Epoch [180][360/396] lr: 6.213e-02, eta: 14:58:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5638, top5_acc: 0.7966, loss_cls: 1.7931, loss: 1.7931, grad_norm: 2.2292, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4348, loss/aux0: 1.4348 2020-10-20 18:36:56,188 - mmaction - INFO - Epoch [180][360/396] lr: 6.213e-02, eta: 14:58:42, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5638, top5_acc: 0.7966, loss_cls: 1.7931, loss: 1.7931, grad_norm: 2.2289, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4373, loss/aux0: 1.4373 2020-10-20 18:37:32,558 - mmaction - INFO - Epoch [180][380/396] lr: 6.213e-02, eta: 14:57:59, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5737, top5_acc: 0.8099, loss_cls: 1.6988, loss: 1.6988, grad_norm: 2.2037, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3479, loss/aux0: 1.3479 2020-10-20 18:37:33,500 - mmaction - INFO - Epoch [180][380/396] lr: 6.213e-02, eta: 14:58:07, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5737, top5_acc: 0.8099, loss_cls: 1.6988, loss: 1.6988, grad_norm: 2.2143, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3616, loss/aux0: 1.3616 2020-10-20 18:41:58,311 - mmaction - INFO - Epoch [181][20/396] lr: 6.065e-02, eta: 14:56:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5677, top5_acc: 0.8003, loss_cls: 1.7334, loss: 1.7334, grad_norm: 2.2072, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8462, loss_cls/aux0: 1.4102, loss/aux0: 1.4102 2020-10-20 18:41:59,279 - mmaction - INFO - Epoch [181][20/396] lr: 6.065e-02, eta: 14:56:51, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.5677, top5_acc: 0.8003, loss_cls: 1.7334, loss: 1.7334, grad_norm: 2.2076, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4027, loss/aux0: 1.4027 2020-10-20 18:42:35,421 - mmaction - INFO - Epoch [181][40/396] lr: 6.065e-02, eta: 14:56:08, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5813, top5_acc: 0.8039, loss_cls: 1.7143, loss: 1.7143, grad_norm: 2.2342, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3672, loss/aux0: 1.3672 2020-10-20 18:42:36,343 - mmaction - INFO - Epoch [181][40/396] lr: 6.065e-02, eta: 14:56:15, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.5813, top5_acc: 0.8039, loss_cls: 1.7143, loss: 1.7143, grad_norm: 2.2440, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3816, loss/aux0: 1.3816 2020-10-20 18:43:12,689 - mmaction - INFO - Epoch [181][60/396] lr: 6.065e-02, eta: 14:55:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5766, top5_acc: 0.8049, loss_cls: 1.7024, loss: 1.7024, grad_norm: 2.2312, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3810, loss/aux0: 1.3810 2020-10-20 18:43:13,640 - mmaction - INFO - Epoch [181][60/396] lr: 6.065e-02, eta: 14:55:40, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5766, top5_acc: 0.8049, loss_cls: 1.7024, loss: 1.7024, grad_norm: 2.2309, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.3793, loss/aux0: 1.3793 2020-10-20 18:43:50,262 - mmaction - INFO - Epoch [181][80/396] lr: 6.065e-02, eta: 14:54:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5823, top5_acc: 0.8070, loss_cls: 1.6879, loss: 1.6879, grad_norm: 2.2282, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.3966, loss/aux0: 1.3966 2020-10-20 18:43:51,197 - mmaction - INFO - Epoch [181][80/396] lr: 6.065e-02, eta: 14:55:05, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5823, top5_acc: 0.8070, loss_cls: 1.6879, loss: 1.6879, grad_norm: 2.2225, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3857, loss/aux0: 1.3857 2020-10-20 18:44:27,676 - mmaction - INFO - Epoch [181][100/396] lr: 6.065e-02, eta: 14:54:22, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5672, top5_acc: 0.7961, loss_cls: 1.7587, loss: 1.7587, grad_norm: 2.2320, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3790, loss/aux0: 1.3790 2020-10-20 18:44:28,627 - mmaction - INFO - Epoch [181][100/396] lr: 6.065e-02, eta: 14:54:30, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5672, top5_acc: 0.7961, loss_cls: 1.7587, loss: 1.7587, grad_norm: 2.2331, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3820, loss/aux0: 1.3820 2020-10-20 18:45:05,210 - mmaction - INFO - Epoch [181][120/396] lr: 6.065e-02, eta: 14:53:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8034, loss_cls: 1.7397, loss: 1.7397, grad_norm: 2.2550, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3845, loss/aux0: 1.3845 2020-10-20 18:45:06,130 - mmaction - INFO - Epoch [181][120/396] lr: 6.065e-02, eta: 14:53:55, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8034, loss_cls: 1.7397, loss: 1.7397, grad_norm: 2.2211, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3702, loss/aux0: 1.3702 2020-10-20 18:45:42,327 - mmaction - INFO - Epoch [181][140/396] lr: 6.065e-02, eta: 14:53:12, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5643, top5_acc: 0.7966, loss_cls: 1.7704, loss: 1.7704, grad_norm: 2.2217, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3644, loss/aux0: 1.3644 2020-10-20 18:45:43,254 - mmaction - INFO - Epoch [181][140/396] lr: 6.065e-02, eta: 14:53:20, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.5643, top5_acc: 0.7966, loss_cls: 1.7704, loss: 1.7704, grad_norm: 2.2372, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.3856, loss/aux0: 1.3856 2020-10-20 18:46:19,467 - mmaction - INFO - Epoch [181][160/396] lr: 6.065e-02, eta: 14:52:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5716, top5_acc: 0.8042, loss_cls: 1.7369, loss: 1.7369, grad_norm: 2.2315, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4230, loss/aux0: 1.4230 2020-10-20 18:46:20,457 - mmaction - INFO - Epoch [181][160/396] lr: 6.065e-02, eta: 14:52:45, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5716, top5_acc: 0.8042, loss_cls: 1.7369, loss: 1.7369, grad_norm: 2.2543, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4259, loss/aux0: 1.4259 2020-10-20 18:46:56,643 - mmaction - INFO - Epoch [181][180/396] lr: 6.065e-02, eta: 14:52:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5656, top5_acc: 0.8005, loss_cls: 1.7599, loss: 1.7599, grad_norm: 2.1834, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3928, loss/aux0: 1.3928 2020-10-20 18:46:57,578 - mmaction - INFO - Epoch [181][180/396] lr: 6.065e-02, eta: 14:52:09, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5656, top5_acc: 0.8005, loss_cls: 1.7599, loss: 1.7599, grad_norm: 2.1831, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3753, loss/aux0: 1.3753 2020-10-20 18:47:33,970 - mmaction - INFO - Epoch [181][200/396] lr: 6.065e-02, eta: 14:51:26, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5776, top5_acc: 0.8021, loss_cls: 1.7279, loss: 1.7279, grad_norm: 2.1901, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.3641, loss/aux0: 1.3641 2020-10-20 18:47:34,903 - mmaction - INFO - Epoch [181][200/396] lr: 6.065e-02, eta: 14:51:34, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5776, top5_acc: 0.8021, loss_cls: 1.7279, loss: 1.7279, grad_norm: 2.1806, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.3617, loss/aux0: 1.3617 2020-10-20 18:48:11,336 - mmaction - INFO - Epoch [181][220/396] lr: 6.065e-02, eta: 14:50:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5763, top5_acc: 0.8036, loss_cls: 1.7312, loss: 1.7312, grad_norm: 2.2808, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3330, loss/aux0: 1.3330 2020-10-20 18:48:12,270 - mmaction - INFO - Epoch [181][220/396] lr: 6.065e-02, eta: 14:50:59, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5763, top5_acc: 0.8036, loss_cls: 1.7312, loss: 1.7312, grad_norm: 2.2921, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3428, loss/aux0: 1.3428 2020-10-20 18:48:48,557 - mmaction - INFO - Epoch [181][240/396] lr: 6.065e-02, eta: 14:50:16, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5797, top5_acc: 0.8055, loss_cls: 1.7000, loss: 1.7000, grad_norm: 2.1861, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3798, loss/aux0: 1.3798 2020-10-20 18:48:49,482 - mmaction - INFO - Epoch [181][240/396] lr: 6.065e-02, eta: 14:50:24, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5797, top5_acc: 0.8055, loss_cls: 1.7000, loss: 1.7000, grad_norm: 2.1827, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3739, loss/aux0: 1.3739 2020-10-20 18:49:25,749 - mmaction - INFO - Epoch [181][260/396] lr: 6.065e-02, eta: 14:49:41, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5654, top5_acc: 0.7958, loss_cls: 1.7565, loss: 1.7565, grad_norm: 2.2761, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.3977, loss/aux0: 1.3977 2020-10-20 18:49:26,697 - mmaction - INFO - Epoch [181][260/396] lr: 6.065e-02, eta: 14:49:49, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5654, top5_acc: 0.7958, loss_cls: 1.7565, loss: 1.7565, grad_norm: 2.2823, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4164, loss/aux0: 1.4164 2020-10-20 18:50:03,105 - mmaction - INFO - Epoch [181][280/396] lr: 6.065e-02, eta: 14:49:06, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5638, top5_acc: 0.7979, loss_cls: 1.7586, loss: 1.7586, grad_norm: 2.2805, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3738, loss/aux0: 1.3738 2020-10-20 18:50:04,050 - mmaction - INFO - Epoch [181][280/396] lr: 6.065e-02, eta: 14:49:14, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5638, top5_acc: 0.7979, loss_cls: 1.7586, loss: 1.7586, grad_norm: 2.2700, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3570, loss/aux0: 1.3570 2020-10-20 18:50:40,402 - mmaction - INFO - Epoch [181][300/396] lr: 6.065e-02, eta: 14:48:31, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5763, top5_acc: 0.7995, loss_cls: 1.7396, loss: 1.7396, grad_norm: 2.1793, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3762, loss/aux0: 1.3762 2020-10-20 18:50:41,337 - mmaction - INFO - Epoch [181][300/396] lr: 6.065e-02, eta: 14:48:38, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5763, top5_acc: 0.7995, loss_cls: 1.7396, loss: 1.7396, grad_norm: 2.1792, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3825, loss/aux0: 1.3825 2020-10-20 18:51:17,781 - mmaction - INFO - Epoch [181][320/396] lr: 6.065e-02, eta: 14:47:55, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5852, top5_acc: 0.8034, loss_cls: 1.7215, loss: 1.7215, grad_norm: 2.2275, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4332, loss/aux0: 1.4332 2020-10-20 18:51:18,712 - mmaction - INFO - Epoch [181][320/396] lr: 6.065e-02, eta: 14:48:03, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5852, top5_acc: 0.8034, loss_cls: 1.7215, loss: 1.7215, grad_norm: 2.2253, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.4335, loss/aux0: 1.4335 2020-10-20 18:51:55,147 - mmaction - INFO - Epoch [181][340/396] lr: 6.065e-02, eta: 14:47:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5701, top5_acc: 0.7810, loss_cls: 1.7958, loss: 1.7958, grad_norm: 2.2495, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.3984, loss/aux0: 1.3984 2020-10-20 18:51:56,078 - mmaction - INFO - Epoch [181][340/396] lr: 6.065e-02, eta: 14:47:28, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5701, top5_acc: 0.7810, loss_cls: 1.7958, loss: 1.7958, grad_norm: 2.2658, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4037, loss/aux0: 1.4037 2020-10-20 18:52:32,640 - mmaction - INFO - Epoch [181][360/396] lr: 6.065e-02, eta: 14:46:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5732, top5_acc: 0.8052, loss_cls: 1.7380, loss: 1.7380, grad_norm: 2.2476, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3850, loss/aux0: 1.3850 2020-10-20 18:52:33,586 - mmaction - INFO - Epoch [181][360/396] lr: 6.065e-02, eta: 14:46:53, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5732, top5_acc: 0.8052, loss_cls: 1.7380, loss: 1.7380, grad_norm: 2.2371, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3735, loss/aux0: 1.3735 2020-10-20 18:53:09,902 - mmaction - INFO - Epoch [181][380/396] lr: 6.065e-02, eta: 14:46:10, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5724, top5_acc: 0.8010, loss_cls: 1.7500, loss: 1.7500, grad_norm: 2.2706, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3754, loss/aux0: 1.3754 2020-10-20 18:53:10,842 - mmaction - INFO - Epoch [181][380/396] lr: 6.065e-02, eta: 14:46:18, time: 0.932, data_time: 0.006, memory: 8466, top1_acc: 0.5724, top5_acc: 0.8010, loss_cls: 1.7500, loss: 1.7500, grad_norm: 2.2656, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3874, loss/aux0: 1.3874 2020-10-20 18:57:53,515 - mmaction - INFO - Epoch [182][20/396] lr: 5.917e-02, eta: 14:44:54, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5779, top5_acc: 0.8060, loss_cls: 1.6762, loss: 1.6762, grad_norm: 2.2353, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3413, loss/aux0: 1.3413 2020-10-20 18:57:54,441 - mmaction - INFO - Epoch [182][20/396] lr: 5.917e-02, eta: 14:45:02, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.5779, top5_acc: 0.8060, loss_cls: 1.6762, loss: 1.6762, grad_norm: 2.2420, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3391, loss/aux0: 1.3391 2020-10-20 18:58:30,520 - mmaction - INFO - Epoch [182][40/396] lr: 5.917e-02, eta: 14:44:19, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.5708, top5_acc: 0.7974, loss_cls: 1.7337, loss: 1.7337, grad_norm: 2.3175, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4463, loss/aux0: 1.4463 2020-10-20 18:58:31,451 - mmaction - INFO - Epoch [182][40/396] lr: 5.917e-02, eta: 14:44:27, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.5708, top5_acc: 0.7974, loss_cls: 1.7337, loss: 1.7337, grad_norm: 2.3059, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4489, loss/aux0: 1.4489 2020-10-20 18:59:07,872 - mmaction - INFO - Epoch [182][60/396] lr: 5.917e-02, eta: 14:43:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5693, top5_acc: 0.7992, loss_cls: 1.7547, loss: 1.7547, grad_norm: 2.1811, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3669, loss/aux0: 1.3669 2020-10-20 18:59:08,801 - mmaction - INFO - Epoch [182][60/396] lr: 5.917e-02, eta: 14:43:52, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5693, top5_acc: 0.7992, loss_cls: 1.7547, loss: 1.7547, grad_norm: 2.1731, top1_acc/aux0: 0.6563, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3658, loss/aux0: 1.3658 2020-10-20 18:59:44,938 - mmaction - INFO - Epoch [182][80/396] lr: 5.917e-02, eta: 14:43:09, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8044, loss_cls: 1.7183, loss: 1.7183, grad_norm: 2.2552, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.3729, loss/aux0: 1.3729 2020-10-20 18:59:45,874 - mmaction - INFO - Epoch [182][80/396] lr: 5.917e-02, eta: 14:43:16, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8044, loss_cls: 1.7183, loss: 1.7183, grad_norm: 2.2588, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3747, loss/aux0: 1.3747 2020-10-20 19:00:22,298 - mmaction - INFO - Epoch [182][100/396] lr: 5.917e-02, eta: 14:42:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5753, top5_acc: 0.8044, loss_cls: 1.7298, loss: 1.7298, grad_norm: 2.2635, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4401, loss/aux0: 1.4401 2020-10-20 19:00:23,244 - mmaction - INFO - Epoch [182][100/396] lr: 5.917e-02, eta: 14:42:41, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5753, top5_acc: 0.8044, loss_cls: 1.7298, loss: 1.7298, grad_norm: 2.2617, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4458, loss/aux0: 1.4458 2020-10-20 19:00:59,633 - mmaction - INFO - Epoch [182][120/396] lr: 5.917e-02, eta: 14:41:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8070, loss_cls: 1.6628, loss: 1.6628, grad_norm: 2.2673, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4234, loss/aux0: 1.4234 2020-10-20 19:01:00,572 - mmaction - INFO - Epoch [182][120/396] lr: 5.917e-02, eta: 14:42:06, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8070, loss_cls: 1.6628, loss: 1.6628, grad_norm: 2.2679, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4190, loss/aux0: 1.4190 2020-10-20 19:01:37,158 - mmaction - INFO - Epoch [182][140/396] lr: 5.917e-02, eta: 14:41:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5747, top5_acc: 0.8091, loss_cls: 1.7203, loss: 1.7203, grad_norm: 2.2085, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4148, loss/aux0: 1.4148 2020-10-20 19:01:38,129 - mmaction - INFO - Epoch [182][140/396] lr: 5.917e-02, eta: 14:41:31, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5747, top5_acc: 0.8091, loss_cls: 1.7203, loss: 1.7203, grad_norm: 2.2100, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4140, loss/aux0: 1.4140 2020-10-20 19:02:14,299 - mmaction - INFO - Epoch [182][160/396] lr: 5.917e-02, eta: 14:40:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5672, top5_acc: 0.7990, loss_cls: 1.7706, loss: 1.7706, grad_norm: 2.2600, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4026, loss/aux0: 1.4026 2020-10-20 19:02:15,260 - mmaction - INFO - Epoch [182][160/396] lr: 5.917e-02, eta: 14:40:56, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5672, top5_acc: 0.7990, loss_cls: 1.7706, loss: 1.7706, grad_norm: 2.2447, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.4056, loss/aux0: 1.4056 2020-10-20 19:02:51,616 - mmaction - INFO - Epoch [182][180/396] lr: 5.917e-02, eta: 14:40:13, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5672, top5_acc: 0.7956, loss_cls: 1.7599, loss: 1.7599, grad_norm: 2.1802, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3838, loss/aux0: 1.3838 2020-10-20 19:02:52,557 - mmaction - INFO - Epoch [182][180/396] lr: 5.917e-02, eta: 14:40:21, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5672, top5_acc: 0.7956, loss_cls: 1.7599, loss: 1.7599, grad_norm: 2.1978, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3926, loss/aux0: 1.3926 2020-10-20 19:03:28,821 - mmaction - INFO - Epoch [182][200/396] lr: 5.917e-02, eta: 14:39:38, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8031, loss_cls: 1.7069, loss: 1.7069, grad_norm: 2.2372, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3753, loss/aux0: 1.3753 2020-10-20 19:03:29,749 - mmaction - INFO - Epoch [182][200/396] lr: 5.917e-02, eta: 14:39:45, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8031, loss_cls: 1.7069, loss: 1.7069, grad_norm: 2.2410, top1_acc/aux0: 0.6560, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3622, loss/aux0: 1.3622 2020-10-20 19:04:06,132 - mmaction - INFO - Epoch [182][220/396] lr: 5.917e-02, eta: 14:39:03, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8049, loss_cls: 1.7091, loss: 1.7091, grad_norm: 2.2313, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3914, loss/aux0: 1.3914 2020-10-20 19:04:07,076 - mmaction - INFO - Epoch [182][220/396] lr: 5.917e-02, eta: 14:39:10, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8049, loss_cls: 1.7091, loss: 1.7091, grad_norm: 2.2404, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3996, loss/aux0: 1.3996 2020-10-20 19:04:43,452 - mmaction - INFO - Epoch [182][240/396] lr: 5.917e-02, eta: 14:38:28, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5745, top5_acc: 0.8036, loss_cls: 1.7136, loss: 1.7136, grad_norm: 2.2637, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4355, loss/aux0: 1.4355 2020-10-20 19:04:44,390 - mmaction - INFO - Epoch [182][240/396] lr: 5.917e-02, eta: 14:38:35, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5745, top5_acc: 0.8036, loss_cls: 1.7136, loss: 1.7136, grad_norm: 2.2324, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4322, loss/aux0: 1.4322 2020-10-20 19:05:20,968 - mmaction - INFO - Epoch [182][260/396] lr: 5.917e-02, eta: 14:37:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5622, top5_acc: 0.7956, loss_cls: 1.7507, loss: 1.7507, grad_norm: 2.3141, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4179, loss/aux0: 1.4179 2020-10-20 19:05:21,907 - mmaction - INFO - Epoch [182][260/396] lr: 5.917e-02, eta: 14:38:00, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5622, top5_acc: 0.7956, loss_cls: 1.7507, loss: 1.7507, grad_norm: 2.3049, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4252, loss/aux0: 1.4252 2020-10-20 19:05:58,336 - mmaction - INFO - Epoch [182][280/396] lr: 5.917e-02, eta: 14:37:17, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5609, top5_acc: 0.8021, loss_cls: 1.7683, loss: 1.7683, grad_norm: 2.1998, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3722, loss/aux0: 1.3722 2020-10-20 19:05:59,270 - mmaction - INFO - Epoch [182][280/396] lr: 5.917e-02, eta: 14:37:25, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5609, top5_acc: 0.8021, loss_cls: 1.7683, loss: 1.7683, grad_norm: 2.2103, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3681, loss/aux0: 1.3681 2020-10-20 19:06:35,918 - mmaction - INFO - Epoch [182][300/396] lr: 5.917e-02, eta: 14:36:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7943, loss_cls: 1.7825, loss: 1.7825, grad_norm: 2.2314, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3634, loss/aux0: 1.3634 2020-10-20 19:06:36,844 - mmaction - INFO - Epoch [182][300/396] lr: 5.917e-02, eta: 14:36:50, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7943, loss_cls: 1.7825, loss: 1.7825, grad_norm: 2.2289, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.3697, loss/aux0: 1.3697 2020-10-20 19:07:13,062 - mmaction - INFO - Epoch [182][320/396] lr: 5.917e-02, eta: 14:36:07, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5659, top5_acc: 0.7953, loss_cls: 1.7671, loss: 1.7671, grad_norm: 2.3034, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3489, loss/aux0: 1.3489 2020-10-20 19:07:14,010 - mmaction - INFO - Epoch [182][320/396] lr: 5.917e-02, eta: 14:36:15, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5659, top5_acc: 0.7953, loss_cls: 1.7671, loss: 1.7671, grad_norm: 2.3111, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3313, loss/aux0: 1.3313 2020-10-20 19:07:50,303 - mmaction - INFO - Epoch [182][340/396] lr: 5.917e-02, eta: 14:35:32, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5758, top5_acc: 0.8055, loss_cls: 1.7052, loss: 1.7052, grad_norm: 2.1979, top1_acc/aux0: 0.6560, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3807, loss/aux0: 1.3807 2020-10-20 19:07:51,242 - mmaction - INFO - Epoch [182][340/396] lr: 5.917e-02, eta: 14:35:39, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5758, top5_acc: 0.8055, loss_cls: 1.7052, loss: 1.7052, grad_norm: 2.1931, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3839, loss/aux0: 1.3839 2020-10-20 19:08:27,417 - mmaction - INFO - Epoch [182][360/396] lr: 5.917e-02, eta: 14:34:57, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5677, top5_acc: 0.8070, loss_cls: 1.7203, loss: 1.7203, grad_norm: 2.2466, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3366, loss/aux0: 1.3366 2020-10-20 19:08:28,336 - mmaction - INFO - Epoch [182][360/396] lr: 5.917e-02, eta: 14:35:04, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5677, top5_acc: 0.8070, loss_cls: 1.7203, loss: 1.7203, grad_norm: 2.2468, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3347, loss/aux0: 1.3347 2020-10-20 19:09:04,637 - mmaction - INFO - Epoch [182][380/396] lr: 5.917e-02, eta: 14:34:21, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5622, top5_acc: 0.7948, loss_cls: 1.7666, loss: 1.7666, grad_norm: 2.2492, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4401, loss/aux0: 1.4401 2020-10-20 19:09:05,581 - mmaction - INFO - Epoch [182][380/396] lr: 5.917e-02, eta: 14:34:29, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5622, top5_acc: 0.7948, loss_cls: 1.7666, loss: 1.7666, grad_norm: 2.2519, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4372, loss/aux0: 1.4372 2020-10-20 19:13:34,459 - mmaction - INFO - Epoch [183][20/396] lr: 5.772e-02, eta: 14:33:06, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8130, loss_cls: 1.6626, loss: 1.6626, grad_norm: 2.2557, top1_acc/aux0: 0.6488, top5_acc/aux0: 0.8577, loss_cls/aux0: 1.3694, loss/aux0: 1.3694 2020-10-20 19:13:35,392 - mmaction - INFO - Epoch [183][20/396] lr: 5.772e-02, eta: 14:33:13, time: 0.920, data_time: 0.003, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8130, loss_cls: 1.6626, loss: 1.6626, grad_norm: 2.2523, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3720, loss/aux0: 1.3720 2020-10-20 19:14:11,784 - mmaction - INFO - Epoch [183][40/396] lr: 5.772e-02, eta: 14:32:30, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8021, loss_cls: 1.7028, loss: 1.7028, grad_norm: 2.2436, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4163, loss/aux0: 1.4163 2020-10-20 19:14:12,714 - mmaction - INFO - Epoch [183][40/396] lr: 5.772e-02, eta: 14:32:38, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8021, loss_cls: 1.7028, loss: 1.7028, grad_norm: 2.2328, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4095, loss/aux0: 1.4095 2020-10-20 19:14:48,994 - mmaction - INFO - Epoch [183][60/396] lr: 5.772e-02, eta: 14:31:55, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5786, top5_acc: 0.8010, loss_cls: 1.7065, loss: 1.7065, grad_norm: 2.2124, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3616, loss/aux0: 1.3616 2020-10-20 19:14:49,931 - mmaction - INFO - Epoch [183][60/396] lr: 5.772e-02, eta: 14:32:03, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5786, top5_acc: 0.8010, loss_cls: 1.7065, loss: 1.7065, grad_norm: 2.2206, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3749, loss/aux0: 1.3749 2020-10-20 19:15:26,199 - mmaction - INFO - Epoch [183][80/396] lr: 5.772e-02, eta: 14:31:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5880, top5_acc: 0.8115, loss_cls: 1.6762, loss: 1.6762, grad_norm: 2.3196, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3450, loss/aux0: 1.3450 2020-10-20 19:15:27,175 - mmaction - INFO - Epoch [183][80/396] lr: 5.772e-02, eta: 14:31:28, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5880, top5_acc: 0.8115, loss_cls: 1.6762, loss: 1.6762, grad_norm: 2.3086, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3363, loss/aux0: 1.3363 2020-10-20 19:16:03,634 - mmaction - INFO - Epoch [183][100/396] lr: 5.772e-02, eta: 14:30:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5672, top5_acc: 0.8055, loss_cls: 1.7148, loss: 1.7148, grad_norm: 2.3002, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3724, loss/aux0: 1.3724 2020-10-20 19:16:04,580 - mmaction - INFO - Epoch [183][100/396] lr: 5.772e-02, eta: 14:30:52, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5672, top5_acc: 0.8055, loss_cls: 1.7148, loss: 1.7148, grad_norm: 2.2997, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3724, loss/aux0: 1.3724 2020-10-20 19:16:40,815 - mmaction - INFO - Epoch [183][120/396] lr: 5.772e-02, eta: 14:30:10, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5766, top5_acc: 0.8049, loss_cls: 1.7091, loss: 1.7091, grad_norm: 2.3153, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4028, loss/aux0: 1.4028 2020-10-20 19:16:41,740 - mmaction - INFO - Epoch [183][120/396] lr: 5.772e-02, eta: 14:30:17, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5766, top5_acc: 0.8049, loss_cls: 1.7091, loss: 1.7091, grad_norm: 2.2960, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.3992, loss/aux0: 1.3992 2020-10-20 19:17:17,985 - mmaction - INFO - Epoch [183][140/396] lr: 5.772e-02, eta: 14:29:35, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5729, top5_acc: 0.8068, loss_cls: 1.6971, loss: 1.6971, grad_norm: 2.2898, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3897, loss/aux0: 1.3897 2020-10-20 19:17:18,937 - mmaction - INFO - Epoch [183][140/396] lr: 5.772e-02, eta: 14:29:42, time: 0.932, data_time: 0.005, memory: 8466, top1_acc: 0.5729, top5_acc: 0.8068, loss_cls: 1.6971, loss: 1.6971, grad_norm: 2.3049, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4010, loss/aux0: 1.4010 2020-10-20 19:17:55,077 - mmaction - INFO - Epoch [183][160/396] lr: 5.772e-02, eta: 14:28:59, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5596, top5_acc: 0.7961, loss_cls: 1.7810, loss: 1.7810, grad_norm: 2.2994, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3746, loss/aux0: 1.3746 2020-10-20 19:17:56,060 - mmaction - INFO - Epoch [183][160/396] lr: 5.772e-02, eta: 14:29:07, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5596, top5_acc: 0.7961, loss_cls: 1.7810, loss: 1.7810, grad_norm: 2.2985, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3607, loss/aux0: 1.3607 2020-10-20 19:18:32,317 - mmaction - INFO - Epoch [183][180/396] lr: 5.772e-02, eta: 14:28:24, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5560, top5_acc: 0.7951, loss_cls: 1.7704, loss: 1.7704, grad_norm: 2.2144, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3562, loss/aux0: 1.3562 2020-10-20 19:18:33,230 - mmaction - INFO - Epoch [183][180/396] lr: 5.772e-02, eta: 14:28:32, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5560, top5_acc: 0.7951, loss_cls: 1.7704, loss: 1.7704, grad_norm: 2.2120, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3634, loss/aux0: 1.3634 2020-10-20 19:19:09,571 - mmaction - INFO - Epoch [183][200/396] lr: 5.772e-02, eta: 14:27:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5810, top5_acc: 0.8057, loss_cls: 1.7162, loss: 1.7162, grad_norm: 2.2382, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4051, loss/aux0: 1.4051 2020-10-20 19:19:10,533 - mmaction - INFO - Epoch [183][200/396] lr: 5.772e-02, eta: 14:27:56, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5810, top5_acc: 0.8057, loss_cls: 1.7162, loss: 1.7162, grad_norm: 2.2414, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4013, loss/aux0: 1.4013 2020-10-20 19:19:46,921 - mmaction - INFO - Epoch [183][220/396] lr: 5.772e-02, eta: 14:27:14, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5742, top5_acc: 0.8044, loss_cls: 1.7159, loss: 1.7159, grad_norm: 2.2809, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4052, loss/aux0: 1.4052 2020-10-20 19:19:47,848 - mmaction - INFO - Epoch [183][220/396] lr: 5.772e-02, eta: 14:27:21, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5742, top5_acc: 0.8044, loss_cls: 1.7159, loss: 1.7159, grad_norm: 2.2758, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4138, loss/aux0: 1.4138 2020-10-20 19:20:24,158 - mmaction - INFO - Epoch [183][240/396] lr: 5.772e-02, eta: 14:26:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5734, top5_acc: 0.8076, loss_cls: 1.7219, loss: 1.7219, grad_norm: 2.2742, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.3941, loss/aux0: 1.3941 2020-10-20 19:20:25,095 - mmaction - INFO - Epoch [183][240/396] lr: 5.772e-02, eta: 14:26:46, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5734, top5_acc: 0.8076, loss_cls: 1.7219, loss: 1.7219, grad_norm: 2.2762, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.3899, loss/aux0: 1.3899 2020-10-20 19:21:01,312 - mmaction - INFO - Epoch [183][260/396] lr: 5.772e-02, eta: 14:26:03, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7945, loss_cls: 1.7750, loss: 1.7750, grad_norm: 2.2548, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3609, loss/aux0: 1.3609 2020-10-20 19:21:02,262 - mmaction - INFO - Epoch [183][260/396] lr: 5.772e-02, eta: 14:26:11, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7945, loss_cls: 1.7750, loss: 1.7750, grad_norm: 2.2464, top1_acc/aux0: 0.6563, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3495, loss/aux0: 1.3495 2020-10-20 19:21:38,686 - mmaction - INFO - Epoch [183][280/396] lr: 5.772e-02, eta: 14:25:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8099, loss_cls: 1.6672, loss: 1.6672, grad_norm: 2.2626, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3507, loss/aux0: 1.3507 2020-10-20 19:21:39,624 - mmaction - INFO - Epoch [183][280/396] lr: 5.772e-02, eta: 14:25:36, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8099, loss_cls: 1.6672, loss: 1.6672, grad_norm: 2.2642, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3513, loss/aux0: 1.3513 2020-10-20 19:22:16,133 - mmaction - INFO - Epoch [183][300/396] lr: 5.772e-02, eta: 14:24:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5620, top5_acc: 0.8057, loss_cls: 1.7292, loss: 1.7292, grad_norm: 2.2502, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3902, loss/aux0: 1.3902 2020-10-20 19:22:17,068 - mmaction - INFO - Epoch [183][300/396] lr: 5.772e-02, eta: 14:25:01, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5620, top5_acc: 0.8057, loss_cls: 1.7292, loss: 1.7292, grad_norm: 2.2574, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4174, loss/aux0: 1.4174 2020-10-20 19:22:53,304 - mmaction - INFO - Epoch [183][320/396] lr: 5.772e-02, eta: 14:24:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5688, top5_acc: 0.8060, loss_cls: 1.7182, loss: 1.7182, grad_norm: 2.2350, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3928, loss/aux0: 1.3928 2020-10-20 19:22:54,252 - mmaction - INFO - Epoch [183][320/396] lr: 5.772e-02, eta: 14:24:26, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5688, top5_acc: 0.8060, loss_cls: 1.7182, loss: 1.7182, grad_norm: 2.2510, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3872, loss/aux0: 1.3872 2020-10-20 19:23:30,573 - mmaction - INFO - Epoch [183][340/396] lr: 5.772e-02, eta: 14:23:43, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5711, top5_acc: 0.8016, loss_cls: 1.7342, loss: 1.7342, grad_norm: 2.2712, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4187, loss/aux0: 1.4187 2020-10-20 19:23:31,532 - mmaction - INFO - Epoch [183][340/396] lr: 5.772e-02, eta: 14:23:50, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5711, top5_acc: 0.8016, loss_cls: 1.7342, loss: 1.7342, grad_norm: 2.2697, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4071, loss/aux0: 1.4071 2020-10-20 19:24:08,065 - mmaction - INFO - Epoch [183][360/396] lr: 5.772e-02, eta: 14:23:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8203, loss_cls: 1.6584, loss: 1.6584, grad_norm: 2.2907, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3718, loss/aux0: 1.3718 2020-10-20 19:24:08,991 - mmaction - INFO - Epoch [183][360/396] lr: 5.772e-02, eta: 14:23:15, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8203, loss_cls: 1.6584, loss: 1.6584, grad_norm: 2.2767, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.3705, loss/aux0: 1.3705 2020-10-20 19:24:45,173 - mmaction - INFO - Epoch [183][380/396] lr: 5.772e-02, eta: 14:22:33, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5633, top5_acc: 0.7961, loss_cls: 1.7913, loss: 1.7913, grad_norm: 2.2813, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3568, loss/aux0: 1.3568 2020-10-20 19:24:46,100 - mmaction - INFO - Epoch [183][380/396] lr: 5.772e-02, eta: 14:22:40, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5633, top5_acc: 0.7961, loss_cls: 1.7913, loss: 1.7913, grad_norm: 2.2635, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3548, loss/aux0: 1.3548 2020-10-20 19:29:29,275 - mmaction - INFO - Epoch [184][20/396] lr: 5.627e-02, eta: 14:21:17, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.5755, top5_acc: 0.8057, loss_cls: 1.7433, loss: 1.7433, grad_norm: 2.2468, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8632, loss_cls/aux0: 1.3443, loss/aux0: 1.3443 2020-10-20 19:29:30,207 - mmaction - INFO - Epoch [184][20/396] lr: 5.627e-02, eta: 14:21:25, time: 0.922, data_time: 0.004, memory: 8466, top1_acc: 0.5755, top5_acc: 0.8057, loss_cls: 1.7433, loss: 1.7433, grad_norm: 2.2497, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3555, loss/aux0: 1.3555 2020-10-20 19:30:06,415 - mmaction - INFO - Epoch [184][40/396] lr: 5.627e-02, eta: 14:20:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5794, top5_acc: 0.8081, loss_cls: 1.6838, loss: 1.6838, grad_norm: 2.2347, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3977, loss/aux0: 1.3977 2020-10-20 19:30:07,346 - mmaction - INFO - Epoch [184][40/396] lr: 5.627e-02, eta: 14:20:49, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5794, top5_acc: 0.8081, loss_cls: 1.6838, loss: 1.6838, grad_norm: 2.2360, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3841, loss/aux0: 1.3841 2020-10-20 19:30:43,689 - mmaction - INFO - Epoch [184][60/396] lr: 5.627e-02, eta: 14:20:07, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5779, top5_acc: 0.8055, loss_cls: 1.6929, loss: 1.6929, grad_norm: 2.2267, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3559, loss/aux0: 1.3559 2020-10-20 19:30:44,605 - mmaction - INFO - Epoch [184][60/396] lr: 5.627e-02, eta: 14:20:14, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5779, top5_acc: 0.8055, loss_cls: 1.6929, loss: 1.6929, grad_norm: 2.2364, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3490, loss/aux0: 1.3490 2020-10-20 19:31:21,183 - mmaction - INFO - Epoch [184][80/396] lr: 5.627e-02, eta: 14:19:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5937, top5_acc: 0.8130, loss_cls: 1.6468, loss: 1.6468, grad_norm: 2.2459, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3835, loss/aux0: 1.3835 2020-10-20 19:31:22,114 - mmaction - INFO - Epoch [184][80/396] lr: 5.627e-02, eta: 14:19:39, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5937, top5_acc: 0.8130, loss_cls: 1.6468, loss: 1.6468, grad_norm: 2.2337, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.3911, loss/aux0: 1.3911 2020-10-20 19:31:58,337 - mmaction - INFO - Epoch [184][100/396] lr: 5.627e-02, eta: 14:18:56, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8091, loss_cls: 1.6830, loss: 1.6830, grad_norm: 2.3233, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4206, loss/aux0: 1.4206 2020-10-20 19:31:59,270 - mmaction - INFO - Epoch [184][100/396] lr: 5.627e-02, eta: 14:19:04, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8091, loss_cls: 1.6830, loss: 1.6830, grad_norm: 2.3150, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4177, loss/aux0: 1.4177 2020-10-20 19:32:35,700 - mmaction - INFO - Epoch [184][120/396] lr: 5.627e-02, eta: 14:18:21, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5701, top5_acc: 0.8021, loss_cls: 1.7213, loss: 1.7213, grad_norm: 2.2506, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3883, loss/aux0: 1.3883 2020-10-20 19:32:36,621 - mmaction - INFO - Epoch [184][120/396] lr: 5.627e-02, eta: 14:18:29, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5701, top5_acc: 0.8021, loss_cls: 1.7213, loss: 1.7213, grad_norm: 2.2480, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.3899, loss/aux0: 1.3899 2020-10-20 19:33:12,966 - mmaction - INFO - Epoch [184][140/396] lr: 5.627e-02, eta: 14:17:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8005, loss_cls: 1.7312, loss: 1.7312, grad_norm: 2.2227, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3340, loss/aux0: 1.3340 2020-10-20 19:33:13,897 - mmaction - INFO - Epoch [184][140/396] lr: 5.627e-02, eta: 14:17:53, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8005, loss_cls: 1.7312, loss: 1.7312, grad_norm: 2.2248, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3285, loss/aux0: 1.3285 2020-10-20 19:33:50,292 - mmaction - INFO - Epoch [184][160/396] lr: 5.627e-02, eta: 14:17:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5711, top5_acc: 0.8062, loss_cls: 1.6960, loss: 1.6960, grad_norm: 2.3192, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3484, loss/aux0: 1.3484 2020-10-20 19:33:51,243 - mmaction - INFO - Epoch [184][160/396] lr: 5.627e-02, eta: 14:17:18, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5711, top5_acc: 0.8062, loss_cls: 1.6960, loss: 1.6960, grad_norm: 2.3091, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3636, loss/aux0: 1.3636 2020-10-20 19:34:27,550 - mmaction - INFO - Epoch [184][180/396] lr: 5.627e-02, eta: 14:16:36, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5721, top5_acc: 0.8003, loss_cls: 1.7425, loss: 1.7425, grad_norm: 2.3155, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3757, loss/aux0: 1.3757 2020-10-20 19:34:28,493 - mmaction - INFO - Epoch [184][180/396] lr: 5.627e-02, eta: 14:16:43, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5721, top5_acc: 0.8003, loss_cls: 1.7425, loss: 1.7425, grad_norm: 2.3152, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3709, loss/aux0: 1.3709 2020-10-20 19:35:04,834 - mmaction - INFO - Epoch [184][200/396] lr: 5.627e-02, eta: 14:16:00, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5685, top5_acc: 0.8096, loss_cls: 1.7120, loss: 1.7120, grad_norm: 2.3958, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3836, loss/aux0: 1.3836 2020-10-20 19:35:05,764 - mmaction - INFO - Epoch [184][200/396] lr: 5.627e-02, eta: 14:16:08, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5685, top5_acc: 0.8096, loss_cls: 1.7120, loss: 1.7120, grad_norm: 2.3950, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3899, loss/aux0: 1.3899 2020-10-20 19:35:42,011 - mmaction - INFO - Epoch [184][220/396] lr: 5.627e-02, eta: 14:15:25, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5776, top5_acc: 0.7984, loss_cls: 1.7394, loss: 1.7394, grad_norm: 2.2303, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3892, loss/aux0: 1.3892 2020-10-20 19:35:42,975 - mmaction - INFO - Epoch [184][220/396] lr: 5.627e-02, eta: 14:15:32, time: 0.930, data_time: 0.006, memory: 8466, top1_acc: 0.5776, top5_acc: 0.7984, loss_cls: 1.7394, loss: 1.7394, grad_norm: 2.2437, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3965, loss/aux0: 1.3965 2020-10-20 19:36:19,304 - mmaction - INFO - Epoch [184][240/396] lr: 5.627e-02, eta: 14:14:50, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5776, top5_acc: 0.8021, loss_cls: 1.7122, loss: 1.7122, grad_norm: 2.2945, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3897, loss/aux0: 1.3897 2020-10-20 19:36:20,230 - mmaction - INFO - Epoch [184][240/396] lr: 5.627e-02, eta: 14:14:57, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5776, top5_acc: 0.8021, loss_cls: 1.7122, loss: 1.7122, grad_norm: 2.2809, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3739, loss/aux0: 1.3739 2020-10-20 19:36:56,598 - mmaction - INFO - Epoch [184][260/396] lr: 5.627e-02, eta: 14:14:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5732, top5_acc: 0.8094, loss_cls: 1.7161, loss: 1.7161, grad_norm: 2.3081, top1_acc/aux0: 0.6563, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3730, loss/aux0: 1.3730 2020-10-20 19:36:57,523 - mmaction - INFO - Epoch [184][260/396] lr: 5.627e-02, eta: 14:14:22, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5732, top5_acc: 0.8094, loss_cls: 1.7161, loss: 1.7161, grad_norm: 2.3146, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.3748, loss/aux0: 1.3748 2020-10-20 19:37:33,778 - mmaction - INFO - Epoch [184][280/396] lr: 5.627e-02, eta: 14:13:39, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5591, top5_acc: 0.7979, loss_cls: 1.7772, loss: 1.7772, grad_norm: 2.2198, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4031, loss/aux0: 1.4031 2020-10-20 19:37:34,733 - mmaction - INFO - Epoch [184][280/396] lr: 5.627e-02, eta: 14:13:47, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5591, top5_acc: 0.7979, loss_cls: 1.7772, loss: 1.7772, grad_norm: 2.2278, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4084, loss/aux0: 1.4084 2020-10-20 19:38:11,242 - mmaction - INFO - Epoch [184][300/396] lr: 5.627e-02, eta: 14:13:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5753, top5_acc: 0.8133, loss_cls: 1.6939, loss: 1.6939, grad_norm: 2.2992, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3316, loss/aux0: 1.3316 2020-10-20 19:38:12,177 - mmaction - INFO - Epoch [184][300/396] lr: 5.627e-02, eta: 14:13:12, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5753, top5_acc: 0.8133, loss_cls: 1.6939, loss: 1.6939, grad_norm: 2.2930, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3299, loss/aux0: 1.3299 2020-10-20 19:38:48,422 - mmaction - INFO - Epoch [184][320/396] lr: 5.627e-02, eta: 14:12:29, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5685, top5_acc: 0.7932, loss_cls: 1.7431, loss: 1.7431, grad_norm: 2.3053, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3384, loss/aux0: 1.3384 2020-10-20 19:38:49,347 - mmaction - INFO - Epoch [184][320/396] lr: 5.627e-02, eta: 14:12:36, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5685, top5_acc: 0.7932, loss_cls: 1.7431, loss: 1.7431, grad_norm: 2.3020, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3379, loss/aux0: 1.3379 2020-10-20 19:39:25,613 - mmaction - INFO - Epoch [184][340/396] lr: 5.627e-02, eta: 14:11:54, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5810, top5_acc: 0.8065, loss_cls: 1.6935, loss: 1.6935, grad_norm: 2.2439, top1_acc/aux0: 0.6596, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3573, loss/aux0: 1.3573 2020-10-20 19:39:26,588 - mmaction - INFO - Epoch [184][340/396] lr: 5.627e-02, eta: 14:12:01, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5810, top5_acc: 0.8065, loss_cls: 1.6935, loss: 1.6935, grad_norm: 2.2402, top1_acc/aux0: 0.6596, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3493, loss/aux0: 1.3493 2020-10-20 19:40:02,943 - mmaction - INFO - Epoch [184][360/396] lr: 5.627e-02, eta: 14:11:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5701, top5_acc: 0.8049, loss_cls: 1.7348, loss: 1.7348, grad_norm: 2.2721, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3605, loss/aux0: 1.3605 2020-10-20 19:40:03,875 - mmaction - INFO - Epoch [184][360/396] lr: 5.627e-02, eta: 14:11:26, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5701, top5_acc: 0.8049, loss_cls: 1.7348, loss: 1.7348, grad_norm: 2.2624, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3644, loss/aux0: 1.3644 2020-10-20 19:40:40,202 - mmaction - INFO - Epoch [184][380/396] lr: 5.627e-02, eta: 14:10:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5669, top5_acc: 0.8099, loss_cls: 1.7212, loss: 1.7212, grad_norm: 2.3284, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3216, loss/aux0: 1.3216 2020-10-20 19:40:41,164 - mmaction - INFO - Epoch [184][380/396] lr: 5.627e-02, eta: 14:10:51, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5669, top5_acc: 0.8099, loss_cls: 1.7212, loss: 1.7212, grad_norm: 2.3324, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3340, loss/aux0: 1.3340 2020-10-20 19:41:14,422 - mmaction - INFO - Saving checkpoint at 184 epochs 2020-10-20 19:43:01,043 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 19:43:01,220 - mmaction - INFO - top1_acc 0.6852 top5_acc 0.8890 2020-10-20 19:43:01,220 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 19:43:01,273 - mmaction - INFO - mean_acc 0.6854 2020-10-20 19:43:01,274 - mmaction - INFO - Now best checkpoint is epoch_184.pth 2020-10-20 19:43:01,300 - mmaction - INFO - Epoch(val) [184][396] top1_acc: 0.6852, top5_acc: 0.8890, mean_class_accuracy: 0.6854 2020-10-20 19:47:07,006 - mmaction - INFO - Epoch [185][20/396] lr: 5.484e-02, eta: 14:09:28, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5812, top5_acc: 0.7997, loss_cls: 1.7156, loss: 1.7156, grad_norm: 2.3382, top1_acc/aux0: 0.6713, top5_acc/aux0: 0.8736, loss_cls/aux0: 1.3167, loss/aux0: 1.3167 2020-10-20 19:47:07,953 - mmaction - INFO - Epoch [185][20/396] lr: 5.484e-02, eta: 14:09:36, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.5812, top5_acc: 0.7997, loss_cls: 1.7156, loss: 1.7156, grad_norm: 2.3438, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.3200, loss/aux0: 1.3200 2020-10-20 19:47:44,137 - mmaction - INFO - Epoch [185][40/396] lr: 5.484e-02, eta: 14:08:53, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5888, top5_acc: 0.8148, loss_cls: 1.6377, loss: 1.6377, grad_norm: 2.2696, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3405, loss/aux0: 1.3405 2020-10-20 19:47:45,081 - mmaction - INFO - Epoch [185][40/396] lr: 5.484e-02, eta: 14:09:00, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5888, top5_acc: 0.8148, loss_cls: 1.6377, loss: 1.6377, grad_norm: 2.2588, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3298, loss/aux0: 1.3298 2020-10-20 19:48:21,446 - mmaction - INFO - Epoch [185][60/396] lr: 5.484e-02, eta: 14:08:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8096, loss_cls: 1.7154, loss: 1.7154, grad_norm: 2.3688, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3289, loss/aux0: 1.3289 2020-10-20 19:48:22,375 - mmaction - INFO - Epoch [185][60/396] lr: 5.484e-02, eta: 14:08:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8096, loss_cls: 1.7154, loss: 1.7154, grad_norm: 2.3664, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3301, loss/aux0: 1.3301 2020-10-20 19:48:58,712 - mmaction - INFO - Epoch [185][80/396] lr: 5.484e-02, eta: 14:07:43, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5896, top5_acc: 0.8065, loss_cls: 1.6806, loss: 1.6806, grad_norm: 2.2155, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3299, loss/aux0: 1.3299 2020-10-20 19:48:59,648 - mmaction - INFO - Epoch [185][80/396] lr: 5.484e-02, eta: 14:07:50, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5896, top5_acc: 0.8065, loss_cls: 1.6806, loss: 1.6806, grad_norm: 2.2010, top1_acc/aux0: 0.6560, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3364, loss/aux0: 1.3364 2020-10-20 19:49:35,864 - mmaction - INFO - Epoch [185][100/396] lr: 5.484e-02, eta: 14:07:08, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5844, top5_acc: 0.8094, loss_cls: 1.6898, loss: 1.6898, grad_norm: 2.2487, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3171, loss/aux0: 1.3171 2020-10-20 19:49:36,801 - mmaction - INFO - Epoch [185][100/396] lr: 5.484e-02, eta: 14:07:15, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5844, top5_acc: 0.8094, loss_cls: 1.6898, loss: 1.6898, grad_norm: 2.2457, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3138, loss/aux0: 1.3138 2020-10-20 19:50:13,149 - mmaction - INFO - Epoch [185][120/396] lr: 5.484e-02, eta: 14:06:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5818, top5_acc: 0.8055, loss_cls: 1.7121, loss: 1.7121, grad_norm: 2.3546, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.3871, loss/aux0: 1.3871 2020-10-20 19:50:14,095 - mmaction - INFO - Epoch [185][120/396] lr: 5.484e-02, eta: 14:06:40, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.5818, top5_acc: 0.8055, loss_cls: 1.7121, loss: 1.7121, grad_norm: 2.3605, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.3972, loss/aux0: 1.3972 2020-10-20 19:50:50,285 - mmaction - INFO - Epoch [185][140/396] lr: 5.484e-02, eta: 14:05:57, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5841, top5_acc: 0.8151, loss_cls: 1.6872, loss: 1.6872, grad_norm: 2.2584, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.3750, loss/aux0: 1.3750 2020-10-20 19:50:51,250 - mmaction - INFO - Epoch [185][140/396] lr: 5.484e-02, eta: 14:06:04, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.5841, top5_acc: 0.8151, loss_cls: 1.6872, loss: 1.6872, grad_norm: 2.2667, top1_acc/aux0: 0.6596, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3625, loss/aux0: 1.3625 2020-10-20 19:51:27,625 - mmaction - INFO - Epoch [185][160/396] lr: 5.484e-02, eta: 14:05:22, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5794, top5_acc: 0.8049, loss_cls: 1.7019, loss: 1.7019, grad_norm: 2.3327, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3679, loss/aux0: 1.3679 2020-10-20 19:51:28,556 - mmaction - INFO - Epoch [185][160/396] lr: 5.484e-02, eta: 14:05:29, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5794, top5_acc: 0.8049, loss_cls: 1.7019, loss: 1.7019, grad_norm: 2.3437, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3730, loss/aux0: 1.3730 2020-10-20 19:52:04,901 - mmaction - INFO - Epoch [185][180/396] lr: 5.484e-02, eta: 14:04:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5862, top5_acc: 0.8000, loss_cls: 1.7087, loss: 1.7087, grad_norm: 2.2730, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3706, loss/aux0: 1.3706 2020-10-20 19:52:05,817 - mmaction - INFO - Epoch [185][180/396] lr: 5.484e-02, eta: 14:04:54, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5862, top5_acc: 0.8000, loss_cls: 1.7087, loss: 1.7087, grad_norm: 2.2745, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3657, loss/aux0: 1.3657 2020-10-20 19:52:42,087 - mmaction - INFO - Epoch [185][200/396] lr: 5.484e-02, eta: 14:04:12, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5786, top5_acc: 0.8081, loss_cls: 1.6908, loss: 1.6908, grad_norm: 2.2475, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3376, loss/aux0: 1.3376 2020-10-20 19:52:43,046 - mmaction - INFO - Epoch [185][200/396] lr: 5.484e-02, eta: 14:04:19, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.5786, top5_acc: 0.8081, loss_cls: 1.6908, loss: 1.6908, grad_norm: 2.2497, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3540, loss/aux0: 1.3540 2020-10-20 19:53:19,406 - mmaction - INFO - Epoch [185][220/396] lr: 5.484e-02, eta: 14:03:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5870, top5_acc: 0.8073, loss_cls: 1.6763, loss: 1.6763, grad_norm: 2.2324, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.3005, loss/aux0: 1.3005 2020-10-20 19:53:20,336 - mmaction - INFO - Epoch [185][220/396] lr: 5.484e-02, eta: 14:03:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5870, top5_acc: 0.8073, loss_cls: 1.6763, loss: 1.6763, grad_norm: 2.2171, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2862, loss/aux0: 1.2862 2020-10-20 19:53:56,717 - mmaction - INFO - Epoch [185][240/396] lr: 5.484e-02, eta: 14:03:01, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5721, top5_acc: 0.8117, loss_cls: 1.6951, loss: 1.6951, grad_norm: 2.3634, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.3612, loss/aux0: 1.3612 2020-10-20 19:53:57,674 - mmaction - INFO - Epoch [185][240/396] lr: 5.484e-02, eta: 14:03:08, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.5721, top5_acc: 0.8117, loss_cls: 1.6951, loss: 1.6951, grad_norm: 2.3497, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3563, loss/aux0: 1.3563 2020-10-20 19:54:34,037 - mmaction - INFO - Epoch [185][260/396] lr: 5.484e-02, eta: 14:02:26, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5878, top5_acc: 0.8089, loss_cls: 1.6839, loss: 1.6839, grad_norm: 2.2942, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3517, loss/aux0: 1.3517 2020-10-20 19:54:34,966 - mmaction - INFO - Epoch [185][260/396] lr: 5.484e-02, eta: 14:02:33, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5878, top5_acc: 0.8089, loss_cls: 1.6839, loss: 1.6839, grad_norm: 2.2739, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3590, loss/aux0: 1.3590 2020-10-20 19:55:11,159 - mmaction - INFO - Epoch [185][280/396] lr: 5.484e-02, eta: 14:01:51, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8047, loss_cls: 1.7066, loss: 1.7066, grad_norm: 2.2984, top1_acc/aux0: 0.6563, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3637, loss/aux0: 1.3637 2020-10-20 19:55:12,105 - mmaction - INFO - Epoch [185][280/396] lr: 5.484e-02, eta: 14:01:58, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8047, loss_cls: 1.7066, loss: 1.7066, grad_norm: 2.3081, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3771, loss/aux0: 1.3771 2020-10-20 19:55:48,254 - mmaction - INFO - Epoch [185][300/396] lr: 5.484e-02, eta: 14:01:15, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5766, top5_acc: 0.8104, loss_cls: 1.7084, loss: 1.7084, grad_norm: 2.3987, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3692, loss/aux0: 1.3692 2020-10-20 19:55:49,192 - mmaction - INFO - Epoch [185][300/396] lr: 5.484e-02, eta: 14:01:22, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5766, top5_acc: 0.8104, loss_cls: 1.7084, loss: 1.7084, grad_norm: 2.3851, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3599, loss/aux0: 1.3599 2020-10-20 19:56:25,533 - mmaction - INFO - Epoch [185][320/396] lr: 5.484e-02, eta: 14:00:40, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5685, top5_acc: 0.8060, loss_cls: 1.7309, loss: 1.7309, grad_norm: 2.3446, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.3829, loss/aux0: 1.3829 2020-10-20 19:56:26,495 - mmaction - INFO - Epoch [185][320/396] lr: 5.484e-02, eta: 14:00:47, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.5685, top5_acc: 0.8060, loss_cls: 1.7309, loss: 1.7309, grad_norm: 2.3369, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.3825, loss/aux0: 1.3825 2020-10-20 19:57:02,664 - mmaction - INFO - Epoch [185][340/396] lr: 5.484e-02, eta: 14:00:05, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8036, loss_cls: 1.7062, loss: 1.7062, grad_norm: 2.2868, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3651, loss/aux0: 1.3651 2020-10-20 19:57:03,612 - mmaction - INFO - Epoch [185][340/396] lr: 5.484e-02, eta: 14:00:12, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8036, loss_cls: 1.7062, loss: 1.7062, grad_norm: 2.2798, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3700, loss/aux0: 1.3700 2020-10-20 19:57:40,022 - mmaction - INFO - Epoch [185][360/396] lr: 5.484e-02, eta: 13:59:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5810, top5_acc: 0.8008, loss_cls: 1.7078, loss: 1.7078, grad_norm: 2.3253, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3476, loss/aux0: 1.3476 2020-10-20 19:57:40,947 - mmaction - INFO - Epoch [185][360/396] lr: 5.484e-02, eta: 13:59:37, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5810, top5_acc: 0.8008, loss_cls: 1.7078, loss: 1.7078, grad_norm: 2.3127, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3304, loss/aux0: 1.3304 2020-10-20 19:58:17,331 - mmaction - INFO - Epoch [185][380/396] lr: 5.484e-02, eta: 13:58:54, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5760, top5_acc: 0.7904, loss_cls: 1.7561, loss: 1.7561, grad_norm: 2.3189, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3836, loss/aux0: 1.3836 2020-10-20 19:58:18,266 - mmaction - INFO - Epoch [185][380/396] lr: 5.484e-02, eta: 13:59:01, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5760, top5_acc: 0.7904, loss_cls: 1.7561, loss: 1.7561, grad_norm: 2.3177, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3932, loss/aux0: 1.3932 2020-10-20 20:02:58,123 - mmaction - INFO - Epoch [186][20/396] lr: 5.343e-02, eta: 13:57:39, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5870, top5_acc: 0.8190, loss_cls: 1.6596, loss: 1.6596, grad_norm: 2.3247, top1_acc/aux0: 0.6519, top5_acc/aux0: 0.8533, loss_cls/aux0: 1.3848, loss/aux0: 1.3848 2020-10-20 20:02:59,053 - mmaction - INFO - Epoch [186][20/396] lr: 5.343e-02, eta: 13:57:46, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.5870, top5_acc: 0.8190, loss_cls: 1.6596, loss: 1.6596, grad_norm: 2.3381, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.3949, loss/aux0: 1.3949 2020-10-20 20:03:35,445 - mmaction - INFO - Epoch [186][40/396] lr: 5.343e-02, eta: 13:57:04, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6117, top5_acc: 0.8240, loss_cls: 1.5845, loss: 1.5845, grad_norm: 2.3037, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3203, loss/aux0: 1.3203 2020-10-20 20:03:36,404 - mmaction - INFO - Epoch [186][40/396] lr: 5.343e-02, eta: 13:57:11, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.6117, top5_acc: 0.8240, loss_cls: 1.5845, loss: 1.5845, grad_norm: 2.2891, top1_acc/aux0: 0.6737, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3027, loss/aux0: 1.3027 2020-10-20 20:04:12,770 - mmaction - INFO - Epoch [186][60/396] lr: 5.343e-02, eta: 13:56:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5687, top5_acc: 0.8107, loss_cls: 1.7175, loss: 1.7175, grad_norm: 2.3020, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2967, loss/aux0: 1.2967 2020-10-20 20:04:13,695 - mmaction - INFO - Epoch [186][60/396] lr: 5.343e-02, eta: 13:56:36, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5687, top5_acc: 0.8107, loss_cls: 1.7175, loss: 1.7175, grad_norm: 2.3086, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3041, loss/aux0: 1.3041 2020-10-20 20:04:50,186 - mmaction - INFO - Epoch [186][80/396] lr: 5.343e-02, eta: 13:55:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8044, loss_cls: 1.6880, loss: 1.6880, grad_norm: 2.3102, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3238, loss/aux0: 1.3238 2020-10-20 20:04:51,124 - mmaction - INFO - Epoch [186][80/396] lr: 5.343e-02, eta: 13:56:01, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8044, loss_cls: 1.6880, loss: 1.6880, grad_norm: 2.3143, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3240, loss/aux0: 1.3240 2020-10-20 20:05:27,389 - mmaction - INFO - Epoch [186][100/396] lr: 5.343e-02, eta: 13:55:19, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5789, top5_acc: 0.7938, loss_cls: 1.7194, loss: 1.7194, grad_norm: 2.2770, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3363, loss/aux0: 1.3363 2020-10-20 20:05:28,322 - mmaction - INFO - Epoch [186][100/396] lr: 5.343e-02, eta: 13:55:26, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5789, top5_acc: 0.7938, loss_cls: 1.7194, loss: 1.7194, grad_norm: 2.2893, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3439, loss/aux0: 1.3439 2020-10-20 20:06:04,622 - mmaction - INFO - Epoch [186][120/396] lr: 5.343e-02, eta: 13:54:44, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5930, top5_acc: 0.8151, loss_cls: 1.6411, loss: 1.6411, grad_norm: 2.3091, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3494, loss/aux0: 1.3494 2020-10-20 20:06:05,568 - mmaction - INFO - Epoch [186][120/396] lr: 5.343e-02, eta: 13:54:51, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5930, top5_acc: 0.8151, loss_cls: 1.6411, loss: 1.6411, grad_norm: 2.3029, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3319, loss/aux0: 1.3319 2020-10-20 20:06:41,807 - mmaction - INFO - Epoch [186][140/396] lr: 5.343e-02, eta: 13:54:08, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5831, top5_acc: 0.8154, loss_cls: 1.6483, loss: 1.6483, grad_norm: 2.4097, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3071, loss/aux0: 1.3071 2020-10-20 20:06:42,737 - mmaction - INFO - Epoch [186][140/396] lr: 5.343e-02, eta: 13:54:15, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5831, top5_acc: 0.8154, loss_cls: 1.6483, loss: 1.6483, grad_norm: 2.4231, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3209, loss/aux0: 1.3209 2020-10-20 20:07:18,998 - mmaction - INFO - Epoch [186][160/396] lr: 5.343e-02, eta: 13:53:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5703, top5_acc: 0.8016, loss_cls: 1.7181, loss: 1.7181, grad_norm: 2.2843, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3799, loss/aux0: 1.3799 2020-10-20 20:07:19,937 - mmaction - INFO - Epoch [186][160/396] lr: 5.343e-02, eta: 13:53:40, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5703, top5_acc: 0.8016, loss_cls: 1.7181, loss: 1.7181, grad_norm: 2.2810, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3751, loss/aux0: 1.3751 2020-10-20 20:07:56,334 - mmaction - INFO - Epoch [186][180/396] lr: 5.343e-02, eta: 13:52:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5841, top5_acc: 0.8154, loss_cls: 1.6831, loss: 1.6831, grad_norm: 2.3425, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3649, loss/aux0: 1.3649 2020-10-20 20:07:57,268 - mmaction - INFO - Epoch [186][180/396] lr: 5.343e-02, eta: 13:53:05, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5841, top5_acc: 0.8154, loss_cls: 1.6831, loss: 1.6831, grad_norm: 2.3317, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3617, loss/aux0: 1.3617 2020-10-20 20:08:33,429 - mmaction - INFO - Epoch [186][200/396] lr: 5.343e-02, eta: 13:52:23, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5839, top5_acc: 0.8143, loss_cls: 1.6771, loss: 1.6771, grad_norm: 2.3398, top1_acc/aux0: 0.6688, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3303, loss/aux0: 1.3303 2020-10-20 20:08:34,368 - mmaction - INFO - Epoch [186][200/396] lr: 5.343e-02, eta: 13:52:30, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5839, top5_acc: 0.8143, loss_cls: 1.6771, loss: 1.6771, grad_norm: 2.3566, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3401, loss/aux0: 1.3401 2020-10-20 20:09:10,662 - mmaction - INFO - Epoch [186][220/396] lr: 5.343e-02, eta: 13:51:47, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5773, top5_acc: 0.8073, loss_cls: 1.7117, loss: 1.7117, grad_norm: 2.4592, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4029, loss/aux0: 1.4029 2020-10-20 20:09:11,601 - mmaction - INFO - Epoch [186][220/396] lr: 5.343e-02, eta: 13:51:54, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.5773, top5_acc: 0.8073, loss_cls: 1.7117, loss: 1.7117, grad_norm: 2.4594, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3978, loss/aux0: 1.3978 2020-10-20 20:09:47,948 - mmaction - INFO - Epoch [186][240/396] lr: 5.343e-02, eta: 13:51:12, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5815, top5_acc: 0.8026, loss_cls: 1.6895, loss: 1.6895, grad_norm: 2.3202, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3645, loss/aux0: 1.3645 2020-10-20 20:09:48,940 - mmaction - INFO - Epoch [186][240/396] lr: 5.343e-02, eta: 13:51:19, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5815, top5_acc: 0.8026, loss_cls: 1.6895, loss: 1.6895, grad_norm: 2.3242, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3742, loss/aux0: 1.3742 2020-10-20 20:10:25,325 - mmaction - INFO - Epoch [186][260/396] lr: 5.343e-02, eta: 13:50:37, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5935, top5_acc: 0.8216, loss_cls: 1.6604, loss: 1.6604, grad_norm: 2.2688, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3601, loss/aux0: 1.3601 2020-10-20 20:10:26,254 - mmaction - INFO - Epoch [186][260/396] lr: 5.343e-02, eta: 13:50:44, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5935, top5_acc: 0.8216, loss_cls: 1.6604, loss: 1.6604, grad_norm: 2.2643, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3448, loss/aux0: 1.3448 2020-10-20 20:11:02,470 - mmaction - INFO - Epoch [186][280/396] lr: 5.343e-02, eta: 13:50:02, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5648, top5_acc: 0.8078, loss_cls: 1.7221, loss: 1.7221, grad_norm: 2.2919, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3401, loss/aux0: 1.3401 2020-10-20 20:11:03,421 - mmaction - INFO - Epoch [186][280/396] lr: 5.343e-02, eta: 13:50:09, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5648, top5_acc: 0.8078, loss_cls: 1.7221, loss: 1.7221, grad_norm: 2.2835, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3325, loss/aux0: 1.3325 2020-10-20 20:11:39,680 - mmaction - INFO - Epoch [186][300/396] lr: 5.343e-02, eta: 13:49:26, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5742, top5_acc: 0.8065, loss_cls: 1.7030, loss: 1.7030, grad_norm: 2.3380, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3439, loss/aux0: 1.3439 2020-10-20 20:11:40,606 - mmaction - INFO - Epoch [186][300/396] lr: 5.343e-02, eta: 13:49:33, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5742, top5_acc: 0.8065, loss_cls: 1.7030, loss: 1.7030, grad_norm: 2.3430, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.3717, loss/aux0: 1.3717 2020-10-20 20:12:16,937 - mmaction - INFO - Epoch [186][320/396] lr: 5.343e-02, eta: 13:48:51, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5695, top5_acc: 0.8026, loss_cls: 1.7256, loss: 1.7256, grad_norm: 2.3010, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3559, loss/aux0: 1.3559 2020-10-20 20:12:17,855 - mmaction - INFO - Epoch [186][320/396] lr: 5.343e-02, eta: 13:48:58, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5695, top5_acc: 0.8026, loss_cls: 1.7256, loss: 1.7256, grad_norm: 2.2989, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3378, loss/aux0: 1.3378 2020-10-20 20:12:54,204 - mmaction - INFO - Epoch [186][340/396] lr: 5.343e-02, eta: 13:48:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8161, loss_cls: 1.6542, loss: 1.6542, grad_norm: 2.3667, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3725, loss/aux0: 1.3725 2020-10-20 20:12:55,130 - mmaction - INFO - Epoch [186][340/396] lr: 5.343e-02, eta: 13:48:23, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8161, loss_cls: 1.6542, loss: 1.6542, grad_norm: 2.3585, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.3724, loss/aux0: 1.3724 2020-10-20 20:13:31,280 - mmaction - INFO - Epoch [186][360/396] lr: 5.343e-02, eta: 13:47:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5714, top5_acc: 0.8068, loss_cls: 1.7342, loss: 1.7342, grad_norm: 2.3358, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3110, loss/aux0: 1.3110 2020-10-20 20:13:32,200 - mmaction - INFO - Epoch [186][360/396] lr: 5.343e-02, eta: 13:47:48, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5714, top5_acc: 0.8068, loss_cls: 1.7342, loss: 1.7342, grad_norm: 2.3345, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3173, loss/aux0: 1.3173 2020-10-20 20:14:08,941 - mmaction - INFO - Epoch [186][380/396] lr: 5.343e-02, eta: 13:47:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5760, top5_acc: 0.8107, loss_cls: 1.7031, loss: 1.7031, grad_norm: 2.3064, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3332, loss/aux0: 1.3332 2020-10-20 20:14:09,898 - mmaction - INFO - Epoch [186][380/396] lr: 5.343e-02, eta: 13:47:12, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.5760, top5_acc: 0.8107, loss_cls: 1.7031, loss: 1.7031, grad_norm: 2.3212, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3328, loss/aux0: 1.3328 2020-10-20 20:18:58,058 - mmaction - INFO - Epoch [187][20/396] lr: 5.202e-02, eta: 13:45:51, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8078, loss_cls: 1.6935, loss: 1.6935, grad_norm: 2.3060, top1_acc/aux0: 0.6519, top5_acc/aux0: 0.8553, loss_cls/aux0: 1.3661, loss/aux0: 1.3661 2020-10-20 20:18:58,986 - mmaction - INFO - Epoch [187][20/396] lr: 5.202e-02, eta: 13:45:58, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8078, loss_cls: 1.6935, loss: 1.6935, grad_norm: 2.2993, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3615, loss/aux0: 1.3615 2020-10-20 20:19:35,073 - mmaction - INFO - Epoch [187][40/396] lr: 5.202e-02, eta: 13:45:15, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8094, loss_cls: 1.7027, loss: 1.7027, grad_norm: 2.3448, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3420, loss/aux0: 1.3420 2020-10-20 20:19:36,021 - mmaction - INFO - Epoch [187][40/396] lr: 5.202e-02, eta: 13:45:22, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8094, loss_cls: 1.7027, loss: 1.7027, grad_norm: 2.3606, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.3539, loss/aux0: 1.3539 2020-10-20 20:20:12,224 - mmaction - INFO - Epoch [187][60/396] lr: 5.202e-02, eta: 13:44:40, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8078, loss_cls: 1.6768, loss: 1.6768, grad_norm: 2.2733, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3700, loss/aux0: 1.3700 2020-10-20 20:20:13,172 - mmaction - INFO - Epoch [187][60/396] lr: 5.202e-02, eta: 13:44:47, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8078, loss_cls: 1.6768, loss: 1.6768, grad_norm: 2.2663, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3604, loss/aux0: 1.3604 2020-10-20 20:20:49,469 - mmaction - INFO - Epoch [187][80/396] lr: 5.202e-02, eta: 13:44:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5982, top5_acc: 0.8177, loss_cls: 1.6149, loss: 1.6149, grad_norm: 2.2953, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3471, loss/aux0: 1.3471 2020-10-20 20:20:50,424 - mmaction - INFO - Epoch [187][80/396] lr: 5.202e-02, eta: 13:44:12, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5982, top5_acc: 0.8177, loss_cls: 1.6149, loss: 1.6149, grad_norm: 2.2865, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3433, loss/aux0: 1.3433 2020-10-20 20:21:26,772 - mmaction - INFO - Epoch [187][100/396] lr: 5.202e-02, eta: 13:43:30, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5924, top5_acc: 0.8161, loss_cls: 1.6432, loss: 1.6432, grad_norm: 2.3620, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3657, loss/aux0: 1.3657 2020-10-20 20:21:27,722 - mmaction - INFO - Epoch [187][100/396] lr: 5.202e-02, eta: 13:43:37, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5924, top5_acc: 0.8161, loss_cls: 1.6432, loss: 1.6432, grad_norm: 2.3493, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3621, loss/aux0: 1.3621 2020-10-20 20:22:04,066 - mmaction - INFO - Epoch [187][120/396] lr: 5.202e-02, eta: 13:42:54, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5865, top5_acc: 0.8086, loss_cls: 1.6739, loss: 1.6739, grad_norm: 2.3207, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3428, loss/aux0: 1.3428 2020-10-20 20:22:05,017 - mmaction - INFO - Epoch [187][120/396] lr: 5.202e-02, eta: 13:43:01, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5865, top5_acc: 0.8086, loss_cls: 1.6739, loss: 1.6739, grad_norm: 2.3021, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3476, loss/aux0: 1.3476 2020-10-20 20:22:41,366 - mmaction - INFO - Epoch [187][140/396] lr: 5.202e-02, eta: 13:42:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8117, loss_cls: 1.6566, loss: 1.6566, grad_norm: 2.3397, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3371, loss/aux0: 1.3371 2020-10-20 20:22:42,315 - mmaction - INFO - Epoch [187][140/396] lr: 5.202e-02, eta: 13:42:26, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8117, loss_cls: 1.6566, loss: 1.6566, grad_norm: 2.3397, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3399, loss/aux0: 1.3399 2020-10-20 20:23:18,589 - mmaction - INFO - Epoch [187][160/396] lr: 5.202e-02, eta: 13:41:44, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8195, loss_cls: 1.6375, loss: 1.6375, grad_norm: 2.3068, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3253, loss/aux0: 1.3253 2020-10-20 20:23:19,510 - mmaction - INFO - Epoch [187][160/396] lr: 5.202e-02, eta: 13:41:51, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8195, loss_cls: 1.6375, loss: 1.6375, grad_norm: 2.3085, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3347, loss/aux0: 1.3347 2020-10-20 20:23:55,947 - mmaction - INFO - Epoch [187][180/396] lr: 5.202e-02, eta: 13:41:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5852, top5_acc: 0.8008, loss_cls: 1.7059, loss: 1.7059, grad_norm: 2.3798, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.3929, loss/aux0: 1.3929 2020-10-20 20:23:56,895 - mmaction - INFO - Epoch [187][180/396] lr: 5.202e-02, eta: 13:41:16, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5852, top5_acc: 0.8008, loss_cls: 1.7059, loss: 1.7059, grad_norm: 2.3799, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3864, loss/aux0: 1.3864 2020-10-20 20:24:33,063 - mmaction - INFO - Epoch [187][200/396] lr: 5.202e-02, eta: 13:40:34, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5867, top5_acc: 0.8089, loss_cls: 1.6740, loss: 1.6740, grad_norm: 2.3622, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3256, loss/aux0: 1.3256 2020-10-20 20:24:34,004 - mmaction - INFO - Epoch [187][200/396] lr: 5.202e-02, eta: 13:40:41, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5867, top5_acc: 0.8089, loss_cls: 1.6740, loss: 1.6740, grad_norm: 2.3738, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3247, loss/aux0: 1.3247 2020-10-20 20:25:10,761 - mmaction - INFO - Epoch [187][220/396] lr: 5.202e-02, eta: 13:39:59, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5966, top5_acc: 0.8188, loss_cls: 1.6370, loss: 1.6370, grad_norm: 2.2550, top1_acc/aux0: 0.6563, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.3817, loss/aux0: 1.3817 2020-10-20 20:25:11,694 - mmaction - INFO - Epoch [187][220/396] lr: 5.202e-02, eta: 13:40:05, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5966, top5_acc: 0.8188, loss_cls: 1.6370, loss: 1.6370, grad_norm: 2.2585, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.3862, loss/aux0: 1.3862 2020-10-20 20:25:47,938 - mmaction - INFO - Epoch [187][240/396] lr: 5.202e-02, eta: 13:39:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5823, top5_acc: 0.8049, loss_cls: 1.6947, loss: 1.6947, grad_norm: 2.3425, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3638, loss/aux0: 1.3638 2020-10-20 20:25:48,912 - mmaction - INFO - Epoch [187][240/396] lr: 5.202e-02, eta: 13:39:30, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5823, top5_acc: 0.8049, loss_cls: 1.6947, loss: 1.6947, grad_norm: 2.3358, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3545, loss/aux0: 1.3545 2020-10-20 20:26:25,123 - mmaction - INFO - Epoch [187][260/396] lr: 5.202e-02, eta: 13:38:48, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8156, loss_cls: 1.6597, loss: 1.6597, grad_norm: 2.3803, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3149, loss/aux0: 1.3149 2020-10-20 20:26:26,056 - mmaction - INFO - Epoch [187][260/396] lr: 5.202e-02, eta: 13:38:55, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8156, loss_cls: 1.6597, loss: 1.6597, grad_norm: 2.3798, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3256, loss/aux0: 1.3256 2020-10-20 20:27:02,222 - mmaction - INFO - Epoch [187][280/396] lr: 5.202e-02, eta: 13:38:13, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5823, top5_acc: 0.8063, loss_cls: 1.6881, loss: 1.6881, grad_norm: 2.3548, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3373, loss/aux0: 1.3373 2020-10-20 20:27:03,148 - mmaction - INFO - Epoch [187][280/396] lr: 5.202e-02, eta: 13:38:20, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5823, top5_acc: 0.8063, loss_cls: 1.6881, loss: 1.6881, grad_norm: 2.3559, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3303, loss/aux0: 1.3303 2020-10-20 20:27:39,477 - mmaction - INFO - Epoch [187][300/396] lr: 5.202e-02, eta: 13:37:38, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5794, top5_acc: 0.8070, loss_cls: 1.7164, loss: 1.7164, grad_norm: 2.4099, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3838, loss/aux0: 1.3838 2020-10-20 20:27:40,459 - mmaction - INFO - Epoch [187][300/396] lr: 5.202e-02, eta: 13:37:44, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5794, top5_acc: 0.8070, loss_cls: 1.7164, loss: 1.7164, grad_norm: 2.4199, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3875, loss/aux0: 1.3875 2020-10-20 20:28:16,780 - mmaction - INFO - Epoch [187][320/396] lr: 5.202e-02, eta: 13:37:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5758, top5_acc: 0.8065, loss_cls: 1.7038, loss: 1.7038, grad_norm: 2.3855, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3468, loss/aux0: 1.3468 2020-10-20 20:28:17,730 - mmaction - INFO - Epoch [187][320/396] lr: 5.202e-02, eta: 13:37:09, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5758, top5_acc: 0.8065, loss_cls: 1.7038, loss: 1.7038, grad_norm: 2.3736, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3448, loss/aux0: 1.3448 2020-10-20 20:28:54,077 - mmaction - INFO - Epoch [187][340/396] lr: 5.202e-02, eta: 13:36:27, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5857, top5_acc: 0.8070, loss_cls: 1.6755, loss: 1.6755, grad_norm: 2.3902, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3665, loss/aux0: 1.3665 2020-10-20 20:28:55,051 - mmaction - INFO - Epoch [187][340/396] lr: 5.202e-02, eta: 13:36:34, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5857, top5_acc: 0.8070, loss_cls: 1.6755, loss: 1.6755, grad_norm: 2.3938, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3663, loss/aux0: 1.3663 2020-10-20 20:29:31,430 - mmaction - INFO - Epoch [187][360/396] lr: 5.202e-02, eta: 13:35:52, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5818, top5_acc: 0.8091, loss_cls: 1.7003, loss: 1.7003, grad_norm: 2.3742, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4224, loss/aux0: 1.4224 2020-10-20 20:29:32,352 - mmaction - INFO - Epoch [187][360/396] lr: 5.202e-02, eta: 13:35:59, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5818, top5_acc: 0.8091, loss_cls: 1.7003, loss: 1.7003, grad_norm: 2.3722, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4336, loss/aux0: 1.4336 2020-10-20 20:30:08,845 - mmaction - INFO - Epoch [187][380/396] lr: 5.202e-02, eta: 13:35:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8065, loss_cls: 1.6915, loss: 1.6915, grad_norm: 2.3250, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3571, loss/aux0: 1.3571 2020-10-20 20:30:09,770 - mmaction - INFO - Epoch [187][380/396] lr: 5.202e-02, eta: 13:35:24, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8065, loss_cls: 1.6915, loss: 1.6915, grad_norm: 2.3241, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3475, loss/aux0: 1.3475 2020-10-20 20:35:05,036 - mmaction - INFO - Epoch [188][20/396] lr: 5.064e-02, eta: 13:34:02, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6091, top5_acc: 0.8224, loss_cls: 1.5832, loss: 1.5832, grad_norm: 2.3398, top1_acc/aux0: 0.6746, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3004, loss/aux0: 1.3004 2020-10-20 20:35:05,981 - mmaction - INFO - Epoch [188][20/396] lr: 5.064e-02, eta: 13:34:09, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.6091, top5_acc: 0.8224, loss_cls: 1.5832, loss: 1.5832, grad_norm: 2.3331, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3067, loss/aux0: 1.3067 2020-10-20 20:35:42,076 - mmaction - INFO - Epoch [188][40/396] lr: 5.064e-02, eta: 13:33:27, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8130, loss_cls: 1.6622, loss: 1.6622, grad_norm: 2.3130, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3415, loss/aux0: 1.3415 2020-10-20 20:35:43,003 - mmaction - INFO - Epoch [188][40/396] lr: 5.064e-02, eta: 13:33:34, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8130, loss_cls: 1.6622, loss: 1.6622, grad_norm: 2.3158, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3322, loss/aux0: 1.3322 2020-10-20 20:36:19,173 - mmaction - INFO - Epoch [188][60/396] lr: 5.064e-02, eta: 13:32:52, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5810, top5_acc: 0.7990, loss_cls: 1.7189, loss: 1.7189, grad_norm: 2.4056, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3016, loss/aux0: 1.3016 2020-10-20 20:36:20,116 - mmaction - INFO - Epoch [188][60/396] lr: 5.064e-02, eta: 13:32:58, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5810, top5_acc: 0.7990, loss_cls: 1.7189, loss: 1.7189, grad_norm: 2.4026, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3016, loss/aux0: 1.3016 2020-10-20 20:36:56,425 - mmaction - INFO - Epoch [188][80/396] lr: 5.064e-02, eta: 13:32:16, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8096, loss_cls: 1.6536, loss: 1.6536, grad_norm: 2.3278, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3044, loss/aux0: 1.3044 2020-10-20 20:36:57,410 - mmaction - INFO - Epoch [188][80/396] lr: 5.064e-02, eta: 13:32:23, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8096, loss_cls: 1.6536, loss: 1.6536, grad_norm: 2.3251, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3105, loss/aux0: 1.3105 2020-10-20 20:37:33,460 - mmaction - INFO - Epoch [188][100/396] lr: 5.064e-02, eta: 13:31:41, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6010, top5_acc: 0.8224, loss_cls: 1.6325, loss: 1.6325, grad_norm: 2.4019, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3817, loss/aux0: 1.3817 2020-10-20 20:37:34,403 - mmaction - INFO - Epoch [188][100/396] lr: 5.064e-02, eta: 13:31:48, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6010, top5_acc: 0.8224, loss_cls: 1.6325, loss: 1.6325, grad_norm: 2.4035, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.3828, loss/aux0: 1.3828 2020-10-20 20:38:10,882 - mmaction - INFO - Epoch [188][120/396] lr: 5.064e-02, eta: 13:31:06, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5841, top5_acc: 0.8141, loss_cls: 1.6651, loss: 1.6651, grad_norm: 2.3505, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3604, loss/aux0: 1.3604 2020-10-20 20:38:11,847 - mmaction - INFO - Epoch [188][120/396] lr: 5.064e-02, eta: 13:31:13, time: 0.934, data_time: 0.005, memory: 8466, top1_acc: 0.5841, top5_acc: 0.8141, loss_cls: 1.6651, loss: 1.6651, grad_norm: 2.3386, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3578, loss/aux0: 1.3578 2020-10-20 20:38:48,113 - mmaction - INFO - Epoch [188][140/396] lr: 5.064e-02, eta: 13:30:30, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5984, top5_acc: 0.8227, loss_cls: 1.6139, loss: 1.6139, grad_norm: 2.3847, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3455, loss/aux0: 1.3455 2020-10-20 20:38:49,032 - mmaction - INFO - Epoch [188][140/396] lr: 5.064e-02, eta: 13:30:37, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5984, top5_acc: 0.8227, loss_cls: 1.6139, loss: 1.6139, grad_norm: 2.3814, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3457, loss/aux0: 1.3457 2020-10-20 20:39:25,473 - mmaction - INFO - Epoch [188][160/396] lr: 5.064e-02, eta: 13:29:55, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8078, loss_cls: 1.7107, loss: 1.7107, grad_norm: 2.3532, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3582, loss/aux0: 1.3582 2020-10-20 20:39:26,408 - mmaction - INFO - Epoch [188][160/396] lr: 5.064e-02, eta: 13:30:02, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8078, loss_cls: 1.7107, loss: 1.7107, grad_norm: 2.3664, top1_acc/aux0: 0.6596, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3610, loss/aux0: 1.3610 2020-10-20 20:40:02,807 - mmaction - INFO - Epoch [188][180/396] lr: 5.064e-02, eta: 13:29:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8154, loss_cls: 1.6338, loss: 1.6338, grad_norm: 2.3577, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3574, loss/aux0: 1.3574 2020-10-20 20:40:03,738 - mmaction - INFO - Epoch [188][180/396] lr: 5.064e-02, eta: 13:29:27, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8154, loss_cls: 1.6338, loss: 1.6338, grad_norm: 2.3473, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3609, loss/aux0: 1.3609 2020-10-20 20:40:40,049 - mmaction - INFO - Epoch [188][200/396] lr: 5.064e-02, eta: 13:28:45, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8229, loss_cls: 1.6114, loss: 1.6114, grad_norm: 2.5083, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3466, loss/aux0: 1.3466 2020-10-20 20:40:40,985 - mmaction - INFO - Epoch [188][200/396] lr: 5.064e-02, eta: 13:28:52, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8229, loss_cls: 1.6114, loss: 1.6114, grad_norm: 2.5076, top1_acc/aux0: 0.6591, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3398, loss/aux0: 1.3398 2020-10-20 20:41:17,198 - mmaction - INFO - Epoch [188][220/396] lr: 5.064e-02, eta: 13:28:09, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6055, top5_acc: 0.8096, loss_cls: 1.6362, loss: 1.6362, grad_norm: 2.2902, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.3950, loss/aux0: 1.3950 2020-10-20 20:41:18,198 - mmaction - INFO - Epoch [188][220/396] lr: 5.064e-02, eta: 13:28:16, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6055, top5_acc: 0.8096, loss_cls: 1.6362, loss: 1.6362, grad_norm: 2.2964, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.3983, loss/aux0: 1.3983 2020-10-20 20:41:54,414 - mmaction - INFO - Epoch [188][240/396] lr: 5.064e-02, eta: 13:27:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5815, top5_acc: 0.8099, loss_cls: 1.6925, loss: 1.6925, grad_norm: 2.3426, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3406, loss/aux0: 1.3406 2020-10-20 20:41:55,353 - mmaction - INFO - Epoch [188][240/396] lr: 5.064e-02, eta: 13:27:41, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5815, top5_acc: 0.8099, loss_cls: 1.6925, loss: 1.6925, grad_norm: 2.3336, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3275, loss/aux0: 1.3275 2020-10-20 20:42:31,702 - mmaction - INFO - Epoch [188][260/396] lr: 5.064e-02, eta: 13:26:59, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5729, top5_acc: 0.8008, loss_cls: 1.7201, loss: 1.7201, grad_norm: 2.4152, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3331, loss/aux0: 1.3331 2020-10-20 20:42:32,634 - mmaction - INFO - Epoch [188][260/396] lr: 5.064e-02, eta: 13:27:06, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5729, top5_acc: 0.8008, loss_cls: 1.7201, loss: 1.7201, grad_norm: 2.4162, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3451, loss/aux0: 1.3451 2020-10-20 20:43:08,759 - mmaction - INFO - Epoch [188][280/396] lr: 5.064e-02, eta: 13:26:24, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5849, top5_acc: 0.8185, loss_cls: 1.6855, loss: 1.6855, grad_norm: 2.3900, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3654, loss/aux0: 1.3654 2020-10-20 20:43:09,720 - mmaction - INFO - Epoch [188][280/396] lr: 5.064e-02, eta: 13:26:30, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5849, top5_acc: 0.8185, loss_cls: 1.6855, loss: 1.6855, grad_norm: 2.3919, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3573, loss/aux0: 1.3573 2020-10-20 20:43:46,114 - mmaction - INFO - Epoch [188][300/396] lr: 5.064e-02, eta: 13:25:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5747, top5_acc: 0.8042, loss_cls: 1.7114, loss: 1.7114, grad_norm: 2.4698, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3480, loss/aux0: 1.3480 2020-10-20 20:43:47,049 - mmaction - INFO - Epoch [188][300/396] lr: 5.064e-02, eta: 13:25:55, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5747, top5_acc: 0.8042, loss_cls: 1.7114, loss: 1.7114, grad_norm: 2.4584, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3512, loss/aux0: 1.3512 2020-10-20 20:44:23,330 - mmaction - INFO - Epoch [188][320/396] lr: 5.064e-02, eta: 13:25:13, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5836, top5_acc: 0.8128, loss_cls: 1.6594, loss: 1.6594, grad_norm: 2.3581, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3289, loss/aux0: 1.3289 2020-10-20 20:44:24,249 - mmaction - INFO - Epoch [188][320/396] lr: 5.064e-02, eta: 13:25:20, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5836, top5_acc: 0.8128, loss_cls: 1.6594, loss: 1.6594, grad_norm: 2.3443, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3262, loss/aux0: 1.3262 2020-10-20 20:45:00,567 - mmaction - INFO - Epoch [188][340/396] lr: 5.064e-02, eta: 13:24:38, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5880, top5_acc: 0.8159, loss_cls: 1.6525, loss: 1.6525, grad_norm: 2.3167, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3128, loss/aux0: 1.3128 2020-10-20 20:45:01,527 - mmaction - INFO - Epoch [188][340/396] lr: 5.064e-02, eta: 13:24:44, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5880, top5_acc: 0.8159, loss_cls: 1.6525, loss: 1.6525, grad_norm: 2.3204, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3109, loss/aux0: 1.3109 2020-10-20 20:45:38,070 - mmaction - INFO - Epoch [188][360/396] lr: 5.064e-02, eta: 13:24:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5938, top5_acc: 0.8076, loss_cls: 1.6688, loss: 1.6688, grad_norm: 2.3599, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3385, loss/aux0: 1.3385 2020-10-20 20:45:38,994 - mmaction - INFO - Epoch [188][360/396] lr: 5.064e-02, eta: 13:24:09, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5938, top5_acc: 0.8076, loss_cls: 1.6688, loss: 1.6688, grad_norm: 2.3550, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3492, loss/aux0: 1.3492 2020-10-20 20:46:15,335 - mmaction - INFO - Epoch [188][380/396] lr: 5.064e-02, eta: 13:23:27, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8091, loss_cls: 1.7135, loss: 1.7135, grad_norm: 2.4037, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3178, loss/aux0: 1.3178 2020-10-20 20:46:16,256 - mmaction - INFO - Epoch [188][380/396] lr: 5.064e-02, eta: 13:23:34, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8091, loss_cls: 1.7135, loss: 1.7135, grad_norm: 2.3639, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3042, loss/aux0: 1.3042 2020-10-20 20:51:03,952 - mmaction - INFO - Epoch [189][20/396] lr: 4.927e-02, eta: 13:22:13, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5917, top5_acc: 0.8169, loss_cls: 1.6346, loss: 1.6346, grad_norm: 2.4366, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8627, loss_cls/aux0: 1.3713, loss/aux0: 1.3713 2020-10-20 20:51:04,890 - mmaction - INFO - Epoch [189][20/396] lr: 4.927e-02, eta: 13:22:20, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5917, top5_acc: 0.8169, loss_cls: 1.6346, loss: 1.6346, grad_norm: 2.4496, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3745, loss/aux0: 1.3745 2020-10-20 20:51:40,806 - mmaction - INFO - Epoch [189][40/396] lr: 4.927e-02, eta: 13:21:38, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8177, loss_cls: 1.6105, loss: 1.6105, grad_norm: 2.3196, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3865, loss/aux0: 1.3865 2020-10-20 20:51:41,752 - mmaction - INFO - Epoch [189][40/396] lr: 4.927e-02, eta: 13:21:44, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8177, loss_cls: 1.6105, loss: 1.6105, grad_norm: 2.3204, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.3794, loss/aux0: 1.3794 2020-10-20 20:52:18,212 - mmaction - INFO - Epoch [189][60/396] lr: 4.927e-02, eta: 13:21:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5961, top5_acc: 0.8185, loss_cls: 1.6393, loss: 1.6393, grad_norm: 2.3954, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3102, loss/aux0: 1.3102 2020-10-20 20:52:19,140 - mmaction - INFO - Epoch [189][60/396] lr: 4.927e-02, eta: 13:21:09, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5961, top5_acc: 0.8185, loss_cls: 1.6393, loss: 1.6393, grad_norm: 2.4073, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3091, loss/aux0: 1.3091 2020-10-20 20:52:55,295 - mmaction - INFO - Epoch [189][80/396] lr: 4.927e-02, eta: 13:20:27, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5958, top5_acc: 0.8104, loss_cls: 1.6341, loss: 1.6341, grad_norm: 2.3275, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3267, loss/aux0: 1.3267 2020-10-20 20:52:56,256 - mmaction - INFO - Epoch [189][80/396] lr: 4.927e-02, eta: 13:20:34, time: 0.926, data_time: 0.005, memory: 8466, top1_acc: 0.5958, top5_acc: 0.8104, loss_cls: 1.6341, loss: 1.6341, grad_norm: 2.3255, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3333, loss/aux0: 1.3333 2020-10-20 20:53:32,283 - mmaction - INFO - Epoch [189][100/396] lr: 4.927e-02, eta: 13:19:52, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5841, top5_acc: 0.8172, loss_cls: 1.6726, loss: 1.6726, grad_norm: 2.3587, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3317, loss/aux0: 1.3317 2020-10-20 20:53:33,224 - mmaction - INFO - Epoch [189][100/396] lr: 4.927e-02, eta: 13:19:58, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5841, top5_acc: 0.8172, loss_cls: 1.6726, loss: 1.6726, grad_norm: 2.3571, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3312, loss/aux0: 1.3312 2020-10-20 20:54:09,679 - mmaction - INFO - Epoch [189][120/396] lr: 4.927e-02, eta: 13:19:16, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6047, top5_acc: 0.8216, loss_cls: 1.5776, loss: 1.5776, grad_norm: 2.4135, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3380, loss/aux0: 1.3380 2020-10-20 20:54:10,599 - mmaction - INFO - Epoch [189][120/396] lr: 4.927e-02, eta: 13:19:23, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6047, top5_acc: 0.8216, loss_cls: 1.5776, loss: 1.5776, grad_norm: 2.4058, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3395, loss/aux0: 1.3395 2020-10-20 20:54:46,745 - mmaction - INFO - Epoch [189][140/396] lr: 4.927e-02, eta: 13:18:41, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8156, loss_cls: 1.6323, loss: 1.6323, grad_norm: 2.3377, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3262, loss/aux0: 1.3262 2020-10-20 20:54:47,680 - mmaction - INFO - Epoch [189][140/396] lr: 4.927e-02, eta: 13:18:48, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8156, loss_cls: 1.6323, loss: 1.6323, grad_norm: 2.3462, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3196, loss/aux0: 1.3196 2020-10-20 20:55:23,841 - mmaction - INFO - Epoch [189][160/396] lr: 4.927e-02, eta: 13:18:06, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8104, loss_cls: 1.6577, loss: 1.6577, grad_norm: 2.4276, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3214, loss/aux0: 1.3214 2020-10-20 20:55:24,800 - mmaction - INFO - Epoch [189][160/396] lr: 4.927e-02, eta: 13:18:13, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8104, loss_cls: 1.6577, loss: 1.6577, grad_norm: 2.4378, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3329, loss/aux0: 1.3329 2020-10-20 20:56:01,194 - mmaction - INFO - Epoch [189][180/396] lr: 4.927e-02, eta: 13:17:31, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8182, loss_cls: 1.6332, loss: 1.6332, grad_norm: 2.3437, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3161, loss/aux0: 1.3161 2020-10-20 20:56:02,124 - mmaction - INFO - Epoch [189][180/396] lr: 4.927e-02, eta: 13:17:37, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8182, loss_cls: 1.6332, loss: 1.6332, grad_norm: 2.3438, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2946, loss/aux0: 1.2946 2020-10-20 20:56:38,232 - mmaction - INFO - Epoch [189][200/396] lr: 4.927e-02, eta: 13:16:55, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5979, top5_acc: 0.8078, loss_cls: 1.6581, loss: 1.6581, grad_norm: 2.3432, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3371, loss/aux0: 1.3371 2020-10-20 20:56:39,175 - mmaction - INFO - Epoch [189][200/396] lr: 4.927e-02, eta: 13:17:02, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5979, top5_acc: 0.8078, loss_cls: 1.6581, loss: 1.6581, grad_norm: 2.3588, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3481, loss/aux0: 1.3481 2020-10-20 20:57:15,563 - mmaction - INFO - Epoch [189][220/396] lr: 4.927e-02, eta: 13:16:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8143, loss_cls: 1.6765, loss: 1.6765, grad_norm: 2.4027, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3114, loss/aux0: 1.3114 2020-10-20 20:57:16,502 - mmaction - INFO - Epoch [189][220/396] lr: 4.927e-02, eta: 13:16:27, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8143, loss_cls: 1.6765, loss: 1.6765, grad_norm: 2.4041, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3226, loss/aux0: 1.3226 2020-10-20 20:57:52,731 - mmaction - INFO - Epoch [189][240/396] lr: 4.927e-02, eta: 13:15:45, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5901, top5_acc: 0.8094, loss_cls: 1.6852, loss: 1.6852, grad_norm: 2.3893, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3383, loss/aux0: 1.3383 2020-10-20 20:57:53,706 - mmaction - INFO - Epoch [189][240/396] lr: 4.927e-02, eta: 13:15:51, time: 0.934, data_time: 0.005, memory: 8466, top1_acc: 0.5901, top5_acc: 0.8094, loss_cls: 1.6852, loss: 1.6852, grad_norm: 2.4070, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3235, loss/aux0: 1.3235 2020-10-20 20:58:29,903 - mmaction - INFO - Epoch [189][260/396] lr: 4.927e-02, eta: 13:15:09, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8169, loss_cls: 1.6474, loss: 1.6474, grad_norm: 2.3413, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3302, loss/aux0: 1.3302 2020-10-20 20:58:30,859 - mmaction - INFO - Epoch [189][260/396] lr: 4.927e-02, eta: 13:15:16, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8169, loss_cls: 1.6474, loss: 1.6474, grad_norm: 2.3520, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3389, loss/aux0: 1.3389 2020-10-20 20:59:07,082 - mmaction - INFO - Epoch [189][280/396] lr: 4.927e-02, eta: 13:14:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5982, top5_acc: 0.8148, loss_cls: 1.6640, loss: 1.6640, grad_norm: 2.3859, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3275, loss/aux0: 1.3275 2020-10-20 20:59:08,004 - mmaction - INFO - Epoch [189][280/396] lr: 4.927e-02, eta: 13:14:41, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5982, top5_acc: 0.8148, loss_cls: 1.6640, loss: 1.6640, grad_norm: 2.3713, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3191, loss/aux0: 1.3191 2020-10-20 20:59:44,323 - mmaction - INFO - Epoch [189][300/396] lr: 4.927e-02, eta: 13:13:59, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8031, loss_cls: 1.6995, loss: 1.6995, grad_norm: 2.3768, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3367, loss/aux0: 1.3367 2020-10-20 20:59:45,256 - mmaction - INFO - Epoch [189][300/396] lr: 4.927e-02, eta: 13:14:06, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8031, loss_cls: 1.6995, loss: 1.6995, grad_norm: 2.3883, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3355, loss/aux0: 1.3355 2020-10-20 21:00:26,344 - mmaction - INFO - Epoch [189][320/396] lr: 4.927e-02, eta: 13:13:25, time: 1.168, data_time: 0.000, memory: 8466, top1_acc: 0.5768, top5_acc: 0.8003, loss_cls: 1.7277, loss: 1.7277, grad_norm: 2.4172, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.2906, loss/aux0: 1.2906 2020-10-20 21:00:27,357 - mmaction - INFO - Epoch [189][320/396] lr: 4.927e-02, eta: 13:13:34, time: 1.172, data_time: 0.007, memory: 8466, top1_acc: 0.5768, top5_acc: 0.8003, loss_cls: 1.7277, loss: 1.7277, grad_norm: 2.4159, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.2982, loss/aux0: 1.2982 2020-10-20 21:01:03,761 - mmaction - INFO - Epoch [189][340/396] lr: 4.927e-02, eta: 13:12:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8148, loss_cls: 1.6205, loss: 1.6205, grad_norm: 2.4091, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.3024, loss/aux0: 1.3024 2020-10-20 21:01:04,686 - mmaction - INFO - Epoch [189][340/396] lr: 4.927e-02, eta: 13:12:59, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8148, loss_cls: 1.6205, loss: 1.6205, grad_norm: 2.4176, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.3053, loss/aux0: 1.3053 2020-10-20 21:01:41,440 - mmaction - INFO - Epoch [189][360/396] lr: 4.927e-02, eta: 13:12:17, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8122, loss_cls: 1.6654, loss: 1.6654, grad_norm: 2.3803, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2914, loss/aux0: 1.2914 2020-10-20 21:01:42,387 - mmaction - INFO - Epoch [189][360/396] lr: 4.927e-02, eta: 13:12:24, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8122, loss_cls: 1.6654, loss: 1.6654, grad_norm: 2.3893, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2897, loss/aux0: 1.2897 2020-10-20 21:02:18,520 - mmaction - INFO - Epoch [189][380/396] lr: 4.927e-02, eta: 13:11:42, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8203, loss_cls: 1.6531, loss: 1.6531, grad_norm: 2.3933, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3363, loss/aux0: 1.3363 2020-10-20 21:02:19,434 - mmaction - INFO - Epoch [189][380/396] lr: 4.927e-02, eta: 13:11:48, time: 0.921, data_time: 0.002, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8203, loss_cls: 1.6531, loss: 1.6531, grad_norm: 2.3886, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3262, loss/aux0: 1.3262 2020-10-20 21:07:11,195 - mmaction - INFO - Epoch [190][20/396] lr: 4.791e-02, eta: 13:10:27, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6039, top5_acc: 0.8237, loss_cls: 1.6002, loss: 1.6002, grad_norm: 2.3774, top1_acc/aux0: 0.6647, top5_acc/aux0: 0.8558, loss_cls/aux0: 1.3552, loss/aux0: 1.3552 2020-10-20 21:07:12,123 - mmaction - INFO - Epoch [190][20/396] lr: 4.791e-02, eta: 13:10:34, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.6039, top5_acc: 0.8237, loss_cls: 1.6002, loss: 1.6002, grad_norm: 2.3661, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3409, loss/aux0: 1.3409 2020-10-20 21:07:48,171 - mmaction - INFO - Epoch [190][40/396] lr: 4.791e-02, eta: 13:09:52, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8164, loss_cls: 1.6109, loss: 1.6109, grad_norm: 2.3330, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3022, loss/aux0: 1.3022 2020-10-20 21:07:49,108 - mmaction - INFO - Epoch [190][40/396] lr: 4.791e-02, eta: 13:09:59, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8164, loss_cls: 1.6109, loss: 1.6109, grad_norm: 2.3379, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3255, loss/aux0: 1.3255 2020-10-20 21:08:25,310 - mmaction - INFO - Epoch [190][60/396] lr: 4.791e-02, eta: 13:09:17, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8109, loss_cls: 1.6420, loss: 1.6420, grad_norm: 2.3400, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2697, loss/aux0: 1.2697 2020-10-20 21:08:26,231 - mmaction - INFO - Epoch [190][60/396] lr: 4.791e-02, eta: 13:09:23, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8109, loss_cls: 1.6420, loss: 1.6420, grad_norm: 2.3260, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2546, loss/aux0: 1.2546 2020-10-20 21:09:02,366 - mmaction - INFO - Epoch [190][80/396] lr: 4.791e-02, eta: 13:08:42, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5859, top5_acc: 0.8211, loss_cls: 1.6192, loss: 1.6192, grad_norm: 2.4170, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2974, loss/aux0: 1.2974 2020-10-20 21:09:03,288 - mmaction - INFO - Epoch [190][80/396] lr: 4.791e-02, eta: 13:08:48, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5859, top5_acc: 0.8211, loss_cls: 1.6192, loss: 1.6192, grad_norm: 2.4279, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3152, loss/aux0: 1.3152 2020-10-20 21:09:39,497 - mmaction - INFO - Epoch [190][100/396] lr: 4.791e-02, eta: 13:08:06, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8174, loss_cls: 1.6185, loss: 1.6185, grad_norm: 2.3923, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3595, loss/aux0: 1.3595 2020-10-20 21:09:40,447 - mmaction - INFO - Epoch [190][100/396] lr: 4.791e-02, eta: 13:08:13, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8174, loss_cls: 1.6185, loss: 1.6185, grad_norm: 2.3859, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3484, loss/aux0: 1.3484 2020-10-20 21:10:16,671 - mmaction - INFO - Epoch [190][120/396] lr: 4.791e-02, eta: 13:07:31, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8102, loss_cls: 1.6562, loss: 1.6562, grad_norm: 2.4291, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2724, loss/aux0: 1.2724 2020-10-20 21:10:17,607 - mmaction - INFO - Epoch [190][120/396] lr: 4.791e-02, eta: 13:07:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8102, loss_cls: 1.6562, loss: 1.6562, grad_norm: 2.4332, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2780, loss/aux0: 1.2780 2020-10-20 21:10:53,917 - mmaction - INFO - Epoch [190][140/396] lr: 4.791e-02, eta: 13:06:56, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8224, loss_cls: 1.6087, loss: 1.6087, grad_norm: 2.3659, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.2989, loss/aux0: 1.2989 2020-10-20 21:10:54,842 - mmaction - INFO - Epoch [190][140/396] lr: 4.791e-02, eta: 13:07:02, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8224, loss_cls: 1.6087, loss: 1.6087, grad_norm: 2.3827, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.2922, loss/aux0: 1.2922 2020-10-20 21:11:31,184 - mmaction - INFO - Epoch [190][160/396] lr: 4.791e-02, eta: 13:06:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6060, top5_acc: 0.8161, loss_cls: 1.6312, loss: 1.6312, grad_norm: 2.3685, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2479, loss/aux0: 1.2479 2020-10-20 21:11:32,120 - mmaction - INFO - Epoch [190][160/396] lr: 4.791e-02, eta: 13:06:27, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6060, top5_acc: 0.8161, loss_cls: 1.6312, loss: 1.6312, grad_norm: 2.3673, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2522, loss/aux0: 1.2522 2020-10-20 21:12:08,411 - mmaction - INFO - Epoch [190][180/396] lr: 4.791e-02, eta: 13:05:45, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8081, loss_cls: 1.6507, loss: 1.6507, grad_norm: 2.4242, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3146, loss/aux0: 1.3146 2020-10-20 21:12:09,330 - mmaction - INFO - Epoch [190][180/396] lr: 4.791e-02, eta: 13:05:52, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8081, loss_cls: 1.6507, loss: 1.6507, grad_norm: 2.4236, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3112, loss/aux0: 1.3112 2020-10-20 21:12:45,668 - mmaction - INFO - Epoch [190][200/396] lr: 4.791e-02, eta: 13:05:10, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8182, loss_cls: 1.6308, loss: 1.6308, grad_norm: 2.4051, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2794, loss/aux0: 1.2794 2020-10-20 21:12:46,604 - mmaction - INFO - Epoch [190][200/396] lr: 4.791e-02, eta: 13:05:16, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8182, loss_cls: 1.6308, loss: 1.6308, grad_norm: 2.4076, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2783, loss/aux0: 1.2783 2020-10-20 21:13:22,813 - mmaction - INFO - Epoch [190][220/396] lr: 4.791e-02, eta: 13:04:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8086, loss_cls: 1.6714, loss: 1.6714, grad_norm: 2.3687, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2975, loss/aux0: 1.2975 2020-10-20 21:13:23,777 - mmaction - INFO - Epoch [190][220/396] lr: 4.791e-02, eta: 13:04:41, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8086, loss_cls: 1.6714, loss: 1.6714, grad_norm: 2.3655, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2870, loss/aux0: 1.2870 2020-10-20 21:14:00,306 - mmaction - INFO - Epoch [190][240/396] lr: 4.791e-02, eta: 13:03:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8151, loss_cls: 1.6240, loss: 1.6240, grad_norm: 2.3454, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3016, loss/aux0: 1.3016 2020-10-20 21:14:01,241 - mmaction - INFO - Epoch [190][240/396] lr: 4.791e-02, eta: 13:04:06, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8151, loss_cls: 1.6240, loss: 1.6240, grad_norm: 2.3477, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.2955, loss/aux0: 1.2955 2020-10-20 21:14:37,360 - mmaction - INFO - Epoch [190][260/396] lr: 4.791e-02, eta: 13:03:24, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5802, top5_acc: 0.8086, loss_cls: 1.6977, loss: 1.6977, grad_norm: 2.4542, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3350, loss/aux0: 1.3350 2020-10-20 21:14:38,378 - mmaction - INFO - Epoch [190][260/396] lr: 4.791e-02, eta: 13:03:30, time: 0.930, data_time: 0.007, memory: 8466, top1_acc: 0.5802, top5_acc: 0.8086, loss_cls: 1.6977, loss: 1.6977, grad_norm: 2.4545, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3463, loss/aux0: 1.3463 2020-10-20 21:15:14,603 - mmaction - INFO - Epoch [190][280/396] lr: 4.791e-02, eta: 13:02:49, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6013, top5_acc: 0.8148, loss_cls: 1.6337, loss: 1.6337, grad_norm: 2.4119, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3408, loss/aux0: 1.3408 2020-10-20 21:15:15,530 - mmaction - INFO - Epoch [190][280/396] lr: 4.791e-02, eta: 13:02:55, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6013, top5_acc: 0.8148, loss_cls: 1.6337, loss: 1.6337, grad_norm: 2.4179, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3513, loss/aux0: 1.3513 2020-10-20 21:15:51,652 - mmaction - INFO - Epoch [190][300/396] lr: 4.791e-02, eta: 13:02:13, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8104, loss_cls: 1.6483, loss: 1.6483, grad_norm: 2.3793, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3306, loss/aux0: 1.3306 2020-10-20 21:15:52,584 - mmaction - INFO - Epoch [190][300/396] lr: 4.791e-02, eta: 13:02:20, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8104, loss_cls: 1.6483, loss: 1.6483, grad_norm: 2.3853, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3286, loss/aux0: 1.3286 2020-10-20 21:16:28,919 - mmaction - INFO - Epoch [190][320/396] lr: 4.791e-02, eta: 13:01:38, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5935, top5_acc: 0.8141, loss_cls: 1.6466, loss: 1.6466, grad_norm: 2.3647, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.2975, loss/aux0: 1.2975 2020-10-20 21:16:29,864 - mmaction - INFO - Epoch [190][320/396] lr: 4.791e-02, eta: 13:01:44, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5935, top5_acc: 0.8141, loss_cls: 1.6466, loss: 1.6466, grad_norm: 2.3877, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.2992, loss/aux0: 1.2992 2020-10-20 21:17:06,029 - mmaction - INFO - Epoch [190][340/396] lr: 4.791e-02, eta: 13:01:03, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5971, top5_acc: 0.8159, loss_cls: 1.6196, loss: 1.6196, grad_norm: 2.4261, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3285, loss/aux0: 1.3285 2020-10-20 21:17:06,966 - mmaction - INFO - Epoch [190][340/396] lr: 4.791e-02, eta: 13:01:09, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5971, top5_acc: 0.8159, loss_cls: 1.6196, loss: 1.6196, grad_norm: 2.4017, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3113, loss/aux0: 1.3113 2020-10-20 21:17:43,344 - mmaction - INFO - Epoch [190][360/396] lr: 4.791e-02, eta: 13:00:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5789, top5_acc: 0.8156, loss_cls: 1.6647, loss: 1.6647, grad_norm: 2.5243, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3225, loss/aux0: 1.3225 2020-10-20 21:17:44,269 - mmaction - INFO - Epoch [190][360/396] lr: 4.791e-02, eta: 13:00:34, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5789, top5_acc: 0.8156, loss_cls: 1.6647, loss: 1.6647, grad_norm: 2.5155, top1_acc/aux0: 0.6688, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3401, loss/aux0: 1.3401 2020-10-20 21:18:20,537 - mmaction - INFO - Epoch [190][380/396] lr: 4.791e-02, eta: 12:59:52, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5818, top5_acc: 0.8029, loss_cls: 1.7191, loss: 1.7191, grad_norm: 2.4056, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3636, loss/aux0: 1.3636 2020-10-20 21:18:21,465 - mmaction - INFO - Epoch [190][380/396] lr: 4.791e-02, eta: 12:59:59, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5818, top5_acc: 0.8029, loss_cls: 1.7191, loss: 1.7191, grad_norm: 2.3970, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3570, loss/aux0: 1.3570 2020-10-20 21:22:52,870 - mmaction - INFO - Epoch [191][20/396] lr: 4.657e-02, eta: 12:58:38, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6000, top5_acc: 0.8201, loss_cls: 1.5907, loss: 1.5907, grad_norm: 2.3868, top1_acc/aux0: 0.6765, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3082, loss/aux0: 1.3082 2020-10-20 21:22:53,854 - mmaction - INFO - Epoch [191][20/396] lr: 4.657e-02, eta: 12:58:45, time: 0.930, data_time: 0.005, memory: 8466, top1_acc: 0.6000, top5_acc: 0.8201, loss_cls: 1.5907, loss: 1.5907, grad_norm: 2.3985, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3063, loss/aux0: 1.3063 2020-10-20 21:23:29,770 - mmaction - INFO - Epoch [191][40/396] lr: 4.657e-02, eta: 12:58:03, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5974, top5_acc: 0.8146, loss_cls: 1.5995, loss: 1.5995, grad_norm: 2.4165, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3539, loss/aux0: 1.3539 2020-10-20 21:23:30,696 - mmaction - INFO - Epoch [191][40/396] lr: 4.657e-02, eta: 12:58:09, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5974, top5_acc: 0.8146, loss_cls: 1.5995, loss: 1.5995, grad_norm: 2.4100, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3566, loss/aux0: 1.3566 2020-10-20 21:24:07,085 - mmaction - INFO - Epoch [191][60/396] lr: 4.657e-02, eta: 12:57:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8299, loss_cls: 1.5641, loss: 1.5641, grad_norm: 2.3317, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3310, loss/aux0: 1.3310 2020-10-20 21:24:08,047 - mmaction - INFO - Epoch [191][60/396] lr: 4.657e-02, eta: 12:57:34, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8299, loss_cls: 1.5641, loss: 1.5641, grad_norm: 2.3513, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3422, loss/aux0: 1.3422 2020-10-20 21:24:44,322 - mmaction - INFO - Epoch [191][80/396] lr: 4.657e-02, eta: 12:56:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6070, top5_acc: 0.8148, loss_cls: 1.6025, loss: 1.6025, grad_norm: 2.4175, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3434, loss/aux0: 1.3434 2020-10-20 21:24:45,291 - mmaction - INFO - Epoch [191][80/396] lr: 4.657e-02, eta: 12:56:59, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.6070, top5_acc: 0.8148, loss_cls: 1.6025, loss: 1.6025, grad_norm: 2.4299, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3391, loss/aux0: 1.3391 2020-10-20 21:25:21,517 - mmaction - INFO - Epoch [191][100/396] lr: 4.657e-02, eta: 12:56:17, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5883, top5_acc: 0.8141, loss_cls: 1.6760, loss: 1.6760, grad_norm: 2.3955, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3089, loss/aux0: 1.3089 2020-10-20 21:25:22,436 - mmaction - INFO - Epoch [191][100/396] lr: 4.657e-02, eta: 12:56:24, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5883, top5_acc: 0.8141, loss_cls: 1.6760, loss: 1.6760, grad_norm: 2.3985, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.2973, loss/aux0: 1.2973 2020-10-20 21:25:58,763 - mmaction - INFO - Epoch [191][120/396] lr: 4.657e-02, eta: 12:55:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5961, top5_acc: 0.8130, loss_cls: 1.6387, loss: 1.6387, grad_norm: 2.3874, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3100, loss/aux0: 1.3100 2020-10-20 21:25:59,707 - mmaction - INFO - Epoch [191][120/396] lr: 4.657e-02, eta: 12:55:48, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5961, top5_acc: 0.8130, loss_cls: 1.6387, loss: 1.6387, grad_norm: 2.3884, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3095, loss/aux0: 1.3095 2020-10-20 21:26:35,950 - mmaction - INFO - Epoch [191][140/396] lr: 4.657e-02, eta: 12:55:07, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5958, top5_acc: 0.8169, loss_cls: 1.6195, loss: 1.6195, grad_norm: 2.3353, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2508, loss/aux0: 1.2508 2020-10-20 21:26:36,915 - mmaction - INFO - Epoch [191][140/396] lr: 4.657e-02, eta: 12:55:13, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.5958, top5_acc: 0.8169, loss_cls: 1.6195, loss: 1.6195, grad_norm: 2.3488, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2599, loss/aux0: 1.2599 2020-10-20 21:27:13,270 - mmaction - INFO - Epoch [191][160/396] lr: 4.657e-02, eta: 12:54:31, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5909, top5_acc: 0.8193, loss_cls: 1.6184, loss: 1.6184, grad_norm: 2.3911, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3090, loss/aux0: 1.3090 2020-10-20 21:27:14,216 - mmaction - INFO - Epoch [191][160/396] lr: 4.657e-02, eta: 12:54:38, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5909, top5_acc: 0.8193, loss_cls: 1.6184, loss: 1.6184, grad_norm: 2.3867, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3180, loss/aux0: 1.3180 2020-10-20 21:27:50,375 - mmaction - INFO - Epoch [191][180/396] lr: 4.657e-02, eta: 12:53:56, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6003, top5_acc: 0.8237, loss_cls: 1.6056, loss: 1.6056, grad_norm: 2.4312, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3313, loss/aux0: 1.3313 2020-10-20 21:27:51,361 - mmaction - INFO - Epoch [191][180/396] lr: 4.657e-02, eta: 12:54:03, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.6003, top5_acc: 0.8237, loss_cls: 1.6056, loss: 1.6056, grad_norm: 2.4320, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3077, loss/aux0: 1.3077 2020-10-20 21:28:27,521 - mmaction - INFO - Epoch [191][200/396] lr: 4.657e-02, eta: 12:53:21, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5992, top5_acc: 0.8146, loss_cls: 1.6611, loss: 1.6611, grad_norm: 2.4361, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3295, loss/aux0: 1.3295 2020-10-20 21:28:28,464 - mmaction - INFO - Epoch [191][200/396] lr: 4.657e-02, eta: 12:53:27, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5992, top5_acc: 0.8146, loss_cls: 1.6611, loss: 1.6611, grad_norm: 2.4420, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3368, loss/aux0: 1.3368 2020-10-20 21:29:04,714 - mmaction - INFO - Epoch [191][220/396] lr: 4.657e-02, eta: 12:52:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5792, top5_acc: 0.8221, loss_cls: 1.6579, loss: 1.6579, grad_norm: 2.4678, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3148, loss/aux0: 1.3148 2020-10-20 21:29:05,647 - mmaction - INFO - Epoch [191][220/396] lr: 4.657e-02, eta: 12:52:52, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5792, top5_acc: 0.8221, loss_cls: 1.6579, loss: 1.6579, grad_norm: 2.4574, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.3040, loss/aux0: 1.3040 2020-10-20 21:29:42,005 - mmaction - INFO - Epoch [191][240/396] lr: 4.657e-02, eta: 12:52:10, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8201, loss_cls: 1.6534, loss: 1.6534, grad_norm: 2.4510, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2911, loss/aux0: 1.2911 2020-10-20 21:29:42,963 - mmaction - INFO - Epoch [191][240/396] lr: 4.657e-02, eta: 12:52:17, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8201, loss_cls: 1.6534, loss: 1.6534, grad_norm: 2.4336, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3037, loss/aux0: 1.3037 2020-10-20 21:30:19,045 - mmaction - INFO - Epoch [191][260/396] lr: 4.657e-02, eta: 12:51:35, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5953, top5_acc: 0.8109, loss_cls: 1.6487, loss: 1.6487, grad_norm: 2.4341, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3395, loss/aux0: 1.3395 2020-10-20 21:30:19,995 - mmaction - INFO - Epoch [191][260/396] lr: 4.657e-02, eta: 12:51:41, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5953, top5_acc: 0.8109, loss_cls: 1.6487, loss: 1.6487, grad_norm: 2.4447, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3443, loss/aux0: 1.3443 2020-10-20 21:30:56,312 - mmaction - INFO - Epoch [191][280/396] lr: 4.657e-02, eta: 12:51:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8089, loss_cls: 1.6795, loss: 1.6795, grad_norm: 2.4806, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3292, loss/aux0: 1.3292 2020-10-20 21:30:57,284 - mmaction - INFO - Epoch [191][280/396] lr: 4.657e-02, eta: 12:51:06, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8089, loss_cls: 1.6795, loss: 1.6795, grad_norm: 2.4696, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3238, loss/aux0: 1.3238 2020-10-20 21:31:33,448 - mmaction - INFO - Epoch [191][300/396] lr: 4.657e-02, eta: 12:50:24, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6034, top5_acc: 0.8227, loss_cls: 1.6224, loss: 1.6224, grad_norm: 2.4006, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3816, loss/aux0: 1.3816 2020-10-20 21:31:34,393 - mmaction - INFO - Epoch [191][300/396] lr: 4.657e-02, eta: 12:50:31, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6034, top5_acc: 0.8227, loss_cls: 1.6224, loss: 1.6224, grad_norm: 2.3748, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3728, loss/aux0: 1.3728 2020-10-20 21:32:10,824 - mmaction - INFO - Epoch [191][320/396] lr: 4.657e-02, eta: 12:49:49, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5857, top5_acc: 0.8125, loss_cls: 1.6742, loss: 1.6742, grad_norm: 2.4248, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3245, loss/aux0: 1.3245 2020-10-20 21:32:11,791 - mmaction - INFO - Epoch [191][320/396] lr: 4.657e-02, eta: 12:49:56, time: 0.934, data_time: 0.005, memory: 8466, top1_acc: 0.5857, top5_acc: 0.8125, loss_cls: 1.6742, loss: 1.6742, grad_norm: 2.4314, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3405, loss/aux0: 1.3405 2020-10-20 21:32:48,122 - mmaction - INFO - Epoch [191][340/396] lr: 4.657e-02, eta: 12:49:14, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5872, top5_acc: 0.8086, loss_cls: 1.6555, loss: 1.6555, grad_norm: 2.3978, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3162, loss/aux0: 1.3162 2020-10-20 21:32:49,102 - mmaction - INFO - Epoch [191][340/396] lr: 4.657e-02, eta: 12:49:20, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.5872, top5_acc: 0.8086, loss_cls: 1.6555, loss: 1.6555, grad_norm: 2.4137, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3203, loss/aux0: 1.3203 2020-10-20 21:33:25,278 - mmaction - INFO - Epoch [191][360/396] lr: 4.657e-02, eta: 12:48:39, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5924, top5_acc: 0.8003, loss_cls: 1.6934, loss: 1.6934, grad_norm: 2.4311, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3728, loss/aux0: 1.3728 2020-10-20 21:33:26,247 - mmaction - INFO - Epoch [191][360/396] lr: 4.657e-02, eta: 12:48:45, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.5924, top5_acc: 0.8003, loss_cls: 1.6934, loss: 1.6934, grad_norm: 2.4300, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3652, loss/aux0: 1.3652 2020-10-20 21:34:02,820 - mmaction - INFO - Epoch [191][380/396] lr: 4.657e-02, eta: 12:48:03, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6013, top5_acc: 0.8237, loss_cls: 1.6020, loss: 1.6020, grad_norm: 2.4077, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3293, loss/aux0: 1.3293 2020-10-20 21:34:03,766 - mmaction - INFO - Epoch [191][380/396] lr: 4.657e-02, eta: 12:48:10, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6013, top5_acc: 0.8237, loss_cls: 1.6020, loss: 1.6020, grad_norm: 2.4132, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3205, loss/aux0: 1.3205 2020-10-20 21:39:52,396 - mmaction - INFO - Epoch [192][20/396] lr: 4.524e-02, eta: 12:46:50, time: 0.915, data_time: 0.000, memory: 8466, top1_acc: 0.6073, top5_acc: 0.8263, loss_cls: 1.5967, loss: 1.5967, grad_norm: 2.3516, top1_acc/aux0: 0.6752, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3056, loss/aux0: 1.3056 2020-10-20 21:39:53,325 - mmaction - INFO - Epoch [192][20/396] lr: 4.524e-02, eta: 12:46:56, time: 0.921, data_time: 0.006, memory: 8466, top1_acc: 0.6073, top5_acc: 0.8263, loss_cls: 1.5967, loss: 1.5967, grad_norm: 2.3694, top1_acc/aux0: 0.6779, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2972, loss/aux0: 1.2972 2020-10-20 21:40:29,748 - mmaction - INFO - Epoch [192][40/396] lr: 4.524e-02, eta: 12:46:14, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8273, loss_cls: 1.5628, loss: 1.5628, grad_norm: 2.4132, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2220, loss/aux0: 1.2220 2020-10-20 21:40:30,686 - mmaction - INFO - Epoch [192][40/396] lr: 4.524e-02, eta: 12:46:21, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8273, loss_cls: 1.5628, loss: 1.5628, grad_norm: 2.4168, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2352, loss/aux0: 1.2352 2020-10-20 21:41:06,947 - mmaction - INFO - Epoch [192][60/396] lr: 4.524e-02, eta: 12:45:39, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8185, loss_cls: 1.6307, loss: 1.6307, grad_norm: 2.4274, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2793, loss/aux0: 1.2793 2020-10-20 21:41:07,876 - mmaction - INFO - Epoch [192][60/396] lr: 4.524e-02, eta: 12:45:45, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8185, loss_cls: 1.6307, loss: 1.6307, grad_norm: 2.4263, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2718, loss/aux0: 1.2718 2020-10-20 21:41:44,192 - mmaction - INFO - Epoch [192][80/396] lr: 4.524e-02, eta: 12:45:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8130, loss_cls: 1.6370, loss: 1.6370, grad_norm: 2.4067, top1_acc/aux0: 0.6737, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.2989, loss/aux0: 1.2989 2020-10-20 21:41:45,221 - mmaction - INFO - Epoch [192][80/396] lr: 4.524e-02, eta: 12:45:10, time: 0.942, data_time: 0.006, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8130, loss_cls: 1.6370, loss: 1.6370, grad_norm: 2.4005, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.2976, loss/aux0: 1.2976 2020-10-20 21:42:21,417 - mmaction - INFO - Epoch [192][100/396] lr: 4.524e-02, eta: 12:44:29, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8284, loss_cls: 1.5644, loss: 1.5644, grad_norm: 2.4278, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3018, loss/aux0: 1.3018 2020-10-20 21:42:22,360 - mmaction - INFO - Epoch [192][100/396] lr: 4.524e-02, eta: 12:44:35, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8284, loss_cls: 1.5644, loss: 1.5644, grad_norm: 2.4211, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3033, loss/aux0: 1.3033 2020-10-20 21:42:58,664 - mmaction - INFO - Epoch [192][120/396] lr: 4.524e-02, eta: 12:43:53, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5997, top5_acc: 0.8177, loss_cls: 1.6197, loss: 1.6197, grad_norm: 2.3895, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3064, loss/aux0: 1.3064 2020-10-20 21:42:59,628 - mmaction - INFO - Epoch [192][120/396] lr: 4.524e-02, eta: 12:44:00, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5997, top5_acc: 0.8177, loss_cls: 1.6197, loss: 1.6197, grad_norm: 2.3832, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3043, loss/aux0: 1.3043 2020-10-20 21:43:35,926 - mmaction - INFO - Epoch [192][140/396] lr: 4.524e-02, eta: 12:43:18, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8164, loss_cls: 1.6503, loss: 1.6503, grad_norm: 2.4465, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3235, loss/aux0: 1.3235 2020-10-20 21:43:36,862 - mmaction - INFO - Epoch [192][140/396] lr: 4.524e-02, eta: 12:43:24, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8164, loss_cls: 1.6503, loss: 1.6503, grad_norm: 2.4606, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3249, loss/aux0: 1.3249 2020-10-20 21:44:13,456 - mmaction - INFO - Epoch [192][160/396] lr: 4.524e-02, eta: 12:42:43, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8172, loss_cls: 1.6122, loss: 1.6122, grad_norm: 2.3946, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3159, loss/aux0: 1.3159 2020-10-20 21:44:14,375 - mmaction - INFO - Epoch [192][160/396] lr: 4.524e-02, eta: 12:42:49, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8172, loss_cls: 1.6122, loss: 1.6122, grad_norm: 2.4013, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3225, loss/aux0: 1.3225 2020-10-20 21:44:50,676 - mmaction - INFO - Epoch [192][180/396] lr: 4.524e-02, eta: 12:42:08, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6177, top5_acc: 0.8266, loss_cls: 1.5837, loss: 1.5837, grad_norm: 2.4128, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.2766, loss/aux0: 1.2766 2020-10-20 21:44:51,593 - mmaction - INFO - Epoch [192][180/396] lr: 4.524e-02, eta: 12:42:14, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6177, top5_acc: 0.8266, loss_cls: 1.5837, loss: 1.5837, grad_norm: 2.4263, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.2788, loss/aux0: 1.2788 2020-10-20 21:45:28,000 - mmaction - INFO - Epoch [192][200/396] lr: 4.524e-02, eta: 12:41:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8125, loss_cls: 1.6433, loss: 1.6433, grad_norm: 2.4685, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2743, loss/aux0: 1.2743 2020-10-20 21:45:28,932 - mmaction - INFO - Epoch [192][200/396] lr: 4.524e-02, eta: 12:41:39, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8125, loss_cls: 1.6433, loss: 1.6433, grad_norm: 2.4782, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2648, loss/aux0: 1.2648 2020-10-20 21:46:05,171 - mmaction - INFO - Epoch [192][220/396] lr: 4.524e-02, eta: 12:40:57, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5893, top5_acc: 0.8094, loss_cls: 1.6537, loss: 1.6537, grad_norm: 2.3826, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2825, loss/aux0: 1.2825 2020-10-20 21:46:06,136 - mmaction - INFO - Epoch [192][220/396] lr: 4.524e-02, eta: 12:41:03, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5893, top5_acc: 0.8094, loss_cls: 1.6537, loss: 1.6537, grad_norm: 2.3878, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2885, loss/aux0: 1.2885 2020-10-20 21:46:42,580 - mmaction - INFO - Epoch [192][240/396] lr: 4.524e-02, eta: 12:40:22, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8164, loss_cls: 1.6456, loss: 1.6456, grad_norm: 2.4791, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2784, loss/aux0: 1.2784 2020-10-20 21:46:43,526 - mmaction - INFO - Epoch [192][240/396] lr: 4.524e-02, eta: 12:40:28, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8164, loss_cls: 1.6456, loss: 1.6456, grad_norm: 2.4742, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2638, loss/aux0: 1.2638 2020-10-20 21:47:20,085 - mmaction - INFO - Epoch [192][260/396] lr: 4.524e-02, eta: 12:39:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5862, top5_acc: 0.8206, loss_cls: 1.6709, loss: 1.6709, grad_norm: 2.4702, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3104, loss/aux0: 1.3104 2020-10-20 21:47:21,031 - mmaction - INFO - Epoch [192][260/396] lr: 4.524e-02, eta: 12:39:53, time: 0.942, data_time: 0.007, memory: 8466, top1_acc: 0.5862, top5_acc: 0.8206, loss_cls: 1.6709, loss: 1.6709, grad_norm: 2.4635, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3218, loss/aux0: 1.3218 2020-10-20 21:47:57,646 - mmaction - INFO - Epoch [192][280/396] lr: 4.524e-02, eta: 12:39:11, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8221, loss_cls: 1.6281, loss: 1.6281, grad_norm: 2.5129, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3277, loss/aux0: 1.3277 2020-10-20 21:47:58,590 - mmaction - INFO - Epoch [192][280/396] lr: 4.524e-02, eta: 12:39:18, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8221, loss_cls: 1.6281, loss: 1.6281, grad_norm: 2.5202, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3312, loss/aux0: 1.3312 2020-10-20 21:48:34,866 - mmaction - INFO - Epoch [192][300/396] lr: 4.524e-02, eta: 12:38:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5927, top5_acc: 0.8154, loss_cls: 1.6374, loss: 1.6374, grad_norm: 2.4357, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3042, loss/aux0: 1.3042 2020-10-20 21:48:35,800 - mmaction - INFO - Epoch [192][300/396] lr: 4.524e-02, eta: 12:38:42, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5927, top5_acc: 0.8154, loss_cls: 1.6374, loss: 1.6374, grad_norm: 2.4400, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.2996, loss/aux0: 1.2996 2020-10-20 21:49:12,146 - mmaction - INFO - Epoch [192][320/396] lr: 4.524e-02, eta: 12:38:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5974, top5_acc: 0.8164, loss_cls: 1.6263, loss: 1.6263, grad_norm: 2.4179, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3452, loss/aux0: 1.3452 2020-10-20 21:49:13,087 - mmaction - INFO - Epoch [192][320/396] lr: 4.524e-02, eta: 12:38:07, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.5974, top5_acc: 0.8164, loss_cls: 1.6263, loss: 1.6263, grad_norm: 2.4093, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3429, loss/aux0: 1.3429 2020-10-20 21:49:49,282 - mmaction - INFO - Epoch [192][340/396] lr: 4.524e-02, eta: 12:37:26, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8190, loss_cls: 1.6110, loss: 1.6110, grad_norm: 2.4412, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.2981, loss/aux0: 1.2981 2020-10-20 21:49:50,223 - mmaction - INFO - Epoch [192][340/396] lr: 4.524e-02, eta: 12:37:32, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8190, loss_cls: 1.6110, loss: 1.6110, grad_norm: 2.4380, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3087, loss/aux0: 1.3087 2020-10-20 21:50:26,547 - mmaction - INFO - Epoch [192][360/396] lr: 4.524e-02, eta: 12:36:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8177, loss_cls: 1.6380, loss: 1.6380, grad_norm: 2.4665, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.3676, loss/aux0: 1.3676 2020-10-20 21:50:27,477 - mmaction - INFO - Epoch [192][360/396] lr: 4.524e-02, eta: 12:36:57, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8177, loss_cls: 1.6380, loss: 1.6380, grad_norm: 2.4678, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3697, loss/aux0: 1.3697 2020-10-20 21:51:03,872 - mmaction - INFO - Epoch [192][380/396] lr: 4.524e-02, eta: 12:36:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8271, loss_cls: 1.5877, loss: 1.5877, grad_norm: 2.4696, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2963, loss/aux0: 1.2963 2020-10-20 21:51:04,811 - mmaction - INFO - Epoch [192][380/396] lr: 4.524e-02, eta: 12:36:21, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8271, loss_cls: 1.5877, loss: 1.5877, grad_norm: 2.4710, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2926, loss/aux0: 1.2926 2020-10-20 21:51:37,955 - mmaction - INFO - Saving checkpoint at 192 epochs 2020-10-20 21:53:24,475 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 21:53:24,608 - mmaction - INFO - top1_acc 0.6831 top5_acc 0.8896 2020-10-20 21:53:24,608 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 21:53:24,638 - mmaction - INFO - mean_acc 0.6835 2020-10-20 21:53:24,640 - mmaction - INFO - Epoch(val) [192][396] top1_acc: 0.6831, top5_acc: 0.8896, mean_class_accuracy: 0.6835 2020-10-20 21:57:27,257 - mmaction - INFO - Epoch [193][20/396] lr: 4.393e-02, eta: 12:35:02, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6065, top5_acc: 0.8375, loss_cls: 1.5715, loss: 1.5715, grad_norm: 2.4235, top1_acc/aux0: 0.6834, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2475, loss/aux0: 1.2475 2020-10-20 21:57:28,228 - mmaction - INFO - Epoch [193][20/396] lr: 4.393e-02, eta: 12:35:08, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6065, top5_acc: 0.8375, loss_cls: 1.5715, loss: 1.5715, grad_norm: 2.4120, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2366, loss/aux0: 1.2366 2020-10-20 21:58:04,165 - mmaction - INFO - Epoch [193][40/396] lr: 4.393e-02, eta: 12:34:26, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5982, top5_acc: 0.8172, loss_cls: 1.6215, loss: 1.6215, grad_norm: 2.4364, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2433, loss/aux0: 1.2433 2020-10-20 21:58:05,095 - mmaction - INFO - Epoch [193][40/396] lr: 4.393e-02, eta: 12:34:32, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5982, top5_acc: 0.8172, loss_cls: 1.6215, loss: 1.6215, grad_norm: 2.4405, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2646, loss/aux0: 1.2646 2020-10-20 21:58:41,554 - mmaction - INFO - Epoch [193][60/396] lr: 4.393e-02, eta: 12:33:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6005, top5_acc: 0.8310, loss_cls: 1.6023, loss: 1.6023, grad_norm: 2.4285, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3031, loss/aux0: 1.3031 2020-10-20 21:58:42,476 - mmaction - INFO - Epoch [193][60/396] lr: 4.393e-02, eta: 12:33:57, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6005, top5_acc: 0.8310, loss_cls: 1.6023, loss: 1.6023, grad_norm: 2.4324, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.2900, loss/aux0: 1.2900 2020-10-20 21:59:18,588 - mmaction - INFO - Epoch [193][80/396] lr: 4.393e-02, eta: 12:33:16, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8146, loss_cls: 1.6356, loss: 1.6356, grad_norm: 2.4604, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2826, loss/aux0: 1.2826 2020-10-20 21:59:19,529 - mmaction - INFO - Epoch [193][80/396] lr: 4.393e-02, eta: 12:33:22, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8146, loss_cls: 1.6356, loss: 1.6356, grad_norm: 2.4612, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2972, loss/aux0: 1.2972 2020-10-20 21:59:55,640 - mmaction - INFO - Epoch [193][100/396] lr: 4.393e-02, eta: 12:32:40, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6034, top5_acc: 0.8247, loss_cls: 1.5973, loss: 1.5973, grad_norm: 2.4715, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3219, loss/aux0: 1.3219 2020-10-20 21:59:56,597 - mmaction - INFO - Epoch [193][100/396] lr: 4.393e-02, eta: 12:32:46, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6034, top5_acc: 0.8247, loss_cls: 1.5973, loss: 1.5973, grad_norm: 2.4828, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3174, loss/aux0: 1.3174 2020-10-20 22:00:32,813 - mmaction - INFO - Epoch [193][120/396] lr: 4.393e-02, eta: 12:32:05, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8195, loss_cls: 1.5967, loss: 1.5967, grad_norm: 2.4144, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3290, loss/aux0: 1.3290 2020-10-20 22:00:33,753 - mmaction - INFO - Epoch [193][120/396] lr: 4.393e-02, eta: 12:32:11, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8195, loss_cls: 1.5967, loss: 1.5967, grad_norm: 2.4105, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3203, loss/aux0: 1.3203 2020-10-20 22:01:10,170 - mmaction - INFO - Epoch [193][140/396] lr: 4.393e-02, eta: 12:31:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5867, top5_acc: 0.8148, loss_cls: 1.6536, loss: 1.6536, grad_norm: 2.4192, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2880, loss/aux0: 1.2880 2020-10-20 22:01:11,101 - mmaction - INFO - Epoch [193][140/396] lr: 4.393e-02, eta: 12:31:36, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5867, top5_acc: 0.8148, loss_cls: 1.6536, loss: 1.6536, grad_norm: 2.4253, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2958, loss/aux0: 1.2958 2020-10-20 22:01:47,339 - mmaction - INFO - Epoch [193][160/396] lr: 4.393e-02, eta: 12:30:54, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6018, top5_acc: 0.8156, loss_cls: 1.6143, loss: 1.6143, grad_norm: 2.4636, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2966, loss/aux0: 1.2966 2020-10-20 22:01:48,278 - mmaction - INFO - Epoch [193][160/396] lr: 4.393e-02, eta: 12:31:01, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6018, top5_acc: 0.8156, loss_cls: 1.6143, loss: 1.6143, grad_norm: 2.4620, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2919, loss/aux0: 1.2919 2020-10-20 22:02:24,516 - mmaction - INFO - Epoch [193][180/396] lr: 4.393e-02, eta: 12:30:19, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6117, top5_acc: 0.8247, loss_cls: 1.5678, loss: 1.5678, grad_norm: 2.3967, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3100, loss/aux0: 1.3100 2020-10-20 22:02:25,447 - mmaction - INFO - Epoch [193][180/396] lr: 4.393e-02, eta: 12:30:25, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6117, top5_acc: 0.8247, loss_cls: 1.5678, loss: 1.5678, grad_norm: 2.4079, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3156, loss/aux0: 1.3156 2020-10-20 22:03:01,701 - mmaction - INFO - Epoch [193][200/396] lr: 4.393e-02, eta: 12:29:44, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6016, top5_acc: 0.8201, loss_cls: 1.6088, loss: 1.6088, grad_norm: 2.4059, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2849, loss/aux0: 1.2849 2020-10-20 22:03:02,636 - mmaction - INFO - Epoch [193][200/396] lr: 4.393e-02, eta: 12:29:50, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6016, top5_acc: 0.8201, loss_cls: 1.6088, loss: 1.6088, grad_norm: 2.3858, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2664, loss/aux0: 1.2664 2020-10-20 22:03:38,872 - mmaction - INFO - Epoch [193][220/396] lr: 4.393e-02, eta: 12:29:08, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8281, loss_cls: 1.5686, loss: 1.5686, grad_norm: 2.3645, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2313, loss/aux0: 1.2313 2020-10-20 22:03:39,790 - mmaction - INFO - Epoch [193][220/396] lr: 4.393e-02, eta: 12:29:14, time: 0.922, data_time: 0.001, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8281, loss_cls: 1.5686, loss: 1.5686, grad_norm: 2.3678, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2452, loss/aux0: 1.2452 2020-10-20 22:04:16,254 - mmaction - INFO - Epoch [193][240/396] lr: 4.393e-02, eta: 12:28:33, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8117, loss_cls: 1.6466, loss: 1.6466, grad_norm: 2.4635, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2916, loss/aux0: 1.2916 2020-10-20 22:04:17,179 - mmaction - INFO - Epoch [193][240/396] lr: 4.393e-02, eta: 12:28:39, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8117, loss_cls: 1.6466, loss: 1.6466, grad_norm: 2.4496, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2782, loss/aux0: 1.2782 2020-10-20 22:04:53,234 - mmaction - INFO - Epoch [193][260/396] lr: 4.393e-02, eta: 12:27:58, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8193, loss_cls: 1.6129, loss: 1.6129, grad_norm: 2.4940, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2658, loss/aux0: 1.2658 2020-10-20 22:04:54,185 - mmaction - INFO - Epoch [193][260/396] lr: 4.393e-02, eta: 12:28:04, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8193, loss_cls: 1.6129, loss: 1.6129, grad_norm: 2.4947, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2825, loss/aux0: 1.2825 2020-10-20 22:05:30,467 - mmaction - INFO - Epoch [193][280/396] lr: 4.393e-02, eta: 12:27:22, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5979, top5_acc: 0.8232, loss_cls: 1.6045, loss: 1.6045, grad_norm: 2.4332, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2869, loss/aux0: 1.2869 2020-10-20 22:05:31,412 - mmaction - INFO - Epoch [193][280/396] lr: 4.393e-02, eta: 12:27:28, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5979, top5_acc: 0.8232, loss_cls: 1.6045, loss: 1.6045, grad_norm: 2.4440, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2820, loss/aux0: 1.2820 2020-10-20 22:06:07,765 - mmaction - INFO - Epoch [193][300/396] lr: 4.393e-02, eta: 12:26:47, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5938, top5_acc: 0.8122, loss_cls: 1.6458, loss: 1.6458, grad_norm: 2.5212, top1_acc/aux0: 0.6737, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.2948, loss/aux0: 1.2948 2020-10-20 22:06:08,697 - mmaction - INFO - Epoch [193][300/396] lr: 4.393e-02, eta: 12:26:53, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5938, top5_acc: 0.8122, loss_cls: 1.6458, loss: 1.6458, grad_norm: 2.5189, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.2923, loss/aux0: 1.2923 2020-10-20 22:06:45,049 - mmaction - INFO - Epoch [193][320/396] lr: 4.393e-02, eta: 12:26:12, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5865, top5_acc: 0.8172, loss_cls: 1.6350, loss: 1.6350, grad_norm: 2.4145, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2307, loss/aux0: 1.2307 2020-10-20 22:06:46,044 - mmaction - INFO - Epoch [193][320/396] lr: 4.393e-02, eta: 12:26:18, time: 0.939, data_time: 0.005, memory: 8466, top1_acc: 0.5865, top5_acc: 0.8172, loss_cls: 1.6350, loss: 1.6350, grad_norm: 2.4112, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2383, loss/aux0: 1.2383 2020-10-20 22:07:22,267 - mmaction - INFO - Epoch [193][340/396] lr: 4.393e-02, eta: 12:25:36, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5909, top5_acc: 0.8102, loss_cls: 1.6516, loss: 1.6516, grad_norm: 2.5026, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3117, loss/aux0: 1.3117 2020-10-20 22:07:23,255 - mmaction - INFO - Epoch [193][340/396] lr: 4.393e-02, eta: 12:25:43, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5909, top5_acc: 0.8102, loss_cls: 1.6516, loss: 1.6516, grad_norm: 2.4880, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3001, loss/aux0: 1.3001 2020-10-20 22:07:59,334 - mmaction - INFO - Epoch [193][360/396] lr: 4.393e-02, eta: 12:25:01, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8125, loss_cls: 1.6170, loss: 1.6170, grad_norm: 2.4671, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3110, loss/aux0: 1.3110 2020-10-20 22:08:00,258 - mmaction - INFO - Epoch [193][360/396] lr: 4.393e-02, eta: 12:25:07, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8125, loss_cls: 1.6170, loss: 1.6170, grad_norm: 2.4614, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3210, loss/aux0: 1.3210 2020-10-20 22:08:36,469 - mmaction - INFO - Epoch [193][380/396] lr: 4.393e-02, eta: 12:24:26, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8138, loss_cls: 1.6071, loss: 1.6071, grad_norm: 2.4288, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2769, loss/aux0: 1.2769 2020-10-20 22:08:37,390 - mmaction - INFO - Epoch [193][380/396] lr: 4.393e-02, eta: 12:24:32, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8138, loss_cls: 1.6071, loss: 1.6071, grad_norm: 2.4416, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2694, loss/aux0: 1.2694 2020-10-20 22:13:04,319 - mmaction - INFO - Epoch [194][20/396] lr: 4.264e-02, eta: 12:23:12, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8185, loss_cls: 1.5914, loss: 1.5914, grad_norm: 2.4132, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.2684, loss/aux0: 1.2684 2020-10-20 22:13:05,275 - mmaction - INFO - Epoch [194][20/396] lr: 4.264e-02, eta: 12:23:18, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8185, loss_cls: 1.5914, loss: 1.5914, grad_norm: 2.4223, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.2710, loss/aux0: 1.2710 2020-10-20 22:13:41,468 - mmaction - INFO - Epoch [194][40/396] lr: 4.264e-02, eta: 12:22:37, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6172, top5_acc: 0.8253, loss_cls: 1.5659, loss: 1.5659, grad_norm: 2.3679, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3416, loss/aux0: 1.3416 2020-10-20 22:13:42,400 - mmaction - INFO - Epoch [194][40/396] lr: 4.264e-02, eta: 12:22:43, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6172, top5_acc: 0.8253, loss_cls: 1.5659, loss: 1.5659, grad_norm: 2.3632, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3412, loss/aux0: 1.3412 2020-10-20 22:14:18,638 - mmaction - INFO - Epoch [194][60/396] lr: 4.264e-02, eta: 12:22:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8276, loss_cls: 1.5928, loss: 1.5928, grad_norm: 2.4319, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2646, loss/aux0: 1.2646 2020-10-20 22:14:19,572 - mmaction - INFO - Epoch [194][60/396] lr: 4.264e-02, eta: 12:22:08, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8276, loss_cls: 1.5928, loss: 1.5928, grad_norm: 2.4339, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2693, loss/aux0: 1.2693 2020-10-20 22:14:55,928 - mmaction - INFO - Epoch [194][80/396] lr: 4.264e-02, eta: 12:21:26, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8286, loss_cls: 1.5807, loss: 1.5807, grad_norm: 2.4965, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2993, loss/aux0: 1.2993 2020-10-20 22:14:56,876 - mmaction - INFO - Epoch [194][80/396] lr: 4.264e-02, eta: 12:21:32, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8286, loss_cls: 1.5807, loss: 1.5807, grad_norm: 2.4914, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.2993, loss/aux0: 1.2993 2020-10-20 22:15:33,074 - mmaction - INFO - Epoch [194][100/396] lr: 4.264e-02, eta: 12:20:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8224, loss_cls: 1.6017, loss: 1.6017, grad_norm: 2.3859, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3099, loss/aux0: 1.3099 2020-10-20 22:15:33,993 - mmaction - INFO - Epoch [194][100/396] lr: 4.264e-02, eta: 12:20:57, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8224, loss_cls: 1.6017, loss: 1.6017, grad_norm: 2.4002, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3065, loss/aux0: 1.3065 2020-10-20 22:16:10,224 - mmaction - INFO - Epoch [194][120/396] lr: 4.264e-02, eta: 12:20:16, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5945, top5_acc: 0.8263, loss_cls: 1.5882, loss: 1.5882, grad_norm: 2.4831, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2814, loss/aux0: 1.2814 2020-10-20 22:16:11,137 - mmaction - INFO - Epoch [194][120/396] lr: 4.264e-02, eta: 12:20:22, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5945, top5_acc: 0.8263, loss_cls: 1.5882, loss: 1.5882, grad_norm: 2.4885, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2893, loss/aux0: 1.2893 2020-10-20 22:16:47,464 - mmaction - INFO - Epoch [194][140/396] lr: 4.264e-02, eta: 12:19:40, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6138, top5_acc: 0.8193, loss_cls: 1.5697, loss: 1.5697, grad_norm: 2.4652, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2654, loss/aux0: 1.2654 2020-10-20 22:16:48,391 - mmaction - INFO - Epoch [194][140/396] lr: 4.264e-02, eta: 12:19:46, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6138, top5_acc: 0.8193, loss_cls: 1.5697, loss: 1.5697, grad_norm: 2.4517, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2592, loss/aux0: 1.2592 2020-10-20 22:17:24,651 - mmaction - INFO - Epoch [194][160/396] lr: 4.264e-02, eta: 12:19:05, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8266, loss_cls: 1.5611, loss: 1.5611, grad_norm: 2.4988, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2604, loss/aux0: 1.2604 2020-10-20 22:17:25,595 - mmaction - INFO - Epoch [194][160/396] lr: 4.264e-02, eta: 12:19:11, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8266, loss_cls: 1.5611, loss: 1.5611, grad_norm: 2.4896, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2481, loss/aux0: 1.2481 2020-10-20 22:18:01,621 - mmaction - INFO - Epoch [194][180/396] lr: 4.264e-02, eta: 12:18:30, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6099, top5_acc: 0.8354, loss_cls: 1.5528, loss: 1.5528, grad_norm: 2.6251, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3376, loss/aux0: 1.3376 2020-10-20 22:18:02,551 - mmaction - INFO - Epoch [194][180/396] lr: 4.264e-02, eta: 12:18:36, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.6099, top5_acc: 0.8354, loss_cls: 1.5528, loss: 1.5528, grad_norm: 2.6017, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3452, loss/aux0: 1.3452 2020-10-20 22:18:38,658 - mmaction - INFO - Epoch [194][200/396] lr: 4.264e-02, eta: 12:17:54, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5997, top5_acc: 0.8187, loss_cls: 1.6125, loss: 1.6125, grad_norm: 2.5031, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2787, loss/aux0: 1.2787 2020-10-20 22:18:39,595 - mmaction - INFO - Epoch [194][200/396] lr: 4.264e-02, eta: 12:18:00, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5997, top5_acc: 0.8187, loss_cls: 1.6125, loss: 1.6125, grad_norm: 2.5192, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2844, loss/aux0: 1.2844 2020-10-20 22:19:15,961 - mmaction - INFO - Epoch [194][220/396] lr: 4.264e-02, eta: 12:17:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8253, loss_cls: 1.5658, loss: 1.5658, grad_norm: 2.5009, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3110, loss/aux0: 1.3110 2020-10-20 22:19:16,898 - mmaction - INFO - Epoch [194][220/396] lr: 4.264e-02, eta: 12:17:25, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8253, loss_cls: 1.5658, loss: 1.5658, grad_norm: 2.4937, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2946, loss/aux0: 1.2946 2020-10-20 22:19:53,256 - mmaction - INFO - Epoch [194][240/396] lr: 4.264e-02, eta: 12:16:44, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6042, top5_acc: 0.8151, loss_cls: 1.6346, loss: 1.6346, grad_norm: 2.4990, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2724, loss/aux0: 1.2724 2020-10-20 22:19:54,203 - mmaction - INFO - Epoch [194][240/396] lr: 4.264e-02, eta: 12:16:50, time: 0.936, data_time: 0.005, memory: 8466, top1_acc: 0.6042, top5_acc: 0.8151, loss_cls: 1.6346, loss: 1.6346, grad_norm: 2.4853, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2770, loss/aux0: 1.2770 2020-10-20 22:20:30,555 - mmaction - INFO - Epoch [194][260/396] lr: 4.264e-02, eta: 12:16:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5922, top5_acc: 0.8005, loss_cls: 1.6572, loss: 1.6572, grad_norm: 2.4273, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.2698, loss/aux0: 1.2698 2020-10-20 22:20:31,496 - mmaction - INFO - Epoch [194][260/396] lr: 4.264e-02, eta: 12:16:14, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5922, top5_acc: 0.8005, loss_cls: 1.6572, loss: 1.6572, grad_norm: 2.4253, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.2796, loss/aux0: 1.2796 2020-10-20 22:21:07,811 - mmaction - INFO - Epoch [194][280/396] lr: 4.264e-02, eta: 12:15:33, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.5974, top5_acc: 0.8211, loss_cls: 1.6038, loss: 1.6038, grad_norm: 2.5546, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2726, loss/aux0: 1.2726 2020-10-20 22:21:08,754 - mmaction - INFO - Epoch [194][280/396] lr: 4.264e-02, eta: 12:15:39, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.5974, top5_acc: 0.8211, loss_cls: 1.6038, loss: 1.6038, grad_norm: 2.5742, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2882, loss/aux0: 1.2882 2020-10-20 22:21:45,061 - mmaction - INFO - Epoch [194][300/396] lr: 4.264e-02, eta: 12:14:57, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6013, top5_acc: 0.8195, loss_cls: 1.6098, loss: 1.6098, grad_norm: 2.4829, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.2833, loss/aux0: 1.2833 2020-10-20 22:21:45,993 - mmaction - INFO - Epoch [194][300/396] lr: 4.264e-02, eta: 12:15:03, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6013, top5_acc: 0.8195, loss_cls: 1.6098, loss: 1.6098, grad_norm: 2.4893, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.2658, loss/aux0: 1.2658 2020-10-20 22:22:22,111 - mmaction - INFO - Epoch [194][320/396] lr: 4.264e-02, eta: 12:14:22, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5940, top5_acc: 0.8245, loss_cls: 1.6116, loss: 1.6116, grad_norm: 2.4433, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.2760, loss/aux0: 1.2760 2020-10-20 22:22:23,046 - mmaction - INFO - Epoch [194][320/396] lr: 4.264e-02, eta: 12:14:28, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5940, top5_acc: 0.8245, loss_cls: 1.6116, loss: 1.6116, grad_norm: 2.4440, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.2728, loss/aux0: 1.2728 2020-10-20 22:22:59,185 - mmaction - INFO - Epoch [194][340/396] lr: 4.264e-02, eta: 12:13:47, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5896, top5_acc: 0.8159, loss_cls: 1.6293, loss: 1.6293, grad_norm: 2.5256, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2834, loss/aux0: 1.2834 2020-10-20 22:23:00,154 - mmaction - INFO - Epoch [194][340/396] lr: 4.264e-02, eta: 12:13:53, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5896, top5_acc: 0.8159, loss_cls: 1.6293, loss: 1.6293, grad_norm: 2.5115, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2951, loss/aux0: 1.2951 2020-10-20 22:23:36,436 - mmaction - INFO - Epoch [194][360/396] lr: 4.264e-02, eta: 12:13:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8195, loss_cls: 1.6011, loss: 1.6011, grad_norm: 2.4799, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.3079, loss/aux0: 1.3079 2020-10-20 22:23:37,381 - mmaction - INFO - Epoch [194][360/396] lr: 4.264e-02, eta: 12:13:17, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8195, loss_cls: 1.6011, loss: 1.6011, grad_norm: 2.4838, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3023, loss/aux0: 1.3023 2020-10-20 22:24:13,604 - mmaction - INFO - Epoch [194][380/396] lr: 4.264e-02, eta: 12:12:36, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8125, loss_cls: 1.6539, loss: 1.6539, grad_norm: 2.5234, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2943, loss/aux0: 1.2943 2020-10-20 22:24:14,551 - mmaction - INFO - Epoch [194][380/396] lr: 4.264e-02, eta: 12:12:42, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8125, loss_cls: 1.6539, loss: 1.6539, grad_norm: 2.5263, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2925, loss/aux0: 1.2925 2020-10-20 22:28:50,331 - mmaction - INFO - Epoch [195][20/396] lr: 4.136e-02, eta: 12:11:23, time: 0.913, data_time: 0.000, memory: 8466, top1_acc: 0.6161, top5_acc: 0.8247, loss_cls: 1.5742, loss: 1.5742, grad_norm: 2.4552, top1_acc/aux0: 0.6801, top5_acc/aux0: 0.8728, loss_cls/aux0: 1.2716, loss/aux0: 1.2716 2020-10-20 22:28:51,253 - mmaction - INFO - Epoch [195][20/396] lr: 4.136e-02, eta: 12:11:29, time: 0.934, data_time: 0.022, memory: 8466, top1_acc: 0.6161, top5_acc: 0.8247, loss_cls: 1.5742, loss: 1.5742, grad_norm: 2.4697, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2711, loss/aux0: 1.2711 2020-10-20 22:29:27,296 - mmaction - INFO - Epoch [195][40/396] lr: 4.136e-02, eta: 12:10:48, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6138, top5_acc: 0.8307, loss_cls: 1.5456, loss: 1.5456, grad_norm: 2.4424, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2643, loss/aux0: 1.2643 2020-10-20 22:29:28,223 - mmaction - INFO - Epoch [195][40/396] lr: 4.136e-02, eta: 12:10:53, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.6138, top5_acc: 0.8307, loss_cls: 1.5456, loss: 1.5456, grad_norm: 2.4610, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2607, loss/aux0: 1.2607 2020-10-20 22:30:04,527 - mmaction - INFO - Epoch [195][60/396] lr: 4.136e-02, eta: 12:10:12, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6135, top5_acc: 0.8326, loss_cls: 1.5403, loss: 1.5403, grad_norm: 2.4541, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3303, loss/aux0: 1.3303 2020-10-20 22:30:05,474 - mmaction - INFO - Epoch [195][60/396] lr: 4.136e-02, eta: 12:10:18, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6135, top5_acc: 0.8326, loss_cls: 1.5403, loss: 1.5403, grad_norm: 2.4330, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3378, loss/aux0: 1.3378 2020-10-20 22:30:41,498 - mmaction - INFO - Epoch [195][80/396] lr: 4.136e-02, eta: 12:09:37, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8276, loss_cls: 1.5708, loss: 1.5708, grad_norm: 2.5559, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2844, loss/aux0: 1.2844 2020-10-20 22:30:42,447 - mmaction - INFO - Epoch [195][80/396] lr: 4.136e-02, eta: 12:09:43, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8276, loss_cls: 1.5708, loss: 1.5708, grad_norm: 2.5560, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2751, loss/aux0: 1.2751 2020-10-20 22:31:18,768 - mmaction - INFO - Epoch [195][100/396] lr: 4.136e-02, eta: 12:09:01, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6156, top5_acc: 0.8284, loss_cls: 1.5683, loss: 1.5683, grad_norm: 2.5129, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.2964, loss/aux0: 1.2964 2020-10-20 22:31:19,714 - mmaction - INFO - Epoch [195][100/396] lr: 4.136e-02, eta: 12:09:07, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6156, top5_acc: 0.8284, loss_cls: 1.5683, loss: 1.5683, grad_norm: 2.5097, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.2966, loss/aux0: 1.2966 2020-10-20 22:31:55,929 - mmaction - INFO - Epoch [195][120/396] lr: 4.136e-02, eta: 12:08:26, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6143, top5_acc: 0.8247, loss_cls: 1.5747, loss: 1.5747, grad_norm: 2.4554, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2498, loss/aux0: 1.2498 2020-10-20 22:31:56,847 - mmaction - INFO - Epoch [195][120/396] lr: 4.136e-02, eta: 12:08:32, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6143, top5_acc: 0.8247, loss_cls: 1.5747, loss: 1.5747, grad_norm: 2.4427, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2481, loss/aux0: 1.2481 2020-10-20 22:32:33,234 - mmaction - INFO - Epoch [195][140/396] lr: 4.136e-02, eta: 12:07:51, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6086, top5_acc: 0.8253, loss_cls: 1.5743, loss: 1.5743, grad_norm: 2.5094, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2892, loss/aux0: 1.2892 2020-10-20 22:32:34,183 - mmaction - INFO - Epoch [195][140/396] lr: 4.136e-02, eta: 12:07:57, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6086, top5_acc: 0.8253, loss_cls: 1.5743, loss: 1.5743, grad_norm: 2.5021, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.2913, loss/aux0: 1.2913 2020-10-20 22:33:10,463 - mmaction - INFO - Epoch [195][160/396] lr: 4.136e-02, eta: 12:07:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6143, top5_acc: 0.8279, loss_cls: 1.5870, loss: 1.5870, grad_norm: 2.4688, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2757, loss/aux0: 1.2757 2020-10-20 22:33:11,402 - mmaction - INFO - Epoch [195][160/396] lr: 4.136e-02, eta: 12:07:21, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6143, top5_acc: 0.8279, loss_cls: 1.5870, loss: 1.5870, grad_norm: 2.4653, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2824, loss/aux0: 1.2824 2020-10-20 22:33:47,801 - mmaction - INFO - Epoch [195][180/396] lr: 4.136e-02, eta: 12:06:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8221, loss_cls: 1.5753, loss: 1.5753, grad_norm: 2.4467, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2807, loss/aux0: 1.2807 2020-10-20 22:33:48,738 - mmaction - INFO - Epoch [195][180/396] lr: 4.136e-02, eta: 12:06:46, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8221, loss_cls: 1.5753, loss: 1.5753, grad_norm: 2.4409, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2766, loss/aux0: 1.2766 2020-10-20 22:34:25,029 - mmaction - INFO - Epoch [195][200/396] lr: 4.136e-02, eta: 12:06:05, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5956, top5_acc: 0.8188, loss_cls: 1.6117, loss: 1.6117, grad_norm: 2.4569, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2250, loss/aux0: 1.2250 2020-10-20 22:34:25,979 - mmaction - INFO - Epoch [195][200/396] lr: 4.136e-02, eta: 12:06:11, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5956, top5_acc: 0.8188, loss_cls: 1.6117, loss: 1.6117, grad_norm: 2.4567, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2244, loss/aux0: 1.2244 2020-10-20 22:35:02,379 - mmaction - INFO - Epoch [195][220/396] lr: 4.136e-02, eta: 12:05:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8315, loss_cls: 1.5387, loss: 1.5387, grad_norm: 2.5149, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2910, loss/aux0: 1.2910 2020-10-20 22:35:03,346 - mmaction - INFO - Epoch [195][220/396] lr: 4.136e-02, eta: 12:05:36, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8315, loss_cls: 1.5387, loss: 1.5387, grad_norm: 2.5076, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2957, loss/aux0: 1.2957 2020-10-20 22:35:39,761 - mmaction - INFO - Epoch [195][240/396] lr: 4.136e-02, eta: 12:04:54, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6005, top5_acc: 0.8102, loss_cls: 1.6639, loss: 1.6639, grad_norm: 2.4859, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2833, loss/aux0: 1.2833 2020-10-20 22:35:40,678 - mmaction - INFO - Epoch [195][240/396] lr: 4.136e-02, eta: 12:05:00, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6005, top5_acc: 0.8102, loss_cls: 1.6639, loss: 1.6639, grad_norm: 2.4811, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2806, loss/aux0: 1.2806 2020-10-20 22:36:17,148 - mmaction - INFO - Epoch [195][260/396] lr: 4.136e-02, eta: 12:04:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8234, loss_cls: 1.5987, loss: 1.5987, grad_norm: 2.4816, top1_acc/aux0: 0.6779, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.2893, loss/aux0: 1.2893 2020-10-20 22:36:18,089 - mmaction - INFO - Epoch [195][260/396] lr: 4.136e-02, eta: 12:04:25, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8234, loss_cls: 1.5987, loss: 1.5987, grad_norm: 2.5030, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.2931, loss/aux0: 1.2931 2020-10-20 22:36:54,165 - mmaction - INFO - Epoch [195][280/396] lr: 4.136e-02, eta: 12:03:44, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5971, top5_acc: 0.8255, loss_cls: 1.6142, loss: 1.6142, grad_norm: 2.4517, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2774, loss/aux0: 1.2774 2020-10-20 22:36:55,101 - mmaction - INFO - Epoch [195][280/396] lr: 4.136e-02, eta: 12:03:50, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5971, top5_acc: 0.8255, loss_cls: 1.6142, loss: 1.6142, grad_norm: 2.4354, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2664, loss/aux0: 1.2664 2020-10-20 22:37:31,369 - mmaction - INFO - Epoch [195][300/396] lr: 4.136e-02, eta: 12:03:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6115, top5_acc: 0.8292, loss_cls: 1.5683, loss: 1.5683, grad_norm: 2.5382, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3346, loss/aux0: 1.3346 2020-10-20 22:37:32,329 - mmaction - INFO - Epoch [195][300/396] lr: 4.136e-02, eta: 12:03:14, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.6115, top5_acc: 0.8292, loss_cls: 1.5683, loss: 1.5683, grad_norm: 2.5251, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3316, loss/aux0: 1.3316 2020-10-20 22:38:08,534 - mmaction - INFO - Epoch [195][320/396] lr: 4.136e-02, eta: 12:02:33, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8156, loss_cls: 1.6268, loss: 1.6268, grad_norm: 2.5065, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2509, loss/aux0: 1.2509 2020-10-20 22:38:09,474 - mmaction - INFO - Epoch [195][320/396] lr: 4.136e-02, eta: 12:02:39, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8156, loss_cls: 1.6268, loss: 1.6268, grad_norm: 2.5031, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2592, loss/aux0: 1.2592 2020-10-20 22:38:45,799 - mmaction - INFO - Epoch [195][340/396] lr: 4.136e-02, eta: 12:01:58, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5839, top5_acc: 0.8130, loss_cls: 1.6370, loss: 1.6370, grad_norm: 2.4948, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2874, loss/aux0: 1.2874 2020-10-20 22:38:46,744 - mmaction - INFO - Epoch [195][340/396] lr: 4.136e-02, eta: 12:02:04, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5839, top5_acc: 0.8130, loss_cls: 1.6370, loss: 1.6370, grad_norm: 2.5044, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2929, loss/aux0: 1.2929 2020-10-20 22:39:22,943 - mmaction - INFO - Epoch [195][360/396] lr: 4.136e-02, eta: 12:01:23, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6026, top5_acc: 0.8195, loss_cls: 1.6005, loss: 1.6005, grad_norm: 2.4888, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.2955, loss/aux0: 1.2955 2020-10-20 22:39:23,891 - mmaction - INFO - Epoch [195][360/396] lr: 4.136e-02, eta: 12:01:28, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6026, top5_acc: 0.8195, loss_cls: 1.6005, loss: 1.6005, grad_norm: 2.4858, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2886, loss/aux0: 1.2886 2020-10-20 22:40:00,053 - mmaction - INFO - Epoch [195][380/396] lr: 4.136e-02, eta: 12:00:47, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6003, top5_acc: 0.8133, loss_cls: 1.6205, loss: 1.6205, grad_norm: 2.5218, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3292, loss/aux0: 1.3292 2020-10-20 22:40:01,011 - mmaction - INFO - Epoch [195][380/396] lr: 4.136e-02, eta: 12:00:53, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6003, top5_acc: 0.8133, loss_cls: 1.6205, loss: 1.6205, grad_norm: 2.5033, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3303, loss/aux0: 1.3303 2020-10-20 22:44:33,083 - mmaction - INFO - Epoch [196][20/396] lr: 4.010e-02, eta: 11:59:34, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.6143, top5_acc: 0.8365, loss_cls: 1.5384, loss: 1.5384, grad_norm: 2.4441, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8712, loss_cls/aux0: 1.2595, loss/aux0: 1.2595 2020-10-20 22:44:34,073 - mmaction - INFO - Epoch [196][20/396] lr: 4.010e-02, eta: 11:59:40, time: 0.924, data_time: 0.005, memory: 8466, top1_acc: 0.6143, top5_acc: 0.8365, loss_cls: 1.5384, loss: 1.5384, grad_norm: 2.4264, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2517, loss/aux0: 1.2517 2020-10-20 22:45:10,433 - mmaction - INFO - Epoch [196][40/396] lr: 4.010e-02, eta: 11:58:59, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8326, loss_cls: 1.5390, loss: 1.5390, grad_norm: 2.4720, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2587, loss/aux0: 1.2587 2020-10-20 22:45:11,378 - mmaction - INFO - Epoch [196][40/396] lr: 4.010e-02, eta: 11:59:05, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8326, loss_cls: 1.5390, loss: 1.5390, grad_norm: 2.4551, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2678, loss/aux0: 1.2678 2020-10-20 22:45:47,401 - mmaction - INFO - Epoch [196][60/396] lr: 4.010e-02, eta: 11:58:24, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8258, loss_cls: 1.5702, loss: 1.5702, grad_norm: 2.5169, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2312, loss/aux0: 1.2312 2020-10-20 22:45:48,320 - mmaction - INFO - Epoch [196][60/396] lr: 4.010e-02, eta: 11:58:29, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8258, loss_cls: 1.5702, loss: 1.5702, grad_norm: 2.5055, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2285, loss/aux0: 1.2285 2020-10-20 22:46:24,663 - mmaction - INFO - Epoch [196][80/396] lr: 4.010e-02, eta: 11:57:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5865, top5_acc: 0.8125, loss_cls: 1.6235, loss: 1.6235, grad_norm: 2.5386, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3030, loss/aux0: 1.3030 2020-10-20 22:46:25,630 - mmaction - INFO - Epoch [196][80/396] lr: 4.010e-02, eta: 11:57:54, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5865, top5_acc: 0.8125, loss_cls: 1.6235, loss: 1.6235, grad_norm: 2.5414, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3127, loss/aux0: 1.3127 2020-10-20 22:47:01,675 - mmaction - INFO - Epoch [196][100/396] lr: 4.010e-02, eta: 11:57:13, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8292, loss_cls: 1.5477, loss: 1.5477, grad_norm: 2.4920, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2750, loss/aux0: 1.2750 2020-10-20 22:47:02,619 - mmaction - INFO - Epoch [196][100/396] lr: 4.010e-02, eta: 11:57:19, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8292, loss_cls: 1.5477, loss: 1.5477, grad_norm: 2.4782, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2646, loss/aux0: 1.2646 2020-10-20 22:47:39,137 - mmaction - INFO - Epoch [196][120/396] lr: 4.010e-02, eta: 11:56:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8286, loss_cls: 1.5648, loss: 1.5648, grad_norm: 2.4952, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.2734, loss/aux0: 1.2734 2020-10-20 22:47:40,075 - mmaction - INFO - Epoch [196][120/396] lr: 4.010e-02, eta: 11:56:43, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8286, loss_cls: 1.5648, loss: 1.5648, grad_norm: 2.4968, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2664, loss/aux0: 1.2664 2020-10-20 22:48:16,443 - mmaction - INFO - Epoch [196][140/396] lr: 4.010e-02, eta: 11:56:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6164, top5_acc: 0.8211, loss_cls: 1.5705, loss: 1.5705, grad_norm: 2.5435, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2591, loss/aux0: 1.2591 2020-10-20 22:48:17,394 - mmaction - INFO - Epoch [196][140/396] lr: 4.010e-02, eta: 11:56:08, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6164, top5_acc: 0.8211, loss_cls: 1.5705, loss: 1.5705, grad_norm: 2.5563, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2697, loss/aux0: 1.2697 2020-10-20 22:48:53,452 - mmaction - INFO - Epoch [196][160/396] lr: 4.010e-02, eta: 11:55:27, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5984, top5_acc: 0.8307, loss_cls: 1.5855, loss: 1.5855, grad_norm: 2.4772, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2426, loss/aux0: 1.2426 2020-10-20 22:48:54,393 - mmaction - INFO - Epoch [196][160/396] lr: 4.010e-02, eta: 11:55:33, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5984, top5_acc: 0.8307, loss_cls: 1.5855, loss: 1.5855, grad_norm: 2.4730, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2447, loss/aux0: 1.2447 2020-10-20 22:49:30,630 - mmaction - INFO - Epoch [196][180/396] lr: 4.010e-02, eta: 11:54:52, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8232, loss_cls: 1.5614, loss: 1.5614, grad_norm: 2.5531, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2746, loss/aux0: 1.2746 2020-10-20 22:49:31,575 - mmaction - INFO - Epoch [196][180/396] lr: 4.010e-02, eta: 11:54:57, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8232, loss_cls: 1.5614, loss: 1.5614, grad_norm: 2.5493, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2640, loss/aux0: 1.2640 2020-10-20 22:50:07,652 - mmaction - INFO - Epoch [196][200/396] lr: 4.010e-02, eta: 11:54:16, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6055, top5_acc: 0.8310, loss_cls: 1.5595, loss: 1.5595, grad_norm: 2.5399, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2488, loss/aux0: 1.2488 2020-10-20 22:50:08,582 - mmaction - INFO - Epoch [196][200/396] lr: 4.010e-02, eta: 11:54:22, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6055, top5_acc: 0.8310, loss_cls: 1.5595, loss: 1.5595, grad_norm: 2.5237, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2435, loss/aux0: 1.2435 2020-10-20 22:50:44,998 - mmaction - INFO - Epoch [196][220/396] lr: 4.010e-02, eta: 11:53:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8346, loss_cls: 1.5348, loss: 1.5348, grad_norm: 2.5038, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2696, loss/aux0: 1.2696 2020-10-20 22:50:45,925 - mmaction - INFO - Epoch [196][220/396] lr: 4.010e-02, eta: 11:53:47, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8346, loss_cls: 1.5348, loss: 1.5348, grad_norm: 2.4910, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2831, loss/aux0: 1.2831 2020-10-20 22:51:22,164 - mmaction - INFO - Epoch [196][240/396] lr: 4.010e-02, eta: 11:53:06, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6143, top5_acc: 0.8297, loss_cls: 1.5719, loss: 1.5719, grad_norm: 2.5417, top1_acc/aux0: 0.6813, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2542, loss/aux0: 1.2542 2020-10-20 22:51:23,117 - mmaction - INFO - Epoch [196][240/396] lr: 4.010e-02, eta: 11:53:11, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6143, top5_acc: 0.8297, loss_cls: 1.5719, loss: 1.5719, grad_norm: 2.5519, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2571, loss/aux0: 1.2571 2020-10-20 22:51:59,458 - mmaction - INFO - Epoch [196][260/396] lr: 4.010e-02, eta: 11:52:30, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8289, loss_cls: 1.5768, loss: 1.5768, grad_norm: 2.5752, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2925, loss/aux0: 1.2925 2020-10-20 22:52:00,398 - mmaction - INFO - Epoch [196][260/396] lr: 4.010e-02, eta: 11:52:36, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8289, loss_cls: 1.5768, loss: 1.5768, grad_norm: 2.5832, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2916, loss/aux0: 1.2916 2020-10-20 22:52:36,833 - mmaction - INFO - Epoch [196][280/396] lr: 4.010e-02, eta: 11:51:55, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5971, top5_acc: 0.8201, loss_cls: 1.6030, loss: 1.6030, grad_norm: 2.5510, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2203, loss/aux0: 1.2203 2020-10-20 22:52:37,800 - mmaction - INFO - Epoch [196][280/396] lr: 4.010e-02, eta: 11:52:01, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.5971, top5_acc: 0.8201, loss_cls: 1.6030, loss: 1.6030, grad_norm: 2.5518, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2137, loss/aux0: 1.2137 2020-10-20 22:53:14,078 - mmaction - INFO - Epoch [196][300/396] lr: 4.010e-02, eta: 11:51:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6039, top5_acc: 0.8242, loss_cls: 1.5820, loss: 1.5820, grad_norm: 2.5336, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2560, loss/aux0: 1.2560 2020-10-20 22:53:15,005 - mmaction - INFO - Epoch [196][300/396] lr: 4.010e-02, eta: 11:51:26, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6039, top5_acc: 0.8242, loss_cls: 1.5820, loss: 1.5820, grad_norm: 2.5280, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2547, loss/aux0: 1.2547 2020-10-20 22:53:51,180 - mmaction - INFO - Epoch [196][320/396] lr: 4.010e-02, eta: 11:50:44, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8271, loss_cls: 1.5808, loss: 1.5808, grad_norm: 2.5272, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2803, loss/aux0: 1.2803 2020-10-20 22:53:52,113 - mmaction - INFO - Epoch [196][320/396] lr: 4.010e-02, eta: 11:50:50, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8271, loss_cls: 1.5808, loss: 1.5808, grad_norm: 2.5208, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.2819, loss/aux0: 1.2819 2020-10-20 22:54:28,618 - mmaction - INFO - Epoch [196][340/396] lr: 4.010e-02, eta: 11:50:09, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8247, loss_cls: 1.5936, loss: 1.5936, grad_norm: 2.5262, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2604, loss/aux0: 1.2604 2020-10-20 22:54:29,606 - mmaction - INFO - Epoch [196][340/396] lr: 4.010e-02, eta: 11:50:15, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8247, loss_cls: 1.5936, loss: 1.5936, grad_norm: 2.5313, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2618, loss/aux0: 1.2618 2020-10-20 22:55:05,810 - mmaction - INFO - Epoch [196][360/396] lr: 4.010e-02, eta: 11:49:34, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8305, loss_cls: 1.5429, loss: 1.5429, grad_norm: 2.5361, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2302, loss/aux0: 1.2302 2020-10-20 22:55:06,742 - mmaction - INFO - Epoch [196][360/396] lr: 4.010e-02, eta: 11:49:39, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8305, loss_cls: 1.5429, loss: 1.5429, grad_norm: 2.5254, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2228, loss/aux0: 1.2228 2020-10-20 22:55:43,121 - mmaction - INFO - Epoch [196][380/396] lr: 4.010e-02, eta: 11:48:58, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6104, top5_acc: 0.8276, loss_cls: 1.5458, loss: 1.5458, grad_norm: 2.5565, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2272, loss/aux0: 1.2272 2020-10-20 22:55:44,060 - mmaction - INFO - Epoch [196][380/396] lr: 4.010e-02, eta: 11:49:04, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6104, top5_acc: 0.8276, loss_cls: 1.5458, loss: 1.5458, grad_norm: 2.5738, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2350, loss/aux0: 1.2350 2020-10-20 23:00:16,923 - mmaction - INFO - Epoch [197][20/396] lr: 3.886e-02, eta: 11:47:46, time: 0.914, data_time: 0.000, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8323, loss_cls: 1.5600, loss: 1.5600, grad_norm: 2.5095, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8868, loss_cls/aux0: 1.1907, loss/aux0: 1.1907 2020-10-20 23:00:17,855 - mmaction - INFO - Epoch [197][20/396] lr: 3.886e-02, eta: 11:47:51, time: 0.916, data_time: 0.002, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8323, loss_cls: 1.5600, loss: 1.5600, grad_norm: 2.5063, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1927, loss/aux0: 1.1927 2020-10-20 23:00:53,756 - mmaction - INFO - Epoch [197][40/396] lr: 3.886e-02, eta: 11:47:10, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8315, loss_cls: 1.5389, loss: 1.5389, grad_norm: 2.5188, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2317, loss/aux0: 1.2317 2020-10-20 23:00:54,685 - mmaction - INFO - Epoch [197][40/396] lr: 3.886e-02, eta: 11:47:16, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8315, loss_cls: 1.5389, loss: 1.5389, grad_norm: 2.5139, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2340, loss/aux0: 1.2340 2020-10-20 23:01:31,064 - mmaction - INFO - Epoch [197][60/396] lr: 3.886e-02, eta: 11:46:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6260, top5_acc: 0.8396, loss_cls: 1.4746, loss: 1.4746, grad_norm: 2.5246, top1_acc/aux0: 0.6779, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2693, loss/aux0: 1.2693 2020-10-20 23:01:32,001 - mmaction - INFO - Epoch [197][60/396] lr: 3.886e-02, eta: 11:46:40, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6260, top5_acc: 0.8396, loss_cls: 1.4746, loss: 1.4746, grad_norm: 2.5284, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2665, loss/aux0: 1.2665 2020-10-20 23:02:08,530 - mmaction - INFO - Epoch [197][80/396] lr: 3.886e-02, eta: 11:46:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6232, top5_acc: 0.8260, loss_cls: 1.5242, loss: 1.5242, grad_norm: 2.5483, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2749, loss/aux0: 1.2749 2020-10-20 23:02:09,454 - mmaction - INFO - Epoch [197][80/396] lr: 3.886e-02, eta: 11:46:05, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6232, top5_acc: 0.8260, loss_cls: 1.5242, loss: 1.5242, grad_norm: 2.5471, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2713, loss/aux0: 1.2713 2020-10-20 23:02:45,635 - mmaction - INFO - Epoch [197][100/396] lr: 3.886e-02, eta: 11:45:24, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8167, loss_cls: 1.6113, loss: 1.6113, grad_norm: 2.6142, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2792, loss/aux0: 1.2792 2020-10-20 23:02:46,583 - mmaction - INFO - Epoch [197][100/396] lr: 3.886e-02, eta: 11:45:30, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8167, loss_cls: 1.6113, loss: 1.6113, grad_norm: 2.6182, top1_acc/aux0: 0.6779, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2887, loss/aux0: 1.2887 2020-10-20 23:03:22,916 - mmaction - INFO - Epoch [197][120/396] lr: 3.886e-02, eta: 11:44:49, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8297, loss_cls: 1.5359, loss: 1.5359, grad_norm: 2.5481, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2282, loss/aux0: 1.2282 2020-10-20 23:03:23,850 - mmaction - INFO - Epoch [197][120/396] lr: 3.886e-02, eta: 11:44:54, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8297, loss_cls: 1.5359, loss: 1.5359, grad_norm: 2.5617, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2263, loss/aux0: 1.2263 2020-10-20 23:04:00,224 - mmaction - INFO - Epoch [197][140/396] lr: 3.886e-02, eta: 11:44:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6305, top5_acc: 0.8326, loss_cls: 1.5062, loss: 1.5062, grad_norm: 2.4763, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2571, loss/aux0: 1.2571 2020-10-20 23:04:01,162 - mmaction - INFO - Epoch [197][140/396] lr: 3.886e-02, eta: 11:44:19, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6305, top5_acc: 0.8326, loss_cls: 1.5062, loss: 1.5062, grad_norm: 2.4942, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2591, loss/aux0: 1.2591 2020-10-20 23:04:37,412 - mmaction - INFO - Epoch [197][160/396] lr: 3.886e-02, eta: 11:43:38, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8279, loss_cls: 1.5585, loss: 1.5585, grad_norm: 2.5243, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2367, loss/aux0: 1.2367 2020-10-20 23:04:38,370 - mmaction - INFO - Epoch [197][160/396] lr: 3.886e-02, eta: 11:43:44, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8279, loss_cls: 1.5585, loss: 1.5585, grad_norm: 2.5355, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2268, loss/aux0: 1.2268 2020-10-20 23:05:14,487 - mmaction - INFO - Epoch [197][180/396] lr: 3.886e-02, eta: 11:43:03, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6187, top5_acc: 0.8250, loss_cls: 1.5495, loss: 1.5495, grad_norm: 2.5350, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2533, loss/aux0: 1.2533 2020-10-20 23:05:15,440 - mmaction - INFO - Epoch [197][180/396] lr: 3.886e-02, eta: 11:43:08, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6187, top5_acc: 0.8250, loss_cls: 1.5495, loss: 1.5495, grad_norm: 2.5216, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2567, loss/aux0: 1.2567 2020-10-20 23:05:51,525 - mmaction - INFO - Epoch [197][200/396] lr: 3.886e-02, eta: 11:42:27, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5930, top5_acc: 0.8250, loss_cls: 1.5860, loss: 1.5860, grad_norm: 2.6047, top1_acc/aux0: 0.6737, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2808, loss/aux0: 1.2808 2020-10-20 23:05:52,451 - mmaction - INFO - Epoch [197][200/396] lr: 3.886e-02, eta: 11:42:33, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5930, top5_acc: 0.8250, loss_cls: 1.5860, loss: 1.5860, grad_norm: 2.6192, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2929, loss/aux0: 1.2929 2020-10-20 23:06:28,832 - mmaction - INFO - Epoch [197][220/396] lr: 3.886e-02, eta: 11:41:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8258, loss_cls: 1.5738, loss: 1.5738, grad_norm: 2.5793, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2729, loss/aux0: 1.2729 2020-10-20 23:06:29,775 - mmaction - INFO - Epoch [197][220/396] lr: 3.886e-02, eta: 11:41:58, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8258, loss_cls: 1.5738, loss: 1.5738, grad_norm: 2.5663, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2636, loss/aux0: 1.2636 2020-10-20 23:07:06,273 - mmaction - INFO - Epoch [197][240/396] lr: 3.886e-02, eta: 11:41:17, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8279, loss_cls: 1.5516, loss: 1.5516, grad_norm: 2.4908, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2193, loss/aux0: 1.2193 2020-10-20 23:07:07,211 - mmaction - INFO - Epoch [197][240/396] lr: 3.886e-02, eta: 11:41:23, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8279, loss_cls: 1.5516, loss: 1.5516, grad_norm: 2.4974, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2217, loss/aux0: 1.2217 2020-10-20 23:07:43,479 - mmaction - INFO - Epoch [197][260/396] lr: 3.886e-02, eta: 11:40:42, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6031, top5_acc: 0.8286, loss_cls: 1.5673, loss: 1.5673, grad_norm: 2.5625, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2499, loss/aux0: 1.2499 2020-10-20 23:07:44,429 - mmaction - INFO - Epoch [197][260/396] lr: 3.886e-02, eta: 11:40:47, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6031, top5_acc: 0.8286, loss_cls: 1.5673, loss: 1.5673, grad_norm: 2.5674, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2431, loss/aux0: 1.2431 2020-10-20 23:08:20,576 - mmaction - INFO - Epoch [197][280/396] lr: 3.886e-02, eta: 11:40:06, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6156, top5_acc: 0.8370, loss_cls: 1.5236, loss: 1.5236, grad_norm: 2.5352, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2268, loss/aux0: 1.2268 2020-10-20 23:08:21,512 - mmaction - INFO - Epoch [197][280/396] lr: 3.886e-02, eta: 11:40:12, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6156, top5_acc: 0.8370, loss_cls: 1.5236, loss: 1.5236, grad_norm: 2.5473, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2325, loss/aux0: 1.2325 2020-10-20 23:08:57,930 - mmaction - INFO - Epoch [197][300/396] lr: 3.886e-02, eta: 11:39:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6271, top5_acc: 0.8310, loss_cls: 1.5433, loss: 1.5433, grad_norm: 2.5548, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2152, loss/aux0: 1.2152 2020-10-20 23:08:58,878 - mmaction - INFO - Epoch [197][300/396] lr: 3.886e-02, eta: 11:39:36, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6271, top5_acc: 0.8310, loss_cls: 1.5433, loss: 1.5433, grad_norm: 2.5314, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1975, loss/aux0: 1.1975 2020-10-20 23:09:35,158 - mmaction - INFO - Epoch [197][320/396] lr: 3.886e-02, eta: 11:38:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8242, loss_cls: 1.5638, loss: 1.5638, grad_norm: 2.5156, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2586, loss/aux0: 1.2586 2020-10-20 23:09:36,096 - mmaction - INFO - Epoch [197][320/396] lr: 3.886e-02, eta: 11:39:01, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8242, loss_cls: 1.5638, loss: 1.5638, grad_norm: 2.5301, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2771, loss/aux0: 1.2771 2020-10-20 23:10:12,361 - mmaction - INFO - Epoch [197][340/396] lr: 3.886e-02, eta: 11:38:20, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5992, top5_acc: 0.8185, loss_cls: 1.6149, loss: 1.6149, grad_norm: 2.5747, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2644, loss/aux0: 1.2644 2020-10-20 23:10:13,325 - mmaction - INFO - Epoch [197][340/396] lr: 3.886e-02, eta: 11:38:26, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.5992, top5_acc: 0.8185, loss_cls: 1.6149, loss: 1.6149, grad_norm: 2.5648, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2675, loss/aux0: 1.2675 2020-10-20 23:10:49,660 - mmaction - INFO - Epoch [197][360/396] lr: 3.886e-02, eta: 11:37:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8326, loss_cls: 1.5822, loss: 1.5822, grad_norm: 2.5542, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2963, loss/aux0: 1.2963 2020-10-20 23:10:50,616 - mmaction - INFO - Epoch [197][360/396] lr: 3.886e-02, eta: 11:37:50, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8326, loss_cls: 1.5822, loss: 1.5822, grad_norm: 2.5502, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2913, loss/aux0: 1.2913 2020-10-20 23:11:26,998 - mmaction - INFO - Epoch [197][380/396] lr: 3.886e-02, eta: 11:37:09, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5948, top5_acc: 0.8198, loss_cls: 1.6225, loss: 1.6225, grad_norm: 2.5896, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2379, loss/aux0: 1.2379 2020-10-20 23:11:27,927 - mmaction - INFO - Epoch [197][380/396] lr: 3.886e-02, eta: 11:37:15, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5948, top5_acc: 0.8198, loss_cls: 1.6225, loss: 1.6225, grad_norm: 2.5851, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2286, loss/aux0: 1.2286 2020-10-20 23:16:13,351 - mmaction - INFO - Epoch [198][20/396] lr: 3.763e-02, eta: 11:35:57, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.6169, top5_acc: 0.8305, loss_cls: 1.5298, loss: 1.5298, grad_norm: 2.5023, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8769, loss_cls/aux0: 1.2468, loss/aux0: 1.2468 2020-10-20 23:16:14,299 - mmaction - INFO - Epoch [198][20/396] lr: 3.763e-02, eta: 11:36:02, time: 0.920, data_time: 0.004, memory: 8466, top1_acc: 0.6169, top5_acc: 0.8305, loss_cls: 1.5298, loss: 1.5298, grad_norm: 2.5038, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2509, loss/aux0: 1.2509 2020-10-20 23:16:50,242 - mmaction - INFO - Epoch [198][40/396] lr: 3.763e-02, eta: 11:35:21, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6107, top5_acc: 0.8273, loss_cls: 1.5443, loss: 1.5443, grad_norm: 2.5249, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.2751, loss/aux0: 1.2751 2020-10-20 23:16:51,177 - mmaction - INFO - Epoch [198][40/396] lr: 3.763e-02, eta: 11:35:27, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.6107, top5_acc: 0.8273, loss_cls: 1.5443, loss: 1.5443, grad_norm: 2.5184, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.2701, loss/aux0: 1.2701 2020-10-20 23:17:27,392 - mmaction - INFO - Epoch [198][60/396] lr: 3.763e-02, eta: 11:34:46, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6159, top5_acc: 0.8234, loss_cls: 1.5508, loss: 1.5508, grad_norm: 2.5441, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2100, loss/aux0: 1.2100 2020-10-20 23:17:28,339 - mmaction - INFO - Epoch [198][60/396] lr: 3.763e-02, eta: 11:34:52, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.6159, top5_acc: 0.8234, loss_cls: 1.5508, loss: 1.5508, grad_norm: 2.5298, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.2062, loss/aux0: 1.2062 2020-10-20 23:18:04,758 - mmaction - INFO - Epoch [198][80/396] lr: 3.763e-02, eta: 11:34:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6135, top5_acc: 0.8354, loss_cls: 1.5269, loss: 1.5269, grad_norm: 2.5478, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1743, loss/aux0: 1.1743 2020-10-20 23:18:05,684 - mmaction - INFO - Epoch [198][80/396] lr: 3.763e-02, eta: 11:34:16, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6135, top5_acc: 0.8354, loss_cls: 1.5269, loss: 1.5269, grad_norm: 2.5490, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1842, loss/aux0: 1.1842 2020-10-20 23:18:41,796 - mmaction - INFO - Epoch [198][100/396] lr: 3.763e-02, eta: 11:33:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8341, loss_cls: 1.5155, loss: 1.5155, grad_norm: 2.5627, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2247, loss/aux0: 1.2247 2020-10-20 23:18:42,758 - mmaction - INFO - Epoch [198][100/396] lr: 3.763e-02, eta: 11:33:41, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8341, loss_cls: 1.5155, loss: 1.5155, grad_norm: 2.5283, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2101, loss/aux0: 1.2101 2020-10-20 23:19:19,018 - mmaction - INFO - Epoch [198][120/396] lr: 3.763e-02, eta: 11:33:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8263, loss_cls: 1.5661, loss: 1.5661, grad_norm: 2.5651, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2100, loss/aux0: 1.2100 2020-10-20 23:19:19,947 - mmaction - INFO - Epoch [198][120/396] lr: 3.763e-02, eta: 11:33:06, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8263, loss_cls: 1.5661, loss: 1.5661, grad_norm: 2.5536, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2196, loss/aux0: 1.2196 2020-10-20 23:19:56,187 - mmaction - INFO - Epoch [198][140/396] lr: 3.763e-02, eta: 11:32:25, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6203, top5_acc: 0.8310, loss_cls: 1.5359, loss: 1.5359, grad_norm: 2.5177, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2460, loss/aux0: 1.2460 2020-10-20 23:19:57,129 - mmaction - INFO - Epoch [198][140/396] lr: 3.763e-02, eta: 11:32:30, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6203, top5_acc: 0.8310, loss_cls: 1.5359, loss: 1.5359, grad_norm: 2.5201, top1_acc/aux0: 0.6813, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2505, loss/aux0: 1.2505 2020-10-20 23:20:33,416 - mmaction - INFO - Epoch [198][160/396] lr: 3.763e-02, eta: 11:31:49, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5971, top5_acc: 0.8057, loss_cls: 1.6286, loss: 1.6286, grad_norm: 2.5482, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1801, loss/aux0: 1.1801 2020-10-20 23:20:34,435 - mmaction - INFO - Epoch [198][160/396] lr: 3.763e-02, eta: 11:31:55, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.5971, top5_acc: 0.8057, loss_cls: 1.6286, loss: 1.6286, grad_norm: 2.5458, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1761, loss/aux0: 1.1761 2020-10-20 23:21:10,570 - mmaction - INFO - Epoch [198][180/396] lr: 3.763e-02, eta: 11:31:14, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6221, top5_acc: 0.8253, loss_cls: 1.5381, loss: 1.5381, grad_norm: 2.5614, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2879, loss/aux0: 1.2879 2020-10-20 23:21:11,504 - mmaction - INFO - Epoch [198][180/396] lr: 3.763e-02, eta: 11:31:19, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6221, top5_acc: 0.8253, loss_cls: 1.5381, loss: 1.5381, grad_norm: 2.5515, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2861, loss/aux0: 1.2861 2020-10-20 23:21:47,836 - mmaction - INFO - Epoch [198][200/396] lr: 3.763e-02, eta: 11:30:39, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6070, top5_acc: 0.8276, loss_cls: 1.5815, loss: 1.5815, grad_norm: 2.5420, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2529, loss/aux0: 1.2529 2020-10-20 23:21:48,790 - mmaction - INFO - Epoch [198][200/396] lr: 3.763e-02, eta: 11:30:44, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6070, top5_acc: 0.8276, loss_cls: 1.5815, loss: 1.5815, grad_norm: 2.5387, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2557, loss/aux0: 1.2557 2020-10-20 23:22:25,060 - mmaction - INFO - Epoch [198][220/396] lr: 3.763e-02, eta: 11:30:03, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5951, top5_acc: 0.8216, loss_cls: 1.6021, loss: 1.6021, grad_norm: 2.5667, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2942, loss/aux0: 1.2942 2020-10-20 23:22:26,008 - mmaction - INFO - Epoch [198][220/396] lr: 3.763e-02, eta: 11:30:09, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5951, top5_acc: 0.8216, loss_cls: 1.6021, loss: 1.6021, grad_norm: 2.5463, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.2945, loss/aux0: 1.2945 2020-10-20 23:23:02,342 - mmaction - INFO - Epoch [198][240/396] lr: 3.763e-02, eta: 11:29:28, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8286, loss_cls: 1.5485, loss: 1.5485, grad_norm: 2.6660, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.2693, loss/aux0: 1.2693 2020-10-20 23:23:03,265 - mmaction - INFO - Epoch [198][240/396] lr: 3.763e-02, eta: 11:29:34, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8286, loss_cls: 1.5485, loss: 1.5485, grad_norm: 2.6590, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2572, loss/aux0: 1.2572 2020-10-20 23:23:39,669 - mmaction - INFO - Epoch [198][260/396] lr: 3.763e-02, eta: 11:28:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8273, loss_cls: 1.5841, loss: 1.5841, grad_norm: 2.5978, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2593, loss/aux0: 1.2593 2020-10-20 23:23:40,602 - mmaction - INFO - Epoch [198][260/396] lr: 3.763e-02, eta: 11:28:58, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8273, loss_cls: 1.5841, loss: 1.5841, grad_norm: 2.5770, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2593, loss/aux0: 1.2593 2020-10-20 23:24:17,057 - mmaction - INFO - Epoch [198][280/396] lr: 3.763e-02, eta: 11:28:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8281, loss_cls: 1.5541, loss: 1.5541, grad_norm: 2.5366, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2578, loss/aux0: 1.2578 2020-10-20 23:24:17,989 - mmaction - INFO - Epoch [198][280/396] lr: 3.763e-02, eta: 11:28:23, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8281, loss_cls: 1.5541, loss: 1.5541, grad_norm: 2.5795, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2902, loss/aux0: 1.2902 2020-10-20 23:24:54,368 - mmaction - INFO - Epoch [198][300/396] lr: 3.763e-02, eta: 11:27:42, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8339, loss_cls: 1.5474, loss: 1.5474, grad_norm: 2.5532, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.2806, loss/aux0: 1.2806 2020-10-20 23:24:55,322 - mmaction - INFO - Epoch [198][300/396] lr: 3.763e-02, eta: 11:27:48, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8339, loss_cls: 1.5474, loss: 1.5474, grad_norm: 2.5577, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.2695, loss/aux0: 1.2695 2020-10-20 23:25:31,680 - mmaction - INFO - Epoch [198][320/396] lr: 3.763e-02, eta: 11:27:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8297, loss_cls: 1.5635, loss: 1.5635, grad_norm: 2.5522, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.2715, loss/aux0: 1.2715 2020-10-20 23:25:32,626 - mmaction - INFO - Epoch [198][320/396] lr: 3.763e-02, eta: 11:27:12, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8297, loss_cls: 1.5635, loss: 1.5635, grad_norm: 2.5601, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2690, loss/aux0: 1.2690 2020-10-20 23:26:08,956 - mmaction - INFO - Epoch [198][340/396] lr: 3.763e-02, eta: 11:26:31, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8216, loss_cls: 1.5715, loss: 1.5715, grad_norm: 2.5195, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2405, loss/aux0: 1.2405 2020-10-20 23:26:09,896 - mmaction - INFO - Epoch [198][340/396] lr: 3.763e-02, eta: 11:26:37, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8216, loss_cls: 1.5715, loss: 1.5715, grad_norm: 2.4996, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2266, loss/aux0: 1.2266 2020-10-20 23:26:46,085 - mmaction - INFO - Epoch [198][360/396] lr: 3.763e-02, eta: 11:25:56, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6031, top5_acc: 0.8232, loss_cls: 1.5551, loss: 1.5551, grad_norm: 2.5578, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2746, loss/aux0: 1.2746 2020-10-20 23:26:47,053 - mmaction - INFO - Epoch [198][360/396] lr: 3.763e-02, eta: 11:26:02, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6031, top5_acc: 0.8232, loss_cls: 1.5551, loss: 1.5551, grad_norm: 2.5620, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2825, loss/aux0: 1.2825 2020-10-20 23:27:23,351 - mmaction - INFO - Epoch [198][380/396] lr: 3.763e-02, eta: 11:25:21, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8286, loss_cls: 1.5293, loss: 1.5293, grad_norm: 2.5301, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2504, loss/aux0: 1.2504 2020-10-20 23:27:24,289 - mmaction - INFO - Epoch [198][380/396] lr: 3.763e-02, eta: 11:25:26, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8286, loss_cls: 1.5293, loss: 1.5293, grad_norm: 2.5382, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2522, loss/aux0: 1.2522 2020-10-20 23:32:39,095 - mmaction - INFO - Epoch [199][20/396] lr: 3.642e-02, eta: 11:24:08, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6083, top5_acc: 0.8253, loss_cls: 1.5713, loss: 1.5713, grad_norm: 2.5534, top1_acc/aux0: 0.6998, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1949, loss/aux0: 1.1949 2020-10-20 23:32:40,071 - mmaction - INFO - Epoch [199][20/396] lr: 3.642e-02, eta: 11:24:14, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.6083, top5_acc: 0.8253, loss_cls: 1.5713, loss: 1.5713, grad_norm: 2.5660, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1974, loss/aux0: 1.1974 2020-10-20 23:33:16,018 - mmaction - INFO - Epoch [199][40/396] lr: 3.642e-02, eta: 11:23:33, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6154, top5_acc: 0.8333, loss_cls: 1.5350, loss: 1.5350, grad_norm: 2.6015, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2533, loss/aux0: 1.2533 2020-10-20 23:33:16,951 - mmaction - INFO - Epoch [199][40/396] lr: 3.642e-02, eta: 11:23:38, time: 0.921, data_time: 0.002, memory: 8466, top1_acc: 0.6154, top5_acc: 0.8333, loss_cls: 1.5350, loss: 1.5350, grad_norm: 2.6226, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2545, loss/aux0: 1.2545 2020-10-20 23:33:53,102 - mmaction - INFO - Epoch [199][60/396] lr: 3.642e-02, eta: 11:22:57, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6305, top5_acc: 0.8456, loss_cls: 1.4938, loss: 1.4938, grad_norm: 2.5481, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2645, loss/aux0: 1.2645 2020-10-20 23:33:54,076 - mmaction - INFO - Epoch [199][60/396] lr: 3.642e-02, eta: 11:23:03, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.6305, top5_acc: 0.8456, loss_cls: 1.4938, loss: 1.4938, grad_norm: 2.5508, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2587, loss/aux0: 1.2587 2020-10-20 23:34:30,394 - mmaction - INFO - Epoch [199][80/396] lr: 3.642e-02, eta: 11:22:22, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6221, top5_acc: 0.8354, loss_cls: 1.5274, loss: 1.5274, grad_norm: 2.5963, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2466, loss/aux0: 1.2466 2020-10-20 23:34:31,353 - mmaction - INFO - Epoch [199][80/396] lr: 3.642e-02, eta: 11:22:28, time: 0.927, data_time: 0.005, memory: 8466, top1_acc: 0.6221, top5_acc: 0.8354, loss_cls: 1.5274, loss: 1.5274, grad_norm: 2.6035, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2496, loss/aux0: 1.2496 2020-10-20 23:35:07,762 - mmaction - INFO - Epoch [199][100/396] lr: 3.642e-02, eta: 11:21:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8263, loss_cls: 1.5649, loss: 1.5649, grad_norm: 2.5959, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2909, loss/aux0: 1.2909 2020-10-20 23:35:08,737 - mmaction - INFO - Epoch [199][100/396] lr: 3.642e-02, eta: 11:21:52, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8263, loss_cls: 1.5649, loss: 1.5649, grad_norm: 2.6098, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3105, loss/aux0: 1.3105 2020-10-20 23:35:44,866 - mmaction - INFO - Epoch [199][120/396] lr: 3.642e-02, eta: 11:21:11, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6260, top5_acc: 0.8352, loss_cls: 1.4931, loss: 1.4931, grad_norm: 2.5862, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2487, loss/aux0: 1.2487 2020-10-20 23:35:45,833 - mmaction - INFO - Epoch [199][120/396] lr: 3.642e-02, eta: 11:21:17, time: 0.924, data_time: 0.004, memory: 8466, top1_acc: 0.6260, top5_acc: 0.8352, loss_cls: 1.4931, loss: 1.4931, grad_norm: 2.5807, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2305, loss/aux0: 1.2305 2020-10-20 23:36:22,138 - mmaction - INFO - Epoch [199][140/396] lr: 3.642e-02, eta: 11:20:36, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8292, loss_cls: 1.5292, loss: 1.5292, grad_norm: 2.5289, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2142, loss/aux0: 1.2142 2020-10-20 23:36:23,132 - mmaction - INFO - Epoch [199][140/396] lr: 3.642e-02, eta: 11:20:41, time: 0.928, data_time: 0.006, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8292, loss_cls: 1.5292, loss: 1.5292, grad_norm: 2.5413, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2183, loss/aux0: 1.2183 2020-10-20 23:36:59,400 - mmaction - INFO - Epoch [199][160/396] lr: 3.642e-02, eta: 11:20:01, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8398, loss_cls: 1.5020, loss: 1.5020, grad_norm: 2.5920, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2361, loss/aux0: 1.2361 2020-10-20 23:37:00,361 - mmaction - INFO - Epoch [199][160/396] lr: 3.642e-02, eta: 11:20:06, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8398, loss_cls: 1.5020, loss: 1.5020, grad_norm: 2.5951, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2337, loss/aux0: 1.2337 2020-10-20 23:37:36,594 - mmaction - INFO - Epoch [199][180/396] lr: 3.642e-02, eta: 11:19:25, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6273, top5_acc: 0.8242, loss_cls: 1.5211, loss: 1.5211, grad_norm: 2.5214, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2414, loss/aux0: 1.2414 2020-10-20 23:37:37,509 - mmaction - INFO - Epoch [199][180/396] lr: 3.642e-02, eta: 11:19:31, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6273, top5_acc: 0.8242, loss_cls: 1.5211, loss: 1.5211, grad_norm: 2.5242, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2371, loss/aux0: 1.2371 2020-10-20 23:38:14,042 - mmaction - INFO - Epoch [199][200/396] lr: 3.642e-02, eta: 11:18:50, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8409, loss_cls: 1.5115, loss: 1.5115, grad_norm: 2.4889, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.1913, loss/aux0: 1.1913 2020-10-20 23:38:14,993 - mmaction - INFO - Epoch [199][200/396] lr: 3.642e-02, eta: 11:18:55, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8409, loss_cls: 1.5115, loss: 1.5115, grad_norm: 2.5052, top1_acc/aux0: 0.6977, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1916, loss/aux0: 1.1916 2020-10-20 23:38:51,412 - mmaction - INFO - Epoch [199][220/396] lr: 3.642e-02, eta: 11:18:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8359, loss_cls: 1.5379, loss: 1.5379, grad_norm: 2.6010, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2226, loss/aux0: 1.2226 2020-10-20 23:38:52,339 - mmaction - INFO - Epoch [199][220/396] lr: 3.642e-02, eta: 11:18:20, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8359, loss_cls: 1.5379, loss: 1.5379, grad_norm: 2.6128, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2210, loss/aux0: 1.2210 2020-10-20 23:39:28,600 - mmaction - INFO - Epoch [199][240/396] lr: 3.642e-02, eta: 11:17:39, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8234, loss_cls: 1.5634, loss: 1.5634, grad_norm: 2.6386, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2580, loss/aux0: 1.2580 2020-10-20 23:39:29,528 - mmaction - INFO - Epoch [199][240/396] lr: 3.642e-02, eta: 11:17:45, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8234, loss_cls: 1.5634, loss: 1.5634, grad_norm: 2.6145, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2591, loss/aux0: 1.2591 2020-10-20 23:40:05,699 - mmaction - INFO - Epoch [199][260/396] lr: 3.642e-02, eta: 11:17:04, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8333, loss_cls: 1.5081, loss: 1.5081, grad_norm: 2.5440, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2284, loss/aux0: 1.2284 2020-10-20 23:40:06,654 - mmaction - INFO - Epoch [199][260/396] lr: 3.642e-02, eta: 11:17:09, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8333, loss_cls: 1.5081, loss: 1.5081, grad_norm: 2.5589, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2289, loss/aux0: 1.2289 2020-10-20 23:40:42,978 - mmaction - INFO - Epoch [199][280/396] lr: 3.642e-02, eta: 11:16:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6253, top5_acc: 0.8323, loss_cls: 1.5188, loss: 1.5188, grad_norm: 2.5676, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2344, loss/aux0: 1.2344 2020-10-20 23:40:43,926 - mmaction - INFO - Epoch [199][280/396] lr: 3.642e-02, eta: 11:16:34, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6253, top5_acc: 0.8323, loss_cls: 1.5188, loss: 1.5188, grad_norm: 2.5550, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2341, loss/aux0: 1.2341 2020-10-20 23:41:20,159 - mmaction - INFO - Epoch [199][300/396] lr: 3.642e-02, eta: 11:15:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6146, top5_acc: 0.8333, loss_cls: 1.5550, loss: 1.5550, grad_norm: 2.5495, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2839, loss/aux0: 1.2839 2020-10-20 23:41:21,111 - mmaction - INFO - Epoch [199][300/396] lr: 3.642e-02, eta: 11:15:58, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6146, top5_acc: 0.8333, loss_cls: 1.5550, loss: 1.5550, grad_norm: 2.5482, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.2866, loss/aux0: 1.2866 2020-10-20 23:41:57,552 - mmaction - INFO - Epoch [199][320/396] lr: 3.642e-02, eta: 11:15:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6060, top5_acc: 0.8268, loss_cls: 1.5611, loss: 1.5611, grad_norm: 2.6056, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.2681, loss/aux0: 1.2681 2020-10-20 23:41:58,501 - mmaction - INFO - Epoch [199][320/396] lr: 3.642e-02, eta: 11:15:23, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6060, top5_acc: 0.8268, loss_cls: 1.5611, loss: 1.5611, grad_norm: 2.5887, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2574, loss/aux0: 1.2574 2020-10-20 23:42:35,272 - mmaction - INFO - Epoch [199][340/396] lr: 3.642e-02, eta: 11:14:42, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6081, top5_acc: 0.8310, loss_cls: 1.5619, loss: 1.5619, grad_norm: 2.5736, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2338, loss/aux0: 1.2338 2020-10-20 23:42:36,199 - mmaction - INFO - Epoch [199][340/396] lr: 3.642e-02, eta: 11:14:48, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6081, top5_acc: 0.8310, loss_cls: 1.5619, loss: 1.5619, grad_norm: 2.5730, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2353, loss/aux0: 1.2353 2020-10-20 23:43:12,519 - mmaction - INFO - Epoch [199][360/396] lr: 3.642e-02, eta: 11:14:07, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6138, top5_acc: 0.8255, loss_cls: 1.5628, loss: 1.5628, grad_norm: 2.5156, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2364, loss/aux0: 1.2364 2020-10-20 23:43:13,457 - mmaction - INFO - Epoch [199][360/396] lr: 3.642e-02, eta: 11:14:12, time: 0.930, data_time: 0.005, memory: 8466, top1_acc: 0.6138, top5_acc: 0.8255, loss_cls: 1.5628, loss: 1.5628, grad_norm: 2.5116, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2412, loss/aux0: 1.2412 2020-10-20 23:43:49,840 - mmaction - INFO - Epoch [199][380/396] lr: 3.642e-02, eta: 11:13:32, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6232, top5_acc: 0.8284, loss_cls: 1.5622, loss: 1.5622, grad_norm: 2.5517, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2530, loss/aux0: 1.2530 2020-10-20 23:43:50,778 - mmaction - INFO - Epoch [199][380/396] lr: 3.642e-02, eta: 11:13:37, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6232, top5_acc: 0.8284, loss_cls: 1.5622, loss: 1.5622, grad_norm: 2.5592, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2625, loss/aux0: 1.2625 2020-10-20 23:49:47,808 - mmaction - INFO - Epoch [200][20/396] lr: 3.522e-02, eta: 11:12:20, time: 0.985, data_time: 0.000, memory: 8466, top1_acc: 0.6221, top5_acc: 0.8375, loss_cls: 1.4910, loss: 1.4910, grad_norm: 2.5431, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2275, loss/aux0: 1.2275 2020-10-20 23:49:49,840 - mmaction - INFO - Epoch [200][20/396] lr: 3.522e-02, eta: 11:12:26, time: 1.050, data_time: 0.066, memory: 8466, top1_acc: 0.6221, top5_acc: 0.8375, loss_cls: 1.4910, loss: 1.4910, grad_norm: 2.5492, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2327, loss/aux0: 1.2327 2020-10-20 23:50:33,881 - mmaction - INFO - Epoch [200][40/396] lr: 3.522e-02, eta: 11:11:46, time: 1.053, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8411, loss_cls: 1.4568, loss: 1.4568, grad_norm: 2.5251, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2166, loss/aux0: 1.2166 2020-10-20 23:50:34,816 - mmaction - INFO - Epoch [200][40/396] lr: 3.522e-02, eta: 11:11:52, time: 1.054, data_time: 0.004, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8411, loss_cls: 1.4568, loss: 1.4568, grad_norm: 2.5433, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2216, loss/aux0: 1.2216 2020-10-20 23:51:10,955 - mmaction - INFO - Epoch [200][60/396] lr: 3.522e-02, eta: 11:11:11, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8312, loss_cls: 1.5304, loss: 1.5304, grad_norm: 2.7348, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2978, loss/aux0: 1.2978 2020-10-20 23:51:11,901 - mmaction - INFO - Epoch [200][60/396] lr: 3.522e-02, eta: 11:11:17, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8312, loss_cls: 1.5304, loss: 1.5304, grad_norm: 2.7462, top1_acc/aux0: 0.6737, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.2849, loss/aux0: 1.2849 2020-10-20 23:51:48,020 - mmaction - INFO - Epoch [200][80/396] lr: 3.522e-02, eta: 11:10:36, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6266, top5_acc: 0.8357, loss_cls: 1.5015, loss: 1.5015, grad_norm: 2.6259, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2168, loss/aux0: 1.2168 2020-10-20 23:51:48,988 - mmaction - INFO - Epoch [200][80/396] lr: 3.522e-02, eta: 11:10:41, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6266, top5_acc: 0.8357, loss_cls: 1.5015, loss: 1.5015, grad_norm: 2.6324, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2244, loss/aux0: 1.2244 2020-10-20 23:52:25,222 - mmaction - INFO - Epoch [200][100/396] lr: 3.522e-02, eta: 11:10:01, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6164, top5_acc: 0.8375, loss_cls: 1.5241, loss: 1.5241, grad_norm: 2.6362, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2680, loss/aux0: 1.2680 2020-10-20 23:52:26,186 - mmaction - INFO - Epoch [200][100/396] lr: 3.522e-02, eta: 11:10:06, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6164, top5_acc: 0.8375, loss_cls: 1.5241, loss: 1.5241, grad_norm: 2.6218, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2640, loss/aux0: 1.2640 2020-10-20 23:53:02,313 - mmaction - INFO - Epoch [200][120/396] lr: 3.522e-02, eta: 11:09:25, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6141, top5_acc: 0.8266, loss_cls: 1.5427, loss: 1.5427, grad_norm: 2.5316, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.1974, loss/aux0: 1.1974 2020-10-20 23:53:03,229 - mmaction - INFO - Epoch [200][120/396] lr: 3.522e-02, eta: 11:09:30, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6141, top5_acc: 0.8266, loss_cls: 1.5427, loss: 1.5427, grad_norm: 2.5350, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2028, loss/aux0: 1.2028 2020-10-20 23:53:39,341 - mmaction - INFO - Epoch [200][140/396] lr: 3.522e-02, eta: 11:08:50, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8367, loss_cls: 1.5100, loss: 1.5100, grad_norm: 2.5919, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2378, loss/aux0: 1.2378 2020-10-20 23:53:40,302 - mmaction - INFO - Epoch [200][140/396] lr: 3.522e-02, eta: 11:08:55, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8367, loss_cls: 1.5100, loss: 1.5100, grad_norm: 2.5712, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2248, loss/aux0: 1.2248 2020-10-20 23:54:16,838 - mmaction - INFO - Epoch [200][160/396] lr: 3.522e-02, eta: 11:08:14, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.6193, top5_acc: 0.8331, loss_cls: 1.5362, loss: 1.5362, grad_norm: 2.6097, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2121, loss/aux0: 1.2121 2020-10-20 23:54:17,761 - mmaction - INFO - Epoch [200][160/396] lr: 3.522e-02, eta: 11:08:20, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6193, top5_acc: 0.8331, loss_cls: 1.5362, loss: 1.5362, grad_norm: 2.6097, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2280, loss/aux0: 1.2280 2020-10-20 23:54:54,286 - mmaction - INFO - Epoch [200][180/396] lr: 3.522e-02, eta: 11:07:39, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6211, top5_acc: 0.8312, loss_cls: 1.5049, loss: 1.5049, grad_norm: 2.5611, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2848, loss/aux0: 1.2848 2020-10-20 23:54:55,212 - mmaction - INFO - Epoch [200][180/396] lr: 3.522e-02, eta: 11:07:44, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6211, top5_acc: 0.8312, loss_cls: 1.5049, loss: 1.5049, grad_norm: 2.5581, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2709, loss/aux0: 1.2709 2020-10-20 23:55:31,442 - mmaction - INFO - Epoch [200][200/396] lr: 3.522e-02, eta: 11:07:04, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6206, top5_acc: 0.8380, loss_cls: 1.5204, loss: 1.5204, grad_norm: 2.5971, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2125, loss/aux0: 1.2125 2020-10-20 23:55:32,376 - mmaction - INFO - Epoch [200][200/396] lr: 3.522e-02, eta: 11:07:09, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6206, top5_acc: 0.8380, loss_cls: 1.5204, loss: 1.5204, grad_norm: 2.5908, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2106, loss/aux0: 1.2106 2020-10-20 23:56:08,630 - mmaction - INFO - Epoch [200][220/396] lr: 3.522e-02, eta: 11:06:28, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6083, top5_acc: 0.8258, loss_cls: 1.5718, loss: 1.5718, grad_norm: 2.7091, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2325, loss/aux0: 1.2325 2020-10-20 23:56:09,557 - mmaction - INFO - Epoch [200][220/396] lr: 3.522e-02, eta: 11:06:34, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6083, top5_acc: 0.8258, loss_cls: 1.5718, loss: 1.5718, grad_norm: 2.6992, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2394, loss/aux0: 1.2394 2020-10-20 23:56:45,976 - mmaction - INFO - Epoch [200][240/396] lr: 3.522e-02, eta: 11:05:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8323, loss_cls: 1.5419, loss: 1.5419, grad_norm: 2.6255, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2448, loss/aux0: 1.2448 2020-10-20 23:56:46,908 - mmaction - INFO - Epoch [200][240/396] lr: 3.522e-02, eta: 11:05:58, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8323, loss_cls: 1.5419, loss: 1.5419, grad_norm: 2.6136, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2349, loss/aux0: 1.2349 2020-10-20 23:57:23,165 - mmaction - INFO - Epoch [200][260/396] lr: 3.522e-02, eta: 11:05:18, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6201, top5_acc: 0.8409, loss_cls: 1.5301, loss: 1.5301, grad_norm: 2.6356, top1_acc/aux0: 0.6977, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2136, loss/aux0: 1.2136 2020-10-20 23:57:24,105 - mmaction - INFO - Epoch [200][260/396] lr: 3.522e-02, eta: 11:05:23, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6201, top5_acc: 0.8409, loss_cls: 1.5301, loss: 1.5301, grad_norm: 2.6358, top1_acc/aux0: 0.6977, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2210, loss/aux0: 1.2210 2020-10-20 23:58:00,351 - mmaction - INFO - Epoch [200][280/396] lr: 3.522e-02, eta: 11:04:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8237, loss_cls: 1.5740, loss: 1.5740, grad_norm: 2.6535, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2187, loss/aux0: 1.2187 2020-10-20 23:58:01,304 - mmaction - INFO - Epoch [200][280/396] lr: 3.522e-02, eta: 11:04:47, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8237, loss_cls: 1.5740, loss: 1.5740, grad_norm: 2.6522, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2180, loss/aux0: 1.2180 2020-10-20 23:58:37,743 - mmaction - INFO - Epoch [200][300/396] lr: 3.522e-02, eta: 11:04:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6201, top5_acc: 0.8333, loss_cls: 1.5134, loss: 1.5134, grad_norm: 2.5475, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1843, loss/aux0: 1.1843 2020-10-20 23:58:38,669 - mmaction - INFO - Epoch [200][300/396] lr: 3.522e-02, eta: 11:04:12, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6201, top5_acc: 0.8333, loss_cls: 1.5134, loss: 1.5134, grad_norm: 2.5524, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1865, loss/aux0: 1.1865 2020-10-20 23:59:14,954 - mmaction - INFO - Epoch [200][320/396] lr: 3.522e-02, eta: 11:03:31, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6253, top5_acc: 0.8357, loss_cls: 1.5204, loss: 1.5204, grad_norm: 2.5901, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2037, loss/aux0: 1.2037 2020-10-20 23:59:15,907 - mmaction - INFO - Epoch [200][320/396] lr: 3.522e-02, eta: 11:03:37, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.6253, top5_acc: 0.8357, loss_cls: 1.5204, loss: 1.5204, grad_norm: 2.5846, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.1987, loss/aux0: 1.1987 2020-10-20 23:59:52,090 - mmaction - INFO - Epoch [200][340/396] lr: 3.522e-02, eta: 11:02:56, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.6286, top5_acc: 0.8281, loss_cls: 1.5047, loss: 1.5047, grad_norm: 2.6294, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2091, loss/aux0: 1.2091 2020-10-20 23:59:53,068 - mmaction - INFO - Epoch [200][340/396] lr: 3.522e-02, eta: 11:03:01, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.6286, top5_acc: 0.8281, loss_cls: 1.5047, loss: 1.5047, grad_norm: 2.6293, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2206, loss/aux0: 1.2206 2020-10-21 00:00:36,877 - mmaction - INFO - Epoch [200][360/396] lr: 3.522e-02, eta: 11:02:21, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6164, top5_acc: 0.8216, loss_cls: 1.5414, loss: 1.5414, grad_norm: 2.6235, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2335, loss/aux0: 1.2335 2020-10-21 00:00:37,904 - mmaction - INFO - Epoch [200][360/396] lr: 3.522e-02, eta: 11:02:26, time: 0.936, data_time: 0.008, memory: 8466, top1_acc: 0.6164, top5_acc: 0.8216, loss_cls: 1.5414, loss: 1.5414, grad_norm: 2.6149, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2209, loss/aux0: 1.2209 2020-10-21 00:01:13,981 - mmaction - INFO - Epoch [200][380/396] lr: 3.522e-02, eta: 11:01:45, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6099, top5_acc: 0.8255, loss_cls: 1.5498, loss: 1.5498, grad_norm: 2.6466, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2396, loss/aux0: 1.2396 2020-10-21 00:01:14,926 - mmaction - INFO - Epoch [200][380/396] lr: 3.522e-02, eta: 11:01:50, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6099, top5_acc: 0.8255, loss_cls: 1.5498, loss: 1.5498, grad_norm: 2.6388, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2446, loss/aux0: 1.2446 2020-10-21 00:02:03,251 - mmaction - INFO - Saving checkpoint at 200 epochs 2020-10-21 00:04:28,756 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 00:04:28,892 - mmaction - INFO - top1_acc 0.7094 top5_acc 0.9072 2020-10-21 00:04:28,892 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 00:04:28,919 - mmaction - INFO - mean_acc 0.7096 2020-10-21 00:04:28,919 - mmaction - INFO - Now best checkpoint is epoch_200.pth 2020-10-21 00:04:28,926 - mmaction - INFO - Epoch(val) [200][396] top1_acc: 0.7094, top5_acc: 0.9072, mean_class_accuracy: 0.7096 2020-10-21 00:08:32,623 - mmaction - INFO - Epoch [201][20/396] lr: 3.405e-02, eta: 11:00:33, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8331, loss_cls: 1.5138, loss: 1.5138, grad_norm: 2.5759, top1_acc/aux0: 0.6960, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2268, loss/aux0: 1.2268 2020-10-21 00:08:33,552 - mmaction - INFO - Epoch [201][20/396] lr: 3.405e-02, eta: 11:00:38, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8331, loss_cls: 1.5138, loss: 1.5138, grad_norm: 2.5852, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2303, loss/aux0: 1.2303 2020-10-21 00:09:09,811 - mmaction - INFO - Epoch [201][40/396] lr: 3.405e-02, eta: 10:59:58, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6320, top5_acc: 0.8359, loss_cls: 1.4736, loss: 1.4736, grad_norm: 2.6135, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2579, loss/aux0: 1.2579 2020-10-21 00:09:10,836 - mmaction - INFO - Epoch [201][40/396] lr: 3.405e-02, eta: 11:00:03, time: 0.935, data_time: 0.006, memory: 8466, top1_acc: 0.6320, top5_acc: 0.8359, loss_cls: 1.4736, loss: 1.4736, grad_norm: 2.6187, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2592, loss/aux0: 1.2592 2020-10-21 00:09:47,219 - mmaction - INFO - Epoch [201][60/396] lr: 3.405e-02, eta: 10:59:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6323, top5_acc: 0.8383, loss_cls: 1.4747, loss: 1.4747, grad_norm: 2.6566, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2610, loss/aux0: 1.2610 2020-10-21 00:09:48,156 - mmaction - INFO - Epoch [201][60/396] lr: 3.405e-02, eta: 10:59:28, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6323, top5_acc: 0.8383, loss_cls: 1.4747, loss: 1.4747, grad_norm: 2.6484, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2633, loss/aux0: 1.2633 2020-10-21 00:10:24,652 - mmaction - INFO - Epoch [201][80/396] lr: 3.405e-02, eta: 10:58:47, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8331, loss_cls: 1.5253, loss: 1.5253, grad_norm: 2.6867, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2409, loss/aux0: 1.2409 2020-10-21 00:10:25,598 - mmaction - INFO - Epoch [201][80/396] lr: 3.405e-02, eta: 10:58:52, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8331, loss_cls: 1.5253, loss: 1.5253, grad_norm: 2.6796, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2328, loss/aux0: 1.2328 2020-10-21 00:11:01,977 - mmaction - INFO - Epoch [201][100/396] lr: 3.405e-02, eta: 10:58:12, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8401, loss_cls: 1.4609, loss: 1.4609, grad_norm: 2.5909, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2000, loss/aux0: 1.2000 2020-10-21 00:11:02,914 - mmaction - INFO - Epoch [201][100/396] lr: 3.405e-02, eta: 10:58:17, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8401, loss_cls: 1.4609, loss: 1.4609, grad_norm: 2.5895, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2009, loss/aux0: 1.2009 2020-10-21 00:11:39,309 - mmaction - INFO - Epoch [201][120/396] lr: 3.405e-02, eta: 10:57:37, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6310, top5_acc: 0.8372, loss_cls: 1.4852, loss: 1.4852, grad_norm: 2.5656, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2194, loss/aux0: 1.2194 2020-10-21 00:11:40,257 - mmaction - INFO - Epoch [201][120/396] lr: 3.405e-02, eta: 10:57:42, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.6310, top5_acc: 0.8372, loss_cls: 1.4852, loss: 1.4852, grad_norm: 2.5549, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2056, loss/aux0: 1.2056 2020-10-21 00:12:16,472 - mmaction - INFO - Epoch [201][140/396] lr: 3.405e-02, eta: 10:57:01, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6451, top5_acc: 0.8521, loss_cls: 1.4021, loss: 1.4021, grad_norm: 2.5009, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1761, loss/aux0: 1.1761 2020-10-21 00:12:17,427 - mmaction - INFO - Epoch [201][140/396] lr: 3.405e-02, eta: 10:57:06, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6451, top5_acc: 0.8521, loss_cls: 1.4021, loss: 1.4021, grad_norm: 2.5163, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1920, loss/aux0: 1.1920 2020-10-21 00:12:53,880 - mmaction - INFO - Epoch [201][160/396] lr: 3.405e-02, eta: 10:56:26, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6310, top5_acc: 0.8349, loss_cls: 1.5022, loss: 1.5022, grad_norm: 2.6324, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2381, loss/aux0: 1.2381 2020-10-21 00:12:54,882 - mmaction - INFO - Epoch [201][160/396] lr: 3.405e-02, eta: 10:56:31, time: 0.948, data_time: 0.008, memory: 8466, top1_acc: 0.6310, top5_acc: 0.8349, loss_cls: 1.5022, loss: 1.5022, grad_norm: 2.6365, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2379, loss/aux0: 1.2379 2020-10-21 00:13:31,190 - mmaction - INFO - Epoch [201][180/396] lr: 3.405e-02, eta: 10:55:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6326, top5_acc: 0.8432, loss_cls: 1.4648, loss: 1.4648, grad_norm: 2.5583, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2189, loss/aux0: 1.2189 2020-10-21 00:13:32,114 - mmaction - INFO - Epoch [201][180/396] lr: 3.405e-02, eta: 10:55:56, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.6326, top5_acc: 0.8432, loss_cls: 1.4648, loss: 1.4648, grad_norm: 2.5604, top1_acc/aux0: 0.6961, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2140, loss/aux0: 1.2140 2020-10-21 00:14:08,854 - mmaction - INFO - Epoch [201][200/396] lr: 3.405e-02, eta: 10:55:15, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6195, top5_acc: 0.8273, loss_cls: 1.5252, loss: 1.5252, grad_norm: 2.6702, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2631, loss/aux0: 1.2631 2020-10-21 00:14:09,785 - mmaction - INFO - Epoch [201][200/396] lr: 3.405e-02, eta: 10:55:21, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.6195, top5_acc: 0.8273, loss_cls: 1.5252, loss: 1.5252, grad_norm: 2.6689, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2717, loss/aux0: 1.2717 2020-10-21 00:14:46,328 - mmaction - INFO - Epoch [201][220/396] lr: 3.405e-02, eta: 10:54:40, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8359, loss_cls: 1.5299, loss: 1.5299, grad_norm: 2.6969, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2559, loss/aux0: 1.2559 2020-10-21 00:14:47,282 - mmaction - INFO - Epoch [201][220/396] lr: 3.405e-02, eta: 10:54:45, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8359, loss_cls: 1.5299, loss: 1.5299, grad_norm: 2.7012, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2454, loss/aux0: 1.2454 2020-10-21 00:15:23,633 - mmaction - INFO - Epoch [201][240/396] lr: 3.405e-02, eta: 10:54:05, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8391, loss_cls: 1.5225, loss: 1.5225, grad_norm: 2.6307, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.2020, loss/aux0: 1.2020 2020-10-21 00:15:24,627 - mmaction - INFO - Epoch [201][240/396] lr: 3.405e-02, eta: 10:54:10, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8391, loss_cls: 1.5225, loss: 1.5225, grad_norm: 2.6409, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2163, loss/aux0: 1.2163 2020-10-21 00:16:01,252 - mmaction - INFO - Epoch [201][260/396] lr: 3.405e-02, eta: 10:53:30, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6000, top5_acc: 0.8174, loss_cls: 1.6017, loss: 1.6017, grad_norm: 2.7152, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2601, loss/aux0: 1.2601 2020-10-21 00:16:02,217 - mmaction - INFO - Epoch [201][260/396] lr: 3.405e-02, eta: 10:53:35, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.6000, top5_acc: 0.8174, loss_cls: 1.6017, loss: 1.6017, grad_norm: 2.7190, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2539, loss/aux0: 1.2539 2020-10-21 00:16:38,662 - mmaction - INFO - Epoch [201][280/396] lr: 3.405e-02, eta: 10:52:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6273, top5_acc: 0.8378, loss_cls: 1.4818, loss: 1.4818, grad_norm: 2.5734, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1986, loss/aux0: 1.1986 2020-10-21 00:16:39,628 - mmaction - INFO - Epoch [201][280/396] lr: 3.405e-02, eta: 10:53:00, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.6273, top5_acc: 0.8378, loss_cls: 1.4818, loss: 1.4818, grad_norm: 2.5697, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.1918, loss/aux0: 1.1918 2020-10-21 00:17:15,953 - mmaction - INFO - Epoch [201][300/396] lr: 3.405e-02, eta: 10:52:19, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6305, top5_acc: 0.8344, loss_cls: 1.4871, loss: 1.4871, grad_norm: 2.6199, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.2560, loss/aux0: 1.2560 2020-10-21 00:17:16,904 - mmaction - INFO - Epoch [201][300/396] lr: 3.405e-02, eta: 10:52:24, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6305, top5_acc: 0.8344, loss_cls: 1.4871, loss: 1.4871, grad_norm: 2.6232, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2587, loss/aux0: 1.2587 2020-10-21 00:17:53,274 - mmaction - INFO - Epoch [201][320/396] lr: 3.405e-02, eta: 10:51:44, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8263, loss_cls: 1.5568, loss: 1.5568, grad_norm: 2.6523, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2217, loss/aux0: 1.2217 2020-10-21 00:17:54,225 - mmaction - INFO - Epoch [201][320/396] lr: 3.405e-02, eta: 10:51:49, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8263, loss_cls: 1.5568, loss: 1.5568, grad_norm: 2.6489, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2335, loss/aux0: 1.2335 2020-10-21 00:18:30,677 - mmaction - INFO - Epoch [201][340/396] lr: 3.405e-02, eta: 10:51:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6214, top5_acc: 0.8323, loss_cls: 1.5072, loss: 1.5072, grad_norm: 2.6363, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2490, loss/aux0: 1.2490 2020-10-21 00:18:31,602 - mmaction - INFO - Epoch [201][340/396] lr: 3.405e-02, eta: 10:51:13, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6214, top5_acc: 0.8323, loss_cls: 1.5072, loss: 1.5072, grad_norm: 2.6445, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2356, loss/aux0: 1.2356 2020-10-21 00:19:07,858 - mmaction - INFO - Epoch [201][360/396] lr: 3.405e-02, eta: 10:50:33, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8263, loss_cls: 1.5315, loss: 1.5315, grad_norm: 2.6471, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2115, loss/aux0: 1.2115 2020-10-21 00:19:08,788 - mmaction - INFO - Epoch [201][360/396] lr: 3.405e-02, eta: 10:50:38, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8263, loss_cls: 1.5315, loss: 1.5315, grad_norm: 2.6502, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2118, loss/aux0: 1.2118 2020-10-21 00:19:45,195 - mmaction - INFO - Epoch [201][380/396] lr: 3.405e-02, eta: 10:49:57, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8393, loss_cls: 1.4912, loss: 1.4912, grad_norm: 2.6263, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1821, loss/aux0: 1.1821 2020-10-21 00:19:46,150 - mmaction - INFO - Epoch [201][380/396] lr: 3.405e-02, eta: 10:50:03, time: 0.932, data_time: 0.008, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8393, loss_cls: 1.4912, loss: 1.4912, grad_norm: 2.6293, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1830, loss/aux0: 1.1830 2020-10-21 00:24:48,596 - mmaction - INFO - Epoch [202][20/396] lr: 3.289e-02, eta: 10:48:46, time: 0.915, data_time: 0.000, memory: 8466, top1_acc: 0.6245, top5_acc: 0.8409, loss_cls: 1.4860, loss: 1.4860, grad_norm: 2.6497, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1752, loss/aux0: 1.1752 2020-10-21 00:24:49,535 - mmaction - INFO - Epoch [202][20/396] lr: 3.289e-02, eta: 10:48:51, time: 0.920, data_time: 0.004, memory: 8466, top1_acc: 0.6245, top5_acc: 0.8409, loss_cls: 1.4860, loss: 1.4860, grad_norm: 2.6586, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1766, loss/aux0: 1.1766 2020-10-21 00:25:25,743 - mmaction - INFO - Epoch [202][40/396] lr: 3.289e-02, eta: 10:48:10, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6378, top5_acc: 0.8411, loss_cls: 1.4570, loss: 1.4570, grad_norm: 2.7136, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2253, loss/aux0: 1.2253 2020-10-21 00:25:26,661 - mmaction - INFO - Epoch [202][40/396] lr: 3.289e-02, eta: 10:48:15, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6378, top5_acc: 0.8411, loss_cls: 1.4570, loss: 1.4570, grad_norm: 2.7056, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2223, loss/aux0: 1.2223 2020-10-21 00:26:03,035 - mmaction - INFO - Epoch [202][60/396] lr: 3.289e-02, eta: 10:47:35, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6185, top5_acc: 0.8268, loss_cls: 1.5210, loss: 1.5210, grad_norm: 2.5880, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1967, loss/aux0: 1.1967 2020-10-21 00:26:03,957 - mmaction - INFO - Epoch [202][60/396] lr: 3.289e-02, eta: 10:47:40, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6185, top5_acc: 0.8268, loss_cls: 1.5210, loss: 1.5210, grad_norm: 2.5838, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2016, loss/aux0: 1.2016 2020-10-21 00:26:40,091 - mmaction - INFO - Epoch [202][80/396] lr: 3.289e-02, eta: 10:46:59, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6302, top5_acc: 0.8490, loss_cls: 1.4598, loss: 1.4598, grad_norm: 2.5843, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2506, loss/aux0: 1.2506 2020-10-21 00:26:41,028 - mmaction - INFO - Epoch [202][80/396] lr: 3.289e-02, eta: 10:47:04, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6302, top5_acc: 0.8490, loss_cls: 1.4598, loss: 1.4598, grad_norm: 2.5856, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2450, loss/aux0: 1.2450 2020-10-21 00:27:17,563 - mmaction - INFO - Epoch [202][100/396] lr: 3.289e-02, eta: 10:46:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6302, top5_acc: 0.8326, loss_cls: 1.5040, loss: 1.5040, grad_norm: 2.6404, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2194, loss/aux0: 1.2194 2020-10-21 00:27:18,496 - mmaction - INFO - Epoch [202][100/396] lr: 3.289e-02, eta: 10:46:29, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6302, top5_acc: 0.8326, loss_cls: 1.5040, loss: 1.5040, grad_norm: 2.6354, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2191, loss/aux0: 1.2191 2020-10-21 00:27:54,863 - mmaction - INFO - Epoch [202][120/396] lr: 3.289e-02, eta: 10:45:49, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8401, loss_cls: 1.5117, loss: 1.5117, grad_norm: 2.7123, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2567, loss/aux0: 1.2567 2020-10-21 00:27:55,794 - mmaction - INFO - Epoch [202][120/396] lr: 3.289e-02, eta: 10:45:54, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8401, loss_cls: 1.5117, loss: 1.5117, grad_norm: 2.7216, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2613, loss/aux0: 1.2613 2020-10-21 00:28:32,166 - mmaction - INFO - Epoch [202][140/396] lr: 3.289e-02, eta: 10:45:13, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6326, top5_acc: 0.8333, loss_cls: 1.5116, loss: 1.5116, grad_norm: 2.6327, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2597, loss/aux0: 1.2597 2020-10-21 00:28:33,104 - mmaction - INFO - Epoch [202][140/396] lr: 3.289e-02, eta: 10:45:18, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6326, top5_acc: 0.8333, loss_cls: 1.5116, loss: 1.5116, grad_norm: 2.6474, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2680, loss/aux0: 1.2680 2020-10-21 00:29:09,436 - mmaction - INFO - Epoch [202][160/396] lr: 3.289e-02, eta: 10:44:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6203, top5_acc: 0.8341, loss_cls: 1.5422, loss: 1.5422, grad_norm: 2.6184, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2353, loss/aux0: 1.2353 2020-10-21 00:29:10,365 - mmaction - INFO - Epoch [202][160/396] lr: 3.289e-02, eta: 10:44:43, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6203, top5_acc: 0.8341, loss_cls: 1.5422, loss: 1.5422, grad_norm: 2.6265, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2296, loss/aux0: 1.2296 2020-10-21 00:29:46,919 - mmaction - INFO - Epoch [202][180/396] lr: 3.289e-02, eta: 10:44:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6172, top5_acc: 0.8352, loss_cls: 1.5229, loss: 1.5229, grad_norm: 2.6422, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2395, loss/aux0: 1.2395 2020-10-21 00:29:48,081 - mmaction - INFO - Epoch [202][180/396] lr: 3.289e-02, eta: 10:44:08, time: 0.943, data_time: 0.012, memory: 8466, top1_acc: 0.6172, top5_acc: 0.8352, loss_cls: 1.5229, loss: 1.5229, grad_norm: 2.6342, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2328, loss/aux0: 1.2328 2020-10-21 00:30:24,606 - mmaction - INFO - Epoch [202][200/396] lr: 3.289e-02, eta: 10:43:27, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8383, loss_cls: 1.5151, loss: 1.5151, grad_norm: 2.6147, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2263, loss/aux0: 1.2263 2020-10-21 00:30:25,548 - mmaction - INFO - Epoch [202][200/396] lr: 3.289e-02, eta: 10:43:32, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8383, loss_cls: 1.5151, loss: 1.5151, grad_norm: 2.6099, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2314, loss/aux0: 1.2314 2020-10-21 00:31:01,755 - mmaction - INFO - Epoch [202][220/396] lr: 3.289e-02, eta: 10:42:52, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6266, top5_acc: 0.8424, loss_cls: 1.4719, loss: 1.4719, grad_norm: 2.6464, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2281, loss/aux0: 1.2281 2020-10-21 00:31:02,695 - mmaction - INFO - Epoch [202][220/396] lr: 3.289e-02, eta: 10:42:57, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6266, top5_acc: 0.8424, loss_cls: 1.4719, loss: 1.4719, grad_norm: 2.6418, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2307, loss/aux0: 1.2307 2020-10-21 00:31:39,287 - mmaction - INFO - Epoch [202][240/396] lr: 3.289e-02, eta: 10:42:16, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6208, top5_acc: 0.8336, loss_cls: 1.5301, loss: 1.5301, grad_norm: 2.6042, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.1967, loss/aux0: 1.1967 2020-10-21 00:31:40,221 - mmaction - INFO - Epoch [202][240/396] lr: 3.289e-02, eta: 10:42:22, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6208, top5_acc: 0.8336, loss_cls: 1.5301, loss: 1.5301, grad_norm: 2.6292, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2124, loss/aux0: 1.2124 2020-10-21 00:32:16,554 - mmaction - INFO - Epoch [202][260/396] lr: 3.289e-02, eta: 10:41:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6266, top5_acc: 0.8461, loss_cls: 1.4732, loss: 1.4732, grad_norm: 2.6848, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1799, loss/aux0: 1.1799 2020-10-21 00:32:17,493 - mmaction - INFO - Epoch [202][260/396] lr: 3.289e-02, eta: 10:41:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6266, top5_acc: 0.8461, loss_cls: 1.4732, loss: 1.4732, grad_norm: 2.6787, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1578, loss/aux0: 1.1578 2020-10-21 00:32:53,745 - mmaction - INFO - Epoch [202][280/396] lr: 3.289e-02, eta: 10:41:06, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8346, loss_cls: 1.5288, loss: 1.5288, grad_norm: 2.6334, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2133, loss/aux0: 1.2133 2020-10-21 00:32:54,687 - mmaction - INFO - Epoch [202][280/396] lr: 3.289e-02, eta: 10:41:11, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8346, loss_cls: 1.5288, loss: 1.5288, grad_norm: 2.6345, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2194, loss/aux0: 1.2194 2020-10-21 00:33:30,984 - mmaction - INFO - Epoch [202][300/396] lr: 3.289e-02, eta: 10:40:30, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6208, top5_acc: 0.8359, loss_cls: 1.5208, loss: 1.5208, grad_norm: 2.6607, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1481, loss/aux0: 1.1481 2020-10-21 00:33:31,934 - mmaction - INFO - Epoch [202][300/396] lr: 3.289e-02, eta: 10:40:35, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6208, top5_acc: 0.8359, loss_cls: 1.5208, loss: 1.5208, grad_norm: 2.6645, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1363, loss/aux0: 1.1363 2020-10-21 00:34:08,452 - mmaction - INFO - Epoch [202][320/396] lr: 3.289e-02, eta: 10:39:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6172, top5_acc: 0.8302, loss_cls: 1.5450, loss: 1.5450, grad_norm: 2.6201, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.1606, loss/aux0: 1.1606 2020-10-21 00:34:09,439 - mmaction - INFO - Epoch [202][320/396] lr: 3.289e-02, eta: 10:40:00, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6172, top5_acc: 0.8302, loss_cls: 1.5450, loss: 1.5450, grad_norm: 2.6215, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.1595, loss/aux0: 1.1595 2020-10-21 00:34:45,716 - mmaction - INFO - Epoch [202][340/396] lr: 3.289e-02, eta: 10:39:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6185, top5_acc: 0.8365, loss_cls: 1.5075, loss: 1.5075, grad_norm: 2.6439, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2037, loss/aux0: 1.2037 2020-10-21 00:34:46,647 - mmaction - INFO - Epoch [202][340/396] lr: 3.289e-02, eta: 10:39:25, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6185, top5_acc: 0.8365, loss_cls: 1.5075, loss: 1.5075, grad_norm: 2.6450, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2066, loss/aux0: 1.2066 2020-10-21 00:35:22,828 - mmaction - INFO - Epoch [202][360/396] lr: 3.289e-02, eta: 10:38:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6331, top5_acc: 0.8422, loss_cls: 1.4800, loss: 1.4800, grad_norm: 2.6631, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2142, loss/aux0: 1.2142 2020-10-21 00:35:23,773 - mmaction - INFO - Epoch [202][360/396] lr: 3.289e-02, eta: 10:38:49, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6331, top5_acc: 0.8422, loss_cls: 1.4800, loss: 1.4800, grad_norm: 2.6630, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2092, loss/aux0: 1.2092 2020-10-21 00:35:59,895 - mmaction - INFO - Epoch [202][380/396] lr: 3.289e-02, eta: 10:38:09, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6177, top5_acc: 0.8328, loss_cls: 1.5445, loss: 1.5445, grad_norm: 2.7121, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1780, loss/aux0: 1.1780 2020-10-21 00:36:00,842 - mmaction - INFO - Epoch [202][380/396] lr: 3.289e-02, eta: 10:38:14, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6177, top5_acc: 0.8328, loss_cls: 1.5445, loss: 1.5445, grad_norm: 2.7008, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1885, loss/aux0: 1.1885 2020-10-21 00:41:00,276 - mmaction - INFO - Epoch [203][20/396] lr: 3.175e-02, eta: 10:36:57, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.6430, top5_acc: 0.8404, loss_cls: 1.4474, loss: 1.4474, grad_norm: 2.6507, top1_acc/aux0: 0.7009, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.1887, loss/aux0: 1.1887 2020-10-21 00:41:01,220 - mmaction - INFO - Epoch [203][20/396] lr: 3.175e-02, eta: 10:37:02, time: 0.920, data_time: 0.003, memory: 8466, top1_acc: 0.6430, top5_acc: 0.8404, loss_cls: 1.4474, loss: 1.4474, grad_norm: 2.6515, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1770, loss/aux0: 1.1770 2020-10-21 00:41:37,197 - mmaction - INFO - Epoch [203][40/396] lr: 3.175e-02, eta: 10:36:22, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6195, top5_acc: 0.8341, loss_cls: 1.5245, loss: 1.5245, grad_norm: 2.6352, top1_acc/aux0: 0.7013, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1941, loss/aux0: 1.1941 2020-10-21 00:41:38,139 - mmaction - INFO - Epoch [203][40/396] lr: 3.175e-02, eta: 10:36:26, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6195, top5_acc: 0.8341, loss_cls: 1.5245, loss: 1.5245, grad_norm: 2.6467, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2087, loss/aux0: 1.2087 2020-10-21 00:42:14,359 - mmaction - INFO - Epoch [203][60/396] lr: 3.175e-02, eta: 10:35:46, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6318, top5_acc: 0.8315, loss_cls: 1.5001, loss: 1.5001, grad_norm: 2.6481, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2229, loss/aux0: 1.2229 2020-10-21 00:42:15,308 - mmaction - INFO - Epoch [203][60/396] lr: 3.175e-02, eta: 10:35:51, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6318, top5_acc: 0.8315, loss_cls: 1.5001, loss: 1.5001, grad_norm: 2.6563, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2283, loss/aux0: 1.2283 2020-10-21 00:42:51,370 - mmaction - INFO - Epoch [203][80/396] lr: 3.175e-02, eta: 10:35:11, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6378, top5_acc: 0.8484, loss_cls: 1.4473, loss: 1.4473, grad_norm: 2.5800, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2272, loss/aux0: 1.2272 2020-10-21 00:42:52,299 - mmaction - INFO - Epoch [203][80/396] lr: 3.175e-02, eta: 10:35:16, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6378, top5_acc: 0.8484, loss_cls: 1.4473, loss: 1.4473, grad_norm: 2.5598, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2094, loss/aux0: 1.2094 2020-10-21 00:43:28,585 - mmaction - INFO - Epoch [203][100/396] lr: 3.175e-02, eta: 10:34:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6357, top5_acc: 0.8461, loss_cls: 1.4506, loss: 1.4506, grad_norm: 2.7180, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2099, loss/aux0: 1.2099 2020-10-21 00:43:29,519 - mmaction - INFO - Epoch [203][100/396] lr: 3.175e-02, eta: 10:34:40, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6357, top5_acc: 0.8461, loss_cls: 1.4506, loss: 1.4506, grad_norm: 2.6975, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2185, loss/aux0: 1.2185 2020-10-21 00:44:05,729 - mmaction - INFO - Epoch [203][120/396] lr: 3.175e-02, eta: 10:34:00, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6354, top5_acc: 0.8414, loss_cls: 1.4558, loss: 1.4558, grad_norm: 2.7163, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2090, loss/aux0: 1.2090 2020-10-21 00:44:06,673 - mmaction - INFO - Epoch [203][120/396] lr: 3.175e-02, eta: 10:34:05, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6354, top5_acc: 0.8414, loss_cls: 1.4558, loss: 1.4558, grad_norm: 2.7102, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2025, loss/aux0: 1.2025 2020-10-21 00:44:42,899 - mmaction - INFO - Epoch [203][140/396] lr: 3.175e-02, eta: 10:33:24, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6362, top5_acc: 0.8474, loss_cls: 1.4500, loss: 1.4500, grad_norm: 2.6600, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1891, loss/aux0: 1.1891 2020-10-21 00:44:43,824 - mmaction - INFO - Epoch [203][140/396] lr: 3.175e-02, eta: 10:33:29, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6362, top5_acc: 0.8474, loss_cls: 1.4500, loss: 1.4500, grad_norm: 2.6568, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1977, loss/aux0: 1.1977 2020-10-21 00:45:20,215 - mmaction - INFO - Epoch [203][160/396] lr: 3.175e-02, eta: 10:32:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6258, top5_acc: 0.8315, loss_cls: 1.5172, loss: 1.5172, grad_norm: 2.7146, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2141, loss/aux0: 1.2141 2020-10-21 00:45:21,144 - mmaction - INFO - Epoch [203][160/396] lr: 3.175e-02, eta: 10:32:54, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6258, top5_acc: 0.8315, loss_cls: 1.5172, loss: 1.5172, grad_norm: 2.7350, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2241, loss/aux0: 1.2241 2020-10-21 00:45:57,414 - mmaction - INFO - Epoch [203][180/396] lr: 3.175e-02, eta: 10:32:14, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8323, loss_cls: 1.5068, loss: 1.5068, grad_norm: 2.6177, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2306, loss/aux0: 1.2306 2020-10-21 00:45:58,358 - mmaction - INFO - Epoch [203][180/396] lr: 3.175e-02, eta: 10:32:19, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8323, loss_cls: 1.5068, loss: 1.5068, grad_norm: 2.6251, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2306, loss/aux0: 1.2306 2020-10-21 00:46:34,807 - mmaction - INFO - Epoch [203][200/396] lr: 3.175e-02, eta: 10:31:38, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6216, top5_acc: 0.8383, loss_cls: 1.4833, loss: 1.4833, grad_norm: 2.6462, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2071, loss/aux0: 1.2071 2020-10-21 00:46:35,735 - mmaction - INFO - Epoch [203][200/396] lr: 3.175e-02, eta: 10:31:43, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6216, top5_acc: 0.8383, loss_cls: 1.4833, loss: 1.4833, grad_norm: 2.6368, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.1918, loss/aux0: 1.1918 2020-10-21 00:47:12,366 - mmaction - INFO - Epoch [203][220/396] lr: 3.175e-02, eta: 10:31:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8427, loss_cls: 1.4634, loss: 1.4634, grad_norm: 2.7884, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2161, loss/aux0: 1.2161 2020-10-21 00:47:13,336 - mmaction - INFO - Epoch [203][220/396] lr: 3.175e-02, eta: 10:31:08, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8427, loss_cls: 1.4634, loss: 1.4634, grad_norm: 2.7650, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2160, loss/aux0: 1.2160 2020-10-21 00:47:49,625 - mmaction - INFO - Epoch [203][240/396] lr: 3.175e-02, eta: 10:30:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6294, top5_acc: 0.8339, loss_cls: 1.4600, loss: 1.4600, grad_norm: 2.6880, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.1968, loss/aux0: 1.1968 2020-10-21 00:47:50,559 - mmaction - INFO - Epoch [203][240/396] lr: 3.175e-02, eta: 10:30:33, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6294, top5_acc: 0.8339, loss_cls: 1.4600, loss: 1.4600, grad_norm: 2.6619, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.1934, loss/aux0: 1.1934 2020-10-21 00:48:26,751 - mmaction - INFO - Epoch [203][260/396] lr: 3.175e-02, eta: 10:29:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8378, loss_cls: 1.5040, loss: 1.5040, grad_norm: 2.6840, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1899, loss/aux0: 1.1899 2020-10-21 00:48:27,690 - mmaction - INFO - Epoch [203][260/396] lr: 3.175e-02, eta: 10:29:57, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8378, loss_cls: 1.5040, loss: 1.5040, grad_norm: 2.6696, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1892, loss/aux0: 1.1892 2020-10-21 00:49:04,102 - mmaction - INFO - Epoch [203][280/396] lr: 3.175e-02, eta: 10:29:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8385, loss_cls: 1.5062, loss: 1.5062, grad_norm: 2.7391, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2411, loss/aux0: 1.2411 2020-10-21 00:49:05,039 - mmaction - INFO - Epoch [203][280/396] lr: 3.175e-02, eta: 10:29:22, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8385, loss_cls: 1.5062, loss: 1.5062, grad_norm: 2.7448, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2479, loss/aux0: 1.2479 2020-10-21 00:49:41,034 - mmaction - INFO - Epoch [203][300/396] lr: 3.175e-02, eta: 10:28:41, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6232, top5_acc: 0.8292, loss_cls: 1.5139, loss: 1.5139, grad_norm: 2.6847, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.1910, loss/aux0: 1.1910 2020-10-21 00:49:41,959 - mmaction - INFO - Epoch [203][300/396] lr: 3.175e-02, eta: 10:28:46, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.6232, top5_acc: 0.8292, loss_cls: 1.5139, loss: 1.5139, grad_norm: 2.6806, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.1871, loss/aux0: 1.1871 2020-10-21 00:50:18,519 - mmaction - INFO - Epoch [203][320/396] lr: 3.175e-02, eta: 10:28:06, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8354, loss_cls: 1.5126, loss: 1.5126, grad_norm: 2.8091, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2630, loss/aux0: 1.2630 2020-10-21 00:50:19,536 - mmaction - INFO - Epoch [203][320/396] lr: 3.175e-02, eta: 10:28:11, time: 0.951, data_time: 0.007, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8354, loss_cls: 1.5126, loss: 1.5126, grad_norm: 2.8086, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2619, loss/aux0: 1.2619 2020-10-21 00:50:55,752 - mmaction - INFO - Epoch [203][340/396] lr: 3.175e-02, eta: 10:27:31, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6169, top5_acc: 0.8315, loss_cls: 1.5334, loss: 1.5334, grad_norm: 2.6539, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1629, loss/aux0: 1.1629 2020-10-21 00:50:56,727 - mmaction - INFO - Epoch [203][340/396] lr: 3.175e-02, eta: 10:27:36, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.6169, top5_acc: 0.8315, loss_cls: 1.5334, loss: 1.5334, grad_norm: 2.6293, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1604, loss/aux0: 1.1604 2020-10-21 00:51:32,934 - mmaction - INFO - Epoch [203][360/396] lr: 3.175e-02, eta: 10:26:55, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6305, top5_acc: 0.8458, loss_cls: 1.4657, loss: 1.4657, grad_norm: 2.6981, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1755, loss/aux0: 1.1755 2020-10-21 00:51:33,877 - mmaction - INFO - Epoch [203][360/396] lr: 3.175e-02, eta: 10:27:00, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.6305, top5_acc: 0.8458, loss_cls: 1.4657, loss: 1.4657, grad_norm: 2.7102, top1_acc/aux0: 0.7018, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.1903, loss/aux0: 1.1903 2020-10-21 00:52:10,120 - mmaction - INFO - Epoch [203][380/396] lr: 3.175e-02, eta: 10:26:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8453, loss_cls: 1.4716, loss: 1.4716, grad_norm: 2.6971, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2101, loss/aux0: 1.2101 2020-10-21 00:52:11,052 - mmaction - INFO - Epoch [203][380/396] lr: 3.175e-02, eta: 10:26:25, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8453, loss_cls: 1.4716, loss: 1.4716, grad_norm: 2.6968, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2064, loss/aux0: 1.2064 2020-10-21 00:57:23,876 - mmaction - INFO - Epoch [204][20/396] lr: 3.062e-02, eta: 10:25:08, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.6344, top5_acc: 0.8424, loss_cls: 1.4360, loss: 1.4360, grad_norm: 2.6765, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8788, loss_cls/aux0: 1.1796, loss/aux0: 1.1796 2020-10-21 00:57:24,841 - mmaction - INFO - Epoch [204][20/396] lr: 3.062e-02, eta: 10:25:13, time: 0.925, data_time: 0.005, memory: 8466, top1_acc: 0.6344, top5_acc: 0.8424, loss_cls: 1.4360, loss: 1.4360, grad_norm: 2.7006, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.1876, loss/aux0: 1.1876 2020-10-21 00:58:00,824 - mmaction - INFO - Epoch [204][40/396] lr: 3.062e-02, eta: 10:24:33, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6510, top5_acc: 0.8518, loss_cls: 1.4044, loss: 1.4044, grad_norm: 2.6868, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2144, loss/aux0: 1.2144 2020-10-21 00:58:01,776 - mmaction - INFO - Epoch [204][40/396] lr: 3.062e-02, eta: 10:24:38, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6510, top5_acc: 0.8518, loss_cls: 1.4044, loss: 1.4044, grad_norm: 2.6812, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.1984, loss/aux0: 1.1984 2020-10-21 00:58:37,924 - mmaction - INFO - Epoch [204][60/396] lr: 3.062e-02, eta: 10:23:57, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6352, top5_acc: 0.8388, loss_cls: 1.4366, loss: 1.4366, grad_norm: 2.6916, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1848, loss/aux0: 1.1848 2020-10-21 00:58:38,867 - mmaction - INFO - Epoch [204][60/396] lr: 3.062e-02, eta: 10:24:02, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6352, top5_acc: 0.8388, loss_cls: 1.4366, loss: 1.4366, grad_norm: 2.6680, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1765, loss/aux0: 1.1765 2020-10-21 00:59:15,347 - mmaction - INFO - Epoch [204][80/396] lr: 3.062e-02, eta: 10:23:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6180, top5_acc: 0.8281, loss_cls: 1.5308, loss: 1.5308, grad_norm: 2.6780, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.1761, loss/aux0: 1.1761 2020-10-21 00:59:16,289 - mmaction - INFO - Epoch [204][80/396] lr: 3.062e-02, eta: 10:23:27, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6180, top5_acc: 0.8281, loss_cls: 1.5308, loss: 1.5308, grad_norm: 2.6812, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.1885, loss/aux0: 1.1885 2020-10-21 00:59:52,303 - mmaction - INFO - Epoch [204][100/396] lr: 3.062e-02, eta: 10:22:47, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8521, loss_cls: 1.3813, loss: 1.3813, grad_norm: 2.5974, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.1815, loss/aux0: 1.1815 2020-10-21 00:59:53,254 - mmaction - INFO - Epoch [204][100/396] lr: 3.062e-02, eta: 10:22:51, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8521, loss_cls: 1.3813, loss: 1.3813, grad_norm: 2.6024, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1825, loss/aux0: 1.1825 2020-10-21 01:00:30,160 - mmaction - INFO - Epoch [204][120/396] lr: 3.062e-02, eta: 10:22:11, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.6299, top5_acc: 0.8383, loss_cls: 1.4935, loss: 1.4935, grad_norm: 2.7066, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2085, loss/aux0: 1.2085 2020-10-21 01:00:32,083 - mmaction - INFO - Epoch [204][120/396] lr: 3.062e-02, eta: 10:22:17, time: 1.017, data_time: 0.053, memory: 8466, top1_acc: 0.6299, top5_acc: 0.8383, loss_cls: 1.4935, loss: 1.4935, grad_norm: 2.6818, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2084, loss/aux0: 1.2084 2020-10-21 01:01:15,803 - mmaction - INFO - Epoch [204][140/396] lr: 3.062e-02, eta: 10:21:38, time: 1.208, data_time: 0.002, memory: 8466, top1_acc: 0.6352, top5_acc: 0.8487, loss_cls: 1.4644, loss: 1.4644, grad_norm: 2.6991, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1660, loss/aux0: 1.1660 2020-10-21 01:01:17,528 - mmaction - INFO - Epoch [204][140/396] lr: 3.062e-02, eta: 10:21:44, time: 1.251, data_time: 0.045, memory: 8466, top1_acc: 0.6352, top5_acc: 0.8487, loss_cls: 1.4644, loss: 1.4644, grad_norm: 2.6988, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1740, loss/aux0: 1.1740 2020-10-21 01:01:53,666 - mmaction - INFO - Epoch [204][160/396] lr: 3.062e-02, eta: 10:21:04, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8487, loss_cls: 1.4335, loss: 1.4335, grad_norm: 2.7082, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.1933, loss/aux0: 1.1933 2020-10-21 01:01:54,628 - mmaction - INFO - Epoch [204][160/396] lr: 3.062e-02, eta: 10:21:09, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8487, loss_cls: 1.4335, loss: 1.4335, grad_norm: 2.7040, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1850, loss/aux0: 1.1850 2020-10-21 01:02:30,875 - mmaction - INFO - Epoch [204][180/396] lr: 3.062e-02, eta: 10:20:29, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6260, top5_acc: 0.8424, loss_cls: 1.5025, loss: 1.5025, grad_norm: 2.6879, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1645, loss/aux0: 1.1645 2020-10-21 01:02:31,809 - mmaction - INFO - Epoch [204][180/396] lr: 3.062e-02, eta: 10:20:33, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.6260, top5_acc: 0.8424, loss_cls: 1.5025, loss: 1.5025, grad_norm: 2.6803, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1643, loss/aux0: 1.1643 2020-10-21 01:03:15,826 - mmaction - INFO - Epoch [204][200/396] lr: 3.062e-02, eta: 10:19:55, time: 1.236, data_time: 0.000, memory: 8466, top1_acc: 0.6279, top5_acc: 0.8312, loss_cls: 1.5331, loss: 1.5331, grad_norm: 2.7194, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1790, loss/aux0: 1.1790 2020-10-21 01:03:17,091 - mmaction - INFO - Epoch [204][200/396] lr: 3.062e-02, eta: 10:20:01, time: 1.253, data_time: 0.018, memory: 8466, top1_acc: 0.6279, top5_acc: 0.8312, loss_cls: 1.5331, loss: 1.5331, grad_norm: 2.7099, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1757, loss/aux0: 1.1757 2020-10-21 01:03:54,113 - mmaction - INFO - Epoch [204][220/396] lr: 3.062e-02, eta: 10:19:21, time: 0.967, data_time: 0.000, memory: 8466, top1_acc: 0.6419, top5_acc: 0.8388, loss_cls: 1.4527, loss: 1.4527, grad_norm: 2.7549, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1724, loss/aux0: 1.1724 2020-10-21 01:03:55,064 - mmaction - INFO - Epoch [204][220/396] lr: 3.062e-02, eta: 10:19:26, time: 0.970, data_time: 0.004, memory: 8466, top1_acc: 0.6419, top5_acc: 0.8388, loss_cls: 1.4527, loss: 1.4527, grad_norm: 2.7497, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1767, loss/aux0: 1.1767 2020-10-21 01:04:31,516 - mmaction - INFO - Epoch [204][240/396] lr: 3.062e-02, eta: 10:18:46, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6383, top5_acc: 0.8383, loss_cls: 1.4568, loss: 1.4568, grad_norm: 2.7043, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.1863, loss/aux0: 1.1863 2020-10-21 01:04:32,461 - mmaction - INFO - Epoch [204][240/396] lr: 3.062e-02, eta: 10:18:51, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6383, top5_acc: 0.8383, loss_cls: 1.4568, loss: 1.4568, grad_norm: 2.6770, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.1844, loss/aux0: 1.1844 2020-10-21 01:05:08,662 - mmaction - INFO - Epoch [204][260/396] lr: 3.062e-02, eta: 10:18:11, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6310, top5_acc: 0.8466, loss_cls: 1.4679, loss: 1.4679, grad_norm: 2.7072, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.1863, loss/aux0: 1.1863 2020-10-21 01:05:09,610 - mmaction - INFO - Epoch [204][260/396] lr: 3.062e-02, eta: 10:18:15, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.6310, top5_acc: 0.8466, loss_cls: 1.4679, loss: 1.4679, grad_norm: 2.7075, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.1879, loss/aux0: 1.1879 2020-10-21 01:05:46,007 - mmaction - INFO - Epoch [204][280/396] lr: 3.062e-02, eta: 10:17:35, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6292, top5_acc: 0.8346, loss_cls: 1.4882, loss: 1.4882, grad_norm: 2.6722, top1_acc/aux0: 0.7018, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1831, loss/aux0: 1.1831 2020-10-21 01:05:46,943 - mmaction - INFO - Epoch [204][280/396] lr: 3.062e-02, eta: 10:17:40, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6292, top5_acc: 0.8346, loss_cls: 1.4882, loss: 1.4882, grad_norm: 2.6879, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1885, loss/aux0: 1.1885 2020-10-21 01:06:23,134 - mmaction - INFO - Epoch [204][300/396] lr: 3.062e-02, eta: 10:17:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6383, top5_acc: 0.8432, loss_cls: 1.4060, loss: 1.4060, grad_norm: 2.6699, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1870, loss/aux0: 1.1870 2020-10-21 01:06:24,078 - mmaction - INFO - Epoch [204][300/396] lr: 3.062e-02, eta: 10:17:04, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6383, top5_acc: 0.8432, loss_cls: 1.4060, loss: 1.4060, grad_norm: 2.6574, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1848, loss/aux0: 1.1848 2020-10-21 01:07:00,270 - mmaction - INFO - Epoch [204][320/396] lr: 3.062e-02, eta: 10:16:24, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6240, top5_acc: 0.8359, loss_cls: 1.5003, loss: 1.5003, grad_norm: 2.7164, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1529, loss/aux0: 1.1529 2020-10-21 01:07:01,233 - mmaction - INFO - Epoch [204][320/396] lr: 3.062e-02, eta: 10:16:29, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6240, top5_acc: 0.8359, loss_cls: 1.5003, loss: 1.5003, grad_norm: 2.7183, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1571, loss/aux0: 1.1571 2020-10-21 01:07:37,585 - mmaction - INFO - Epoch [204][340/396] lr: 3.062e-02, eta: 10:15:49, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8393, loss_cls: 1.5015, loss: 1.5015, grad_norm: 2.7121, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2344, loss/aux0: 1.2344 2020-10-21 01:07:38,520 - mmaction - INFO - Epoch [204][340/396] lr: 3.062e-02, eta: 10:15:54, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8393, loss_cls: 1.5015, loss: 1.5015, grad_norm: 2.6907, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2245, loss/aux0: 1.2245 2020-10-21 01:08:15,709 - mmaction - INFO - Epoch [204][360/396] lr: 3.062e-02, eta: 10:15:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6328, top5_acc: 0.8435, loss_cls: 1.4377, loss: 1.4377, grad_norm: 2.7792, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.1998, loss/aux0: 1.1998 2020-10-21 01:08:16,693 - mmaction - INFO - Epoch [204][360/396] lr: 3.062e-02, eta: 10:15:18, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.6328, top5_acc: 0.8435, loss_cls: 1.4377, loss: 1.4377, grad_norm: 2.7688, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2063, loss/aux0: 1.2063 2020-10-21 01:08:52,864 - mmaction - INFO - Epoch [204][380/396] lr: 3.062e-02, eta: 10:14:38, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6237, top5_acc: 0.8292, loss_cls: 1.5166, loss: 1.5166, grad_norm: 2.7101, top1_acc/aux0: 0.7013, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2104, loss/aux0: 1.2104 2020-10-21 01:08:53,785 - mmaction - INFO - Epoch [204][380/396] lr: 3.062e-02, eta: 10:14:43, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6237, top5_acc: 0.8292, loss_cls: 1.5166, loss: 1.5166, grad_norm: 2.7080, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.1987, loss/aux0: 1.1987 2020-10-21 01:14:58,052 - mmaction - INFO - Epoch [205][20/396] lr: 2.952e-02, eta: 10:13:27, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8365, loss_cls: 1.4908, loss: 1.4908, grad_norm: 2.7276, top1_acc/aux0: 0.7105, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.1719, loss/aux0: 1.1719 2020-10-21 01:14:59,002 - mmaction - INFO - Epoch [205][20/396] lr: 2.952e-02, eta: 10:13:31, time: 0.919, data_time: 0.004, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8365, loss_cls: 1.4908, loss: 1.4908, grad_norm: 2.7189, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1652, loss/aux0: 1.1652 2020-10-21 01:15:35,178 - mmaction - INFO - Epoch [205][40/396] lr: 2.952e-02, eta: 10:12:51, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8375, loss_cls: 1.4613, loss: 1.4613, grad_norm: 2.6580, top1_acc/aux0: 0.7013, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2076, loss/aux0: 1.2076 2020-10-21 01:15:36,123 - mmaction - INFO - Epoch [205][40/396] lr: 2.952e-02, eta: 10:12:56, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8375, loss_cls: 1.4613, loss: 1.4613, grad_norm: 2.6511, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2097, loss/aux0: 1.2097 2020-10-21 01:16:12,252 - mmaction - INFO - Epoch [205][60/396] lr: 2.952e-02, eta: 10:12:16, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6289, top5_acc: 0.8365, loss_cls: 1.4566, loss: 1.4566, grad_norm: 2.6992, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1876, loss/aux0: 1.1876 2020-10-21 01:16:13,200 - mmaction - INFO - Epoch [205][60/396] lr: 2.952e-02, eta: 10:12:20, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6289, top5_acc: 0.8365, loss_cls: 1.4566, loss: 1.4566, grad_norm: 2.7134, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1901, loss/aux0: 1.1901 2020-10-21 01:16:49,272 - mmaction - INFO - Epoch [205][80/396] lr: 2.952e-02, eta: 10:11:40, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6302, top5_acc: 0.8411, loss_cls: 1.4619, loss: 1.4619, grad_norm: 2.6860, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1261, loss/aux0: 1.1261 2020-10-21 01:16:50,221 - mmaction - INFO - Epoch [205][80/396] lr: 2.952e-02, eta: 10:11:45, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6302, top5_acc: 0.8411, loss_cls: 1.4619, loss: 1.4619, grad_norm: 2.6949, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1329, loss/aux0: 1.1329 2020-10-21 01:17:26,434 - mmaction - INFO - Epoch [205][100/396] lr: 2.952e-02, eta: 10:11:05, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6346, top5_acc: 0.8440, loss_cls: 1.4500, loss: 1.4500, grad_norm: 2.7562, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.1895, loss/aux0: 1.1895 2020-10-21 01:17:27,370 - mmaction - INFO - Epoch [205][100/396] lr: 2.952e-02, eta: 10:11:09, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6346, top5_acc: 0.8440, loss_cls: 1.4500, loss: 1.4500, grad_norm: 2.7633, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.1919, loss/aux0: 1.1919 2020-10-21 01:18:03,626 - mmaction - INFO - Epoch [205][120/396] lr: 2.952e-02, eta: 10:10:29, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8508, loss_cls: 1.4256, loss: 1.4256, grad_norm: 2.7562, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1613, loss/aux0: 1.1613 2020-10-21 01:18:04,543 - mmaction - INFO - Epoch [205][120/396] lr: 2.952e-02, eta: 10:10:34, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8508, loss_cls: 1.4256, loss: 1.4256, grad_norm: 2.7679, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1573, loss/aux0: 1.1573 2020-10-21 01:18:41,197 - mmaction - INFO - Epoch [205][140/396] lr: 2.952e-02, eta: 10:09:54, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6250, top5_acc: 0.8349, loss_cls: 1.5007, loss: 1.5007, grad_norm: 2.7502, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2142, loss/aux0: 1.2142 2020-10-21 01:18:42,116 - mmaction - INFO - Epoch [205][140/396] lr: 2.952e-02, eta: 10:09:59, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6250, top5_acc: 0.8349, loss_cls: 1.5007, loss: 1.5007, grad_norm: 2.7465, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2125, loss/aux0: 1.2125 2020-10-21 01:19:18,323 - mmaction - INFO - Epoch [205][160/396] lr: 2.952e-02, eta: 10:09:18, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8435, loss_cls: 1.4429, loss: 1.4429, grad_norm: 2.7537, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1783, loss/aux0: 1.1783 2020-10-21 01:19:19,263 - mmaction - INFO - Epoch [205][160/396] lr: 2.952e-02, eta: 10:09:23, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8435, loss_cls: 1.4429, loss: 1.4429, grad_norm: 2.7789, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1861, loss/aux0: 1.1861 2020-10-21 01:19:55,529 - mmaction - INFO - Epoch [205][180/396] lr: 2.952e-02, eta: 10:08:43, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8349, loss_cls: 1.4967, loss: 1.4967, grad_norm: 2.7690, top1_acc/aux0: 0.7013, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2044, loss/aux0: 1.2044 2020-10-21 01:19:56,474 - mmaction - INFO - Epoch [205][180/396] lr: 2.952e-02, eta: 10:08:48, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8349, loss_cls: 1.4967, loss: 1.4967, grad_norm: 2.7624, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.1970, loss/aux0: 1.1970 2020-10-21 01:20:32,979 - mmaction - INFO - Epoch [205][200/396] lr: 2.952e-02, eta: 10:08:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8523, loss_cls: 1.4301, loss: 1.4301, grad_norm: 2.6903, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1619, loss/aux0: 1.1619 2020-10-21 01:20:33,924 - mmaction - INFO - Epoch [205][200/396] lr: 2.952e-02, eta: 10:08:12, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8523, loss_cls: 1.4301, loss: 1.4301, grad_norm: 2.6991, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1631, loss/aux0: 1.1631 2020-10-21 01:21:10,056 - mmaction - INFO - Epoch [205][220/396] lr: 2.952e-02, eta: 10:07:32, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6378, top5_acc: 0.8505, loss_cls: 1.4328, loss: 1.4328, grad_norm: 2.6903, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1888, loss/aux0: 1.1888 2020-10-21 01:21:10,980 - mmaction - INFO - Epoch [205][220/396] lr: 2.952e-02, eta: 10:07:37, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.6378, top5_acc: 0.8505, loss_cls: 1.4328, loss: 1.4328, grad_norm: 2.6893, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1922, loss/aux0: 1.1922 2020-10-21 01:21:47,380 - mmaction - INFO - Epoch [205][240/396] lr: 2.952e-02, eta: 10:06:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6346, top5_acc: 0.8409, loss_cls: 1.4594, loss: 1.4594, grad_norm: 2.7233, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.1917, loss/aux0: 1.1917 2020-10-21 01:21:48,326 - mmaction - INFO - Epoch [205][240/396] lr: 2.952e-02, eta: 10:07:02, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6346, top5_acc: 0.8409, loss_cls: 1.4594, loss: 1.4594, grad_norm: 2.7154, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.1912, loss/aux0: 1.1912 2020-10-21 01:22:24,577 - mmaction - INFO - Epoch [205][260/396] lr: 2.952e-02, eta: 10:06:21, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8354, loss_cls: 1.4912, loss: 1.4912, grad_norm: 2.7892, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1955, loss/aux0: 1.1955 2020-10-21 01:22:25,532 - mmaction - INFO - Epoch [205][260/396] lr: 2.952e-02, eta: 10:06:26, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8354, loss_cls: 1.4912, loss: 1.4912, grad_norm: 2.7822, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1987, loss/aux0: 1.1987 2020-10-21 01:23:01,760 - mmaction - INFO - Epoch [205][280/396] lr: 2.952e-02, eta: 10:05:46, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6247, top5_acc: 0.8326, loss_cls: 1.5052, loss: 1.5052, grad_norm: 2.6840, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.1731, loss/aux0: 1.1731 2020-10-21 01:23:02,705 - mmaction - INFO - Epoch [205][280/396] lr: 2.952e-02, eta: 10:05:51, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.6247, top5_acc: 0.8326, loss_cls: 1.5052, loss: 1.5052, grad_norm: 2.7117, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.1724, loss/aux0: 1.1724 2020-10-21 01:23:38,894 - mmaction - INFO - Epoch [205][300/396] lr: 2.952e-02, eta: 10:05:10, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6427, top5_acc: 0.8484, loss_cls: 1.4180, loss: 1.4180, grad_norm: 2.6770, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.1883, loss/aux0: 1.1883 2020-10-21 01:23:39,849 - mmaction - INFO - Epoch [205][300/396] lr: 2.952e-02, eta: 10:05:15, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6427, top5_acc: 0.8484, loss_cls: 1.4180, loss: 1.4180, grad_norm: 2.6788, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.1761, loss/aux0: 1.1761 2020-10-21 01:24:16,280 - mmaction - INFO - Epoch [205][320/396] lr: 2.952e-02, eta: 10:04:35, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6404, top5_acc: 0.8479, loss_cls: 1.4244, loss: 1.4244, grad_norm: 2.7943, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1206, loss/aux0: 1.1206 2020-10-21 01:24:17,223 - mmaction - INFO - Epoch [205][320/396] lr: 2.952e-02, eta: 10:04:40, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6404, top5_acc: 0.8479, loss_cls: 1.4244, loss: 1.4244, grad_norm: 2.7971, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1238, loss/aux0: 1.1238 2020-10-21 01:24:53,321 - mmaction - INFO - Epoch [205][340/396] lr: 2.952e-02, eta: 10:04:00, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6245, top5_acc: 0.8396, loss_cls: 1.4973, loss: 1.4973, grad_norm: 2.8023, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1863, loss/aux0: 1.1863 2020-10-21 01:24:54,254 - mmaction - INFO - Epoch [205][340/396] lr: 2.952e-02, eta: 10:04:04, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.6245, top5_acc: 0.8396, loss_cls: 1.4973, loss: 1.4973, grad_norm: 2.7918, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.1825, loss/aux0: 1.1825 2020-10-21 01:25:30,474 - mmaction - INFO - Epoch [205][360/396] lr: 2.952e-02, eta: 10:03:24, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8385, loss_cls: 1.4876, loss: 1.4876, grad_norm: 2.7316, top1_acc/aux0: 0.7096, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1569, loss/aux0: 1.1569 2020-10-21 01:25:31,429 - mmaction - INFO - Epoch [205][360/396] lr: 2.952e-02, eta: 10:03:29, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8385, loss_cls: 1.4876, loss: 1.4876, grad_norm: 2.7308, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1622, loss/aux0: 1.1622 2020-10-21 01:26:07,911 - mmaction - INFO - Epoch [205][380/396] lr: 2.952e-02, eta: 10:02:49, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6305, top5_acc: 0.8406, loss_cls: 1.4620, loss: 1.4620, grad_norm: 2.7990, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2089, loss/aux0: 1.2089 2020-10-21 01:26:08,849 - mmaction - INFO - Epoch [205][380/396] lr: 2.952e-02, eta: 10:02:53, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6305, top5_acc: 0.8406, loss_cls: 1.4620, loss: 1.4620, grad_norm: 2.7779, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2070, loss/aux0: 1.2070 2020-10-21 01:31:09,903 - mmaction - INFO - Epoch [206][20/396] lr: 2.843e-02, eta: 10:01:37, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.6396, top5_acc: 0.8518, loss_cls: 1.4125, loss: 1.4125, grad_norm: 2.7111, top1_acc/aux0: 0.6853, top5_acc/aux0: 0.8824, loss_cls/aux0: 1.2293, loss/aux0: 1.2293 2020-10-21 01:31:10,856 - mmaction - INFO - Epoch [206][20/396] lr: 2.843e-02, eta: 10:01:42, time: 0.926, data_time: 0.009, memory: 8466, top1_acc: 0.6396, top5_acc: 0.8518, loss_cls: 1.4125, loss: 1.4125, grad_norm: 2.6957, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2276, loss/aux0: 1.2276 2020-10-21 01:31:46,948 - mmaction - INFO - Epoch [206][40/396] lr: 2.843e-02, eta: 10:01:02, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6451, top5_acc: 0.8461, loss_cls: 1.4149, loss: 1.4149, grad_norm: 2.7243, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1752, loss/aux0: 1.1752 2020-10-21 01:31:47,879 - mmaction - INFO - Epoch [206][40/396] lr: 2.843e-02, eta: 10:01:07, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6451, top5_acc: 0.8461, loss_cls: 1.4149, loss: 1.4149, grad_norm: 2.7320, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1788, loss/aux0: 1.1788 2020-10-21 01:32:24,127 - mmaction - INFO - Epoch [206][60/396] lr: 2.843e-02, eta: 10:00:27, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6339, top5_acc: 0.8505, loss_cls: 1.4445, loss: 1.4445, grad_norm: 2.7419, top1_acc/aux0: 0.7018, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1789, loss/aux0: 1.1789 2020-10-21 01:32:25,057 - mmaction - INFO - Epoch [206][60/396] lr: 2.843e-02, eta: 10:00:31, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6339, top5_acc: 0.8505, loss_cls: 1.4445, loss: 1.4445, grad_norm: 2.7483, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1737, loss/aux0: 1.1737 2020-10-21 01:33:01,273 - mmaction - INFO - Epoch [206][80/396] lr: 2.843e-02, eta: 9:59:51, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6375, top5_acc: 0.8383, loss_cls: 1.4470, loss: 1.4470, grad_norm: 2.7194, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2056, loss/aux0: 1.2056 2020-10-21 01:33:02,246 - mmaction - INFO - Epoch [206][80/396] lr: 2.843e-02, eta: 9:59:56, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.6375, top5_acc: 0.8383, loss_cls: 1.4470, loss: 1.4470, grad_norm: 2.7185, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2075, loss/aux0: 1.2075 2020-10-21 01:33:38,633 - mmaction - INFO - Epoch [206][100/396] lr: 2.843e-02, eta: 9:59:16, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6393, top5_acc: 0.8380, loss_cls: 1.4385, loss: 1.4385, grad_norm: 2.7531, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.1848, loss/aux0: 1.1848 2020-10-21 01:33:39,590 - mmaction - INFO - Epoch [206][100/396] lr: 2.843e-02, eta: 9:59:20, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6393, top5_acc: 0.8380, loss_cls: 1.4385, loss: 1.4385, grad_norm: 2.7515, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.1834, loss/aux0: 1.1834 2020-10-21 01:34:16,189 - mmaction - INFO - Epoch [206][120/396] lr: 2.843e-02, eta: 9:58:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6294, top5_acc: 0.8448, loss_cls: 1.4306, loss: 1.4306, grad_norm: 2.6592, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.1729, loss/aux0: 1.1729 2020-10-21 01:34:17,143 - mmaction - INFO - Epoch [206][120/396] lr: 2.843e-02, eta: 9:58:45, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6294, top5_acc: 0.8448, loss_cls: 1.4306, loss: 1.4306, grad_norm: 2.6525, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1645, loss/aux0: 1.1645 2020-10-21 01:34:53,408 - mmaction - INFO - Epoch [206][140/396] lr: 2.843e-02, eta: 9:58:05, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8542, loss_cls: 1.3903, loss: 1.3903, grad_norm: 2.7222, top1_acc/aux0: 0.6977, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1765, loss/aux0: 1.1765 2020-10-21 01:34:54,347 - mmaction - INFO - Epoch [206][140/396] lr: 2.843e-02, eta: 9:58:09, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8542, loss_cls: 1.3903, loss: 1.3903, grad_norm: 2.7034, top1_acc/aux0: 0.6977, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1741, loss/aux0: 1.1741 2020-10-21 01:35:30,737 - mmaction - INFO - Epoch [206][160/396] lr: 2.843e-02, eta: 9:57:29, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8414, loss_cls: 1.4619, loss: 1.4619, grad_norm: 2.8228, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1728, loss/aux0: 1.1728 2020-10-21 01:35:31,684 - mmaction - INFO - Epoch [206][160/396] lr: 2.843e-02, eta: 9:57:34, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8414, loss_cls: 1.4619, loss: 1.4619, grad_norm: 2.7934, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1690, loss/aux0: 1.1690 2020-10-21 01:36:07,932 - mmaction - INFO - Epoch [206][180/396] lr: 2.843e-02, eta: 9:56:54, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6362, top5_acc: 0.8375, loss_cls: 1.4620, loss: 1.4620, grad_norm: 2.7228, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.1718, loss/aux0: 1.1718 2020-10-21 01:36:08,868 - mmaction - INFO - Epoch [206][180/396] lr: 2.843e-02, eta: 9:56:59, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6362, top5_acc: 0.8375, loss_cls: 1.4620, loss: 1.4620, grad_norm: 2.7372, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.1791, loss/aux0: 1.1791 2020-10-21 01:36:45,060 - mmaction - INFO - Epoch [206][200/396] lr: 2.843e-02, eta: 9:56:19, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6349, top5_acc: 0.8430, loss_cls: 1.4585, loss: 1.4585, grad_norm: 2.7138, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.1666, loss/aux0: 1.1666 2020-10-21 01:36:45,988 - mmaction - INFO - Epoch [206][200/396] lr: 2.843e-02, eta: 9:56:23, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6349, top5_acc: 0.8430, loss_cls: 1.4585, loss: 1.4585, grad_norm: 2.7183, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.1685, loss/aux0: 1.1685 2020-10-21 01:37:22,276 - mmaction - INFO - Epoch [206][220/396] lr: 2.843e-02, eta: 9:55:43, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6292, top5_acc: 0.8378, loss_cls: 1.4798, loss: 1.4798, grad_norm: 2.7530, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1198, loss/aux0: 1.1198 2020-10-21 01:37:23,232 - mmaction - INFO - Epoch [206][220/396] lr: 2.843e-02, eta: 9:55:48, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6292, top5_acc: 0.8378, loss_cls: 1.4798, loss: 1.4798, grad_norm: 2.7536, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1226, loss/aux0: 1.1226 2020-10-21 01:37:59,943 - mmaction - INFO - Epoch [206][240/396] lr: 2.843e-02, eta: 9:55:08, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6419, top5_acc: 0.8505, loss_cls: 1.4684, loss: 1.4684, grad_norm: 2.7451, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2072, loss/aux0: 1.2072 2020-10-21 01:38:00,864 - mmaction - INFO - Epoch [206][240/396] lr: 2.843e-02, eta: 9:55:12, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.6419, top5_acc: 0.8505, loss_cls: 1.4684, loss: 1.4684, grad_norm: 2.7413, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2152, loss/aux0: 1.2152 2020-10-21 01:38:37,067 - mmaction - INFO - Epoch [206][260/396] lr: 2.843e-02, eta: 9:54:32, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6365, top5_acc: 0.8451, loss_cls: 1.4731, loss: 1.4731, grad_norm: 2.7110, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1516, loss/aux0: 1.1516 2020-10-21 01:38:37,989 - mmaction - INFO - Epoch [206][260/396] lr: 2.843e-02, eta: 9:54:37, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.6365, top5_acc: 0.8451, loss_cls: 1.4731, loss: 1.4731, grad_norm: 2.7031, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1434, loss/aux0: 1.1434 2020-10-21 01:39:14,416 - mmaction - INFO - Epoch [206][280/396] lr: 2.843e-02, eta: 9:53:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8354, loss_cls: 1.5254, loss: 1.5254, grad_norm: 2.8084, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.1750, loss/aux0: 1.1750 2020-10-21 01:39:15,387 - mmaction - INFO - Epoch [206][280/396] lr: 2.843e-02, eta: 9:54:01, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8354, loss_cls: 1.5254, loss: 1.5254, grad_norm: 2.8037, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1772, loss/aux0: 1.1772 2020-10-21 01:39:51,763 - mmaction - INFO - Epoch [206][300/396] lr: 2.843e-02, eta: 9:53:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6289, top5_acc: 0.8411, loss_cls: 1.4692, loss: 1.4692, grad_norm: 2.7096, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.1462, loss/aux0: 1.1462 2020-10-21 01:39:52,718 - mmaction - INFO - Epoch [206][300/396] lr: 2.843e-02, eta: 9:53:26, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.6289, top5_acc: 0.8411, loss_cls: 1.4692, loss: 1.4692, grad_norm: 2.7022, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.1420, loss/aux0: 1.1420 2020-10-21 01:40:29,093 - mmaction - INFO - Epoch [206][320/396] lr: 2.843e-02, eta: 9:52:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8354, loss_cls: 1.5052, loss: 1.5052, grad_norm: 2.7444, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1488, loss/aux0: 1.1488 2020-10-21 01:40:30,068 - mmaction - INFO - Epoch [206][320/396] lr: 2.843e-02, eta: 9:52:51, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8354, loss_cls: 1.5052, loss: 1.5052, grad_norm: 2.7411, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1471, loss/aux0: 1.1471 2020-10-21 01:41:06,450 - mmaction - INFO - Epoch [206][340/396] lr: 2.843e-02, eta: 9:52:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6320, top5_acc: 0.8443, loss_cls: 1.4718, loss: 1.4718, grad_norm: 2.7642, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1808, loss/aux0: 1.1808 2020-10-21 01:41:07,389 - mmaction - INFO - Epoch [206][340/396] lr: 2.843e-02, eta: 9:52:15, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6320, top5_acc: 0.8443, loss_cls: 1.4718, loss: 1.4718, grad_norm: 2.7589, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1898, loss/aux0: 1.1898 2020-10-21 01:41:44,032 - mmaction - INFO - Epoch [206][360/396] lr: 2.843e-02, eta: 9:51:35, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6313, top5_acc: 0.8448, loss_cls: 1.4389, loss: 1.4389, grad_norm: 2.7630, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1267, loss/aux0: 1.1267 2020-10-21 01:41:45,020 - mmaction - INFO - Epoch [206][360/396] lr: 2.843e-02, eta: 9:51:40, time: 0.941, data_time: 0.005, memory: 8466, top1_acc: 0.6313, top5_acc: 0.8448, loss_cls: 1.4389, loss: 1.4389, grad_norm: 2.7653, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1162, loss/aux0: 1.1162 2020-10-21 01:42:21,406 - mmaction - INFO - Epoch [206][380/396] lr: 2.843e-02, eta: 9:51:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6299, top5_acc: 0.8398, loss_cls: 1.4564, loss: 1.4564, grad_norm: 2.7652, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1356, loss/aux0: 1.1356 2020-10-21 01:42:22,330 - mmaction - INFO - Epoch [206][380/396] lr: 2.843e-02, eta: 9:51:04, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6299, top5_acc: 0.8398, loss_cls: 1.4564, loss: 1.4564, grad_norm: 2.7562, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1331, loss/aux0: 1.1331 2020-10-21 01:48:10,209 - mmaction - INFO - Epoch [207][20/396] lr: 2.736e-02, eta: 9:49:49, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8359, loss_cls: 1.4782, loss: 1.4782, grad_norm: 2.8128, top1_acc/aux0: 0.6905, top5_acc/aux0: 0.8824, loss_cls/aux0: 1.2304, loss/aux0: 1.2304 2020-10-21 01:48:11,154 - mmaction - INFO - Epoch [207][20/396] lr: 2.736e-02, eta: 9:49:53, time: 0.926, data_time: 0.011, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8359, loss_cls: 1.4782, loss: 1.4782, grad_norm: 2.8036, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2265, loss/aux0: 1.2265 2020-10-21 01:48:47,316 - mmaction - INFO - Epoch [207][40/396] lr: 2.736e-02, eta: 9:49:13, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6380, top5_acc: 0.8451, loss_cls: 1.4262, loss: 1.4262, grad_norm: 2.7173, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.1138, loss/aux0: 1.1138 2020-10-21 01:48:48,251 - mmaction - INFO - Epoch [207][40/396] lr: 2.736e-02, eta: 9:49:18, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6380, top5_acc: 0.8451, loss_cls: 1.4262, loss: 1.4262, grad_norm: 2.7145, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1102, loss/aux0: 1.1102 2020-10-21 01:49:24,183 - mmaction - INFO - Epoch [207][60/396] lr: 2.736e-02, eta: 9:48:38, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6365, top5_acc: 0.8383, loss_cls: 1.4421, loss: 1.4421, grad_norm: 2.7844, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1679, loss/aux0: 1.1679 2020-10-21 01:49:25,105 - mmaction - INFO - Epoch [207][60/396] lr: 2.736e-02, eta: 9:48:42, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.6365, top5_acc: 0.8383, loss_cls: 1.4421, loss: 1.4421, grad_norm: 2.7680, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1765, loss/aux0: 1.1765 2020-10-21 01:50:01,347 - mmaction - INFO - Epoch [207][80/396] lr: 2.736e-02, eta: 9:48:02, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6359, top5_acc: 0.8448, loss_cls: 1.4343, loss: 1.4343, grad_norm: 2.7650, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1532, loss/aux0: 1.1532 2020-10-21 01:50:02,323 - mmaction - INFO - Epoch [207][80/396] lr: 2.736e-02, eta: 9:48:07, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.6359, top5_acc: 0.8448, loss_cls: 1.4343, loss: 1.4343, grad_norm: 2.7531, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1446, loss/aux0: 1.1446 2020-10-21 01:50:38,640 - mmaction - INFO - Epoch [207][100/396] lr: 2.736e-02, eta: 9:47:27, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6312, top5_acc: 0.8391, loss_cls: 1.4616, loss: 1.4616, grad_norm: 2.6848, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1310, loss/aux0: 1.1310 2020-10-21 01:50:39,577 - mmaction - INFO - Epoch [207][100/396] lr: 2.736e-02, eta: 9:47:32, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6312, top5_acc: 0.8391, loss_cls: 1.4616, loss: 1.4616, grad_norm: 2.6790, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1365, loss/aux0: 1.1365 2020-10-21 01:51:15,932 - mmaction - INFO - Epoch [207][120/396] lr: 2.736e-02, eta: 9:46:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8411, loss_cls: 1.4284, loss: 1.4284, grad_norm: 2.7768, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1087, loss/aux0: 1.1087 2020-10-21 01:51:16,874 - mmaction - INFO - Epoch [207][120/396] lr: 2.736e-02, eta: 9:46:56, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8411, loss_cls: 1.4284, loss: 1.4284, grad_norm: 2.8006, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1137, loss/aux0: 1.1137 2020-10-21 01:51:53,428 - mmaction - INFO - Epoch [207][140/396] lr: 2.736e-02, eta: 9:46:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6492, top5_acc: 0.8568, loss_cls: 1.4038, loss: 1.4038, grad_norm: 2.7571, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1909, loss/aux0: 1.1909 2020-10-21 01:51:54,365 - mmaction - INFO - Epoch [207][140/396] lr: 2.736e-02, eta: 9:46:21, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6492, top5_acc: 0.8568, loss_cls: 1.4038, loss: 1.4038, grad_norm: 2.7401, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.1783, loss/aux0: 1.1783 2020-10-21 01:52:30,708 - mmaction - INFO - Epoch [207][160/396] lr: 2.736e-02, eta: 9:45:41, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6367, top5_acc: 0.8432, loss_cls: 1.4354, loss: 1.4354, grad_norm: 2.7251, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1713, loss/aux0: 1.1713 2020-10-21 01:52:31,682 - mmaction - INFO - Epoch [207][160/396] lr: 2.736e-02, eta: 9:45:45, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6367, top5_acc: 0.8432, loss_cls: 1.4354, loss: 1.4354, grad_norm: 2.7253, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1743, loss/aux0: 1.1743 2020-10-21 01:53:07,868 - mmaction - INFO - Epoch [207][180/396] lr: 2.736e-02, eta: 9:45:05, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6492, top5_acc: 0.8469, loss_cls: 1.4027, loss: 1.4027, grad_norm: 2.7703, top1_acc/aux0: 0.7216, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1024, loss/aux0: 1.1024 2020-10-21 01:53:08,809 - mmaction - INFO - Epoch [207][180/396] lr: 2.736e-02, eta: 9:45:10, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6492, top5_acc: 0.8469, loss_cls: 1.4027, loss: 1.4027, grad_norm: 2.7831, top1_acc/aux0: 0.7185, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.1062, loss/aux0: 1.1062 2020-10-21 01:53:44,921 - mmaction - INFO - Epoch [207][200/396] lr: 2.736e-02, eta: 9:44:30, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6419, top5_acc: 0.8482, loss_cls: 1.4181, loss: 1.4181, grad_norm: 2.8447, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2230, loss/aux0: 1.2230 2020-10-21 01:53:45,848 - mmaction - INFO - Epoch [207][200/396] lr: 2.736e-02, eta: 9:44:34, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6419, top5_acc: 0.8482, loss_cls: 1.4181, loss: 1.4181, grad_norm: 2.8390, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2247, loss/aux0: 1.2247 2020-10-21 01:54:22,118 - mmaction - INFO - Epoch [207][220/396] lr: 2.736e-02, eta: 9:43:54, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8477, loss_cls: 1.4272, loss: 1.4272, grad_norm: 2.8273, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1868, loss/aux0: 1.1868 2020-10-21 01:54:23,076 - mmaction - INFO - Epoch [207][220/396] lr: 2.736e-02, eta: 9:43:59, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8477, loss_cls: 1.4272, loss: 1.4272, grad_norm: 2.8387, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1820, loss/aux0: 1.1820 2020-10-21 01:54:59,396 - mmaction - INFO - Epoch [207][240/396] lr: 2.736e-02, eta: 9:43:19, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6414, top5_acc: 0.8430, loss_cls: 1.4318, loss: 1.4318, grad_norm: 2.7454, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.1843, loss/aux0: 1.1843 2020-10-21 01:55:00,345 - mmaction - INFO - Epoch [207][240/396] lr: 2.736e-02, eta: 9:43:23, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6414, top5_acc: 0.8430, loss_cls: 1.4318, loss: 1.4318, grad_norm: 2.7337, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.1765, loss/aux0: 1.1765 2020-10-21 01:55:36,685 - mmaction - INFO - Epoch [207][260/396] lr: 2.736e-02, eta: 9:42:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6445, top5_acc: 0.8479, loss_cls: 1.4205, loss: 1.4205, grad_norm: 2.6954, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1857, loss/aux0: 1.1857 2020-10-21 01:55:37,624 - mmaction - INFO - Epoch [207][260/396] lr: 2.736e-02, eta: 9:42:48, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6445, top5_acc: 0.8479, loss_cls: 1.4205, loss: 1.4205, grad_norm: 2.6868, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1962, loss/aux0: 1.1962 2020-10-21 01:56:13,948 - mmaction - INFO - Epoch [207][280/396] lr: 2.736e-02, eta: 9:42:08, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6221, top5_acc: 0.8474, loss_cls: 1.4479, loss: 1.4479, grad_norm: 2.8065, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2046, loss/aux0: 1.2046 2020-10-21 01:56:14,887 - mmaction - INFO - Epoch [207][280/396] lr: 2.736e-02, eta: 9:42:13, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6221, top5_acc: 0.8474, loss_cls: 1.4479, loss: 1.4479, grad_norm: 2.8269, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2085, loss/aux0: 1.2085 2020-10-21 01:56:51,175 - mmaction - INFO - Epoch [207][300/396] lr: 2.736e-02, eta: 9:41:33, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6422, top5_acc: 0.8445, loss_cls: 1.4488, loss: 1.4488, grad_norm: 2.7778, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2263, loss/aux0: 1.2263 2020-10-21 01:56:52,117 - mmaction - INFO - Epoch [207][300/396] lr: 2.736e-02, eta: 9:41:37, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6422, top5_acc: 0.8445, loss_cls: 1.4488, loss: 1.4488, grad_norm: 2.8041, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2340, loss/aux0: 1.2340 2020-10-21 01:57:29,456 - mmaction - INFO - Epoch [207][320/396] lr: 2.736e-02, eta: 9:40:58, time: 0.981, data_time: 0.000, memory: 8466, top1_acc: 0.6359, top5_acc: 0.8398, loss_cls: 1.4698, loss: 1.4698, grad_norm: 2.7834, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1615, loss/aux0: 1.1615 2020-10-21 01:57:31,032 - mmaction - INFO - Epoch [207][320/396] lr: 2.736e-02, eta: 9:41:02, time: 1.014, data_time: 0.034, memory: 8466, top1_acc: 0.6359, top5_acc: 0.8398, loss_cls: 1.4698, loss: 1.4698, grad_norm: 2.7919, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1465, loss/aux0: 1.1465 2020-10-21 01:58:10,992 - mmaction - INFO - Epoch [207][340/396] lr: 2.736e-02, eta: 9:40:23, time: 1.021, data_time: 0.000, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8391, loss_cls: 1.4421, loss: 1.4421, grad_norm: 2.7380, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1649, loss/aux0: 1.1649 2020-10-21 01:58:11,916 - mmaction - INFO - Epoch [207][340/396] lr: 2.736e-02, eta: 9:40:28, time: 1.022, data_time: 0.001, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8391, loss_cls: 1.4421, loss: 1.4421, grad_norm: 2.7392, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1635, loss/aux0: 1.1635 2020-10-21 01:58:48,268 - mmaction - INFO - Epoch [207][360/396] lr: 2.736e-02, eta: 9:39:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8422, loss_cls: 1.4294, loss: 1.4294, grad_norm: 2.7027, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1918, loss/aux0: 1.1918 2020-10-21 01:58:49,211 - mmaction - INFO - Epoch [207][360/396] lr: 2.736e-02, eta: 9:39:52, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8422, loss_cls: 1.4294, loss: 1.4294, grad_norm: 2.6962, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.1904, loss/aux0: 1.1904 2020-10-21 01:59:25,342 - mmaction - INFO - Epoch [207][380/396] lr: 2.736e-02, eta: 9:39:12, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8523, loss_cls: 1.3959, loss: 1.3959, grad_norm: 2.7532, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.1932, loss/aux0: 1.1932 2020-10-21 01:59:26,297 - mmaction - INFO - Epoch [207][380/396] lr: 2.736e-02, eta: 9:39:17, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8523, loss_cls: 1.3959, loss: 1.3959, grad_norm: 2.7457, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.1880, loss/aux0: 1.1880 2020-10-21 02:04:36,206 - mmaction - INFO - Epoch [208][20/396] lr: 2.631e-02, eta: 9:38:02, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.6487, top5_acc: 0.8518, loss_cls: 1.3876, loss: 1.3876, grad_norm: 2.7327, top1_acc/aux0: 0.7160, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0861, loss/aux0: 1.0861 2020-10-21 02:04:37,196 - mmaction - INFO - Epoch [208][20/396] lr: 2.631e-02, eta: 9:38:06, time: 0.927, data_time: 0.008, memory: 8466, top1_acc: 0.6487, top5_acc: 0.8518, loss_cls: 1.3876, loss: 1.3876, grad_norm: 2.7103, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0683, loss/aux0: 1.0683 2020-10-21 02:05:13,228 - mmaction - INFO - Epoch [208][40/396] lr: 2.631e-02, eta: 9:37:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6331, top5_acc: 0.8365, loss_cls: 1.4738, loss: 1.4738, grad_norm: 2.7540, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1604, loss/aux0: 1.1604 2020-10-21 02:05:14,173 - mmaction - INFO - Epoch [208][40/396] lr: 2.631e-02, eta: 9:37:30, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6331, top5_acc: 0.8365, loss_cls: 1.4738, loss: 1.4738, grad_norm: 2.7405, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1869, loss/aux0: 1.1869 2020-10-21 02:05:50,536 - mmaction - INFO - Epoch [208][60/396] lr: 2.631e-02, eta: 9:36:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6393, top5_acc: 0.8448, loss_cls: 1.4235, loss: 1.4235, grad_norm: 2.8057, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1384, loss/aux0: 1.1384 2020-10-21 02:05:51,457 - mmaction - INFO - Epoch [208][60/396] lr: 2.631e-02, eta: 9:36:55, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6393, top5_acc: 0.8448, loss_cls: 1.4235, loss: 1.4235, grad_norm: 2.8131, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1464, loss/aux0: 1.1464 2020-10-21 02:06:27,785 - mmaction - INFO - Epoch [208][80/396] lr: 2.631e-02, eta: 9:36:15, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6344, top5_acc: 0.8404, loss_cls: 1.4548, loss: 1.4548, grad_norm: 2.7672, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1448, loss/aux0: 1.1448 2020-10-21 02:06:28,754 - mmaction - INFO - Epoch [208][80/396] lr: 2.631e-02, eta: 9:36:20, time: 0.927, data_time: 0.005, memory: 8466, top1_acc: 0.6344, top5_acc: 0.8404, loss_cls: 1.4548, loss: 1.4548, grad_norm: 2.7479, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1231, loss/aux0: 1.1231 2020-10-21 02:07:05,067 - mmaction - INFO - Epoch [208][100/396] lr: 2.631e-02, eta: 9:35:40, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6461, top5_acc: 0.8578, loss_cls: 1.3842, loss: 1.3842, grad_norm: 2.8178, top1_acc/aux0: 0.7055, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1448, loss/aux0: 1.1448 2020-10-21 02:07:05,994 - mmaction - INFO - Epoch [208][100/396] lr: 2.631e-02, eta: 9:35:44, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6461, top5_acc: 0.8578, loss_cls: 1.3842, loss: 1.3842, grad_norm: 2.8159, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1525, loss/aux0: 1.1525 2020-10-21 02:07:42,175 - mmaction - INFO - Epoch [208][120/396] lr: 2.631e-02, eta: 9:35:04, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6474, top5_acc: 0.8477, loss_cls: 1.4171, loss: 1.4171, grad_norm: 2.7913, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1396, loss/aux0: 1.1396 2020-10-21 02:07:43,108 - mmaction - INFO - Epoch [208][120/396] lr: 2.631e-02, eta: 9:35:09, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6474, top5_acc: 0.8477, loss_cls: 1.4171, loss: 1.4171, grad_norm: 2.7775, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1436, loss/aux0: 1.1436 2020-10-21 02:08:19,598 - mmaction - INFO - Epoch [208][140/396] lr: 2.631e-02, eta: 9:34:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8456, loss_cls: 1.4363, loss: 1.4363, grad_norm: 2.7723, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1403, loss/aux0: 1.1403 2020-10-21 02:08:20,529 - mmaction - INFO - Epoch [208][140/396] lr: 2.631e-02, eta: 9:34:33, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8456, loss_cls: 1.4363, loss: 1.4363, grad_norm: 2.7685, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1345, loss/aux0: 1.1345 2020-10-21 02:08:56,597 - mmaction - INFO - Epoch [208][160/396] lr: 2.631e-02, eta: 9:33:53, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6482, top5_acc: 0.8560, loss_cls: 1.3768, loss: 1.3768, grad_norm: 2.8434, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1661, loss/aux0: 1.1661 2020-10-21 02:08:57,519 - mmaction - INFO - Epoch [208][160/396] lr: 2.631e-02, eta: 9:33:58, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6482, top5_acc: 0.8560, loss_cls: 1.3768, loss: 1.3768, grad_norm: 2.8379, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1701, loss/aux0: 1.1701 2020-10-21 02:09:33,889 - mmaction - INFO - Epoch [208][180/396] lr: 2.631e-02, eta: 9:33:18, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6458, top5_acc: 0.8563, loss_cls: 1.3994, loss: 1.3994, grad_norm: 2.7641, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.1835, loss/aux0: 1.1835 2020-10-21 02:09:34,819 - mmaction - INFO - Epoch [208][180/396] lr: 2.631e-02, eta: 9:33:22, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6458, top5_acc: 0.8563, loss_cls: 1.3994, loss: 1.3994, grad_norm: 2.7461, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.1755, loss/aux0: 1.1755 2020-10-21 02:10:11,047 - mmaction - INFO - Epoch [208][200/396] lr: 2.631e-02, eta: 9:32:42, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6599, top5_acc: 0.8661, loss_cls: 1.3413, loss: 1.3413, grad_norm: 2.7734, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1717, loss/aux0: 1.1717 2020-10-21 02:10:11,983 - mmaction - INFO - Epoch [208][200/396] lr: 2.631e-02, eta: 9:32:47, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6599, top5_acc: 0.8661, loss_cls: 1.3413, loss: 1.3413, grad_norm: 2.7751, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1783, loss/aux0: 1.1783 2020-10-21 02:10:48,266 - mmaction - INFO - Epoch [208][220/396] lr: 2.631e-02, eta: 9:32:07, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6573, top5_acc: 0.8570, loss_cls: 1.3707, loss: 1.3707, grad_norm: 2.7670, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.1088, loss/aux0: 1.1088 2020-10-21 02:10:49,191 - mmaction - INFO - Epoch [208][220/396] lr: 2.631e-02, eta: 9:32:11, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6573, top5_acc: 0.8570, loss_cls: 1.3707, loss: 1.3707, grad_norm: 2.7826, top1_acc/aux0: 0.7138, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1188, loss/aux0: 1.1188 2020-10-21 02:11:25,529 - mmaction - INFO - Epoch [208][240/396] lr: 2.631e-02, eta: 9:31:31, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6422, top5_acc: 0.8495, loss_cls: 1.4121, loss: 1.4121, grad_norm: 2.8084, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1774, loss/aux0: 1.1774 2020-10-21 02:11:26,477 - mmaction - INFO - Epoch [208][240/396] lr: 2.631e-02, eta: 9:31:36, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6422, top5_acc: 0.8495, loss_cls: 1.4121, loss: 1.4121, grad_norm: 2.8049, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1604, loss/aux0: 1.1604 2020-10-21 02:12:02,979 - mmaction - INFO - Epoch [208][260/396] lr: 2.631e-02, eta: 9:30:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6464, top5_acc: 0.8471, loss_cls: 1.4368, loss: 1.4368, grad_norm: 2.8119, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1092, loss/aux0: 1.1092 2020-10-21 02:12:03,918 - mmaction - INFO - Epoch [208][260/396] lr: 2.631e-02, eta: 9:31:00, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.6464, top5_acc: 0.8471, loss_cls: 1.4368, loss: 1.4368, grad_norm: 2.8099, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1137, loss/aux0: 1.1137 2020-10-21 02:12:40,291 - mmaction - INFO - Epoch [208][280/396] lr: 2.631e-02, eta: 9:30:21, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6302, top5_acc: 0.8359, loss_cls: 1.4546, loss: 1.4546, grad_norm: 2.8728, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1877, loss/aux0: 1.1877 2020-10-21 02:12:41,306 - mmaction - INFO - Epoch [208][280/396] lr: 2.631e-02, eta: 9:30:25, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6302, top5_acc: 0.8359, loss_cls: 1.4546, loss: 1.4546, grad_norm: 2.8675, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1838, loss/aux0: 1.1838 2020-10-21 02:13:17,515 - mmaction - INFO - Epoch [208][300/396] lr: 2.631e-02, eta: 9:29:45, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6404, top5_acc: 0.8521, loss_cls: 1.4278, loss: 1.4278, grad_norm: 2.8363, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0998, loss/aux0: 1.0998 2020-10-21 02:13:18,447 - mmaction - INFO - Epoch [208][300/396] lr: 2.631e-02, eta: 9:29:49, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6404, top5_acc: 0.8521, loss_cls: 1.4278, loss: 1.4278, grad_norm: 2.8359, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0966, loss/aux0: 1.0966 2020-10-21 02:13:54,808 - mmaction - INFO - Epoch [208][320/396] lr: 2.631e-02, eta: 9:29:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6323, top5_acc: 0.8414, loss_cls: 1.4569, loss: 1.4569, grad_norm: 2.8631, top1_acc/aux0: 0.7055, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1413, loss/aux0: 1.1413 2020-10-21 02:13:55,743 - mmaction - INFO - Epoch [208][320/396] lr: 2.631e-02, eta: 9:29:14, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6323, top5_acc: 0.8414, loss_cls: 1.4569, loss: 1.4569, grad_norm: 2.8792, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1592, loss/aux0: 1.1592 2020-10-21 02:14:31,924 - mmaction - INFO - Epoch [208][340/396] lr: 2.631e-02, eta: 9:28:34, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8438, loss_cls: 1.4147, loss: 1.4147, grad_norm: 2.7474, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.1023, loss/aux0: 1.1023 2020-10-21 02:14:32,876 - mmaction - INFO - Epoch [208][340/396] lr: 2.631e-02, eta: 9:28:38, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8438, loss_cls: 1.4147, loss: 1.4147, grad_norm: 2.7682, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.1011, loss/aux0: 1.1011 2020-10-21 02:15:09,150 - mmaction - INFO - Epoch [208][360/396] lr: 2.631e-02, eta: 9:27:59, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6544, top5_acc: 0.8521, loss_cls: 1.4136, loss: 1.4136, grad_norm: 2.8605, top1_acc/aux0: 0.7055, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1468, loss/aux0: 1.1468 2020-10-21 02:15:10,089 - mmaction - INFO - Epoch [208][360/396] lr: 2.631e-02, eta: 9:28:03, time: 0.938, data_time: 0.007, memory: 8466, top1_acc: 0.6544, top5_acc: 0.8521, loss_cls: 1.4136, loss: 1.4136, grad_norm: 2.8638, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1372, loss/aux0: 1.1372 2020-10-21 02:15:46,565 - mmaction - INFO - Epoch [208][380/396] lr: 2.631e-02, eta: 9:27:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6349, top5_acc: 0.8414, loss_cls: 1.4461, loss: 1.4461, grad_norm: 2.8460, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1649, loss/aux0: 1.1649 2020-10-21 02:15:47,517 - mmaction - INFO - Epoch [208][380/396] lr: 2.631e-02, eta: 9:27:28, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6349, top5_acc: 0.8414, loss_cls: 1.4461, loss: 1.4461, grad_norm: 2.8207, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1557, loss/aux0: 1.1557 2020-10-21 02:16:24,693 - mmaction - INFO - Saving checkpoint at 208 epochs 2020-10-21 02:18:31,733 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 02:18:31,855 - mmaction - INFO - top1_acc 0.7154 top5_acc 0.9051 2020-10-21 02:18:31,855 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 02:18:31,879 - mmaction - INFO - mean_acc 0.7155 2020-10-21 02:18:31,880 - mmaction - INFO - Now best checkpoint is epoch_208.pth 2020-10-21 02:18:31,896 - mmaction - INFO - Epoch(val) [208][396] top1_acc: 0.7154, top5_acc: 0.9051, mean_class_accuracy: 0.7155 2020-10-21 02:23:03,724 - mmaction - INFO - Epoch [209][20/396] lr: 2.528e-02, eta: 9:26:13, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.6630, top5_acc: 0.8643, loss_cls: 1.3256, loss: 1.3256, grad_norm: 2.8151, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8851, loss_cls/aux0: 1.1574, loss/aux0: 1.1574 2020-10-21 02:23:04,647 - mmaction - INFO - Epoch [209][20/396] lr: 2.528e-02, eta: 9:26:17, time: 0.917, data_time: 0.004, memory: 8466, top1_acc: 0.6630, top5_acc: 0.8643, loss_cls: 1.3256, loss: 1.3256, grad_norm: 2.8334, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1577, loss/aux0: 1.1577 2020-10-21 02:23:40,770 - mmaction - INFO - Epoch [209][40/396] lr: 2.528e-02, eta: 9:25:37, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.6469, top5_acc: 0.8510, loss_cls: 1.3870, loss: 1.3870, grad_norm: 2.8215, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1369, loss/aux0: 1.1369 2020-10-21 02:23:41,713 - mmaction - INFO - Epoch [209][40/396] lr: 2.528e-02, eta: 9:25:41, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.6469, top5_acc: 0.8510, loss_cls: 1.3870, loss: 1.3870, grad_norm: 2.8294, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1355, loss/aux0: 1.1355 2020-10-21 02:24:17,874 - mmaction - INFO - Epoch [209][60/396] lr: 2.528e-02, eta: 9:25:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8586, loss_cls: 1.3463, loss: 1.3463, grad_norm: 2.8328, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1413, loss/aux0: 1.1413 2020-10-21 02:24:18,802 - mmaction - INFO - Epoch [209][60/396] lr: 2.528e-02, eta: 9:25:06, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8586, loss_cls: 1.3463, loss: 1.3463, grad_norm: 2.8320, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1489, loss/aux0: 1.1489 2020-10-21 02:24:54,996 - mmaction - INFO - Epoch [209][80/396] lr: 2.528e-02, eta: 9:24:26, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6529, top5_acc: 0.8508, loss_cls: 1.3911, loss: 1.3911, grad_norm: 2.7524, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.1796, loss/aux0: 1.1796 2020-10-21 02:24:55,933 - mmaction - INFO - Epoch [209][80/396] lr: 2.528e-02, eta: 9:24:30, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6529, top5_acc: 0.8508, loss_cls: 1.3911, loss: 1.3911, grad_norm: 2.7506, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.1737, loss/aux0: 1.1737 2020-10-21 02:25:32,128 - mmaction - INFO - Epoch [209][100/396] lr: 2.528e-02, eta: 9:23:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8445, loss_cls: 1.4023, loss: 1.4023, grad_norm: 2.7683, top1_acc/aux0: 0.7096, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1231, loss/aux0: 1.1231 2020-10-21 02:25:33,085 - mmaction - INFO - Epoch [209][100/396] lr: 2.528e-02, eta: 9:23:55, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8445, loss_cls: 1.4023, loss: 1.4023, grad_norm: 2.7740, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1262, loss/aux0: 1.1262 2020-10-21 02:26:09,600 - mmaction - INFO - Epoch [209][120/396] lr: 2.528e-02, eta: 9:23:15, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8635, loss_cls: 1.3257, loss: 1.3257, grad_norm: 2.8007, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.1828, loss/aux0: 1.1828 2020-10-21 02:26:10,542 - mmaction - INFO - Epoch [209][120/396] lr: 2.528e-02, eta: 9:23:19, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8635, loss_cls: 1.3257, loss: 1.3257, grad_norm: 2.7739, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1729, loss/aux0: 1.1729 2020-10-21 02:26:46,854 - mmaction - INFO - Epoch [209][140/396] lr: 2.528e-02, eta: 9:22:40, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6513, top5_acc: 0.8497, loss_cls: 1.3930, loss: 1.3930, grad_norm: 2.8382, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1142, loss/aux0: 1.1142 2020-10-21 02:26:47,784 - mmaction - INFO - Epoch [209][140/396] lr: 2.528e-02, eta: 9:22:44, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.6513, top5_acc: 0.8497, loss_cls: 1.3930, loss: 1.3930, grad_norm: 2.8438, top1_acc/aux0: 0.7086, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1253, loss/aux0: 1.1253 2020-10-21 02:27:23,939 - mmaction - INFO - Epoch [209][160/396] lr: 2.528e-02, eta: 9:22:04, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8586, loss_cls: 1.3621, loss: 1.3621, grad_norm: 2.7565, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1228, loss/aux0: 1.1228 2020-10-21 02:27:24,857 - mmaction - INFO - Epoch [209][160/396] lr: 2.528e-02, eta: 9:22:08, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8586, loss_cls: 1.3621, loss: 1.3621, grad_norm: 2.7798, top1_acc/aux0: 0.7063, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1112, loss/aux0: 1.1112 2020-10-21 02:28:01,393 - mmaction - INFO - Epoch [209][180/396] lr: 2.528e-02, eta: 9:21:29, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6258, top5_acc: 0.8492, loss_cls: 1.4493, loss: 1.4493, grad_norm: 2.9129, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1598, loss/aux0: 1.1598 2020-10-21 02:28:02,316 - mmaction - INFO - Epoch [209][180/396] lr: 2.528e-02, eta: 9:21:33, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6258, top5_acc: 0.8492, loss_cls: 1.4493, loss: 1.4493, grad_norm: 2.9148, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1675, loss/aux0: 1.1675 2020-10-21 02:28:38,757 - mmaction - INFO - Epoch [209][200/396] lr: 2.528e-02, eta: 9:20:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6440, top5_acc: 0.8531, loss_cls: 1.4034, loss: 1.4034, grad_norm: 2.8718, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1374, loss/aux0: 1.1374 2020-10-21 02:28:39,704 - mmaction - INFO - Epoch [209][200/396] lr: 2.528e-02, eta: 9:20:57, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6440, top5_acc: 0.8531, loss_cls: 1.4034, loss: 1.4034, grad_norm: 2.8729, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1342, loss/aux0: 1.1342 2020-10-21 02:29:16,005 - mmaction - INFO - Epoch [209][220/396] lr: 2.528e-02, eta: 9:20:18, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6539, top5_acc: 0.8422, loss_cls: 1.4002, loss: 1.4002, grad_norm: 2.8471, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1316, loss/aux0: 1.1316 2020-10-21 02:29:16,998 - mmaction - INFO - Epoch [209][220/396] lr: 2.528e-02, eta: 9:20:22, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6539, top5_acc: 0.8422, loss_cls: 1.4002, loss: 1.4002, grad_norm: 2.8421, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1291, loss/aux0: 1.1291 2020-10-21 02:29:53,318 - mmaction - INFO - Epoch [209][240/396] lr: 2.528e-02, eta: 9:19:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6445, top5_acc: 0.8536, loss_cls: 1.4071, loss: 1.4071, grad_norm: 2.7774, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1254, loss/aux0: 1.1254 2020-10-21 02:29:54,281 - mmaction - INFO - Epoch [209][240/396] lr: 2.528e-02, eta: 9:19:47, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6445, top5_acc: 0.8536, loss_cls: 1.4071, loss: 1.4071, grad_norm: 2.7545, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1153, loss/aux0: 1.1153 2020-10-21 02:30:30,763 - mmaction - INFO - Epoch [209][260/396] lr: 2.528e-02, eta: 9:19:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6490, top5_acc: 0.8516, loss_cls: 1.3775, loss: 1.3775, grad_norm: 2.7388, top1_acc/aux0: 0.7211, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.0998, loss/aux0: 1.0998 2020-10-21 02:30:31,698 - mmaction - INFO - Epoch [209][260/396] lr: 2.528e-02, eta: 9:19:11, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6490, top5_acc: 0.8516, loss_cls: 1.3775, loss: 1.3775, grad_norm: 2.7531, top1_acc/aux0: 0.7185, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1104, loss/aux0: 1.1104 2020-10-21 02:31:08,003 - mmaction - INFO - Epoch [209][280/396] lr: 2.528e-02, eta: 9:18:31, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8432, loss_cls: 1.4198, loss: 1.4198, grad_norm: 2.8578, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1743, loss/aux0: 1.1743 2020-10-21 02:31:09,036 - mmaction - INFO - Epoch [209][280/396] lr: 2.528e-02, eta: 9:18:36, time: 0.937, data_time: 0.007, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8432, loss_cls: 1.4198, loss: 1.4198, grad_norm: 2.8507, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1693, loss/aux0: 1.1693 2020-10-21 02:31:45,307 - mmaction - INFO - Epoch [209][300/396] lr: 2.528e-02, eta: 9:17:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6508, top5_acc: 0.8497, loss_cls: 1.4048, loss: 1.4048, grad_norm: 2.8645, top1_acc/aux0: 0.7185, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1110, loss/aux0: 1.1110 2020-10-21 02:31:46,248 - mmaction - INFO - Epoch [209][300/396] lr: 2.528e-02, eta: 9:18:00, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6508, top5_acc: 0.8497, loss_cls: 1.4048, loss: 1.4048, grad_norm: 2.8501, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1160, loss/aux0: 1.1160 2020-10-21 02:32:22,471 - mmaction - INFO - Epoch [209][320/396] lr: 2.528e-02, eta: 9:17:21, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6555, top5_acc: 0.8573, loss_cls: 1.3802, loss: 1.3802, grad_norm: 2.8333, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1141, loss/aux0: 1.1141 2020-10-21 02:32:23,410 - mmaction - INFO - Epoch [209][320/396] lr: 2.528e-02, eta: 9:17:25, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6555, top5_acc: 0.8573, loss_cls: 1.3802, loss: 1.3802, grad_norm: 2.8473, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1268, loss/aux0: 1.1268 2020-10-21 02:32:59,801 - mmaction - INFO - Epoch [209][340/396] lr: 2.528e-02, eta: 9:16:45, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6474, top5_acc: 0.8461, loss_cls: 1.4339, loss: 1.4339, grad_norm: 2.8870, top1_acc/aux0: 0.7148, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1502, loss/aux0: 1.1502 2020-10-21 02:33:00,737 - mmaction - INFO - Epoch [209][340/396] lr: 2.528e-02, eta: 9:16:49, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6474, top5_acc: 0.8461, loss_cls: 1.4339, loss: 1.4339, grad_norm: 2.8803, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1388, loss/aux0: 1.1388 2020-10-21 02:33:36,793 - mmaction - INFO - Epoch [209][360/396] lr: 2.528e-02, eta: 9:16:10, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6495, top5_acc: 0.8482, loss_cls: 1.3987, loss: 1.3987, grad_norm: 2.9297, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1543, loss/aux0: 1.1543 2020-10-21 02:33:37,725 - mmaction - INFO - Epoch [209][360/396] lr: 2.528e-02, eta: 9:16:14, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.6495, top5_acc: 0.8482, loss_cls: 1.3987, loss: 1.3987, grad_norm: 2.9163, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1547, loss/aux0: 1.1547 2020-10-21 02:34:13,964 - mmaction - INFO - Epoch [209][380/396] lr: 2.528e-02, eta: 9:15:34, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6279, top5_acc: 0.8505, loss_cls: 1.4331, loss: 1.4331, grad_norm: 2.8416, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1393, loss/aux0: 1.1393 2020-10-21 02:34:14,901 - mmaction - INFO - Epoch [209][380/396] lr: 2.528e-02, eta: 9:15:38, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6279, top5_acc: 0.8505, loss_cls: 1.4331, loss: 1.4331, grad_norm: 2.8236, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1277, loss/aux0: 1.1277 2020-10-21 02:38:41,733 - mmaction - INFO - Epoch [210][20/396] lr: 2.427e-02, eta: 9:14:24, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6607, top5_acc: 0.8497, loss_cls: 1.3725, loss: 1.3725, grad_norm: 2.8556, top1_acc/aux0: 0.7108, top5_acc/aux0: 0.8860, loss_cls/aux0: 1.1512, loss/aux0: 1.1512 2020-10-21 02:38:42,762 - mmaction - INFO - Epoch [210][20/396] lr: 2.427e-02, eta: 9:14:28, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.6607, top5_acc: 0.8497, loss_cls: 1.3725, loss: 1.3725, grad_norm: 2.8638, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1451, loss/aux0: 1.1451 2020-10-21 02:39:18,745 - mmaction - INFO - Epoch [210][40/396] lr: 2.427e-02, eta: 9:13:48, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6565, top5_acc: 0.8518, loss_cls: 1.3632, loss: 1.3632, grad_norm: 2.8569, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1329, loss/aux0: 1.1329 2020-10-21 02:39:19,690 - mmaction - INFO - Epoch [210][40/396] lr: 2.427e-02, eta: 9:13:52, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6565, top5_acc: 0.8518, loss_cls: 1.3632, loss: 1.3632, grad_norm: 2.8423, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1342, loss/aux0: 1.1342 2020-10-21 02:39:55,733 - mmaction - INFO - Epoch [210][60/396] lr: 2.427e-02, eta: 9:13:12, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6607, top5_acc: 0.8500, loss_cls: 1.3601, loss: 1.3601, grad_norm: 2.8179, top1_acc/aux0: 0.7284, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.0799, loss/aux0: 1.0799 2020-10-21 02:39:56,666 - mmaction - INFO - Epoch [210][60/396] lr: 2.427e-02, eta: 9:13:17, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6607, top5_acc: 0.8500, loss_cls: 1.3601, loss: 1.3601, grad_norm: 2.8053, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.0815, loss/aux0: 1.0815 2020-10-21 02:40:32,998 - mmaction - INFO - Epoch [210][80/396] lr: 2.427e-02, eta: 9:12:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8466, loss_cls: 1.4094, loss: 1.4094, grad_norm: 2.7694, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.0905, loss/aux0: 1.0905 2020-10-21 02:40:33,946 - mmaction - INFO - Epoch [210][80/396] lr: 2.427e-02, eta: 9:12:41, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8466, loss_cls: 1.4094, loss: 1.4094, grad_norm: 2.7732, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.0902, loss/aux0: 1.0902 2020-10-21 02:41:10,061 - mmaction - INFO - Epoch [210][100/396] lr: 2.427e-02, eta: 9:12:02, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6396, top5_acc: 0.8531, loss_cls: 1.4321, loss: 1.4321, grad_norm: 2.8948, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0890, loss/aux0: 1.0890 2020-10-21 02:41:11,002 - mmaction - INFO - Epoch [210][100/396] lr: 2.427e-02, eta: 9:12:06, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.6396, top5_acc: 0.8531, loss_cls: 1.4321, loss: 1.4321, grad_norm: 2.8921, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0841, loss/aux0: 1.0841 2020-10-21 02:41:47,424 - mmaction - INFO - Epoch [210][120/396] lr: 2.427e-02, eta: 9:11:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6654, top5_acc: 0.8625, loss_cls: 1.3369, loss: 1.3369, grad_norm: 2.8492, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1233, loss/aux0: 1.1233 2020-10-21 02:41:48,364 - mmaction - INFO - Epoch [210][120/396] lr: 2.427e-02, eta: 9:11:30, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6654, top5_acc: 0.8625, loss_cls: 1.3369, loss: 1.3369, grad_norm: 2.8553, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1361, loss/aux0: 1.1361 2020-10-21 02:42:24,636 - mmaction - INFO - Epoch [210][140/396] lr: 2.427e-02, eta: 9:10:51, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6534, top5_acc: 0.8474, loss_cls: 1.4110, loss: 1.4110, grad_norm: 2.8550, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1386, loss/aux0: 1.1386 2020-10-21 02:42:25,582 - mmaction - INFO - Epoch [210][140/396] lr: 2.427e-02, eta: 9:10:55, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6534, top5_acc: 0.8474, loss_cls: 1.4110, loss: 1.4110, grad_norm: 2.8810, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1335, loss/aux0: 1.1335 2020-10-21 02:43:01,900 - mmaction - INFO - Epoch [210][160/396] lr: 2.427e-02, eta: 9:10:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8544, loss_cls: 1.4055, loss: 1.4055, grad_norm: 2.8337, top1_acc/aux0: 0.7148, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1218, loss/aux0: 1.1218 2020-10-21 02:43:02,838 - mmaction - INFO - Epoch [210][160/396] lr: 2.427e-02, eta: 9:10:19, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8544, loss_cls: 1.4055, loss: 1.4055, grad_norm: 2.7955, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1169, loss/aux0: 1.1169 2020-10-21 02:43:39,229 - mmaction - INFO - Epoch [210][180/396] lr: 2.427e-02, eta: 9:09:40, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6552, top5_acc: 0.8599, loss_cls: 1.3653, loss: 1.3653, grad_norm: 2.8058, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.1501, loss/aux0: 1.1501 2020-10-21 02:43:40,165 - mmaction - INFO - Epoch [210][180/396] lr: 2.427e-02, eta: 9:09:44, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6552, top5_acc: 0.8599, loss_cls: 1.3653, loss: 1.3653, grad_norm: 2.8076, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.1620, loss/aux0: 1.1620 2020-10-21 02:44:16,510 - mmaction - INFO - Epoch [210][200/396] lr: 2.427e-02, eta: 9:09:04, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6495, top5_acc: 0.8484, loss_cls: 1.3998, loss: 1.3998, grad_norm: 2.8426, top1_acc/aux0: 0.7096, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1373, loss/aux0: 1.1373 2020-10-21 02:44:17,444 - mmaction - INFO - Epoch [210][200/396] lr: 2.427e-02, eta: 9:09:08, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6495, top5_acc: 0.8484, loss_cls: 1.3998, loss: 1.3998, grad_norm: 2.8494, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1440, loss/aux0: 1.1440 2020-10-21 02:44:53,657 - mmaction - INFO - Epoch [210][220/396] lr: 2.427e-02, eta: 9:08:29, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6581, top5_acc: 0.8576, loss_cls: 1.3749, loss: 1.3749, grad_norm: 2.8048, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1095, loss/aux0: 1.1095 2020-10-21 02:44:54,590 - mmaction - INFO - Epoch [210][220/396] lr: 2.427e-02, eta: 9:08:33, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6581, top5_acc: 0.8576, loss_cls: 1.3749, loss: 1.3749, grad_norm: 2.7866, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0788, loss/aux0: 1.0788 2020-10-21 02:45:30,890 - mmaction - INFO - Epoch [210][240/396] lr: 2.427e-02, eta: 9:07:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6529, top5_acc: 0.8508, loss_cls: 1.3978, loss: 1.3978, grad_norm: 2.8464, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1095, loss/aux0: 1.1095 2020-10-21 02:45:31,826 - mmaction - INFO - Epoch [210][240/396] lr: 2.427e-02, eta: 9:07:57, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6529, top5_acc: 0.8508, loss_cls: 1.3978, loss: 1.3978, grad_norm: 2.8437, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1337, loss/aux0: 1.1337 2020-10-21 02:46:08,210 - mmaction - INFO - Epoch [210][260/396] lr: 2.427e-02, eta: 9:07:18, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6469, top5_acc: 0.8422, loss_cls: 1.4123, loss: 1.4123, grad_norm: 2.8221, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1698, loss/aux0: 1.1698 2020-10-21 02:46:09,157 - mmaction - INFO - Epoch [210][260/396] lr: 2.427e-02, eta: 9:07:22, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6469, top5_acc: 0.8422, loss_cls: 1.4123, loss: 1.4123, grad_norm: 2.8089, top1_acc/aux0: 0.7018, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1583, loss/aux0: 1.1583 2020-10-21 02:46:45,442 - mmaction - INFO - Epoch [210][280/396] lr: 2.427e-02, eta: 9:06:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6448, top5_acc: 0.8484, loss_cls: 1.3917, loss: 1.3917, grad_norm: 2.8963, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0978, loss/aux0: 1.0978 2020-10-21 02:46:46,396 - mmaction - INFO - Epoch [210][280/396] lr: 2.427e-02, eta: 9:06:46, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6448, top5_acc: 0.8484, loss_cls: 1.3917, loss: 1.3917, grad_norm: 2.9133, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1135, loss/aux0: 1.1135 2020-10-21 02:47:22,669 - mmaction - INFO - Epoch [210][300/396] lr: 2.427e-02, eta: 9:06:07, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8539, loss_cls: 1.3795, loss: 1.3795, grad_norm: 2.8649, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0953, loss/aux0: 1.0953 2020-10-21 02:47:23,593 - mmaction - INFO - Epoch [210][300/396] lr: 2.427e-02, eta: 9:06:11, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8539, loss_cls: 1.3795, loss: 1.3795, grad_norm: 2.8644, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0825, loss/aux0: 1.0825 2020-10-21 02:48:00,071 - mmaction - INFO - Epoch [210][320/396] lr: 2.427e-02, eta: 9:05:31, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6466, top5_acc: 0.8508, loss_cls: 1.3919, loss: 1.3919, grad_norm: 2.8134, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1452, loss/aux0: 1.1452 2020-10-21 02:48:01,014 - mmaction - INFO - Epoch [210][320/396] lr: 2.427e-02, eta: 9:05:36, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.6466, top5_acc: 0.8508, loss_cls: 1.3919, loss: 1.3919, grad_norm: 2.8327, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1513, loss/aux0: 1.1513 2020-10-21 02:48:37,594 - mmaction - INFO - Epoch [210][340/396] lr: 2.427e-02, eta: 9:04:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8482, loss_cls: 1.3970, loss: 1.3970, grad_norm: 2.8569, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1488, loss/aux0: 1.1488 2020-10-21 02:48:38,549 - mmaction - INFO - Epoch [210][340/396] lr: 2.427e-02, eta: 9:05:00, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8482, loss_cls: 1.3970, loss: 1.3970, grad_norm: 2.8513, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1371, loss/aux0: 1.1371 2020-10-21 02:49:14,853 - mmaction - INFO - Epoch [210][360/396] lr: 2.427e-02, eta: 9:04:21, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6307, top5_acc: 0.8427, loss_cls: 1.4449, loss: 1.4449, grad_norm: 2.8693, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1040, loss/aux0: 1.1040 2020-10-21 02:49:15,778 - mmaction - INFO - Epoch [210][360/396] lr: 2.427e-02, eta: 9:04:25, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6307, top5_acc: 0.8427, loss_cls: 1.4449, loss: 1.4449, grad_norm: 2.8810, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1196, loss/aux0: 1.1196 2020-10-21 02:49:52,066 - mmaction - INFO - Epoch [210][380/396] lr: 2.427e-02, eta: 9:03:45, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.3222, loss: 1.3222, grad_norm: 2.7901, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1013, loss/aux0: 1.1013 2020-10-21 02:49:53,019 - mmaction - INFO - Epoch [210][380/396] lr: 2.427e-02, eta: 9:03:49, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.3222, loss: 1.3222, grad_norm: 2.7932, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.0858, loss/aux0: 1.0858 2020-10-21 02:54:27,460 - mmaction - INFO - Epoch [211][20/396] lr: 2.327e-02, eta: 9:02:35, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6490, top5_acc: 0.8581, loss_cls: 1.3838, loss: 1.3838, grad_norm: 2.8962, top1_acc/aux0: 0.7097, top5_acc/aux0: 0.8884, loss_cls/aux0: 1.1428, loss/aux0: 1.1428 2020-10-21 02:54:28,509 - mmaction - INFO - Epoch [211][20/396] lr: 2.327e-02, eta: 9:02:39, time: 0.937, data_time: 0.010, memory: 8466, top1_acc: 0.6490, top5_acc: 0.8581, loss_cls: 1.3838, loss: 1.3838, grad_norm: 2.8778, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1322, loss/aux0: 1.1322 2020-10-21 02:55:04,516 - mmaction - INFO - Epoch [211][40/396] lr: 2.327e-02, eta: 9:01:59, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6591, top5_acc: 0.8622, loss_cls: 1.3393, loss: 1.3393, grad_norm: 2.7854, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1389, loss/aux0: 1.1389 2020-10-21 02:55:05,463 - mmaction - INFO - Epoch [211][40/396] lr: 2.327e-02, eta: 9:02:03, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6591, top5_acc: 0.8622, loss_cls: 1.3393, loss: 1.3393, grad_norm: 2.7783, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1460, loss/aux0: 1.1460 2020-10-21 02:55:41,475 - mmaction - INFO - Epoch [211][60/396] lr: 2.327e-02, eta: 9:01:24, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6617, top5_acc: 0.8568, loss_cls: 1.3576, loss: 1.3576, grad_norm: 2.8986, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1347, loss/aux0: 1.1347 2020-10-21 02:55:42,398 - mmaction - INFO - Epoch [211][60/396] lr: 2.327e-02, eta: 9:01:28, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6617, top5_acc: 0.8568, loss_cls: 1.3576, loss: 1.3576, grad_norm: 2.8766, top1_acc/aux0: 0.7138, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1267, loss/aux0: 1.1267 2020-10-21 02:56:18,512 - mmaction - INFO - Epoch [211][80/396] lr: 2.327e-02, eta: 9:00:48, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8651, loss_cls: 1.3158, loss: 1.3158, grad_norm: 2.8774, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0827, loss/aux0: 1.0827 2020-10-21 02:56:19,509 - mmaction - INFO - Epoch [211][80/396] lr: 2.327e-02, eta: 9:00:52, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8651, loss_cls: 1.3158, loss: 1.3158, grad_norm: 2.8506, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0956, loss/aux0: 1.0956 2020-10-21 02:56:55,724 - mmaction - INFO - Epoch [211][100/396] lr: 2.327e-02, eta: 9:00:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6510, top5_acc: 0.8596, loss_cls: 1.3706, loss: 1.3706, grad_norm: 2.8849, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.0921, loss/aux0: 1.0921 2020-10-21 02:56:56,644 - mmaction - INFO - Epoch [211][100/396] lr: 2.327e-02, eta: 9:00:17, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6510, top5_acc: 0.8596, loss_cls: 1.3706, loss: 1.3706, grad_norm: 2.8863, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.0954, loss/aux0: 1.0954 2020-10-21 02:57:33,098 - mmaction - INFO - Epoch [211][120/396] lr: 2.327e-02, eta: 8:59:37, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6539, top5_acc: 0.8648, loss_cls: 1.3482, loss: 1.3482, grad_norm: 2.9102, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1432, loss/aux0: 1.1432 2020-10-21 02:57:34,047 - mmaction - INFO - Epoch [211][120/396] lr: 2.327e-02, eta: 8:59:41, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6539, top5_acc: 0.8648, loss_cls: 1.3482, loss: 1.3482, grad_norm: 2.9048, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1404, loss/aux0: 1.1404 2020-10-21 02:58:10,320 - mmaction - INFO - Epoch [211][140/396] lr: 2.327e-02, eta: 8:59:02, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6672, top5_acc: 0.8583, loss_cls: 1.3224, loss: 1.3224, grad_norm: 2.8672, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1225, loss/aux0: 1.1225 2020-10-21 02:58:11,281 - mmaction - INFO - Epoch [211][140/396] lr: 2.327e-02, eta: 8:59:06, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6672, top5_acc: 0.8583, loss_cls: 1.3224, loss: 1.3224, grad_norm: 2.8809, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1113, loss/aux0: 1.1113 2020-10-21 02:58:47,539 - mmaction - INFO - Epoch [211][160/396] lr: 2.327e-02, eta: 8:58:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8516, loss_cls: 1.3768, loss: 1.3768, grad_norm: 2.8778, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1067, loss/aux0: 1.1067 2020-10-21 02:58:48,483 - mmaction - INFO - Epoch [211][160/396] lr: 2.327e-02, eta: 8:58:30, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8516, loss_cls: 1.3768, loss: 1.3768, grad_norm: 2.8574, top1_acc/aux0: 0.7211, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1084, loss/aux0: 1.1084 2020-10-21 02:59:24,875 - mmaction - INFO - Epoch [211][180/396] lr: 2.327e-02, eta: 8:57:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6560, top5_acc: 0.8544, loss_cls: 1.3712, loss: 1.3712, grad_norm: 2.8316, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1156, loss/aux0: 1.1156 2020-10-21 02:59:25,810 - mmaction - INFO - Epoch [211][180/396] lr: 2.327e-02, eta: 8:57:55, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6560, top5_acc: 0.8544, loss_cls: 1.3712, loss: 1.3712, grad_norm: 2.8201, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1207, loss/aux0: 1.1207 2020-10-21 03:00:02,138 - mmaction - INFO - Epoch [211][200/396] lr: 2.327e-02, eta: 8:57:16, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6477, top5_acc: 0.8383, loss_cls: 1.4236, loss: 1.4236, grad_norm: 2.9157, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1367, loss/aux0: 1.1367 2020-10-21 03:00:03,075 - mmaction - INFO - Epoch [211][200/396] lr: 2.327e-02, eta: 8:57:20, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6477, top5_acc: 0.8383, loss_cls: 1.4236, loss: 1.4236, grad_norm: 2.8946, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1289, loss/aux0: 1.1289 2020-10-21 03:00:43,366 - mmaction - INFO - Epoch [211][220/396] lr: 2.327e-02, eta: 8:56:40, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6583, top5_acc: 0.8557, loss_cls: 1.3643, loss: 1.3643, grad_norm: 2.8550, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1035, loss/aux0: 1.1035 2020-10-21 03:00:44,332 - mmaction - INFO - Epoch [211][220/396] lr: 2.327e-02, eta: 8:56:44, time: 0.928, data_time: 0.005, memory: 8466, top1_acc: 0.6583, top5_acc: 0.8557, loss_cls: 1.3643, loss: 1.3643, grad_norm: 2.8665, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.1135, loss/aux0: 1.1135 2020-10-21 03:01:20,695 - mmaction - INFO - Epoch [211][240/396] lr: 2.327e-02, eta: 8:56:05, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8482, loss_cls: 1.4088, loss: 1.4088, grad_norm: 2.9792, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1181, loss/aux0: 1.1181 2020-10-21 03:01:21,657 - mmaction - INFO - Epoch [211][240/396] lr: 2.327e-02, eta: 8:56:09, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8482, loss_cls: 1.4088, loss: 1.4088, grad_norm: 3.0073, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1290, loss/aux0: 1.1290 2020-10-21 03:01:57,910 - mmaction - INFO - Epoch [211][260/396] lr: 2.327e-02, eta: 8:55:29, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6422, top5_acc: 0.8482, loss_cls: 1.4087, loss: 1.4087, grad_norm: 2.9094, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1504, loss/aux0: 1.1504 2020-10-21 03:01:58,850 - mmaction - INFO - Epoch [211][260/396] lr: 2.327e-02, eta: 8:55:33, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6422, top5_acc: 0.8482, loss_cls: 1.4087, loss: 1.4087, grad_norm: 2.9026, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1453, loss/aux0: 1.1453 2020-10-21 03:02:35,152 - mmaction - INFO - Epoch [211][280/396] lr: 2.327e-02, eta: 8:54:54, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6557, top5_acc: 0.8555, loss_cls: 1.3459, loss: 1.3459, grad_norm: 2.9608, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.1023, loss/aux0: 1.1023 2020-10-21 03:02:36,095 - mmaction - INFO - Epoch [211][280/396] lr: 2.327e-02, eta: 8:54:58, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6557, top5_acc: 0.8555, loss_cls: 1.3459, loss: 1.3459, grad_norm: 2.9327, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0908, loss/aux0: 1.0908 2020-10-21 03:03:12,451 - mmaction - INFO - Epoch [211][300/396] lr: 2.327e-02, eta: 8:54:18, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8547, loss_cls: 1.3567, loss: 1.3567, grad_norm: 2.9092, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1379, loss/aux0: 1.1379 2020-10-21 03:03:13,414 - mmaction - INFO - Epoch [211][300/396] lr: 2.327e-02, eta: 8:54:22, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8547, loss_cls: 1.3567, loss: 1.3567, grad_norm: 2.9140, top1_acc/aux0: 0.7107, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1409, loss/aux0: 1.1409 2020-10-21 03:03:49,582 - mmaction - INFO - Epoch [211][320/396] lr: 2.327e-02, eta: 8:53:43, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6557, top5_acc: 0.8505, loss_cls: 1.3819, loss: 1.3819, grad_norm: 2.9381, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1098, loss/aux0: 1.1098 2020-10-21 03:03:50,514 - mmaction - INFO - Epoch [211][320/396] lr: 2.327e-02, eta: 8:53:47, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6557, top5_acc: 0.8505, loss_cls: 1.3819, loss: 1.3819, grad_norm: 2.9138, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1131, loss/aux0: 1.1131 2020-10-21 03:04:26,674 - mmaction - INFO - Epoch [211][340/396] lr: 2.327e-02, eta: 8:53:07, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6365, top5_acc: 0.8474, loss_cls: 1.4079, loss: 1.4079, grad_norm: 2.8914, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.1481, loss/aux0: 1.1481 2020-10-21 03:04:27,592 - mmaction - INFO - Epoch [211][340/396] lr: 2.327e-02, eta: 8:53:11, time: 0.924, data_time: 0.001, memory: 8466, top1_acc: 0.6365, top5_acc: 0.8474, loss_cls: 1.4079, loss: 1.4079, grad_norm: 2.8652, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.1463, loss/aux0: 1.1463 2020-10-21 03:05:03,752 - mmaction - INFO - Epoch [211][360/396] lr: 2.327e-02, eta: 8:52:32, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6505, top5_acc: 0.8552, loss_cls: 1.3822, loss: 1.3822, grad_norm: 2.9590, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1400, loss/aux0: 1.1400 2020-10-21 03:05:04,695 - mmaction - INFO - Epoch [211][360/396] lr: 2.327e-02, eta: 8:52:36, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6505, top5_acc: 0.8552, loss_cls: 1.3822, loss: 1.3822, grad_norm: 2.9578, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1394, loss/aux0: 1.1394 2020-10-21 03:05:40,828 - mmaction - INFO - Epoch [211][380/396] lr: 2.327e-02, eta: 8:51:56, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6437, top5_acc: 0.8479, loss_cls: 1.4035, loss: 1.4035, grad_norm: 2.8803, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1198, loss/aux0: 1.1198 2020-10-21 03:05:41,757 - mmaction - INFO - Epoch [211][380/396] lr: 2.327e-02, eta: 8:52:00, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.6437, top5_acc: 0.8479, loss_cls: 1.4035, loss: 1.4035, grad_norm: 2.8696, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1209, loss/aux0: 1.1209 2020-10-21 03:11:46,146 - mmaction - INFO - Epoch [212][20/396] lr: 2.230e-02, eta: 8:50:46, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.6622, top5_acc: 0.8599, loss_cls: 1.3476, loss: 1.3476, grad_norm: 2.9100, top1_acc/aux0: 0.7215, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1017, loss/aux0: 1.1017 2020-10-21 03:11:47,104 - mmaction - INFO - Epoch [212][20/396] lr: 2.230e-02, eta: 8:50:50, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.6622, top5_acc: 0.8599, loss_cls: 1.3476, loss: 1.3476, grad_norm: 2.9129, top1_acc/aux0: 0.7211, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1056, loss/aux0: 1.1056 2020-10-21 03:12:23,096 - mmaction - INFO - Epoch [212][40/396] lr: 2.230e-02, eta: 8:50:10, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8547, loss_cls: 1.3699, loss: 1.3699, grad_norm: 2.9233, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1208, loss/aux0: 1.1208 2020-10-21 03:12:24,079 - mmaction - INFO - Epoch [212][40/396] lr: 2.230e-02, eta: 8:50:14, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8547, loss_cls: 1.3699, loss: 1.3699, grad_norm: 2.9368, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1223, loss/aux0: 1.1223 2020-10-21 03:13:00,211 - mmaction - INFO - Epoch [212][60/396] lr: 2.230e-02, eta: 8:49:35, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.6654, top5_acc: 0.8549, loss_cls: 1.3206, loss: 1.3206, grad_norm: 2.8301, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1257, loss/aux0: 1.1257 2020-10-21 03:13:01,175 - mmaction - INFO - Epoch [212][60/396] lr: 2.230e-02, eta: 8:49:39, time: 0.923, data_time: 0.004, memory: 8466, top1_acc: 0.6654, top5_acc: 0.8549, loss_cls: 1.3206, loss: 1.3206, grad_norm: 2.8340, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1220, loss/aux0: 1.1220 2020-10-21 03:13:37,341 - mmaction - INFO - Epoch [212][80/396] lr: 2.230e-02, eta: 8:48:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6508, top5_acc: 0.8555, loss_cls: 1.3574, loss: 1.3574, grad_norm: 2.8327, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1336, loss/aux0: 1.1336 2020-10-21 03:13:38,372 - mmaction - INFO - Epoch [212][80/396] lr: 2.230e-02, eta: 8:49:03, time: 0.936, data_time: 0.005, memory: 8466, top1_acc: 0.6508, top5_acc: 0.8555, loss_cls: 1.3574, loss: 1.3574, grad_norm: 2.8188, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1261, loss/aux0: 1.1261 2020-10-21 03:14:14,487 - mmaction - INFO - Epoch [212][100/396] lr: 2.230e-02, eta: 8:48:24, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6565, top5_acc: 0.8521, loss_cls: 1.3840, loss: 1.3840, grad_norm: 2.9125, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1295, loss/aux0: 1.1295 2020-10-21 03:14:15,431 - mmaction - INFO - Epoch [212][100/396] lr: 2.230e-02, eta: 8:48:28, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.6565, top5_acc: 0.8521, loss_cls: 1.3840, loss: 1.3840, grad_norm: 2.9203, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1504, loss/aux0: 1.1504 2020-10-21 03:14:51,854 - mmaction - INFO - Epoch [212][120/396] lr: 2.230e-02, eta: 8:47:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6669, top5_acc: 0.8672, loss_cls: 1.2975, loss: 1.2975, grad_norm: 2.8414, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.1310, loss/aux0: 1.1310 2020-10-21 03:14:52,825 - mmaction - INFO - Epoch [212][120/396] lr: 2.230e-02, eta: 8:47:52, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6669, top5_acc: 0.8672, loss_cls: 1.2975, loss: 1.2975, grad_norm: 2.8454, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1121, loss/aux0: 1.1121 2020-10-21 03:15:29,007 - mmaction - INFO - Epoch [212][140/396] lr: 2.230e-02, eta: 8:47:13, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6477, top5_acc: 0.8523, loss_cls: 1.3846, loss: 1.3846, grad_norm: 2.8662, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.0988, loss/aux0: 1.0988 2020-10-21 03:15:29,972 - mmaction - INFO - Epoch [212][140/396] lr: 2.230e-02, eta: 8:47:17, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.6477, top5_acc: 0.8523, loss_cls: 1.3846, loss: 1.3846, grad_norm: 2.8505, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1000, loss/aux0: 1.1000 2020-10-21 03:16:06,256 - mmaction - INFO - Epoch [212][160/396] lr: 2.230e-02, eta: 8:46:37, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6529, top5_acc: 0.8503, loss_cls: 1.3929, loss: 1.3929, grad_norm: 2.8546, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0543, loss/aux0: 1.0543 2020-10-21 03:16:07,183 - mmaction - INFO - Epoch [212][160/396] lr: 2.230e-02, eta: 8:46:41, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6529, top5_acc: 0.8503, loss_cls: 1.3929, loss: 1.3929, grad_norm: 2.8644, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0540, loss/aux0: 1.0540 2020-10-21 03:16:43,623 - mmaction - INFO - Epoch [212][180/396] lr: 2.230e-02, eta: 8:46:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8570, loss_cls: 1.3386, loss: 1.3386, grad_norm: 2.8588, top1_acc/aux0: 0.7211, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1166, loss/aux0: 1.1166 2020-10-21 03:16:44,558 - mmaction - INFO - Epoch [212][180/396] lr: 2.230e-02, eta: 8:46:06, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8570, loss_cls: 1.3386, loss: 1.3386, grad_norm: 2.8729, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1203, loss/aux0: 1.1203 2020-10-21 03:17:20,828 - mmaction - INFO - Epoch [212][200/396] lr: 2.230e-02, eta: 8:45:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8471, loss_cls: 1.3986, loss: 1.3986, grad_norm: 2.9155, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0876, loss/aux0: 1.0876 2020-10-21 03:17:21,781 - mmaction - INFO - Epoch [212][200/396] lr: 2.230e-02, eta: 8:45:31, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8471, loss_cls: 1.3986, loss: 1.3986, grad_norm: 2.9209, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0963, loss/aux0: 1.0963 2020-10-21 03:17:58,020 - mmaction - INFO - Epoch [212][220/396] lr: 2.230e-02, eta: 8:44:51, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8589, loss_cls: 1.3419, loss: 1.3419, grad_norm: 2.9042, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1124, loss/aux0: 1.1124 2020-10-21 03:17:58,950 - mmaction - INFO - Epoch [212][220/396] lr: 2.230e-02, eta: 8:44:55, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8589, loss_cls: 1.3419, loss: 1.3419, grad_norm: 2.8974, top1_acc/aux0: 0.7148, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1000, loss/aux0: 1.1000 2020-10-21 03:18:35,213 - mmaction - INFO - Epoch [212][240/396] lr: 2.230e-02, eta: 8:44:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6565, top5_acc: 0.8490, loss_cls: 1.3816, loss: 1.3816, grad_norm: 2.8749, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.0865, loss/aux0: 1.0865 2020-10-21 03:18:36,151 - mmaction - INFO - Epoch [212][240/396] lr: 2.230e-02, eta: 8:44:20, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6565, top5_acc: 0.8490, loss_cls: 1.3816, loss: 1.3816, grad_norm: 2.8427, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.0822, loss/aux0: 1.0822 2020-10-21 03:19:12,387 - mmaction - INFO - Epoch [212][260/396] lr: 2.230e-02, eta: 8:43:40, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6549, top5_acc: 0.8620, loss_cls: 1.3372, loss: 1.3372, grad_norm: 2.9237, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0900, loss/aux0: 1.0900 2020-10-21 03:19:13,312 - mmaction - INFO - Epoch [212][260/396] lr: 2.230e-02, eta: 8:43:44, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6549, top5_acc: 0.8620, loss_cls: 1.3372, loss: 1.3372, grad_norm: 2.9240, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.0887, loss/aux0: 1.0887 2020-10-21 03:19:49,542 - mmaction - INFO - Epoch [212][280/396] lr: 2.230e-02, eta: 8:43:05, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8505, loss_cls: 1.3763, loss: 1.3763, grad_norm: 2.9311, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0487, loss/aux0: 1.0487 2020-10-21 03:19:50,483 - mmaction - INFO - Epoch [212][280/396] lr: 2.230e-02, eta: 8:43:09, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8505, loss_cls: 1.3763, loss: 1.3763, grad_norm: 2.9315, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0665, loss/aux0: 1.0665 2020-10-21 03:20:26,878 - mmaction - INFO - Epoch [212][300/396] lr: 2.230e-02, eta: 8:42:29, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6609, top5_acc: 0.8552, loss_cls: 1.3471, loss: 1.3471, grad_norm: 2.8897, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1246, loss/aux0: 1.1246 2020-10-21 03:20:27,814 - mmaction - INFO - Epoch [212][300/396] lr: 2.230e-02, eta: 8:42:33, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6609, top5_acc: 0.8552, loss_cls: 1.3471, loss: 1.3471, grad_norm: 2.8831, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1169, loss/aux0: 1.1169 2020-10-21 03:21:04,118 - mmaction - INFO - Epoch [212][320/396] lr: 2.230e-02, eta: 8:41:54, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6497, top5_acc: 0.8495, loss_cls: 1.3945, loss: 1.3945, grad_norm: 2.9252, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1329, loss/aux0: 1.1329 2020-10-21 03:21:05,057 - mmaction - INFO - Epoch [212][320/396] lr: 2.230e-02, eta: 8:41:58, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6497, top5_acc: 0.8495, loss_cls: 1.3945, loss: 1.3945, grad_norm: 2.9149, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1336, loss/aux0: 1.1336 2020-10-21 03:21:41,316 - mmaction - INFO - Epoch [212][340/396] lr: 2.230e-02, eta: 8:41:18, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6604, top5_acc: 0.8576, loss_cls: 1.3502, loss: 1.3502, grad_norm: 2.8002, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0913, loss/aux0: 1.0913 2020-10-21 03:21:42,286 - mmaction - INFO - Epoch [212][340/396] lr: 2.230e-02, eta: 8:41:22, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6604, top5_acc: 0.8576, loss_cls: 1.3502, loss: 1.3502, grad_norm: 2.8064, top1_acc/aux0: 0.7211, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0937, loss/aux0: 1.0937 2020-10-21 03:22:18,581 - mmaction - INFO - Epoch [212][360/396] lr: 2.230e-02, eta: 8:40:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6654, top5_acc: 0.8609, loss_cls: 1.3404, loss: 1.3404, grad_norm: 2.9169, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1435, loss/aux0: 1.1435 2020-10-21 03:22:19,497 - mmaction - INFO - Epoch [212][360/396] lr: 2.230e-02, eta: 8:40:47, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6654, top5_acc: 0.8609, loss_cls: 1.3404, loss: 1.3404, grad_norm: 2.9167, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1440, loss/aux0: 1.1440 2020-10-21 03:22:55,661 - mmaction - INFO - Epoch [212][380/396] lr: 2.230e-02, eta: 8:40:07, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8625, loss_cls: 1.3309, loss: 1.3309, grad_norm: 2.8921, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0885, loss/aux0: 1.0885 2020-10-21 03:22:56,595 - mmaction - INFO - Epoch [212][380/396] lr: 2.230e-02, eta: 8:40:11, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8625, loss_cls: 1.3309, loss: 1.3309, grad_norm: 2.8907, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0816, loss/aux0: 1.0816 2020-10-21 03:28:16,735 - mmaction - INFO - Epoch [213][20/396] lr: 2.134e-02, eta: 8:38:57, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6706, top5_acc: 0.8688, loss_cls: 1.3139, loss: 1.3139, grad_norm: 2.8903, top1_acc/aux0: 0.7116, top5_acc/aux0: 0.8840, loss_cls/aux0: 1.1285, loss/aux0: 1.1285 2020-10-21 03:28:17,670 - mmaction - INFO - Epoch [213][20/396] lr: 2.134e-02, eta: 8:39:01, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6706, top5_acc: 0.8688, loss_cls: 1.3139, loss: 1.3139, grad_norm: 2.9016, top1_acc/aux0: 0.7107, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1239, loss/aux0: 1.1239 2020-10-21 03:28:53,897 - mmaction - INFO - Epoch [213][40/396] lr: 2.134e-02, eta: 8:38:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6638, top5_acc: 0.8568, loss_cls: 1.3402, loss: 1.3402, grad_norm: 2.9420, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1289, loss/aux0: 1.1289 2020-10-21 03:28:54,826 - mmaction - INFO - Epoch [213][40/396] lr: 2.134e-02, eta: 8:38:26, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6638, top5_acc: 0.8568, loss_cls: 1.3402, loss: 1.3402, grad_norm: 2.9459, top1_acc/aux0: 0.7148, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1339, loss/aux0: 1.1339 2020-10-21 03:29:30,916 - mmaction - INFO - Epoch [213][60/396] lr: 2.134e-02, eta: 8:37:46, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6596, top5_acc: 0.8581, loss_cls: 1.3592, loss: 1.3592, grad_norm: 2.9167, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.1033, loss/aux0: 1.1033 2020-10-21 03:29:31,852 - mmaction - INFO - Epoch [213][60/396] lr: 2.134e-02, eta: 8:37:50, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6596, top5_acc: 0.8581, loss_cls: 1.3592, loss: 1.3592, grad_norm: 2.9043, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0970, loss/aux0: 1.0970 2020-10-21 03:30:08,005 - mmaction - INFO - Epoch [213][80/396] lr: 2.134e-02, eta: 8:37:11, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.6661, top5_acc: 0.8557, loss_cls: 1.3392, loss: 1.3392, grad_norm: 2.8440, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1441, loss/aux0: 1.1441 2020-10-21 03:30:08,978 - mmaction - INFO - Epoch [213][80/396] lr: 2.134e-02, eta: 8:37:14, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.6661, top5_acc: 0.8557, loss_cls: 1.3392, loss: 1.3392, grad_norm: 2.8293, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1412, loss/aux0: 1.1412 2020-10-21 03:30:45,064 - mmaction - INFO - Epoch [213][100/396] lr: 2.134e-02, eta: 8:36:35, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8648, loss_cls: 1.2950, loss: 1.2950, grad_norm: 2.8217, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1164, loss/aux0: 1.1164 2020-10-21 03:30:45,990 - mmaction - INFO - Epoch [213][100/396] lr: 2.134e-02, eta: 8:36:39, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8648, loss_cls: 1.2950, loss: 1.2950, grad_norm: 2.8325, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1295, loss/aux0: 1.1295 2020-10-21 03:31:22,263 - mmaction - INFO - Epoch [213][120/396] lr: 2.134e-02, eta: 8:36:00, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8570, loss_cls: 1.3559, loss: 1.3559, grad_norm: 2.9166, top1_acc/aux0: 0.7211, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0963, loss/aux0: 1.0963 2020-10-21 03:31:23,205 - mmaction - INFO - Epoch [213][120/396] lr: 2.134e-02, eta: 8:36:03, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8570, loss_cls: 1.3559, loss: 1.3559, grad_norm: 2.9079, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0876, loss/aux0: 1.0876 2020-10-21 03:31:59,483 - mmaction - INFO - Epoch [213][140/396] lr: 2.134e-02, eta: 8:35:24, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6555, top5_acc: 0.8547, loss_cls: 1.3371, loss: 1.3371, grad_norm: 2.8917, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0639, loss/aux0: 1.0639 2020-10-21 03:32:00,443 - mmaction - INFO - Epoch [213][140/396] lr: 2.134e-02, eta: 8:35:28, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6555, top5_acc: 0.8547, loss_cls: 1.3371, loss: 1.3371, grad_norm: 2.8853, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0680, loss/aux0: 1.0680 2020-10-21 03:32:36,745 - mmaction - INFO - Epoch [213][160/396] lr: 2.134e-02, eta: 8:34:49, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6456, top5_acc: 0.8490, loss_cls: 1.4011, loss: 1.4011, grad_norm: 2.8812, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.0938, loss/aux0: 1.0938 2020-10-21 03:32:37,684 - mmaction - INFO - Epoch [213][160/396] lr: 2.134e-02, eta: 8:34:52, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6456, top5_acc: 0.8490, loss_cls: 1.4011, loss: 1.4011, grad_norm: 2.8700, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.0868, loss/aux0: 1.0868 2020-10-21 03:33:13,951 - mmaction - INFO - Epoch [213][180/396] lr: 2.134e-02, eta: 8:34:13, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6596, top5_acc: 0.8620, loss_cls: 1.3447, loss: 1.3447, grad_norm: 2.9350, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.0950, loss/aux0: 1.0950 2020-10-21 03:33:14,886 - mmaction - INFO - Epoch [213][180/396] lr: 2.134e-02, eta: 8:34:17, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6596, top5_acc: 0.8620, loss_cls: 1.3447, loss: 1.3447, grad_norm: 2.9345, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1031, loss/aux0: 1.1031 2020-10-21 03:33:51,172 - mmaction - INFO - Epoch [213][200/396] lr: 2.134e-02, eta: 8:33:38, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8552, loss_cls: 1.3302, loss: 1.3302, grad_norm: 2.8828, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.0995, loss/aux0: 1.0995 2020-10-21 03:33:52,140 - mmaction - INFO - Epoch [213][200/396] lr: 2.134e-02, eta: 8:33:41, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8552, loss_cls: 1.3302, loss: 1.3302, grad_norm: 2.8696, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.0927, loss/aux0: 1.0927 2020-10-21 03:34:28,293 - mmaction - INFO - Epoch [213][220/396] lr: 2.134e-02, eta: 8:33:02, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6604, top5_acc: 0.8542, loss_cls: 1.3746, loss: 1.3746, grad_norm: 2.9251, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1259, loss/aux0: 1.1259 2020-10-21 03:34:29,227 - mmaction - INFO - Epoch [213][220/396] lr: 2.134e-02, eta: 8:33:06, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6604, top5_acc: 0.8542, loss_cls: 1.3746, loss: 1.3746, grad_norm: 2.9225, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1281, loss/aux0: 1.1281 2020-10-21 03:35:05,582 - mmaction - INFO - Epoch [213][240/396] lr: 2.134e-02, eta: 8:32:27, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6638, top5_acc: 0.8573, loss_cls: 1.3412, loss: 1.3412, grad_norm: 2.9453, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1122, loss/aux0: 1.1122 2020-10-21 03:35:06,503 - mmaction - INFO - Epoch [213][240/396] lr: 2.134e-02, eta: 8:32:30, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6638, top5_acc: 0.8573, loss_cls: 1.3412, loss: 1.3412, grad_norm: 2.9320, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1206, loss/aux0: 1.1206 2020-10-21 03:35:42,786 - mmaction - INFO - Epoch [213][260/396] lr: 2.134e-02, eta: 8:31:51, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6667, top5_acc: 0.8609, loss_cls: 1.3270, loss: 1.3270, grad_norm: 2.9998, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1199, loss/aux0: 1.1199 2020-10-21 03:35:43,717 - mmaction - INFO - Epoch [213][260/396] lr: 2.134e-02, eta: 8:31:55, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6667, top5_acc: 0.8609, loss_cls: 1.3270, loss: 1.3270, grad_norm: 3.0136, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1170, loss/aux0: 1.1170 2020-10-21 03:36:19,872 - mmaction - INFO - Epoch [213][280/396] lr: 2.134e-02, eta: 8:31:16, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6542, top5_acc: 0.8552, loss_cls: 1.3695, loss: 1.3695, grad_norm: 2.9243, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1075, loss/aux0: 1.1075 2020-10-21 03:36:20,801 - mmaction - INFO - Epoch [213][280/396] lr: 2.134e-02, eta: 8:31:19, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6542, top5_acc: 0.8552, loss_cls: 1.3695, loss: 1.3695, grad_norm: 2.9508, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0984, loss/aux0: 1.0984 2020-10-21 03:36:57,108 - mmaction - INFO - Epoch [213][300/396] lr: 2.134e-02, eta: 8:30:40, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8500, loss_cls: 1.3869, loss: 1.3869, grad_norm: 2.9261, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0263, loss/aux0: 1.0263 2020-10-21 03:36:58,046 - mmaction - INFO - Epoch [213][300/396] lr: 2.134e-02, eta: 8:30:44, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8500, loss_cls: 1.3869, loss: 1.3869, grad_norm: 2.9299, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0208, loss/aux0: 1.0208 2020-10-21 03:37:34,502 - mmaction - INFO - Epoch [213][320/396] lr: 2.134e-02, eta: 8:30:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6625, top5_acc: 0.8672, loss_cls: 1.3298, loss: 1.3298, grad_norm: 3.0156, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0643, loss/aux0: 1.0643 2020-10-21 03:37:35,429 - mmaction - INFO - Epoch [213][320/396] lr: 2.134e-02, eta: 8:30:08, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6625, top5_acc: 0.8672, loss_cls: 1.3298, loss: 1.3298, grad_norm: 3.0235, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0776, loss/aux0: 1.0776 2020-10-21 03:38:11,624 - mmaction - INFO - Epoch [213][340/396] lr: 2.134e-02, eta: 8:29:29, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8591, loss_cls: 1.3180, loss: 1.3180, grad_norm: 2.9673, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1326, loss/aux0: 1.1326 2020-10-21 03:38:12,542 - mmaction - INFO - Epoch [213][340/396] lr: 2.134e-02, eta: 8:29:33, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8591, loss_cls: 1.3180, loss: 1.3180, grad_norm: 2.9685, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1326, loss/aux0: 1.1326 2020-10-21 03:38:49,178 - mmaction - INFO - Epoch [213][360/396] lr: 2.134e-02, eta: 8:28:54, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8573, loss_cls: 1.3807, loss: 1.3807, grad_norm: 2.9437, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0685, loss/aux0: 1.0685 2020-10-21 03:38:50,111 - mmaction - INFO - Epoch [213][360/396] lr: 2.134e-02, eta: 8:28:58, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8573, loss_cls: 1.3807, loss: 1.3807, grad_norm: 2.9331, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0667, loss/aux0: 1.0667 2020-10-21 03:39:26,393 - mmaction - INFO - Epoch [213][380/396] lr: 2.134e-02, eta: 8:28:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6510, top5_acc: 0.8469, loss_cls: 1.4019, loss: 1.4019, grad_norm: 2.9965, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0769, loss/aux0: 1.0769 2020-10-21 03:39:27,313 - mmaction - INFO - Epoch [213][380/396] lr: 2.134e-02, eta: 8:28:22, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6510, top5_acc: 0.8469, loss_cls: 1.4019, loss: 1.4019, grad_norm: 2.9980, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0800, loss/aux0: 1.0800 2020-10-21 03:45:28,801 - mmaction - INFO - Epoch [214][20/396] lr: 2.040e-02, eta: 8:27:08, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.6661, top5_acc: 0.8477, loss_cls: 1.3457, loss: 1.3457, grad_norm: 2.9136, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1155, loss/aux0: 1.1155 2020-10-21 03:45:29,763 - mmaction - INFO - Epoch [214][20/396] lr: 2.040e-02, eta: 8:27:12, time: 0.924, data_time: 0.008, memory: 8466, top1_acc: 0.6661, top5_acc: 0.8477, loss_cls: 1.3457, loss: 1.3457, grad_norm: 2.9007, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1056, loss/aux0: 1.1056 2020-10-21 03:46:06,052 - mmaction - INFO - Epoch [214][40/396] lr: 2.040e-02, eta: 8:26:33, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.6732, top5_acc: 0.8607, loss_cls: 1.3118, loss: 1.3118, grad_norm: 2.9436, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0747, loss/aux0: 1.0747 2020-10-21 03:46:07,006 - mmaction - INFO - Epoch [214][40/396] lr: 2.040e-02, eta: 8:26:37, time: 0.934, data_time: 0.006, memory: 8466, top1_acc: 0.6732, top5_acc: 0.8607, loss_cls: 1.3118, loss: 1.3118, grad_norm: 2.9398, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0859, loss/aux0: 1.0859 2020-10-21 03:46:43,253 - mmaction - INFO - Epoch [214][60/396] lr: 2.040e-02, eta: 8:25:57, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8630, loss_cls: 1.3131, loss: 1.3131, grad_norm: 2.9286, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1202, loss/aux0: 1.1202 2020-10-21 03:46:44,179 - mmaction - INFO - Epoch [214][60/396] lr: 2.040e-02, eta: 8:26:01, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8630, loss_cls: 1.3131, loss: 1.3131, grad_norm: 2.9108, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1121, loss/aux0: 1.1121 2020-10-21 03:47:22,036 - mmaction - INFO - Epoch [214][80/396] lr: 2.040e-02, eta: 8:25:22, time: 1.014, data_time: 0.000, memory: 8466, top1_acc: 0.6701, top5_acc: 0.8646, loss_cls: 1.2809, loss: 1.2809, grad_norm: 2.8801, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0591, loss/aux0: 1.0591 2020-10-21 03:47:23,696 - mmaction - INFO - Epoch [214][80/396] lr: 2.040e-02, eta: 8:25:26, time: 1.053, data_time: 0.040, memory: 8466, top1_acc: 0.6701, top5_acc: 0.8646, loss_cls: 1.2809, loss: 1.2809, grad_norm: 2.8712, top1_acc/aux0: 0.7284, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0657, loss/aux0: 1.0657 2020-10-21 03:48:04,983 - mmaction - INFO - Epoch [214][100/396] lr: 2.040e-02, eta: 8:24:48, time: 1.131, data_time: 0.000, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8555, loss_cls: 1.3750, loss: 1.3750, grad_norm: 2.9799, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0755, loss/aux0: 1.0755 2020-10-21 03:48:05,919 - mmaction - INFO - Epoch [214][100/396] lr: 2.040e-02, eta: 8:24:53, time: 1.132, data_time: 0.002, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8555, loss_cls: 1.3750, loss: 1.3750, grad_norm: 2.9610, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0676, loss/aux0: 1.0676 2020-10-21 03:48:43,674 - mmaction - INFO - Epoch [214][120/396] lr: 2.040e-02, eta: 8:24:13, time: 0.979, data_time: 0.000, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8552, loss_cls: 1.3279, loss: 1.3279, grad_norm: 2.9706, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1310, loss/aux0: 1.1310 2020-10-21 03:48:44,608 - mmaction - INFO - Epoch [214][120/396] lr: 2.040e-02, eta: 8:24:17, time: 0.981, data_time: 0.002, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8552, loss_cls: 1.3279, loss: 1.3279, grad_norm: 2.9686, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1293, loss/aux0: 1.1293 2020-10-21 03:49:23,152 - mmaction - INFO - Epoch [214][140/396] lr: 2.040e-02, eta: 8:23:39, time: 1.044, data_time: 0.000, memory: 8466, top1_acc: 0.6570, top5_acc: 0.8409, loss_cls: 1.4129, loss: 1.4129, grad_norm: 2.9989, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1118, loss/aux0: 1.1118 2020-10-21 03:49:24,665 - mmaction - INFO - Epoch [214][140/396] lr: 2.040e-02, eta: 8:23:43, time: 1.075, data_time: 0.032, memory: 8466, top1_acc: 0.6570, top5_acc: 0.8409, loss_cls: 1.4129, loss: 1.4129, grad_norm: 2.9792, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1122, loss/aux0: 1.1122 2020-10-21 03:50:04,232 - mmaction - INFO - Epoch [214][160/396] lr: 2.040e-02, eta: 8:23:04, time: 1.021, data_time: 0.001, memory: 8466, top1_acc: 0.6615, top5_acc: 0.8602, loss_cls: 1.3380, loss: 1.3380, grad_norm: 2.9761, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0423, loss/aux0: 1.0423 2020-10-21 03:50:05,178 - mmaction - INFO - Epoch [214][160/396] lr: 2.040e-02, eta: 8:23:08, time: 1.023, data_time: 0.004, memory: 8466, top1_acc: 0.6615, top5_acc: 0.8602, loss_cls: 1.3380, loss: 1.3380, grad_norm: 2.9847, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0438, loss/aux0: 1.0438 2020-10-21 03:50:41,706 - mmaction - INFO - Epoch [214][180/396] lr: 2.040e-02, eta: 8:22:29, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.3435, loss: 1.3435, grad_norm: 2.9639, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0595, loss/aux0: 1.0595 2020-10-21 03:50:42,646 - mmaction - INFO - Epoch [214][180/396] lr: 2.040e-02, eta: 8:22:33, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.3435, loss: 1.3435, grad_norm: 2.9496, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.0618, loss/aux0: 1.0618 2020-10-21 03:51:18,888 - mmaction - INFO - Epoch [214][200/396] lr: 2.040e-02, eta: 8:21:53, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6745, top5_acc: 0.8729, loss_cls: 1.2794, loss: 1.2794, grad_norm: 2.9145, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.0889, loss/aux0: 1.0889 2020-10-21 03:51:20,461 - mmaction - INFO - Epoch [214][200/396] lr: 2.040e-02, eta: 8:21:57, time: 0.957, data_time: 0.034, memory: 8466, top1_acc: 0.6745, top5_acc: 0.8729, loss_cls: 1.2794, loss: 1.2794, grad_norm: 2.9178, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0894, loss/aux0: 1.0894 2020-10-21 03:52:00,671 - mmaction - INFO - Epoch [214][220/396] lr: 2.040e-02, eta: 8:21:18, time: 1.045, data_time: 0.000, memory: 8466, top1_acc: 0.6682, top5_acc: 0.8646, loss_cls: 1.3117, loss: 1.3117, grad_norm: 2.9747, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0781, loss/aux0: 1.0781 2020-10-21 03:52:02,537 - mmaction - INFO - Epoch [214][220/396] lr: 2.040e-02, eta: 8:21:23, time: 1.092, data_time: 0.049, memory: 8466, top1_acc: 0.6682, top5_acc: 0.8646, loss_cls: 1.3117, loss: 1.3117, grad_norm: 2.9686, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0755, loss/aux0: 1.0755 2020-10-21 03:52:39,033 - mmaction - INFO - Epoch [214][240/396] lr: 2.040e-02, eta: 8:20:44, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6508, top5_acc: 0.8562, loss_cls: 1.3484, loss: 1.3484, grad_norm: 3.0005, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1129, loss/aux0: 1.1129 2020-10-21 03:52:39,991 - mmaction - INFO - Epoch [214][240/396] lr: 2.040e-02, eta: 8:20:47, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6508, top5_acc: 0.8562, loss_cls: 1.3484, loss: 1.3484, grad_norm: 2.9832, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1123, loss/aux0: 1.1123 2020-10-21 03:53:16,615 - mmaction - INFO - Epoch [214][260/396] lr: 2.040e-02, eta: 8:20:08, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6529, top5_acc: 0.8529, loss_cls: 1.3590, loss: 1.3590, grad_norm: 2.9911, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0974, loss/aux0: 1.0974 2020-10-21 03:53:17,546 - mmaction - INFO - Epoch [214][260/396] lr: 2.040e-02, eta: 8:20:12, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6529, top5_acc: 0.8529, loss_cls: 1.3590, loss: 1.3590, grad_norm: 2.9893, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.1054, loss/aux0: 1.1054 2020-10-21 03:53:53,891 - mmaction - INFO - Epoch [214][280/396] lr: 2.040e-02, eta: 8:19:33, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6536, top5_acc: 0.8549, loss_cls: 1.3767, loss: 1.3767, grad_norm: 3.0086, top1_acc/aux0: 0.7237, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.0736, loss/aux0: 1.0736 2020-10-21 03:53:54,818 - mmaction - INFO - Epoch [214][280/396] lr: 2.040e-02, eta: 8:19:36, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6536, top5_acc: 0.8549, loss_cls: 1.3767, loss: 1.3767, grad_norm: 3.0201, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0671, loss/aux0: 1.0671 2020-10-21 03:54:31,292 - mmaction - INFO - Epoch [214][300/396] lr: 2.040e-02, eta: 8:18:57, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8570, loss_cls: 1.3433, loss: 1.3433, grad_norm: 3.0360, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0936, loss/aux0: 1.0936 2020-10-21 03:54:32,219 - mmaction - INFO - Epoch [214][300/396] lr: 2.040e-02, eta: 8:19:01, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8570, loss_cls: 1.3433, loss: 1.3433, grad_norm: 3.0429, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1064, loss/aux0: 1.1064 2020-10-21 03:55:08,562 - mmaction - INFO - Epoch [214][320/396] lr: 2.040e-02, eta: 8:18:22, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6672, top5_acc: 0.8630, loss_cls: 1.3268, loss: 1.3268, grad_norm: 2.9869, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1329, loss/aux0: 1.1329 2020-10-21 03:55:09,506 - mmaction - INFO - Epoch [214][320/396] lr: 2.040e-02, eta: 8:18:25, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.6672, top5_acc: 0.8630, loss_cls: 1.3268, loss: 1.3268, grad_norm: 2.9976, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1196, loss/aux0: 1.1196 2020-10-21 03:55:45,714 - mmaction - INFO - Epoch [214][340/396] lr: 2.040e-02, eta: 8:17:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6635, top5_acc: 0.8523, loss_cls: 1.3395, loss: 1.3395, grad_norm: 3.0274, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1014, loss/aux0: 1.1014 2020-10-21 03:55:46,671 - mmaction - INFO - Epoch [214][340/396] lr: 2.040e-02, eta: 8:17:50, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6635, top5_acc: 0.8523, loss_cls: 1.3395, loss: 1.3395, grad_norm: 3.0226, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.0953, loss/aux0: 1.0953 2020-10-21 03:56:22,967 - mmaction - INFO - Epoch [214][360/396] lr: 2.040e-02, eta: 8:17:11, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6763, top5_acc: 0.8570, loss_cls: 1.3501, loss: 1.3501, grad_norm: 2.9690, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0458, loss/aux0: 1.0458 2020-10-21 03:56:23,904 - mmaction - INFO - Epoch [214][360/396] lr: 2.040e-02, eta: 8:17:14, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6763, top5_acc: 0.8570, loss_cls: 1.3501, loss: 1.3501, grad_norm: 2.9917, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0562, loss/aux0: 1.0562 2020-10-21 03:57:00,293 - mmaction - INFO - Epoch [214][380/396] lr: 2.040e-02, eta: 8:16:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6630, top5_acc: 0.8576, loss_cls: 1.3397, loss: 1.3397, grad_norm: 2.9662, top1_acc/aux0: 0.7185, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1128, loss/aux0: 1.1128 2020-10-21 03:57:01,234 - mmaction - INFO - Epoch [214][380/396] lr: 2.040e-02, eta: 8:16:39, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6630, top5_acc: 0.8576, loss_cls: 1.3397, loss: 1.3397, grad_norm: 2.9806, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1218, loss/aux0: 1.1218 2020-10-21 04:02:49,797 - mmaction - INFO - Epoch [215][20/396] lr: 1.949e-02, eta: 8:15:25, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.6698, top5_acc: 0.8622, loss_cls: 1.3036, loss: 1.3036, grad_norm: 2.9350, top1_acc/aux0: 0.7283, top5_acc/aux0: 0.8939, loss_cls/aux0: 1.0793, loss/aux0: 1.0793 2020-10-21 04:02:50,736 - mmaction - INFO - Epoch [215][20/396] lr: 1.949e-02, eta: 8:15:29, time: 0.928, data_time: 0.008, memory: 8466, top1_acc: 0.6698, top5_acc: 0.8622, loss_cls: 1.3036, loss: 1.3036, grad_norm: 2.9586, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.0945, loss/aux0: 1.0945 2020-10-21 04:03:26,764 - mmaction - INFO - Epoch [215][40/396] lr: 1.949e-02, eta: 8:14:50, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8557, loss_cls: 1.3369, loss: 1.3369, grad_norm: 2.8993, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0746, loss/aux0: 1.0746 2020-10-21 04:03:27,709 - mmaction - INFO - Epoch [215][40/396] lr: 1.949e-02, eta: 8:14:54, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8557, loss_cls: 1.3369, loss: 1.3369, grad_norm: 2.9068, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0548, loss/aux0: 1.0548 2020-10-21 04:04:03,975 - mmaction - INFO - Epoch [215][60/396] lr: 1.949e-02, eta: 8:14:14, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6695, top5_acc: 0.8596, loss_cls: 1.3218, loss: 1.3218, grad_norm: 2.8985, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0631, loss/aux0: 1.0631 2020-10-21 04:04:04,942 - mmaction - INFO - Epoch [215][60/396] lr: 1.949e-02, eta: 8:14:18, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6695, top5_acc: 0.8596, loss_cls: 1.3218, loss: 1.3218, grad_norm: 2.8853, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0695, loss/aux0: 1.0695 2020-10-21 04:04:41,171 - mmaction - INFO - Epoch [215][80/396] lr: 1.949e-02, eta: 8:13:39, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8641, loss_cls: 1.2850, loss: 1.2850, grad_norm: 2.9357, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0184, loss/aux0: 1.0184 2020-10-21 04:04:42,115 - mmaction - INFO - Epoch [215][80/396] lr: 1.949e-02, eta: 8:13:42, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8641, loss_cls: 1.2850, loss: 1.2850, grad_norm: 2.9623, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0216, loss/aux0: 1.0216 2020-10-21 04:05:18,365 - mmaction - INFO - Epoch [215][100/396] lr: 1.949e-02, eta: 8:13:03, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8596, loss_cls: 1.3126, loss: 1.3126, grad_norm: 2.9643, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0750, loss/aux0: 1.0750 2020-10-21 04:05:19,340 - mmaction - INFO - Epoch [215][100/396] lr: 1.949e-02, eta: 8:13:07, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8596, loss_cls: 1.3126, loss: 1.3126, grad_norm: 2.9744, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0650, loss/aux0: 1.0650 2020-10-21 04:05:55,578 - mmaction - INFO - Epoch [215][120/396] lr: 1.949e-02, eta: 8:12:28, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6714, top5_acc: 0.8562, loss_cls: 1.3236, loss: 1.3236, grad_norm: 2.9821, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0501, loss/aux0: 1.0501 2020-10-21 04:05:56,572 - mmaction - INFO - Epoch [215][120/396] lr: 1.949e-02, eta: 8:12:31, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6714, top5_acc: 0.8562, loss_cls: 1.3236, loss: 1.3236, grad_norm: 2.9552, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0438, loss/aux0: 1.0438 2020-10-21 04:06:32,684 - mmaction - INFO - Epoch [215][140/396] lr: 1.949e-02, eta: 8:11:52, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6776, top5_acc: 0.8656, loss_cls: 1.2953, loss: 1.2953, grad_norm: 2.9563, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0785, loss/aux0: 1.0785 2020-10-21 04:06:33,632 - mmaction - INFO - Epoch [215][140/396] lr: 1.949e-02, eta: 8:11:56, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6776, top5_acc: 0.8656, loss_cls: 1.2953, loss: 1.2953, grad_norm: 2.9723, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0918, loss/aux0: 1.0918 2020-10-21 04:07:09,953 - mmaction - INFO - Epoch [215][160/396] lr: 1.949e-02, eta: 8:11:17, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6615, top5_acc: 0.8549, loss_cls: 1.3353, loss: 1.3353, grad_norm: 2.9365, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0842, loss/aux0: 1.0842 2020-10-21 04:07:10,894 - mmaction - INFO - Epoch [215][160/396] lr: 1.949e-02, eta: 8:11:20, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6615, top5_acc: 0.8549, loss_cls: 1.3353, loss: 1.3353, grad_norm: 2.9518, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0823, loss/aux0: 1.0823 2020-10-21 04:07:47,213 - mmaction - INFO - Epoch [215][180/396] lr: 1.949e-02, eta: 8:10:41, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6659, top5_acc: 0.8656, loss_cls: 1.2977, loss: 1.2977, grad_norm: 2.9554, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0583, loss/aux0: 1.0583 2020-10-21 04:07:48,158 - mmaction - INFO - Epoch [215][180/396] lr: 1.949e-02, eta: 8:10:45, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6659, top5_acc: 0.8656, loss_cls: 1.2977, loss: 1.2977, grad_norm: 2.9315, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0519, loss/aux0: 1.0519 2020-10-21 04:08:24,355 - mmaction - INFO - Epoch [215][200/396] lr: 1.949e-02, eta: 8:10:06, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6727, top5_acc: 0.8719, loss_cls: 1.3050, loss: 1.3050, grad_norm: 2.9555, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0816, loss/aux0: 1.0816 2020-10-21 04:08:25,279 - mmaction - INFO - Epoch [215][200/396] lr: 1.949e-02, eta: 8:10:09, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6727, top5_acc: 0.8719, loss_cls: 1.3050, loss: 1.3050, grad_norm: 2.9630, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0887, loss/aux0: 1.0887 2020-10-21 04:09:01,660 - mmaction - INFO - Epoch [215][220/396] lr: 1.949e-02, eta: 8:09:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8552, loss_cls: 1.3493, loss: 1.3493, grad_norm: 3.0167, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0618, loss/aux0: 1.0618 2020-10-21 04:09:02,582 - mmaction - INFO - Epoch [215][220/396] lr: 1.949e-02, eta: 8:09:34, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8552, loss_cls: 1.3493, loss: 1.3493, grad_norm: 3.0412, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0711, loss/aux0: 1.0711 2020-10-21 04:09:38,944 - mmaction - INFO - Epoch [215][240/396] lr: 1.949e-02, eta: 8:08:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6672, top5_acc: 0.8628, loss_cls: 1.3037, loss: 1.3037, grad_norm: 2.9586, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0795, loss/aux0: 1.0795 2020-10-21 04:09:39,890 - mmaction - INFO - Epoch [215][240/396] lr: 1.949e-02, eta: 8:08:58, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6672, top5_acc: 0.8628, loss_cls: 1.3037, loss: 1.3037, grad_norm: 2.9562, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0637, loss/aux0: 1.0637 2020-10-21 04:10:16,004 - mmaction - INFO - Epoch [215][260/396] lr: 1.949e-02, eta: 8:08:19, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6745, top5_acc: 0.8596, loss_cls: 1.3042, loss: 1.3042, grad_norm: 3.0025, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1052, loss/aux0: 1.1052 2020-10-21 04:10:16,946 - mmaction - INFO - Epoch [215][260/396] lr: 1.949e-02, eta: 8:08:23, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.6745, top5_acc: 0.8596, loss_cls: 1.3042, loss: 1.3042, grad_norm: 3.0027, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1157, loss/aux0: 1.1157 2020-10-21 04:10:53,222 - mmaction - INFO - Epoch [215][280/396] lr: 1.949e-02, eta: 8:07:44, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8578, loss_cls: 1.3573, loss: 1.3573, grad_norm: 3.0318, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.0881, loss/aux0: 1.0881 2020-10-21 04:10:54,161 - mmaction - INFO - Epoch [215][280/396] lr: 1.949e-02, eta: 8:07:47, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8578, loss_cls: 1.3573, loss: 1.3573, grad_norm: 3.0358, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0829, loss/aux0: 1.0829 2020-10-21 04:11:30,515 - mmaction - INFO - Epoch [215][300/396] lr: 1.949e-02, eta: 8:07:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8682, loss_cls: 1.2497, loss: 1.2497, grad_norm: 2.9519, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0824, loss/aux0: 1.0824 2020-10-21 04:11:31,444 - mmaction - INFO - Epoch [215][300/396] lr: 1.949e-02, eta: 8:07:12, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8682, loss_cls: 1.2497, loss: 1.2497, grad_norm: 2.9652, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0861, loss/aux0: 1.0861 2020-10-21 04:12:07,891 - mmaction - INFO - Epoch [215][320/396] lr: 1.949e-02, eta: 8:06:33, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6799, top5_acc: 0.8680, loss_cls: 1.2638, loss: 1.2638, grad_norm: 3.0118, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.1020, loss/aux0: 1.1020 2020-10-21 04:12:08,854 - mmaction - INFO - Epoch [215][320/396] lr: 1.949e-02, eta: 8:06:36, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.6799, top5_acc: 0.8680, loss_cls: 1.2638, loss: 1.2638, grad_norm: 3.0129, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0980, loss/aux0: 1.0980 2020-10-21 04:12:45,143 - mmaction - INFO - Epoch [215][340/396] lr: 1.949e-02, eta: 8:05:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6677, top5_acc: 0.8674, loss_cls: 1.2920, loss: 1.2920, grad_norm: 2.9302, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.1525, loss/aux0: 1.1525 2020-10-21 04:12:46,080 - mmaction - INFO - Epoch [215][340/396] lr: 1.949e-02, eta: 8:06:01, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6677, top5_acc: 0.8674, loss_cls: 1.2920, loss: 1.2920, grad_norm: 2.9320, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1548, loss/aux0: 1.1548 2020-10-21 04:13:22,521 - mmaction - INFO - Epoch [215][360/396] lr: 1.949e-02, eta: 8:05:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6646, top5_acc: 0.8523, loss_cls: 1.3585, loss: 1.3585, grad_norm: 3.0115, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0726, loss/aux0: 1.0726 2020-10-21 04:13:23,458 - mmaction - INFO - Epoch [215][360/396] lr: 1.949e-02, eta: 8:05:25, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6646, top5_acc: 0.8523, loss_cls: 1.3585, loss: 1.3585, grad_norm: 2.9898, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0611, loss/aux0: 1.0611 2020-10-21 04:13:59,853 - mmaction - INFO - Epoch [215][380/396] lr: 1.949e-02, eta: 8:04:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8591, loss_cls: 1.3467, loss: 1.3467, grad_norm: 2.9813, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0432, loss/aux0: 1.0432 2020-10-21 04:14:00,838 - mmaction - INFO - Epoch [215][380/396] lr: 1.949e-02, eta: 8:04:50, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8591, loss_cls: 1.3467, loss: 1.3467, grad_norm: 2.9890, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0584, loss/aux0: 1.0584 2020-10-21 04:20:40,234 - mmaction - INFO - Epoch [216][20/396] lr: 1.859e-02, eta: 8:03:37, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6794, top5_acc: 0.8706, loss_cls: 1.2549, loss: 1.2549, grad_norm: 2.9756, top1_acc/aux0: 0.7262, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0689, loss/aux0: 1.0689 2020-10-21 04:20:41,186 - mmaction - INFO - Epoch [216][20/396] lr: 1.859e-02, eta: 8:03:40, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.6794, top5_acc: 0.8706, loss_cls: 1.2549, loss: 1.2549, grad_norm: 2.9800, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0748, loss/aux0: 1.0748 2020-10-21 04:21:17,428 - mmaction - INFO - Epoch [216][40/396] lr: 1.859e-02, eta: 8:03:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8628, loss_cls: 1.3052, loss: 1.3052, grad_norm: 2.9556, top1_acc/aux0: 0.7388, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0187, loss/aux0: 1.0187 2020-10-21 04:21:18,354 - mmaction - INFO - Epoch [216][40/396] lr: 1.859e-02, eta: 8:03:05, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8628, loss_cls: 1.3052, loss: 1.3052, grad_norm: 2.9529, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0119, loss/aux0: 1.0119 2020-10-21 04:21:54,929 - mmaction - INFO - Epoch [216][60/396] lr: 1.859e-02, eta: 8:02:26, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6664, top5_acc: 0.8565, loss_cls: 1.3192, loss: 1.3192, grad_norm: 3.0112, top1_acc/aux0: 0.7313, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0435, loss/aux0: 1.0435 2020-10-21 04:21:55,878 - mmaction - INFO - Epoch [216][60/396] lr: 1.859e-02, eta: 8:02:29, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.6664, top5_acc: 0.8565, loss_cls: 1.3192, loss: 1.3192, grad_norm: 2.9854, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0335, loss/aux0: 1.0335 2020-10-21 04:22:32,251 - mmaction - INFO - Epoch [216][80/396] lr: 1.859e-02, eta: 8:01:50, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8570, loss_cls: 1.3345, loss: 1.3345, grad_norm: 3.0730, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0934, loss/aux0: 1.0934 2020-10-21 04:22:33,188 - mmaction - INFO - Epoch [216][80/396] lr: 1.859e-02, eta: 8:01:54, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8570, loss_cls: 1.3345, loss: 1.3345, grad_norm: 3.0846, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1043, loss/aux0: 1.1043 2020-10-21 04:23:09,338 - mmaction - INFO - Epoch [216][100/396] lr: 1.859e-02, eta: 8:01:15, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6701, top5_acc: 0.8677, loss_cls: 1.3031, loss: 1.3031, grad_norm: 2.9862, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0758, loss/aux0: 1.0758 2020-10-21 04:23:10,276 - mmaction - INFO - Epoch [216][100/396] lr: 1.859e-02, eta: 8:01:18, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6701, top5_acc: 0.8677, loss_cls: 1.3031, loss: 1.3031, grad_norm: 2.9965, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0764, loss/aux0: 1.0764 2020-10-21 04:23:46,656 - mmaction - INFO - Epoch [216][120/396] lr: 1.859e-02, eta: 8:00:39, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6719, top5_acc: 0.8607, loss_cls: 1.2985, loss: 1.2985, grad_norm: 2.9526, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1007, loss/aux0: 1.1007 2020-10-21 04:23:47,586 - mmaction - INFO - Epoch [216][120/396] lr: 1.859e-02, eta: 8:00:43, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6719, top5_acc: 0.8607, loss_cls: 1.2985, loss: 1.2985, grad_norm: 2.9804, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1112, loss/aux0: 1.1112 2020-10-21 04:24:23,845 - mmaction - INFO - Epoch [216][140/396] lr: 1.859e-02, eta: 8:00:04, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6745, top5_acc: 0.8656, loss_cls: 1.2856, loss: 1.2856, grad_norm: 3.0961, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0985, loss/aux0: 1.0985 2020-10-21 04:24:24,811 - mmaction - INFO - Epoch [216][140/396] lr: 1.859e-02, eta: 8:00:07, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6745, top5_acc: 0.8656, loss_cls: 1.2856, loss: 1.2856, grad_norm: 3.0928, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0870, loss/aux0: 1.0870 2020-10-21 04:25:01,046 - mmaction - INFO - Epoch [216][160/396] lr: 1.859e-02, eta: 7:59:28, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6682, top5_acc: 0.8687, loss_cls: 1.3084, loss: 1.3084, grad_norm: 3.0479, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.0767, loss/aux0: 1.0767 2020-10-21 04:25:01,992 - mmaction - INFO - Epoch [216][160/396] lr: 1.859e-02, eta: 7:59:32, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.6682, top5_acc: 0.8687, loss_cls: 1.3084, loss: 1.3084, grad_norm: 3.0309, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.0807, loss/aux0: 1.0807 2020-10-21 04:25:38,249 - mmaction - INFO - Epoch [216][180/396] lr: 1.859e-02, eta: 7:58:53, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6701, top5_acc: 0.8599, loss_cls: 1.3105, loss: 1.3105, grad_norm: 2.9539, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0718, loss/aux0: 1.0718 2020-10-21 04:25:39,172 - mmaction - INFO - Epoch [216][180/396] lr: 1.859e-02, eta: 7:58:56, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6701, top5_acc: 0.8599, loss_cls: 1.3105, loss: 1.3105, grad_norm: 2.9543, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0734, loss/aux0: 1.0734 2020-10-21 04:26:15,694 - mmaction - INFO - Epoch [216][200/396] lr: 1.859e-02, eta: 7:58:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6768, top5_acc: 0.8677, loss_cls: 1.2751, loss: 1.2751, grad_norm: 2.9918, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0317, loss/aux0: 1.0317 2020-10-21 04:26:16,640 - mmaction - INFO - Epoch [216][200/396] lr: 1.859e-02, eta: 7:58:21, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6768, top5_acc: 0.8677, loss_cls: 1.2751, loss: 1.2751, grad_norm: 2.9959, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0224, loss/aux0: 1.0224 2020-10-21 04:26:52,951 - mmaction - INFO - Epoch [216][220/396] lr: 1.859e-02, eta: 7:57:42, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6797, top5_acc: 0.8615, loss_cls: 1.2999, loss: 1.2999, grad_norm: 3.0245, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0580, loss/aux0: 1.0580 2020-10-21 04:26:53,895 - mmaction - INFO - Epoch [216][220/396] lr: 1.859e-02, eta: 7:57:45, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6797, top5_acc: 0.8615, loss_cls: 1.2999, loss: 1.2999, grad_norm: 3.0113, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0579, loss/aux0: 1.0579 2020-10-21 04:27:30,392 - mmaction - INFO - Epoch [216][240/396] lr: 1.859e-02, eta: 7:57:06, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6773, top5_acc: 0.8638, loss_cls: 1.2791, loss: 1.2791, grad_norm: 3.0137, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0743, loss/aux0: 1.0743 2020-10-21 04:27:31,333 - mmaction - INFO - Epoch [216][240/396] lr: 1.859e-02, eta: 7:57:10, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6773, top5_acc: 0.8638, loss_cls: 1.2791, loss: 1.2791, grad_norm: 3.0002, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0765, loss/aux0: 1.0765 2020-10-21 04:28:07,706 - mmaction - INFO - Epoch [216][260/396] lr: 1.859e-02, eta: 7:56:31, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8750, loss_cls: 1.2473, loss: 1.2473, grad_norm: 2.9840, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1015, loss/aux0: 1.1015 2020-10-21 04:28:08,646 - mmaction - INFO - Epoch [216][260/396] lr: 1.859e-02, eta: 7:56:34, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8750, loss_cls: 1.2473, loss: 1.2473, grad_norm: 2.9895, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1027, loss/aux0: 1.1027 2020-10-21 04:28:45,205 - mmaction - INFO - Epoch [216][280/396] lr: 1.859e-02, eta: 7:55:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6667, top5_acc: 0.8643, loss_cls: 1.3065, loss: 1.3065, grad_norm: 3.0040, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0919, loss/aux0: 1.0919 2020-10-21 04:28:46,132 - mmaction - INFO - Epoch [216][280/396] lr: 1.859e-02, eta: 7:55:59, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6667, top5_acc: 0.8643, loss_cls: 1.3065, loss: 1.3065, grad_norm: 3.0068, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0919, loss/aux0: 1.0919 2020-10-21 04:29:22,336 - mmaction - INFO - Epoch [216][300/396] lr: 1.859e-02, eta: 7:55:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6622, top5_acc: 0.8604, loss_cls: 1.3256, loss: 1.3256, grad_norm: 3.0396, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0778, loss/aux0: 1.0778 2020-10-21 04:29:23,275 - mmaction - INFO - Epoch [216][300/396] lr: 1.859e-02, eta: 7:55:23, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6622, top5_acc: 0.8604, loss_cls: 1.3256, loss: 1.3256, grad_norm: 3.0148, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0735, loss/aux0: 1.0735 2020-10-21 04:29:59,584 - mmaction - INFO - Epoch [216][320/396] lr: 1.859e-02, eta: 7:54:44, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6685, top5_acc: 0.8706, loss_cls: 1.2902, loss: 1.2902, grad_norm: 3.0221, top1_acc/aux0: 0.7388, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0165, loss/aux0: 1.0165 2020-10-21 04:30:00,529 - mmaction - INFO - Epoch [216][320/396] lr: 1.859e-02, eta: 7:54:48, time: 0.938, data_time: 0.006, memory: 8466, top1_acc: 0.6685, top5_acc: 0.8706, loss_cls: 1.2902, loss: 1.2902, grad_norm: 3.0224, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0272, loss/aux0: 1.0272 2020-10-21 04:30:37,041 - mmaction - INFO - Epoch [216][340/396] lr: 1.859e-02, eta: 7:54:09, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6734, top5_acc: 0.8630, loss_cls: 1.3275, loss: 1.3275, grad_norm: 3.0573, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0112, loss/aux0: 1.0112 2020-10-21 04:30:37,982 - mmaction - INFO - Epoch [216][340/396] lr: 1.859e-02, eta: 7:54:12, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6734, top5_acc: 0.8630, loss_cls: 1.3275, loss: 1.3275, grad_norm: 3.0643, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0018, loss/aux0: 1.0018 2020-10-21 04:31:14,191 - mmaction - INFO - Epoch [216][360/396] lr: 1.859e-02, eta: 7:53:33, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6685, top5_acc: 0.8617, loss_cls: 1.2891, loss: 1.2891, grad_norm: 3.0646, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0554, loss/aux0: 1.0554 2020-10-21 04:31:15,188 - mmaction - INFO - Epoch [216][360/396] lr: 1.859e-02, eta: 7:53:37, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6685, top5_acc: 0.8617, loss_cls: 1.2891, loss: 1.2891, grad_norm: 3.0921, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0776, loss/aux0: 1.0776 2020-10-21 04:31:51,522 - mmaction - INFO - Epoch [216][380/396] lr: 1.859e-02, eta: 7:52:58, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8609, loss_cls: 1.3241, loss: 1.3241, grad_norm: 3.1135, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0758, loss/aux0: 1.0758 2020-10-21 04:31:52,440 - mmaction - INFO - Epoch [216][380/396] lr: 1.859e-02, eta: 7:53:01, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8609, loss_cls: 1.3241, loss: 1.3241, grad_norm: 3.1264, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0557, loss/aux0: 1.0557 2020-10-21 04:32:25,646 - mmaction - INFO - Saving checkpoint at 216 epochs 2020-10-21 04:34:49,876 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 04:34:49,991 - mmaction - INFO - top1_acc 0.7416 top5_acc 0.9134 2020-10-21 04:34:49,991 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 04:34:50,023 - mmaction - INFO - mean_acc 0.7419 2020-10-21 04:34:50,024 - mmaction - INFO - Now best checkpoint is epoch_216.pth 2020-10-21 04:34:50,034 - mmaction - INFO - Epoch(val) [216][396] top1_acc: 0.7416, top5_acc: 0.9134, mean_class_accuracy: 0.7419 2020-10-21 04:39:16,867 - mmaction - INFO - Epoch [217][20/396] lr: 1.771e-02, eta: 7:51:48, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.6859, top5_acc: 0.8643, loss_cls: 1.2549, loss: 1.2549, grad_norm: 3.0253, top1_acc/aux0: 0.7163, top5_acc/aux0: 0.8947, loss_cls/aux0: 1.1148, loss/aux0: 1.1148 2020-10-21 04:39:17,798 - mmaction - INFO - Epoch [217][20/396] lr: 1.771e-02, eta: 7:51:52, time: 0.922, data_time: 0.003, memory: 8466, top1_acc: 0.6859, top5_acc: 0.8643, loss_cls: 1.2549, loss: 1.2549, grad_norm: 3.0143, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1156, loss/aux0: 1.1156 2020-10-21 04:39:53,792 - mmaction - INFO - Epoch [217][40/396] lr: 1.771e-02, eta: 7:51:13, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6729, top5_acc: 0.8599, loss_cls: 1.3104, loss: 1.3104, grad_norm: 2.9858, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0412, loss/aux0: 1.0412 2020-10-21 04:39:54,732 - mmaction - INFO - Epoch [217][40/396] lr: 1.771e-02, eta: 7:51:16, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6729, top5_acc: 0.8599, loss_cls: 1.3104, loss: 1.3104, grad_norm: 2.9678, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0313, loss/aux0: 1.0313 2020-10-21 04:40:30,973 - mmaction - INFO - Epoch [217][60/396] lr: 1.771e-02, eta: 7:50:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6612, top5_acc: 0.8672, loss_cls: 1.3066, loss: 1.3066, grad_norm: 3.0308, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0207, loss/aux0: 1.0207 2020-10-21 04:40:31,910 - mmaction - INFO - Epoch [217][60/396] lr: 1.771e-02, eta: 7:50:40, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6612, top5_acc: 0.8672, loss_cls: 1.3066, loss: 1.3066, grad_norm: 3.0197, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0208, loss/aux0: 1.0208 2020-10-21 04:41:08,092 - mmaction - INFO - Epoch [217][80/396] lr: 1.771e-02, eta: 7:50:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6852, top5_acc: 0.8654, loss_cls: 1.2502, loss: 1.2502, grad_norm: 3.0528, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0966, loss/aux0: 1.0966 2020-10-21 04:41:09,053 - mmaction - INFO - Epoch [217][80/396] lr: 1.771e-02, eta: 7:50:05, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.6852, top5_acc: 0.8654, loss_cls: 1.2502, loss: 1.2502, grad_norm: 3.0489, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1076, loss/aux0: 1.1076 2020-10-21 04:41:45,190 - mmaction - INFO - Epoch [217][100/396] lr: 1.771e-02, eta: 7:49:26, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.6732, top5_acc: 0.8716, loss_cls: 1.2830, loss: 1.2830, grad_norm: 3.0051, top1_acc/aux0: 0.7346, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0323, loss/aux0: 1.0323 2020-10-21 04:41:46,136 - mmaction - INFO - Epoch [217][100/396] lr: 1.771e-02, eta: 7:49:29, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.6732, top5_acc: 0.8716, loss_cls: 1.2830, loss: 1.2830, grad_norm: 2.9912, top1_acc/aux0: 0.7357, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0268, loss/aux0: 1.0268 2020-10-21 04:42:22,327 - mmaction - INFO - Epoch [217][120/396] lr: 1.771e-02, eta: 7:48:50, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6716, top5_acc: 0.8633, loss_cls: 1.3021, loss: 1.3021, grad_norm: 3.0931, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0532, loss/aux0: 1.0532 2020-10-21 04:42:23,254 - mmaction - INFO - Epoch [217][120/396] lr: 1.771e-02, eta: 7:48:54, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6716, top5_acc: 0.8633, loss_cls: 1.3021, loss: 1.3021, grad_norm: 3.0885, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0536, loss/aux0: 1.0536 2020-10-21 04:42:59,698 - mmaction - INFO - Epoch [217][140/396] lr: 1.771e-02, eta: 7:48:15, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8638, loss_cls: 1.2842, loss: 1.2842, grad_norm: 3.0494, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1145, loss/aux0: 1.1145 2020-10-21 04:43:00,620 - mmaction - INFO - Epoch [217][140/396] lr: 1.771e-02, eta: 7:48:18, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8638, loss_cls: 1.2842, loss: 1.2842, grad_norm: 3.0459, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1220, loss/aux0: 1.1220 2020-10-21 04:43:36,850 - mmaction - INFO - Epoch [217][160/396] lr: 1.771e-02, eta: 7:47:39, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6742, top5_acc: 0.8628, loss_cls: 1.2990, loss: 1.2990, grad_norm: 3.0825, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0243, loss/aux0: 1.0243 2020-10-21 04:43:37,855 - mmaction - INFO - Epoch [217][160/396] lr: 1.771e-02, eta: 7:47:43, time: 0.931, data_time: 0.006, memory: 8466, top1_acc: 0.6742, top5_acc: 0.8628, loss_cls: 1.2990, loss: 1.2990, grad_norm: 3.0954, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0143, loss/aux0: 1.0143 2020-10-21 04:44:14,077 - mmaction - INFO - Epoch [217][180/396] lr: 1.771e-02, eta: 7:47:04, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6755, top5_acc: 0.8714, loss_cls: 1.2796, loss: 1.2796, grad_norm: 3.1886, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1090, loss/aux0: 1.1090 2020-10-21 04:44:15,042 - mmaction - INFO - Epoch [217][180/396] lr: 1.771e-02, eta: 7:47:07, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6755, top5_acc: 0.8714, loss_cls: 1.2796, loss: 1.2796, grad_norm: 3.1592, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1081, loss/aux0: 1.1081 2020-10-21 04:44:51,271 - mmaction - INFO - Epoch [217][200/396] lr: 1.771e-02, eta: 7:46:28, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6674, top5_acc: 0.8633, loss_cls: 1.3173, loss: 1.3173, grad_norm: 3.0761, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9955, loss/aux0: 0.9955 2020-10-21 04:44:52,214 - mmaction - INFO - Epoch [217][200/396] lr: 1.771e-02, eta: 7:46:32, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6674, top5_acc: 0.8633, loss_cls: 1.3173, loss: 1.3173, grad_norm: 3.0758, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9903, loss/aux0: 0.9903 2020-10-21 04:45:28,619 - mmaction - INFO - Epoch [217][220/396] lr: 1.771e-02, eta: 7:45:53, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6687, top5_acc: 0.8651, loss_cls: 1.3202, loss: 1.3202, grad_norm: 3.1110, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0761, loss/aux0: 1.0761 2020-10-21 04:45:29,566 - mmaction - INFO - Epoch [217][220/396] lr: 1.771e-02, eta: 7:45:56, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6687, top5_acc: 0.8651, loss_cls: 1.3202, loss: 1.3202, grad_norm: 3.0999, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.0782, loss/aux0: 1.0782 2020-10-21 04:46:05,979 - mmaction - INFO - Epoch [217][240/396] lr: 1.771e-02, eta: 7:45:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6620, top5_acc: 0.8549, loss_cls: 1.3417, loss: 1.3417, grad_norm: 3.0472, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.0780, loss/aux0: 1.0780 2020-10-21 04:46:06,924 - mmaction - INFO - Epoch [217][240/396] lr: 1.771e-02, eta: 7:45:21, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6620, top5_acc: 0.8549, loss_cls: 1.3417, loss: 1.3417, grad_norm: 3.0477, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0800, loss/aux0: 1.0800 2020-10-21 04:46:43,211 - mmaction - INFO - Epoch [217][260/396] lr: 1.771e-02, eta: 7:44:42, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6773, top5_acc: 0.8604, loss_cls: 1.2983, loss: 1.2983, grad_norm: 3.0754, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0546, loss/aux0: 1.0546 2020-10-21 04:46:44,136 - mmaction - INFO - Epoch [217][260/396] lr: 1.771e-02, eta: 7:44:45, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6773, top5_acc: 0.8604, loss_cls: 1.2983, loss: 1.2983, grad_norm: 3.0638, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0529, loss/aux0: 1.0529 2020-10-21 04:47:20,213 - mmaction - INFO - Epoch [217][280/396] lr: 1.771e-02, eta: 7:44:06, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6625, top5_acc: 0.8570, loss_cls: 1.3360, loss: 1.3360, grad_norm: 3.1272, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0477, loss/aux0: 1.0477 2020-10-21 04:47:21,140 - mmaction - INFO - Epoch [217][280/396] lr: 1.771e-02, eta: 7:44:09, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6625, top5_acc: 0.8570, loss_cls: 1.3360, loss: 1.3360, grad_norm: 3.1172, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0585, loss/aux0: 1.0585 2020-10-21 04:47:57,310 - mmaction - INFO - Epoch [217][300/396] lr: 1.771e-02, eta: 7:43:31, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6729, top5_acc: 0.8638, loss_cls: 1.2943, loss: 1.2943, grad_norm: 3.0276, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0587, loss/aux0: 1.0587 2020-10-21 04:47:58,239 - mmaction - INFO - Epoch [217][300/396] lr: 1.771e-02, eta: 7:43:34, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6729, top5_acc: 0.8638, loss_cls: 1.2943, loss: 1.2943, grad_norm: 3.0443, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0681, loss/aux0: 1.0681 2020-10-21 04:48:34,607 - mmaction - INFO - Epoch [217][320/396] lr: 1.771e-02, eta: 7:42:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6779, top5_acc: 0.8607, loss_cls: 1.3077, loss: 1.3077, grad_norm: 2.9548, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0393, loss/aux0: 1.0393 2020-10-21 04:48:35,556 - mmaction - INFO - Epoch [217][320/396] lr: 1.771e-02, eta: 7:42:58, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6779, top5_acc: 0.8607, loss_cls: 1.3077, loss: 1.3077, grad_norm: 2.9335, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0223, loss/aux0: 1.0223 2020-10-21 04:49:11,736 - mmaction - INFO - Epoch [217][340/396] lr: 1.771e-02, eta: 7:42:19, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6625, top5_acc: 0.8622, loss_cls: 1.3297, loss: 1.3297, grad_norm: 3.1059, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0865, loss/aux0: 1.0865 2020-10-21 04:49:12,693 - mmaction - INFO - Epoch [217][340/396] lr: 1.771e-02, eta: 7:42:23, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.6625, top5_acc: 0.8622, loss_cls: 1.3297, loss: 1.3297, grad_norm: 3.0977, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0867, loss/aux0: 1.0867 2020-10-21 04:49:48,891 - mmaction - INFO - Epoch [217][360/396] lr: 1.771e-02, eta: 7:41:44, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8664, loss_cls: 1.3097, loss: 1.3097, grad_norm: 3.0366, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0201, loss/aux0: 1.0201 2020-10-21 04:49:49,831 - mmaction - INFO - Epoch [217][360/396] lr: 1.771e-02, eta: 7:41:47, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8664, loss_cls: 1.3097, loss: 1.3097, grad_norm: 3.0426, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0256, loss/aux0: 1.0256 2020-10-21 04:50:26,295 - mmaction - INFO - Epoch [217][380/396] lr: 1.771e-02, eta: 7:41:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8646, loss_cls: 1.2834, loss: 1.2834, grad_norm: 3.0657, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0304, loss/aux0: 1.0304 2020-10-21 04:50:27,223 - mmaction - INFO - Epoch [217][380/396] lr: 1.771e-02, eta: 7:41:12, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8646, loss_cls: 1.2834, loss: 1.2834, grad_norm: 3.0652, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0374, loss/aux0: 1.0374 2020-10-21 04:54:58,725 - mmaction - INFO - Epoch [218][20/396] lr: 1.685e-02, eta: 7:39:59, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8695, loss_cls: 1.2498, loss: 1.2498, grad_norm: 3.0478, top1_acc/aux0: 0.7314, top5_acc/aux0: 0.8967, loss_cls/aux0: 1.0484, loss/aux0: 1.0484 2020-10-21 04:54:59,664 - mmaction - INFO - Epoch [218][20/396] lr: 1.685e-02, eta: 7:40:02, time: 0.918, data_time: 0.003, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8695, loss_cls: 1.2498, loss: 1.2498, grad_norm: 3.0344, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0445, loss/aux0: 1.0445 2020-10-21 04:55:35,970 - mmaction - INFO - Epoch [218][40/396] lr: 1.685e-02, eta: 7:39:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8651, loss_cls: 1.2718, loss: 1.2718, grad_norm: 3.0040, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.0768, loss/aux0: 1.0768 2020-10-21 04:55:36,920 - mmaction - INFO - Epoch [218][40/396] lr: 1.685e-02, eta: 7:39:27, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8651, loss_cls: 1.2718, loss: 1.2718, grad_norm: 3.0075, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.0808, loss/aux0: 1.0808 2020-10-21 04:56:13,050 - mmaction - INFO - Epoch [218][60/396] lr: 1.685e-02, eta: 7:38:48, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6833, top5_acc: 0.8581, loss_cls: 1.2801, loss: 1.2801, grad_norm: 3.0318, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.0990, loss/aux0: 1.0990 2020-10-21 04:56:13,996 - mmaction - INFO - Epoch [218][60/396] lr: 1.685e-02, eta: 7:38:51, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6833, top5_acc: 0.8581, loss_cls: 1.2801, loss: 1.2801, grad_norm: 3.0118, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.0953, loss/aux0: 1.0953 2020-10-21 04:56:50,101 - mmaction - INFO - Epoch [218][80/396] lr: 1.685e-02, eta: 7:38:12, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6784, top5_acc: 0.8688, loss_cls: 1.2608, loss: 1.2608, grad_norm: 3.0575, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0233, loss/aux0: 1.0233 2020-10-21 04:56:51,045 - mmaction - INFO - Epoch [218][80/396] lr: 1.685e-02, eta: 7:38:16, time: 0.926, data_time: 0.005, memory: 8466, top1_acc: 0.6784, top5_acc: 0.8688, loss_cls: 1.2608, loss: 1.2608, grad_norm: 3.0557, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0260, loss/aux0: 1.0260 2020-10-21 04:57:27,272 - mmaction - INFO - Epoch [218][100/396] lr: 1.685e-02, eta: 7:37:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6857, top5_acc: 0.8633, loss_cls: 1.2445, loss: 1.2445, grad_norm: 3.0808, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1034, loss/aux0: 1.1034 2020-10-21 04:57:28,212 - mmaction - INFO - Epoch [218][100/396] lr: 1.685e-02, eta: 7:37:40, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6857, top5_acc: 0.8633, loss_cls: 1.2445, loss: 1.2445, grad_norm: 3.0704, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.0991, loss/aux0: 1.0991 2020-10-21 04:58:04,649 - mmaction - INFO - Epoch [218][120/396] lr: 1.685e-02, eta: 7:37:01, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6789, top5_acc: 0.8589, loss_cls: 1.2661, loss: 1.2661, grad_norm: 3.0741, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0186, loss/aux0: 1.0186 2020-10-21 04:58:05,587 - mmaction - INFO - Epoch [218][120/396] lr: 1.685e-02, eta: 7:37:05, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6789, top5_acc: 0.8589, loss_cls: 1.2661, loss: 1.2661, grad_norm: 3.0554, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0181, loss/aux0: 1.0181 2020-10-21 04:58:41,968 - mmaction - INFO - Epoch [218][140/396] lr: 1.685e-02, eta: 7:36:26, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6870, top5_acc: 0.8669, loss_cls: 1.2438, loss: 1.2438, grad_norm: 3.0162, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0237, loss/aux0: 1.0237 2020-10-21 04:58:42,910 - mmaction - INFO - Epoch [218][140/396] lr: 1.685e-02, eta: 7:36:29, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6870, top5_acc: 0.8669, loss_cls: 1.2438, loss: 1.2438, grad_norm: 3.0221, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0208, loss/aux0: 1.0208 2020-10-21 04:59:19,178 - mmaction - INFO - Epoch [218][160/396] lr: 1.685e-02, eta: 7:35:50, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6818, top5_acc: 0.8693, loss_cls: 1.2711, loss: 1.2711, grad_norm: 3.1260, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0174, loss/aux0: 1.0174 2020-10-21 04:59:20,104 - mmaction - INFO - Epoch [218][160/396] lr: 1.685e-02, eta: 7:35:54, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6818, top5_acc: 0.8693, loss_cls: 1.2711, loss: 1.2711, grad_norm: 3.1178, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0362, loss/aux0: 1.0362 2020-10-21 04:59:56,539 - mmaction - INFO - Epoch [218][180/396] lr: 1.685e-02, eta: 7:35:15, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6805, top5_acc: 0.8622, loss_cls: 1.2894, loss: 1.2894, grad_norm: 3.1151, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0497, loss/aux0: 1.0497 2020-10-21 04:59:57,471 - mmaction - INFO - Epoch [218][180/396] lr: 1.685e-02, eta: 7:35:18, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6805, top5_acc: 0.8622, loss_cls: 1.2894, loss: 1.2894, grad_norm: 3.0923, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0433, loss/aux0: 1.0433 2020-10-21 05:00:33,729 - mmaction - INFO - Epoch [218][200/396] lr: 1.685e-02, eta: 7:34:39, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6706, top5_acc: 0.8674, loss_cls: 1.2980, loss: 1.2980, grad_norm: 3.1533, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0573, loss/aux0: 1.0573 2020-10-21 05:00:34,680 - mmaction - INFO - Epoch [218][200/396] lr: 1.685e-02, eta: 7:34:42, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6706, top5_acc: 0.8674, loss_cls: 1.2980, loss: 1.2980, grad_norm: 3.1400, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0520, loss/aux0: 1.0520 2020-10-21 05:01:10,970 - mmaction - INFO - Epoch [218][220/396] lr: 1.685e-02, eta: 7:34:04, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6826, top5_acc: 0.8641, loss_cls: 1.2637, loss: 1.2637, grad_norm: 2.9689, top1_acc/aux0: 0.7268, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0684, loss/aux0: 1.0684 2020-10-21 05:01:11,911 - mmaction - INFO - Epoch [218][220/396] lr: 1.685e-02, eta: 7:34:07, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.6826, top5_acc: 0.8641, loss_cls: 1.2637, loss: 1.2637, grad_norm: 2.9568, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0643, loss/aux0: 1.0643 2020-10-21 05:01:48,349 - mmaction - INFO - Epoch [218][240/396] lr: 1.685e-02, eta: 7:33:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6638, top5_acc: 0.8573, loss_cls: 1.3244, loss: 1.3244, grad_norm: 3.0632, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0391, loss/aux0: 1.0391 2020-10-21 05:01:49,320 - mmaction - INFO - Epoch [218][240/396] lr: 1.685e-02, eta: 7:33:31, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.6638, top5_acc: 0.8573, loss_cls: 1.3244, loss: 1.3244, grad_norm: 3.0859, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0473, loss/aux0: 1.0473 2020-10-21 05:02:25,697 - mmaction - INFO - Epoch [218][260/396] lr: 1.685e-02, eta: 7:32:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6784, top5_acc: 0.8708, loss_cls: 1.2501, loss: 1.2501, grad_norm: 3.1263, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0815, loss/aux0: 1.0815 2020-10-21 05:02:26,615 - mmaction - INFO - Epoch [218][260/396] lr: 1.685e-02, eta: 7:32:56, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6784, top5_acc: 0.8708, loss_cls: 1.2501, loss: 1.2501, grad_norm: 3.1194, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0793, loss/aux0: 1.0793 2020-10-21 05:03:02,703 - mmaction - INFO - Epoch [218][280/396] lr: 1.685e-02, eta: 7:32:17, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6695, top5_acc: 0.8599, loss_cls: 1.2986, loss: 1.2986, grad_norm: 3.0917, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0618, loss/aux0: 1.0618 2020-10-21 05:03:03,647 - mmaction - INFO - Epoch [218][280/396] lr: 1.685e-02, eta: 7:32:20, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6695, top5_acc: 0.8599, loss_cls: 1.2986, loss: 1.2986, grad_norm: 3.0938, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0612, loss/aux0: 1.0612 2020-10-21 05:03:39,997 - mmaction - INFO - Epoch [218][300/396] lr: 1.685e-02, eta: 7:31:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6807, top5_acc: 0.8745, loss_cls: 1.2424, loss: 1.2424, grad_norm: 3.0421, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0140, loss/aux0: 1.0140 2020-10-21 05:03:40,935 - mmaction - INFO - Epoch [218][300/396] lr: 1.685e-02, eta: 7:31:45, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6807, top5_acc: 0.8745, loss_cls: 1.2424, loss: 1.2424, grad_norm: 3.0381, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0154, loss/aux0: 1.0154 2020-10-21 05:04:17,435 - mmaction - INFO - Epoch [218][320/396] lr: 1.685e-02, eta: 7:31:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6768, top5_acc: 0.8602, loss_cls: 1.2995, loss: 1.2995, grad_norm: 3.0622, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0495, loss/aux0: 1.0495 2020-10-21 05:04:18,372 - mmaction - INFO - Epoch [218][320/396] lr: 1.685e-02, eta: 7:31:09, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6768, top5_acc: 0.8602, loss_cls: 1.2995, loss: 1.2995, grad_norm: 3.0719, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0462, loss/aux0: 1.0462 2020-10-21 05:04:54,575 - mmaction - INFO - Epoch [218][340/396] lr: 1.685e-02, eta: 7:30:31, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8615, loss_cls: 1.3242, loss: 1.3242, grad_norm: 3.1274, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0411, loss/aux0: 1.0411 2020-10-21 05:04:55,537 - mmaction - INFO - Epoch [218][340/396] lr: 1.685e-02, eta: 7:30:34, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8615, loss_cls: 1.3242, loss: 1.3242, grad_norm: 3.0987, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0346, loss/aux0: 1.0346 2020-10-21 05:05:31,714 - mmaction - INFO - Epoch [218][360/396] lr: 1.685e-02, eta: 7:29:55, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6690, top5_acc: 0.8599, loss_cls: 1.3003, loss: 1.3003, grad_norm: 3.0076, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0699, loss/aux0: 1.0699 2020-10-21 05:05:32,664 - mmaction - INFO - Epoch [218][360/396] lr: 1.685e-02, eta: 7:29:58, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6690, top5_acc: 0.8599, loss_cls: 1.3003, loss: 1.3003, grad_norm: 3.0005, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0788, loss/aux0: 1.0788 2020-10-21 05:06:09,081 - mmaction - INFO - Epoch [218][380/396] lr: 1.685e-02, eta: 7:29:19, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8643, loss_cls: 1.2978, loss: 1.2978, grad_norm: 3.0565, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0418, loss/aux0: 1.0418 2020-10-21 05:06:10,022 - mmaction - INFO - Epoch [218][380/396] lr: 1.685e-02, eta: 7:29:23, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8643, loss_cls: 1.2978, loss: 1.2978, grad_norm: 3.0451, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0320, loss/aux0: 1.0320 2020-10-21 05:11:11,942 - mmaction - INFO - Epoch [219][20/396] lr: 1.602e-02, eta: 7:28:10, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6758, top5_acc: 0.8776, loss_cls: 1.2283, loss: 1.2283, grad_norm: 3.0734, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9917, loss/aux0: 0.9917 2020-10-21 05:11:12,917 - mmaction - INFO - Epoch [219][20/396] lr: 1.602e-02, eta: 7:28:13, time: 0.925, data_time: 0.005, memory: 8466, top1_acc: 0.6758, top5_acc: 0.8776, loss_cls: 1.2283, loss: 1.2283, grad_norm: 3.0767, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9964, loss/aux0: 0.9964 2020-10-21 05:11:49,080 - mmaction - INFO - Epoch [219][40/396] lr: 1.602e-02, eta: 7:27:35, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.6896, top5_acc: 0.8695, loss_cls: 1.2488, loss: 1.2488, grad_norm: 3.1260, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0140, loss/aux0: 1.0140 2020-10-21 05:11:50,051 - mmaction - INFO - Epoch [219][40/396] lr: 1.602e-02, eta: 7:27:38, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.6896, top5_acc: 0.8695, loss_cls: 1.2488, loss: 1.2488, grad_norm: 3.1423, top1_acc/aux0: 0.7357, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0260, loss/aux0: 1.0260 2020-10-21 05:12:26,393 - mmaction - INFO - Epoch [219][60/396] lr: 1.602e-02, eta: 7:26:59, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8620, loss_cls: 1.2391, loss: 1.2391, grad_norm: 3.0517, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0840, loss/aux0: 1.0840 2020-10-21 05:12:27,329 - mmaction - INFO - Epoch [219][60/396] lr: 1.602e-02, eta: 7:27:02, time: 0.924, data_time: 0.001, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8620, loss_cls: 1.2391, loss: 1.2391, grad_norm: 3.0450, top1_acc/aux0: 0.7237, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.0698, loss/aux0: 1.0698 2020-10-21 05:13:03,630 - mmaction - INFO - Epoch [219][80/396] lr: 1.602e-02, eta: 7:26:23, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6716, top5_acc: 0.8659, loss_cls: 1.2853, loss: 1.2853, grad_norm: 3.0948, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.0932, loss/aux0: 1.0932 2020-10-21 05:13:04,576 - mmaction - INFO - Epoch [219][80/396] lr: 1.602e-02, eta: 7:26:27, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6716, top5_acc: 0.8659, loss_cls: 1.2853, loss: 1.2853, grad_norm: 3.0763, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.0876, loss/aux0: 1.0876 2020-10-21 05:13:40,855 - mmaction - INFO - Epoch [219][100/396] lr: 1.602e-02, eta: 7:25:48, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6826, top5_acc: 0.8753, loss_cls: 1.2311, loss: 1.2311, grad_norm: 3.0541, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0160, loss/aux0: 1.0160 2020-10-21 05:13:41,789 - mmaction - INFO - Epoch [219][100/396] lr: 1.602e-02, eta: 7:25:51, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6826, top5_acc: 0.8753, loss_cls: 1.2311, loss: 1.2311, grad_norm: 3.0382, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0183, loss/aux0: 1.0183 2020-10-21 05:14:18,018 - mmaction - INFO - Epoch [219][120/396] lr: 1.602e-02, eta: 7:25:12, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6904, top5_acc: 0.8721, loss_cls: 1.2327, loss: 1.2327, grad_norm: 3.0376, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0355, loss/aux0: 1.0355 2020-10-21 05:14:18,980 - mmaction - INFO - Epoch [219][120/396] lr: 1.602e-02, eta: 7:25:16, time: 0.928, data_time: 0.005, memory: 8466, top1_acc: 0.6904, top5_acc: 0.8721, loss_cls: 1.2327, loss: 1.2327, grad_norm: 3.0255, top1_acc/aux0: 0.7341, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0277, loss/aux0: 1.0277 2020-10-21 05:14:55,383 - mmaction - INFO - Epoch [219][140/396] lr: 1.602e-02, eta: 7:24:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6784, top5_acc: 0.8638, loss_cls: 1.2699, loss: 1.2699, grad_norm: 3.1885, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0332, loss/aux0: 1.0332 2020-10-21 05:14:56,326 - mmaction - INFO - Epoch [219][140/396] lr: 1.602e-02, eta: 7:24:40, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6784, top5_acc: 0.8638, loss_cls: 1.2699, loss: 1.2699, grad_norm: 3.2016, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0480, loss/aux0: 1.0480 2020-10-21 05:15:32,532 - mmaction - INFO - Epoch [219][160/396] lr: 1.602e-02, eta: 7:24:01, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8724, loss_cls: 1.2629, loss: 1.2629, grad_norm: 3.0655, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0541, loss/aux0: 1.0541 2020-10-21 05:15:33,479 - mmaction - INFO - Epoch [219][160/396] lr: 1.602e-02, eta: 7:24:04, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8724, loss_cls: 1.2629, loss: 1.2629, grad_norm: 3.0689, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.0595, loss/aux0: 1.0595 2020-10-21 05:16:09,658 - mmaction - INFO - Epoch [219][180/396] lr: 1.602e-02, eta: 7:23:26, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6865, top5_acc: 0.8688, loss_cls: 1.2616, loss: 1.2616, grad_norm: 3.0967, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0834, loss/aux0: 1.0834 2020-10-21 05:16:10,621 - mmaction - INFO - Epoch [219][180/396] lr: 1.602e-02, eta: 7:23:29, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6865, top5_acc: 0.8688, loss_cls: 1.2616, loss: 1.2616, grad_norm: 3.0848, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0664, loss/aux0: 1.0664 2020-10-21 05:16:46,814 - mmaction - INFO - Epoch [219][200/396] lr: 1.602e-02, eta: 7:22:50, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6742, top5_acc: 0.8693, loss_cls: 1.2641, loss: 1.2641, grad_norm: 3.0734, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0469, loss/aux0: 1.0469 2020-10-21 05:16:47,762 - mmaction - INFO - Epoch [219][200/396] lr: 1.602e-02, eta: 7:22:53, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6742, top5_acc: 0.8693, loss_cls: 1.2641, loss: 1.2641, grad_norm: 3.0745, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0515, loss/aux0: 1.0515 2020-10-21 05:17:24,097 - mmaction - INFO - Epoch [219][220/396] lr: 1.602e-02, eta: 7:22:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6768, top5_acc: 0.8687, loss_cls: 1.2724, loss: 1.2724, grad_norm: 3.1149, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0763, loss/aux0: 1.0763 2020-10-21 05:17:25,034 - mmaction - INFO - Epoch [219][220/396] lr: 1.602e-02, eta: 7:22:18, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6768, top5_acc: 0.8687, loss_cls: 1.2724, loss: 1.2724, grad_norm: 3.1241, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0870, loss/aux0: 1.0870 2020-10-21 05:18:01,201 - mmaction - INFO - Epoch [219][240/396] lr: 1.602e-02, eta: 7:21:39, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6687, top5_acc: 0.8599, loss_cls: 1.3222, loss: 1.3222, grad_norm: 3.2502, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0796, loss/aux0: 1.0796 2020-10-21 05:18:02,124 - mmaction - INFO - Epoch [219][240/396] lr: 1.602e-02, eta: 7:21:42, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6687, top5_acc: 0.8599, loss_cls: 1.3222, loss: 1.3222, grad_norm: 3.2343, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0650, loss/aux0: 1.0650 2020-10-21 05:18:38,525 - mmaction - INFO - Epoch [219][260/396] lr: 1.602e-02, eta: 7:21:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6820, top5_acc: 0.8724, loss_cls: 1.2503, loss: 1.2503, grad_norm: 3.1392, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0636, loss/aux0: 1.0636 2020-10-21 05:18:39,483 - mmaction - INFO - Epoch [219][260/396] lr: 1.602e-02, eta: 7:21:07, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6820, top5_acc: 0.8724, loss_cls: 1.2503, loss: 1.2503, grad_norm: 3.1341, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.0716, loss/aux0: 1.0716 2020-10-21 05:19:15,850 - mmaction - INFO - Epoch [219][280/396] lr: 1.602e-02, eta: 7:20:28, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6706, top5_acc: 0.8607, loss_cls: 1.2994, loss: 1.2994, grad_norm: 3.2333, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0075, loss/aux0: 1.0075 2020-10-21 05:19:16,790 - mmaction - INFO - Epoch [219][280/396] lr: 1.602e-02, eta: 7:20:31, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.6706, top5_acc: 0.8607, loss_cls: 1.2994, loss: 1.2994, grad_norm: 3.2322, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0003, loss/aux0: 1.0003 2020-10-21 05:19:53,057 - mmaction - INFO - Epoch [219][300/396] lr: 1.602e-02, eta: 7:19:53, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8693, loss_cls: 1.2823, loss: 1.2823, grad_norm: 3.1934, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0331, loss/aux0: 1.0331 2020-10-21 05:19:54,001 - mmaction - INFO - Epoch [219][300/396] lr: 1.602e-02, eta: 7:19:56, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8693, loss_cls: 1.2823, loss: 1.2823, grad_norm: 3.1665, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0316, loss/aux0: 1.0316 2020-10-21 05:20:30,339 - mmaction - INFO - Epoch [219][320/396] lr: 1.602e-02, eta: 7:19:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8620, loss_cls: 1.2615, loss: 1.2615, grad_norm: 3.1510, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0116, loss/aux0: 1.0116 2020-10-21 05:20:31,285 - mmaction - INFO - Epoch [219][320/396] lr: 1.602e-02, eta: 7:19:20, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8620, loss_cls: 1.2615, loss: 1.2615, grad_norm: 3.1301, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9107, loss_cls/aux0: 1.0232, loss/aux0: 1.0232 2020-10-21 05:21:07,709 - mmaction - INFO - Epoch [219][340/396] lr: 1.602e-02, eta: 7:18:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8693, loss_cls: 1.2633, loss: 1.2633, grad_norm: 3.1288, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.0994, loss/aux0: 1.0994 2020-10-21 05:21:08,654 - mmaction - INFO - Epoch [219][340/396] lr: 1.602e-02, eta: 7:18:45, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8693, loss_cls: 1.2633, loss: 1.2633, grad_norm: 3.1223, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0967, loss/aux0: 1.0967 2020-10-21 05:21:44,846 - mmaction - INFO - Epoch [219][360/396] lr: 1.602e-02, eta: 7:18:06, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6914, top5_acc: 0.8721, loss_cls: 1.2541, loss: 1.2541, grad_norm: 3.0634, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0410, loss/aux0: 1.0410 2020-10-21 05:21:45,792 - mmaction - INFO - Epoch [219][360/396] lr: 1.602e-02, eta: 7:18:09, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6914, top5_acc: 0.8721, loss_cls: 1.2541, loss: 1.2541, grad_norm: 3.0661, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0342, loss/aux0: 1.0342 2020-10-21 05:22:22,030 - mmaction - INFO - Epoch [219][380/396] lr: 1.602e-02, eta: 7:17:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6958, top5_acc: 0.8737, loss_cls: 1.2274, loss: 1.2274, grad_norm: 2.9971, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0164, loss/aux0: 1.0164 2020-10-21 05:22:22,969 - mmaction - INFO - Epoch [219][380/396] lr: 1.602e-02, eta: 7:17:34, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6958, top5_acc: 0.8737, loss_cls: 1.2274, loss: 1.2274, grad_norm: 3.0116, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0231, loss/aux0: 1.0231 2020-10-21 05:28:23,323 - mmaction - INFO - Epoch [220][20/396] lr: 1.520e-02, eta: 7:16:21, time: 0.914, data_time: 0.000, memory: 8466, top1_acc: 0.6883, top5_acc: 0.8745, loss_cls: 1.2337, loss: 1.2337, grad_norm: 3.1165, top1_acc/aux0: 0.7267, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0737, loss/aux0: 1.0737 2020-10-21 05:28:24,261 - mmaction - INFO - Epoch [220][20/396] lr: 1.520e-02, eta: 7:16:24, time: 0.918, data_time: 0.005, memory: 8466, top1_acc: 0.6883, top5_acc: 0.8745, loss_cls: 1.2337, loss: 1.2337, grad_norm: 3.0975, top1_acc/aux0: 0.7313, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0583, loss/aux0: 1.0583 2020-10-21 05:29:00,238 - mmaction - INFO - Epoch [220][40/396] lr: 1.520e-02, eta: 7:15:46, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8776, loss_cls: 1.2461, loss: 1.2461, grad_norm: 3.2441, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0602, loss/aux0: 1.0602 2020-10-21 05:29:01,191 - mmaction - INFO - Epoch [220][40/396] lr: 1.520e-02, eta: 7:15:49, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8776, loss_cls: 1.2461, loss: 1.2461, grad_norm: 3.2418, top1_acc/aux0: 0.7237, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0769, loss/aux0: 1.0769 2020-10-21 05:29:37,471 - mmaction - INFO - Epoch [220][60/396] lr: 1.520e-02, eta: 7:15:10, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8714, loss_cls: 1.2248, loss: 1.2248, grad_norm: 3.1183, top1_acc/aux0: 0.7388, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0327, loss/aux0: 1.0327 2020-10-21 05:29:38,385 - mmaction - INFO - Epoch [220][60/396] lr: 1.520e-02, eta: 7:15:13, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8714, loss_cls: 1.2248, loss: 1.2248, grad_norm: 3.1141, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0385, loss/aux0: 1.0385 2020-10-21 05:30:14,625 - mmaction - INFO - Epoch [220][80/396] lr: 1.520e-02, eta: 7:14:35, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6799, top5_acc: 0.8747, loss_cls: 1.2408, loss: 1.2408, grad_norm: 3.1141, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0561, loss/aux0: 1.0561 2020-10-21 05:30:15,576 - mmaction - INFO - Epoch [220][80/396] lr: 1.520e-02, eta: 7:14:38, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6799, top5_acc: 0.8747, loss_cls: 1.2408, loss: 1.2408, grad_norm: 3.1113, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0636, loss/aux0: 1.0636 2020-10-21 05:30:51,729 - mmaction - INFO - Epoch [220][100/396] lr: 1.520e-02, eta: 7:13:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7078, top5_acc: 0.8773, loss_cls: 1.1782, loss: 1.1782, grad_norm: 3.1137, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0360, loss/aux0: 1.0360 2020-10-21 05:30:52,669 - mmaction - INFO - Epoch [220][100/396] lr: 1.520e-02, eta: 7:14:02, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7078, top5_acc: 0.8773, loss_cls: 1.1782, loss: 1.1782, grad_norm: 3.1201, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0118, loss/aux0: 1.0118 2020-10-21 05:31:29,060 - mmaction - INFO - Epoch [220][120/396] lr: 1.520e-02, eta: 7:13:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8779, loss_cls: 1.2055, loss: 1.2055, grad_norm: 3.0751, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0102, loss/aux0: 1.0102 2020-10-21 05:31:29,993 - mmaction - INFO - Epoch [220][120/396] lr: 1.520e-02, eta: 7:13:27, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8779, loss_cls: 1.2055, loss: 1.2055, grad_norm: 3.0962, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0171, loss/aux0: 1.0171 2020-10-21 05:32:06,388 - mmaction - INFO - Epoch [220][140/396] lr: 1.520e-02, eta: 7:12:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6831, top5_acc: 0.8732, loss_cls: 1.2557, loss: 1.2557, grad_norm: 3.1674, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9992, loss/aux0: 0.9992 2020-10-21 05:32:07,326 - mmaction - INFO - Epoch [220][140/396] lr: 1.520e-02, eta: 7:12:51, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6831, top5_acc: 0.8732, loss_cls: 1.2557, loss: 1.2557, grad_norm: 3.1864, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0056, loss/aux0: 1.0056 2020-10-21 05:32:43,793 - mmaction - INFO - Epoch [220][160/396] lr: 1.520e-02, eta: 7:12:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6813, top5_acc: 0.8737, loss_cls: 1.2643, loss: 1.2643, grad_norm: 3.1993, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0805, loss/aux0: 1.0805 2020-10-21 05:32:44,784 - mmaction - INFO - Epoch [220][160/396] lr: 1.520e-02, eta: 7:12:16, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6813, top5_acc: 0.8737, loss_cls: 1.2643, loss: 1.2643, grad_norm: 3.1761, top1_acc/aux0: 0.7284, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0743, loss/aux0: 1.0743 2020-10-21 05:33:21,249 - mmaction - INFO - Epoch [220][180/396] lr: 1.520e-02, eta: 7:11:37, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6773, top5_acc: 0.8641, loss_cls: 1.2966, loss: 1.2966, grad_norm: 3.0560, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.0983, loss/aux0: 1.0983 2020-10-21 05:33:22,221 - mmaction - INFO - Epoch [220][180/396] lr: 1.520e-02, eta: 7:11:40, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.6773, top5_acc: 0.8641, loss_cls: 1.2966, loss: 1.2966, grad_norm: 3.0425, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1047, loss/aux0: 1.1047 2020-10-21 05:33:58,503 - mmaction - INFO - Epoch [220][200/396] lr: 1.520e-02, eta: 7:11:01, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6940, top5_acc: 0.8737, loss_cls: 1.2374, loss: 1.2374, grad_norm: 3.1167, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0398, loss/aux0: 1.0398 2020-10-21 05:33:59,447 - mmaction - INFO - Epoch [220][200/396] lr: 1.520e-02, eta: 7:11:04, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6940, top5_acc: 0.8737, loss_cls: 1.2374, loss: 1.2374, grad_norm: 3.1544, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0419, loss/aux0: 1.0419 2020-10-21 05:34:35,793 - mmaction - INFO - Epoch [220][220/396] lr: 1.520e-02, eta: 7:10:26, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6818, top5_acc: 0.8706, loss_cls: 1.2443, loss: 1.2443, grad_norm: 3.1536, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9744, loss/aux0: 0.9744 2020-10-21 05:34:36,732 - mmaction - INFO - Epoch [220][220/396] lr: 1.520e-02, eta: 7:10:29, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.6818, top5_acc: 0.8706, loss_cls: 1.2443, loss: 1.2443, grad_norm: 3.1349, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9600, loss/aux0: 0.9600 2020-10-21 05:35:12,972 - mmaction - INFO - Epoch [220][240/396] lr: 1.520e-02, eta: 7:09:50, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8672, loss_cls: 1.2496, loss: 1.2496, grad_norm: 3.2302, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0335, loss/aux0: 1.0335 2020-10-21 05:35:13,897 - mmaction - INFO - Epoch [220][240/396] lr: 1.520e-02, eta: 7:09:53, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8672, loss_cls: 1.2496, loss: 1.2496, grad_norm: 3.2254, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0318, loss/aux0: 1.0318 2020-10-21 05:35:50,487 - mmaction - INFO - Epoch [220][260/396] lr: 1.520e-02, eta: 7:09:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6867, top5_acc: 0.8737, loss_cls: 1.2356, loss: 1.2356, grad_norm: 3.1364, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0396, loss/aux0: 1.0396 2020-10-21 05:35:51,421 - mmaction - INFO - Epoch [220][260/396] lr: 1.520e-02, eta: 7:09:18, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6867, top5_acc: 0.8737, loss_cls: 1.2356, loss: 1.2356, grad_norm: 3.1432, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0504, loss/aux0: 1.0504 2020-10-21 05:36:28,229 - mmaction - INFO - Epoch [220][280/396] lr: 1.520e-02, eta: 7:08:39, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6740, top5_acc: 0.8667, loss_cls: 1.2914, loss: 1.2914, grad_norm: 3.0896, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0070, loss/aux0: 1.0070 2020-10-21 05:36:29,165 - mmaction - INFO - Epoch [220][280/396] lr: 1.520e-02, eta: 7:08:42, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.6740, top5_acc: 0.8667, loss_cls: 1.2914, loss: 1.2914, grad_norm: 3.0925, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0067, loss/aux0: 1.0067 2020-10-21 05:37:05,899 - mmaction - INFO - Epoch [220][300/396] lr: 1.520e-02, eta: 7:08:04, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.6797, top5_acc: 0.8664, loss_cls: 1.2882, loss: 1.2882, grad_norm: 3.1549, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0523, loss/aux0: 1.0523 2020-10-21 05:37:06,837 - mmaction - INFO - Epoch [220][300/396] lr: 1.520e-02, eta: 7:08:07, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.6797, top5_acc: 0.8664, loss_cls: 1.2882, loss: 1.2882, grad_norm: 3.1380, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0496, loss/aux0: 1.0496 2020-10-21 05:37:42,944 - mmaction - INFO - Epoch [220][320/396] lr: 1.520e-02, eta: 7:07:28, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6867, top5_acc: 0.8771, loss_cls: 1.2288, loss: 1.2288, grad_norm: 3.1537, top1_acc/aux0: 0.7284, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0501, loss/aux0: 1.0501 2020-10-21 05:37:43,887 - mmaction - INFO - Epoch [220][320/396] lr: 1.520e-02, eta: 7:07:31, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6867, top5_acc: 0.8771, loss_cls: 1.2288, loss: 1.2288, grad_norm: 3.1704, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0594, loss/aux0: 1.0594 2020-10-21 05:38:20,334 - mmaction - INFO - Epoch [220][340/396] lr: 1.520e-02, eta: 7:06:53, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6857, top5_acc: 0.8685, loss_cls: 1.2705, loss: 1.2705, grad_norm: 3.1104, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0109, loss/aux0: 1.0109 2020-10-21 05:38:21,273 - mmaction - INFO - Epoch [220][340/396] lr: 1.520e-02, eta: 7:06:56, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6857, top5_acc: 0.8685, loss_cls: 1.2705, loss: 1.2705, grad_norm: 3.1108, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0091, loss/aux0: 1.0091 2020-10-21 05:38:57,769 - mmaction - INFO - Epoch [220][360/396] lr: 1.520e-02, eta: 7:06:17, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8721, loss_cls: 1.2484, loss: 1.2484, grad_norm: 3.0624, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0166, loss/aux0: 1.0166 2020-10-21 05:38:58,718 - mmaction - INFO - Epoch [220][360/396] lr: 1.520e-02, eta: 7:06:20, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8721, loss_cls: 1.2484, loss: 1.2484, grad_norm: 3.0523, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0129, loss/aux0: 1.0129 2020-10-21 05:39:34,861 - mmaction - INFO - Epoch [220][380/396] lr: 1.520e-02, eta: 7:05:42, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6776, top5_acc: 0.8703, loss_cls: 1.2766, loss: 1.2766, grad_norm: 3.2822, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0516, loss/aux0: 1.0516 2020-10-21 05:39:35,796 - mmaction - INFO - Epoch [220][380/396] lr: 1.520e-02, eta: 7:05:45, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6776, top5_acc: 0.8703, loss_cls: 1.2766, loss: 1.2766, grad_norm: 3.2677, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0482, loss/aux0: 1.0482 2020-10-21 05:45:35,700 - mmaction - INFO - Epoch [221][20/396] lr: 1.440e-02, eta: 7:04:33, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8810, loss_cls: 1.1953, loss: 1.1953, grad_norm: 3.1444, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.9024, loss_cls/aux0: 1.0373, loss/aux0: 1.0373 2020-10-21 05:45:36,622 - mmaction - INFO - Epoch [221][20/396] lr: 1.440e-02, eta: 7:04:36, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8810, loss_cls: 1.1953, loss: 1.1953, grad_norm: 3.1306, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0330, loss/aux0: 1.0330 2020-10-21 05:46:12,947 - mmaction - INFO - Epoch [221][40/396] lr: 1.440e-02, eta: 7:03:57, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6914, top5_acc: 0.8779, loss_cls: 1.2137, loss: 1.2137, grad_norm: 3.1930, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0050, loss/aux0: 1.0050 2020-10-21 05:46:13,934 - mmaction - INFO - Epoch [221][40/396] lr: 1.440e-02, eta: 7:04:00, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6914, top5_acc: 0.8779, loss_cls: 1.2137, loss: 1.2137, grad_norm: 3.1961, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0082, loss/aux0: 1.0082 2020-10-21 05:46:50,242 - mmaction - INFO - Epoch [221][60/396] lr: 1.440e-02, eta: 7:03:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7003, top5_acc: 0.8820, loss_cls: 1.1742, loss: 1.1742, grad_norm: 3.1094, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0351, loss/aux0: 1.0351 2020-10-21 05:46:51,182 - mmaction - INFO - Epoch [221][60/396] lr: 1.440e-02, eta: 7:03:25, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7003, top5_acc: 0.8820, loss_cls: 1.1742, loss: 1.1742, grad_norm: 3.1385, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0353, loss/aux0: 1.0353 2020-10-21 05:47:27,292 - mmaction - INFO - Epoch [221][80/396] lr: 1.440e-02, eta: 7:02:46, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6917, top5_acc: 0.8794, loss_cls: 1.2058, loss: 1.2058, grad_norm: 3.1043, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9036, loss_cls/aux0: 0.9947, loss/aux0: 0.9947 2020-10-21 05:47:28,253 - mmaction - INFO - Epoch [221][80/396] lr: 1.440e-02, eta: 7:02:49, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6917, top5_acc: 0.8794, loss_cls: 1.2058, loss: 1.2058, grad_norm: 3.1103, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0007, loss/aux0: 1.0007 2020-10-21 05:48:04,523 - mmaction - INFO - Epoch [221][100/396] lr: 1.440e-02, eta: 7:02:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8687, loss_cls: 1.2447, loss: 1.2447, grad_norm: 3.1700, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0221, loss/aux0: 1.0221 2020-10-21 05:48:05,538 - mmaction - INFO - Epoch [221][100/396] lr: 1.440e-02, eta: 7:02:14, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8687, loss_cls: 1.2447, loss: 1.2447, grad_norm: 3.1878, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0233, loss/aux0: 1.0233 2020-10-21 05:48:41,738 - mmaction - INFO - Epoch [221][120/396] lr: 1.440e-02, eta: 7:01:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7102, top5_acc: 0.8852, loss_cls: 1.1470, loss: 1.1470, grad_norm: 3.0705, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0243, loss/aux0: 1.0243 2020-10-21 05:48:42,659 - mmaction - INFO - Epoch [221][120/396] lr: 1.440e-02, eta: 7:01:38, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7102, top5_acc: 0.8852, loss_cls: 1.1470, loss: 1.1470, grad_norm: 3.0840, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0175, loss/aux0: 1.0175 2020-10-21 05:49:19,124 - mmaction - INFO - Epoch [221][140/396] lr: 1.440e-02, eta: 7:01:00, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6917, top5_acc: 0.8708, loss_cls: 1.2574, loss: 1.2574, grad_norm: 3.0940, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9906, loss/aux0: 0.9906 2020-10-21 05:49:20,109 - mmaction - INFO - Epoch [221][140/396] lr: 1.440e-02, eta: 7:01:03, time: 0.939, data_time: 0.006, memory: 8466, top1_acc: 0.6917, top5_acc: 0.8708, loss_cls: 1.2574, loss: 1.2574, grad_norm: 3.1202, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9932, loss/aux0: 0.9932 2020-10-21 05:49:56,435 - mmaction - INFO - Epoch [221][160/396] lr: 1.440e-02, eta: 7:00:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6763, top5_acc: 0.8695, loss_cls: 1.2927, loss: 1.2927, grad_norm: 3.1715, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0115, loss/aux0: 1.0115 2020-10-21 05:49:57,365 - mmaction - INFO - Epoch [221][160/396] lr: 1.440e-02, eta: 7:00:27, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6763, top5_acc: 0.8695, loss_cls: 1.2927, loss: 1.2927, grad_norm: 3.1792, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0042, loss/aux0: 1.0042 2020-10-21 05:50:33,741 - mmaction - INFO - Epoch [221][180/396] lr: 1.440e-02, eta: 6:59:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6844, top5_acc: 0.8771, loss_cls: 1.2253, loss: 1.2253, grad_norm: 3.1400, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0102, loss/aux0: 1.0102 2020-10-21 05:50:34,685 - mmaction - INFO - Epoch [221][180/396] lr: 1.440e-02, eta: 6:59:51, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6844, top5_acc: 0.8771, loss_cls: 1.2253, loss: 1.2253, grad_norm: 3.1342, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0231, loss/aux0: 1.0231 2020-10-21 05:51:10,872 - mmaction - INFO - Epoch [221][200/396] lr: 1.440e-02, eta: 6:59:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8711, loss_cls: 1.2074, loss: 1.2074, grad_norm: 3.0551, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0303, loss/aux0: 1.0303 2020-10-21 05:51:11,842 - mmaction - INFO - Epoch [221][200/396] lr: 1.440e-02, eta: 6:59:16, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8711, loss_cls: 1.2074, loss: 1.2074, grad_norm: 3.0642, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0254, loss/aux0: 1.0254 2020-10-21 05:51:48,084 - mmaction - INFO - Epoch [221][220/396] lr: 1.440e-02, eta: 6:58:37, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6904, top5_acc: 0.8719, loss_cls: 1.2451, loss: 1.2451, grad_norm: 3.0853, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0301, loss/aux0: 1.0301 2020-10-21 05:51:49,022 - mmaction - INFO - Epoch [221][220/396] lr: 1.440e-02, eta: 6:58:40, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6904, top5_acc: 0.8719, loss_cls: 1.2451, loss: 1.2451, grad_norm: 3.0861, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0189, loss/aux0: 1.0189 2020-10-21 05:52:25,384 - mmaction - INFO - Epoch [221][240/396] lr: 1.440e-02, eta: 6:58:02, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6854, top5_acc: 0.8648, loss_cls: 1.2617, loss: 1.2617, grad_norm: 3.2052, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0354, loss/aux0: 1.0354 2020-10-21 05:52:26,311 - mmaction - INFO - Epoch [221][240/396] lr: 1.440e-02, eta: 6:58:05, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.6854, top5_acc: 0.8648, loss_cls: 1.2617, loss: 1.2617, grad_norm: 3.2035, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0446, loss/aux0: 1.0446 2020-10-21 05:53:02,568 - mmaction - INFO - Epoch [221][260/396] lr: 1.440e-02, eta: 6:57:26, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6896, top5_acc: 0.8815, loss_cls: 1.2129, loss: 1.2129, grad_norm: 3.1886, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0621, loss/aux0: 1.0621 2020-10-21 05:53:03,496 - mmaction - INFO - Epoch [221][260/396] lr: 1.440e-02, eta: 6:57:29, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6896, top5_acc: 0.8815, loss_cls: 1.2129, loss: 1.2129, grad_norm: 3.2073, top1_acc/aux0: 0.7268, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0654, loss/aux0: 1.0654 2020-10-21 05:53:39,859 - mmaction - INFO - Epoch [221][280/396] lr: 1.440e-02, eta: 6:56:51, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6940, top5_acc: 0.8823, loss_cls: 1.1885, loss: 1.1885, grad_norm: 3.1496, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0048, loss/aux0: 1.0048 2020-10-21 05:53:40,792 - mmaction - INFO - Epoch [221][280/396] lr: 1.440e-02, eta: 6:56:54, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.6940, top5_acc: 0.8823, loss_cls: 1.1885, loss: 1.1885, grad_norm: 3.1607, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0040, loss/aux0: 1.0040 2020-10-21 05:54:17,297 - mmaction - INFO - Epoch [221][300/396] lr: 1.440e-02, eta: 6:56:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6807, top5_acc: 0.8742, loss_cls: 1.2416, loss: 1.2416, grad_norm: 3.1521, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0160, loss/aux0: 1.0160 2020-10-21 05:54:18,269 - mmaction - INFO - Epoch [221][300/396] lr: 1.440e-02, eta: 6:56:18, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6807, top5_acc: 0.8742, loss_cls: 1.2416, loss: 1.2416, grad_norm: 3.1418, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0003, loss/aux0: 1.0003 2020-10-21 05:54:54,641 - mmaction - INFO - Epoch [221][320/396] lr: 1.440e-02, eta: 6:55:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6901, top5_acc: 0.8760, loss_cls: 1.2321, loss: 1.2321, grad_norm: 3.1976, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9518, loss/aux0: 0.9518 2020-10-21 05:54:55,574 - mmaction - INFO - Epoch [221][320/396] lr: 1.440e-02, eta: 6:55:43, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6901, top5_acc: 0.8760, loss_cls: 1.2321, loss: 1.2321, grad_norm: 3.2042, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9679, loss/aux0: 0.9679 2020-10-21 05:55:32,051 - mmaction - INFO - Epoch [221][340/396] lr: 1.440e-02, eta: 6:55:04, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6901, top5_acc: 0.8695, loss_cls: 1.2201, loss: 1.2201, grad_norm: 3.1180, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0294, loss/aux0: 1.0294 2020-10-21 05:55:33,009 - mmaction - INFO - Epoch [221][340/396] lr: 1.440e-02, eta: 6:55:07, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.6901, top5_acc: 0.8695, loss_cls: 1.2201, loss: 1.2201, grad_norm: 3.1215, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0221, loss/aux0: 1.0221 2020-10-21 05:56:09,358 - mmaction - INFO - Epoch [221][360/396] lr: 1.440e-02, eta: 6:54:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6924, top5_acc: 0.8695, loss_cls: 1.2380, loss: 1.2380, grad_norm: 3.1113, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0174, loss/aux0: 1.0174 2020-10-21 05:56:10,281 - mmaction - INFO - Epoch [221][360/396] lr: 1.440e-02, eta: 6:54:31, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6924, top5_acc: 0.8695, loss_cls: 1.2380, loss: 1.2380, grad_norm: 3.1403, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0250, loss/aux0: 1.0250 2020-10-21 05:56:46,771 - mmaction - INFO - Epoch [221][380/396] lr: 1.440e-02, eta: 6:53:53, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6831, top5_acc: 0.8667, loss_cls: 1.2677, loss: 1.2677, grad_norm: 3.1708, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0485, loss/aux0: 1.0485 2020-10-21 05:56:47,740 - mmaction - INFO - Epoch [221][380/396] lr: 1.440e-02, eta: 6:53:56, time: 0.934, data_time: 0.005, memory: 8466, top1_acc: 0.6831, top5_acc: 0.8667, loss_cls: 1.2677, loss: 1.2677, grad_norm: 3.1434, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0363, loss/aux0: 1.0363 2020-10-21 06:01:55,290 - mmaction - INFO - Epoch [222][20/396] lr: 1.362e-02, eta: 6:52:45, time: 1.076, data_time: 0.000, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8771, loss_cls: 1.1844, loss: 1.1844, grad_norm: 3.2080, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9032, loss_cls/aux0: 1.0274, loss/aux0: 1.0274 2020-10-21 06:01:57,073 - mmaction - INFO - Epoch [222][20/396] lr: 1.362e-02, eta: 6:52:48, time: 1.135, data_time: 0.060, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8771, loss_cls: 1.1844, loss: 1.1844, grad_norm: 3.2053, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0285, loss/aux0: 1.0285 2020-10-21 06:02:33,211 - mmaction - INFO - Epoch [222][40/396] lr: 1.362e-02, eta: 6:52:10, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.6932, top5_acc: 0.8753, loss_cls: 1.2110, loss: 1.2110, grad_norm: 3.1634, top1_acc/aux0: 0.7357, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0390, loss/aux0: 1.0390 2020-10-21 06:02:34,150 - mmaction - INFO - Epoch [222][40/396] lr: 1.362e-02, eta: 6:52:13, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.6932, top5_acc: 0.8753, loss_cls: 1.2110, loss: 1.2110, grad_norm: 3.1605, top1_acc/aux0: 0.7341, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0360, loss/aux0: 1.0360 2020-10-21 06:03:10,481 - mmaction - INFO - Epoch [222][60/396] lr: 1.362e-02, eta: 6:51:34, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6984, top5_acc: 0.8729, loss_cls: 1.1957, loss: 1.1957, grad_norm: 3.2523, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0148, loss/aux0: 1.0148 2020-10-21 06:03:11,422 - mmaction - INFO - Epoch [222][60/396] lr: 1.362e-02, eta: 6:51:37, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6984, top5_acc: 0.8729, loss_cls: 1.1957, loss: 1.1957, grad_norm: 3.2131, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0113, loss/aux0: 1.0113 2020-10-21 06:03:47,656 - mmaction - INFO - Epoch [222][80/396] lr: 1.362e-02, eta: 6:50:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8794, loss_cls: 1.1668, loss: 1.1668, grad_norm: 3.1188, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9680, loss/aux0: 0.9680 2020-10-21 06:03:48,576 - mmaction - INFO - Epoch [222][80/396] lr: 1.362e-02, eta: 6:51:02, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8794, loss_cls: 1.1668, loss: 1.1668, grad_norm: 3.1261, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9750, loss/aux0: 0.9750 2020-10-21 06:04:24,833 - mmaction - INFO - Epoch [222][100/396] lr: 1.362e-02, eta: 6:50:23, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6888, top5_acc: 0.8755, loss_cls: 1.2249, loss: 1.2249, grad_norm: 3.1635, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9801, loss/aux0: 0.9801 2020-10-21 06:04:25,800 - mmaction - INFO - Epoch [222][100/396] lr: 1.362e-02, eta: 6:50:26, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.6888, top5_acc: 0.8755, loss_cls: 1.2249, loss: 1.2249, grad_norm: 3.1611, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9742, loss/aux0: 0.9742 2020-10-21 06:05:01,992 - mmaction - INFO - Epoch [222][120/396] lr: 1.362e-02, eta: 6:49:47, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.7042, top5_acc: 0.8815, loss_cls: 1.1914, loss: 1.1914, grad_norm: 3.0765, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0420, loss/aux0: 1.0420 2020-10-21 06:05:02,950 - mmaction - INFO - Epoch [222][120/396] lr: 1.362e-02, eta: 6:49:50, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.7042, top5_acc: 0.8815, loss_cls: 1.1914, loss: 1.1914, grad_norm: 3.0669, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0466, loss/aux0: 1.0466 2020-10-21 06:05:39,176 - mmaction - INFO - Epoch [222][140/396] lr: 1.362e-02, eta: 6:49:12, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7044, top5_acc: 0.8802, loss_cls: 1.1764, loss: 1.1764, grad_norm: 3.2066, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9629, loss/aux0: 0.9629 2020-10-21 06:05:40,139 - mmaction - INFO - Epoch [222][140/396] lr: 1.362e-02, eta: 6:49:15, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7044, top5_acc: 0.8802, loss_cls: 1.1764, loss: 1.1764, grad_norm: 3.1824, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9565, loss/aux0: 0.9565 2020-10-21 06:06:16,342 - mmaction - INFO - Epoch [222][160/396] lr: 1.362e-02, eta: 6:48:36, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8638, loss_cls: 1.2721, loss: 1.2721, grad_norm: 3.2285, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0219, loss/aux0: 1.0219 2020-10-21 06:06:17,282 - mmaction - INFO - Epoch [222][160/396] lr: 1.362e-02, eta: 6:48:39, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8638, loss_cls: 1.2721, loss: 1.2721, grad_norm: 3.2190, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0225, loss/aux0: 1.0225 2020-10-21 06:06:53,773 - mmaction - INFO - Epoch [222][180/396] lr: 1.362e-02, eta: 6:48:01, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7031, top5_acc: 0.8836, loss_cls: 1.1746, loss: 1.1746, grad_norm: 3.1285, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9034, loss_cls/aux0: 0.9935, loss/aux0: 0.9935 2020-10-21 06:06:54,698 - mmaction - INFO - Epoch [222][180/396] lr: 1.362e-02, eta: 6:48:04, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7031, top5_acc: 0.8836, loss_cls: 1.1746, loss: 1.1746, grad_norm: 3.1374, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9047, loss_cls/aux0: 0.9937, loss/aux0: 0.9937 2020-10-21 06:07:30,748 - mmaction - INFO - Epoch [222][200/396] lr: 1.362e-02, eta: 6:47:25, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7070, top5_acc: 0.8867, loss_cls: 1.1368, loss: 1.1368, grad_norm: 3.1812, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9081, loss_cls/aux0: 1.0256, loss/aux0: 1.0256 2020-10-21 06:07:31,689 - mmaction - INFO - Epoch [222][200/396] lr: 1.362e-02, eta: 6:47:28, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7070, top5_acc: 0.8867, loss_cls: 1.1368, loss: 1.1368, grad_norm: 3.1845, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9091, loss_cls/aux0: 1.0212, loss/aux0: 1.0212 2020-10-21 06:08:08,087 - mmaction - INFO - Epoch [222][220/396] lr: 1.362e-02, eta: 6:46:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8828, loss_cls: 1.1780, loss: 1.1780, grad_norm: 3.2515, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0066, loss/aux0: 1.0066 2020-10-21 06:08:09,073 - mmaction - INFO - Epoch [222][220/396] lr: 1.362e-02, eta: 6:46:53, time: 0.940, data_time: 0.005, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8828, loss_cls: 1.1780, loss: 1.1780, grad_norm: 3.2651, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0095, loss/aux0: 1.0095 2020-10-21 06:08:45,530 - mmaction - INFO - Epoch [222][240/396] lr: 1.362e-02, eta: 6:46:14, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6937, top5_acc: 0.8703, loss_cls: 1.2199, loss: 1.2199, grad_norm: 3.1351, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0231, loss/aux0: 1.0231 2020-10-21 06:08:46,457 - mmaction - INFO - Epoch [222][240/396] lr: 1.362e-02, eta: 6:46:17, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6937, top5_acc: 0.8703, loss_cls: 1.2199, loss: 1.2199, grad_norm: 3.1276, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0236, loss/aux0: 1.0236 2020-10-21 06:09:23,867 - mmaction - INFO - Epoch [222][260/396] lr: 1.362e-02, eta: 6:45:39, time: 0.990, data_time: 0.004, memory: 8466, top1_acc: 0.6961, top5_acc: 0.8792, loss_cls: 1.1987, loss: 1.1987, grad_norm: 3.2396, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0064, loss/aux0: 1.0064 2020-10-21 06:09:26,946 - mmaction - INFO - Epoch [222][260/396] lr: 1.362e-02, eta: 6:45:42, time: 1.095, data_time: 0.057, memory: 8466, top1_acc: 0.6961, top5_acc: 0.8792, loss_cls: 1.1987, loss: 1.1987, grad_norm: 3.2460, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0177, loss/aux0: 1.0177 2020-10-21 06:10:09,013 - mmaction - INFO - Epoch [222][280/396] lr: 1.362e-02, eta: 6:45:04, time: 1.157, data_time: 0.003, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8768, loss_cls: 1.2035, loss: 1.2035, grad_norm: 3.2062, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9005, loss_cls/aux0: 0.9928, loss/aux0: 0.9928 2020-10-21 06:10:09,963 - mmaction - INFO - Epoch [222][280/396] lr: 1.362e-02, eta: 6:45:08, time: 1.098, data_time: 0.003, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8768, loss_cls: 1.2035, loss: 1.2035, grad_norm: 3.2292, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9016, loss_cls/aux0: 0.9951, loss/aux0: 0.9951 2020-10-21 06:10:46,116 - mmaction - INFO - Epoch [222][300/396] lr: 1.362e-02, eta: 6:44:29, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8727, loss_cls: 1.2081, loss: 1.2081, grad_norm: 3.2621, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0334, loss/aux0: 1.0334 2020-10-21 06:10:47,129 - mmaction - INFO - Epoch [222][300/396] lr: 1.362e-02, eta: 6:44:32, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8727, loss_cls: 1.2081, loss: 1.2081, grad_norm: 3.2446, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0197, loss/aux0: 1.0197 2020-10-21 06:11:25,481 - mmaction - INFO - Epoch [222][320/396] lr: 1.362e-02, eta: 6:43:54, time: 1.034, data_time: 0.000, memory: 8466, top1_acc: 0.6961, top5_acc: 0.8758, loss_cls: 1.1830, loss: 1.1830, grad_norm: 3.1973, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9036, loss_cls/aux0: 0.9998, loss/aux0: 0.9998 2020-10-21 06:11:27,671 - mmaction - INFO - Epoch [222][320/396] lr: 1.362e-02, eta: 6:43:57, time: 1.081, data_time: 0.046, memory: 8466, top1_acc: 0.6961, top5_acc: 0.8758, loss_cls: 1.1830, loss: 1.1830, grad_norm: 3.2230, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0118, loss/aux0: 1.0118 2020-10-21 06:12:09,622 - mmaction - INFO - Epoch [222][340/396] lr: 1.362e-02, eta: 6:43:20, time: 1.162, data_time: 0.000, memory: 8466, top1_acc: 0.6826, top5_acc: 0.8674, loss_cls: 1.2463, loss: 1.2463, grad_norm: 3.2736, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0321, loss/aux0: 1.0321 2020-10-21 06:12:10,575 - mmaction - INFO - Epoch [222][340/396] lr: 1.362e-02, eta: 6:43:23, time: 0.989, data_time: 0.003, memory: 8466, top1_acc: 0.6826, top5_acc: 0.8674, loss_cls: 1.2463, loss: 1.2463, grad_norm: 3.2831, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0314, loss/aux0: 1.0314 2020-10-21 06:12:46,803 - mmaction - INFO - Epoch [222][360/396] lr: 1.362e-02, eta: 6:42:44, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6870, top5_acc: 0.8703, loss_cls: 1.2347, loss: 1.2347, grad_norm: 3.1782, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0055, loss/aux0: 1.0055 2020-10-21 06:12:47,734 - mmaction - INFO - Epoch [222][360/396] lr: 1.362e-02, eta: 6:42:47, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.6870, top5_acc: 0.8703, loss_cls: 1.2347, loss: 1.2347, grad_norm: 3.1490, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9034, loss_cls/aux0: 0.9922, loss/aux0: 0.9922 2020-10-21 06:13:23,801 - mmaction - INFO - Epoch [222][380/396] lr: 1.362e-02, eta: 6:42:09, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6865, top5_acc: 0.8792, loss_cls: 1.2350, loss: 1.2350, grad_norm: 3.2400, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0091, loss/aux0: 1.0091 2020-10-21 06:13:24,743 - mmaction - INFO - Epoch [222][380/396] lr: 1.362e-02, eta: 6:42:11, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6865, top5_acc: 0.8792, loss_cls: 1.2350, loss: 1.2350, grad_norm: 3.2370, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0134, loss/aux0: 1.0134 2020-10-21 06:20:27,017 - mmaction - INFO - Epoch [223][20/396] lr: 1.287e-02, eta: 6:41:00, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.7068, top5_acc: 0.8805, loss_cls: 1.1626, loss: 1.1626, grad_norm: 3.1546, top1_acc/aux0: 0.7418, top5_acc/aux0: 0.9071, loss_cls/aux0: 1.0044, loss/aux0: 1.0044 2020-10-21 06:20:27,983 - mmaction - INFO - Epoch [223][20/396] lr: 1.287e-02, eta: 6:41:03, time: 0.924, data_time: 0.005, memory: 8466, top1_acc: 0.7068, top5_acc: 0.8805, loss_cls: 1.1626, loss: 1.1626, grad_norm: 3.1603, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0013, loss/aux0: 1.0013 2020-10-21 06:21:03,886 - mmaction - INFO - Epoch [223][40/396] lr: 1.287e-02, eta: 6:40:24, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.7042, top5_acc: 0.8773, loss_cls: 1.1813, loss: 1.1813, grad_norm: 3.2419, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0238, loss/aux0: 1.0238 2020-10-21 06:21:04,866 - mmaction - INFO - Epoch [223][40/396] lr: 1.287e-02, eta: 6:40:27, time: 0.923, data_time: 0.005, memory: 8466, top1_acc: 0.7042, top5_acc: 0.8773, loss_cls: 1.1813, loss: 1.1813, grad_norm: 3.2742, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0318, loss/aux0: 1.0318 2020-10-21 06:21:40,853 - mmaction - INFO - Epoch [223][60/396] lr: 1.287e-02, eta: 6:39:49, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7003, top5_acc: 0.8729, loss_cls: 1.1774, loss: 1.1774, grad_norm: 3.0877, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9839, loss/aux0: 0.9839 2020-10-21 06:21:41,791 - mmaction - INFO - Epoch [223][60/396] lr: 1.287e-02, eta: 6:39:51, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.7003, top5_acc: 0.8729, loss_cls: 1.1774, loss: 1.1774, grad_norm: 3.1140, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9796, loss/aux0: 0.9796 2020-10-21 06:22:17,769 - mmaction - INFO - Epoch [223][80/396] lr: 1.287e-02, eta: 6:39:13, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6849, top5_acc: 0.8753, loss_cls: 1.2269, loss: 1.2269, grad_norm: 3.2421, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9036, loss_cls/aux0: 0.9938, loss/aux0: 0.9938 2020-10-21 06:22:18,766 - mmaction - INFO - Epoch [223][80/396] lr: 1.287e-02, eta: 6:39:16, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.6849, top5_acc: 0.8753, loss_cls: 1.2269, loss: 1.2269, grad_norm: 3.2573, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9055, loss_cls/aux0: 0.9927, loss/aux0: 0.9927 2020-10-21 06:22:54,872 - mmaction - INFO - Epoch [223][100/396] lr: 1.287e-02, eta: 6:38:37, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6896, top5_acc: 0.8794, loss_cls: 1.2057, loss: 1.2057, grad_norm: 3.2339, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0331, loss/aux0: 1.0331 2020-10-21 06:22:55,803 - mmaction - INFO - Epoch [223][100/396] lr: 1.287e-02, eta: 6:38:40, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6896, top5_acc: 0.8794, loss_cls: 1.2057, loss: 1.2057, grad_norm: 3.2301, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0318, loss/aux0: 1.0318 2020-10-21 06:23:32,132 - mmaction - INFO - Epoch [223][120/396] lr: 1.287e-02, eta: 6:38:02, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6971, top5_acc: 0.8729, loss_cls: 1.1963, loss: 1.1963, grad_norm: 3.2617, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9929, loss/aux0: 0.9929 2020-10-21 06:23:33,084 - mmaction - INFO - Epoch [223][120/396] lr: 1.287e-02, eta: 6:38:05, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.6971, top5_acc: 0.8729, loss_cls: 1.1963, loss: 1.1963, grad_norm: 3.2411, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9899, loss/aux0: 0.9899 2020-10-21 06:24:09,430 - mmaction - INFO - Epoch [223][140/396] lr: 1.287e-02, eta: 6:37:26, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6966, top5_acc: 0.8729, loss_cls: 1.2153, loss: 1.2153, grad_norm: 3.1770, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0007, loss/aux0: 1.0007 2020-10-21 06:24:10,363 - mmaction - INFO - Epoch [223][140/396] lr: 1.287e-02, eta: 6:37:29, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.6966, top5_acc: 0.8729, loss_cls: 1.2153, loss: 1.2153, grad_norm: 3.1780, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0089, loss/aux0: 1.0089 2020-10-21 06:24:46,356 - mmaction - INFO - Epoch [223][160/396] lr: 1.287e-02, eta: 6:36:51, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6995, top5_acc: 0.8786, loss_cls: 1.1675, loss: 1.1675, grad_norm: 3.0777, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9704, loss/aux0: 0.9704 2020-10-21 06:24:47,297 - mmaction - INFO - Epoch [223][160/396] lr: 1.287e-02, eta: 6:36:53, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6995, top5_acc: 0.8786, loss_cls: 1.1675, loss: 1.1675, grad_norm: 3.1071, top1_acc/aux0: 0.7497, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9741, loss/aux0: 0.9741 2020-10-21 06:25:23,966 - mmaction - INFO - Epoch [223][180/396] lr: 1.287e-02, eta: 6:36:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8771, loss_cls: 1.2036, loss: 1.2036, grad_norm: 3.3094, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0260, loss/aux0: 1.0260 2020-10-21 06:25:24,910 - mmaction - INFO - Epoch [223][180/396] lr: 1.287e-02, eta: 6:36:18, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8771, loss_cls: 1.2036, loss: 1.2036, grad_norm: 3.3336, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0197, loss/aux0: 1.0197 2020-10-21 06:26:01,360 - mmaction - INFO - Epoch [223][200/396] lr: 1.287e-02, eta: 6:35:39, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6979, top5_acc: 0.8865, loss_cls: 1.1687, loss: 1.1687, grad_norm: 3.2094, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9807, loss/aux0: 0.9807 2020-10-21 06:26:02,293 - mmaction - INFO - Epoch [223][200/396] lr: 1.287e-02, eta: 6:35:42, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6979, top5_acc: 0.8865, loss_cls: 1.1687, loss: 1.1687, grad_norm: 3.2122, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9775, loss/aux0: 0.9775 2020-10-21 06:26:38,690 - mmaction - INFO - Epoch [223][220/396] lr: 1.287e-02, eta: 6:35:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6979, top5_acc: 0.8802, loss_cls: 1.1727, loss: 1.1727, grad_norm: 3.2597, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9749, loss/aux0: 0.9749 2020-10-21 06:26:39,625 - mmaction - INFO - Epoch [223][220/396] lr: 1.287e-02, eta: 6:35:07, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6979, top5_acc: 0.8802, loss_cls: 1.1727, loss: 1.1727, grad_norm: 3.2540, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9748, loss/aux0: 0.9748 2020-10-21 06:27:15,973 - mmaction - INFO - Epoch [223][240/396] lr: 1.287e-02, eta: 6:34:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8742, loss_cls: 1.2040, loss: 1.2040, grad_norm: 3.2783, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9023, loss_cls/aux0: 0.9951, loss/aux0: 0.9951 2020-10-21 06:27:16,911 - mmaction - INFO - Epoch [223][240/396] lr: 1.287e-02, eta: 6:34:31, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8742, loss_cls: 1.2040, loss: 1.2040, grad_norm: 3.2701, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9018, loss_cls/aux0: 0.9946, loss/aux0: 0.9946 2020-10-21 06:27:53,050 - mmaction - INFO - Epoch [223][260/396] lr: 1.287e-02, eta: 6:33:53, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7000, top5_acc: 0.8839, loss_cls: 1.1570, loss: 1.1570, grad_norm: 3.2483, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0003, loss/aux0: 1.0003 2020-10-21 06:27:53,980 - mmaction - INFO - Epoch [223][260/396] lr: 1.287e-02, eta: 6:33:56, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7000, top5_acc: 0.8839, loss_cls: 1.1570, loss: 1.1570, grad_norm: 3.2593, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0028, loss/aux0: 1.0028 2020-10-21 06:28:30,129 - mmaction - INFO - Epoch [223][280/396] lr: 1.287e-02, eta: 6:33:17, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6924, top5_acc: 0.8732, loss_cls: 1.2314, loss: 1.2314, grad_norm: 3.2578, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0076, loss/aux0: 1.0076 2020-10-21 06:28:31,083 - mmaction - INFO - Epoch [223][280/396] lr: 1.287e-02, eta: 6:33:20, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.6924, top5_acc: 0.8732, loss_cls: 1.2314, loss: 1.2314, grad_norm: 3.2726, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0189, loss/aux0: 1.0189 2020-10-21 06:29:07,687 - mmaction - INFO - Epoch [223][300/396] lr: 1.287e-02, eta: 6:32:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6914, top5_acc: 0.8734, loss_cls: 1.2168, loss: 1.2168, grad_norm: 3.2126, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0371, loss/aux0: 1.0371 2020-10-21 06:29:08,600 - mmaction - INFO - Epoch [223][300/396] lr: 1.287e-02, eta: 6:32:44, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.6914, top5_acc: 0.8734, loss_cls: 1.2168, loss: 1.2168, grad_norm: 3.2330, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0284, loss/aux0: 1.0284 2020-10-21 06:29:44,829 - mmaction - INFO - Epoch [223][320/396] lr: 1.287e-02, eta: 6:32:06, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6961, top5_acc: 0.8758, loss_cls: 1.1970, loss: 1.1970, grad_norm: 3.2596, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9433, loss/aux0: 0.9433 2020-10-21 06:29:45,781 - mmaction - INFO - Epoch [223][320/396] lr: 1.287e-02, eta: 6:32:09, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6961, top5_acc: 0.8758, loss_cls: 1.1970, loss: 1.1970, grad_norm: 3.2427, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9357, loss/aux0: 0.9357 2020-10-21 06:30:21,904 - mmaction - INFO - Epoch [223][340/396] lr: 1.287e-02, eta: 6:31:30, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8841, loss_cls: 1.1617, loss: 1.1617, grad_norm: 3.2008, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0092, loss/aux0: 1.0092 2020-10-21 06:30:22,899 - mmaction - INFO - Epoch [223][340/396] lr: 1.287e-02, eta: 6:31:33, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8841, loss_cls: 1.1617, loss: 1.1617, grad_norm: 3.1980, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0210, loss/aux0: 1.0210 2020-10-21 06:30:59,276 - mmaction - INFO - Epoch [223][360/396] lr: 1.287e-02, eta: 6:30:55, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6901, top5_acc: 0.8729, loss_cls: 1.1959, loss: 1.1959, grad_norm: 3.2565, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0632, loss/aux0: 1.0632 2020-10-21 06:31:00,237 - mmaction - INFO - Epoch [223][360/396] lr: 1.287e-02, eta: 6:30:58, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6901, top5_acc: 0.8729, loss_cls: 1.1959, loss: 1.1959, grad_norm: 3.2518, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0596, loss/aux0: 1.0596 2020-10-21 06:31:36,610 - mmaction - INFO - Epoch [223][380/396] lr: 1.287e-02, eta: 6:30:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6909, top5_acc: 0.8734, loss_cls: 1.2249, loss: 1.2249, grad_norm: 3.3141, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0601, loss/aux0: 1.0601 2020-10-21 06:31:37,530 - mmaction - INFO - Epoch [223][380/396] lr: 1.287e-02, eta: 6:30:22, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6909, top5_acc: 0.8734, loss_cls: 1.2249, loss: 1.2249, grad_norm: 3.3394, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0617, loss/aux0: 1.0617 2020-10-21 06:37:52,466 - mmaction - INFO - Epoch [224][20/396] lr: 1.213e-02, eta: 6:29:11, time: 0.914, data_time: 0.000, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8818, loss_cls: 1.1495, loss: 1.1495, grad_norm: 3.1780, top1_acc/aux0: 0.7533, top5_acc/aux0: 0.8986, loss_cls/aux0: 0.9915, loss/aux0: 0.9915 2020-10-21 06:37:53,420 - mmaction - INFO - Epoch [224][20/396] lr: 1.213e-02, eta: 6:29:14, time: 0.917, data_time: 0.003, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8818, loss_cls: 1.1495, loss: 1.1495, grad_norm: 3.1603, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.8987, loss_cls/aux0: 0.9915, loss/aux0: 0.9915 2020-10-21 06:38:29,785 - mmaction - INFO - Epoch [224][40/396] lr: 1.213e-02, eta: 6:28:35, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8789, loss_cls: 1.1482, loss: 1.1482, grad_norm: 3.2008, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9910, loss/aux0: 0.9910 2020-10-21 06:38:30,722 - mmaction - INFO - Epoch [224][40/396] lr: 1.213e-02, eta: 6:28:38, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8789, loss_cls: 1.1482, loss: 1.1482, grad_norm: 3.1931, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9885, loss/aux0: 0.9885 2020-10-21 06:39:07,167 - mmaction - INFO - Epoch [224][60/396] lr: 1.213e-02, eta: 6:28:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8740, loss_cls: 1.2109, loss: 1.2109, grad_norm: 3.2040, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0291, loss/aux0: 1.0291 2020-10-21 06:39:08,099 - mmaction - INFO - Epoch [224][60/396] lr: 1.213e-02, eta: 6:28:02, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8740, loss_cls: 1.2109, loss: 1.2109, grad_norm: 3.2185, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0311, loss/aux0: 1.0311 2020-10-21 06:39:44,512 - mmaction - INFO - Epoch [224][80/396] lr: 1.213e-02, eta: 6:27:24, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.1568, loss: 1.1568, grad_norm: 3.2156, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0031, loss/aux0: 1.0031 2020-10-21 06:39:45,495 - mmaction - INFO - Epoch [224][80/396] lr: 1.213e-02, eta: 6:27:27, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.1568, loss: 1.1568, grad_norm: 3.2175, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9031, loss_cls/aux0: 0.9977, loss/aux0: 0.9977 2020-10-21 06:40:21,762 - mmaction - INFO - Epoch [224][100/396] lr: 1.213e-02, eta: 6:26:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6997, top5_acc: 0.8760, loss_cls: 1.1980, loss: 1.1980, grad_norm: 3.2539, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9034, loss_cls/aux0: 0.9894, loss/aux0: 0.9894 2020-10-21 06:40:22,685 - mmaction - INFO - Epoch [224][100/396] lr: 1.213e-02, eta: 6:26:51, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6997, top5_acc: 0.8760, loss_cls: 1.1980, loss: 1.1980, grad_norm: 3.2625, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9036, loss_cls/aux0: 0.9970, loss/aux0: 0.9970 2020-10-21 06:40:59,113 - mmaction - INFO - Epoch [224][120/396] lr: 1.213e-02, eta: 6:26:13, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7065, top5_acc: 0.8802, loss_cls: 1.1557, loss: 1.1557, grad_norm: 3.2508, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9851, loss/aux0: 0.9851 2020-10-21 06:41:00,043 - mmaction - INFO - Epoch [224][120/396] lr: 1.213e-02, eta: 6:26:16, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7065, top5_acc: 0.8802, loss_cls: 1.1557, loss: 1.1557, grad_norm: 3.2384, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9798, loss/aux0: 0.9798 2020-10-21 06:41:36,303 - mmaction - INFO - Epoch [224][140/396] lr: 1.213e-02, eta: 6:25:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8805, loss_cls: 1.1848, loss: 1.1848, grad_norm: 3.3054, top1_acc/aux0: 0.7492, top5_acc/aux0: 0.9013, loss_cls/aux0: 0.9996, loss/aux0: 0.9996 2020-10-21 06:41:37,232 - mmaction - INFO - Epoch [224][140/396] lr: 1.213e-02, eta: 6:25:40, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8805, loss_cls: 1.1848, loss: 1.1848, grad_norm: 3.3073, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0058, loss/aux0: 1.0058 2020-10-21 06:42:13,751 - mmaction - INFO - Epoch [224][160/396] lr: 1.213e-02, eta: 6:25:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7068, top5_acc: 0.8820, loss_cls: 1.1557, loss: 1.1557, grad_norm: 3.1492, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0055, loss/aux0: 1.0055 2020-10-21 06:42:14,702 - mmaction - INFO - Epoch [224][160/396] lr: 1.213e-02, eta: 6:25:04, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7068, top5_acc: 0.8820, loss_cls: 1.1557, loss: 1.1557, grad_norm: 3.1512, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0055, loss/aux0: 1.0055 2020-10-21 06:42:51,102 - mmaction - INFO - Epoch [224][180/396] lr: 1.213e-02, eta: 6:24:26, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.1738, loss: 1.1738, grad_norm: 3.2414, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9953, loss/aux0: 0.9953 2020-10-21 06:42:52,034 - mmaction - INFO - Epoch [224][180/396] lr: 1.213e-02, eta: 6:24:29, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.1738, loss: 1.1738, grad_norm: 3.2428, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9901, loss/aux0: 0.9901 2020-10-21 06:43:28,343 - mmaction - INFO - Epoch [224][200/396] lr: 1.213e-02, eta: 6:23:51, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8818, loss_cls: 1.1949, loss: 1.1949, grad_norm: 3.3084, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0187, loss/aux0: 1.0187 2020-10-21 06:43:29,292 - mmaction - INFO - Epoch [224][200/396] lr: 1.213e-02, eta: 6:23:53, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8818, loss_cls: 1.1949, loss: 1.1949, grad_norm: 3.3242, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0188, loss/aux0: 1.0188 2020-10-21 06:44:05,641 - mmaction - INFO - Epoch [224][220/396] lr: 1.213e-02, eta: 6:23:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6992, top5_acc: 0.8719, loss_cls: 1.1967, loss: 1.1967, grad_norm: 3.2503, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9896, loss/aux0: 0.9896 2020-10-21 06:44:06,573 - mmaction - INFO - Epoch [224][220/396] lr: 1.213e-02, eta: 6:23:18, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6992, top5_acc: 0.8719, loss_cls: 1.1967, loss: 1.1967, grad_norm: 3.2475, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0030, loss/aux0: 1.0030 2020-10-21 06:44:42,881 - mmaction - INFO - Epoch [224][240/396] lr: 1.213e-02, eta: 6:22:39, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7052, top5_acc: 0.8758, loss_cls: 1.1806, loss: 1.1806, grad_norm: 3.2462, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0104, loss/aux0: 1.0104 2020-10-21 06:44:43,813 - mmaction - INFO - Epoch [224][240/396] lr: 1.213e-02, eta: 6:22:42, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7052, top5_acc: 0.8758, loss_cls: 1.1806, loss: 1.1806, grad_norm: 3.2563, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0077, loss/aux0: 1.0077 2020-10-21 06:45:20,065 - mmaction - INFO - Epoch [224][260/396] lr: 1.213e-02, eta: 6:22:04, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8766, loss_cls: 1.1830, loss: 1.1830, grad_norm: 3.2509, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0259, loss/aux0: 1.0259 2020-10-21 06:45:20,993 - mmaction - INFO - Epoch [224][260/396] lr: 1.213e-02, eta: 6:22:06, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8766, loss_cls: 1.1830, loss: 1.1830, grad_norm: 3.2741, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0146, loss/aux0: 1.0146 2020-10-21 06:45:57,357 - mmaction - INFO - Epoch [224][280/396] lr: 1.213e-02, eta: 6:21:28, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6948, top5_acc: 0.8747, loss_cls: 1.2011, loss: 1.2011, grad_norm: 3.3494, top1_acc/aux0: 0.7497, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9953, loss/aux0: 0.9953 2020-10-21 06:45:58,296 - mmaction - INFO - Epoch [224][280/396] lr: 1.213e-02, eta: 6:21:31, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6948, top5_acc: 0.8747, loss_cls: 1.2011, loss: 1.2011, grad_norm: 3.3531, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9062, loss_cls/aux0: 0.9989, loss/aux0: 0.9989 2020-10-21 06:46:34,681 - mmaction - INFO - Epoch [224][300/396] lr: 1.213e-02, eta: 6:20:53, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7047, top5_acc: 0.8820, loss_cls: 1.1522, loss: 1.1522, grad_norm: 3.2603, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0162, loss/aux0: 1.0162 2020-10-21 06:46:35,595 - mmaction - INFO - Epoch [224][300/396] lr: 1.213e-02, eta: 6:20:55, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7047, top5_acc: 0.8820, loss_cls: 1.1522, loss: 1.1522, grad_norm: 3.2620, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0097, loss/aux0: 1.0097 2020-10-21 06:47:11,746 - mmaction - INFO - Epoch [224][320/396] lr: 1.213e-02, eta: 6:20:17, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7010, top5_acc: 0.8862, loss_cls: 1.1772, loss: 1.1772, grad_norm: 3.2868, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9565, loss/aux0: 0.9565 2020-10-21 06:47:12,678 - mmaction - INFO - Epoch [224][320/396] lr: 1.213e-02, eta: 6:20:20, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7010, top5_acc: 0.8862, loss_cls: 1.1772, loss: 1.1772, grad_norm: 3.2780, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9538, loss/aux0: 0.9538 2020-10-21 06:47:49,105 - mmaction - INFO - Epoch [224][340/396] lr: 1.213e-02, eta: 6:19:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8789, loss_cls: 1.1748, loss: 1.1748, grad_norm: 3.2809, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0143, loss/aux0: 1.0143 2020-10-21 06:47:50,060 - mmaction - INFO - Epoch [224][340/396] lr: 1.213e-02, eta: 6:19:44, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8789, loss_cls: 1.1748, loss: 1.1748, grad_norm: 3.2760, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0216, loss/aux0: 1.0216 2020-10-21 06:48:26,413 - mmaction - INFO - Epoch [224][360/396] lr: 1.213e-02, eta: 6:19:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6964, top5_acc: 0.8823, loss_cls: 1.1710, loss: 1.1710, grad_norm: 3.2728, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9042, loss_cls/aux0: 0.9824, loss/aux0: 0.9824 2020-10-21 06:48:27,353 - mmaction - INFO - Epoch [224][360/396] lr: 1.213e-02, eta: 6:19:09, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6964, top5_acc: 0.8823, loss_cls: 1.1710, loss: 1.1710, grad_norm: 3.2636, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9754, loss/aux0: 0.9754 2020-10-21 06:49:03,926 - mmaction - INFO - Epoch [224][380/396] lr: 1.213e-02, eta: 6:18:30, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6906, top5_acc: 0.8708, loss_cls: 1.2187, loss: 1.2187, grad_norm: 3.3476, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0162, loss/aux0: 1.0162 2020-10-21 06:49:04,846 - mmaction - INFO - Epoch [224][380/396] lr: 1.213e-02, eta: 6:18:33, time: 0.936, data_time: 0.007, memory: 8466, top1_acc: 0.6906, top5_acc: 0.8708, loss_cls: 1.2187, loss: 1.2187, grad_norm: 3.3245, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0212, loss/aux0: 1.0212 2020-10-21 06:49:36,701 - mmaction - INFO - Saving checkpoint at 224 epochs 2020-10-21 06:51:38,433 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 06:51:38,598 - mmaction - INFO - top1_acc 0.7567 top5_acc 0.9262 2020-10-21 06:51:38,598 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 06:51:38,643 - mmaction - INFO - mean_acc 0.7568 2020-10-21 06:51:38,643 - mmaction - INFO - Now best checkpoint is epoch_224.pth 2020-10-21 06:51:38,649 - mmaction - INFO - Epoch(val) [224][396] top1_acc: 0.7567, top5_acc: 0.9262, mean_class_accuracy: 0.7568 2020-10-21 06:55:49,313 - mmaction - INFO - Epoch [225][20/396] lr: 1.142e-02, eta: 6:17:22, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.7102, top5_acc: 0.8771, loss_cls: 1.1767, loss: 1.1767, grad_norm: 3.1890, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.9608, loss/aux0: 0.9608 2020-10-21 06:55:50,398 - mmaction - INFO - Epoch [225][20/396] lr: 1.142e-02, eta: 6:17:25, time: 0.919, data_time: 0.002, memory: 8466, top1_acc: 0.7102, top5_acc: 0.8771, loss_cls: 1.1767, loss: 1.1767, grad_norm: 3.1947, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9654, loss/aux0: 0.9654 2020-10-21 06:56:26,488 - mmaction - INFO - Epoch [225][40/396] lr: 1.142e-02, eta: 6:16:46, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7117, top5_acc: 0.8891, loss_cls: 1.1323, loss: 1.1323, grad_norm: 3.3012, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9717, loss/aux0: 0.9717 2020-10-21 06:56:27,434 - mmaction - INFO - Epoch [225][40/396] lr: 1.142e-02, eta: 6:16:49, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7117, top5_acc: 0.8891, loss_cls: 1.1323, loss: 1.1323, grad_norm: 3.3059, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9684, loss/aux0: 0.9684 2020-10-21 06:57:03,638 - mmaction - INFO - Epoch [225][60/396] lr: 1.142e-02, eta: 6:16:11, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7148, top5_acc: 0.8828, loss_cls: 1.1395, loss: 1.1395, grad_norm: 3.3365, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0170, loss/aux0: 1.0170 2020-10-21 06:57:04,563 - mmaction - INFO - Epoch [225][60/396] lr: 1.142e-02, eta: 6:16:13, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7148, top5_acc: 0.8828, loss_cls: 1.1395, loss: 1.1395, grad_norm: 3.3403, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0263, loss/aux0: 1.0263 2020-10-21 06:57:40,699 - mmaction - INFO - Epoch [225][80/396] lr: 1.142e-02, eta: 6:15:35, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7143, top5_acc: 0.8833, loss_cls: 1.1393, loss: 1.1393, grad_norm: 3.2719, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0015, loss/aux0: 1.0015 2020-10-21 06:57:41,709 - mmaction - INFO - Epoch [225][80/396] lr: 1.142e-02, eta: 6:15:38, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7143, top5_acc: 0.8833, loss_cls: 1.1393, loss: 1.1393, grad_norm: 3.2518, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9876, loss/aux0: 0.9876 2020-10-21 06:58:17,919 - mmaction - INFO - Epoch [225][100/396] lr: 1.142e-02, eta: 6:15:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7060, top5_acc: 0.8758, loss_cls: 1.1676, loss: 1.1676, grad_norm: 3.1587, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9603, loss/aux0: 0.9603 2020-10-21 06:58:18,842 - mmaction - INFO - Epoch [225][100/396] lr: 1.142e-02, eta: 6:15:02, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7060, top5_acc: 0.8758, loss_cls: 1.1676, loss: 1.1676, grad_norm: 3.1737, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9063, loss_cls/aux0: 0.9754, loss/aux0: 0.9754 2020-10-21 06:58:55,107 - mmaction - INFO - Epoch [225][120/396] lr: 1.142e-02, eta: 6:14:24, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7117, top5_acc: 0.8797, loss_cls: 1.1780, loss: 1.1780, grad_norm: 3.3039, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0314, loss/aux0: 1.0314 2020-10-21 06:58:56,045 - mmaction - INFO - Epoch [225][120/396] lr: 1.142e-02, eta: 6:14:27, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7117, top5_acc: 0.8797, loss_cls: 1.1780, loss: 1.1780, grad_norm: 3.3050, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0172, loss/aux0: 1.0172 2020-10-21 06:59:32,202 - mmaction - INFO - Epoch [225][140/396] lr: 1.142e-02, eta: 6:13:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8797, loss_cls: 1.1911, loss: 1.1911, grad_norm: 3.2382, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0396, loss/aux0: 1.0396 2020-10-21 06:59:33,142 - mmaction - INFO - Epoch [225][140/396] lr: 1.142e-02, eta: 6:13:51, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8797, loss_cls: 1.1911, loss: 1.1911, grad_norm: 3.2542, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0607, loss/aux0: 1.0607 2020-10-21 07:00:09,773 - mmaction - INFO - Epoch [225][160/396] lr: 1.142e-02, eta: 6:13:13, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8815, loss_cls: 1.1679, loss: 1.1679, grad_norm: 3.2843, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9726, loss/aux0: 0.9726 2020-10-21 07:00:10,716 - mmaction - INFO - Epoch [225][160/396] lr: 1.142e-02, eta: 6:13:15, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8815, loss_cls: 1.1679, loss: 1.1679, grad_norm: 3.2840, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.9453, loss/aux0: 0.9453 2020-10-21 07:00:47,097 - mmaction - INFO - Epoch [225][180/396] lr: 1.142e-02, eta: 6:12:37, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7109, top5_acc: 0.8891, loss_cls: 1.1255, loss: 1.1255, grad_norm: 3.3039, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9446, loss/aux0: 0.9446 2020-10-21 07:00:48,036 - mmaction - INFO - Epoch [225][180/396] lr: 1.142e-02, eta: 6:12:40, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7109, top5_acc: 0.8891, loss_cls: 1.1255, loss: 1.1255, grad_norm: 3.3044, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9553, loss/aux0: 0.9553 2020-10-21 07:01:25,119 - mmaction - INFO - Epoch [225][200/396] lr: 1.142e-02, eta: 6:12:02, time: 0.974, data_time: 0.000, memory: 8466, top1_acc: 0.6958, top5_acc: 0.8833, loss_cls: 1.1680, loss: 1.1680, grad_norm: 3.3142, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9605, loss/aux0: 0.9605 2020-10-21 07:01:26,535 - mmaction - INFO - Epoch [225][200/396] lr: 1.142e-02, eta: 6:12:05, time: 1.001, data_time: 0.028, memory: 8466, top1_acc: 0.6958, top5_acc: 0.8833, loss_cls: 1.1680, loss: 1.1680, grad_norm: 3.3233, top1_acc/aux0: 0.7518, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9590, loss/aux0: 0.9590 2020-10-21 07:02:07,497 - mmaction - INFO - Epoch [225][220/396] lr: 1.142e-02, eta: 6:11:27, time: 1.083, data_time: 0.000, memory: 8466, top1_acc: 0.6984, top5_acc: 0.8755, loss_cls: 1.1959, loss: 1.1959, grad_norm: 3.2625, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.0260, loss/aux0: 1.0260 2020-10-21 07:02:08,798 - mmaction - INFO - Epoch [225][220/396] lr: 1.142e-02, eta: 6:11:30, time: 1.103, data_time: 0.022, memory: 8466, top1_acc: 0.6984, top5_acc: 0.8755, loss_cls: 1.1959, loss: 1.1959, grad_norm: 3.2703, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0225, loss/aux0: 1.0225 2020-10-21 07:02:49,759 - mmaction - INFO - Epoch [225][240/396] lr: 1.142e-02, eta: 6:10:52, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7070, top5_acc: 0.8831, loss_cls: 1.1571, loss: 1.1571, grad_norm: 3.3310, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9525, loss/aux0: 0.9525 2020-10-21 07:02:50,703 - mmaction - INFO - Epoch [225][240/396] lr: 1.142e-02, eta: 6:10:54, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7070, top5_acc: 0.8831, loss_cls: 1.1571, loss: 1.1571, grad_norm: 3.3137, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9518, loss/aux0: 0.9518 2020-10-21 07:03:27,105 - mmaction - INFO - Epoch [225][260/396] lr: 1.142e-02, eta: 6:10:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7198, top5_acc: 0.8883, loss_cls: 1.1231, loss: 1.1231, grad_norm: 3.2225, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9830, loss/aux0: 0.9830 2020-10-21 07:03:28,046 - mmaction - INFO - Epoch [225][260/396] lr: 1.142e-02, eta: 6:10:19, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7198, top5_acc: 0.8883, loss_cls: 1.1231, loss: 1.1231, grad_norm: 3.2136, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9798, loss/aux0: 0.9798 2020-10-21 07:04:04,326 - mmaction - INFO - Epoch [225][280/396] lr: 1.142e-02, eta: 6:09:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7060, top5_acc: 0.8872, loss_cls: 1.1182, loss: 1.1182, grad_norm: 3.2812, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9807, loss/aux0: 0.9807 2020-10-21 07:04:05,289 - mmaction - INFO - Epoch [225][280/396] lr: 1.142e-02, eta: 6:09:43, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7060, top5_acc: 0.8872, loss_cls: 1.1182, loss: 1.1182, grad_norm: 3.2798, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9865, loss/aux0: 0.9865 2020-10-21 07:04:41,698 - mmaction - INFO - Epoch [225][300/396] lr: 1.142e-02, eta: 6:09:05, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8773, loss_cls: 1.1777, loss: 1.1777, grad_norm: 3.3067, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0111, loss/aux0: 1.0111 2020-10-21 07:04:42,639 - mmaction - INFO - Epoch [225][300/396] lr: 1.142e-02, eta: 6:09:08, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8773, loss_cls: 1.1777, loss: 1.1777, grad_norm: 3.2866, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0112, loss/aux0: 1.0112 2020-10-21 07:05:19,248 - mmaction - INFO - Epoch [225][320/396] lr: 1.142e-02, eta: 6:08:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6971, top5_acc: 0.8753, loss_cls: 1.2165, loss: 1.2165, grad_norm: 3.2267, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9028, loss/aux0: 0.9028 2020-10-21 07:05:20,182 - mmaction - INFO - Epoch [225][320/396] lr: 1.142e-02, eta: 6:08:32, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6971, top5_acc: 0.8753, loss_cls: 1.2165, loss: 1.2165, grad_norm: 3.2510, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9065, loss/aux0: 0.9065 2020-10-21 07:05:56,280 - mmaction - INFO - Epoch [225][340/396] lr: 1.142e-02, eta: 6:07:54, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6992, top5_acc: 0.8862, loss_cls: 1.1629, loss: 1.1629, grad_norm: 3.2791, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9817, loss/aux0: 0.9817 2020-10-21 07:05:57,219 - mmaction - INFO - Epoch [225][340/396] lr: 1.142e-02, eta: 6:07:56, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.6992, top5_acc: 0.8862, loss_cls: 1.1629, loss: 1.1629, grad_norm: 3.2845, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9800, loss/aux0: 0.9800 2020-10-21 07:06:33,597 - mmaction - INFO - Epoch [225][360/396] lr: 1.142e-02, eta: 6:07:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7063, top5_acc: 0.8846, loss_cls: 1.1574, loss: 1.1574, grad_norm: 3.2966, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9751, loss/aux0: 0.9751 2020-10-21 07:06:34,540 - mmaction - INFO - Epoch [225][360/396] lr: 1.142e-02, eta: 6:07:21, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7063, top5_acc: 0.8846, loss_cls: 1.1574, loss: 1.1574, grad_norm: 3.2763, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9062, loss_cls/aux0: 0.9672, loss/aux0: 0.9672 2020-10-21 07:07:10,824 - mmaction - INFO - Epoch [225][380/396] lr: 1.142e-02, eta: 6:06:43, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6997, top5_acc: 0.8776, loss_cls: 1.1977, loss: 1.1977, grad_norm: 3.3266, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9589, loss/aux0: 0.9589 2020-10-21 07:07:11,766 - mmaction - INFO - Epoch [225][380/396] lr: 1.142e-02, eta: 6:06:45, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6997, top5_acc: 0.8776, loss_cls: 1.1977, loss: 1.1977, grad_norm: 3.3233, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9738, loss/aux0: 0.9738 2020-10-21 07:11:48,693 - mmaction - INFO - Epoch [226][20/396] lr: 1.072e-02, eta: 6:05:34, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.7096, top5_acc: 0.8826, loss_cls: 1.1521, loss: 1.1521, grad_norm: 3.1580, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9145, loss_cls/aux0: 0.9430, loss/aux0: 0.9430 2020-10-21 07:11:49,611 - mmaction - INFO - Epoch [226][20/396] lr: 1.072e-02, eta: 6:05:37, time: 0.921, data_time: 0.005, memory: 8466, top1_acc: 0.7096, top5_acc: 0.8826, loss_cls: 1.1521, loss: 1.1521, grad_norm: 3.1451, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9384, loss/aux0: 0.9384 2020-10-21 07:12:26,234 - mmaction - INFO - Epoch [226][40/396] lr: 1.072e-02, eta: 6:04:59, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7102, top5_acc: 0.8815, loss_cls: 1.1476, loss: 1.1476, grad_norm: 3.3127, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9479, loss/aux0: 0.9479 2020-10-21 07:12:27,237 - mmaction - INFO - Epoch [226][40/396] lr: 1.072e-02, eta: 6:05:01, time: 0.950, data_time: 0.006, memory: 8466, top1_acc: 0.7102, top5_acc: 0.8815, loss_cls: 1.1476, loss: 1.1476, grad_norm: 3.3108, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9062, loss_cls/aux0: 0.9587, loss/aux0: 0.9587 2020-10-21 07:13:03,709 - mmaction - INFO - Epoch [226][60/396] lr: 1.072e-02, eta: 6:04:23, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8885, loss_cls: 1.1232, loss: 1.1232, grad_norm: 3.2658, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9477, loss/aux0: 0.9477 2020-10-21 07:13:04,638 - mmaction - INFO - Epoch [226][60/396] lr: 1.072e-02, eta: 6:04:26, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8885, loss_cls: 1.1232, loss: 1.1232, grad_norm: 3.2637, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9470, loss/aux0: 0.9470 2020-10-21 07:13:40,943 - mmaction - INFO - Epoch [226][80/396] lr: 1.072e-02, eta: 6:03:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7151, top5_acc: 0.8911, loss_cls: 1.1198, loss: 1.1198, grad_norm: 3.2612, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9567, loss/aux0: 0.9567 2020-10-21 07:13:41,902 - mmaction - INFO - Epoch [226][80/396] lr: 1.072e-02, eta: 6:03:50, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7151, top5_acc: 0.8911, loss_cls: 1.1198, loss: 1.1198, grad_norm: 3.2436, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9555, loss/aux0: 0.9555 2020-10-21 07:14:18,258 - mmaction - INFO - Epoch [226][100/396] lr: 1.072e-02, eta: 6:03:12, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7135, top5_acc: 0.8865, loss_cls: 1.1485, loss: 1.1485, grad_norm: 3.3037, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9813, loss/aux0: 0.9813 2020-10-21 07:14:19,226 - mmaction - INFO - Epoch [226][100/396] lr: 1.072e-02, eta: 6:03:15, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7135, top5_acc: 0.8865, loss_cls: 1.1485, loss: 1.1485, grad_norm: 3.3118, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9800, loss/aux0: 0.9800 2020-10-21 07:14:55,413 - mmaction - INFO - Epoch [226][120/396] lr: 1.072e-02, eta: 6:02:36, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7169, top5_acc: 0.8849, loss_cls: 1.1322, loss: 1.1322, grad_norm: 3.2256, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9756, loss/aux0: 0.9756 2020-10-21 07:14:56,358 - mmaction - INFO - Epoch [226][120/396] lr: 1.072e-02, eta: 6:02:39, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7169, top5_acc: 0.8849, loss_cls: 1.1322, loss: 1.1322, grad_norm: 3.2411, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9784, loss/aux0: 0.9784 2020-10-21 07:15:32,672 - mmaction - INFO - Epoch [226][140/396] lr: 1.072e-02, eta: 6:02:01, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8893, loss_cls: 1.1087, loss: 1.1087, grad_norm: 3.2550, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9016, loss_cls/aux0: 0.9755, loss/aux0: 0.9755 2020-10-21 07:15:33,621 - mmaction - INFO - Epoch [226][140/396] lr: 1.072e-02, eta: 6:02:03, time: 0.936, data_time: 0.008, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8893, loss_cls: 1.1087, loss: 1.1087, grad_norm: 3.2354, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9029, loss_cls/aux0: 0.9690, loss/aux0: 0.9690 2020-10-21 07:16:09,919 - mmaction - INFO - Epoch [226][160/396] lr: 1.072e-02, eta: 6:01:25, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7104, top5_acc: 0.8875, loss_cls: 1.1238, loss: 1.1238, grad_norm: 3.2575, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9204, loss/aux0: 0.9204 2020-10-21 07:16:10,883 - mmaction - INFO - Epoch [226][160/396] lr: 1.072e-02, eta: 6:01:28, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.7104, top5_acc: 0.8875, loss_cls: 1.1238, loss: 1.1238, grad_norm: 3.3024, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9263, loss/aux0: 0.9263 2020-10-21 07:16:47,046 - mmaction - INFO - Epoch [226][180/396] lr: 1.072e-02, eta: 6:00:50, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7000, top5_acc: 0.8805, loss_cls: 1.1706, loss: 1.1706, grad_norm: 3.3523, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.8995, loss_cls/aux0: 0.9989, loss/aux0: 0.9989 2020-10-21 07:16:47,989 - mmaction - INFO - Epoch [226][180/396] lr: 1.072e-02, eta: 6:00:52, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7000, top5_acc: 0.8805, loss_cls: 1.1706, loss: 1.1706, grad_norm: 3.3345, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9003, loss_cls/aux0: 0.9964, loss/aux0: 0.9964 2020-10-21 07:17:24,298 - mmaction - INFO - Epoch [226][200/396] lr: 1.072e-02, eta: 6:00:14, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7107, top5_acc: 0.8828, loss_cls: 1.1332, loss: 1.1332, grad_norm: 3.3844, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9356, loss/aux0: 0.9356 2020-10-21 07:17:25,233 - mmaction - INFO - Epoch [226][200/396] lr: 1.072e-02, eta: 6:00:17, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7107, top5_acc: 0.8828, loss_cls: 1.1332, loss: 1.1332, grad_norm: 3.3840, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9417, loss/aux0: 0.9417 2020-10-21 07:18:01,269 - mmaction - INFO - Epoch [226][220/396] lr: 1.072e-02, eta: 5:59:38, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6969, top5_acc: 0.8758, loss_cls: 1.1860, loss: 1.1860, grad_norm: 3.3467, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9474, loss/aux0: 0.9474 2020-10-21 07:18:02,192 - mmaction - INFO - Epoch [226][220/396] lr: 1.072e-02, eta: 5:59:41, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6969, top5_acc: 0.8758, loss_cls: 1.1860, loss: 1.1860, grad_norm: 3.3471, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9434, loss/aux0: 0.9434 2020-10-21 07:18:38,510 - mmaction - INFO - Epoch [226][240/396] lr: 1.072e-02, eta: 5:59:03, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7229, top5_acc: 0.8956, loss_cls: 1.0802, loss: 1.0802, grad_norm: 3.2174, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9684, loss/aux0: 0.9684 2020-10-21 07:18:39,450 - mmaction - INFO - Epoch [226][240/396] lr: 1.072e-02, eta: 5:59:05, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7229, top5_acc: 0.8956, loss_cls: 1.0802, loss: 1.0802, grad_norm: 3.2249, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9656, loss/aux0: 0.9656 2020-10-21 07:19:15,655 - mmaction - INFO - Epoch [226][260/396] lr: 1.072e-02, eta: 5:58:27, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7128, top5_acc: 0.8862, loss_cls: 1.1248, loss: 1.1248, grad_norm: 3.1937, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9494, loss/aux0: 0.9494 2020-10-21 07:19:16,588 - mmaction - INFO - Epoch [226][260/396] lr: 1.072e-02, eta: 5:58:30, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7128, top5_acc: 0.8862, loss_cls: 1.1248, loss: 1.1248, grad_norm: 3.1881, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9468, loss/aux0: 0.9468 2020-10-21 07:19:53,026 - mmaction - INFO - Epoch [226][280/396] lr: 1.072e-02, eta: 5:57:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7159, top5_acc: 0.8904, loss_cls: 1.1265, loss: 1.1265, grad_norm: 3.2774, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9596, loss/aux0: 0.9596 2020-10-21 07:19:53,997 - mmaction - INFO - Epoch [226][280/396] lr: 1.072e-02, eta: 5:57:54, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.7159, top5_acc: 0.8904, loss_cls: 1.1265, loss: 1.1265, grad_norm: 3.3128, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9552, loss/aux0: 0.9552 2020-10-21 07:20:30,486 - mmaction - INFO - Epoch [226][300/396] lr: 1.072e-02, eta: 5:57:16, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7096, top5_acc: 0.8849, loss_cls: 1.1514, loss: 1.1514, grad_norm: 3.4651, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9783, loss/aux0: 0.9783 2020-10-21 07:20:31,431 - mmaction - INFO - Epoch [226][300/396] lr: 1.072e-02, eta: 5:57:19, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7096, top5_acc: 0.8849, loss_cls: 1.1514, loss: 1.1514, grad_norm: 3.4649, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9894, loss/aux0: 0.9894 2020-10-21 07:21:07,698 - mmaction - INFO - Epoch [226][320/396] lr: 1.072e-02, eta: 5:56:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7164, top5_acc: 0.8812, loss_cls: 1.1132, loss: 1.1132, grad_norm: 3.3324, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9928, loss/aux0: 0.9928 2020-10-21 07:21:08,632 - mmaction - INFO - Epoch [226][320/396] lr: 1.072e-02, eta: 5:56:43, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7164, top5_acc: 0.8812, loss_cls: 1.1132, loss: 1.1132, grad_norm: 3.3508, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9806, loss/aux0: 0.9806 2020-10-21 07:21:45,097 - mmaction - INFO - Epoch [226][340/396] lr: 1.072e-02, eta: 5:56:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7094, top5_acc: 0.8839, loss_cls: 1.1342, loss: 1.1342, grad_norm: 3.3444, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9121, loss/aux0: 0.9121 2020-10-21 07:21:46,036 - mmaction - INFO - Epoch [226][340/396] lr: 1.072e-02, eta: 5:56:07, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7094, top5_acc: 0.8839, loss_cls: 1.1342, loss: 1.1342, grad_norm: 3.3256, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9164, loss/aux0: 0.9164 2020-10-21 07:22:22,225 - mmaction - INFO - Epoch [226][360/396] lr: 1.072e-02, eta: 5:55:29, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8859, loss_cls: 1.1594, loss: 1.1594, grad_norm: 3.3946, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9781, loss/aux0: 0.9781 2020-10-21 07:22:23,162 - mmaction - INFO - Epoch [226][360/396] lr: 1.072e-02, eta: 5:55:32, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8859, loss_cls: 1.1594, loss: 1.1594, grad_norm: 3.3887, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9837, loss/aux0: 0.9837 2020-10-21 07:22:59,606 - mmaction - INFO - Epoch [226][380/396] lr: 1.072e-02, eta: 5:54:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.1746, loss: 1.1746, grad_norm: 3.3707, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9524, loss/aux0: 0.9524 2020-10-21 07:23:00,530 - mmaction - INFO - Epoch [226][380/396] lr: 1.072e-02, eta: 5:54:56, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.1746, loss: 1.1746, grad_norm: 3.3914, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9513, loss/aux0: 0.9513 2020-10-21 07:28:48,639 - mmaction - INFO - Epoch [227][20/396] lr: 1.005e-02, eta: 5:53:46, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.7294, top5_acc: 0.8958, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.3673, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9134, loss_cls/aux0: 0.9487, loss/aux0: 0.9487 2020-10-21 07:28:49,563 - mmaction - INFO - Epoch [227][20/396] lr: 1.005e-02, eta: 5:53:48, time: 0.917, data_time: 0.004, memory: 8466, top1_acc: 0.7294, top5_acc: 0.8958, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.3666, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9412, loss/aux0: 0.9412 2020-10-21 07:29:25,565 - mmaction - INFO - Epoch [227][40/396] lr: 1.005e-02, eta: 5:53:10, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.7115, top5_acc: 0.8893, loss_cls: 1.1136, loss: 1.1136, grad_norm: 3.3742, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9008, loss_cls/aux0: 0.9945, loss/aux0: 0.9945 2020-10-21 07:29:26,489 - mmaction - INFO - Epoch [227][40/396] lr: 1.005e-02, eta: 5:53:12, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.7115, top5_acc: 0.8893, loss_cls: 1.1136, loss: 1.1136, grad_norm: 3.3549, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0039, loss/aux0: 1.0039 2020-10-21 07:30:02,671 - mmaction - INFO - Epoch [227][60/396] lr: 1.005e-02, eta: 5:52:34, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7146, top5_acc: 0.8906, loss_cls: 1.1061, loss: 1.1061, grad_norm: 3.2655, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9042, loss_cls/aux0: 0.9702, loss/aux0: 0.9702 2020-10-21 07:30:03,611 - mmaction - INFO - Epoch [227][60/396] lr: 1.005e-02, eta: 5:52:37, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.7146, top5_acc: 0.8906, loss_cls: 1.1061, loss: 1.1061, grad_norm: 3.2735, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9039, loss_cls/aux0: 0.9735, loss/aux0: 0.9735 2020-10-21 07:30:39,807 - mmaction - INFO - Epoch [227][80/396] lr: 1.005e-02, eta: 5:51:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7096, top5_acc: 0.8917, loss_cls: 1.1243, loss: 1.1243, grad_norm: 3.3498, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9062, loss_cls/aux0: 0.9782, loss/aux0: 0.9782 2020-10-21 07:30:40,757 - mmaction - INFO - Epoch [227][80/396] lr: 1.005e-02, eta: 5:52:01, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.7096, top5_acc: 0.8917, loss_cls: 1.1243, loss: 1.1243, grad_norm: 3.3394, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9062, loss_cls/aux0: 0.9730, loss/aux0: 0.9730 2020-10-21 07:31:16,858 - mmaction - INFO - Epoch [227][100/396] lr: 1.005e-02, eta: 5:51:23, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7190, top5_acc: 0.8888, loss_cls: 1.1113, loss: 1.1113, grad_norm: 3.3340, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9635, loss/aux0: 0.9635 2020-10-21 07:31:17,803 - mmaction - INFO - Epoch [227][100/396] lr: 1.005e-02, eta: 5:51:25, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7190, top5_acc: 0.8888, loss_cls: 1.1113, loss: 1.1113, grad_norm: 3.3205, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9577, loss/aux0: 0.9577 2020-10-21 07:31:53,959 - mmaction - INFO - Epoch [227][120/396] lr: 1.005e-02, eta: 5:50:47, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7003, top5_acc: 0.8823, loss_cls: 1.1492, loss: 1.1492, grad_norm: 3.4899, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9516, loss/aux0: 0.9516 2020-10-21 07:31:54,905 - mmaction - INFO - Epoch [227][120/396] lr: 1.005e-02, eta: 5:50:50, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7003, top5_acc: 0.8823, loss_cls: 1.1492, loss: 1.1492, grad_norm: 3.5167, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9662, loss/aux0: 0.9662 2020-10-21 07:32:31,140 - mmaction - INFO - Epoch [227][140/396] lr: 1.005e-02, eta: 5:50:12, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7167, top5_acc: 0.8852, loss_cls: 1.1278, loss: 1.1278, grad_norm: 3.3482, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9914, loss/aux0: 0.9914 2020-10-21 07:32:32,107 - mmaction - INFO - Epoch [227][140/396] lr: 1.005e-02, eta: 5:50:14, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.7167, top5_acc: 0.8852, loss_cls: 1.1278, loss: 1.1278, grad_norm: 3.3409, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9889, loss/aux0: 0.9889 2020-10-21 07:33:08,555 - mmaction - INFO - Epoch [227][160/396] lr: 1.005e-02, eta: 5:49:36, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7049, top5_acc: 0.8807, loss_cls: 1.1674, loss: 1.1674, grad_norm: 3.3216, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9724, loss/aux0: 0.9724 2020-10-21 07:33:09,480 - mmaction - INFO - Epoch [227][160/396] lr: 1.005e-02, eta: 5:49:39, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.7049, top5_acc: 0.8807, loss_cls: 1.1674, loss: 1.1674, grad_norm: 3.3060, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9646, loss/aux0: 0.9646 2020-10-21 07:33:46,113 - mmaction - INFO - Epoch [227][180/396] lr: 1.005e-02, eta: 5:49:01, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6979, top5_acc: 0.8836, loss_cls: 1.1535, loss: 1.1535, grad_norm: 3.5142, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9308, loss/aux0: 0.9308 2020-10-21 07:33:47,037 - mmaction - INFO - Epoch [227][180/396] lr: 1.005e-02, eta: 5:49:03, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6979, top5_acc: 0.8836, loss_cls: 1.1535, loss: 1.1535, grad_norm: 3.5206, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9284, loss/aux0: 0.9284 2020-10-21 07:34:23,324 - mmaction - INFO - Epoch [227][200/396] lr: 1.005e-02, eta: 5:48:25, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8831, loss_cls: 1.1523, loss: 1.1523, grad_norm: 3.3926, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9029, loss_cls/aux0: 0.9691, loss/aux0: 0.9691 2020-10-21 07:34:24,276 - mmaction - INFO - Epoch [227][200/396] lr: 1.005e-02, eta: 5:48:27, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8831, loss_cls: 1.1523, loss: 1.1523, grad_norm: 3.3875, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9029, loss_cls/aux0: 0.9697, loss/aux0: 0.9697 2020-10-21 07:35:00,383 - mmaction - INFO - Epoch [227][220/396] lr: 1.005e-02, eta: 5:47:49, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7198, top5_acc: 0.8937, loss_cls: 1.1008, loss: 1.1008, grad_norm: 3.3429, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9437, loss/aux0: 0.9437 2020-10-21 07:35:01,363 - mmaction - INFO - Epoch [227][220/396] lr: 1.005e-02, eta: 5:47:52, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.7198, top5_acc: 0.8937, loss_cls: 1.1008, loss: 1.1008, grad_norm: 3.3559, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9483, loss/aux0: 0.9483 2020-10-21 07:35:37,583 - mmaction - INFO - Epoch [227][240/396] lr: 1.005e-02, eta: 5:47:14, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6995, top5_acc: 0.8833, loss_cls: 1.1618, loss: 1.1618, grad_norm: 3.2979, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9401, loss/aux0: 0.9401 2020-10-21 07:35:38,522 - mmaction - INFO - Epoch [227][240/396] lr: 1.005e-02, eta: 5:47:16, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6995, top5_acc: 0.8833, loss_cls: 1.1618, loss: 1.1618, grad_norm: 3.2957, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9373, loss/aux0: 0.9373 2020-10-21 07:36:14,652 - mmaction - INFO - Epoch [227][260/396] lr: 1.005e-02, eta: 5:46:38, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7078, top5_acc: 0.8831, loss_cls: 1.1306, loss: 1.1306, grad_norm: 3.3143, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9573, loss/aux0: 0.9573 2020-10-21 07:36:15,577 - mmaction - INFO - Epoch [227][260/396] lr: 1.005e-02, eta: 5:46:41, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.7078, top5_acc: 0.8831, loss_cls: 1.1306, loss: 1.1306, grad_norm: 3.3285, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9560, loss/aux0: 0.9560 2020-10-21 07:36:51,982 - mmaction - INFO - Epoch [227][280/396] lr: 1.005e-02, eta: 5:46:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7141, top5_acc: 0.8893, loss_cls: 1.1265, loss: 1.1265, grad_norm: 3.3561, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9723, loss/aux0: 0.9723 2020-10-21 07:36:52,922 - mmaction - INFO - Epoch [227][280/396] lr: 1.005e-02, eta: 5:46:05, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7141, top5_acc: 0.8893, loss_cls: 1.1265, loss: 1.1265, grad_norm: 3.3586, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9688, loss/aux0: 0.9688 2020-10-21 07:37:29,101 - mmaction - INFO - Epoch [227][300/396] lr: 1.005e-02, eta: 5:45:27, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7094, top5_acc: 0.8745, loss_cls: 1.1733, loss: 1.1733, grad_norm: 3.3455, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9205, loss/aux0: 0.9205 2020-10-21 07:37:30,045 - mmaction - INFO - Epoch [227][300/396] lr: 1.005e-02, eta: 5:45:29, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7094, top5_acc: 0.8745, loss_cls: 1.1733, loss: 1.1733, grad_norm: 3.3631, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9331, loss/aux0: 0.9331 2020-10-21 07:38:06,338 - mmaction - INFO - Epoch [227][320/396] lr: 1.005e-02, eta: 5:44:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7107, top5_acc: 0.8909, loss_cls: 1.1196, loss: 1.1196, grad_norm: 3.3675, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9465, loss/aux0: 0.9465 2020-10-21 07:38:07,282 - mmaction - INFO - Epoch [227][320/396] lr: 1.005e-02, eta: 5:44:54, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.7107, top5_acc: 0.8909, loss_cls: 1.1196, loss: 1.1196, grad_norm: 3.3572, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9281, loss/aux0: 0.9281 2020-10-21 07:38:43,400 - mmaction - INFO - Epoch [227][340/396] lr: 1.005e-02, eta: 5:44:16, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.7128, top5_acc: 0.8927, loss_cls: 1.1101, loss: 1.1101, grad_norm: 3.3708, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9476, loss/aux0: 0.9476 2020-10-21 07:38:44,348 - mmaction - INFO - Epoch [227][340/396] lr: 1.005e-02, eta: 5:44:18, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.7128, top5_acc: 0.8927, loss_cls: 1.1101, loss: 1.1101, grad_norm: 3.3742, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9600, loss/aux0: 0.9600 2020-10-21 07:39:20,897 - mmaction - INFO - Epoch [227][360/396] lr: 1.005e-02, eta: 5:43:40, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7135, top5_acc: 0.8849, loss_cls: 1.1412, loss: 1.1412, grad_norm: 3.3757, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9562, loss/aux0: 0.9562 2020-10-21 07:39:21,822 - mmaction - INFO - Epoch [227][360/396] lr: 1.005e-02, eta: 5:43:42, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7135, top5_acc: 0.8849, loss_cls: 1.1412, loss: 1.1412, grad_norm: 3.3801, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9648, loss/aux0: 0.9648 2020-10-21 07:39:58,207 - mmaction - INFO - Epoch [227][380/396] lr: 1.005e-02, eta: 5:43:04, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7195, top5_acc: 0.8875, loss_cls: 1.1186, loss: 1.1186, grad_norm: 3.4453, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9846, loss/aux0: 0.9846 2020-10-21 07:39:59,130 - mmaction - INFO - Epoch [227][380/396] lr: 1.005e-02, eta: 5:43:07, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7195, top5_acc: 0.8875, loss_cls: 1.1186, loss: 1.1186, grad_norm: 3.4045, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9676, loss/aux0: 0.9676 2020-10-21 07:46:02,551 - mmaction - INFO - Epoch [228][20/396] lr: 9.399e-03, eta: 5:41:57, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.7159, top5_acc: 0.8854, loss_cls: 1.1178, loss: 1.1178, grad_norm: 3.4125, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9463, loss/aux0: 0.9463 2020-10-21 07:46:03,502 - mmaction - INFO - Epoch [228][20/396] lr: 9.399e-03, eta: 5:41:59, time: 0.921, data_time: 0.005, memory: 8466, top1_acc: 0.7159, top5_acc: 0.8854, loss_cls: 1.1178, loss: 1.1178, grad_norm: 3.3959, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9391, loss/aux0: 0.9391 2020-10-21 07:46:39,693 - mmaction - INFO - Epoch [228][40/396] lr: 9.399e-03, eta: 5:41:21, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.7164, top5_acc: 0.8898, loss_cls: 1.0993, loss: 1.0993, grad_norm: 3.3721, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9603, loss/aux0: 0.9603 2020-10-21 07:46:40,626 - mmaction - INFO - Epoch [228][40/396] lr: 9.399e-03, eta: 5:41:23, time: 0.920, data_time: 0.003, memory: 8466, top1_acc: 0.7164, top5_acc: 0.8898, loss_cls: 1.0993, loss: 1.0993, grad_norm: 3.3793, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9021, loss_cls/aux0: 0.9691, loss/aux0: 0.9691 2020-10-21 07:47:17,004 - mmaction - INFO - Epoch [228][60/396] lr: 9.399e-03, eta: 5:40:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7161, top5_acc: 0.8885, loss_cls: 1.1188, loss: 1.1188, grad_norm: 3.4354, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9620, loss/aux0: 0.9620 2020-10-21 07:47:17,931 - mmaction - INFO - Epoch [228][60/396] lr: 9.399e-03, eta: 5:40:48, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7161, top5_acc: 0.8885, loss_cls: 1.1188, loss: 1.1188, grad_norm: 3.4393, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9630, loss/aux0: 0.9630 2020-10-21 07:47:54,382 - mmaction - INFO - Epoch [228][80/396] lr: 9.399e-03, eta: 5:40:10, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7201, top5_acc: 0.8935, loss_cls: 1.0715, loss: 1.0715, grad_norm: 3.3993, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9034, loss_cls/aux0: 0.9730, loss/aux0: 0.9730 2020-10-21 07:47:55,349 - mmaction - INFO - Epoch [228][80/396] lr: 9.399e-03, eta: 5:40:12, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.7201, top5_acc: 0.8935, loss_cls: 1.0715, loss: 1.0715, grad_norm: 3.3842, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9047, loss_cls/aux0: 0.9722, loss/aux0: 0.9722 2020-10-21 07:48:31,723 - mmaction - INFO - Epoch [228][100/396] lr: 9.399e-03, eta: 5:39:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7193, top5_acc: 0.8875, loss_cls: 1.1438, loss: 1.1438, grad_norm: 3.4340, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9544, loss/aux0: 0.9544 2020-10-21 07:48:32,690 - mmaction - INFO - Epoch [228][100/396] lr: 9.399e-03, eta: 5:39:36, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7193, top5_acc: 0.8875, loss_cls: 1.1438, loss: 1.1438, grad_norm: 3.4153, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9447, loss/aux0: 0.9447 2020-10-21 07:49:08,912 - mmaction - INFO - Epoch [228][120/396] lr: 9.399e-03, eta: 5:38:58, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7125, top5_acc: 0.8867, loss_cls: 1.0877, loss: 1.0877, grad_norm: 3.3538, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9178, loss/aux0: 0.9178 2020-10-21 07:49:09,867 - mmaction - INFO - Epoch [228][120/396] lr: 9.399e-03, eta: 5:39:01, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.7125, top5_acc: 0.8867, loss_cls: 1.0877, loss: 1.0877, grad_norm: 3.3580, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9197, loss/aux0: 0.9197 2020-10-21 07:49:46,234 - mmaction - INFO - Epoch [228][140/396] lr: 9.399e-03, eta: 5:38:23, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7242, top5_acc: 0.8953, loss_cls: 1.0720, loss: 1.0720, grad_norm: 3.3533, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9318, loss/aux0: 0.9318 2020-10-21 07:49:47,167 - mmaction - INFO - Epoch [228][140/396] lr: 9.399e-03, eta: 5:38:25, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7242, top5_acc: 0.8953, loss_cls: 1.0720, loss: 1.0720, grad_norm: 3.3534, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9421, loss/aux0: 0.9421 2020-10-21 07:50:23,500 - mmaction - INFO - Epoch [228][160/396] lr: 9.399e-03, eta: 5:37:47, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7117, top5_acc: 0.8849, loss_cls: 1.1374, loss: 1.1374, grad_norm: 3.4239, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9605, loss/aux0: 0.9605 2020-10-21 07:50:24,433 - mmaction - INFO - Epoch [228][160/396] lr: 9.399e-03, eta: 5:37:50, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7117, top5_acc: 0.8849, loss_cls: 1.1374, loss: 1.1374, grad_norm: 3.4203, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9532, loss/aux0: 0.9532 2020-10-21 07:51:00,686 - mmaction - INFO - Epoch [228][180/396] lr: 9.399e-03, eta: 5:37:12, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7294, top5_acc: 0.8878, loss_cls: 1.0751, loss: 1.0751, grad_norm: 3.3292, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9209, loss/aux0: 0.9209 2020-10-21 07:51:01,620 - mmaction - INFO - Epoch [228][180/396] lr: 9.399e-03, eta: 5:37:14, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7294, top5_acc: 0.8878, loss_cls: 1.0751, loss: 1.0751, grad_norm: 3.3240, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9276, loss/aux0: 0.9276 2020-10-21 07:51:38,190 - mmaction - INFO - Epoch [228][200/396] lr: 9.399e-03, eta: 5:36:36, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7109, top5_acc: 0.8914, loss_cls: 1.1232, loss: 1.1232, grad_norm: 3.3161, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.8910, loss/aux0: 0.8910 2020-10-21 07:51:39,123 - mmaction - INFO - Epoch [228][200/396] lr: 9.399e-03, eta: 5:36:38, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.7109, top5_acc: 0.8914, loss_cls: 1.1232, loss: 1.1232, grad_norm: 3.3104, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8868, loss/aux0: 0.8868 2020-10-21 07:52:15,290 - mmaction - INFO - Epoch [228][220/396] lr: 9.399e-03, eta: 5:36:00, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8940, loss_cls: 1.0692, loss: 1.0692, grad_norm: 3.2922, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9530, loss/aux0: 0.9530 2020-10-21 07:52:16,219 - mmaction - INFO - Epoch [228][220/396] lr: 9.399e-03, eta: 5:36:03, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8940, loss_cls: 1.0692, loss: 1.0692, grad_norm: 3.2567, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9042, loss_cls/aux0: 0.9511, loss/aux0: 0.9511 2020-10-21 07:52:52,857 - mmaction - INFO - Epoch [228][240/396] lr: 9.399e-03, eta: 5:35:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7224, top5_acc: 0.8984, loss_cls: 1.0666, loss: 1.0666, grad_norm: 3.3473, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9213, loss/aux0: 0.9213 2020-10-21 07:52:53,795 - mmaction - INFO - Epoch [228][240/396] lr: 9.399e-03, eta: 5:35:27, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7224, top5_acc: 0.8984, loss_cls: 1.0666, loss: 1.0666, grad_norm: 3.3603, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9268, loss/aux0: 0.9268 2020-10-21 07:53:30,057 - mmaction - INFO - Epoch [228][260/396] lr: 9.399e-03, eta: 5:34:49, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7120, top5_acc: 0.8878, loss_cls: 1.1181, loss: 1.1181, grad_norm: 3.4189, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9611, loss/aux0: 0.9611 2020-10-21 07:53:31,003 - mmaction - INFO - Epoch [228][260/396] lr: 9.399e-03, eta: 5:34:51, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7120, top5_acc: 0.8878, loss_cls: 1.1181, loss: 1.1181, grad_norm: 3.4259, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9617, loss/aux0: 0.9617 2020-10-21 07:54:07,323 - mmaction - INFO - Epoch [228][280/396] lr: 9.399e-03, eta: 5:34:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7203, top5_acc: 0.8924, loss_cls: 1.0797, loss: 1.0797, grad_norm: 3.3315, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9108, loss/aux0: 0.9108 2020-10-21 07:54:08,271 - mmaction - INFO - Epoch [228][280/396] lr: 9.399e-03, eta: 5:34:16, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7203, top5_acc: 0.8924, loss_cls: 1.0797, loss: 1.0797, grad_norm: 3.3276, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8983, loss/aux0: 0.8983 2020-10-21 07:54:44,396 - mmaction - INFO - Epoch [228][300/396] lr: 9.399e-03, eta: 5:33:38, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7195, top5_acc: 0.8891, loss_cls: 1.0801, loss: 1.0801, grad_norm: 3.4461, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9793, loss/aux0: 0.9793 2020-10-21 07:54:45,374 - mmaction - INFO - Epoch [228][300/396] lr: 9.399e-03, eta: 5:33:40, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7195, top5_acc: 0.8891, loss_cls: 1.0801, loss: 1.0801, grad_norm: 3.4414, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9887, loss/aux0: 0.9887 2020-10-21 07:55:21,725 - mmaction - INFO - Epoch [228][320/396] lr: 9.399e-03, eta: 5:33:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7005, top5_acc: 0.8792, loss_cls: 1.1505, loss: 1.1505, grad_norm: 3.4941, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0103, loss/aux0: 1.0103 2020-10-21 07:55:22,669 - mmaction - INFO - Epoch [228][320/396] lr: 9.399e-03, eta: 5:33:05, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7005, top5_acc: 0.8792, loss_cls: 1.1505, loss: 1.1505, grad_norm: 3.4954, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0112, loss/aux0: 1.0112 2020-10-21 07:55:58,800 - mmaction - INFO - Epoch [228][340/396] lr: 9.399e-03, eta: 5:32:27, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7057, top5_acc: 0.8727, loss_cls: 1.1780, loss: 1.1780, grad_norm: 3.4054, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9415, loss/aux0: 0.9415 2020-10-21 07:55:59,752 - mmaction - INFO - Epoch [228][340/396] lr: 9.399e-03, eta: 5:32:29, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7057, top5_acc: 0.8727, loss_cls: 1.1780, loss: 1.1780, grad_norm: 3.3984, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9372, loss/aux0: 0.9372 2020-10-21 07:56:35,968 - mmaction - INFO - Epoch [228][360/396] lr: 9.399e-03, eta: 5:31:51, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7174, top5_acc: 0.8911, loss_cls: 1.1079, loss: 1.1079, grad_norm: 3.4135, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9706, loss/aux0: 0.9706 2020-10-21 07:56:37,035 - mmaction - INFO - Epoch [228][360/396] lr: 9.399e-03, eta: 5:31:53, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.7174, top5_acc: 0.8911, loss_cls: 1.1079, loss: 1.1079, grad_norm: 3.4178, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9754, loss/aux0: 0.9754 2020-10-21 07:57:13,296 - mmaction - INFO - Epoch [228][380/396] lr: 9.399e-03, eta: 5:31:15, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7164, top5_acc: 0.8849, loss_cls: 1.1258, loss: 1.1258, grad_norm: 3.3790, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9203, loss/aux0: 0.9203 2020-10-21 07:57:14,235 - mmaction - INFO - Epoch [228][380/396] lr: 9.399e-03, eta: 5:31:18, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7164, top5_acc: 0.8849, loss_cls: 1.1258, loss: 1.1258, grad_norm: 3.3524, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9137, loss/aux0: 0.9137 2020-10-21 08:02:52,477 - mmaction - INFO - Epoch [229][20/396] lr: 8.768e-03, eta: 5:30:08, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8997, loss_cls: 1.0362, loss: 1.0362, grad_norm: 3.3125, top1_acc/aux0: 0.7744, top5_acc/aux0: 0.9178, loss_cls/aux0: 0.9013, loss/aux0: 0.9013 2020-10-21 08:02:53,421 - mmaction - INFO - Epoch [229][20/396] lr: 8.768e-03, eta: 5:30:10, time: 0.923, data_time: 0.006, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8997, loss_cls: 1.0362, loss: 1.0362, grad_norm: 3.3357, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9136, loss/aux0: 0.9136 2020-10-21 08:03:29,432 - mmaction - INFO - Epoch [229][40/396] lr: 8.768e-03, eta: 5:29:32, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8898, loss_cls: 1.0791, loss: 1.0791, grad_norm: 3.4235, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9383, loss/aux0: 0.9383 2020-10-21 08:03:30,371 - mmaction - INFO - Epoch [229][40/396] lr: 8.768e-03, eta: 5:29:34, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8898, loss_cls: 1.0791, loss: 1.0791, grad_norm: 3.4284, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9306, loss/aux0: 0.9306 2020-10-21 08:04:06,566 - mmaction - INFO - Epoch [229][60/396] lr: 8.768e-03, eta: 5:28:56, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8911, loss_cls: 1.0894, loss: 1.0894, grad_norm: 3.4538, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9452, loss/aux0: 0.9452 2020-10-21 08:04:07,489 - mmaction - INFO - Epoch [229][60/396] lr: 8.768e-03, eta: 5:28:59, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8911, loss_cls: 1.0894, loss: 1.0894, grad_norm: 3.4486, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9397, loss/aux0: 0.9397 2020-10-21 08:04:43,651 - mmaction - INFO - Epoch [229][80/396] lr: 8.768e-03, eta: 5:28:21, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7138, top5_acc: 0.8891, loss_cls: 1.1124, loss: 1.1124, grad_norm: 3.3933, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9425, loss/aux0: 0.9425 2020-10-21 08:04:44,652 - mmaction - INFO - Epoch [229][80/396] lr: 8.768e-03, eta: 5:28:23, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7138, top5_acc: 0.8891, loss_cls: 1.1124, loss: 1.1124, grad_norm: 3.3915, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9421, loss/aux0: 0.9421 2020-10-21 08:05:20,979 - mmaction - INFO - Epoch [229][100/396] lr: 8.768e-03, eta: 5:27:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8930, loss_cls: 1.0660, loss: 1.0660, grad_norm: 3.3934, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8998, loss/aux0: 0.8998 2020-10-21 08:05:21,910 - mmaction - INFO - Epoch [229][100/396] lr: 8.768e-03, eta: 5:27:47, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8930, loss_cls: 1.0660, loss: 1.0660, grad_norm: 3.4125, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9107, loss/aux0: 0.9107 2020-10-21 08:05:58,238 - mmaction - INFO - Epoch [229][120/396] lr: 8.768e-03, eta: 5:27:09, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7190, top5_acc: 0.9005, loss_cls: 1.0786, loss: 1.0786, grad_norm: 3.4107, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9573, loss/aux0: 0.9573 2020-10-21 08:05:59,170 - mmaction - INFO - Epoch [229][120/396] lr: 8.768e-03, eta: 5:27:12, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7190, top5_acc: 0.9005, loss_cls: 1.0786, loss: 1.0786, grad_norm: 3.3964, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9400, loss/aux0: 0.9400 2020-10-21 08:06:35,840 - mmaction - INFO - Epoch [229][140/396] lr: 8.768e-03, eta: 5:26:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7161, top5_acc: 0.8956, loss_cls: 1.0768, loss: 1.0768, grad_norm: 3.2841, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8985, loss/aux0: 0.8985 2020-10-21 08:06:37,520 - mmaction - INFO - Epoch [229][140/396] lr: 8.768e-03, eta: 5:26:36, time: 0.984, data_time: 0.047, memory: 8466, top1_acc: 0.7161, top5_acc: 0.8956, loss_cls: 1.0768, loss: 1.0768, grad_norm: 3.3288, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9202, loss/aux0: 0.9202 2020-10-21 08:07:21,450 - mmaction - INFO - Epoch [229][160/396] lr: 8.768e-03, eta: 5:25:59, time: 1.276, data_time: 0.000, memory: 8466, top1_acc: 0.7133, top5_acc: 0.8852, loss_cls: 1.1092, loss: 1.1092, grad_norm: 3.3843, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9296, loss/aux0: 0.9296 2020-10-21 08:07:22,370 - mmaction - INFO - Epoch [229][160/396] lr: 8.768e-03, eta: 5:26:02, time: 1.218, data_time: 0.002, memory: 8466, top1_acc: 0.7133, top5_acc: 0.8852, loss_cls: 1.1092, loss: 1.1092, grad_norm: 3.3860, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9092, loss/aux0: 0.9092 2020-10-21 08:07:58,948 - mmaction - INFO - Epoch [229][180/396] lr: 8.768e-03, eta: 5:25:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7214, top5_acc: 0.8937, loss_cls: 1.0911, loss: 1.0911, grad_norm: 3.4379, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9273, loss/aux0: 0.9273 2020-10-21 08:07:59,877 - mmaction - INFO - Epoch [229][180/396] lr: 8.768e-03, eta: 5:25:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7214, top5_acc: 0.8937, loss_cls: 1.0911, loss: 1.0911, grad_norm: 3.4381, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9282, loss/aux0: 0.9282 2020-10-21 08:08:35,950 - mmaction - INFO - Epoch [229][200/396] lr: 8.768e-03, eta: 5:24:49, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8935, loss_cls: 1.1100, loss: 1.1100, grad_norm: 3.4375, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9141, loss/aux0: 0.9141 2020-10-21 08:08:36,879 - mmaction - INFO - Epoch [229][200/396] lr: 8.768e-03, eta: 5:24:51, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8935, loss_cls: 1.1100, loss: 1.1100, grad_norm: 3.4520, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9226, loss/aux0: 0.9226 2020-10-21 08:09:13,243 - mmaction - INFO - Epoch [229][220/396] lr: 8.768e-03, eta: 5:24:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7260, top5_acc: 0.8935, loss_cls: 1.1118, loss: 1.1118, grad_norm: 3.4126, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9431, loss/aux0: 0.9431 2020-10-21 08:09:14,197 - mmaction - INFO - Epoch [229][220/396] lr: 8.768e-03, eta: 5:24:15, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7260, top5_acc: 0.8935, loss_cls: 1.1118, loss: 1.1118, grad_norm: 3.3853, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9430, loss/aux0: 0.9430 2020-10-21 08:09:50,498 - mmaction - INFO - Epoch [229][240/396] lr: 8.768e-03, eta: 5:23:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7307, top5_acc: 0.8966, loss_cls: 1.0695, loss: 1.0695, grad_norm: 3.3370, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.8976, loss/aux0: 0.8976 2020-10-21 08:09:51,436 - mmaction - INFO - Epoch [229][240/396] lr: 8.768e-03, eta: 5:23:40, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7307, top5_acc: 0.8966, loss_cls: 1.0695, loss: 1.0695, grad_norm: 3.3535, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.8922, loss/aux0: 0.8922 2020-10-21 08:10:27,656 - mmaction - INFO - Epoch [229][260/396] lr: 8.768e-03, eta: 5:23:02, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7146, top5_acc: 0.8904, loss_cls: 1.1183, loss: 1.1183, grad_norm: 3.5101, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9437, loss/aux0: 0.9437 2020-10-21 08:10:28,628 - mmaction - INFO - Epoch [229][260/396] lr: 8.768e-03, eta: 5:23:04, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7146, top5_acc: 0.8904, loss_cls: 1.1183, loss: 1.1183, grad_norm: 3.5035, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9401, loss/aux0: 0.9401 2020-10-21 08:11:05,048 - mmaction - INFO - Epoch [229][280/396] lr: 8.768e-03, eta: 5:22:26, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7135, top5_acc: 0.8841, loss_cls: 1.1318, loss: 1.1318, grad_norm: 3.3242, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9397, loss/aux0: 0.9397 2020-10-21 08:11:05,974 - mmaction - INFO - Epoch [229][280/396] lr: 8.768e-03, eta: 5:22:28, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7135, top5_acc: 0.8841, loss_cls: 1.1318, loss: 1.1318, grad_norm: 3.3471, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9491, loss/aux0: 0.9491 2020-10-21 08:11:42,279 - mmaction - INFO - Epoch [229][300/396] lr: 8.768e-03, eta: 5:21:51, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7102, top5_acc: 0.8846, loss_cls: 1.1323, loss: 1.1323, grad_norm: 3.4401, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9658, loss/aux0: 0.9658 2020-10-21 08:11:43,216 - mmaction - INFO - Epoch [229][300/396] lr: 8.768e-03, eta: 5:21:53, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7102, top5_acc: 0.8846, loss_cls: 1.1323, loss: 1.1323, grad_norm: 3.4617, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9758, loss/aux0: 0.9758 2020-10-21 08:12:19,505 - mmaction - INFO - Epoch [229][320/396] lr: 8.768e-03, eta: 5:21:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7203, top5_acc: 0.8901, loss_cls: 1.1100, loss: 1.1100, grad_norm: 3.4632, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0023, loss/aux0: 1.0023 2020-10-21 08:12:20,470 - mmaction - INFO - Epoch [229][320/396] lr: 8.768e-03, eta: 5:21:17, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7203, top5_acc: 0.8901, loss_cls: 1.1100, loss: 1.1100, grad_norm: 3.4660, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9031, loss_cls/aux0: 0.9957, loss/aux0: 0.9957 2020-10-21 08:12:56,761 - mmaction - INFO - Epoch [229][340/396] lr: 8.768e-03, eta: 5:20:39, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7164, top5_acc: 0.8865, loss_cls: 1.1007, loss: 1.1007, grad_norm: 3.4082, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9013, loss/aux0: 0.9013 2020-10-21 08:12:57,699 - mmaction - INFO - Epoch [229][340/396] lr: 8.768e-03, eta: 5:20:41, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7164, top5_acc: 0.8865, loss_cls: 1.1007, loss: 1.1007, grad_norm: 3.4097, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8906, loss/aux0: 0.8906 2020-10-21 08:13:34,164 - mmaction - INFO - Epoch [229][360/396] lr: 8.768e-03, eta: 5:20:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7057, top5_acc: 0.8760, loss_cls: 1.1743, loss: 1.1743, grad_norm: 3.4186, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9147, loss/aux0: 0.9147 2020-10-21 08:13:35,084 - mmaction - INFO - Epoch [229][360/396] lr: 8.768e-03, eta: 5:20:06, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7057, top5_acc: 0.8760, loss_cls: 1.1743, loss: 1.1743, grad_norm: 3.4168, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9244, loss/aux0: 0.9244 2020-10-21 08:14:11,692 - mmaction - INFO - Epoch [229][380/396] lr: 8.768e-03, eta: 5:19:28, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8852, loss_cls: 1.1177, loss: 1.1177, grad_norm: 3.3499, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9265, loss/aux0: 0.9265 2020-10-21 08:14:12,632 - mmaction - INFO - Epoch [229][380/396] lr: 8.768e-03, eta: 5:19:30, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8852, loss_cls: 1.1177, loss: 1.1177, grad_norm: 3.3499, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9214, loss/aux0: 0.9214 2020-10-21 08:20:26,181 - mmaction - INFO - Epoch [230][20/396] lr: 8.159e-03, eta: 5:18:20, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.7146, top5_acc: 0.8896, loss_cls: 1.1105, loss: 1.1105, grad_norm: 3.4284, top1_acc/aux0: 0.7530, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9407, loss/aux0: 0.9407 2020-10-21 08:20:27,122 - mmaction - INFO - Epoch [230][20/396] lr: 8.159e-03, eta: 5:18:23, time: 0.923, data_time: 0.004, memory: 8466, top1_acc: 0.7146, top5_acc: 0.8896, loss_cls: 1.1105, loss: 1.1105, grad_norm: 3.4414, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9376, loss/aux0: 0.9376 2020-10-21 08:21:03,292 - mmaction - INFO - Epoch [230][40/396] lr: 8.159e-03, eta: 5:17:45, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7297, top5_acc: 0.8935, loss_cls: 1.0611, loss: 1.0611, grad_norm: 3.3289, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9426, loss/aux0: 0.9426 2020-10-21 08:21:04,213 - mmaction - INFO - Epoch [230][40/396] lr: 8.159e-03, eta: 5:17:47, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7297, top5_acc: 0.8935, loss_cls: 1.0611, loss: 1.0611, grad_norm: 3.3510, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9501, loss/aux0: 0.9501 2020-10-21 08:21:40,581 - mmaction - INFO - Epoch [230][60/396] lr: 8.159e-03, eta: 5:17:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7169, top5_acc: 0.8878, loss_cls: 1.0867, loss: 1.0867, grad_norm: 3.3410, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9343, loss/aux0: 0.9343 2020-10-21 08:21:41,512 - mmaction - INFO - Epoch [230][60/396] lr: 8.159e-03, eta: 5:17:11, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7169, top5_acc: 0.8878, loss_cls: 1.0867, loss: 1.0867, grad_norm: 3.3164, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9251, loss/aux0: 0.9251 2020-10-21 08:22:17,958 - mmaction - INFO - Epoch [230][80/396] lr: 8.159e-03, eta: 5:16:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7148, top5_acc: 0.8927, loss_cls: 1.0986, loss: 1.0986, grad_norm: 3.4683, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9214, loss/aux0: 0.9214 2020-10-21 08:22:18,935 - mmaction - INFO - Epoch [230][80/396] lr: 8.159e-03, eta: 5:16:36, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7148, top5_acc: 0.8927, loss_cls: 1.0986, loss: 1.0986, grad_norm: 3.4503, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9238, loss/aux0: 0.9238 2020-10-21 08:22:55,494 - mmaction - INFO - Epoch [230][100/396] lr: 8.159e-03, eta: 5:15:58, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8966, loss_cls: 1.0593, loss: 1.0593, grad_norm: 3.3946, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9260, loss/aux0: 0.9260 2020-10-21 08:22:56,430 - mmaction - INFO - Epoch [230][100/396] lr: 8.159e-03, eta: 5:16:00, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8966, loss_cls: 1.0593, loss: 1.0593, grad_norm: 3.3870, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9258, loss/aux0: 0.9258 2020-10-21 08:23:32,572 - mmaction - INFO - Epoch [230][120/396] lr: 8.159e-03, eta: 5:15:22, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7310, top5_acc: 0.9039, loss_cls: 1.0120, loss: 1.0120, grad_norm: 3.2903, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9271, loss/aux0: 0.9271 2020-10-21 08:23:33,503 - mmaction - INFO - Epoch [230][120/396] lr: 8.159e-03, eta: 5:15:24, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7310, top5_acc: 0.9039, loss_cls: 1.0120, loss: 1.0120, grad_norm: 3.3138, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9292, loss/aux0: 0.9292 2020-10-21 08:24:10,028 - mmaction - INFO - Epoch [230][140/396] lr: 8.159e-03, eta: 5:14:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7279, top5_acc: 0.8951, loss_cls: 1.0621, loss: 1.0621, grad_norm: 3.3921, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9419, loss/aux0: 0.9419 2020-10-21 08:24:10,960 - mmaction - INFO - Epoch [230][140/396] lr: 8.159e-03, eta: 5:14:49, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7279, top5_acc: 0.8951, loss_cls: 1.0621, loss: 1.0621, grad_norm: 3.4002, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9450, loss/aux0: 0.9450 2020-10-21 08:24:47,296 - mmaction - INFO - Epoch [230][160/396] lr: 8.159e-03, eta: 5:14:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7263, top5_acc: 0.8917, loss_cls: 1.0927, loss: 1.0927, grad_norm: 3.4717, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9085, loss/aux0: 0.9085 2020-10-21 08:24:48,241 - mmaction - INFO - Epoch [230][160/396] lr: 8.159e-03, eta: 5:14:13, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7263, top5_acc: 0.8917, loss_cls: 1.0927, loss: 1.0927, grad_norm: 3.4889, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9130, loss/aux0: 0.9130 2020-10-21 08:25:24,418 - mmaction - INFO - Epoch [230][180/396] lr: 8.159e-03, eta: 5:13:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8906, loss_cls: 1.1071, loss: 1.1071, grad_norm: 3.4668, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9566, loss/aux0: 0.9566 2020-10-21 08:25:25,355 - mmaction - INFO - Epoch [230][180/396] lr: 8.159e-03, eta: 5:13:38, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8906, loss_cls: 1.1071, loss: 1.1071, grad_norm: 3.4559, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9503, loss/aux0: 0.9503 2020-10-21 08:26:01,797 - mmaction - INFO - Epoch [230][200/396] lr: 8.159e-03, eta: 5:13:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7268, top5_acc: 0.8945, loss_cls: 1.0976, loss: 1.0976, grad_norm: 3.3983, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9654, loss/aux0: 0.9654 2020-10-21 08:26:02,735 - mmaction - INFO - Epoch [230][200/396] lr: 8.159e-03, eta: 5:13:02, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7268, top5_acc: 0.8945, loss_cls: 1.0976, loss: 1.0976, grad_norm: 3.3945, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9579, loss/aux0: 0.9579 2020-10-21 08:26:39,205 - mmaction - INFO - Epoch [230][220/396] lr: 8.159e-03, eta: 5:12:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7185, top5_acc: 0.8828, loss_cls: 1.1149, loss: 1.1149, grad_norm: 3.3929, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8923, loss/aux0: 0.8923 2020-10-21 08:26:40,135 - mmaction - INFO - Epoch [230][220/396] lr: 8.159e-03, eta: 5:12:26, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7185, top5_acc: 0.8828, loss_cls: 1.1149, loss: 1.1149, grad_norm: 3.3891, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8975, loss/aux0: 0.8975 2020-10-21 08:27:16,639 - mmaction - INFO - Epoch [230][240/396] lr: 8.159e-03, eta: 5:11:49, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7115, top5_acc: 0.8891, loss_cls: 1.1275, loss: 1.1275, grad_norm: 3.3768, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9471, loss/aux0: 0.9471 2020-10-21 08:27:17,562 - mmaction - INFO - Epoch [230][240/396] lr: 8.159e-03, eta: 5:11:51, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7115, top5_acc: 0.8891, loss_cls: 1.1275, loss: 1.1275, grad_norm: 3.3704, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9414, loss/aux0: 0.9414 2020-10-21 08:27:53,942 - mmaction - INFO - Epoch [230][260/396] lr: 8.159e-03, eta: 5:11:13, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7297, top5_acc: 0.8917, loss_cls: 1.0792, loss: 1.0792, grad_norm: 3.4175, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9003, loss/aux0: 0.9003 2020-10-21 08:27:54,883 - mmaction - INFO - Epoch [230][260/396] lr: 8.159e-03, eta: 5:11:15, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7297, top5_acc: 0.8917, loss_cls: 1.0792, loss: 1.0792, grad_norm: 3.4303, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9074, loss/aux0: 0.9074 2020-10-21 08:28:31,145 - mmaction - INFO - Epoch [230][280/396] lr: 8.159e-03, eta: 5:10:37, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7211, top5_acc: 0.8943, loss_cls: 1.0708, loss: 1.0708, grad_norm: 3.4108, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9227, loss/aux0: 0.9227 2020-10-21 08:28:32,098 - mmaction - INFO - Epoch [230][280/396] lr: 8.159e-03, eta: 5:10:39, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7211, top5_acc: 0.8943, loss_cls: 1.0708, loss: 1.0708, grad_norm: 3.4030, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9161, loss/aux0: 0.9161 2020-10-21 08:29:08,435 - mmaction - INFO - Epoch [230][300/396] lr: 8.159e-03, eta: 5:10:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8948, loss_cls: 1.0551, loss: 1.0551, grad_norm: 3.5003, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9277, loss/aux0: 0.9277 2020-10-21 08:29:09,377 - mmaction - INFO - Epoch [230][300/396] lr: 8.159e-03, eta: 5:10:04, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8948, loss_cls: 1.0551, loss: 1.0551, grad_norm: 3.5211, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9400, loss/aux0: 0.9400 2020-10-21 08:29:45,789 - mmaction - INFO - Epoch [230][320/396] lr: 8.159e-03, eta: 5:09:26, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7240, top5_acc: 0.8911, loss_cls: 1.0735, loss: 1.0735, grad_norm: 3.4102, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8629, loss/aux0: 0.8629 2020-10-21 08:29:46,728 - mmaction - INFO - Epoch [230][320/396] lr: 8.159e-03, eta: 5:09:28, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.7240, top5_acc: 0.8911, loss_cls: 1.0735, loss: 1.0735, grad_norm: 3.4230, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8551, loss/aux0: 0.8551 2020-10-21 08:30:23,111 - mmaction - INFO - Epoch [230][340/396] lr: 8.159e-03, eta: 5:08:50, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7245, top5_acc: 0.8911, loss_cls: 1.0862, loss: 1.0862, grad_norm: 3.4454, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9031, loss/aux0: 0.9031 2020-10-21 08:30:24,044 - mmaction - INFO - Epoch [230][340/396] lr: 8.159e-03, eta: 5:08:53, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7245, top5_acc: 0.8911, loss_cls: 1.0862, loss: 1.0862, grad_norm: 3.4448, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8996, loss/aux0: 0.8996 2020-10-21 08:31:00,364 - mmaction - INFO - Epoch [230][360/396] lr: 8.159e-03, eta: 5:08:15, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7331, top5_acc: 0.8948, loss_cls: 1.0643, loss: 1.0643, grad_norm: 3.4399, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9703, loss/aux0: 0.9703 2020-10-21 08:31:01,297 - mmaction - INFO - Epoch [230][360/396] lr: 8.159e-03, eta: 5:08:17, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7331, top5_acc: 0.8948, loss_cls: 1.0643, loss: 1.0643, grad_norm: 3.4632, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9796, loss/aux0: 0.9796 2020-10-21 08:31:37,801 - mmaction - INFO - Epoch [230][380/396] lr: 8.159e-03, eta: 5:07:39, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7167, top5_acc: 0.8906, loss_cls: 1.0983, loss: 1.0983, grad_norm: 3.5451, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8921, loss/aux0: 0.8921 2020-10-21 08:31:38,779 - mmaction - INFO - Epoch [230][380/396] lr: 8.159e-03, eta: 5:07:41, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7167, top5_acc: 0.8906, loss_cls: 1.0983, loss: 1.0983, grad_norm: 3.5768, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8870, loss/aux0: 0.8870 2020-10-21 08:38:24,003 - mmaction - INFO - Epoch [231][20/396] lr: 7.571e-03, eta: 5:06:32, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.7221, top5_acc: 0.8891, loss_cls: 1.0997, loss: 1.0997, grad_norm: 3.5052, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9090, loss_cls/aux0: 0.9575, loss/aux0: 0.9575 2020-10-21 08:38:24,933 - mmaction - INFO - Epoch [231][20/396] lr: 7.571e-03, eta: 5:06:34, time: 0.924, data_time: 0.007, memory: 8466, top1_acc: 0.7221, top5_acc: 0.8891, loss_cls: 1.0997, loss: 1.0997, grad_norm: 3.4836, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9614, loss/aux0: 0.9614 2020-10-21 08:39:01,199 - mmaction - INFO - Epoch [231][40/396] lr: 7.571e-03, eta: 5:05:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8979, loss_cls: 1.0622, loss: 1.0622, grad_norm: 3.5240, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9380, loss/aux0: 0.9380 2020-10-21 08:39:02,124 - mmaction - INFO - Epoch [231][40/396] lr: 7.571e-03, eta: 5:05:58, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8979, loss_cls: 1.0622, loss: 1.0622, grad_norm: 3.5197, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9335, loss/aux0: 0.9335 2020-10-21 08:39:38,292 - mmaction - INFO - Epoch [231][60/396] lr: 7.571e-03, eta: 5:05:20, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7276, top5_acc: 0.8979, loss_cls: 1.0479, loss: 1.0479, grad_norm: 3.4403, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8777, loss/aux0: 0.8777 2020-10-21 08:39:39,222 - mmaction - INFO - Epoch [231][60/396] lr: 7.571e-03, eta: 5:05:22, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7276, top5_acc: 0.8979, loss_cls: 1.0479, loss: 1.0479, grad_norm: 3.4261, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8708, loss/aux0: 0.8708 2020-10-21 08:40:15,491 - mmaction - INFO - Epoch [231][80/396] lr: 7.571e-03, eta: 5:04:45, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7354, top5_acc: 0.8953, loss_cls: 1.0641, loss: 1.0641, grad_norm: 3.4629, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9198, loss/aux0: 0.9198 2020-10-21 08:40:16,465 - mmaction - INFO - Epoch [231][80/396] lr: 7.571e-03, eta: 5:04:47, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.7354, top5_acc: 0.8953, loss_cls: 1.0641, loss: 1.0641, grad_norm: 3.4509, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9166, loss/aux0: 0.9166 2020-10-21 08:40:52,685 - mmaction - INFO - Epoch [231][100/396] lr: 7.571e-03, eta: 5:04:09, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8883, loss_cls: 1.1096, loss: 1.1096, grad_norm: 3.4438, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9258, loss/aux0: 0.9258 2020-10-21 08:40:53,620 - mmaction - INFO - Epoch [231][100/396] lr: 7.571e-03, eta: 5:04:11, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8883, loss_cls: 1.1096, loss: 1.1096, grad_norm: 3.4635, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9379, loss/aux0: 0.9379 2020-10-21 08:41:29,934 - mmaction - INFO - Epoch [231][120/396] lr: 7.571e-03, eta: 5:03:33, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7198, top5_acc: 0.8932, loss_cls: 1.0805, loss: 1.0805, grad_norm: 3.4417, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9300, loss/aux0: 0.9300 2020-10-21 08:41:30,885 - mmaction - INFO - Epoch [231][120/396] lr: 7.571e-03, eta: 5:03:35, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.7198, top5_acc: 0.8932, loss_cls: 1.0805, loss: 1.0805, grad_norm: 3.4451, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9239, loss/aux0: 0.9239 2020-10-21 08:42:07,261 - mmaction - INFO - Epoch [231][140/396] lr: 7.571e-03, eta: 5:02:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7344, top5_acc: 0.8990, loss_cls: 1.0147, loss: 1.0147, grad_norm: 3.4113, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8958, loss/aux0: 0.8958 2020-10-21 08:42:08,202 - mmaction - INFO - Epoch [231][140/396] lr: 7.571e-03, eta: 5:03:00, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7344, top5_acc: 0.8990, loss_cls: 1.0147, loss: 1.0147, grad_norm: 3.4264, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8994, loss/aux0: 0.8994 2020-10-21 08:42:44,487 - mmaction - INFO - Epoch [231][160/396] lr: 7.571e-03, eta: 5:02:22, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8891, loss_cls: 1.0876, loss: 1.0876, grad_norm: 3.5917, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9061, loss/aux0: 0.9061 2020-10-21 08:42:45,422 - mmaction - INFO - Epoch [231][160/396] lr: 7.571e-03, eta: 5:02:24, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8891, loss_cls: 1.0876, loss: 1.0876, grad_norm: 3.5865, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9153, loss/aux0: 0.9153 2020-10-21 08:43:21,777 - mmaction - INFO - Epoch [231][180/396] lr: 7.571e-03, eta: 5:01:46, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7224, top5_acc: 0.8953, loss_cls: 1.0731, loss: 1.0731, grad_norm: 3.5945, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9555, loss/aux0: 0.9555 2020-10-21 08:43:22,721 - mmaction - INFO - Epoch [231][180/396] lr: 7.571e-03, eta: 5:01:49, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7224, top5_acc: 0.8953, loss_cls: 1.0731, loss: 1.0731, grad_norm: 3.6146, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9529, loss/aux0: 0.9529 2020-10-21 08:43:58,831 - mmaction - INFO - Epoch [231][200/396] lr: 7.571e-03, eta: 5:01:11, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7307, top5_acc: 0.8945, loss_cls: 1.0443, loss: 1.0443, grad_norm: 3.4586, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9236, loss/aux0: 0.9236 2020-10-21 08:43:59,762 - mmaction - INFO - Epoch [231][200/396] lr: 7.571e-03, eta: 5:01:13, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7307, top5_acc: 0.8945, loss_cls: 1.0443, loss: 1.0443, grad_norm: 3.4362, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9098, loss/aux0: 0.9098 2020-10-21 08:44:36,077 - mmaction - INFO - Epoch [231][220/396] lr: 7.571e-03, eta: 5:00:35, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7237, top5_acc: 0.8927, loss_cls: 1.0637, loss: 1.0637, grad_norm: 3.5179, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9340, loss/aux0: 0.9340 2020-10-21 08:44:37,010 - mmaction - INFO - Epoch [231][220/396] lr: 7.571e-03, eta: 5:00:37, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7237, top5_acc: 0.8927, loss_cls: 1.0637, loss: 1.0637, grad_norm: 3.5181, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9449, loss/aux0: 0.9449 2020-10-21 08:45:13,283 - mmaction - INFO - Epoch [231][240/396] lr: 7.571e-03, eta: 5:00:00, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8930, loss_cls: 1.0676, loss: 1.0676, grad_norm: 3.5721, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9301, loss/aux0: 0.9301 2020-10-21 08:45:14,217 - mmaction - INFO - Epoch [231][240/396] lr: 7.571e-03, eta: 5:00:02, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8930, loss_cls: 1.0676, loss: 1.0676, grad_norm: 3.5469, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9228, loss/aux0: 0.9228 2020-10-21 08:45:50,375 - mmaction - INFO - Epoch [231][260/396] lr: 7.571e-03, eta: 4:59:24, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7260, top5_acc: 0.8969, loss_cls: 1.0786, loss: 1.0786, grad_norm: 3.5616, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9318, loss/aux0: 0.9318 2020-10-21 08:45:51,300 - mmaction - INFO - Epoch [231][260/396] lr: 7.571e-03, eta: 4:59:26, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7260, top5_acc: 0.8969, loss_cls: 1.0786, loss: 1.0786, grad_norm: 3.5704, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9318, loss/aux0: 0.9318 2020-10-21 08:46:27,569 - mmaction - INFO - Epoch [231][280/396] lr: 7.571e-03, eta: 4:58:48, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7315, top5_acc: 0.8904, loss_cls: 1.0646, loss: 1.0646, grad_norm: 3.5177, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9293, loss/aux0: 0.9293 2020-10-21 08:46:28,576 - mmaction - INFO - Epoch [231][280/396] lr: 7.571e-03, eta: 4:58:50, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7315, top5_acc: 0.8904, loss_cls: 1.0646, loss: 1.0646, grad_norm: 3.5125, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9383, loss/aux0: 0.9383 2020-10-21 08:47:04,846 - mmaction - INFO - Epoch [231][300/396] lr: 7.571e-03, eta: 4:58:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7240, top5_acc: 0.8914, loss_cls: 1.0859, loss: 1.0859, grad_norm: 3.5480, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9433, loss/aux0: 0.9433 2020-10-21 08:47:05,785 - mmaction - INFO - Epoch [231][300/396] lr: 7.571e-03, eta: 4:58:15, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7240, top5_acc: 0.8914, loss_cls: 1.0859, loss: 1.0859, grad_norm: 3.5554, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9436, loss/aux0: 0.9436 2020-10-21 08:47:42,194 - mmaction - INFO - Epoch [231][320/396] lr: 7.571e-03, eta: 4:57:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7172, top5_acc: 0.8891, loss_cls: 1.1155, loss: 1.1155, grad_norm: 3.3834, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9358, loss/aux0: 0.9358 2020-10-21 08:47:43,168 - mmaction - INFO - Epoch [231][320/396] lr: 7.571e-03, eta: 4:57:39, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.7172, top5_acc: 0.8891, loss_cls: 1.1155, loss: 1.1155, grad_norm: 3.4043, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9336, loss/aux0: 0.9336 2020-10-21 08:48:19,596 - mmaction - INFO - Epoch [231][340/396] lr: 7.571e-03, eta: 4:57:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7286, top5_acc: 0.8966, loss_cls: 1.0777, loss: 1.0777, grad_norm: 3.3969, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8726, loss/aux0: 0.8726 2020-10-21 08:48:20,580 - mmaction - INFO - Epoch [231][340/396] lr: 7.571e-03, eta: 4:57:03, time: 0.943, data_time: 0.006, memory: 8466, top1_acc: 0.7286, top5_acc: 0.8966, loss_cls: 1.0777, loss: 1.0777, grad_norm: 3.4244, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8700, loss/aux0: 0.8700 2020-10-21 08:48:56,911 - mmaction - INFO - Epoch [231][360/396] lr: 7.571e-03, eta: 4:56:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7263, top5_acc: 0.8935, loss_cls: 1.0707, loss: 1.0707, grad_norm: 3.4490, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9196, loss/aux0: 0.9196 2020-10-21 08:48:57,830 - mmaction - INFO - Epoch [231][360/396] lr: 7.571e-03, eta: 4:56:28, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7263, top5_acc: 0.8935, loss_cls: 1.0707, loss: 1.0707, grad_norm: 3.4365, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9119, loss/aux0: 0.9119 2020-10-21 08:49:34,133 - mmaction - INFO - Epoch [231][380/396] lr: 7.571e-03, eta: 4:55:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8940, loss_cls: 1.0652, loss: 1.0652, grad_norm: 3.4731, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9372, loss/aux0: 0.9372 2020-10-21 08:49:35,070 - mmaction - INFO - Epoch [231][380/396] lr: 7.571e-03, eta: 4:55:52, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8940, loss_cls: 1.0652, loss: 1.0652, grad_norm: 3.4507, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9410, loss/aux0: 0.9410 2020-10-21 08:54:44,807 - mmaction - INFO - Epoch [232][20/396] lr: 7.004e-03, eta: 4:54:43, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.7396, top5_acc: 0.8943, loss_cls: 1.0228, loss: 1.0228, grad_norm: 3.3759, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9137, loss_cls/aux0: 0.9076, loss/aux0: 0.9076 2020-10-21 08:54:45,754 - mmaction - INFO - Epoch [232][20/396] lr: 7.004e-03, eta: 4:54:45, time: 0.923, data_time: 0.007, memory: 8466, top1_acc: 0.7396, top5_acc: 0.8943, loss_cls: 1.0228, loss: 1.0228, grad_norm: 3.3752, top1_acc/aux0: 0.7622, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9088, loss/aux0: 0.9088 2020-10-21 08:55:21,870 - mmaction - INFO - Epoch [232][40/396] lr: 7.004e-03, eta: 4:54:07, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7437, top5_acc: 0.8953, loss_cls: 1.0195, loss: 1.0195, grad_norm: 3.4184, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8975, loss/aux0: 0.8975 2020-10-21 08:55:22,806 - mmaction - INFO - Epoch [232][40/396] lr: 7.004e-03, eta: 4:54:09, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7437, top5_acc: 0.8953, loss_cls: 1.0195, loss: 1.0195, grad_norm: 3.4253, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8951, loss/aux0: 0.8951 2020-10-21 08:55:59,110 - mmaction - INFO - Epoch [232][60/396] lr: 7.004e-03, eta: 4:53:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7289, top5_acc: 0.8990, loss_cls: 1.0434, loss: 1.0434, grad_norm: 3.4892, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9202, loss/aux0: 0.9202 2020-10-21 08:56:00,052 - mmaction - INFO - Epoch [232][60/396] lr: 7.004e-03, eta: 4:53:33, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.7289, top5_acc: 0.8990, loss_cls: 1.0434, loss: 1.0434, grad_norm: 3.4946, top1_acc/aux0: 0.7622, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9160, loss/aux0: 0.9160 2020-10-21 08:56:36,383 - mmaction - INFO - Epoch [232][80/396] lr: 7.004e-03, eta: 4:52:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7349, top5_acc: 0.8938, loss_cls: 1.0413, loss: 1.0413, grad_norm: 3.4438, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9150, loss/aux0: 0.9150 2020-10-21 08:56:37,334 - mmaction - INFO - Epoch [232][80/396] lr: 7.004e-03, eta: 4:52:58, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7349, top5_acc: 0.8938, loss_cls: 1.0413, loss: 1.0413, grad_norm: 3.4087, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9097, loss/aux0: 0.9097 2020-10-21 08:57:13,537 - mmaction - INFO - Epoch [232][100/396] lr: 7.004e-03, eta: 4:52:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7336, top5_acc: 0.8956, loss_cls: 1.0657, loss: 1.0657, grad_norm: 3.4279, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9022, loss/aux0: 0.9022 2020-10-21 08:57:14,483 - mmaction - INFO - Epoch [232][100/396] lr: 7.004e-03, eta: 4:52:22, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7336, top5_acc: 0.8956, loss_cls: 1.0657, loss: 1.0657, grad_norm: 3.4246, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9140, loss/aux0: 0.9140 2020-10-21 08:57:50,726 - mmaction - INFO - Epoch [232][120/396] lr: 7.004e-03, eta: 4:51:44, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7409, top5_acc: 0.8820, loss_cls: 1.0739, loss: 1.0739, grad_norm: 3.4574, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9355, loss/aux0: 0.9355 2020-10-21 08:57:51,681 - mmaction - INFO - Epoch [232][120/396] lr: 7.004e-03, eta: 4:51:46, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.7409, top5_acc: 0.8820, loss_cls: 1.0739, loss: 1.0739, grad_norm: 3.4602, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9337, loss/aux0: 0.9337 2020-10-21 08:58:27,779 - mmaction - INFO - Epoch [232][140/396] lr: 7.004e-03, eta: 4:51:09, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8940, loss_cls: 1.0589, loss: 1.0589, grad_norm: 3.4985, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9074, loss/aux0: 0.9074 2020-10-21 08:58:28,718 - mmaction - INFO - Epoch [232][140/396] lr: 7.004e-03, eta: 4:51:11, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8940, loss_cls: 1.0589, loss: 1.0589, grad_norm: 3.4981, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9133, loss/aux0: 0.9133 2020-10-21 08:59:05,218 - mmaction - INFO - Epoch [232][160/396] lr: 7.004e-03, eta: 4:50:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7372, top5_acc: 0.8937, loss_cls: 1.0514, loss: 1.0514, grad_norm: 3.5084, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9365, loss/aux0: 0.9365 2020-10-21 08:59:06,151 - mmaction - INFO - Epoch [232][160/396] lr: 7.004e-03, eta: 4:50:35, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7372, top5_acc: 0.8937, loss_cls: 1.0514, loss: 1.0514, grad_norm: 3.5248, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9389, loss/aux0: 0.9389 2020-10-21 08:59:42,651 - mmaction - INFO - Epoch [232][180/396] lr: 7.004e-03, eta: 4:49:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7367, top5_acc: 0.8982, loss_cls: 1.0397, loss: 1.0397, grad_norm: 3.4281, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9085, loss/aux0: 0.9085 2020-10-21 08:59:43,585 - mmaction - INFO - Epoch [232][180/396] lr: 7.004e-03, eta: 4:50:00, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7367, top5_acc: 0.8982, loss_cls: 1.0397, loss: 1.0397, grad_norm: 3.4511, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.9057, loss/aux0: 0.9057 2020-10-21 09:00:29,616 - mmaction - INFO - Epoch [232][200/396] lr: 7.004e-03, eta: 4:49:23, time: 1.376, data_time: 0.008, memory: 8466, top1_acc: 0.7227, top5_acc: 0.8984, loss_cls: 1.0667, loss: 1.0667, grad_norm: 3.5941, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9190, loss/aux0: 0.9190 2020-10-21 09:00:31,968 - mmaction - INFO - Epoch [232][200/396] lr: 7.004e-03, eta: 4:49:26, time: 1.485, data_time: 0.117, memory: 8466, top1_acc: 0.7227, top5_acc: 0.8984, loss_cls: 1.0667, loss: 1.0667, grad_norm: 3.5867, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9148, loss/aux0: 0.9148 2020-10-21 09:01:08,226 - mmaction - INFO - Epoch [232][220/396] lr: 7.004e-03, eta: 4:48:48, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9010, loss_cls: 1.0026, loss: 1.0026, grad_norm: 3.4923, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9048, loss/aux0: 0.9048 2020-10-21 09:01:09,172 - mmaction - INFO - Epoch [232][220/396] lr: 7.004e-03, eta: 4:48:50, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9010, loss_cls: 1.0026, loss: 1.0026, grad_norm: 3.4929, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9067, loss/aux0: 0.9067 2020-10-21 09:01:45,937 - mmaction - INFO - Epoch [232][240/396] lr: 7.004e-03, eta: 4:48:13, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7313, top5_acc: 0.8896, loss_cls: 1.0762, loss: 1.0762, grad_norm: 3.4942, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8760, loss/aux0: 0.8760 2020-10-21 09:01:46,886 - mmaction - INFO - Epoch [232][240/396] lr: 7.004e-03, eta: 4:48:15, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.7313, top5_acc: 0.8896, loss_cls: 1.0762, loss: 1.0762, grad_norm: 3.4815, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8735, loss/aux0: 0.8735 2020-10-21 09:02:23,347 - mmaction - INFO - Epoch [232][260/396] lr: 7.004e-03, eta: 4:47:37, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7180, top5_acc: 0.8914, loss_cls: 1.0686, loss: 1.0686, grad_norm: 3.5521, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.8962, loss/aux0: 0.8962 2020-10-21 09:02:24,323 - mmaction - INFO - Epoch [232][260/396] lr: 7.004e-03, eta: 4:47:39, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.7180, top5_acc: 0.8914, loss_cls: 1.0686, loss: 1.0686, grad_norm: 3.5397, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.8931, loss/aux0: 0.8931 2020-10-21 09:03:00,547 - mmaction - INFO - Epoch [232][280/396] lr: 7.004e-03, eta: 4:47:01, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7359, top5_acc: 0.8997, loss_cls: 1.0411, loss: 1.0411, grad_norm: 3.4461, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9132, loss/aux0: 0.9132 2020-10-21 09:03:01,484 - mmaction - INFO - Epoch [232][280/396] lr: 7.004e-03, eta: 4:47:03, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7359, top5_acc: 0.8997, loss_cls: 1.0411, loss: 1.0411, grad_norm: 3.4315, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9077, loss/aux0: 0.9077 2020-10-21 09:03:48,012 - mmaction - INFO - Epoch [232][300/396] lr: 7.004e-03, eta: 4:46:27, time: 1.439, data_time: 0.000, memory: 8466, top1_acc: 0.7352, top5_acc: 0.9044, loss_cls: 1.0221, loss: 1.0221, grad_norm: 3.4560, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8721, loss/aux0: 0.8721 2020-10-21 09:03:48,952 - mmaction - INFO - Epoch [232][300/396] lr: 7.004e-03, eta: 4:46:30, time: 1.440, data_time: 0.002, memory: 8466, top1_acc: 0.7352, top5_acc: 0.9044, loss_cls: 1.0221, loss: 1.0221, grad_norm: 3.4604, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8746, loss/aux0: 0.8746 2020-10-21 09:04:25,034 - mmaction - INFO - Epoch [232][320/396] lr: 7.004e-03, eta: 4:45:52, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7349, top5_acc: 0.8979, loss_cls: 1.0493, loss: 1.0493, grad_norm: 3.5366, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9175, loss/aux0: 0.9175 2020-10-21 09:04:25,981 - mmaction - INFO - Epoch [232][320/396] lr: 7.004e-03, eta: 4:45:54, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7349, top5_acc: 0.8979, loss_cls: 1.0493, loss: 1.0493, grad_norm: 3.5497, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9239, loss/aux0: 0.9239 2020-10-21 09:05:02,191 - mmaction - INFO - Epoch [232][340/396] lr: 7.004e-03, eta: 4:45:17, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7279, top5_acc: 0.8951, loss_cls: 1.0746, loss: 1.0746, grad_norm: 3.4597, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8971, loss/aux0: 0.8971 2020-10-21 09:05:03,164 - mmaction - INFO - Epoch [232][340/396] lr: 7.004e-03, eta: 4:45:19, time: 0.933, data_time: 0.006, memory: 8466, top1_acc: 0.7279, top5_acc: 0.8951, loss_cls: 1.0746, loss: 1.0746, grad_norm: 3.4499, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9004, loss/aux0: 0.9004 2020-10-21 09:05:39,403 - mmaction - INFO - Epoch [232][360/396] lr: 7.004e-03, eta: 4:44:41, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7362, top5_acc: 0.8979, loss_cls: 1.0522, loss: 1.0522, grad_norm: 3.3989, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9302, loss/aux0: 0.9302 2020-10-21 09:05:40,371 - mmaction - INFO - Epoch [232][360/396] lr: 7.004e-03, eta: 4:44:43, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.7362, top5_acc: 0.8979, loss_cls: 1.0522, loss: 1.0522, grad_norm: 3.4069, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9295, loss/aux0: 0.9295 2020-10-21 09:06:16,522 - mmaction - INFO - Epoch [232][380/396] lr: 7.004e-03, eta: 4:44:05, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7359, top5_acc: 0.8930, loss_cls: 1.0680, loss: 1.0680, grad_norm: 3.4545, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.8940, loss/aux0: 0.8940 2020-10-21 09:06:17,517 - mmaction - INFO - Epoch [232][380/396] lr: 7.004e-03, eta: 4:44:07, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7359, top5_acc: 0.8930, loss_cls: 1.0680, loss: 1.0680, grad_norm: 3.4433, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8858, loss/aux0: 0.8858 2020-10-21 09:07:04,675 - mmaction - INFO - Saving checkpoint at 232 epochs 2020-10-21 09:10:48,115 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 09:10:48,254 - mmaction - INFO - top1_acc 0.7681 top5_acc 0.9266 2020-10-21 09:10:48,254 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 09:10:48,277 - mmaction - INFO - mean_acc 0.7686 2020-10-21 09:10:48,277 - mmaction - INFO - Now best checkpoint is epoch_232.pth 2020-10-21 09:10:48,748 - mmaction - INFO - Epoch(val) [232][396] top1_acc: 0.7681, top5_acc: 0.9266, mean_class_accuracy: 0.7686 2020-10-21 09:14:52,444 - mmaction - INFO - Epoch [233][20/396] lr: 6.459e-03, eta: 4:42:58, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.7289, top5_acc: 0.8919, loss_cls: 1.0584, loss: 1.0584, grad_norm: 3.5202, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9131, loss_cls/aux0: 0.9025, loss/aux0: 0.9025 2020-10-21 09:14:53,394 - mmaction - INFO - Epoch [233][20/396] lr: 6.459e-03, eta: 4:43:00, time: 0.923, data_time: 0.007, memory: 8466, top1_acc: 0.7289, top5_acc: 0.8919, loss_cls: 1.0584, loss: 1.0584, grad_norm: 3.5176, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.8991, loss/aux0: 0.8991 2020-10-21 09:15:29,589 - mmaction - INFO - Epoch [233][40/396] lr: 6.459e-03, eta: 4:42:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0130, loss: 1.0130, grad_norm: 3.4617, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8817, loss/aux0: 0.8817 2020-10-21 09:15:30,519 - mmaction - INFO - Epoch [233][40/396] lr: 6.459e-03, eta: 4:42:24, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0130, loss: 1.0130, grad_norm: 3.4450, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8824, loss/aux0: 0.8824 2020-10-21 09:16:06,703 - mmaction - INFO - Epoch [233][60/396] lr: 6.459e-03, eta: 4:41:47, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8935, loss_cls: 1.0676, loss: 1.0676, grad_norm: 3.4773, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8889, loss/aux0: 0.8889 2020-10-21 09:16:07,622 - mmaction - INFO - Epoch [233][60/396] lr: 6.459e-03, eta: 4:41:49, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8935, loss_cls: 1.0676, loss: 1.0676, grad_norm: 3.5101, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8892, loss/aux0: 0.8892 2020-10-21 09:16:43,781 - mmaction - INFO - Epoch [233][80/396] lr: 6.459e-03, eta: 4:41:11, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.7253, top5_acc: 0.8904, loss_cls: 1.0892, loss: 1.0892, grad_norm: 3.5435, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9065, loss_cls/aux0: 0.9127, loss/aux0: 0.9127 2020-10-21 09:16:44,769 - mmaction - INFO - Epoch [233][80/396] lr: 6.459e-03, eta: 4:41:13, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7253, top5_acc: 0.8904, loss_cls: 1.0892, loss: 1.0892, grad_norm: 3.5152, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9098, loss/aux0: 0.9098 2020-10-21 09:17:21,006 - mmaction - INFO - Epoch [233][100/396] lr: 6.459e-03, eta: 4:40:35, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7391, top5_acc: 0.8966, loss_cls: 1.0007, loss: 1.0007, grad_norm: 3.5084, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9100, loss/aux0: 0.9100 2020-10-21 09:17:21,940 - mmaction - INFO - Epoch [233][100/396] lr: 6.459e-03, eta: 4:40:37, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7391, top5_acc: 0.8966, loss_cls: 1.0007, loss: 1.0007, grad_norm: 3.4962, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9129, loss/aux0: 0.9129 2020-10-21 09:17:58,043 - mmaction - INFO - Epoch [233][120/396] lr: 6.459e-03, eta: 4:40:00, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7336, top5_acc: 0.8935, loss_cls: 1.0355, loss: 1.0355, grad_norm: 3.4918, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8927, loss/aux0: 0.8927 2020-10-21 09:17:58,984 - mmaction - INFO - Epoch [233][120/396] lr: 6.459e-03, eta: 4:40:01, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7336, top5_acc: 0.8935, loss_cls: 1.0355, loss: 1.0355, grad_norm: 3.4729, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8881, loss/aux0: 0.8881 2020-10-21 09:18:35,270 - mmaction - INFO - Epoch [233][140/396] lr: 6.459e-03, eta: 4:39:24, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7359, top5_acc: 0.8909, loss_cls: 1.0621, loss: 1.0621, grad_norm: 3.5057, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9297, loss/aux0: 0.9297 2020-10-21 09:18:36,206 - mmaction - INFO - Epoch [233][140/396] lr: 6.459e-03, eta: 4:39:26, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7359, top5_acc: 0.8909, loss_cls: 1.0621, loss: 1.0621, grad_norm: 3.5123, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9348, loss/aux0: 0.9348 2020-10-21 09:19:12,385 - mmaction - INFO - Epoch [233][160/396] lr: 6.459e-03, eta: 4:38:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7435, top5_acc: 0.8969, loss_cls: 1.0202, loss: 1.0202, grad_norm: 3.4989, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8996, loss/aux0: 0.8996 2020-10-21 09:19:13,301 - mmaction - INFO - Epoch [233][160/396] lr: 6.459e-03, eta: 4:38:50, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7435, top5_acc: 0.8969, loss_cls: 1.0202, loss: 1.0202, grad_norm: 3.4524, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.8991, loss/aux0: 0.8991 2020-10-21 09:19:49,738 - mmaction - INFO - Epoch [233][180/396] lr: 6.459e-03, eta: 4:38:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7336, top5_acc: 0.8930, loss_cls: 1.0518, loss: 1.0518, grad_norm: 3.5294, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9006, loss/aux0: 0.9006 2020-10-21 09:19:50,662 - mmaction - INFO - Epoch [233][180/396] lr: 6.459e-03, eta: 4:38:15, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7336, top5_acc: 0.8930, loss_cls: 1.0518, loss: 1.0518, grad_norm: 3.5410, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9087, loss/aux0: 0.9087 2020-10-21 09:20:26,873 - mmaction - INFO - Epoch [233][200/396] lr: 6.459e-03, eta: 4:37:37, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7284, top5_acc: 0.8984, loss_cls: 1.0526, loss: 1.0526, grad_norm: 3.5045, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9009, loss/aux0: 0.9009 2020-10-21 09:20:27,799 - mmaction - INFO - Epoch [233][200/396] lr: 6.459e-03, eta: 4:37:39, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7284, top5_acc: 0.8984, loss_cls: 1.0526, loss: 1.0526, grad_norm: 3.4967, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8825, loss/aux0: 0.8825 2020-10-21 09:21:05,000 - mmaction - INFO - Epoch [233][220/396] lr: 6.459e-03, eta: 4:37:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8945, loss_cls: 1.0650, loss: 1.0650, grad_norm: 3.5338, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8615, loss/aux0: 0.8615 2020-10-21 09:21:05,974 - mmaction - INFO - Epoch [233][220/396] lr: 6.459e-03, eta: 4:37:03, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8945, loss_cls: 1.0650, loss: 1.0650, grad_norm: 3.5316, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8732, loss/aux0: 0.8732 2020-10-21 09:21:42,164 - mmaction - INFO - Epoch [233][240/396] lr: 6.459e-03, eta: 4:36:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7492, top5_acc: 0.9078, loss_cls: 0.9909, loss: 0.9909, grad_norm: 3.4726, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9353, loss/aux0: 0.9353 2020-10-21 09:21:43,127 - mmaction - INFO - Epoch [233][240/396] lr: 6.459e-03, eta: 4:36:27, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7492, top5_acc: 0.9078, loss_cls: 0.9909, loss: 0.9909, grad_norm: 3.4703, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9418, loss/aux0: 0.9418 2020-10-21 09:22:19,585 - mmaction - INFO - Epoch [233][260/396] lr: 6.459e-03, eta: 4:35:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7234, top5_acc: 0.8898, loss_cls: 1.1047, loss: 1.1047, grad_norm: 3.6393, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9794, loss/aux0: 0.9794 2020-10-21 09:22:20,549 - mmaction - INFO - Epoch [233][260/396] lr: 6.459e-03, eta: 4:35:52, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7234, top5_acc: 0.8898, loss_cls: 1.1047, loss: 1.1047, grad_norm: 3.6447, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9737, loss/aux0: 0.9737 2020-10-21 09:22:56,650 - mmaction - INFO - Epoch [233][280/396] lr: 6.459e-03, eta: 4:35:14, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7336, top5_acc: 0.8979, loss_cls: 1.0529, loss: 1.0529, grad_norm: 3.6063, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8800, loss/aux0: 0.8800 2020-10-21 09:22:57,567 - mmaction - INFO - Epoch [233][280/396] lr: 6.459e-03, eta: 4:35:16, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7336, top5_acc: 0.8979, loss_cls: 1.0529, loss: 1.0529, grad_norm: 3.6372, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8862, loss/aux0: 0.8862 2020-10-21 09:23:34,004 - mmaction - INFO - Epoch [233][300/396] lr: 6.459e-03, eta: 4:34:39, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7365, top5_acc: 0.8922, loss_cls: 1.0653, loss: 1.0653, grad_norm: 3.5803, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9130, loss/aux0: 0.9130 2020-10-21 09:23:34,937 - mmaction - INFO - Epoch [233][300/396] lr: 6.459e-03, eta: 4:34:40, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7365, top5_acc: 0.8922, loss_cls: 1.0653, loss: 1.0653, grad_norm: 3.5901, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9108, loss/aux0: 0.9108 2020-10-21 09:24:11,378 - mmaction - INFO - Epoch [233][320/396] lr: 6.459e-03, eta: 4:34:03, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7563, top5_acc: 0.9083, loss_cls: 0.9724, loss: 0.9724, grad_norm: 3.5359, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9123, loss/aux0: 0.9123 2020-10-21 09:24:12,296 - mmaction - INFO - Epoch [233][320/396] lr: 6.459e-03, eta: 4:34:05, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7563, top5_acc: 0.9083, loss_cls: 0.9724, loss: 0.9724, grad_norm: 3.5151, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.8985, loss/aux0: 0.8985 2020-10-21 09:24:48,647 - mmaction - INFO - Epoch [233][340/396] lr: 6.459e-03, eta: 4:33:27, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8862, loss_cls: 1.1046, loss: 1.1046, grad_norm: 3.5095, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9042, loss/aux0: 0.9042 2020-10-21 09:24:49,572 - mmaction - INFO - Epoch [233][340/396] lr: 6.459e-03, eta: 4:33:29, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8862, loss_cls: 1.1046, loss: 1.1046, grad_norm: 3.5050, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9080, loss/aux0: 0.9080 2020-10-21 09:25:25,969 - mmaction - INFO - Epoch [233][360/396] lr: 6.459e-03, eta: 4:32:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7294, top5_acc: 0.8919, loss_cls: 1.0589, loss: 1.0589, grad_norm: 3.5207, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.8903, loss/aux0: 0.8903 2020-10-21 09:25:26,902 - mmaction - INFO - Epoch [233][360/396] lr: 6.459e-03, eta: 4:32:54, time: 0.940, data_time: 0.007, memory: 8466, top1_acc: 0.7294, top5_acc: 0.8919, loss_cls: 1.0589, loss: 1.0589, grad_norm: 3.5254, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.8934, loss/aux0: 0.8934 2020-10-21 09:26:03,193 - mmaction - INFO - Epoch [233][380/396] lr: 6.459e-03, eta: 4:32:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7375, top5_acc: 0.8948, loss_cls: 1.0379, loss: 1.0379, grad_norm: 3.4725, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8944, loss/aux0: 0.8944 2020-10-21 09:26:04,124 - mmaction - INFO - Epoch [233][380/396] lr: 6.459e-03, eta: 4:32:18, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7375, top5_acc: 0.8948, loss_cls: 1.0379, loss: 1.0379, grad_norm: 3.4931, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9067, loss/aux0: 0.9067 2020-10-21 09:31:55,504 - mmaction - INFO - Epoch [234][20/396] lr: 5.935e-03, eta: 4:31:09, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.7357, top5_acc: 0.8930, loss_cls: 1.0510, loss: 1.0510, grad_norm: 3.5458, top1_acc/aux0: 0.7793, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8723, loss/aux0: 0.8723 2020-10-21 09:31:56,608 - mmaction - INFO - Epoch [234][20/396] lr: 5.935e-03, eta: 4:31:11, time: 0.930, data_time: 0.013, memory: 8466, top1_acc: 0.7357, top5_acc: 0.8930, loss_cls: 1.0510, loss: 1.0510, grad_norm: 3.5402, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8693, loss/aux0: 0.8693 2020-10-21 09:32:32,838 - mmaction - INFO - Epoch [234][40/396] lr: 5.935e-03, eta: 4:30:33, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7362, top5_acc: 0.8984, loss_cls: 1.0277, loss: 1.0277, grad_norm: 3.5092, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9063, loss/aux0: 0.9063 2020-10-21 09:32:33,812 - mmaction - INFO - Epoch [234][40/396] lr: 5.935e-03, eta: 4:30:35, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.7362, top5_acc: 0.8984, loss_cls: 1.0277, loss: 1.0277, grad_norm: 3.5055, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9026, loss/aux0: 0.9026 2020-10-21 09:33:09,922 - mmaction - INFO - Epoch [234][60/396] lr: 5.935e-03, eta: 4:29:58, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8932, loss_cls: 1.0374, loss: 1.0374, grad_norm: 3.5747, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9200, loss/aux0: 0.9200 2020-10-21 09:33:10,877 - mmaction - INFO - Epoch [234][60/396] lr: 5.935e-03, eta: 4:29:59, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8932, loss_cls: 1.0374, loss: 1.0374, grad_norm: 3.5681, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9251, loss/aux0: 0.9251 2020-10-21 09:33:46,912 - mmaction - INFO - Epoch [234][80/396] lr: 5.935e-03, eta: 4:29:22, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.7430, top5_acc: 0.9003, loss_cls: 1.0090, loss: 1.0090, grad_norm: 3.5233, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8793, loss/aux0: 0.8793 2020-10-21 09:33:47,858 - mmaction - INFO - Epoch [234][80/396] lr: 5.935e-03, eta: 4:29:24, time: 0.921, data_time: 0.001, memory: 8466, top1_acc: 0.7430, top5_acc: 0.9003, loss_cls: 1.0090, loss: 1.0090, grad_norm: 3.5183, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8785, loss/aux0: 0.8785 2020-10-21 09:34:24,185 - mmaction - INFO - Epoch [234][100/396] lr: 5.935e-03, eta: 4:28:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7414, top5_acc: 0.8958, loss_cls: 1.0141, loss: 1.0141, grad_norm: 3.4568, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8708, loss/aux0: 0.8708 2020-10-21 09:34:25,106 - mmaction - INFO - Epoch [234][100/396] lr: 5.935e-03, eta: 4:28:48, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7414, top5_acc: 0.8958, loss_cls: 1.0141, loss: 1.0141, grad_norm: 3.4758, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8793, loss/aux0: 0.8793 2020-10-21 09:35:01,357 - mmaction - INFO - Epoch [234][120/396] lr: 5.935e-03, eta: 4:28:10, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7367, top5_acc: 0.8909, loss_cls: 1.0396, loss: 1.0396, grad_norm: 3.5099, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9095, loss/aux0: 0.9095 2020-10-21 09:35:02,306 - mmaction - INFO - Epoch [234][120/396] lr: 5.935e-03, eta: 4:28:12, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7367, top5_acc: 0.8909, loss_cls: 1.0396, loss: 1.0396, grad_norm: 3.5311, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.8965, loss/aux0: 0.8965 2020-10-21 09:35:38,669 - mmaction - INFO - Epoch [234][140/396] lr: 5.935e-03, eta: 4:27:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7497, top5_acc: 0.9016, loss_cls: 1.0024, loss: 1.0024, grad_norm: 3.5284, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9016, loss/aux0: 0.9016 2020-10-21 09:35:39,679 - mmaction - INFO - Epoch [234][140/396] lr: 5.935e-03, eta: 4:27:37, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7497, top5_acc: 0.9016, loss_cls: 1.0024, loss: 1.0024, grad_norm: 3.5256, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9062, loss/aux0: 0.9062 2020-10-21 09:36:15,786 - mmaction - INFO - Epoch [234][160/396] lr: 5.935e-03, eta: 4:26:59, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7398, top5_acc: 0.8990, loss_cls: 1.0051, loss: 1.0051, grad_norm: 3.5523, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8612, loss/aux0: 0.8612 2020-10-21 09:36:16,704 - mmaction - INFO - Epoch [234][160/396] lr: 5.935e-03, eta: 4:27:01, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7398, top5_acc: 0.8990, loss_cls: 1.0051, loss: 1.0051, grad_norm: 3.5493, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8706, loss/aux0: 0.8706 2020-10-21 09:36:53,299 - mmaction - INFO - Epoch [234][180/396] lr: 5.935e-03, eta: 4:26:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7479, top5_acc: 0.8995, loss_cls: 1.0114, loss: 1.0114, grad_norm: 3.5233, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9253, loss/aux0: 0.9253 2020-10-21 09:36:54,246 - mmaction - INFO - Epoch [234][180/396] lr: 5.935e-03, eta: 4:26:25, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.7479, top5_acc: 0.8995, loss_cls: 1.0114, loss: 1.0114, grad_norm: 3.5227, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9223, loss/aux0: 0.9223 2020-10-21 09:37:30,412 - mmaction - INFO - Epoch [234][200/396] lr: 5.935e-03, eta: 4:25:48, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7437, top5_acc: 0.9000, loss_cls: 0.9927, loss: 0.9927, grad_norm: 3.5675, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8950, loss/aux0: 0.8950 2020-10-21 09:37:31,352 - mmaction - INFO - Epoch [234][200/396] lr: 5.935e-03, eta: 4:25:50, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.7437, top5_acc: 0.9000, loss_cls: 0.9927, loss: 0.9927, grad_norm: 3.5985, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8964, loss/aux0: 0.8964 2020-10-21 09:38:07,606 - mmaction - INFO - Epoch [234][220/396] lr: 5.935e-03, eta: 4:25:12, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7263, top5_acc: 0.8922, loss_cls: 1.0784, loss: 1.0784, grad_norm: 3.6700, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9227, loss/aux0: 0.9227 2020-10-21 09:38:08,558 - mmaction - INFO - Epoch [234][220/396] lr: 5.935e-03, eta: 4:25:14, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.7263, top5_acc: 0.8922, loss_cls: 1.0784, loss: 1.0784, grad_norm: 3.6644, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9275, loss/aux0: 0.9275 2020-10-21 09:38:44,862 - mmaction - INFO - Epoch [234][240/396] lr: 5.935e-03, eta: 4:24:36, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7365, top5_acc: 0.9016, loss_cls: 1.0380, loss: 1.0380, grad_norm: 3.5179, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9049, loss/aux0: 0.9049 2020-10-21 09:38:45,798 - mmaction - INFO - Epoch [234][240/396] lr: 5.935e-03, eta: 4:24:38, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7365, top5_acc: 0.9016, loss_cls: 1.0380, loss: 1.0380, grad_norm: 3.5175, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9043, loss/aux0: 0.9043 2020-10-21 09:39:22,009 - mmaction - INFO - Epoch [234][260/396] lr: 5.935e-03, eta: 4:24:01, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7440, top5_acc: 0.8945, loss_cls: 1.0389, loss: 1.0389, grad_norm: 3.4111, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9096, loss/aux0: 0.9096 2020-10-21 09:39:22,955 - mmaction - INFO - Epoch [234][260/396] lr: 5.935e-03, eta: 4:24:03, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7440, top5_acc: 0.8945, loss_cls: 1.0389, loss: 1.0389, grad_norm: 3.4120, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9008, loss/aux0: 0.9008 2020-10-21 09:39:59,284 - mmaction - INFO - Epoch [234][280/396] lr: 5.935e-03, eta: 4:23:25, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7430, top5_acc: 0.9026, loss_cls: 1.0196, loss: 1.0196, grad_norm: 3.5574, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8948, loss/aux0: 0.8948 2020-10-21 09:40:00,224 - mmaction - INFO - Epoch [234][280/396] lr: 5.935e-03, eta: 4:23:27, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.7430, top5_acc: 0.9026, loss_cls: 1.0196, loss: 1.0196, grad_norm: 3.5517, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8922, loss/aux0: 0.8922 2020-10-21 09:40:36,433 - mmaction - INFO - Epoch [234][300/396] lr: 5.935e-03, eta: 4:22:49, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8958, loss_cls: 1.0248, loss: 1.0248, grad_norm: 3.5661, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8959, loss/aux0: 0.8959 2020-10-21 09:40:37,364 - mmaction - INFO - Epoch [234][300/396] lr: 5.935e-03, eta: 4:22:51, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8958, loss_cls: 1.0248, loss: 1.0248, grad_norm: 3.5765, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8982, loss/aux0: 0.8982 2020-10-21 09:41:13,608 - mmaction - INFO - Epoch [234][320/396] lr: 5.935e-03, eta: 4:22:14, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7438, top5_acc: 0.9042, loss_cls: 0.9914, loss: 0.9914, grad_norm: 3.4687, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8771, loss/aux0: 0.8771 2020-10-21 09:41:14,536 - mmaction - INFO - Epoch [234][320/396] lr: 5.935e-03, eta: 4:22:16, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.7438, top5_acc: 0.9042, loss_cls: 0.9914, loss: 0.9914, grad_norm: 3.4857, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8837, loss/aux0: 0.8837 2020-10-21 09:41:50,961 - mmaction - INFO - Epoch [234][340/396] lr: 5.935e-03, eta: 4:21:38, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7214, top5_acc: 0.8880, loss_cls: 1.0776, loss: 1.0776, grad_norm: 3.6717, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9237, loss/aux0: 0.9237 2020-10-21 09:41:51,923 - mmaction - INFO - Epoch [234][340/396] lr: 5.935e-03, eta: 4:21:40, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7214, top5_acc: 0.8880, loss_cls: 1.0776, loss: 1.0776, grad_norm: 3.6701, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9117, loss/aux0: 0.9117 2020-10-21 09:42:28,164 - mmaction - INFO - Epoch [234][360/396] lr: 5.935e-03, eta: 4:21:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7299, top5_acc: 0.9016, loss_cls: 1.0299, loss: 1.0299, grad_norm: 3.5911, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.8755, loss/aux0: 0.8755 2020-10-21 09:42:29,110 - mmaction - INFO - Epoch [234][360/396] lr: 5.935e-03, eta: 4:21:04, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7299, top5_acc: 0.9016, loss_cls: 1.0299, loss: 1.0299, grad_norm: 3.6034, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.8810, loss/aux0: 0.8810 2020-10-21 09:43:05,354 - mmaction - INFO - Epoch [234][380/396] lr: 5.935e-03, eta: 4:20:27, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7383, top5_acc: 0.8977, loss_cls: 1.0374, loss: 1.0374, grad_norm: 3.5915, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.8962, loss/aux0: 0.8962 2020-10-21 09:43:06,277 - mmaction - INFO - Epoch [234][380/396] lr: 5.935e-03, eta: 4:20:28, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7383, top5_acc: 0.8977, loss_cls: 1.0374, loss: 1.0374, grad_norm: 3.5967, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.8962, loss/aux0: 0.8962 2020-10-21 09:49:16,974 - mmaction - INFO - Epoch [235][20/396] lr: 5.434e-03, eta: 4:19:20, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.7508, top5_acc: 0.9057, loss_cls: 0.9759, loss: 0.9759, grad_norm: 3.5261, top1_acc/aux0: 0.7722, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8671, loss/aux0: 0.8671 2020-10-21 09:49:17,924 - mmaction - INFO - Epoch [235][20/396] lr: 5.434e-03, eta: 4:19:21, time: 0.926, data_time: 0.008, memory: 8466, top1_acc: 0.7508, top5_acc: 0.9057, loss_cls: 0.9759, loss: 0.9759, grad_norm: 3.5098, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8669, loss/aux0: 0.8669 2020-10-21 09:49:54,175 - mmaction - INFO - Epoch [235][40/396] lr: 5.434e-03, eta: 4:18:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9016, loss_cls: 0.9848, loss: 0.9848, grad_norm: 3.5150, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8784, loss/aux0: 0.8784 2020-10-21 09:49:55,124 - mmaction - INFO - Epoch [235][40/396] lr: 5.434e-03, eta: 4:18:46, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9016, loss_cls: 0.9848, loss: 0.9848, grad_norm: 3.5038, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8763, loss/aux0: 0.8763 2020-10-21 09:50:31,173 - mmaction - INFO - Epoch [235][60/396] lr: 5.434e-03, eta: 4:18:08, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7409, top5_acc: 0.9021, loss_cls: 1.0100, loss: 1.0100, grad_norm: 3.5521, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8741, loss/aux0: 0.8741 2020-10-21 09:50:32,112 - mmaction - INFO - Epoch [235][60/396] lr: 5.434e-03, eta: 4:18:10, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7409, top5_acc: 0.9021, loss_cls: 1.0100, loss: 1.0100, grad_norm: 3.5623, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.8858, loss/aux0: 0.8858 2020-10-21 09:51:08,611 - mmaction - INFO - Epoch [235][80/396] lr: 5.434e-03, eta: 4:17:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7393, top5_acc: 0.8948, loss_cls: 1.0414, loss: 1.0414, grad_norm: 3.5258, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8731, loss/aux0: 0.8731 2020-10-21 09:51:09,589 - mmaction - INFO - Epoch [235][80/396] lr: 5.434e-03, eta: 4:17:34, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.7393, top5_acc: 0.8948, loss_cls: 1.0414, loss: 1.0414, grad_norm: 3.5572, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8735, loss/aux0: 0.8735 2020-10-21 09:51:45,800 - mmaction - INFO - Epoch [235][100/396] lr: 5.434e-03, eta: 4:16:57, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7401, top5_acc: 0.8971, loss_cls: 1.0107, loss: 1.0107, grad_norm: 3.5339, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8628, loss/aux0: 0.8628 2020-10-21 09:51:46,756 - mmaction - INFO - Epoch [235][100/396] lr: 5.434e-03, eta: 4:16:59, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7401, top5_acc: 0.8971, loss_cls: 1.0107, loss: 1.0107, grad_norm: 3.5475, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8513, loss/aux0: 0.8513 2020-10-21 09:52:22,950 - mmaction - INFO - Epoch [235][120/396] lr: 5.434e-03, eta: 4:16:21, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7372, top5_acc: 0.8883, loss_cls: 1.0338, loss: 1.0338, grad_norm: 3.5655, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8760, loss/aux0: 0.8760 2020-10-21 09:52:23,870 - mmaction - INFO - Epoch [235][120/396] lr: 5.434e-03, eta: 4:16:23, time: 0.924, data_time: 0.001, memory: 8466, top1_acc: 0.7372, top5_acc: 0.8883, loss_cls: 1.0338, loss: 1.0338, grad_norm: 3.5537, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8752, loss/aux0: 0.8752 2020-10-21 09:53:00,219 - mmaction - INFO - Epoch [235][140/396] lr: 5.434e-03, eta: 4:15:46, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9107, loss_cls: 0.9595, loss: 0.9595, grad_norm: 3.5790, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9291, loss/aux0: 0.9291 2020-10-21 09:53:01,173 - mmaction - INFO - Epoch [235][140/396] lr: 5.434e-03, eta: 4:15:47, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9107, loss_cls: 0.9595, loss: 0.9595, grad_norm: 3.5691, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9264, loss/aux0: 0.9264 2020-10-21 09:53:37,598 - mmaction - INFO - Epoch [235][160/396] lr: 5.434e-03, eta: 4:15:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7490, top5_acc: 0.9039, loss_cls: 0.9862, loss: 0.9862, grad_norm: 3.5830, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8870, loss/aux0: 0.8870 2020-10-21 09:53:38,554 - mmaction - INFO - Epoch [235][160/396] lr: 5.434e-03, eta: 4:15:12, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.7490, top5_acc: 0.9039, loss_cls: 0.9862, loss: 0.9862, grad_norm: 3.5746, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8944, loss/aux0: 0.8944 2020-10-21 09:54:15,055 - mmaction - INFO - Epoch [235][180/396] lr: 5.434e-03, eta: 4:14:34, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7523, top5_acc: 0.9021, loss_cls: 0.9770, loss: 0.9770, grad_norm: 3.4907, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8580, loss/aux0: 0.8580 2020-10-21 09:54:16,031 - mmaction - INFO - Epoch [235][180/396] lr: 5.434e-03, eta: 4:14:36, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.7523, top5_acc: 0.9021, loss_cls: 0.9770, loss: 0.9770, grad_norm: 3.5052, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8609, loss/aux0: 0.8609 2020-10-21 09:54:52,229 - mmaction - INFO - Epoch [235][200/396] lr: 5.434e-03, eta: 4:13:59, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7424, top5_acc: 0.9018, loss_cls: 1.0020, loss: 1.0020, grad_norm: 3.5140, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8974, loss/aux0: 0.8974 2020-10-21 09:54:53,160 - mmaction - INFO - Epoch [235][200/396] lr: 5.434e-03, eta: 4:14:00, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7424, top5_acc: 0.9018, loss_cls: 1.0020, loss: 1.0020, grad_norm: 3.5032, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9071, loss/aux0: 0.9071 2020-10-21 09:55:29,498 - mmaction - INFO - Epoch [235][220/396] lr: 5.434e-03, eta: 4:13:23, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7435, top5_acc: 0.8966, loss_cls: 1.0304, loss: 1.0304, grad_norm: 3.5998, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9226, loss/aux0: 0.9226 2020-10-21 09:55:30,433 - mmaction - INFO - Epoch [235][220/396] lr: 5.434e-03, eta: 4:13:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7435, top5_acc: 0.8966, loss_cls: 1.0304, loss: 1.0304, grad_norm: 3.5780, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9036, loss/aux0: 0.9036 2020-10-21 09:56:06,808 - mmaction - INFO - Epoch [235][240/396] lr: 5.434e-03, eta: 4:12:47, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7391, top5_acc: 0.8909, loss_cls: 1.0374, loss: 1.0374, grad_norm: 3.6075, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8736, loss/aux0: 0.8736 2020-10-21 09:56:07,760 - mmaction - INFO - Epoch [235][240/396] lr: 5.434e-03, eta: 4:12:49, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7391, top5_acc: 0.8909, loss_cls: 1.0374, loss: 1.0374, grad_norm: 3.6093, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8825, loss/aux0: 0.8825 2020-10-21 09:56:44,181 - mmaction - INFO - Epoch [235][260/396] lr: 5.434e-03, eta: 4:12:12, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7510, top5_acc: 0.9057, loss_cls: 0.9593, loss: 0.9593, grad_norm: 3.5866, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9088, loss/aux0: 0.9088 2020-10-21 09:56:45,101 - mmaction - INFO - Epoch [235][260/396] lr: 5.434e-03, eta: 4:12:13, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7510, top5_acc: 0.9057, loss_cls: 0.9593, loss: 0.9593, grad_norm: 3.5790, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9048, loss/aux0: 0.9048 2020-10-21 09:57:21,244 - mmaction - INFO - Epoch [235][280/396] lr: 5.434e-03, eta: 4:11:36, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7529, top5_acc: 0.9115, loss_cls: 0.9678, loss: 0.9678, grad_norm: 3.5860, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9018, loss/aux0: 0.9018 2020-10-21 09:57:22,183 - mmaction - INFO - Epoch [235][280/396] lr: 5.434e-03, eta: 4:11:38, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7529, top5_acc: 0.9115, loss_cls: 0.9678, loss: 0.9678, grad_norm: 3.5774, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9031, loss/aux0: 0.9031 2020-10-21 09:57:58,544 - mmaction - INFO - Epoch [235][300/396] lr: 5.434e-03, eta: 4:11:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8969, loss_cls: 1.0501, loss: 1.0501, grad_norm: 3.6244, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9043, loss/aux0: 0.9043 2020-10-21 09:57:59,474 - mmaction - INFO - Epoch [235][300/396] lr: 5.434e-03, eta: 4:11:02, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8969, loss_cls: 1.0501, loss: 1.0501, grad_norm: 3.6405, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9033, loss/aux0: 0.9033 2020-10-21 09:58:35,693 - mmaction - INFO - Epoch [235][320/396] lr: 5.434e-03, eta: 4:10:25, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7565, top5_acc: 0.9044, loss_cls: 0.9638, loss: 0.9638, grad_norm: 3.5320, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8824, loss/aux0: 0.8824 2020-10-21 09:58:36,623 - mmaction - INFO - Epoch [235][320/396] lr: 5.434e-03, eta: 4:10:26, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7565, top5_acc: 0.9044, loss_cls: 0.9638, loss: 0.9638, grad_norm: 3.5404, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.8950, loss/aux0: 0.8950 2020-10-21 09:59:12,992 - mmaction - INFO - Epoch [235][340/396] lr: 5.434e-03, eta: 4:09:49, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9034, loss_cls: 0.9959, loss: 0.9959, grad_norm: 3.5995, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8771, loss/aux0: 0.8771 2020-10-21 09:59:13,920 - mmaction - INFO - Epoch [235][340/396] lr: 5.434e-03, eta: 4:09:51, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9034, loss_cls: 0.9959, loss: 0.9959, grad_norm: 3.6401, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8698, loss/aux0: 0.8698 2020-10-21 09:59:50,374 - mmaction - INFO - Epoch [235][360/396] lr: 5.434e-03, eta: 4:09:13, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7479, top5_acc: 0.9010, loss_cls: 1.0058, loss: 1.0058, grad_norm: 3.5626, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.8810, loss/aux0: 0.8810 2020-10-21 09:59:51,310 - mmaction - INFO - Epoch [235][360/396] lr: 5.434e-03, eta: 4:09:15, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7479, top5_acc: 0.9010, loss_cls: 1.0058, loss: 1.0058, grad_norm: 3.5824, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8796, loss/aux0: 0.8796 2020-10-21 10:00:29,729 - mmaction - INFO - Epoch [235][380/396] lr: 5.434e-03, eta: 4:08:38, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8935, loss_cls: 1.0522, loss: 1.0522, grad_norm: 3.6351, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8779, loss/aux0: 0.8779 2020-10-21 10:00:30,874 - mmaction - INFO - Epoch [235][380/396] lr: 5.434e-03, eta: 4:08:39, time: 0.946, data_time: 0.015, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8935, loss_cls: 1.0522, loss: 1.0522, grad_norm: 3.6415, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.8728, loss/aux0: 0.8728 2020-10-21 10:07:03,737 - mmaction - INFO - Epoch [236][20/396] lr: 4.954e-03, eta: 4:07:31, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.7513, top5_acc: 0.9036, loss_cls: 0.9960, loss: 0.9960, grad_norm: 3.5665, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.9006, loss/aux0: 0.9006 2020-10-21 10:07:04,688 - mmaction - INFO - Epoch [236][20/396] lr: 4.954e-03, eta: 4:07:32, time: 0.925, data_time: 0.006, memory: 8466, top1_acc: 0.7513, top5_acc: 0.9036, loss_cls: 0.9960, loss: 0.9960, grad_norm: 3.5701, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8971, loss/aux0: 0.8971 2020-10-21 10:07:40,572 - mmaction - INFO - Epoch [236][40/396] lr: 4.954e-03, eta: 4:06:55, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9055, loss_cls: 0.9570, loss: 0.9570, grad_norm: 3.6417, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8402, loss/aux0: 0.8402 2020-10-21 10:07:41,499 - mmaction - INFO - Epoch [236][40/396] lr: 4.954e-03, eta: 4:06:57, time: 0.922, data_time: 0.002, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9055, loss_cls: 0.9570, loss: 0.9570, grad_norm: 3.6647, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8447, loss/aux0: 0.8447 2020-10-21 10:08:17,730 - mmaction - INFO - Epoch [236][60/396] lr: 4.954e-03, eta: 4:06:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7578, top5_acc: 0.9078, loss_cls: 0.9629, loss: 0.9629, grad_norm: 3.4815, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8516, loss/aux0: 0.8516 2020-10-21 10:08:18,668 - mmaction - INFO - Epoch [236][60/396] lr: 4.954e-03, eta: 4:06:21, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7578, top5_acc: 0.9078, loss_cls: 0.9629, loss: 0.9629, grad_norm: 3.4827, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8461, loss/aux0: 0.8461 2020-10-21 10:08:55,040 - mmaction - INFO - Epoch [236][80/396] lr: 4.954e-03, eta: 4:05:44, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7482, top5_acc: 0.9016, loss_cls: 1.0035, loss: 1.0035, grad_norm: 3.6101, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9177, loss/aux0: 0.9177 2020-10-21 10:08:55,995 - mmaction - INFO - Epoch [236][80/396] lr: 4.954e-03, eta: 4:05:45, time: 0.930, data_time: 0.005, memory: 8466, top1_acc: 0.7482, top5_acc: 0.9016, loss_cls: 1.0035, loss: 1.0035, grad_norm: 3.5959, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9270, loss/aux0: 0.9270 2020-10-21 10:09:32,425 - mmaction - INFO - Epoch [236][100/396] lr: 4.954e-03, eta: 4:05:08, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7312, top5_acc: 0.8953, loss_cls: 1.0534, loss: 1.0534, grad_norm: 3.6412, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8563, loss/aux0: 0.8563 2020-10-21 10:09:33,365 - mmaction - INFO - Epoch [236][100/396] lr: 4.954e-03, eta: 4:05:10, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.7312, top5_acc: 0.8953, loss_cls: 1.0534, loss: 1.0534, grad_norm: 3.6422, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8453, loss/aux0: 0.8453 2020-10-21 10:10:09,670 - mmaction - INFO - Epoch [236][120/396] lr: 4.954e-03, eta: 4:04:32, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7542, top5_acc: 0.9099, loss_cls: 0.9506, loss: 0.9506, grad_norm: 3.5465, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9033, loss/aux0: 0.9033 2020-10-21 10:10:10,629 - mmaction - INFO - Epoch [236][120/396] lr: 4.954e-03, eta: 4:04:34, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.7542, top5_acc: 0.9099, loss_cls: 0.9506, loss: 0.9506, grad_norm: 3.5519, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9119, loss/aux0: 0.9119 2020-10-21 10:10:46,748 - mmaction - INFO - Epoch [236][140/396] lr: 4.954e-03, eta: 4:03:57, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9081, loss_cls: 0.9659, loss: 0.9659, grad_norm: 3.5390, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9033, loss/aux0: 0.9033 2020-10-21 10:10:47,680 - mmaction - INFO - Epoch [236][140/396] lr: 4.954e-03, eta: 4:03:58, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9081, loss_cls: 0.9659, loss: 0.9659, grad_norm: 3.5205, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8938, loss/aux0: 0.8938 2020-10-21 10:11:23,904 - mmaction - INFO - Epoch [236][160/396] lr: 4.954e-03, eta: 4:03:21, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7479, top5_acc: 0.9057, loss_cls: 0.9876, loss: 0.9876, grad_norm: 3.6374, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9087, loss/aux0: 0.9087 2020-10-21 10:11:24,878 - mmaction - INFO - Epoch [236][160/396] lr: 4.954e-03, eta: 4:03:23, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.7479, top5_acc: 0.9057, loss_cls: 0.9876, loss: 0.9876, grad_norm: 3.6439, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9181, loss/aux0: 0.9181 2020-10-21 10:12:01,251 - mmaction - INFO - Epoch [236][180/396] lr: 4.954e-03, eta: 4:02:45, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9031, loss_cls: 0.9900, loss: 0.9900, grad_norm: 3.4202, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8339, loss/aux0: 0.8339 2020-10-21 10:12:02,173 - mmaction - INFO - Epoch [236][180/396] lr: 4.954e-03, eta: 4:02:47, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9031, loss_cls: 0.9900, loss: 0.9900, grad_norm: 3.4124, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8310, loss/aux0: 0.8310 2020-10-21 10:12:38,747 - mmaction - INFO - Epoch [236][200/396] lr: 4.954e-03, eta: 4:02:10, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7474, top5_acc: 0.9010, loss_cls: 0.9869, loss: 0.9869, grad_norm: 3.7143, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8898, loss/aux0: 0.8898 2020-10-21 10:12:39,675 - mmaction - INFO - Epoch [236][200/396] lr: 4.954e-03, eta: 4:02:11, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7474, top5_acc: 0.9010, loss_cls: 0.9869, loss: 0.9869, grad_norm: 3.7007, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8910, loss/aux0: 0.8910 2020-10-21 10:13:15,877 - mmaction - INFO - Epoch [236][220/396] lr: 4.954e-03, eta: 4:01:34, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9008, loss_cls: 0.9962, loss: 0.9962, grad_norm: 3.6159, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8641, loss/aux0: 0.8641 2020-10-21 10:13:16,824 - mmaction - INFO - Epoch [236][220/396] lr: 4.954e-03, eta: 4:01:35, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9008, loss_cls: 0.9962, loss: 0.9962, grad_norm: 3.5994, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8559, loss/aux0: 0.8559 2020-10-21 10:13:53,741 - mmaction - INFO - Epoch [236][240/396] lr: 4.954e-03, eta: 4:00:58, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7292, top5_acc: 0.8940, loss_cls: 1.0668, loss: 1.0668, grad_norm: 3.7247, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.8948, loss/aux0: 0.8948 2020-10-21 10:13:54,689 - mmaction - INFO - Epoch [236][240/396] lr: 4.954e-03, eta: 4:01:00, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.7292, top5_acc: 0.8940, loss_cls: 1.0668, loss: 1.0668, grad_norm: 3.6783, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.8934, loss/aux0: 0.8934 2020-10-21 10:14:30,807 - mmaction - INFO - Epoch [236][260/396] lr: 4.954e-03, eta: 4:00:23, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7448, top5_acc: 0.9031, loss_cls: 0.9970, loss: 0.9970, grad_norm: 3.5701, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8649, loss/aux0: 0.8649 2020-10-21 10:14:31,735 - mmaction - INFO - Epoch [236][260/396] lr: 4.954e-03, eta: 4:00:24, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7448, top5_acc: 0.9031, loss_cls: 0.9970, loss: 0.9970, grad_norm: 3.5591, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8703, loss/aux0: 0.8703 2020-10-21 10:15:08,100 - mmaction - INFO - Epoch [236][280/396] lr: 4.954e-03, eta: 3:59:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7427, top5_acc: 0.9010, loss_cls: 0.9976, loss: 0.9976, grad_norm: 3.6367, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.8994, loss/aux0: 0.8994 2020-10-21 10:15:09,033 - mmaction - INFO - Epoch [236][280/396] lr: 4.954e-03, eta: 3:59:48, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7427, top5_acc: 0.9010, loss_cls: 0.9976, loss: 0.9976, grad_norm: 3.6318, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9087, loss/aux0: 0.9087 2020-10-21 10:15:45,135 - mmaction - INFO - Epoch [236][300/396] lr: 4.954e-03, eta: 3:59:11, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7583, top5_acc: 0.9047, loss_cls: 0.9681, loss: 0.9681, grad_norm: 3.5449, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9015, loss/aux0: 0.9015 2020-10-21 10:15:46,064 - mmaction - INFO - Epoch [236][300/396] lr: 4.954e-03, eta: 3:59:13, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.7583, top5_acc: 0.9047, loss_cls: 0.9681, loss: 0.9681, grad_norm: 3.5545, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9055, loss/aux0: 0.9055 2020-10-21 10:16:22,318 - mmaction - INFO - Epoch [236][320/396] lr: 4.954e-03, eta: 3:58:35, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7419, top5_acc: 0.9029, loss_cls: 1.0024, loss: 1.0024, grad_norm: 3.5139, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8636, loss/aux0: 0.8636 2020-10-21 10:16:23,250 - mmaction - INFO - Epoch [236][320/396] lr: 4.954e-03, eta: 3:58:37, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7419, top5_acc: 0.9029, loss_cls: 1.0024, loss: 1.0024, grad_norm: 3.5042, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8549, loss/aux0: 0.8549 2020-10-21 10:16:59,466 - mmaction - INFO - Epoch [236][340/396] lr: 4.954e-03, eta: 3:58:00, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7404, top5_acc: 0.8979, loss_cls: 1.0355, loss: 1.0355, grad_norm: 3.6250, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8828, loss/aux0: 0.8828 2020-10-21 10:17:00,399 - mmaction - INFO - Epoch [236][340/396] lr: 4.954e-03, eta: 3:58:01, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7404, top5_acc: 0.8979, loss_cls: 1.0355, loss: 1.0355, grad_norm: 3.6511, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8799, loss/aux0: 0.8799 2020-10-21 10:17:36,658 - mmaction - INFO - Epoch [236][360/396] lr: 4.954e-03, eta: 3:57:24, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7443, top5_acc: 0.9089, loss_cls: 0.9793, loss: 0.9793, grad_norm: 3.6466, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8907, loss/aux0: 0.8907 2020-10-21 10:17:37,625 - mmaction - INFO - Epoch [236][360/396] lr: 4.954e-03, eta: 3:57:26, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7443, top5_acc: 0.9089, loss_cls: 0.9793, loss: 0.9793, grad_norm: 3.6340, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9051, loss/aux0: 0.9051 2020-10-21 10:18:13,881 - mmaction - INFO - Epoch [236][380/396] lr: 4.954e-03, eta: 3:56:48, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9078, loss_cls: 0.9623, loss: 0.9623, grad_norm: 3.6329, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9314, loss/aux0: 0.9314 2020-10-21 10:18:14,833 - mmaction - INFO - Epoch [236][380/396] lr: 4.954e-03, eta: 3:56:50, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9078, loss_cls: 0.9623, loss: 0.9623, grad_norm: 3.6324, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9211, loss/aux0: 0.9211 2020-10-21 10:24:07,817 - mmaction - INFO - Epoch [237][20/396] lr: 4.495e-03, eta: 3:55:42, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.7505, top5_acc: 0.9057, loss_cls: 0.9819, loss: 0.9819, grad_norm: 3.6144, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.8770, loss/aux0: 0.8770 2020-10-21 10:24:08,746 - mmaction - INFO - Epoch [237][20/396] lr: 4.495e-03, eta: 3:55:43, time: 0.919, data_time: 0.004, memory: 8466, top1_acc: 0.7505, top5_acc: 0.9057, loss_cls: 0.9819, loss: 0.9819, grad_norm: 3.6269, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.8854, loss/aux0: 0.8854 2020-10-21 10:24:45,006 - mmaction - INFO - Epoch [237][40/396] lr: 4.495e-03, eta: 3:55:06, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9010, loss_cls: 0.9779, loss: 0.9779, grad_norm: 3.4935, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8317, loss/aux0: 0.8317 2020-10-21 10:24:45,927 - mmaction - INFO - Epoch [237][40/396] lr: 4.495e-03, eta: 3:55:07, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9010, loss_cls: 0.9779, loss: 0.9779, grad_norm: 3.5269, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8267, loss/aux0: 0.8267 2020-10-21 10:25:22,189 - mmaction - INFO - Epoch [237][60/396] lr: 4.495e-03, eta: 3:54:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9057, loss_cls: 0.9609, loss: 0.9609, grad_norm: 3.6517, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8834, loss/aux0: 0.8834 2020-10-21 10:25:23,135 - mmaction - INFO - Epoch [237][60/396] lr: 4.495e-03, eta: 3:54:32, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9057, loss_cls: 0.9609, loss: 0.9609, grad_norm: 3.6467, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8768, loss/aux0: 0.8768 2020-10-21 10:25:59,393 - mmaction - INFO - Epoch [237][80/396] lr: 4.495e-03, eta: 3:53:55, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7516, top5_acc: 0.9068, loss_cls: 0.9614, loss: 0.9614, grad_norm: 3.5787, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8256, loss/aux0: 0.8256 2020-10-21 10:26:00,350 - mmaction - INFO - Epoch [237][80/396] lr: 4.495e-03, eta: 3:53:56, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7516, top5_acc: 0.9068, loss_cls: 0.9614, loss: 0.9614, grad_norm: 3.6004, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8297, loss/aux0: 0.8297 2020-10-21 10:26:36,675 - mmaction - INFO - Epoch [237][100/396] lr: 4.495e-03, eta: 3:53:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7492, top5_acc: 0.9042, loss_cls: 0.9752, loss: 0.9752, grad_norm: 3.5545, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8592, loss/aux0: 0.8592 2020-10-21 10:26:37,601 - mmaction - INFO - Epoch [237][100/396] lr: 4.495e-03, eta: 3:53:20, time: 0.936, data_time: 0.005, memory: 8466, top1_acc: 0.7492, top5_acc: 0.9042, loss_cls: 0.9752, loss: 0.9752, grad_norm: 3.5579, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8564, loss/aux0: 0.8564 2020-10-21 10:27:14,087 - mmaction - INFO - Epoch [237][120/396] lr: 4.495e-03, eta: 3:52:43, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7526, top5_acc: 0.9039, loss_cls: 0.9828, loss: 0.9828, grad_norm: 3.6527, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8664, loss/aux0: 0.8664 2020-10-21 10:27:15,041 - mmaction - INFO - Epoch [237][120/396] lr: 4.495e-03, eta: 3:52:45, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.7526, top5_acc: 0.9039, loss_cls: 0.9828, loss: 0.9828, grad_norm: 3.6649, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8702, loss/aux0: 0.8702 2020-10-21 10:27:51,656 - mmaction - INFO - Epoch [237][140/396] lr: 4.495e-03, eta: 3:52:08, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7414, top5_acc: 0.9003, loss_cls: 1.0111, loss: 1.0111, grad_norm: 3.6965, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8491, loss/aux0: 0.8491 2020-10-21 10:27:52,626 - mmaction - INFO - Epoch [237][140/396] lr: 4.495e-03, eta: 3:52:09, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.7414, top5_acc: 0.9003, loss_cls: 1.0111, loss: 1.0111, grad_norm: 3.7111, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8503, loss/aux0: 0.8503 2020-10-21 10:28:29,012 - mmaction - INFO - Epoch [237][160/396] lr: 4.495e-03, eta: 3:51:32, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7456, top5_acc: 0.9021, loss_cls: 1.0142, loss: 1.0142, grad_norm: 3.7280, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8610, loss/aux0: 0.8610 2020-10-21 10:28:29,953 - mmaction - INFO - Epoch [237][160/396] lr: 4.495e-03, eta: 3:51:33, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7456, top5_acc: 0.9021, loss_cls: 1.0142, loss: 1.0142, grad_norm: 3.7236, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8476, loss/aux0: 0.8476 2020-10-21 10:29:06,085 - mmaction - INFO - Epoch [237][180/396] lr: 4.495e-03, eta: 3:50:56, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9029, loss_cls: 0.9987, loss: 0.9987, grad_norm: 3.6044, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8287, loss/aux0: 0.8287 2020-10-21 10:29:07,047 - mmaction - INFO - Epoch [237][180/396] lr: 4.495e-03, eta: 3:50:58, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9029, loss_cls: 0.9987, loss: 0.9987, grad_norm: 3.6063, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8367, loss/aux0: 0.8367 2020-10-21 10:29:43,501 - mmaction - INFO - Epoch [237][200/396] lr: 4.495e-03, eta: 3:50:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7539, top5_acc: 0.9042, loss_cls: 0.9688, loss: 0.9688, grad_norm: 3.5691, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8592, loss/aux0: 0.8592 2020-10-21 10:29:44,429 - mmaction - INFO - Epoch [237][200/396] lr: 4.495e-03, eta: 3:50:22, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7539, top5_acc: 0.9042, loss_cls: 0.9688, loss: 0.9688, grad_norm: 3.5781, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8689, loss/aux0: 0.8689 2020-10-21 10:30:20,545 - mmaction - INFO - Epoch [237][220/396] lr: 4.495e-03, eta: 3:49:45, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7565, top5_acc: 0.9070, loss_cls: 0.9657, loss: 0.9657, grad_norm: 3.5823, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8650, loss/aux0: 0.8650 2020-10-21 10:30:21,467 - mmaction - INFO - Epoch [237][220/396] lr: 4.495e-03, eta: 3:49:46, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7565, top5_acc: 0.9070, loss_cls: 0.9657, loss: 0.9657, grad_norm: 3.6008, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.8657, loss/aux0: 0.8657 2020-10-21 10:30:57,707 - mmaction - INFO - Epoch [237][240/396] lr: 4.495e-03, eta: 3:49:09, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7388, top5_acc: 0.8953, loss_cls: 1.0247, loss: 1.0247, grad_norm: 3.6462, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8799, loss/aux0: 0.8799 2020-10-21 10:30:58,658 - mmaction - INFO - Epoch [237][240/396] lr: 4.495e-03, eta: 3:49:11, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7388, top5_acc: 0.8953, loss_cls: 1.0247, loss: 1.0247, grad_norm: 3.6604, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8727, loss/aux0: 0.8727 2020-10-21 10:31:34,915 - mmaction - INFO - Epoch [237][260/396] lr: 4.495e-03, eta: 3:48:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7505, top5_acc: 0.9086, loss_cls: 0.9492, loss: 0.9492, grad_norm: 3.5201, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8218, loss/aux0: 0.8218 2020-10-21 10:31:35,858 - mmaction - INFO - Epoch [237][260/396] lr: 4.495e-03, eta: 3:48:35, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7505, top5_acc: 0.9086, loss_cls: 0.9492, loss: 0.9492, grad_norm: 3.5694, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8279, loss/aux0: 0.8279 2020-10-21 10:32:12,224 - mmaction - INFO - Epoch [237][280/396] lr: 4.495e-03, eta: 3:47:58, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9099, loss_cls: 0.9631, loss: 0.9631, grad_norm: 3.6083, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8456, loss/aux0: 0.8456 2020-10-21 10:32:13,178 - mmaction - INFO - Epoch [237][280/396] lr: 4.495e-03, eta: 3:47:59, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9099, loss_cls: 0.9631, loss: 0.9631, grad_norm: 3.6036, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8344, loss/aux0: 0.8344 2020-10-21 10:32:49,856 - mmaction - INFO - Epoch [237][300/396] lr: 4.495e-03, eta: 3:47:22, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7484, top5_acc: 0.9018, loss_cls: 0.9846, loss: 0.9846, grad_norm: 3.6042, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8578, loss/aux0: 0.8578 2020-10-21 10:32:50,812 - mmaction - INFO - Epoch [237][300/396] lr: 4.495e-03, eta: 3:47:24, time: 0.956, data_time: 0.003, memory: 8466, top1_acc: 0.7484, top5_acc: 0.9018, loss_cls: 0.9846, loss: 0.9846, grad_norm: 3.5806, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8570, loss/aux0: 0.8570 2020-10-21 10:33:27,033 - mmaction - INFO - Epoch [237][320/396] lr: 4.495e-03, eta: 3:46:46, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7484, top5_acc: 0.8984, loss_cls: 0.9981, loss: 0.9981, grad_norm: 3.6162, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9031, loss/aux0: 0.9031 2020-10-21 10:33:28,132 - mmaction - INFO - Epoch [237][320/396] lr: 4.495e-03, eta: 3:46:48, time: 0.940, data_time: 0.011, memory: 8466, top1_acc: 0.7484, top5_acc: 0.8984, loss_cls: 0.9981, loss: 0.9981, grad_norm: 3.6509, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9103, loss/aux0: 0.9103 2020-10-21 10:34:04,423 - mmaction - INFO - Epoch [237][340/396] lr: 4.495e-03, eta: 3:46:11, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7482, top5_acc: 0.9042, loss_cls: 0.9881, loss: 0.9881, grad_norm: 3.6881, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8649, loss/aux0: 0.8649 2020-10-21 10:34:05,353 - mmaction - INFO - Epoch [237][340/396] lr: 4.495e-03, eta: 3:46:12, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7482, top5_acc: 0.9042, loss_cls: 0.9881, loss: 0.9881, grad_norm: 3.7176, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8705, loss/aux0: 0.8705 2020-10-21 10:34:41,748 - mmaction - INFO - Epoch [237][360/396] lr: 4.495e-03, eta: 3:45:35, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7484, top5_acc: 0.8984, loss_cls: 0.9996, loss: 0.9996, grad_norm: 3.6669, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8850, loss/aux0: 0.8850 2020-10-21 10:34:42,676 - mmaction - INFO - Epoch [237][360/396] lr: 4.495e-03, eta: 3:45:37, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7484, top5_acc: 0.8984, loss_cls: 0.9996, loss: 0.9996, grad_norm: 3.6747, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8787, loss/aux0: 0.8787 2020-10-21 10:35:18,796 - mmaction - INFO - Epoch [237][380/396] lr: 4.495e-03, eta: 3:44:59, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.7375, top5_acc: 0.9026, loss_cls: 0.9940, loss: 0.9940, grad_norm: 3.5995, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8733, loss/aux0: 0.8733 2020-10-21 10:35:19,715 - mmaction - INFO - Epoch [237][380/396] lr: 4.495e-03, eta: 3:45:01, time: 0.921, data_time: 0.002, memory: 8466, top1_acc: 0.7375, top5_acc: 0.9026, loss_cls: 0.9940, loss: 0.9940, grad_norm: 3.5876, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8676, loss/aux0: 0.8676 2020-10-21 10:42:10,422 - mmaction - INFO - Epoch [238][20/396] lr: 4.059e-03, eta: 3:43:53, time: 0.917, data_time: 0.000, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9036, loss_cls: 0.9521, loss: 0.9521, grad_norm: 3.5996, top1_acc/aux0: 0.7900, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8190, loss/aux0: 0.8190 2020-10-21 10:42:11,347 - mmaction - INFO - Epoch [238][20/396] lr: 4.059e-03, eta: 3:43:54, time: 0.921, data_time: 0.006, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9036, loss_cls: 0.9521, loss: 0.9521, grad_norm: 3.6131, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8181, loss/aux0: 0.8181 2020-10-21 10:42:47,338 - mmaction - INFO - Epoch [238][40/396] lr: 4.059e-03, eta: 3:43:17, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9146, loss_cls: 0.9326, loss: 0.9326, grad_norm: 3.5903, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8442, loss/aux0: 0.8442 2020-10-21 10:42:48,283 - mmaction - INFO - Epoch [238][40/396] lr: 4.059e-03, eta: 3:43:19, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9146, loss_cls: 0.9326, loss: 0.9326, grad_norm: 3.5855, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8451, loss/aux0: 0.8451 2020-10-21 10:43:24,537 - mmaction - INFO - Epoch [238][60/396] lr: 4.059e-03, eta: 3:42:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7508, top5_acc: 0.8906, loss_cls: 0.9972, loss: 0.9972, grad_norm: 3.6909, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9142, loss/aux0: 0.9142 2020-10-21 10:43:25,480 - mmaction - INFO - Epoch [238][60/396] lr: 4.059e-03, eta: 3:42:43, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7508, top5_acc: 0.8906, loss_cls: 0.9972, loss: 0.9972, grad_norm: 3.7020, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9203, loss/aux0: 0.9203 2020-10-21 10:44:01,626 - mmaction - INFO - Epoch [238][80/396] lr: 4.059e-03, eta: 3:42:06, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7539, top5_acc: 0.8966, loss_cls: 1.0030, loss: 1.0030, grad_norm: 3.6245, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8637, loss/aux0: 0.8637 2020-10-21 10:44:02,561 - mmaction - INFO - Epoch [238][80/396] lr: 4.059e-03, eta: 3:42:07, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.7539, top5_acc: 0.8966, loss_cls: 1.0030, loss: 1.0030, grad_norm: 3.6176, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8523, loss/aux0: 0.8523 2020-10-21 10:44:38,828 - mmaction - INFO - Epoch [238][100/396] lr: 4.059e-03, eta: 3:41:30, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7443, top5_acc: 0.9096, loss_cls: 0.9657, loss: 0.9657, grad_norm: 3.6420, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8428, loss/aux0: 0.8428 2020-10-21 10:44:39,774 - mmaction - INFO - Epoch [238][100/396] lr: 4.059e-03, eta: 3:41:31, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7443, top5_acc: 0.9096, loss_cls: 0.9657, loss: 0.9657, grad_norm: 3.6530, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8579, loss/aux0: 0.8579 2020-10-21 10:45:16,156 - mmaction - INFO - Epoch [238][120/396] lr: 4.059e-03, eta: 3:40:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7607, top5_acc: 0.9089, loss_cls: 0.9456, loss: 0.9456, grad_norm: 3.6569, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8760, loss/aux0: 0.8760 2020-10-21 10:45:17,078 - mmaction - INFO - Epoch [238][120/396] lr: 4.059e-03, eta: 3:40:56, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7607, top5_acc: 0.9089, loss_cls: 0.9456, loss: 0.9456, grad_norm: 3.6276, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8566, loss/aux0: 0.8566 2020-10-21 10:45:53,250 - mmaction - INFO - Epoch [238][140/396] lr: 4.059e-03, eta: 3:40:19, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7615, top5_acc: 0.9130, loss_cls: 0.9175, loss: 0.9175, grad_norm: 3.6745, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8665, loss/aux0: 0.8665 2020-10-21 10:45:54,179 - mmaction - INFO - Epoch [238][140/396] lr: 4.059e-03, eta: 3:40:20, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7615, top5_acc: 0.9130, loss_cls: 0.9175, loss: 0.9175, grad_norm: 3.6296, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8660, loss/aux0: 0.8660 2020-10-21 10:46:30,577 - mmaction - INFO - Epoch [238][160/396] lr: 4.059e-03, eta: 3:39:43, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9047, loss_cls: 0.9898, loss: 0.9898, grad_norm: 3.7074, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8579, loss/aux0: 0.8579 2020-10-21 10:46:31,497 - mmaction - INFO - Epoch [238][160/396] lr: 4.059e-03, eta: 3:39:44, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9047, loss_cls: 0.9898, loss: 0.9898, grad_norm: 3.7064, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8714, loss/aux0: 0.8714 2020-10-21 10:47:07,586 - mmaction - INFO - Epoch [238][180/396] lr: 4.059e-03, eta: 3:39:07, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7495, top5_acc: 0.8987, loss_cls: 0.9867, loss: 0.9867, grad_norm: 3.6286, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8143, loss/aux0: 0.8143 2020-10-21 10:47:08,512 - mmaction - INFO - Epoch [238][180/396] lr: 4.059e-03, eta: 3:39:09, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.7495, top5_acc: 0.8987, loss_cls: 0.9867, loss: 0.9867, grad_norm: 3.5953, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8110, loss/aux0: 0.8110 2020-10-21 10:47:45,058 - mmaction - INFO - Epoch [238][200/396] lr: 4.059e-03, eta: 3:38:31, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9094, loss_cls: 0.9585, loss: 0.9585, grad_norm: 3.6738, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9031, loss/aux0: 0.9031 2020-10-21 10:47:46,044 - mmaction - INFO - Epoch [238][200/396] lr: 4.059e-03, eta: 3:38:33, time: 0.941, data_time: 0.005, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9094, loss_cls: 0.9585, loss: 0.9585, grad_norm: 3.6584, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9021, loss/aux0: 0.9021 2020-10-21 10:48:22,280 - mmaction - INFO - Epoch [238][220/396] lr: 4.059e-03, eta: 3:37:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7492, top5_acc: 0.8995, loss_cls: 0.9772, loss: 0.9772, grad_norm: 3.5848, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8492, loss/aux0: 0.8492 2020-10-21 10:48:23,243 - mmaction - INFO - Epoch [238][220/396] lr: 4.059e-03, eta: 3:37:57, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7492, top5_acc: 0.8995, loss_cls: 0.9772, loss: 0.9772, grad_norm: 3.6156, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8531, loss/aux0: 0.8531 2020-10-21 10:48:59,530 - mmaction - INFO - Epoch [238][240/396] lr: 4.059e-03, eta: 3:37:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7534, top5_acc: 0.9068, loss_cls: 0.9783, loss: 0.9783, grad_norm: 3.7771, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8761, loss/aux0: 0.8761 2020-10-21 10:49:00,456 - mmaction - INFO - Epoch [238][240/396] lr: 4.059e-03, eta: 3:37:21, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7534, top5_acc: 0.9068, loss_cls: 0.9783, loss: 0.9783, grad_norm: 3.7520, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8720, loss/aux0: 0.8720 2020-10-21 10:49:36,888 - mmaction - INFO - Epoch [238][260/396] lr: 4.059e-03, eta: 3:36:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7411, top5_acc: 0.9078, loss_cls: 0.9896, loss: 0.9896, grad_norm: 3.7992, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9021, loss/aux0: 0.9021 2020-10-21 10:49:37,831 - mmaction - INFO - Epoch [238][260/396] lr: 4.059e-03, eta: 3:36:46, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7411, top5_acc: 0.9078, loss_cls: 0.9896, loss: 0.9896, grad_norm: 3.7951, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9021, loss/aux0: 0.9021 2020-10-21 10:50:13,988 - mmaction - INFO - Epoch [238][280/396] lr: 4.059e-03, eta: 3:36:09, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.7633, top5_acc: 0.9099, loss_cls: 0.9194, loss: 0.9194, grad_norm: 3.6738, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8867, loss/aux0: 0.8867 2020-10-21 10:50:14,946 - mmaction - INFO - Epoch [238][280/396] lr: 4.059e-03, eta: 3:36:10, time: 0.926, data_time: 0.005, memory: 8466, top1_acc: 0.7633, top5_acc: 0.9099, loss_cls: 0.9194, loss: 0.9194, grad_norm: 3.6488, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8891, loss/aux0: 0.8891 2020-10-21 10:50:51,142 - mmaction - INFO - Epoch [238][300/396] lr: 4.059e-03, eta: 3:35:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7409, top5_acc: 0.9099, loss_cls: 0.9845, loss: 0.9845, grad_norm: 3.7515, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8543, loss/aux0: 0.8543 2020-10-21 10:50:52,068 - mmaction - INFO - Epoch [238][300/396] lr: 4.059e-03, eta: 3:35:34, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7409, top5_acc: 0.9099, loss_cls: 0.9845, loss: 0.9845, grad_norm: 3.7364, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8569, loss/aux0: 0.8569 2020-10-21 10:51:28,245 - mmaction - INFO - Epoch [238][320/396] lr: 4.059e-03, eta: 3:34:57, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7477, top5_acc: 0.9031, loss_cls: 0.9738, loss: 0.9738, grad_norm: 3.5674, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8020, loss/aux0: 0.8020 2020-10-21 10:51:29,166 - mmaction - INFO - Epoch [238][320/396] lr: 4.059e-03, eta: 3:34:59, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7477, top5_acc: 0.9031, loss_cls: 0.9738, loss: 0.9738, grad_norm: 3.5772, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8072, loss/aux0: 0.8072 2020-10-21 10:52:05,701 - mmaction - INFO - Epoch [238][340/396] lr: 4.059e-03, eta: 3:34:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7464, top5_acc: 0.9023, loss_cls: 0.9966, loss: 0.9966, grad_norm: 3.5634, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8561, loss/aux0: 0.8561 2020-10-21 10:52:06,650 - mmaction - INFO - Epoch [238][340/396] lr: 4.059e-03, eta: 3:34:23, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.7464, top5_acc: 0.9023, loss_cls: 0.9966, loss: 0.9966, grad_norm: 3.5687, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.8639, loss/aux0: 0.8639 2020-10-21 10:52:43,097 - mmaction - INFO - Epoch [238][360/396] lr: 4.059e-03, eta: 3:33:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7510, top5_acc: 0.9008, loss_cls: 0.9789, loss: 0.9789, grad_norm: 3.6186, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8357, loss/aux0: 0.8357 2020-10-21 10:52:44,024 - mmaction - INFO - Epoch [238][360/396] lr: 4.059e-03, eta: 3:33:47, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7510, top5_acc: 0.9008, loss_cls: 0.9789, loss: 0.9789, grad_norm: 3.6453, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8251, loss/aux0: 0.8251 2020-10-21 10:53:20,575 - mmaction - INFO - Epoch [238][380/396] lr: 4.059e-03, eta: 3:33:10, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7622, top5_acc: 0.9049, loss_cls: 0.9591, loss: 0.9591, grad_norm: 3.6254, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8153, loss/aux0: 0.8153 2020-10-21 10:53:21,519 - mmaction - INFO - Epoch [238][380/396] lr: 4.059e-03, eta: 3:33:12, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.7622, top5_acc: 0.9049, loss_cls: 0.9591, loss: 0.9591, grad_norm: 3.6235, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8106, loss/aux0: 0.8106 2020-10-21 10:59:48,759 - mmaction - INFO - Epoch [239][20/396] lr: 3.645e-03, eta: 3:32:04, time: 0.915, data_time: 0.000, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9036, loss_cls: 0.9652, loss: 0.9652, grad_norm: 3.6718, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8606, loss/aux0: 0.8606 2020-10-21 10:59:49,721 - mmaction - INFO - Epoch [239][20/396] lr: 3.645e-03, eta: 3:32:05, time: 0.928, data_time: 0.014, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9036, loss_cls: 0.9652, loss: 0.9652, grad_norm: 3.6811, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8616, loss/aux0: 0.8616 2020-10-21 11:00:25,779 - mmaction - INFO - Epoch [239][40/396] lr: 3.645e-03, eta: 3:31:28, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9029, loss_cls: 0.9711, loss: 0.9711, grad_norm: 3.6866, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8245, loss/aux0: 0.8245 2020-10-21 11:00:26,765 - mmaction - INFO - Epoch [239][40/396] lr: 3.645e-03, eta: 3:31:29, time: 0.926, data_time: 0.005, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9029, loss_cls: 0.9711, loss: 0.9711, grad_norm: 3.7082, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8337, loss/aux0: 0.8337 2020-10-21 11:01:03,280 - mmaction - INFO - Epoch [239][60/396] lr: 3.645e-03, eta: 3:30:52, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7497, top5_acc: 0.9000, loss_cls: 0.9740, loss: 0.9740, grad_norm: 3.7487, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8384, loss/aux0: 0.8384 2020-10-21 11:01:04,215 - mmaction - INFO - Epoch [239][60/396] lr: 3.645e-03, eta: 3:30:54, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7497, top5_acc: 0.9000, loss_cls: 0.9740, loss: 0.9740, grad_norm: 3.7281, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8263, loss/aux0: 0.8263 2020-10-21 11:01:40,983 - mmaction - INFO - Epoch [239][80/396] lr: 3.645e-03, eta: 3:30:17, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7422, top5_acc: 0.9039, loss_cls: 0.9917, loss: 0.9917, grad_norm: 3.7573, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8760, loss/aux0: 0.8760 2020-10-21 11:01:41,914 - mmaction - INFO - Epoch [239][80/396] lr: 3.645e-03, eta: 3:30:18, time: 0.958, data_time: 0.002, memory: 8466, top1_acc: 0.7422, top5_acc: 0.9039, loss_cls: 0.9917, loss: 0.9917, grad_norm: 3.7364, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8683, loss/aux0: 0.8683 2020-10-21 11:02:18,185 - mmaction - INFO - Epoch [239][100/396] lr: 3.645e-03, eta: 3:29:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7487, top5_acc: 0.9070, loss_cls: 0.9726, loss: 0.9726, grad_norm: 3.6767, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8304, loss/aux0: 0.8304 2020-10-21 11:02:19,108 - mmaction - INFO - Epoch [239][100/396] lr: 3.645e-03, eta: 3:29:42, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7487, top5_acc: 0.9070, loss_cls: 0.9726, loss: 0.9726, grad_norm: 3.6903, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8521, loss/aux0: 0.8521 2020-10-21 11:02:56,156 - mmaction - INFO - Epoch [239][120/396] lr: 3.645e-03, eta: 3:29:05, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7510, top5_acc: 0.9081, loss_cls: 0.9557, loss: 0.9557, grad_norm: 3.7804, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8678, loss/aux0: 0.8678 2020-10-21 11:02:57,076 - mmaction - INFO - Epoch [239][120/396] lr: 3.645e-03, eta: 3:29:07, time: 0.959, data_time: 0.002, memory: 8466, top1_acc: 0.7510, top5_acc: 0.9081, loss_cls: 0.9557, loss: 0.9557, grad_norm: 3.7805, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8489, loss/aux0: 0.8489 2020-10-21 11:03:33,339 - mmaction - INFO - Epoch [239][140/396] lr: 3.645e-03, eta: 3:28:30, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7638, top5_acc: 0.9117, loss_cls: 0.9342, loss: 0.9342, grad_norm: 3.6789, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8790, loss/aux0: 0.8790 2020-10-21 11:03:34,258 - mmaction - INFO - Epoch [239][140/396] lr: 3.645e-03, eta: 3:28:31, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7638, top5_acc: 0.9117, loss_cls: 0.9342, loss: 0.9342, grad_norm: 3.6912, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8912, loss/aux0: 0.8912 2020-10-21 11:04:10,552 - mmaction - INFO - Epoch [239][160/396] lr: 3.645e-03, eta: 3:27:54, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9049, loss_cls: 0.9646, loss: 0.9646, grad_norm: 3.7210, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8605, loss/aux0: 0.8605 2020-10-21 11:04:11,480 - mmaction - INFO - Epoch [239][160/396] lr: 3.645e-03, eta: 3:27:55, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9049, loss_cls: 0.9646, loss: 0.9646, grad_norm: 3.7277, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8543, loss/aux0: 0.8543 2020-10-21 11:04:47,843 - mmaction - INFO - Epoch [239][180/396] lr: 3.645e-03, eta: 3:27:18, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7479, top5_acc: 0.9021, loss_cls: 0.9716, loss: 0.9716, grad_norm: 3.6417, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8243, loss/aux0: 0.8243 2020-10-21 11:04:48,778 - mmaction - INFO - Epoch [239][180/396] lr: 3.645e-03, eta: 3:27:20, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7479, top5_acc: 0.9021, loss_cls: 0.9716, loss: 0.9716, grad_norm: 3.6230, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8131, loss/aux0: 0.8131 2020-10-21 11:05:25,261 - mmaction - INFO - Epoch [239][200/396] lr: 3.645e-03, eta: 3:26:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9086, loss_cls: 0.9414, loss: 0.9414, grad_norm: 3.6543, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8097, loss/aux0: 0.8097 2020-10-21 11:05:26,219 - mmaction - INFO - Epoch [239][200/396] lr: 3.645e-03, eta: 3:26:44, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9086, loss_cls: 0.9414, loss: 0.9414, grad_norm: 3.6627, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8267, loss/aux0: 0.8267 2020-10-21 11:06:02,553 - mmaction - INFO - Epoch [239][220/396] lr: 3.645e-03, eta: 3:26:07, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7417, top5_acc: 0.8979, loss_cls: 1.0269, loss: 1.0269, grad_norm: 3.6320, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8354, loss/aux0: 0.8354 2020-10-21 11:06:03,518 - mmaction - INFO - Epoch [239][220/396] lr: 3.645e-03, eta: 3:26:08, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.7417, top5_acc: 0.8979, loss_cls: 1.0269, loss: 1.0269, grad_norm: 3.6258, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8233, loss/aux0: 0.8233 2020-10-21 11:06:39,767 - mmaction - INFO - Epoch [239][240/396] lr: 3.645e-03, eta: 3:25:31, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7583, top5_acc: 0.9104, loss_cls: 0.9293, loss: 0.9293, grad_norm: 3.6557, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8529, loss/aux0: 0.8529 2020-10-21 11:06:40,695 - mmaction - INFO - Epoch [239][240/396] lr: 3.645e-03, eta: 3:25:33, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7583, top5_acc: 0.9104, loss_cls: 0.9293, loss: 0.9293, grad_norm: 3.6321, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8586, loss/aux0: 0.8586 2020-10-21 11:07:17,162 - mmaction - INFO - Epoch [239][260/396] lr: 3.645e-03, eta: 3:24:55, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7562, top5_acc: 0.9023, loss_cls: 0.9533, loss: 0.9533, grad_norm: 3.6220, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8524, loss/aux0: 0.8524 2020-10-21 11:07:18,089 - mmaction - INFO - Epoch [239][260/396] lr: 3.645e-03, eta: 3:24:57, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7562, top5_acc: 0.9023, loss_cls: 0.9533, loss: 0.9533, grad_norm: 3.6121, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8587, loss/aux0: 0.8587 2020-10-21 11:07:54,303 - mmaction - INFO - Epoch [239][280/396] lr: 3.645e-03, eta: 3:24:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9104, loss_cls: 0.9753, loss: 0.9753, grad_norm: 3.8266, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8320, loss/aux0: 0.8320 2020-10-21 11:07:55,253 - mmaction - INFO - Epoch [239][280/396] lr: 3.645e-03, eta: 3:24:21, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9104, loss_cls: 0.9753, loss: 0.9753, grad_norm: 3.8168, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8189, loss/aux0: 0.8189 2020-10-21 11:08:31,518 - mmaction - INFO - Epoch [239][300/396] lr: 3.645e-03, eta: 3:23:44, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7654, top5_acc: 0.9128, loss_cls: 0.9042, loss: 0.9042, grad_norm: 3.7266, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8397, loss/aux0: 0.8397 2020-10-21 11:08:32,436 - mmaction - INFO - Epoch [239][300/396] lr: 3.645e-03, eta: 3:23:45, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7654, top5_acc: 0.9128, loss_cls: 0.9042, loss: 0.9042, grad_norm: 3.7275, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8447, loss/aux0: 0.8447 2020-10-21 11:09:08,831 - mmaction - INFO - Epoch [239][320/396] lr: 3.645e-03, eta: 3:23:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7612, top5_acc: 0.9039, loss_cls: 0.9467, loss: 0.9467, grad_norm: 3.7619, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8732, loss/aux0: 0.8732 2020-10-21 11:09:09,786 - mmaction - INFO - Epoch [239][320/396] lr: 3.645e-03, eta: 3:23:10, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7612, top5_acc: 0.9039, loss_cls: 0.9467, loss: 0.9467, grad_norm: 3.7573, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8761, loss/aux0: 0.8761 2020-10-21 11:09:51,580 - mmaction - INFO - Epoch [239][340/396] lr: 3.645e-03, eta: 3:22:33, time: 1.122, data_time: 0.004, memory: 8466, top1_acc: 0.7573, top5_acc: 0.9068, loss_cls: 0.9399, loss: 0.9399, grad_norm: 3.5816, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8480, loss/aux0: 0.8480 2020-10-21 11:09:53,492 - mmaction - INFO - Epoch [239][340/396] lr: 3.645e-03, eta: 3:22:35, time: 1.175, data_time: 0.057, memory: 8466, top1_acc: 0.7573, top5_acc: 0.9068, loss_cls: 0.9399, loss: 0.9399, grad_norm: 3.5953, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8461, loss/aux0: 0.8461 2020-10-21 11:10:35,352 - mmaction - INFO - Epoch [239][360/396] lr: 3.645e-03, eta: 3:21:58, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.7513, top5_acc: 0.9010, loss_cls: 0.9825, loss: 0.9825, grad_norm: 3.6523, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8377, loss/aux0: 0.8377 2020-10-21 11:10:36,301 - mmaction - INFO - Epoch [239][360/396] lr: 3.645e-03, eta: 3:21:59, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7513, top5_acc: 0.9010, loss_cls: 0.9825, loss: 0.9825, grad_norm: 3.6428, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8405, loss/aux0: 0.8405 2020-10-21 11:11:12,628 - mmaction - INFO - Epoch [239][380/396] lr: 3.645e-03, eta: 3:21:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7602, top5_acc: 0.9102, loss_cls: 0.9336, loss: 0.9336, grad_norm: 3.6781, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8347, loss/aux0: 0.8347 2020-10-21 11:11:13,565 - mmaction - INFO - Epoch [239][380/396] lr: 3.645e-03, eta: 3:21:23, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7602, top5_acc: 0.9102, loss_cls: 0.9336, loss: 0.9336, grad_norm: 3.6788, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8298, loss/aux0: 0.8298 2020-10-21 11:17:47,076 - mmaction - INFO - Epoch [240][20/396] lr: 3.252e-03, eta: 3:20:16, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.7688, top5_acc: 0.9151, loss_cls: 0.9028, loss: 0.9028, grad_norm: 3.6875, top1_acc/aux0: 0.7851, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8696, loss/aux0: 0.8696 2020-10-21 11:17:48,037 - mmaction - INFO - Epoch [240][20/396] lr: 3.252e-03, eta: 3:20:17, time: 0.925, data_time: 0.010, memory: 8466, top1_acc: 0.7688, top5_acc: 0.9151, loss_cls: 0.9028, loss: 0.9028, grad_norm: 3.7160, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8742, loss/aux0: 0.8742 2020-10-21 11:18:24,222 - mmaction - INFO - Epoch [240][40/396] lr: 3.252e-03, eta: 3:19:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7599, top5_acc: 0.9039, loss_cls: 0.9654, loss: 0.9654, grad_norm: 3.7495, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9005, loss/aux0: 0.9005 2020-10-21 11:18:25,200 - mmaction - INFO - Epoch [240][40/396] lr: 3.252e-03, eta: 3:19:41, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.7599, top5_acc: 0.9039, loss_cls: 0.9654, loss: 0.9654, grad_norm: 3.7436, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.8949, loss/aux0: 0.8949 2020-10-21 11:19:01,539 - mmaction - INFO - Epoch [240][60/396] lr: 3.252e-03, eta: 3:19:04, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9156, loss_cls: 0.9163, loss: 0.9163, grad_norm: 3.7599, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8464, loss/aux0: 0.8464 2020-10-21 11:19:02,478 - mmaction - INFO - Epoch [240][60/396] lr: 3.252e-03, eta: 3:19:05, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9156, loss_cls: 0.9163, loss: 0.9163, grad_norm: 3.7422, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8467, loss/aux0: 0.8467 2020-10-21 11:19:38,680 - mmaction - INFO - Epoch [240][80/396] lr: 3.252e-03, eta: 3:18:28, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7596, top5_acc: 0.9104, loss_cls: 0.9398, loss: 0.9398, grad_norm: 3.7049, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8678, loss/aux0: 0.8678 2020-10-21 11:19:39,623 - mmaction - INFO - Epoch [240][80/396] lr: 3.252e-03, eta: 3:18:30, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7596, top5_acc: 0.9104, loss_cls: 0.9398, loss: 0.9398, grad_norm: 3.7117, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8708, loss/aux0: 0.8708 2020-10-21 11:20:15,875 - mmaction - INFO - Epoch [240][100/396] lr: 3.252e-03, eta: 3:17:53, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7544, top5_acc: 0.9060, loss_cls: 0.9829, loss: 0.9829, grad_norm: 3.7031, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8522, loss/aux0: 0.8522 2020-10-21 11:20:16,829 - mmaction - INFO - Epoch [240][100/396] lr: 3.252e-03, eta: 3:17:54, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7544, top5_acc: 0.9060, loss_cls: 0.9829, loss: 0.9829, grad_norm: 3.7316, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8527, loss/aux0: 0.8527 2020-10-21 11:20:53,243 - mmaction - INFO - Epoch [240][120/396] lr: 3.252e-03, eta: 3:17:17, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9125, loss_cls: 0.8949, loss: 0.8949, grad_norm: 3.6858, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.8811, loss/aux0: 0.8811 2020-10-21 11:20:54,173 - mmaction - INFO - Epoch [240][120/396] lr: 3.252e-03, eta: 3:17:18, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9125, loss_cls: 0.8949, loss: 0.8949, grad_norm: 3.6718, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.8805, loss/aux0: 0.8805 2020-10-21 11:21:30,446 - mmaction - INFO - Epoch [240][140/396] lr: 3.252e-03, eta: 3:16:41, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7552, top5_acc: 0.9031, loss_cls: 0.9528, loss: 0.9528, grad_norm: 3.7206, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8507, loss/aux0: 0.8507 2020-10-21 11:21:31,384 - mmaction - INFO - Epoch [240][140/396] lr: 3.252e-03, eta: 3:16:43, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7552, top5_acc: 0.9031, loss_cls: 0.9528, loss: 0.9528, grad_norm: 3.7070, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8415, loss/aux0: 0.8415 2020-10-21 11:22:07,492 - mmaction - INFO - Epoch [240][160/396] lr: 3.252e-03, eta: 3:16:06, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9060, loss_cls: 0.9366, loss: 0.9366, grad_norm: 3.6451, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8208, loss/aux0: 0.8208 2020-10-21 11:22:08,429 - mmaction - INFO - Epoch [240][160/396] lr: 3.252e-03, eta: 3:16:07, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9060, loss_cls: 0.9366, loss: 0.9366, grad_norm: 3.6470, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8262, loss/aux0: 0.8262 2020-10-21 11:22:44,887 - mmaction - INFO - Epoch [240][180/396] lr: 3.252e-03, eta: 3:15:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7568, top5_acc: 0.9042, loss_cls: 0.9626, loss: 0.9626, grad_norm: 3.6675, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8448, loss/aux0: 0.8448 2020-10-21 11:22:45,823 - mmaction - INFO - Epoch [240][180/396] lr: 3.252e-03, eta: 3:15:31, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7568, top5_acc: 0.9042, loss_cls: 0.9626, loss: 0.9626, grad_norm: 3.6547, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8450, loss/aux0: 0.8450 2020-10-21 11:23:22,062 - mmaction - INFO - Epoch [240][200/396] lr: 3.252e-03, eta: 3:14:54, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7497, top5_acc: 0.9010, loss_cls: 0.9788, loss: 0.9788, grad_norm: 3.6357, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8221, loss/aux0: 0.8221 2020-10-21 11:23:23,000 - mmaction - INFO - Epoch [240][200/396] lr: 3.252e-03, eta: 3:14:55, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7497, top5_acc: 0.9010, loss_cls: 0.9788, loss: 0.9788, grad_norm: 3.6514, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8148, loss/aux0: 0.8148 2020-10-21 11:23:59,134 - mmaction - INFO - Epoch [240][220/396] lr: 3.252e-03, eta: 3:14:18, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9065, loss_cls: 0.9590, loss: 0.9590, grad_norm: 3.7049, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8322, loss/aux0: 0.8322 2020-10-21 11:24:00,072 - mmaction - INFO - Epoch [240][220/396] lr: 3.252e-03, eta: 3:14:20, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9065, loss_cls: 0.9590, loss: 0.9590, grad_norm: 3.7073, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8494, loss/aux0: 0.8494 2020-10-21 11:24:36,415 - mmaction - INFO - Epoch [240][240/396] lr: 3.252e-03, eta: 3:13:43, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9081, loss_cls: 0.9574, loss: 0.9574, grad_norm: 3.7294, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8762, loss/aux0: 0.8762 2020-10-21 11:24:37,429 - mmaction - INFO - Epoch [240][240/396] lr: 3.252e-03, eta: 3:13:44, time: 0.936, data_time: 0.006, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9081, loss_cls: 0.9574, loss: 0.9574, grad_norm: 3.7078, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8713, loss/aux0: 0.8713 2020-10-21 11:25:13,832 - mmaction - INFO - Epoch [240][260/396] lr: 3.252e-03, eta: 3:13:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7599, top5_acc: 0.8997, loss_cls: 0.9387, loss: 0.9387, grad_norm: 3.6578, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8387, loss/aux0: 0.8387 2020-10-21 11:25:14,761 - mmaction - INFO - Epoch [240][260/396] lr: 3.252e-03, eta: 3:13:08, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7599, top5_acc: 0.8997, loss_cls: 0.9387, loss: 0.9387, grad_norm: 3.6523, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8405, loss/aux0: 0.8405 2020-10-21 11:25:51,213 - mmaction - INFO - Epoch [240][280/396] lr: 3.252e-03, eta: 3:12:31, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7443, top5_acc: 0.9034, loss_cls: 1.0005, loss: 1.0005, grad_norm: 3.7924, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8736, loss/aux0: 0.8736 2020-10-21 11:25:52,163 - mmaction - INFO - Epoch [240][280/396] lr: 3.252e-03, eta: 3:12:33, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7443, top5_acc: 0.9034, loss_cls: 1.0005, loss: 1.0005, grad_norm: 3.7815, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8680, loss/aux0: 0.8680 2020-10-21 11:26:28,493 - mmaction - INFO - Epoch [240][300/396] lr: 3.252e-03, eta: 3:11:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9096, loss_cls: 0.9305, loss: 0.9305, grad_norm: 3.7346, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8324, loss/aux0: 0.8324 2020-10-21 11:26:29,413 - mmaction - INFO - Epoch [240][300/396] lr: 3.252e-03, eta: 3:11:57, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9096, loss_cls: 0.9305, loss: 0.9305, grad_norm: 3.7263, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8360, loss/aux0: 0.8360 2020-10-21 11:27:05,823 - mmaction - INFO - Epoch [240][320/396] lr: 3.252e-03, eta: 3:11:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7523, top5_acc: 0.9042, loss_cls: 0.9591, loss: 0.9591, grad_norm: 3.8060, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8727, loss/aux0: 0.8727 2020-10-21 11:27:06,766 - mmaction - INFO - Epoch [240][320/396] lr: 3.252e-03, eta: 3:11:21, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7523, top5_acc: 0.9042, loss_cls: 0.9591, loss: 0.9591, grad_norm: 3.7979, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8693, loss/aux0: 0.8693 2020-10-21 11:27:43,152 - mmaction - INFO - Epoch [240][340/396] lr: 3.252e-03, eta: 3:10:44, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9135, loss_cls: 0.9154, loss: 0.9154, grad_norm: 3.7305, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.8953, loss/aux0: 0.8953 2020-10-21 11:27:44,089 - mmaction - INFO - Epoch [240][340/396] lr: 3.252e-03, eta: 3:10:45, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9135, loss_cls: 0.9154, loss: 0.9154, grad_norm: 3.7290, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.8904, loss/aux0: 0.8904 2020-10-21 11:28:20,423 - mmaction - INFO - Epoch [240][360/396] lr: 3.252e-03, eta: 3:10:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9104, loss_cls: 0.9209, loss: 0.9209, grad_norm: 3.6550, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8456, loss/aux0: 0.8456 2020-10-21 11:28:21,352 - mmaction - INFO - Epoch [240][360/396] lr: 3.252e-03, eta: 3:10:10, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9104, loss_cls: 0.9209, loss: 0.9209, grad_norm: 3.6422, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8465, loss/aux0: 0.8465 2020-10-21 11:28:57,721 - mmaction - INFO - Epoch [240][380/396] lr: 3.252e-03, eta: 3:09:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7599, top5_acc: 0.9060, loss_cls: 0.9461, loss: 0.9461, grad_norm: 3.7286, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8756, loss/aux0: 0.8756 2020-10-21 11:28:58,661 - mmaction - INFO - Epoch [240][380/396] lr: 3.252e-03, eta: 3:09:34, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7599, top5_acc: 0.9060, loss_cls: 0.9461, loss: 0.9461, grad_norm: 3.7494, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8795, loss/aux0: 0.8795 2020-10-21 11:29:37,558 - mmaction - INFO - Saving checkpoint at 240 epochs 2020-10-21 11:31:56,056 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 11:31:56,264 - mmaction - INFO - top1_acc 0.7836 top5_acc 0.9355 2020-10-21 11:31:56,264 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 11:31:56,423 - mmaction - INFO - mean_acc 0.7839 2020-10-21 11:31:56,423 - mmaction - INFO - Now best checkpoint is epoch_240.pth 2020-10-21 11:31:56,492 - mmaction - INFO - Epoch(val) [240][396] top1_acc: 0.7836, top5_acc: 0.9355, mean_class_accuracy: 0.7839 2020-10-21 11:36:20,715 - mmaction - INFO - Epoch [241][20/396] lr: 2.882e-03, eta: 3:08:27, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.7628, top5_acc: 0.9055, loss_cls: 0.9267, loss: 0.9267, grad_norm: 3.6864, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.8234, loss/aux0: 0.8234 2020-10-21 11:36:21,652 - mmaction - INFO - Epoch [241][20/396] lr: 2.882e-03, eta: 3:08:28, time: 0.926, data_time: 0.005, memory: 8466, top1_acc: 0.7628, top5_acc: 0.9055, loss_cls: 0.9267, loss: 0.9267, grad_norm: 3.7105, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8272, loss/aux0: 0.8272 2020-10-21 11:36:57,981 - mmaction - INFO - Epoch [241][40/396] lr: 2.882e-03, eta: 3:07:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9049, loss_cls: 0.9742, loss: 0.9742, grad_norm: 3.6546, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7792, loss/aux0: 0.7792 2020-10-21 11:36:58,909 - mmaction - INFO - Epoch [241][40/396] lr: 2.882e-03, eta: 3:07:52, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9049, loss_cls: 0.9742, loss: 0.9742, grad_norm: 3.6536, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7791, loss/aux0: 0.7791 2020-10-21 11:37:35,337 - mmaction - INFO - Epoch [241][60/396] lr: 2.882e-03, eta: 3:07:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7581, top5_acc: 0.9104, loss_cls: 0.9325, loss: 0.9325, grad_norm: 3.7303, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8262, loss/aux0: 0.8262 2020-10-21 11:37:36,308 - mmaction - INFO - Epoch [241][60/396] lr: 2.882e-03, eta: 3:07:16, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7581, top5_acc: 0.9104, loss_cls: 0.9325, loss: 0.9325, grad_norm: 3.7131, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8186, loss/aux0: 0.8186 2020-10-21 11:38:12,621 - mmaction - INFO - Epoch [241][80/396] lr: 2.882e-03, eta: 3:06:39, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9083, loss_cls: 0.8967, loss: 0.8967, grad_norm: 3.6845, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8360, loss/aux0: 0.8360 2020-10-21 11:38:13,575 - mmaction - INFO - Epoch [241][80/396] lr: 2.882e-03, eta: 3:06:41, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9083, loss_cls: 0.8967, loss: 0.8967, grad_norm: 3.6968, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8463, loss/aux0: 0.8463 2020-10-21 11:38:49,809 - mmaction - INFO - Epoch [241][100/396] lr: 2.882e-03, eta: 3:06:04, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7635, top5_acc: 0.9068, loss_cls: 0.9375, loss: 0.9375, grad_norm: 3.7512, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.8894, loss/aux0: 0.8894 2020-10-21 11:38:50,764 - mmaction - INFO - Epoch [241][100/396] lr: 2.882e-03, eta: 3:06:05, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.7635, top5_acc: 0.9068, loss_cls: 0.9375, loss: 0.9375, grad_norm: 3.7648, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8890, loss/aux0: 0.8890 2020-10-21 11:39:26,898 - mmaction - INFO - Epoch [241][120/396] lr: 2.882e-03, eta: 3:05:28, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9148, loss_cls: 0.9039, loss: 0.9039, grad_norm: 3.7173, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8460, loss/aux0: 0.8460 2020-10-21 11:39:27,820 - mmaction - INFO - Epoch [241][120/396] lr: 2.882e-03, eta: 3:05:29, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9148, loss_cls: 0.9039, loss: 0.9039, grad_norm: 3.7201, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8411, loss/aux0: 0.8411 2020-10-21 11:40:04,156 - mmaction - INFO - Epoch [241][140/396] lr: 2.882e-03, eta: 3:04:52, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7583, top5_acc: 0.9094, loss_cls: 0.9511, loss: 0.9511, grad_norm: 3.7561, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8263, loss/aux0: 0.8263 2020-10-21 11:40:05,098 - mmaction - INFO - Epoch [241][140/396] lr: 2.882e-03, eta: 3:04:53, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7583, top5_acc: 0.9094, loss_cls: 0.9511, loss: 0.9511, grad_norm: 3.7855, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8390, loss/aux0: 0.8390 2020-10-21 11:40:41,503 - mmaction - INFO - Epoch [241][160/396] lr: 2.882e-03, eta: 3:04:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9177, loss_cls: 0.8815, loss: 0.8815, grad_norm: 3.7729, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8658, loss/aux0: 0.8658 2020-10-21 11:40:42,459 - mmaction - INFO - Epoch [241][160/396] lr: 2.882e-03, eta: 3:04:18, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9177, loss_cls: 0.8815, loss: 0.8815, grad_norm: 3.7755, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8558, loss/aux0: 0.8558 2020-10-21 11:41:18,814 - mmaction - INFO - Epoch [241][180/396] lr: 2.882e-03, eta: 3:03:41, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9062, loss_cls: 0.9171, loss: 0.9171, grad_norm: 3.6458, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8647, loss/aux0: 0.8647 2020-10-21 11:41:19,749 - mmaction - INFO - Epoch [241][180/396] lr: 2.882e-03, eta: 3:03:42, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9062, loss_cls: 0.9171, loss: 0.9171, grad_norm: 3.6749, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8594, loss/aux0: 0.8594 2020-10-21 11:41:56,203 - mmaction - INFO - Epoch [241][200/396] lr: 2.882e-03, eta: 3:03:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9081, loss_cls: 0.9344, loss: 0.9344, grad_norm: 3.6285, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8110, loss/aux0: 0.8110 2020-10-21 11:41:57,122 - mmaction - INFO - Epoch [241][200/396] lr: 2.882e-03, eta: 3:03:06, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9081, loss_cls: 0.9344, loss: 0.9344, grad_norm: 3.6328, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8106, loss/aux0: 0.8106 2020-10-21 11:42:33,412 - mmaction - INFO - Epoch [241][220/396] lr: 2.882e-03, eta: 3:02:29, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7677, top5_acc: 0.9174, loss_cls: 0.9022, loss: 0.9022, grad_norm: 3.6817, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8364, loss/aux0: 0.8364 2020-10-21 11:42:34,368 - mmaction - INFO - Epoch [241][220/396] lr: 2.882e-03, eta: 3:02:31, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7677, top5_acc: 0.9174, loss_cls: 0.9022, loss: 0.9022, grad_norm: 3.6624, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8372, loss/aux0: 0.8372 2020-10-21 11:43:10,745 - mmaction - INFO - Epoch [241][240/396] lr: 2.882e-03, eta: 3:01:54, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7562, top5_acc: 0.9047, loss_cls: 0.9561, loss: 0.9561, grad_norm: 3.8113, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8466, loss/aux0: 0.8466 2020-10-21 11:43:11,683 - mmaction - INFO - Epoch [241][240/396] lr: 2.882e-03, eta: 3:01:55, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7562, top5_acc: 0.9047, loss_cls: 0.9561, loss: 0.9561, grad_norm: 3.7772, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8444, loss/aux0: 0.8444 2020-10-21 11:43:48,133 - mmaction - INFO - Epoch [241][260/396] lr: 2.882e-03, eta: 3:01:18, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7581, top5_acc: 0.9049, loss_cls: 0.9217, loss: 0.9217, grad_norm: 3.8338, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8473, loss/aux0: 0.8473 2020-10-21 11:43:49,078 - mmaction - INFO - Epoch [241][260/396] lr: 2.882e-03, eta: 3:01:19, time: 0.939, data_time: 0.006, memory: 8466, top1_acc: 0.7581, top5_acc: 0.9049, loss_cls: 0.9217, loss: 0.9217, grad_norm: 3.8317, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8456, loss/aux0: 0.8456 2020-10-21 11:44:25,649 - mmaction - INFO - Epoch [241][280/396] lr: 2.882e-03, eta: 3:00:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7727, top5_acc: 0.9135, loss_cls: 0.9138, loss: 0.9138, grad_norm: 3.7351, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8443, loss/aux0: 0.8443 2020-10-21 11:44:26,591 - mmaction - INFO - Epoch [241][280/396] lr: 2.882e-03, eta: 3:00:43, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7727, top5_acc: 0.9135, loss_cls: 0.9138, loss: 0.9138, grad_norm: 3.7441, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8437, loss/aux0: 0.8437 2020-10-21 11:45:10,693 - mmaction - INFO - Epoch [241][300/396] lr: 2.882e-03, eta: 3:00:07, time: 1.257, data_time: 0.001, memory: 8466, top1_acc: 0.7596, top5_acc: 0.9057, loss_cls: 0.9490, loss: 0.9490, grad_norm: 3.7516, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8119, loss/aux0: 0.8119 2020-10-21 11:45:12,534 - mmaction - INFO - Epoch [241][300/396] lr: 2.882e-03, eta: 3:00:09, time: 1.302, data_time: 0.025, memory: 8466, top1_acc: 0.7596, top5_acc: 0.9057, loss_cls: 0.9490, loss: 0.9490, grad_norm: 3.7513, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8209, loss/aux0: 0.8209 2020-10-21 11:45:50,870 - mmaction - INFO - Epoch [241][320/396] lr: 2.882e-03, eta: 2:59:32, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9109, loss_cls: 0.9162, loss: 0.9162, grad_norm: 3.7778, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.8694, loss/aux0: 0.8694 2020-10-21 11:45:51,829 - mmaction - INFO - Epoch [241][320/396] lr: 2.882e-03, eta: 2:59:33, time: 0.932, data_time: 0.005, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9109, loss_cls: 0.9162, loss: 0.9162, grad_norm: 3.7624, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8559, loss/aux0: 0.8559 2020-10-21 11:46:29,699 - mmaction - INFO - Epoch [241][340/396] lr: 2.882e-03, eta: 2:58:56, time: 1.010, data_time: 0.000, memory: 8466, top1_acc: 0.7628, top5_acc: 0.9078, loss_cls: 0.9366, loss: 0.9366, grad_norm: 3.7833, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8465, loss/aux0: 0.8465 2020-10-21 11:46:31,626 - mmaction - INFO - Epoch [241][340/396] lr: 2.882e-03, eta: 2:58:57, time: 1.060, data_time: 0.056, memory: 8466, top1_acc: 0.7628, top5_acc: 0.9078, loss_cls: 0.9366, loss: 0.9366, grad_norm: 3.7732, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8545, loss/aux0: 0.8545 2020-10-21 11:47:22,109 - mmaction - INFO - Epoch [241][360/396] lr: 2.882e-03, eta: 2:58:21, time: 1.293, data_time: 0.000, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9083, loss_cls: 0.9523, loss: 0.9523, grad_norm: 3.7853, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8234, loss/aux0: 0.8234 2020-10-21 11:47:23,032 - mmaction - INFO - Epoch [241][360/396] lr: 2.882e-03, eta: 2:58:23, time: 1.295, data_time: 0.003, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9083, loss_cls: 0.9523, loss: 0.9523, grad_norm: 3.8111, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8301, loss/aux0: 0.8301 2020-10-21 11:47:59,401 - mmaction - INFO - Epoch [241][380/396] lr: 2.882e-03, eta: 2:57:46, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9148, loss_cls: 0.9123, loss: 0.9123, grad_norm: 3.7753, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8499, loss/aux0: 0.8499 2020-10-21 11:48:00,327 - mmaction - INFO - Epoch [241][380/396] lr: 2.882e-03, eta: 2:57:47, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9148, loss_cls: 0.9123, loss: 0.9123, grad_norm: 3.7727, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8484, loss/aux0: 0.8484 2020-10-21 11:53:56,613 - mmaction - INFO - Epoch [242][20/396] lr: 2.534e-03, eta: 2:56:40, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9146, loss_cls: 0.9208, loss: 0.9208, grad_norm: 3.6856, top1_acc/aux0: 0.7881, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.8450, loss/aux0: 0.8450 2020-10-21 11:53:57,547 - mmaction - INFO - Epoch [242][20/396] lr: 2.534e-03, eta: 2:56:41, time: 0.921, data_time: 0.004, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9146, loss_cls: 0.9208, loss: 0.9208, grad_norm: 3.7092, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8469, loss/aux0: 0.8469 2020-10-21 11:54:33,639 - mmaction - INFO - Epoch [242][40/396] lr: 2.534e-03, eta: 2:56:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9174, loss_cls: 0.9032, loss: 0.9032, grad_norm: 3.7352, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8509, loss/aux0: 0.8509 2020-10-21 11:54:34,566 - mmaction - INFO - Epoch [242][40/396] lr: 2.534e-03, eta: 2:56:05, time: 0.933, data_time: 0.006, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9174, loss_cls: 0.9032, loss: 0.9032, grad_norm: 3.7539, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.8606, loss/aux0: 0.8606 2020-10-21 11:55:10,739 - mmaction - INFO - Epoch [242][60/396] lr: 2.534e-03, eta: 2:55:28, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9099, loss_cls: 0.9336, loss: 0.9336, grad_norm: 3.6619, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8471, loss/aux0: 0.8471 2020-10-21 11:55:11,686 - mmaction - INFO - Epoch [242][60/396] lr: 2.534e-03, eta: 2:55:29, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9099, loss_cls: 0.9336, loss: 0.9336, grad_norm: 3.6538, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8345, loss/aux0: 0.8345 2020-10-21 11:55:47,860 - mmaction - INFO - Epoch [242][80/396] lr: 2.534e-03, eta: 2:54:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7617, top5_acc: 0.9151, loss_cls: 0.9226, loss: 0.9226, grad_norm: 3.7438, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7926, loss/aux0: 0.7926 2020-10-21 11:55:48,787 - mmaction - INFO - Epoch [242][80/396] lr: 2.534e-03, eta: 2:54:53, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7617, top5_acc: 0.9151, loss_cls: 0.9226, loss: 0.9226, grad_norm: 3.7519, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7959, loss/aux0: 0.7959 2020-10-21 11:56:25,183 - mmaction - INFO - Epoch [242][100/396] lr: 2.534e-03, eta: 2:54:17, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9094, loss_cls: 0.9605, loss: 0.9605, grad_norm: 3.7487, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8273, loss/aux0: 0.8273 2020-10-21 11:56:26,119 - mmaction - INFO - Epoch [242][100/396] lr: 2.534e-03, eta: 2:54:18, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9094, loss_cls: 0.9605, loss: 0.9605, grad_norm: 3.7423, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8219, loss/aux0: 0.8219 2020-10-21 11:57:02,339 - mmaction - INFO - Epoch [242][120/396] lr: 2.534e-03, eta: 2:53:41, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7622, top5_acc: 0.9143, loss_cls: 0.9202, loss: 0.9202, grad_norm: 3.7800, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8163, loss/aux0: 0.8163 2020-10-21 11:57:03,292 - mmaction - INFO - Epoch [242][120/396] lr: 2.534e-03, eta: 2:53:42, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7622, top5_acc: 0.9143, loss_cls: 0.9202, loss: 0.9202, grad_norm: 3.7555, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8140, loss/aux0: 0.8140 2020-10-21 11:57:39,654 - mmaction - INFO - Epoch [242][140/396] lr: 2.534e-03, eta: 2:53:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9076, loss_cls: 0.9417, loss: 0.9417, grad_norm: 3.8987, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8587, loss/aux0: 0.8587 2020-10-21 11:57:40,667 - mmaction - INFO - Epoch [242][140/396] lr: 2.534e-03, eta: 2:53:06, time: 0.941, data_time: 0.007, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9076, loss_cls: 0.9417, loss: 0.9417, grad_norm: 3.8737, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8615, loss/aux0: 0.8615 2020-10-21 11:58:17,084 - mmaction - INFO - Epoch [242][160/396] lr: 2.534e-03, eta: 2:52:29, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7711, top5_acc: 0.9102, loss_cls: 0.9051, loss: 0.9051, grad_norm: 3.7436, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8781, loss/aux0: 0.8781 2020-10-21 11:58:18,027 - mmaction - INFO - Epoch [242][160/396] lr: 2.534e-03, eta: 2:52:31, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7711, top5_acc: 0.9102, loss_cls: 0.9051, loss: 0.9051, grad_norm: 3.7714, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8835, loss/aux0: 0.8835 2020-10-21 11:58:54,276 - mmaction - INFO - Epoch [242][180/396] lr: 2.534e-03, eta: 2:51:54, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7620, top5_acc: 0.9047, loss_cls: 0.9359, loss: 0.9359, grad_norm: 3.7849, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8482, loss/aux0: 0.8482 2020-10-21 11:58:55,220 - mmaction - INFO - Epoch [242][180/396] lr: 2.534e-03, eta: 2:51:55, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7620, top5_acc: 0.9047, loss_cls: 0.9359, loss: 0.9359, grad_norm: 3.7766, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8360, loss/aux0: 0.8360 2020-10-21 11:59:31,825 - mmaction - INFO - Epoch [242][200/396] lr: 2.534e-03, eta: 2:51:18, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9135, loss_cls: 0.9029, loss: 0.9029, grad_norm: 3.7325, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8447, loss/aux0: 0.8447 2020-10-21 11:59:32,746 - mmaction - INFO - Epoch [242][200/396] lr: 2.534e-03, eta: 2:51:19, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9135, loss_cls: 0.9029, loss: 0.9029, grad_norm: 3.7391, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8492, loss/aux0: 0.8492 2020-10-21 12:00:20,334 - mmaction - INFO - Epoch [242][220/396] lr: 2.534e-03, eta: 2:50:43, time: 1.488, data_time: 0.201, memory: 8466, top1_acc: 0.7604, top5_acc: 0.9099, loss_cls: 0.9315, loss: 0.9315, grad_norm: 3.7321, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8199, loss/aux0: 0.8199 2020-10-21 12:00:21,417 - mmaction - INFO - Epoch [242][220/396] lr: 2.534e-03, eta: 2:50:45, time: 1.503, data_time: 0.216, memory: 8466, top1_acc: 0.7604, top5_acc: 0.9099, loss_cls: 0.9315, loss: 0.9315, grad_norm: 3.7481, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8324, loss/aux0: 0.8324 2020-10-21 12:00:57,670 - mmaction - INFO - Epoch [242][240/396] lr: 2.534e-03, eta: 2:50:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7771, top5_acc: 0.9172, loss_cls: 0.8779, loss: 0.8779, grad_norm: 3.7556, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.8959, loss/aux0: 0.8959 2020-10-21 12:00:58,606 - mmaction - INFO - Epoch [242][240/396] lr: 2.534e-03, eta: 2:50:09, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7771, top5_acc: 0.9172, loss_cls: 0.8779, loss: 0.8779, grad_norm: 3.7695, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.8905, loss/aux0: 0.8905 2020-10-21 12:01:34,717 - mmaction - INFO - Epoch [242][260/396] lr: 2.534e-03, eta: 2:49:32, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9122, loss_cls: 0.9049, loss: 0.9049, grad_norm: 3.6817, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8288, loss/aux0: 0.8288 2020-10-21 12:01:35,646 - mmaction - INFO - Epoch [242][260/396] lr: 2.534e-03, eta: 2:49:33, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9122, loss_cls: 0.9049, loss: 0.9049, grad_norm: 3.6954, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8363, loss/aux0: 0.8363 2020-10-21 12:02:11,902 - mmaction - INFO - Epoch [242][280/396] lr: 2.534e-03, eta: 2:48:56, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7620, top5_acc: 0.9182, loss_cls: 0.9141, loss: 0.9141, grad_norm: 3.8416, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8689, loss/aux0: 0.8689 2020-10-21 12:02:12,840 - mmaction - INFO - Epoch [242][280/396] lr: 2.534e-03, eta: 2:48:57, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7620, top5_acc: 0.9182, loss_cls: 0.9141, loss: 0.9141, grad_norm: 3.8476, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8629, loss/aux0: 0.8629 2020-10-21 12:02:49,055 - mmaction - INFO - Epoch [242][300/396] lr: 2.534e-03, eta: 2:48:21, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9198, loss_cls: 0.8887, loss: 0.8887, grad_norm: 3.7200, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8333, loss/aux0: 0.8333 2020-10-21 12:02:49,980 - mmaction - INFO - Epoch [242][300/396] lr: 2.534e-03, eta: 2:48:22, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9198, loss_cls: 0.8887, loss: 0.8887, grad_norm: 3.7096, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8261, loss/aux0: 0.8261 2020-10-21 12:03:26,558 - mmaction - INFO - Epoch [242][320/396] lr: 2.534e-03, eta: 2:47:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9167, loss_cls: 0.8690, loss: 0.8690, grad_norm: 3.7409, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8322, loss/aux0: 0.8322 2020-10-21 12:03:27,545 - mmaction - INFO - Epoch [242][320/396] lr: 2.534e-03, eta: 2:47:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9167, loss_cls: 0.8690, loss: 0.8690, grad_norm: 3.7602, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8399, loss/aux0: 0.8399 2020-10-21 12:04:03,954 - mmaction - INFO - Epoch [242][340/396] lr: 2.534e-03, eta: 2:47:09, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9073, loss_cls: 0.9252, loss: 0.9252, grad_norm: 3.8039, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8780, loss/aux0: 0.8780 2020-10-21 12:04:04,890 - mmaction - INFO - Epoch [242][340/396] lr: 2.534e-03, eta: 2:47:10, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9073, loss_cls: 0.9252, loss: 0.9252, grad_norm: 3.8290, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8618, loss/aux0: 0.8618 2020-10-21 12:04:41,295 - mmaction - INFO - Epoch [242][360/396] lr: 2.534e-03, eta: 2:46:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9122, loss_cls: 0.9078, loss: 0.9078, grad_norm: 3.7091, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8150, loss/aux0: 0.8150 2020-10-21 12:04:42,226 - mmaction - INFO - Epoch [242][360/396] lr: 2.534e-03, eta: 2:46:35, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9122, loss_cls: 0.9078, loss: 0.9078, grad_norm: 3.7241, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8281, loss/aux0: 0.8281 2020-10-21 12:05:18,534 - mmaction - INFO - Epoch [242][380/396] lr: 2.534e-03, eta: 2:45:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7724, top5_acc: 0.9117, loss_cls: 0.9115, loss: 0.9115, grad_norm: 3.8377, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.8473, loss/aux0: 0.8473 2020-10-21 12:05:19,476 - mmaction - INFO - Epoch [242][380/396] lr: 2.534e-03, eta: 2:45:59, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.7724, top5_acc: 0.9117, loss_cls: 0.9115, loss: 0.9115, grad_norm: 3.8057, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.8454, loss/aux0: 0.8454 2020-10-21 12:11:07,707 - mmaction - INFO - Epoch [243][20/396] lr: 2.208e-03, eta: 2:44:52, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9070, loss_cls: 0.9001, loss: 0.9001, grad_norm: 3.7548, top1_acc/aux0: 0.7851, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8593, loss/aux0: 0.8593 2020-10-21 12:11:08,647 - mmaction - INFO - Epoch [243][20/396] lr: 2.208e-03, eta: 2:44:53, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9070, loss_cls: 0.9001, loss: 0.9001, grad_norm: 3.7743, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8598, loss/aux0: 0.8598 2020-10-21 12:11:44,687 - mmaction - INFO - Epoch [243][40/396] lr: 2.208e-03, eta: 2:44:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9117, loss_cls: 0.9002, loss: 0.9002, grad_norm: 3.6649, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8080, loss/aux0: 0.8080 2020-10-21 12:11:45,608 - mmaction - INFO - Epoch [243][40/396] lr: 2.208e-03, eta: 2:44:17, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9117, loss_cls: 0.9002, loss: 0.9002, grad_norm: 3.6707, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8063, loss/aux0: 0.8063 2020-10-21 12:12:21,834 - mmaction - INFO - Epoch [243][60/396] lr: 2.208e-03, eta: 2:43:40, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9115, loss_cls: 0.9030, loss: 0.9030, grad_norm: 3.7722, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8278, loss/aux0: 0.8278 2020-10-21 12:12:22,757 - mmaction - INFO - Epoch [243][60/396] lr: 2.208e-03, eta: 2:43:41, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9115, loss_cls: 0.9030, loss: 0.9030, grad_norm: 3.7939, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8311, loss/aux0: 0.8311 2020-10-21 12:12:59,095 - mmaction - INFO - Epoch [243][80/396] lr: 2.208e-03, eta: 2:43:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7807, top5_acc: 0.9146, loss_cls: 0.8807, loss: 0.8807, grad_norm: 3.7132, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8328, loss/aux0: 0.8328 2020-10-21 12:13:00,063 - mmaction - INFO - Epoch [243][80/396] lr: 2.208e-03, eta: 2:43:06, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.7807, top5_acc: 0.9146, loss_cls: 0.8807, loss: 0.8807, grad_norm: 3.7029, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8216, loss/aux0: 0.8216 2020-10-21 12:13:36,261 - mmaction - INFO - Epoch [243][100/396] lr: 2.208e-03, eta: 2:42:29, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9180, loss_cls: 0.8891, loss: 0.8891, grad_norm: 3.7476, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7800, loss/aux0: 0.7800 2020-10-21 12:13:37,225 - mmaction - INFO - Epoch [243][100/396] lr: 2.208e-03, eta: 2:42:30, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9180, loss_cls: 0.8891, loss: 0.8891, grad_norm: 3.7437, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7877, loss/aux0: 0.7877 2020-10-21 12:14:13,485 - mmaction - INFO - Epoch [243][120/396] lr: 2.208e-03, eta: 2:41:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7680, top5_acc: 0.9104, loss_cls: 0.9104, loss: 0.9104, grad_norm: 3.7942, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8378, loss/aux0: 0.8378 2020-10-21 12:14:14,442 - mmaction - INFO - Epoch [243][120/396] lr: 2.208e-03, eta: 2:41:54, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.7680, top5_acc: 0.9104, loss_cls: 0.9104, loss: 0.9104, grad_norm: 3.8092, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8455, loss/aux0: 0.8455 2020-10-21 12:14:50,604 - mmaction - INFO - Epoch [243][140/396] lr: 2.208e-03, eta: 2:41:17, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7690, top5_acc: 0.9169, loss_cls: 0.8874, loss: 0.8874, grad_norm: 3.7548, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8304, loss/aux0: 0.8304 2020-10-21 12:14:51,529 - mmaction - INFO - Epoch [243][140/396] lr: 2.208e-03, eta: 2:41:18, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.7690, top5_acc: 0.9169, loss_cls: 0.8874, loss: 0.8874, grad_norm: 3.7539, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8208, loss/aux0: 0.8208 2020-10-21 12:15:27,701 - mmaction - INFO - Epoch [243][160/396] lr: 2.208e-03, eta: 2:40:42, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.7667, top5_acc: 0.9128, loss_cls: 0.9212, loss: 0.9212, grad_norm: 3.8065, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8000, loss/aux0: 0.8000 2020-10-21 12:15:28,643 - mmaction - INFO - Epoch [243][160/396] lr: 2.208e-03, eta: 2:40:43, time: 0.930, data_time: 0.007, memory: 8466, top1_acc: 0.7667, top5_acc: 0.9128, loss_cls: 0.9212, loss: 0.9212, grad_norm: 3.8209, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7978, loss/aux0: 0.7978 2020-10-21 12:16:05,106 - mmaction - INFO - Epoch [243][180/396] lr: 2.208e-03, eta: 2:40:06, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7562, top5_acc: 0.9096, loss_cls: 0.9330, loss: 0.9330, grad_norm: 3.6835, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8170, loss/aux0: 0.8170 2020-10-21 12:16:06,061 - mmaction - INFO - Epoch [243][180/396] lr: 2.208e-03, eta: 2:40:07, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.7562, top5_acc: 0.9096, loss_cls: 0.9330, loss: 0.9330, grad_norm: 3.6945, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8258, loss/aux0: 0.8258 2020-10-21 12:16:42,293 - mmaction - INFO - Epoch [243][200/396] lr: 2.208e-03, eta: 2:39:30, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7604, top5_acc: 0.9062, loss_cls: 0.9417, loss: 0.9417, grad_norm: 3.7509, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8185, loss/aux0: 0.8185 2020-10-21 12:16:43,237 - mmaction - INFO - Epoch [243][200/396] lr: 2.208e-03, eta: 2:39:31, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7604, top5_acc: 0.9062, loss_cls: 0.9417, loss: 0.9417, grad_norm: 3.7844, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8067, loss/aux0: 0.8067 2020-10-21 12:17:19,480 - mmaction - INFO - Epoch [243][220/396] lr: 2.208e-03, eta: 2:38:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9112, loss_cls: 0.9003, loss: 0.9003, grad_norm: 3.6853, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7635, loss/aux0: 0.7635 2020-10-21 12:17:20,435 - mmaction - INFO - Epoch [243][220/396] lr: 2.208e-03, eta: 2:38:55, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9112, loss_cls: 0.9003, loss: 0.9003, grad_norm: 3.6662, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7639, loss/aux0: 0.7639 2020-10-21 12:17:56,858 - mmaction - INFO - Epoch [243][240/396] lr: 2.208e-03, eta: 2:38:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9104, loss_cls: 0.9077, loss: 0.9077, grad_norm: 3.7706, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8790, loss/aux0: 0.8790 2020-10-21 12:17:57,810 - mmaction - INFO - Epoch [243][240/396] lr: 2.208e-03, eta: 2:38:20, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9104, loss_cls: 0.9077, loss: 0.9077, grad_norm: 3.7615, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8828, loss/aux0: 0.8828 2020-10-21 12:18:34,441 - mmaction - INFO - Epoch [243][260/396] lr: 2.208e-03, eta: 2:37:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9122, loss_cls: 0.9285, loss: 0.9285, grad_norm: 3.7810, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8562, loss/aux0: 0.8562 2020-10-21 12:18:35,366 - mmaction - INFO - Epoch [243][260/396] lr: 2.208e-03, eta: 2:37:44, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9122, loss_cls: 0.9285, loss: 0.9285, grad_norm: 3.7627, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8558, loss/aux0: 0.8558 2020-10-21 12:19:11,771 - mmaction - INFO - Epoch [243][280/396] lr: 2.208e-03, eta: 2:37:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9159, loss_cls: 0.8637, loss: 0.8637, grad_norm: 3.7305, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8324, loss/aux0: 0.8324 2020-10-21 12:19:12,716 - mmaction - INFO - Epoch [243][280/396] lr: 2.208e-03, eta: 2:37:08, time: 0.940, data_time: 0.005, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9159, loss_cls: 0.8637, loss: 0.8637, grad_norm: 3.7219, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8311, loss/aux0: 0.8311 2020-10-21 12:19:48,803 - mmaction - INFO - Epoch [243][300/396] lr: 2.208e-03, eta: 2:36:31, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9125, loss_cls: 0.8901, loss: 0.8901, grad_norm: 3.6978, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.7917, loss/aux0: 0.7917 2020-10-21 12:19:49,754 - mmaction - INFO - Epoch [243][300/396] lr: 2.208e-03, eta: 2:36:32, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9125, loss_cls: 0.8901, loss: 0.8901, grad_norm: 3.7018, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.7957, loss/aux0: 0.7957 2020-10-21 12:20:26,813 - mmaction - INFO - Epoch [243][320/396] lr: 2.208e-03, eta: 2:35:56, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9039, loss_cls: 0.9525, loss: 0.9525, grad_norm: 3.8186, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8457, loss/aux0: 0.8457 2020-10-21 12:20:27,747 - mmaction - INFO - Epoch [243][320/396] lr: 2.208e-03, eta: 2:35:57, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9039, loss_cls: 0.9525, loss: 0.9525, grad_norm: 3.8352, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8542, loss/aux0: 0.8542 2020-10-21 12:21:03,962 - mmaction - INFO - Epoch [243][340/396] lr: 2.208e-03, eta: 2:35:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7669, top5_acc: 0.9099, loss_cls: 0.9253, loss: 0.9253, grad_norm: 3.7556, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7893, loss/aux0: 0.7893 2020-10-21 12:21:04,892 - mmaction - INFO - Epoch [243][340/396] lr: 2.208e-03, eta: 2:35:21, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7669, top5_acc: 0.9099, loss_cls: 0.9253, loss: 0.9253, grad_norm: 3.7370, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7755, loss/aux0: 0.7755 2020-10-21 12:21:41,292 - mmaction - INFO - Epoch [243][360/396] lr: 2.208e-03, eta: 2:34:44, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9172, loss_cls: 0.8894, loss: 0.8894, grad_norm: 3.7654, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8053, loss/aux0: 0.8053 2020-10-21 12:21:42,338 - mmaction - INFO - Epoch [243][360/396] lr: 2.208e-03, eta: 2:34:45, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9172, loss_cls: 0.8894, loss: 0.8894, grad_norm: 3.7801, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8179, loss/aux0: 0.8179 2020-10-21 12:22:18,607 - mmaction - INFO - Epoch [243][380/396] lr: 2.208e-03, eta: 2:34:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9167, loss_cls: 0.9057, loss: 0.9057, grad_norm: 3.7758, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8349, loss/aux0: 0.8349 2020-10-21 12:22:19,562 - mmaction - INFO - Epoch [243][380/396] lr: 2.208e-03, eta: 2:34:09, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9167, loss_cls: 0.9057, loss: 0.9057, grad_norm: 3.7993, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8265, loss/aux0: 0.8265 2020-10-21 12:28:25,975 - mmaction - INFO - Epoch [244][20/396] lr: 1.905e-03, eta: 2:33:02, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9112, loss_cls: 0.8965, loss: 0.8965, grad_norm: 3.8203, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7892, loss/aux0: 0.7892 2020-10-21 12:28:26,915 - mmaction - INFO - Epoch [244][20/396] lr: 1.905e-03, eta: 2:33:03, time: 0.925, data_time: 0.004, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9112, loss_cls: 0.8965, loss: 0.8965, grad_norm: 3.8059, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7892, loss/aux0: 0.7892 2020-10-21 12:29:03,275 - mmaction - INFO - Epoch [244][40/396] lr: 1.905e-03, eta: 2:32:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7617, top5_acc: 0.9068, loss_cls: 0.9189, loss: 0.9189, grad_norm: 3.8064, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7750, loss/aux0: 0.7750 2020-10-21 12:29:04,222 - mmaction - INFO - Epoch [244][40/396] lr: 1.905e-03, eta: 2:32:28, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7617, top5_acc: 0.9068, loss_cls: 0.9189, loss: 0.9189, grad_norm: 3.8142, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7803, loss/aux0: 0.7803 2020-10-21 12:29:40,587 - mmaction - INFO - Epoch [244][60/396] lr: 1.905e-03, eta: 2:31:51, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7883, top5_acc: 0.9143, loss_cls: 0.8560, loss: 0.8560, grad_norm: 3.7657, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8324, loss/aux0: 0.8324 2020-10-21 12:29:41,528 - mmaction - INFO - Epoch [244][60/396] lr: 1.905e-03, eta: 2:31:52, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7883, top5_acc: 0.9143, loss_cls: 0.8560, loss: 0.8560, grad_norm: 3.7414, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8324, loss/aux0: 0.8324 2020-10-21 12:30:17,901 - mmaction - INFO - Epoch [244][80/396] lr: 1.905e-03, eta: 2:31:15, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9104, loss_cls: 0.9127, loss: 0.9127, grad_norm: 3.8089, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8535, loss/aux0: 0.8535 2020-10-21 12:30:18,853 - mmaction - INFO - Epoch [244][80/396] lr: 1.905e-03, eta: 2:31:16, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9104, loss_cls: 0.9127, loss: 0.9127, grad_norm: 3.7898, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8488, loss/aux0: 0.8488 2020-10-21 12:30:55,348 - mmaction - INFO - Epoch [244][100/396] lr: 1.905e-03, eta: 2:30:40, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7602, top5_acc: 0.9138, loss_cls: 0.8897, loss: 0.8897, grad_norm: 3.7701, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8395, loss/aux0: 0.8395 2020-10-21 12:30:56,274 - mmaction - INFO - Epoch [244][100/396] lr: 1.905e-03, eta: 2:30:40, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7602, top5_acc: 0.9138, loss_cls: 0.8897, loss: 0.8897, grad_norm: 3.7353, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8396, loss/aux0: 0.8396 2020-10-21 12:31:32,510 - mmaction - INFO - Epoch [244][120/396] lr: 1.905e-03, eta: 2:30:04, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7760, top5_acc: 0.9161, loss_cls: 0.8651, loss: 0.8651, grad_norm: 3.6342, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8078, loss/aux0: 0.8078 2020-10-21 12:31:33,445 - mmaction - INFO - Epoch [244][120/396] lr: 1.905e-03, eta: 2:30:05, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7760, top5_acc: 0.9161, loss_cls: 0.8651, loss: 0.8651, grad_norm: 3.6350, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8063, loss/aux0: 0.8063 2020-10-21 12:32:09,809 - mmaction - INFO - Epoch [244][140/396] lr: 1.905e-03, eta: 2:29:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7664, top5_acc: 0.9125, loss_cls: 0.9212, loss: 0.9212, grad_norm: 3.8047, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8113, loss/aux0: 0.8113 2020-10-21 12:32:10,737 - mmaction - INFO - Epoch [244][140/396] lr: 1.905e-03, eta: 2:29:29, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7664, top5_acc: 0.9125, loss_cls: 0.9212, loss: 0.9212, grad_norm: 3.7887, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8133, loss/aux0: 0.8133 2020-10-21 12:32:47,305 - mmaction - INFO - Epoch [244][160/396] lr: 1.905e-03, eta: 2:28:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7654, top5_acc: 0.9115, loss_cls: 0.9101, loss: 0.9101, grad_norm: 3.8848, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8280, loss/aux0: 0.8280 2020-10-21 12:32:48,243 - mmaction - INFO - Epoch [244][160/396] lr: 1.905e-03, eta: 2:28:53, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7654, top5_acc: 0.9115, loss_cls: 0.9101, loss: 0.9101, grad_norm: 3.8808, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8308, loss/aux0: 0.8308 2020-10-21 12:33:24,681 - mmaction - INFO - Epoch [244][180/396] lr: 1.905e-03, eta: 2:28:17, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7750, top5_acc: 0.9188, loss_cls: 0.8820, loss: 0.8820, grad_norm: 3.7965, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8385, loss/aux0: 0.8385 2020-10-21 12:33:25,625 - mmaction - INFO - Epoch [244][180/396] lr: 1.905e-03, eta: 2:28:18, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.7750, top5_acc: 0.9188, loss_cls: 0.8820, loss: 0.8820, grad_norm: 3.7821, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8337, loss/aux0: 0.8337 2020-10-21 12:34:01,943 - mmaction - INFO - Epoch [244][200/396] lr: 1.905e-03, eta: 2:27:41, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7625, top5_acc: 0.9151, loss_cls: 0.9090, loss: 0.9090, grad_norm: 3.7947, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8243, loss/aux0: 0.8243 2020-10-21 12:34:02,869 - mmaction - INFO - Epoch [244][200/396] lr: 1.905e-03, eta: 2:27:42, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7625, top5_acc: 0.9151, loss_cls: 0.9090, loss: 0.9090, grad_norm: 3.7515, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8118, loss/aux0: 0.8118 2020-10-21 12:34:39,290 - mmaction - INFO - Epoch [244][220/396] lr: 1.905e-03, eta: 2:27:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7682, top5_acc: 0.9174, loss_cls: 0.8858, loss: 0.8858, grad_norm: 3.7025, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.7911, loss/aux0: 0.7911 2020-10-21 12:34:40,216 - mmaction - INFO - Epoch [244][220/396] lr: 1.905e-03, eta: 2:27:06, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.7682, top5_acc: 0.9174, loss_cls: 0.8858, loss: 0.8858, grad_norm: 3.6995, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8015, loss/aux0: 0.8015 2020-10-21 12:35:16,388 - mmaction - INFO - Epoch [244][240/396] lr: 1.905e-03, eta: 2:26:29, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7711, top5_acc: 0.9133, loss_cls: 0.8889, loss: 0.8889, grad_norm: 3.8095, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8225, loss/aux0: 0.8225 2020-10-21 12:35:17,325 - mmaction - INFO - Epoch [244][240/396] lr: 1.905e-03, eta: 2:26:30, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7711, top5_acc: 0.9133, loss_cls: 0.8889, loss: 0.8889, grad_norm: 3.7764, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8187, loss/aux0: 0.8187 2020-10-21 12:35:53,625 - mmaction - INFO - Epoch [244][260/396] lr: 1.905e-03, eta: 2:25:54, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9146, loss_cls: 0.8749, loss: 0.8749, grad_norm: 3.7078, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.7997, loss/aux0: 0.7997 2020-10-21 12:35:54,561 - mmaction - INFO - Epoch [244][260/396] lr: 1.905e-03, eta: 2:25:55, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9146, loss_cls: 0.8749, loss: 0.8749, grad_norm: 3.6968, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8013, loss/aux0: 0.8013 2020-10-21 12:36:30,950 - mmaction - INFO - Epoch [244][280/396] lr: 1.905e-03, eta: 2:25:18, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7521, top5_acc: 0.9018, loss_cls: 0.9752, loss: 0.9752, grad_norm: 3.9009, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7979, loss/aux0: 0.7979 2020-10-21 12:36:31,909 - mmaction - INFO - Epoch [244][280/396] lr: 1.905e-03, eta: 2:25:19, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7521, top5_acc: 0.9018, loss_cls: 0.9752, loss: 0.9752, grad_norm: 3.9135, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8049, loss/aux0: 0.8049 2020-10-21 12:37:08,156 - mmaction - INFO - Epoch [244][300/396] lr: 1.905e-03, eta: 2:24:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9052, loss_cls: 0.9430, loss: 0.9430, grad_norm: 3.8416, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8175, loss/aux0: 0.8175 2020-10-21 12:37:09,095 - mmaction - INFO - Epoch [244][300/396] lr: 1.905e-03, eta: 2:24:43, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9052, loss_cls: 0.9430, loss: 0.9430, grad_norm: 3.8294, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8146, loss/aux0: 0.8146 2020-10-21 12:37:45,434 - mmaction - INFO - Epoch [244][320/396] lr: 1.905e-03, eta: 2:24:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9193, loss_cls: 0.8916, loss: 0.8916, grad_norm: 3.7204, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8266, loss/aux0: 0.8266 2020-10-21 12:37:46,371 - mmaction - INFO - Epoch [244][320/396] lr: 1.905e-03, eta: 2:24:07, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9193, loss_cls: 0.8916, loss: 0.8916, grad_norm: 3.7358, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8360, loss/aux0: 0.8360 2020-10-21 12:38:22,989 - mmaction - INFO - Epoch [244][340/396] lr: 1.905e-03, eta: 2:23:31, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9120, loss_cls: 0.9231, loss: 0.9231, grad_norm: 3.8811, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8038, loss/aux0: 0.8038 2020-10-21 12:38:23,937 - mmaction - INFO - Epoch [244][340/396] lr: 1.905e-03, eta: 2:23:32, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9120, loss_cls: 0.9231, loss: 0.9231, grad_norm: 3.9046, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8038, loss/aux0: 0.8038 2020-10-21 12:39:00,276 - mmaction - INFO - Epoch [244][360/396] lr: 1.905e-03, eta: 2:22:55, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9177, loss_cls: 0.8920, loss: 0.8920, grad_norm: 3.6791, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.7944, loss/aux0: 0.7944 2020-10-21 12:39:01,199 - mmaction - INFO - Epoch [244][360/396] lr: 1.905e-03, eta: 2:22:56, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9177, loss_cls: 0.8920, loss: 0.8920, grad_norm: 3.6956, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7835, loss/aux0: 0.7835 2020-10-21 12:39:37,574 - mmaction - INFO - Epoch [244][380/396] lr: 1.905e-03, eta: 2:22:19, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7758, top5_acc: 0.9146, loss_cls: 0.8909, loss: 0.8909, grad_norm: 3.8511, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8103, loss/aux0: 0.8103 2020-10-21 12:39:38,543 - mmaction - INFO - Epoch [244][380/396] lr: 1.905e-03, eta: 2:22:20, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7758, top5_acc: 0.9146, loss_cls: 0.8909, loss: 0.8909, grad_norm: 3.8354, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8097, loss/aux0: 0.8097 2020-10-21 12:45:01,802 - mmaction - INFO - Epoch [245][20/396] lr: 1.624e-03, eta: 2:21:13, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.7724, top5_acc: 0.9138, loss_cls: 0.8832, loss: 0.8832, grad_norm: 3.8368, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.8162, loss/aux0: 0.8162 2020-10-21 12:45:02,746 - mmaction - INFO - Epoch [245][20/396] lr: 1.624e-03, eta: 2:21:14, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.7724, top5_acc: 0.9138, loss_cls: 0.8832, loss: 0.8832, grad_norm: 3.8488, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8242, loss/aux0: 0.8242 2020-10-21 12:45:39,012 - mmaction - INFO - Epoch [245][40/396] lr: 1.624e-03, eta: 2:20:38, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9122, loss_cls: 0.9002, loss: 0.9002, grad_norm: 3.8583, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8913, loss/aux0: 0.8913 2020-10-21 12:45:39,935 - mmaction - INFO - Epoch [245][40/396] lr: 1.624e-03, eta: 2:20:38, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9122, loss_cls: 0.9002, loss: 0.9002, grad_norm: 3.8228, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8824, loss/aux0: 0.8824 2020-10-21 12:46:16,178 - mmaction - INFO - Epoch [245][60/396] lr: 1.624e-03, eta: 2:20:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9122, loss_cls: 0.9013, loss: 0.9013, grad_norm: 3.7392, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7800, loss/aux0: 0.7800 2020-10-21 12:46:17,116 - mmaction - INFO - Epoch [245][60/396] lr: 1.624e-03, eta: 2:20:03, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9122, loss_cls: 0.9013, loss: 0.9013, grad_norm: 3.7183, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7700, loss/aux0: 0.7700 2020-10-21 12:46:53,454 - mmaction - INFO - Epoch [245][80/396] lr: 1.624e-03, eta: 2:19:26, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9133, loss_cls: 0.9023, loss: 0.9023, grad_norm: 3.8684, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8118, loss/aux0: 0.8118 2020-10-21 12:46:54,377 - mmaction - INFO - Epoch [245][80/396] lr: 1.624e-03, eta: 2:19:27, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9133, loss_cls: 0.9023, loss: 0.9023, grad_norm: 3.8551, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8175, loss/aux0: 0.8175 2020-10-21 12:47:30,683 - mmaction - INFO - Epoch [245][100/396] lr: 1.624e-03, eta: 2:18:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7805, top5_acc: 0.9138, loss_cls: 0.8487, loss: 0.8487, grad_norm: 3.6534, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8158, loss/aux0: 0.8158 2020-10-21 12:47:31,623 - mmaction - INFO - Epoch [245][100/396] lr: 1.624e-03, eta: 2:18:51, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7805, top5_acc: 0.9138, loss_cls: 0.8487, loss: 0.8487, grad_norm: 3.6962, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8289, loss/aux0: 0.8289 2020-10-21 12:48:07,968 - mmaction - INFO - Epoch [245][120/396] lr: 1.624e-03, eta: 2:18:15, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9112, loss_cls: 0.8998, loss: 0.8998, grad_norm: 3.8907, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8354, loss/aux0: 0.8354 2020-10-21 12:48:08,890 - mmaction - INFO - Epoch [245][120/396] lr: 1.624e-03, eta: 2:18:15, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9112, loss_cls: 0.8998, loss: 0.8998, grad_norm: 3.9064, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8196, loss/aux0: 0.8196 2020-10-21 12:48:45,005 - mmaction - INFO - Epoch [245][140/396] lr: 1.624e-03, eta: 2:17:39, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9216, loss_cls: 0.8571, loss: 0.8571, grad_norm: 3.8279, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7777, loss/aux0: 0.7777 2020-10-21 12:48:45,939 - mmaction - INFO - Epoch [245][140/396] lr: 1.624e-03, eta: 2:17:40, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9216, loss_cls: 0.8571, loss: 0.8571, grad_norm: 3.7839, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7721, loss/aux0: 0.7721 2020-10-21 12:49:22,349 - mmaction - INFO - Epoch [245][160/396] lr: 1.624e-03, eta: 2:17:03, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9141, loss_cls: 0.9038, loss: 0.9038, grad_norm: 3.7802, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7851, loss/aux0: 0.7851 2020-10-21 12:49:23,275 - mmaction - INFO - Epoch [245][160/396] lr: 1.624e-03, eta: 2:17:04, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9141, loss_cls: 0.9038, loss: 0.9038, grad_norm: 3.7721, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7992, loss/aux0: 0.7992 2020-10-21 12:49:59,827 - mmaction - INFO - Epoch [245][180/396] lr: 1.624e-03, eta: 2:16:27, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9128, loss_cls: 0.8899, loss: 0.8899, grad_norm: 3.6802, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7860, loss/aux0: 0.7860 2020-10-21 12:50:00,773 - mmaction - INFO - Epoch [245][180/396] lr: 1.624e-03, eta: 2:16:28, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9128, loss_cls: 0.8899, loss: 0.8899, grad_norm: 3.6689, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7823, loss/aux0: 0.7823 2020-10-21 12:50:37,097 - mmaction - INFO - Epoch [245][200/396] lr: 1.624e-03, eta: 2:15:52, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9109, loss_cls: 0.8936, loss: 0.8936, grad_norm: 3.8490, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8292, loss/aux0: 0.8292 2020-10-21 12:50:38,032 - mmaction - INFO - Epoch [245][200/396] lr: 1.624e-03, eta: 2:15:52, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9109, loss_cls: 0.8936, loss: 0.8936, grad_norm: 3.8399, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8278, loss/aux0: 0.8278 2020-10-21 12:51:14,233 - mmaction - INFO - Epoch [245][220/396] lr: 1.624e-03, eta: 2:15:16, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9099, loss_cls: 0.9240, loss: 0.9240, grad_norm: 3.7783, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8172, loss/aux0: 0.8172 2020-10-21 12:51:15,184 - mmaction - INFO - Epoch [245][220/396] lr: 1.624e-03, eta: 2:15:17, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9099, loss_cls: 0.9240, loss: 0.9240, grad_norm: 3.8065, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8284, loss/aux0: 0.8284 2020-10-21 12:51:51,591 - mmaction - INFO - Epoch [245][240/396] lr: 1.624e-03, eta: 2:14:40, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9104, loss_cls: 0.9254, loss: 0.9254, grad_norm: 3.8571, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7918, loss/aux0: 0.7918 2020-10-21 12:51:52,539 - mmaction - INFO - Epoch [245][240/396] lr: 1.624e-03, eta: 2:14:41, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9104, loss_cls: 0.9254, loss: 0.9254, grad_norm: 3.8814, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7861, loss/aux0: 0.7861 2020-10-21 12:52:28,797 - mmaction - INFO - Epoch [245][260/396] lr: 1.624e-03, eta: 2:14:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7766, top5_acc: 0.9167, loss_cls: 0.8900, loss: 0.8900, grad_norm: 3.8317, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7966, loss/aux0: 0.7966 2020-10-21 12:52:29,741 - mmaction - INFO - Epoch [245][260/396] lr: 1.624e-03, eta: 2:14:05, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7766, top5_acc: 0.9167, loss_cls: 0.8900, loss: 0.8900, grad_norm: 3.8300, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7874, loss/aux0: 0.7874 2020-10-21 12:53:06,093 - mmaction - INFO - Epoch [245][280/396] lr: 1.624e-03, eta: 2:13:29, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9182, loss_cls: 0.8994, loss: 0.8994, grad_norm: 3.7917, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7923, loss/aux0: 0.7923 2020-10-21 12:53:07,027 - mmaction - INFO - Epoch [245][280/396] lr: 1.624e-03, eta: 2:13:29, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9182, loss_cls: 0.8994, loss: 0.8994, grad_norm: 3.8131, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7993, loss/aux0: 0.7993 2020-10-21 12:53:43,372 - mmaction - INFO - Epoch [245][300/396] lr: 1.624e-03, eta: 2:12:53, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9094, loss_cls: 0.8836, loss: 0.8836, grad_norm: 3.7817, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8416, loss/aux0: 0.8416 2020-10-21 12:53:44,305 - mmaction - INFO - Epoch [245][300/396] lr: 1.624e-03, eta: 2:12:54, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9094, loss_cls: 0.8836, loss: 0.8836, grad_norm: 3.7704, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8437, loss/aux0: 0.8437 2020-10-21 12:54:20,501 - mmaction - INFO - Epoch [245][320/396] lr: 1.624e-03, eta: 2:12:17, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7690, top5_acc: 0.9107, loss_cls: 0.9044, loss: 0.9044, grad_norm: 3.7454, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8199, loss/aux0: 0.8199 2020-10-21 12:54:21,446 - mmaction - INFO - Epoch [245][320/396] lr: 1.624e-03, eta: 2:12:18, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7690, top5_acc: 0.9107, loss_cls: 0.9044, loss: 0.9044, grad_norm: 3.7534, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8248, loss/aux0: 0.8248 2020-10-21 12:54:57,785 - mmaction - INFO - Epoch [245][340/396] lr: 1.624e-03, eta: 2:11:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9109, loss_cls: 0.9077, loss: 0.9077, grad_norm: 3.6975, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7755, loss/aux0: 0.7755 2020-10-21 12:54:58,715 - mmaction - INFO - Epoch [245][340/396] lr: 1.624e-03, eta: 2:11:42, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9109, loss_cls: 0.9077, loss: 0.9077, grad_norm: 3.6820, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7663, loss/aux0: 0.7663 2020-10-21 12:55:34,963 - mmaction - INFO - Epoch [245][360/396] lr: 1.624e-03, eta: 2:11:05, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9135, loss_cls: 0.9046, loss: 0.9046, grad_norm: 3.8431, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8169, loss/aux0: 0.8169 2020-10-21 12:55:35,906 - mmaction - INFO - Epoch [245][360/396] lr: 1.624e-03, eta: 2:11:06, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9135, loss_cls: 0.9046, loss: 0.9046, grad_norm: 3.8109, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8250, loss/aux0: 0.8250 2020-10-21 12:56:12,176 - mmaction - INFO - Epoch [245][380/396] lr: 1.624e-03, eta: 2:10:30, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7656, top5_acc: 0.9161, loss_cls: 0.9079, loss: 0.9079, grad_norm: 3.8992, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7899, loss/aux0: 0.7899 2020-10-21 12:56:13,102 - mmaction - INFO - Epoch [245][380/396] lr: 1.624e-03, eta: 2:10:31, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7656, top5_acc: 0.9161, loss_cls: 0.9079, loss: 0.9079, grad_norm: 3.8907, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7873, loss/aux0: 0.7873 2020-10-21 13:02:42,923 - mmaction - INFO - Epoch [246][20/396] lr: 1.365e-03, eta: 2:09:24, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9159, loss_cls: 0.8807, loss: 0.8807, grad_norm: 3.7884, top1_acc/aux0: 0.7947, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8170, loss/aux0: 0.8170 2020-10-21 13:02:43,879 - mmaction - INFO - Epoch [246][20/396] lr: 1.365e-03, eta: 2:09:25, time: 0.933, data_time: 0.009, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9159, loss_cls: 0.8807, loss: 0.8807, grad_norm: 3.8076, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8157, loss/aux0: 0.8157 2020-10-21 13:03:20,251 - mmaction - INFO - Epoch [246][40/396] lr: 1.365e-03, eta: 2:08:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9159, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.7289, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8188, loss/aux0: 0.8188 2020-10-21 13:03:21,218 - mmaction - INFO - Epoch [246][40/396] lr: 1.365e-03, eta: 2:08:49, time: 0.938, data_time: 0.005, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9159, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.7187, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8158, loss/aux0: 0.8158 2020-10-21 13:03:57,761 - mmaction - INFO - Epoch [246][60/396] lr: 1.365e-03, eta: 2:08:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9216, loss_cls: 0.8631, loss: 0.8631, grad_norm: 3.7922, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7718, loss/aux0: 0.7718 2020-10-21 13:03:58,700 - mmaction - INFO - Epoch [246][60/396] lr: 1.365e-03, eta: 2:08:13, time: 0.945, data_time: 0.014, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9216, loss_cls: 0.8631, loss: 0.8631, grad_norm: 3.8016, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7847, loss/aux0: 0.7847 2020-10-21 13:04:34,885 - mmaction - INFO - Epoch [246][80/396] lr: 1.365e-03, eta: 2:07:37, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7633, top5_acc: 0.9078, loss_cls: 0.9249, loss: 0.9249, grad_norm: 3.8094, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7951, loss/aux0: 0.7951 2020-10-21 13:04:35,814 - mmaction - INFO - Epoch [246][80/396] lr: 1.365e-03, eta: 2:07:38, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7633, top5_acc: 0.9078, loss_cls: 0.9249, loss: 0.9249, grad_norm: 3.8159, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7840, loss/aux0: 0.7840 2020-10-21 13:05:12,204 - mmaction - INFO - Epoch [246][100/396] lr: 1.365e-03, eta: 2:07:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7789, top5_acc: 0.9089, loss_cls: 0.8749, loss: 0.8749, grad_norm: 3.8415, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8061, loss/aux0: 0.8061 2020-10-21 13:05:13,142 - mmaction - INFO - Epoch [246][100/396] lr: 1.365e-03, eta: 2:07:02, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7789, top5_acc: 0.9089, loss_cls: 0.8749, loss: 0.8749, grad_norm: 3.8313, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8070, loss/aux0: 0.8070 2020-10-21 13:05:49,420 - mmaction - INFO - Epoch [246][120/396] lr: 1.365e-03, eta: 2:06:25, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9159, loss_cls: 0.8627, loss: 0.8627, grad_norm: 3.6859, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8072, loss/aux0: 0.8072 2020-10-21 13:05:50,357 - mmaction - INFO - Epoch [246][120/396] lr: 1.365e-03, eta: 2:06:26, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9159, loss_cls: 0.8627, loss: 0.8627, grad_norm: 3.6482, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8114, loss/aux0: 0.8114 2020-10-21 13:06:26,831 - mmaction - INFO - Epoch [246][140/396] lr: 1.365e-03, eta: 2:05:50, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9112, loss_cls: 0.8998, loss: 0.8998, grad_norm: 3.6556, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.7933, loss/aux0: 0.7933 2020-10-21 13:06:27,764 - mmaction - INFO - Epoch [246][140/396] lr: 1.365e-03, eta: 2:05:50, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9112, loss_cls: 0.8998, loss: 0.8998, grad_norm: 3.6227, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7809, loss/aux0: 0.7809 2020-10-21 13:07:04,000 - mmaction - INFO - Epoch [246][160/396] lr: 1.365e-03, eta: 2:05:14, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9135, loss_cls: 0.9105, loss: 0.9105, grad_norm: 3.8434, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7992, loss/aux0: 0.7992 2020-10-21 13:07:04,929 - mmaction - INFO - Epoch [246][160/396] lr: 1.365e-03, eta: 2:05:15, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9135, loss_cls: 0.9105, loss: 0.9105, grad_norm: 3.8294, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8115, loss/aux0: 0.8115 2020-10-21 13:07:41,325 - mmaction - INFO - Epoch [246][180/396] lr: 1.365e-03, eta: 2:04:38, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.8342, loss: 0.8342, grad_norm: 3.8259, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8237, loss/aux0: 0.8237 2020-10-21 13:07:42,308 - mmaction - INFO - Epoch [246][180/396] lr: 1.365e-03, eta: 2:04:39, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.8342, loss: 0.8342, grad_norm: 3.8209, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8188, loss/aux0: 0.8188 2020-10-21 13:08:18,442 - mmaction - INFO - Epoch [246][200/396] lr: 1.365e-03, eta: 2:04:02, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9146, loss_cls: 0.8809, loss: 0.8809, grad_norm: 3.7933, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7732, loss/aux0: 0.7732 2020-10-21 13:08:19,363 - mmaction - INFO - Epoch [246][200/396] lr: 1.365e-03, eta: 2:04:03, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9146, loss_cls: 0.8809, loss: 0.8809, grad_norm: 3.8044, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7808, loss/aux0: 0.7808 2020-10-21 13:08:59,516 - mmaction - INFO - Epoch [246][220/396] lr: 1.365e-03, eta: 2:03:27, time: 1.075, data_time: 0.004, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9096, loss_cls: 0.9129, loss: 0.9129, grad_norm: 3.8407, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8224, loss/aux0: 0.8224 2020-10-21 13:09:04,543 - mmaction - INFO - Epoch [246][220/396] lr: 1.365e-03, eta: 2:03:28, time: 1.284, data_time: 0.058, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9096, loss_cls: 0.9129, loss: 0.9129, grad_norm: 3.8616, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8177, loss/aux0: 0.8177 2020-10-21 13:09:43,553 - mmaction - INFO - Epoch [246][240/396] lr: 1.365e-03, eta: 2:02:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9112, loss_cls: 0.8890, loss: 0.8890, grad_norm: 3.9148, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7884, loss/aux0: 0.7884 2020-10-21 13:09:44,470 - mmaction - INFO - Epoch [246][240/396] lr: 1.365e-03, eta: 2:02:52, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9112, loss_cls: 0.8890, loss: 0.8890, grad_norm: 3.9080, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7863, loss/aux0: 0.7863 2020-10-21 13:10:20,914 - mmaction - INFO - Epoch [246][260/396] lr: 1.365e-03, eta: 2:02:15, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7680, top5_acc: 0.9125, loss_cls: 0.9009, loss: 0.9009, grad_norm: 3.7694, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8151, loss/aux0: 0.8151 2020-10-21 13:10:21,845 - mmaction - INFO - Epoch [246][260/396] lr: 1.365e-03, eta: 2:02:16, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7680, top5_acc: 0.9125, loss_cls: 0.9009, loss: 0.9009, grad_norm: 3.7568, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8093, loss/aux0: 0.8093 2020-10-21 13:10:58,267 - mmaction - INFO - Epoch [246][280/396] lr: 1.365e-03, eta: 2:01:40, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7760, top5_acc: 0.9086, loss_cls: 0.8828, loss: 0.8828, grad_norm: 3.7326, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8019, loss/aux0: 0.8019 2020-10-21 13:10:59,292 - mmaction - INFO - Epoch [246][280/396] lr: 1.365e-03, eta: 2:01:40, time: 0.939, data_time: 0.008, memory: 8466, top1_acc: 0.7760, top5_acc: 0.9086, loss_cls: 0.8828, loss: 0.8828, grad_norm: 3.7379, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8086, loss/aux0: 0.8086 2020-10-21 13:11:35,517 - mmaction - INFO - Epoch [246][300/396] lr: 1.365e-03, eta: 2:01:04, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9198, loss_cls: 0.8534, loss: 0.8534, grad_norm: 3.8937, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8318, loss/aux0: 0.8318 2020-10-21 13:11:36,481 - mmaction - INFO - Epoch [246][300/396] lr: 1.365e-03, eta: 2:01:05, time: 0.936, data_time: 0.005, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9198, loss_cls: 0.8534, loss: 0.8534, grad_norm: 3.8671, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8387, loss/aux0: 0.8387 2020-10-21 13:12:12,934 - mmaction - INFO - Epoch [246][320/396] lr: 1.365e-03, eta: 2:00:28, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7836, top5_acc: 0.9198, loss_cls: 0.8528, loss: 0.8528, grad_norm: 3.7630, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8580, loss/aux0: 0.8580 2020-10-21 13:12:13,909 - mmaction - INFO - Epoch [246][320/396] lr: 1.365e-03, eta: 2:00:29, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.7836, top5_acc: 0.9198, loss_cls: 0.8528, loss: 0.8528, grad_norm: 3.7489, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8495, loss/aux0: 0.8495 2020-10-21 13:12:50,341 - mmaction - INFO - Epoch [246][340/396] lr: 1.365e-03, eta: 1:59:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9143, loss_cls: 0.8841, loss: 0.8841, grad_norm: 3.7059, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8178, loss/aux0: 0.8178 2020-10-21 13:12:51,274 - mmaction - INFO - Epoch [246][340/396] lr: 1.365e-03, eta: 1:59:53, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9143, loss_cls: 0.8841, loss: 0.8841, grad_norm: 3.7204, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8289, loss/aux0: 0.8289 2020-10-21 13:13:27,686 - mmaction - INFO - Epoch [246][360/396] lr: 1.365e-03, eta: 1:59:17, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.8964, loss: 0.8964, grad_norm: 3.8181, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7896, loss/aux0: 0.7896 2020-10-21 13:13:28,631 - mmaction - INFO - Epoch [246][360/396] lr: 1.365e-03, eta: 1:59:17, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.8964, loss: 0.8964, grad_norm: 3.8139, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7822, loss/aux0: 0.7822 2020-10-21 13:14:05,031 - mmaction - INFO - Epoch [246][380/396] lr: 1.365e-03, eta: 1:58:41, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9161, loss_cls: 0.8862, loss: 0.8862, grad_norm: 3.7902, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8360, loss/aux0: 0.8360 2020-10-21 13:14:06,002 - mmaction - INFO - Epoch [246][380/396] lr: 1.365e-03, eta: 1:58:42, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9161, loss_cls: 0.8862, loss: 0.8862, grad_norm: 3.7943, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8313, loss/aux0: 0.8313 2020-10-21 13:19:40,901 - mmaction - INFO - Epoch [247][20/396] lr: 1.128e-03, eta: 1:57:35, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9141, loss_cls: 0.8920, loss: 0.8920, grad_norm: 3.7794, top1_acc/aux0: 0.8046, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7731, loss/aux0: 0.7731 2020-10-21 13:19:41,868 - mmaction - INFO - Epoch [247][20/396] lr: 1.128e-03, eta: 1:57:36, time: 0.926, data_time: 0.005, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9141, loss_cls: 0.8920, loss: 0.8920, grad_norm: 3.7899, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7781, loss/aux0: 0.7781 2020-10-21 13:20:18,022 - mmaction - INFO - Epoch [247][40/396] lr: 1.128e-03, eta: 1:57:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9107, loss_cls: 0.9013, loss: 0.9013, grad_norm: 3.8742, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8039, loss/aux0: 0.8039 2020-10-21 13:20:18,971 - mmaction - INFO - Epoch [247][40/396] lr: 1.128e-03, eta: 1:57:00, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9107, loss_cls: 0.9013, loss: 0.9013, grad_norm: 3.8556, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7952, loss/aux0: 0.7952 2020-10-21 13:20:55,104 - mmaction - INFO - Epoch [247][60/396] lr: 1.128e-03, eta: 1:56:24, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9159, loss_cls: 0.8557, loss: 0.8557, grad_norm: 3.7643, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8137, loss/aux0: 0.8137 2020-10-21 13:20:56,026 - mmaction - INFO - Epoch [247][60/396] lr: 1.128e-03, eta: 1:56:25, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9159, loss_cls: 0.8557, loss: 0.8557, grad_norm: 3.7556, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8160, loss/aux0: 0.8160 2020-10-21 13:21:32,285 - mmaction - INFO - Epoch [247][80/396] lr: 1.128e-03, eta: 1:55:48, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9156, loss_cls: 0.8729, loss: 0.8729, grad_norm: 3.7974, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7897, loss/aux0: 0.7897 2020-10-21 13:21:33,229 - mmaction - INFO - Epoch [247][80/396] lr: 1.128e-03, eta: 1:55:49, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9156, loss_cls: 0.8729, loss: 0.8729, grad_norm: 3.8131, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7951, loss/aux0: 0.7951 2020-10-21 13:22:09,456 - mmaction - INFO - Epoch [247][100/396] lr: 1.128e-03, eta: 1:55:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7883, top5_acc: 0.9156, loss_cls: 0.8443, loss: 0.8443, grad_norm: 3.7032, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8173, loss/aux0: 0.8173 2020-10-21 13:22:10,394 - mmaction - INFO - Epoch [247][100/396] lr: 1.128e-03, eta: 1:55:13, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7883, top5_acc: 0.9156, loss_cls: 0.8443, loss: 0.8443, grad_norm: 3.6925, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8143, loss/aux0: 0.8143 2020-10-21 13:22:46,741 - mmaction - INFO - Epoch [247][120/396] lr: 1.128e-03, eta: 1:54:36, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9135, loss_cls: 0.9028, loss: 0.9028, grad_norm: 3.9146, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8425, loss/aux0: 0.8425 2020-10-21 13:22:47,685 - mmaction - INFO - Epoch [247][120/396] lr: 1.128e-03, eta: 1:54:37, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9135, loss_cls: 0.9028, loss: 0.9028, grad_norm: 3.9360, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8433, loss/aux0: 0.8433 2020-10-21 13:23:23,812 - mmaction - INFO - Epoch [247][140/396] lr: 1.128e-03, eta: 1:54:01, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9159, loss_cls: 0.8927, loss: 0.8927, grad_norm: 3.9012, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8453, loss/aux0: 0.8453 2020-10-21 13:23:24,751 - mmaction - INFO - Epoch [247][140/396] lr: 1.128e-03, eta: 1:54:01, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9159, loss_cls: 0.8927, loss: 0.8927, grad_norm: 3.8800, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8463, loss/aux0: 0.8463 2020-10-21 13:24:01,140 - mmaction - INFO - Epoch [247][160/396] lr: 1.128e-03, eta: 1:53:25, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9047, loss_cls: 0.9155, loss: 0.9155, grad_norm: 3.9678, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8059, loss/aux0: 0.8059 2020-10-21 13:24:02,057 - mmaction - INFO - Epoch [247][160/396] lr: 1.128e-03, eta: 1:53:26, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9047, loss_cls: 0.9155, loss: 0.9155, grad_norm: 3.9415, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.7990, loss/aux0: 0.7990 2020-10-21 13:24:38,473 - mmaction - INFO - Epoch [247][180/396] lr: 1.128e-03, eta: 1:52:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7901, top5_acc: 0.9185, loss_cls: 0.8153, loss: 0.8153, grad_norm: 3.8434, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8110, loss/aux0: 0.8110 2020-10-21 13:24:39,420 - mmaction - INFO - Epoch [247][180/396] lr: 1.128e-03, eta: 1:52:50, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7901, top5_acc: 0.9185, loss_cls: 0.8153, loss: 0.8153, grad_norm: 3.8366, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8090, loss/aux0: 0.8090 2020-10-21 13:25:15,890 - mmaction - INFO - Epoch [247][200/396] lr: 1.128e-03, eta: 1:52:13, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9164, loss_cls: 0.8841, loss: 0.8841, grad_norm: 3.7672, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7627, loss/aux0: 0.7627 2020-10-21 13:25:16,836 - mmaction - INFO - Epoch [247][200/396] lr: 1.128e-03, eta: 1:52:14, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9164, loss_cls: 0.8841, loss: 0.8841, grad_norm: 3.7757, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7750, loss/aux0: 0.7750 2020-10-21 13:25:52,960 - mmaction - INFO - Epoch [247][220/396] lr: 1.128e-03, eta: 1:51:38, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9099, loss_cls: 0.8846, loss: 0.8846, grad_norm: 3.9195, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8136, loss/aux0: 0.8136 2020-10-21 13:25:53,917 - mmaction - INFO - Epoch [247][220/396] lr: 1.128e-03, eta: 1:51:38, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9099, loss_cls: 0.8846, loss: 0.8846, grad_norm: 3.8669, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8038, loss/aux0: 0.8038 2020-10-21 13:26:30,561 - mmaction - INFO - Epoch [247][240/396] lr: 1.128e-03, eta: 1:51:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7836, top5_acc: 0.9174, loss_cls: 0.8608, loss: 0.8608, grad_norm: 3.7991, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8031, loss/aux0: 0.8031 2020-10-21 13:26:31,502 - mmaction - INFO - Epoch [247][240/396] lr: 1.128e-03, eta: 1:51:03, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.7836, top5_acc: 0.9174, loss_cls: 0.8608, loss: 0.8608, grad_norm: 3.7891, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8159, loss/aux0: 0.8159 2020-10-21 13:27:08,089 - mmaction - INFO - Epoch [247][260/396] lr: 1.128e-03, eta: 1:50:26, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9208, loss_cls: 0.8605, loss: 0.8605, grad_norm: 3.7593, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7976, loss/aux0: 0.7976 2020-10-21 13:27:09,016 - mmaction - INFO - Epoch [247][260/396] lr: 1.128e-03, eta: 1:50:27, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9208, loss_cls: 0.8605, loss: 0.8605, grad_norm: 3.7736, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7886, loss/aux0: 0.7886 2020-10-21 13:27:45,336 - mmaction - INFO - Epoch [247][280/396] lr: 1.128e-03, eta: 1:49:50, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7771, top5_acc: 0.9107, loss_cls: 0.8805, loss: 0.8805, grad_norm: 3.8838, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8260, loss/aux0: 0.8260 2020-10-21 13:27:46,287 - mmaction - INFO - Epoch [247][280/396] lr: 1.128e-03, eta: 1:49:51, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7771, top5_acc: 0.9107, loss_cls: 0.8805, loss: 0.8805, grad_norm: 3.8780, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8250, loss/aux0: 0.8250 2020-10-21 13:28:22,675 - mmaction - INFO - Epoch [247][300/396] lr: 1.128e-03, eta: 1:49:15, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9096, loss_cls: 0.8893, loss: 0.8893, grad_norm: 3.8732, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7852, loss/aux0: 0.7852 2020-10-21 13:28:23,617 - mmaction - INFO - Epoch [247][300/396] lr: 1.128e-03, eta: 1:49:15, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9096, loss_cls: 0.8893, loss: 0.8893, grad_norm: 3.8683, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7872, loss/aux0: 0.7872 2020-10-21 13:28:59,946 - mmaction - INFO - Epoch [247][320/396] lr: 1.128e-03, eta: 1:48:39, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7833, top5_acc: 0.9159, loss_cls: 0.8665, loss: 0.8665, grad_norm: 3.7332, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8044, loss/aux0: 0.8044 2020-10-21 13:29:00,884 - mmaction - INFO - Epoch [247][320/396] lr: 1.128e-03, eta: 1:48:40, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7833, top5_acc: 0.9159, loss_cls: 0.8665, loss: 0.8665, grad_norm: 3.7330, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8028, loss/aux0: 0.8028 2020-10-21 13:29:37,255 - mmaction - INFO - Epoch [247][340/396] lr: 1.128e-03, eta: 1:48:03, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7786, top5_acc: 0.9169, loss_cls: 0.8660, loss: 0.8660, grad_norm: 3.8885, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7938, loss/aux0: 0.7938 2020-10-21 13:29:38,185 - mmaction - INFO - Epoch [247][340/396] lr: 1.128e-03, eta: 1:48:04, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7786, top5_acc: 0.9169, loss_cls: 0.8660, loss: 0.8660, grad_norm: 3.9120, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.7979, loss/aux0: 0.7979 2020-10-21 13:30:14,690 - mmaction - INFO - Epoch [247][360/396] lr: 1.128e-03, eta: 1:47:27, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9133, loss_cls: 0.8746, loss: 0.8746, grad_norm: 3.8593, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7996, loss/aux0: 0.7996 2020-10-21 13:30:15,688 - mmaction - INFO - Epoch [247][360/396] lr: 1.128e-03, eta: 1:47:28, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9133, loss_cls: 0.8746, loss: 0.8746, grad_norm: 3.8776, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8036, loss/aux0: 0.8036 2020-10-21 13:30:52,293 - mmaction - INFO - Epoch [247][380/396] lr: 1.128e-03, eta: 1:46:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7844, top5_acc: 0.9174, loss_cls: 0.8492, loss: 0.8492, grad_norm: 3.7952, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8126, loss/aux0: 0.8126 2020-10-21 13:30:53,238 - mmaction - INFO - Epoch [247][380/396] lr: 1.128e-03, eta: 1:46:52, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7844, top5_acc: 0.9174, loss_cls: 0.8492, loss: 0.8492, grad_norm: 3.7596, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8003, loss/aux0: 0.8003 2020-10-21 13:35:59,351 - mmaction - INFO - Epoch [248][20/396] lr: 9.140e-04, eta: 1:45:46, time: 0.913, data_time: 0.000, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9112, loss_cls: 0.9127, loss: 0.9127, grad_norm: 3.7895, top1_acc/aux0: 0.8004, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7786, loss/aux0: 0.7786 2020-10-21 13:36:00,327 - mmaction - INFO - Epoch [248][20/396] lr: 9.140e-04, eta: 1:45:47, time: 0.921, data_time: 0.007, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9112, loss_cls: 0.9127, loss: 0.9127, grad_norm: 3.8105, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7771, loss/aux0: 0.7771 2020-10-21 13:36:36,809 - mmaction - INFO - Epoch [248][40/396] lr: 9.140e-04, eta: 1:45:10, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9208, loss_cls: 0.8303, loss: 0.8303, grad_norm: 3.8795, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8046, loss/aux0: 0.8046 2020-10-21 13:36:37,764 - mmaction - INFO - Epoch [248][40/396] lr: 9.140e-04, eta: 1:45:11, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9208, loss_cls: 0.8303, loss: 0.8303, grad_norm: 3.8662, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8090, loss/aux0: 0.8090 2020-10-21 13:37:14,313 - mmaction - INFO - Epoch [248][60/396] lr: 9.140e-04, eta: 1:44:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9148, loss_cls: 0.8930, loss: 0.8930, grad_norm: 3.8095, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7655, loss/aux0: 0.7655 2020-10-21 13:37:15,261 - mmaction - INFO - Epoch [248][60/396] lr: 9.140e-04, eta: 1:44:35, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9148, loss_cls: 0.8930, loss: 0.8930, grad_norm: 3.8345, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7654, loss/aux0: 0.7654 2020-10-21 13:37:51,547 - mmaction - INFO - Epoch [248][80/396] lr: 9.140e-04, eta: 1:43:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7729, top5_acc: 0.9201, loss_cls: 0.8684, loss: 0.8684, grad_norm: 3.8268, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-21 13:37:52,477 - mmaction - INFO - Epoch [248][80/396] lr: 9.140e-04, eta: 1:43:59, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7729, top5_acc: 0.9201, loss_cls: 0.8684, loss: 0.8684, grad_norm: 3.8417, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8172, loss/aux0: 0.8172 2020-10-21 13:38:28,815 - mmaction - INFO - Epoch [248][100/396] lr: 9.140e-04, eta: 1:43:23, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9138, loss_cls: 0.8790, loss: 0.8790, grad_norm: 3.8216, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8131, loss/aux0: 0.8131 2020-10-21 13:38:29,753 - mmaction - INFO - Epoch [248][100/396] lr: 9.140e-04, eta: 1:43:24, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9138, loss_cls: 0.8790, loss: 0.8790, grad_norm: 3.8277, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.7909, loss/aux0: 0.7909 2020-10-21 13:39:05,907 - mmaction - INFO - Epoch [248][120/396] lr: 9.140e-04, eta: 1:42:47, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7828, top5_acc: 0.9156, loss_cls: 0.8569, loss: 0.8569, grad_norm: 3.8790, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7951, loss/aux0: 0.7951 2020-10-21 13:39:06,841 - mmaction - INFO - Epoch [248][120/396] lr: 9.140e-04, eta: 1:42:48, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7828, top5_acc: 0.9156, loss_cls: 0.8569, loss: 0.8569, grad_norm: 3.8677, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8128, loss/aux0: 0.8128 2020-10-21 13:39:43,261 - mmaction - INFO - Epoch [248][140/396] lr: 9.140e-04, eta: 1:42:12, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7836, top5_acc: 0.9141, loss_cls: 0.8705, loss: 0.8705, grad_norm: 3.8301, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8052, loss/aux0: 0.8052 2020-10-21 13:39:44,206 - mmaction - INFO - Epoch [248][140/396] lr: 9.140e-04, eta: 1:42:12, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7836, top5_acc: 0.9141, loss_cls: 0.8705, loss: 0.8705, grad_norm: 3.8292, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7993, loss/aux0: 0.7993 2020-10-21 13:40:20,285 - mmaction - INFO - Epoch [248][160/396] lr: 9.140e-04, eta: 1:41:36, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9078, loss_cls: 0.9264, loss: 0.9264, grad_norm: 3.9140, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7886, loss/aux0: 0.7886 2020-10-21 13:40:21,218 - mmaction - INFO - Epoch [248][160/396] lr: 9.140e-04, eta: 1:41:36, time: 0.921, data_time: 0.003, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9078, loss_cls: 0.9264, loss: 0.9264, grad_norm: 3.8971, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7900, loss/aux0: 0.7900 2020-10-21 13:40:57,642 - mmaction - INFO - Epoch [248][180/396] lr: 9.140e-04, eta: 1:41:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7784, top5_acc: 0.9161, loss_cls: 0.8574, loss: 0.8574, grad_norm: 3.7344, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7558, loss/aux0: 0.7558 2020-10-21 13:40:58,580 - mmaction - INFO - Epoch [248][180/396] lr: 9.140e-04, eta: 1:41:01, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7784, top5_acc: 0.9161, loss_cls: 0.8574, loss: 0.8574, grad_norm: 3.7265, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7478, loss/aux0: 0.7478 2020-10-21 13:41:34,950 - mmaction - INFO - Epoch [248][200/396] lr: 9.140e-04, eta: 1:40:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9169, loss_cls: 0.8633, loss: 0.8633, grad_norm: 3.7835, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.7907, loss/aux0: 0.7907 2020-10-21 13:41:35,886 - mmaction - INFO - Epoch [248][200/396] lr: 9.140e-04, eta: 1:40:25, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9169, loss_cls: 0.8633, loss: 0.8633, grad_norm: 3.7865, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.7975, loss/aux0: 0.7975 2020-10-21 13:42:12,153 - mmaction - INFO - Epoch [248][220/396] lr: 9.140e-04, eta: 1:39:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9128, loss_cls: 0.8831, loss: 0.8831, grad_norm: 3.7245, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7909, loss/aux0: 0.7909 2020-10-21 13:42:13,115 - mmaction - INFO - Epoch [248][220/396] lr: 9.140e-04, eta: 1:39:49, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9128, loss_cls: 0.8831, loss: 0.8831, grad_norm: 3.7400, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7856, loss/aux0: 0.7856 2020-10-21 13:42:49,719 - mmaction - INFO - Epoch [248][240/396] lr: 9.140e-04, eta: 1:39:13, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9159, loss_cls: 0.8652, loss: 0.8652, grad_norm: 3.8202, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7762, loss/aux0: 0.7762 2020-10-21 13:42:50,653 - mmaction - INFO - Epoch [248][240/396] lr: 9.140e-04, eta: 1:39:13, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9159, loss_cls: 0.8652, loss: 0.8652, grad_norm: 3.8226, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7829, loss/aux0: 0.7829 2020-10-21 13:43:27,023 - mmaction - INFO - Epoch [248][260/396] lr: 9.140e-04, eta: 1:38:37, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7758, top5_acc: 0.9143, loss_cls: 0.8671, loss: 0.8671, grad_norm: 3.7746, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7885, loss/aux0: 0.7885 2020-10-21 13:43:27,977 - mmaction - INFO - Epoch [248][260/396] lr: 9.140e-04, eta: 1:38:38, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.7758, top5_acc: 0.9143, loss_cls: 0.8671, loss: 0.8671, grad_norm: 3.7894, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7864, loss/aux0: 0.7864 2020-10-21 13:44:04,344 - mmaction - INFO - Epoch [248][280/396] lr: 9.140e-04, eta: 1:38:01, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9109, loss_cls: 0.8963, loss: 0.8963, grad_norm: 3.7983, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8537, loss/aux0: 0.8537 2020-10-21 13:44:05,285 - mmaction - INFO - Epoch [248][280/396] lr: 9.140e-04, eta: 1:38:02, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9109, loss_cls: 0.8963, loss: 0.8963, grad_norm: 3.7645, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8521, loss/aux0: 0.8521 2020-10-21 13:44:41,600 - mmaction - INFO - Epoch [248][300/396] lr: 9.140e-04, eta: 1:37:25, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7841, top5_acc: 0.9187, loss_cls: 0.8534, loss: 0.8534, grad_norm: 3.8365, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7704, loss/aux0: 0.7704 2020-10-21 13:44:42,532 - mmaction - INFO - Epoch [248][300/396] lr: 9.140e-04, eta: 1:37:26, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7841, top5_acc: 0.9187, loss_cls: 0.8534, loss: 0.8534, grad_norm: 3.8643, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7766, loss/aux0: 0.7766 2020-10-21 13:45:18,673 - mmaction - INFO - Epoch [248][320/396] lr: 9.140e-04, eta: 1:36:50, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9208, loss_cls: 0.8466, loss: 0.8466, grad_norm: 3.7997, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7848, loss/aux0: 0.7848 2020-10-21 13:45:19,602 - mmaction - INFO - Epoch [248][320/396] lr: 9.140e-04, eta: 1:36:50, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9208, loss_cls: 0.8466, loss: 0.8466, grad_norm: 3.8144, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7798, loss/aux0: 0.7798 2020-10-21 13:45:56,078 - mmaction - INFO - Epoch [248][340/396] lr: 9.140e-04, eta: 1:36:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9099, loss_cls: 0.8760, loss: 0.8760, grad_norm: 3.8628, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8234, loss/aux0: 0.8234 2020-10-21 13:45:57,004 - mmaction - INFO - Epoch [248][340/396] lr: 9.140e-04, eta: 1:36:14, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9099, loss_cls: 0.8760, loss: 0.8760, grad_norm: 3.8476, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8248, loss/aux0: 0.8248 2020-10-21 13:46:33,290 - mmaction - INFO - Epoch [248][360/396] lr: 9.140e-04, eta: 1:35:38, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7758, top5_acc: 0.9180, loss_cls: 0.8929, loss: 0.8929, grad_norm: 3.8695, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8068, loss/aux0: 0.8068 2020-10-21 13:46:34,222 - mmaction - INFO - Epoch [248][360/396] lr: 9.140e-04, eta: 1:35:39, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7758, top5_acc: 0.9180, loss_cls: 0.8929, loss: 0.8929, grad_norm: 3.8661, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8062, loss/aux0: 0.8062 2020-10-21 13:47:10,662 - mmaction - INFO - Epoch [248][380/396] lr: 9.140e-04, eta: 1:35:02, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7807, top5_acc: 0.9232, loss_cls: 0.8489, loss: 0.8489, grad_norm: 3.8569, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8532, loss/aux0: 0.8532 2020-10-21 13:47:11,581 - mmaction - INFO - Epoch [248][380/396] lr: 9.140e-04, eta: 1:35:03, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7807, top5_acc: 0.9232, loss_cls: 0.8489, loss: 0.8489, grad_norm: 3.8516, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8544, loss/aux0: 0.8544 2020-10-21 13:47:45,736 - mmaction - INFO - Saving checkpoint at 248 epochs 2020-10-21 13:49:39,183 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 13:49:39,447 - mmaction - INFO - top1_acc 0.7826 top5_acc 0.9363 2020-10-21 13:49:39,448 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 13:49:39,484 - mmaction - INFO - mean_acc 0.7828 2020-10-21 13:49:39,487 - mmaction - INFO - Epoch(val) [248][396] top1_acc: 0.7826, top5_acc: 0.9363, mean_class_accuracy: 0.7828 2020-10-21 13:53:48,397 - mmaction - INFO - Epoch [249][20/396] lr: 7.223e-04, eta: 1:33:57, time: 0.919, data_time: 0.000, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9161, loss_cls: 0.8564, loss: 0.8564, grad_norm: 3.9087, top1_acc/aux0: 0.7933, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.7926, loss/aux0: 0.7926 2020-10-21 13:53:49,330 - mmaction - INFO - Epoch [249][20/396] lr: 7.223e-04, eta: 1:33:57, time: 0.920, data_time: 0.004, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9161, loss_cls: 0.8564, loss: 0.8564, grad_norm: 3.9251, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7968, loss/aux0: 0.7968 2020-10-21 13:54:25,473 - mmaction - INFO - Epoch [249][40/396] lr: 7.223e-04, eta: 1:33:21, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9122, loss_cls: 0.8861, loss: 0.8861, grad_norm: 3.7492, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7901, loss/aux0: 0.7901 2020-10-21 13:54:26,405 - mmaction - INFO - Epoch [249][40/396] lr: 7.223e-04, eta: 1:33:22, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9122, loss_cls: 0.8861, loss: 0.8861, grad_norm: 3.7672, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.7845, loss/aux0: 0.7845 2020-10-21 13:55:02,768 - mmaction - INFO - Epoch [249][60/396] lr: 7.223e-04, eta: 1:32:45, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7706, top5_acc: 0.9195, loss_cls: 0.8809, loss: 0.8809, grad_norm: 3.9208, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.7991, loss/aux0: 0.7991 2020-10-21 13:55:03,726 - mmaction - INFO - Epoch [249][60/396] lr: 7.223e-04, eta: 1:32:46, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.7706, top5_acc: 0.9195, loss_cls: 0.8809, loss: 0.8809, grad_norm: 3.8943, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7936, loss/aux0: 0.7936 2020-10-21 13:55:40,035 - mmaction - INFO - Epoch [249][80/396] lr: 7.223e-04, eta: 1:32:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9201, loss_cls: 0.8474, loss: 0.8474, grad_norm: 3.7837, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7737, loss/aux0: 0.7737 2020-10-21 13:55:40,974 - mmaction - INFO - Epoch [249][80/396] lr: 7.223e-04, eta: 1:32:10, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9201, loss_cls: 0.8474, loss: 0.8474, grad_norm: 3.8110, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7851, loss/aux0: 0.7851 2020-10-21 13:56:17,216 - mmaction - INFO - Epoch [249][100/396] lr: 7.223e-04, eta: 1:31:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7727, top5_acc: 0.9076, loss_cls: 0.8968, loss: 0.8968, grad_norm: 3.7388, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7613, loss/aux0: 0.7613 2020-10-21 13:56:18,147 - mmaction - INFO - Epoch [249][100/396] lr: 7.223e-04, eta: 1:31:34, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7727, top5_acc: 0.9076, loss_cls: 0.8968, loss: 0.8968, grad_norm: 3.7421, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7635, loss/aux0: 0.7635 2020-10-21 13:56:54,519 - mmaction - INFO - Epoch [249][120/396] lr: 7.223e-04, eta: 1:30:58, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9185, loss_cls: 0.8827, loss: 0.8827, grad_norm: 3.8535, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7856, loss/aux0: 0.7856 2020-10-21 13:56:55,444 - mmaction - INFO - Epoch [249][120/396] lr: 7.223e-04, eta: 1:30:59, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9185, loss_cls: 0.8827, loss: 0.8827, grad_norm: 3.8642, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7744, loss/aux0: 0.7744 2020-10-21 13:57:31,740 - mmaction - INFO - Epoch [249][140/396] lr: 7.223e-04, eta: 1:30:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9117, loss_cls: 0.8785, loss: 0.8785, grad_norm: 3.8242, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8103, loss/aux0: 0.8103 2020-10-21 13:57:32,694 - mmaction - INFO - Epoch [249][140/396] lr: 7.223e-04, eta: 1:30:23, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9117, loss_cls: 0.8785, loss: 0.8785, grad_norm: 3.8446, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8093, loss/aux0: 0.8093 2020-10-21 13:58:09,035 - mmaction - INFO - Epoch [249][160/396] lr: 7.223e-04, eta: 1:29:46, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9148, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.8421, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.7894, loss/aux0: 0.7894 2020-10-21 13:58:10,004 - mmaction - INFO - Epoch [249][160/396] lr: 7.223e-04, eta: 1:29:47, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9148, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.8167, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.7927, loss/aux0: 0.7927 2020-10-21 13:58:46,409 - mmaction - INFO - Epoch [249][180/396] lr: 7.223e-04, eta: 1:29:11, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9133, loss_cls: 0.8804, loss: 0.8804, grad_norm: 3.7633, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8013, loss/aux0: 0.8013 2020-10-21 13:58:47,385 - mmaction - INFO - Epoch [249][180/396] lr: 7.223e-04, eta: 1:29:11, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9133, loss_cls: 0.8804, loss: 0.8804, grad_norm: 3.7806, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8026, loss/aux0: 0.8026 2020-10-21 13:59:23,911 - mmaction - INFO - Epoch [249][200/396] lr: 7.223e-04, eta: 1:28:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9182, loss_cls: 0.8825, loss: 0.8825, grad_norm: 3.8336, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8167, loss/aux0: 0.8167 2020-10-21 13:59:24,858 - mmaction - INFO - Epoch [249][200/396] lr: 7.223e-04, eta: 1:28:35, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9182, loss_cls: 0.8825, loss: 0.8825, grad_norm: 3.8244, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8139, loss/aux0: 0.8139 2020-10-21 14:00:01,275 - mmaction - INFO - Epoch [249][220/396] lr: 7.223e-04, eta: 1:27:59, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7924, top5_acc: 0.9271, loss_cls: 0.8163, loss: 0.8163, grad_norm: 3.7298, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7813, loss/aux0: 0.7813 2020-10-21 14:00:02,264 - mmaction - INFO - Epoch [249][220/396] lr: 7.223e-04, eta: 1:28:00, time: 0.938, data_time: 0.006, memory: 8466, top1_acc: 0.7924, top5_acc: 0.9271, loss_cls: 0.8163, loss: 0.8163, grad_norm: 3.7220, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7807, loss/aux0: 0.7807 2020-10-21 14:00:38,546 - mmaction - INFO - Epoch [249][240/396] lr: 7.223e-04, eta: 1:27:23, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7813, top5_acc: 0.9224, loss_cls: 0.8526, loss: 0.8526, grad_norm: 3.7706, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7349, loss/aux0: 0.7349 2020-10-21 14:00:39,491 - mmaction - INFO - Epoch [249][240/396] lr: 7.223e-04, eta: 1:27:24, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7813, top5_acc: 0.9224, loss_cls: 0.8526, loss: 0.8526, grad_norm: 3.7636, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7404, loss/aux0: 0.7404 2020-10-21 14:01:15,746 - mmaction - INFO - Epoch [249][260/396] lr: 7.223e-04, eta: 1:26:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9138, loss_cls: 0.8811, loss: 0.8811, grad_norm: 3.8975, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8037, loss/aux0: 0.8037 2020-10-21 14:01:16,701 - mmaction - INFO - Epoch [249][260/396] lr: 7.223e-04, eta: 1:26:48, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9138, loss_cls: 0.8811, loss: 0.8811, grad_norm: 3.8938, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7930, loss/aux0: 0.7930 2020-10-21 14:01:52,995 - mmaction - INFO - Epoch [249][280/396] lr: 7.223e-04, eta: 1:26:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9201, loss_cls: 0.8764, loss: 0.8764, grad_norm: 3.9067, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8056, loss/aux0: 0.8056 2020-10-21 14:01:53,927 - mmaction - INFO - Epoch [249][280/396] lr: 7.223e-04, eta: 1:26:12, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9201, loss_cls: 0.8764, loss: 0.8764, grad_norm: 3.9528, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8228, loss/aux0: 0.8228 2020-10-21 14:02:30,199 - mmaction - INFO - Epoch [249][300/396] lr: 7.223e-04, eta: 1:25:36, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9177, loss_cls: 0.8610, loss: 0.8610, grad_norm: 3.7664, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7677, loss/aux0: 0.7677 2020-10-21 14:02:31,145 - mmaction - INFO - Epoch [249][300/396] lr: 7.223e-04, eta: 1:25:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9177, loss_cls: 0.8610, loss: 0.8610, grad_norm: 3.7465, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7579, loss/aux0: 0.7579 2020-10-21 14:03:07,354 - mmaction - INFO - Epoch [249][320/396] lr: 7.223e-04, eta: 1:25:00, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7776, top5_acc: 0.9148, loss_cls: 0.8766, loss: 0.8766, grad_norm: 3.8369, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8165, loss/aux0: 0.8165 2020-10-21 14:03:08,302 - mmaction - INFO - Epoch [249][320/396] lr: 7.223e-04, eta: 1:25:01, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7776, top5_acc: 0.9148, loss_cls: 0.8766, loss: 0.8766, grad_norm: 3.8633, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8227, loss/aux0: 0.8227 2020-10-21 14:03:44,581 - mmaction - INFO - Epoch [249][340/396] lr: 7.223e-04, eta: 1:24:25, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9167, loss_cls: 0.8816, loss: 0.8816, grad_norm: 3.8339, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.7811, loss/aux0: 0.7811 2020-10-21 14:03:45,526 - mmaction - INFO - Epoch [249][340/396] lr: 7.223e-04, eta: 1:24:25, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9167, loss_cls: 0.8816, loss: 0.8816, grad_norm: 3.8372, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7774, loss/aux0: 0.7774 2020-10-21 14:04:22,112 - mmaction - INFO - Epoch [249][360/396] lr: 7.223e-04, eta: 1:23:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9112, loss_cls: 0.9064, loss: 0.9064, grad_norm: 3.8921, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8215, loss/aux0: 0.8215 2020-10-21 14:04:23,034 - mmaction - INFO - Epoch [249][360/396] lr: 7.223e-04, eta: 1:23:49, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9112, loss_cls: 0.9064, loss: 0.9064, grad_norm: 3.8712, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8188, loss/aux0: 0.8188 2020-10-21 14:04:59,631 - mmaction - INFO - Epoch [249][380/396] lr: 7.223e-04, eta: 1:23:13, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7883, top5_acc: 0.9198, loss_cls: 0.8363, loss: 0.8363, grad_norm: 3.7362, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7735, loss/aux0: 0.7735 2020-10-21 14:05:00,570 - mmaction - INFO - Epoch [249][380/396] lr: 7.223e-04, eta: 1:23:13, time: 0.937, data_time: 0.011, memory: 8466, top1_acc: 0.7883, top5_acc: 0.9198, loss_cls: 0.8363, loss: 0.8363, grad_norm: 3.7435, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7682, loss/aux0: 0.7682 2020-10-21 14:09:56,563 - mmaction - INFO - Epoch [250][20/396] lr: 5.531e-04, eta: 1:22:08, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9042, loss_cls: 0.9000, loss: 0.9000, grad_norm: 3.7790, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.7561, loss/aux0: 0.7561 2020-10-21 14:09:57,510 - mmaction - INFO - Epoch [250][20/396] lr: 5.531e-04, eta: 1:22:08, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9042, loss_cls: 0.9000, loss: 0.9000, grad_norm: 3.7565, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7457, loss/aux0: 0.7457 2020-10-21 14:10:33,544 - mmaction - INFO - Epoch [250][40/396] lr: 5.531e-04, eta: 1:21:32, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9216, loss_cls: 0.8485, loss: 0.8485, grad_norm: 3.8915, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7718, loss/aux0: 0.7718 2020-10-21 14:10:34,492 - mmaction - INFO - Epoch [250][40/396] lr: 5.531e-04, eta: 1:21:32, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9216, loss_cls: 0.8485, loss: 0.8485, grad_norm: 3.8960, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7862, loss/aux0: 0.7862 2020-10-21 14:11:10,742 - mmaction - INFO - Epoch [250][60/396] lr: 5.531e-04, eta: 1:20:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9273, loss_cls: 0.8310, loss: 0.8310, grad_norm: 3.8288, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8091, loss/aux0: 0.8091 2020-10-21 14:11:11,679 - mmaction - INFO - Epoch [250][60/396] lr: 5.531e-04, eta: 1:20:57, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9273, loss_cls: 0.8310, loss: 0.8310, grad_norm: 3.8301, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8038, loss/aux0: 0.8038 2020-10-21 14:11:47,860 - mmaction - INFO - Epoch [250][80/396] lr: 5.531e-04, eta: 1:20:20, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7841, top5_acc: 0.9195, loss_cls: 0.8384, loss: 0.8384, grad_norm: 3.8319, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8158, loss/aux0: 0.8158 2020-10-21 14:11:48,778 - mmaction - INFO - Epoch [250][80/396] lr: 5.531e-04, eta: 1:20:21, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.7841, top5_acc: 0.9195, loss_cls: 0.8384, loss: 0.8384, grad_norm: 3.8074, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8179, loss/aux0: 0.8179 2020-10-21 14:12:24,951 - mmaction - INFO - Epoch [250][100/396] lr: 5.531e-04, eta: 1:19:45, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9211, loss_cls: 0.8342, loss: 0.8342, grad_norm: 3.8172, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8123, loss/aux0: 0.8123 2020-10-21 14:12:25,902 - mmaction - INFO - Epoch [250][100/396] lr: 5.531e-04, eta: 1:19:45, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9211, loss_cls: 0.8342, loss: 0.8342, grad_norm: 3.8379, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8186, loss/aux0: 0.8186 2020-10-21 14:13:02,212 - mmaction - INFO - Epoch [250][120/396] lr: 5.531e-04, eta: 1:19:09, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9188, loss_cls: 0.8610, loss: 0.8610, grad_norm: 3.8438, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.7910, loss/aux0: 0.7910 2020-10-21 14:13:03,154 - mmaction - INFO - Epoch [250][120/396] lr: 5.531e-04, eta: 1:19:09, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9188, loss_cls: 0.8610, loss: 0.8610, grad_norm: 3.8365, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7869, loss/aux0: 0.7869 2020-10-21 14:13:39,334 - mmaction - INFO - Epoch [250][140/396] lr: 5.531e-04, eta: 1:18:33, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9154, loss_cls: 0.8782, loss: 0.8782, grad_norm: 3.8290, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7742, loss/aux0: 0.7742 2020-10-21 14:13:40,291 - mmaction - INFO - Epoch [250][140/396] lr: 5.531e-04, eta: 1:18:34, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9154, loss_cls: 0.8782, loss: 0.8782, grad_norm: 3.8413, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7774, loss/aux0: 0.7774 2020-10-21 14:14:17,075 - mmaction - INFO - Epoch [250][160/396] lr: 5.531e-04, eta: 1:17:57, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7872, top5_acc: 0.9151, loss_cls: 0.8476, loss: 0.8476, grad_norm: 3.7578, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8067, loss/aux0: 0.8067 2020-10-21 14:14:18,034 - mmaction - INFO - Epoch [250][160/396] lr: 5.531e-04, eta: 1:17:58, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.7872, top5_acc: 0.9151, loss_cls: 0.8476, loss: 0.8476, grad_norm: 3.7566, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8021, loss/aux0: 0.8021 2020-10-21 14:14:54,415 - mmaction - INFO - Epoch [250][180/396] lr: 5.531e-04, eta: 1:17:21, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9130, loss_cls: 0.8607, loss: 0.8607, grad_norm: 3.8573, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8241, loss/aux0: 0.8241 2020-10-21 14:14:55,332 - mmaction - INFO - Epoch [250][180/396] lr: 5.531e-04, eta: 1:17:22, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9130, loss_cls: 0.8607, loss: 0.8607, grad_norm: 3.8786, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8294, loss/aux0: 0.8294 2020-10-21 14:15:31,811 - mmaction - INFO - Epoch [250][200/396] lr: 5.531e-04, eta: 1:16:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9167, loss_cls: 0.8579, loss: 0.8579, grad_norm: 3.7594, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.7709, loss/aux0: 0.7709 2020-10-21 14:15:32,750 - mmaction - INFO - Epoch [250][200/396] lr: 5.531e-04, eta: 1:16:46, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9167, loss_cls: 0.8579, loss: 0.8579, grad_norm: 3.7887, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7702, loss/aux0: 0.7702 2020-10-21 14:16:08,977 - mmaction - INFO - Epoch [250][220/396] lr: 5.531e-04, eta: 1:16:10, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7786, top5_acc: 0.9141, loss_cls: 0.8613, loss: 0.8613, grad_norm: 3.8572, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7832, loss/aux0: 0.7832 2020-10-21 14:16:09,910 - mmaction - INFO - Epoch [250][220/396] lr: 5.531e-04, eta: 1:16:10, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7786, top5_acc: 0.9141, loss_cls: 0.8613, loss: 0.8613, grad_norm: 3.8730, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7735, loss/aux0: 0.7735 2020-10-21 14:16:46,346 - mmaction - INFO - Epoch [250][240/396] lr: 5.531e-04, eta: 1:15:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7771, top5_acc: 0.9156, loss_cls: 0.8561, loss: 0.8561, grad_norm: 3.8214, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7682, loss/aux0: 0.7682 2020-10-21 14:16:47,295 - mmaction - INFO - Epoch [250][240/396] lr: 5.531e-04, eta: 1:15:35, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7771, top5_acc: 0.9156, loss_cls: 0.8561, loss: 0.8561, grad_norm: 3.8105, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7824, loss/aux0: 0.7824 2020-10-21 14:17:23,886 - mmaction - INFO - Epoch [250][260/396] lr: 5.531e-04, eta: 1:14:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7724, top5_acc: 0.9161, loss_cls: 0.8846, loss: 0.8846, grad_norm: 3.9061, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.7897, loss/aux0: 0.7897 2020-10-21 14:17:24,820 - mmaction - INFO - Epoch [250][260/396] lr: 5.531e-04, eta: 1:14:59, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7724, top5_acc: 0.9161, loss_cls: 0.8846, loss: 0.8846, grad_norm: 3.9266, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.7888, loss/aux0: 0.7888 2020-10-21 14:18:01,151 - mmaction - INFO - Epoch [250][280/396] lr: 5.531e-04, eta: 1:14:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7820, top5_acc: 0.9185, loss_cls: 0.8566, loss: 0.8566, grad_norm: 3.7381, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.7933, loss/aux0: 0.7933 2020-10-21 14:18:02,095 - mmaction - INFO - Epoch [250][280/396] lr: 5.531e-04, eta: 1:14:23, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7820, top5_acc: 0.9185, loss_cls: 0.8566, loss: 0.8566, grad_norm: 3.7548, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7939, loss/aux0: 0.7939 2020-10-21 14:18:38,474 - mmaction - INFO - Epoch [250][300/396] lr: 5.531e-04, eta: 1:13:47, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9135, loss_cls: 0.8951, loss: 0.8951, grad_norm: 3.7809, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.7904, loss/aux0: 0.7904 2020-10-21 14:18:39,399 - mmaction - INFO - Epoch [250][300/396] lr: 5.531e-04, eta: 1:13:47, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9135, loss_cls: 0.8951, loss: 0.8951, grad_norm: 3.7760, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7819, loss/aux0: 0.7819 2020-10-21 14:19:15,999 - mmaction - INFO - Epoch [250][320/396] lr: 5.531e-04, eta: 1:13:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9164, loss_cls: 0.8429, loss: 0.8429, grad_norm: 3.8254, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7595, loss/aux0: 0.7595 2020-10-21 14:19:16,932 - mmaction - INFO - Epoch [250][320/396] lr: 5.531e-04, eta: 1:13:11, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9164, loss_cls: 0.8429, loss: 0.8429, grad_norm: 3.8426, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7718, loss/aux0: 0.7718 2020-10-21 14:19:53,467 - mmaction - INFO - Epoch [250][340/396] lr: 5.531e-04, eta: 1:12:35, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7846, top5_acc: 0.9232, loss_cls: 0.8388, loss: 0.8388, grad_norm: 3.8364, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7792, loss/aux0: 0.7792 2020-10-21 14:19:54,420 - mmaction - INFO - Epoch [250][340/396] lr: 5.531e-04, eta: 1:12:36, time: 0.940, data_time: 0.005, memory: 8466, top1_acc: 0.7846, top5_acc: 0.9232, loss_cls: 0.8388, loss: 0.8388, grad_norm: 3.8068, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7604, loss/aux0: 0.7604 2020-10-21 14:20:30,877 - mmaction - INFO - Epoch [250][360/396] lr: 5.531e-04, eta: 1:11:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9174, loss_cls: 0.8410, loss: 0.8410, grad_norm: 3.8152, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.7943, loss/aux0: 0.7943 2020-10-21 14:20:31,803 - mmaction - INFO - Epoch [250][360/396] lr: 5.531e-04, eta: 1:12:00, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9174, loss_cls: 0.8410, loss: 0.8410, grad_norm: 3.8393, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8059, loss/aux0: 0.8059 2020-10-21 14:21:08,360 - mmaction - INFO - Epoch [250][380/396] lr: 5.531e-04, eta: 1:11:24, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.7919, top5_acc: 0.9164, loss_cls: 0.8482, loss: 0.8482, grad_norm: 3.8196, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.7992, loss/aux0: 0.7992 2020-10-21 14:21:09,300 - mmaction - INFO - Epoch [250][380/396] lr: 5.531e-04, eta: 1:11:24, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.7919, top5_acc: 0.9164, loss_cls: 0.8482, loss: 0.8482, grad_norm: 3.8182, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.7960, loss/aux0: 0.7960 2020-10-21 14:26:37,516 - mmaction - INFO - Epoch [251][20/396] lr: 4.064e-04, eta: 1:10:19, time: 0.916, data_time: 0.000, memory: 8466, top1_acc: 0.7893, top5_acc: 0.9190, loss_cls: 0.8387, loss: 0.8387, grad_norm: 3.9309, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7828, loss/aux0: 0.7828 2020-10-21 14:26:38,453 - mmaction - INFO - Epoch [251][20/396] lr: 4.064e-04, eta: 1:10:19, time: 0.918, data_time: 0.003, memory: 8466, top1_acc: 0.7893, top5_acc: 0.9190, loss_cls: 0.8387, loss: 0.8387, grad_norm: 3.9438, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7845, loss/aux0: 0.7845 2020-10-21 14:27:14,637 - mmaction - INFO - Epoch [251][40/396] lr: 4.064e-04, eta: 1:09:43, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7820, top5_acc: 0.9161, loss_cls: 0.8546, loss: 0.8546, grad_norm: 3.8566, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7877, loss/aux0: 0.7877 2020-10-21 14:27:15,574 - mmaction - INFO - Epoch [251][40/396] lr: 4.064e-04, eta: 1:09:43, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7820, top5_acc: 0.9161, loss_cls: 0.8546, loss: 0.8546, grad_norm: 3.8227, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7822, loss/aux0: 0.7822 2020-10-21 14:27:51,874 - mmaction - INFO - Epoch [251][60/396] lr: 4.064e-04, eta: 1:09:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9182, loss_cls: 0.8331, loss: 0.8331, grad_norm: 3.7940, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7590, loss/aux0: 0.7590 2020-10-21 14:27:52,805 - mmaction - INFO - Epoch [251][60/396] lr: 4.064e-04, eta: 1:09:07, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9182, loss_cls: 0.8331, loss: 0.8331, grad_norm: 3.7790, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7637, loss/aux0: 0.7637 2020-10-21 14:28:28,992 - mmaction - INFO - Epoch [251][80/396] lr: 4.064e-04, eta: 1:08:31, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7805, top5_acc: 0.9156, loss_cls: 0.8622, loss: 0.8622, grad_norm: 3.7775, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8155, loss/aux0: 0.8155 2020-10-21 14:28:29,962 - mmaction - INFO - Epoch [251][80/396] lr: 4.064e-04, eta: 1:08:32, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7805, top5_acc: 0.9156, loss_cls: 0.8622, loss: 0.8622, grad_norm: 3.8240, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8200, loss/aux0: 0.8200 2020-10-21 14:29:06,390 - mmaction - INFO - Epoch [251][100/396] lr: 4.064e-04, eta: 1:07:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9198, loss_cls: 0.8601, loss: 0.8601, grad_norm: 3.7942, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8007, loss/aux0: 0.8007 2020-10-21 14:29:07,338 - mmaction - INFO - Epoch [251][100/396] lr: 4.064e-04, eta: 1:07:56, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9198, loss_cls: 0.8601, loss: 0.8601, grad_norm: 3.7638, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.7880, loss/aux0: 0.7880 2020-10-21 14:29:43,699 - mmaction - INFO - Epoch [251][120/396] lr: 4.064e-04, eta: 1:07:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9180, loss_cls: 0.8640, loss: 0.8640, grad_norm: 4.0100, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7979, loss/aux0: 0.7979 2020-10-21 14:29:44,628 - mmaction - INFO - Epoch [251][120/396] lr: 4.064e-04, eta: 1:07:20, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9180, loss_cls: 0.8640, loss: 0.8640, grad_norm: 4.0213, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8091, loss/aux0: 0.8091 2020-10-21 14:30:21,066 - mmaction - INFO - Epoch [251][140/396] lr: 4.064e-04, eta: 1:06:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9227, loss_cls: 0.8388, loss: 0.8388, grad_norm: 3.8131, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8059, loss/aux0: 0.8059 2020-10-21 14:30:22,008 - mmaction - INFO - Epoch [251][140/396] lr: 4.064e-04, eta: 1:06:44, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9227, loss_cls: 0.8388, loss: 0.8388, grad_norm: 3.7870, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.7901, loss/aux0: 0.7901 2020-10-21 14:30:58,435 - mmaction - INFO - Epoch [251][160/396] lr: 4.064e-04, eta: 1:06:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9224, loss_cls: 0.8227, loss: 0.8227, grad_norm: 3.8596, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7780, loss/aux0: 0.7780 2020-10-21 14:30:59,457 - mmaction - INFO - Epoch [251][160/396] lr: 4.064e-04, eta: 1:06:08, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9224, loss_cls: 0.8227, loss: 0.8227, grad_norm: 3.8542, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7903, loss/aux0: 0.7903 2020-10-21 14:31:35,825 - mmaction - INFO - Epoch [251][180/396] lr: 4.064e-04, eta: 1:05:32, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9203, loss_cls: 0.8405, loss: 0.8405, grad_norm: 3.8299, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7825, loss/aux0: 0.7825 2020-10-21 14:31:36,770 - mmaction - INFO - Epoch [251][180/396] lr: 4.064e-04, eta: 1:05:33, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9203, loss_cls: 0.8405, loss: 0.8405, grad_norm: 3.8326, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7866, loss/aux0: 0.7866 2020-10-21 14:32:13,312 - mmaction - INFO - Epoch [251][200/396] lr: 4.064e-04, eta: 1:04:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7760, top5_acc: 0.9122, loss_cls: 0.8850, loss: 0.8850, grad_norm: 3.8913, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8140, loss/aux0: 0.8140 2020-10-21 14:32:14,230 - mmaction - INFO - Epoch [251][200/396] lr: 4.064e-04, eta: 1:04:57, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7760, top5_acc: 0.9122, loss_cls: 0.8850, loss: 0.8850, grad_norm: 3.9056, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8208, loss/aux0: 0.8208 2020-10-21 14:32:50,711 - mmaction - INFO - Epoch [251][220/396] lr: 4.064e-04, eta: 1:04:21, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9122, loss_cls: 0.8781, loss: 0.8781, grad_norm: 3.7958, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7831, loss/aux0: 0.7831 2020-10-21 14:32:51,647 - mmaction - INFO - Epoch [251][220/396] lr: 4.064e-04, eta: 1:04:21, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9122, loss_cls: 0.8781, loss: 0.8781, grad_norm: 3.8417, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7810, loss/aux0: 0.7810 2020-10-21 14:33:27,913 - mmaction - INFO - Epoch [251][240/396] lr: 4.064e-04, eta: 1:03:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9172, loss_cls: 0.8603, loss: 0.8603, grad_norm: 3.8318, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7757, loss/aux0: 0.7757 2020-10-21 14:33:28,846 - mmaction - INFO - Epoch [251][240/396] lr: 4.064e-04, eta: 1:03:45, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9172, loss_cls: 0.8603, loss: 0.8603, grad_norm: 3.8491, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7601, loss/aux0: 0.7601 2020-10-21 14:34:05,283 - mmaction - INFO - Epoch [251][260/396] lr: 4.064e-04, eta: 1:03:09, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9201, loss_cls: 0.8524, loss: 0.8524, grad_norm: 3.8889, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.7930, loss/aux0: 0.7930 2020-10-21 14:34:06,214 - mmaction - INFO - Epoch [251][260/396] lr: 4.064e-04, eta: 1:03:10, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9201, loss_cls: 0.8524, loss: 0.8524, grad_norm: 3.9006, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8001, loss/aux0: 0.8001 2020-10-21 14:34:42,561 - mmaction - INFO - Epoch [251][280/396] lr: 4.064e-04, eta: 1:02:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7852, top5_acc: 0.9177, loss_cls: 0.8603, loss: 0.8603, grad_norm: 3.7197, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7591, loss/aux0: 0.7591 2020-10-21 14:34:43,479 - mmaction - INFO - Epoch [251][280/396] lr: 4.064e-04, eta: 1:02:34, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7852, top5_acc: 0.9177, loss_cls: 0.8603, loss: 0.8603, grad_norm: 3.7151, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7537, loss/aux0: 0.7537 2020-10-21 14:35:19,939 - mmaction - INFO - Epoch [251][300/396] lr: 4.064e-04, eta: 1:01:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9167, loss_cls: 0.8716, loss: 0.8716, grad_norm: 3.9513, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7832, loss/aux0: 0.7832 2020-10-21 14:35:20,884 - mmaction - INFO - Epoch [251][300/396] lr: 4.064e-04, eta: 1:01:58, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9167, loss_cls: 0.8716, loss: 0.8716, grad_norm: 3.9440, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7857, loss/aux0: 0.7857 2020-10-21 14:35:57,191 - mmaction - INFO - Epoch [251][320/396] lr: 4.064e-04, eta: 1:01:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9109, loss_cls: 0.8735, loss: 0.8735, grad_norm: 3.7763, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7811, loss/aux0: 0.7811 2020-10-21 14:35:58,142 - mmaction - INFO - Epoch [251][320/396] lr: 4.064e-04, eta: 1:01:22, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9109, loss_cls: 0.8735, loss: 0.8735, grad_norm: 3.7861, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7931, loss/aux0: 0.7931 2020-10-21 14:36:34,390 - mmaction - INFO - Epoch [251][340/396] lr: 4.064e-04, eta: 1:00:46, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9182, loss_cls: 0.8392, loss: 0.8392, grad_norm: 3.6994, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7416, loss/aux0: 0.7416 2020-10-21 14:36:35,343 - mmaction - INFO - Epoch [251][340/396] lr: 4.064e-04, eta: 1:00:46, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9182, loss_cls: 0.8392, loss: 0.8392, grad_norm: 3.7230, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7384, loss/aux0: 0.7384 2020-10-21 14:37:11,744 - mmaction - INFO - Epoch [251][360/396] lr: 4.064e-04, eta: 1:00:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9138, loss_cls: 0.8830, loss: 0.8830, grad_norm: 3.8898, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8001, loss/aux0: 0.8001 2020-10-21 14:37:12,678 - mmaction - INFO - Epoch [251][360/396] lr: 4.064e-04, eta: 1:00:11, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9138, loss_cls: 0.8830, loss: 0.8830, grad_norm: 3.8610, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.7944, loss/aux0: 0.7944 2020-10-21 14:37:48,990 - mmaction - INFO - Epoch [251][380/396] lr: 4.064e-04, eta: 0:59:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9216, loss_cls: 0.8658, loss: 0.8658, grad_norm: 3.8389, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7987, loss/aux0: 0.7987 2020-10-21 14:37:49,929 - mmaction - INFO - Epoch [251][380/396] lr: 4.064e-04, eta: 0:59:35, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9216, loss_cls: 0.8658, loss: 0.8658, grad_norm: 3.8428, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7984, loss/aux0: 0.7984 2020-10-21 14:43:16,916 - mmaction - INFO - Epoch [252][20/396] lr: 2.823e-04, eta: 0:58:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9232, loss_cls: 0.8370, loss: 0.8370, grad_norm: 3.9331, top1_acc/aux0: 0.7908, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8076, loss/aux0: 0.8076 2020-10-21 14:43:17,843 - mmaction - INFO - Epoch [252][20/396] lr: 2.823e-04, eta: 0:58:30, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9232, loss_cls: 0.8370, loss: 0.8370, grad_norm: 3.9119, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8044, loss/aux0: 0.8044 2020-10-21 14:43:53,912 - mmaction - INFO - Epoch [252][40/396] lr: 2.823e-04, eta: 0:57:54, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7898, top5_acc: 0.9206, loss_cls: 0.8429, loss: 0.8429, grad_norm: 3.8434, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8019, loss/aux0: 0.8019 2020-10-21 14:43:54,836 - mmaction - INFO - Epoch [252][40/396] lr: 2.823e-04, eta: 0:57:54, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.7898, top5_acc: 0.9206, loss_cls: 0.8429, loss: 0.8429, grad_norm: 3.8221, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8012, loss/aux0: 0.8012 2020-10-21 14:44:30,935 - mmaction - INFO - Epoch [252][60/396] lr: 2.823e-04, eta: 0:57:18, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7833, top5_acc: 0.9161, loss_cls: 0.8747, loss: 0.8747, grad_norm: 3.7241, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7316, loss/aux0: 0.7316 2020-10-21 14:44:31,896 - mmaction - INFO - Epoch [252][60/396] lr: 2.823e-04, eta: 0:57:18, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.7833, top5_acc: 0.9161, loss_cls: 0.8747, loss: 0.8747, grad_norm: 3.7570, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7347, loss/aux0: 0.7347 2020-10-21 14:45:08,381 - mmaction - INFO - Epoch [252][80/396] lr: 2.823e-04, eta: 0:56:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7828, top5_acc: 0.9133, loss_cls: 0.8764, loss: 0.8764, grad_norm: 3.8568, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7538, loss/aux0: 0.7538 2020-10-21 14:45:09,362 - mmaction - INFO - Epoch [252][80/396] lr: 2.823e-04, eta: 0:56:42, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.7828, top5_acc: 0.9133, loss_cls: 0.8764, loss: 0.8764, grad_norm: 3.8573, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7554, loss/aux0: 0.7554 2020-10-21 14:45:45,945 - mmaction - INFO - Epoch [252][100/396] lr: 2.823e-04, eta: 0:56:06, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9143, loss_cls: 0.8561, loss: 0.8561, grad_norm: 3.6810, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.7707, loss/aux0: 0.7707 2020-10-21 14:45:46,917 - mmaction - INFO - Epoch [252][100/396] lr: 2.823e-04, eta: 0:56:07, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9143, loss_cls: 0.8561, loss: 0.8561, grad_norm: 3.6954, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7687, loss/aux0: 0.7687 2020-10-21 14:46:23,176 - mmaction - INFO - Epoch [252][120/396] lr: 2.823e-04, eta: 0:55:30, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9167, loss_cls: 0.8571, loss: 0.8571, grad_norm: 3.7119, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7735, loss/aux0: 0.7735 2020-10-21 14:46:24,100 - mmaction - INFO - Epoch [252][120/396] lr: 2.823e-04, eta: 0:55:31, time: 0.926, data_time: 0.001, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9167, loss_cls: 0.8571, loss: 0.8571, grad_norm: 3.7395, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7704, loss/aux0: 0.7704 2020-10-21 14:47:00,423 - mmaction - INFO - Epoch [252][140/396] lr: 2.823e-04, eta: 0:54:55, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7789, top5_acc: 0.9156, loss_cls: 0.8810, loss: 0.8810, grad_norm: 3.8704, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7702, loss/aux0: 0.7702 2020-10-21 14:47:01,361 - mmaction - INFO - Epoch [252][140/396] lr: 2.823e-04, eta: 0:54:55, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7789, top5_acc: 0.9156, loss_cls: 0.8810, loss: 0.8810, grad_norm: 3.8920, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7733, loss/aux0: 0.7733 2020-10-21 14:47:37,516 - mmaction - INFO - Epoch [252][160/396] lr: 2.823e-04, eta: 0:54:19, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7935, top5_acc: 0.9201, loss_cls: 0.8327, loss: 0.8327, grad_norm: 3.7780, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7682, loss/aux0: 0.7682 2020-10-21 14:47:38,467 - mmaction - INFO - Epoch [252][160/396] lr: 2.823e-04, eta: 0:54:19, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7935, top5_acc: 0.9201, loss_cls: 0.8327, loss: 0.8327, grad_norm: 3.7740, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7673, loss/aux0: 0.7673 2020-10-21 14:48:14,835 - mmaction - INFO - Epoch [252][180/396] lr: 2.823e-04, eta: 0:53:43, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7870, top5_acc: 0.9234, loss_cls: 0.8396, loss: 0.8396, grad_norm: 3.8723, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7974, loss/aux0: 0.7974 2020-10-21 14:48:15,763 - mmaction - INFO - Epoch [252][180/396] lr: 2.823e-04, eta: 0:53:43, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7870, top5_acc: 0.9234, loss_cls: 0.8396, loss: 0.8396, grad_norm: 3.8992, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8117, loss/aux0: 0.8117 2020-10-21 14:48:52,146 - mmaction - INFO - Epoch [252][200/396] lr: 2.823e-04, eta: 0:53:07, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9190, loss_cls: 0.8557, loss: 0.8557, grad_norm: 3.8106, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7929, loss/aux0: 0.7929 2020-10-21 14:48:53,095 - mmaction - INFO - Epoch [252][200/396] lr: 2.823e-04, eta: 0:53:08, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9190, loss_cls: 0.8557, loss: 0.8557, grad_norm: 3.8118, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7740, loss/aux0: 0.7740 2020-10-21 14:49:29,606 - mmaction - INFO - Epoch [252][220/396] lr: 2.823e-04, eta: 0:52:32, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9216, loss_cls: 0.8146, loss: 0.8146, grad_norm: 3.8684, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8097, loss/aux0: 0.8097 2020-10-21 14:49:30,543 - mmaction - INFO - Epoch [252][220/396] lr: 2.823e-04, eta: 0:52:32, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9216, loss_cls: 0.8146, loss: 0.8146, grad_norm: 3.8727, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8202, loss/aux0: 0.8202 2020-10-21 14:50:06,894 - mmaction - INFO - Epoch [252][240/396] lr: 2.823e-04, eta: 0:51:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9133, loss_cls: 0.8685, loss: 0.8685, grad_norm: 3.8377, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.7837, loss/aux0: 0.7837 2020-10-21 14:50:07,821 - mmaction - INFO - Epoch [252][240/396] lr: 2.823e-04, eta: 0:51:56, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9133, loss_cls: 0.8685, loss: 0.8685, grad_norm: 3.8457, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7822, loss/aux0: 0.7822 2020-10-21 14:50:44,176 - mmaction - INFO - Epoch [252][260/396] lr: 2.823e-04, eta: 0:51:20, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.7911, top5_acc: 0.9229, loss_cls: 0.8196, loss: 0.8196, grad_norm: 3.8416, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7650, loss/aux0: 0.7650 2020-10-21 14:50:45,111 - mmaction - INFO - Epoch [252][260/396] lr: 2.823e-04, eta: 0:51:20, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.7911, top5_acc: 0.9229, loss_cls: 0.8196, loss: 0.8196, grad_norm: 3.8449, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7620, loss/aux0: 0.7620 2020-10-21 14:51:21,570 - mmaction - INFO - Epoch [252][280/396] lr: 2.823e-04, eta: 0:50:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7680, top5_acc: 0.9187, loss_cls: 0.8894, loss: 0.8894, grad_norm: 3.8678, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7615, loss/aux0: 0.7615 2020-10-21 14:51:22,525 - mmaction - INFO - Epoch [252][280/396] lr: 2.823e-04, eta: 0:50:44, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7680, top5_acc: 0.9187, loss_cls: 0.8894, loss: 0.8894, grad_norm: 3.8734, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7688, loss/aux0: 0.7688 2020-10-21 14:51:58,934 - mmaction - INFO - Epoch [252][300/396] lr: 2.823e-04, eta: 0:50:08, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7906, top5_acc: 0.9232, loss_cls: 0.8211, loss: 0.8211, grad_norm: 3.8915, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7953, loss/aux0: 0.7953 2020-10-21 14:51:59,935 - mmaction - INFO - Epoch [252][300/396] lr: 2.823e-04, eta: 0:50:09, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7906, top5_acc: 0.9232, loss_cls: 0.8211, loss: 0.8211, grad_norm: 3.9227, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7900, loss/aux0: 0.7900 2020-10-21 14:52:36,410 - mmaction - INFO - Epoch [252][320/396] lr: 2.823e-04, eta: 0:49:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7807, top5_acc: 0.9182, loss_cls: 0.8551, loss: 0.8551, grad_norm: 4.0067, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7945, loss/aux0: 0.7945 2020-10-21 14:52:37,346 - mmaction - INFO - Epoch [252][320/396] lr: 2.823e-04, eta: 0:49:33, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7807, top5_acc: 0.9182, loss_cls: 0.8551, loss: 0.8551, grad_norm: 4.0121, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7995, loss/aux0: 0.7995 2020-10-21 14:53:13,579 - mmaction - INFO - Epoch [252][340/396] lr: 2.823e-04, eta: 0:48:57, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7883, top5_acc: 0.9240, loss_cls: 0.8139, loss: 0.8139, grad_norm: 3.7918, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8098, loss/aux0: 0.8098 2020-10-21 14:53:14,515 - mmaction - INFO - Epoch [252][340/396] lr: 2.823e-04, eta: 0:48:57, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7883, top5_acc: 0.9240, loss_cls: 0.8139, loss: 0.8139, grad_norm: 3.7867, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.7957, loss/aux0: 0.7957 2020-10-21 14:53:50,838 - mmaction - INFO - Epoch [252][360/396] lr: 2.823e-04, eta: 0:48:21, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9107, loss_cls: 0.8898, loss: 0.8898, grad_norm: 3.8431, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7770, loss/aux0: 0.7770 2020-10-21 14:53:51,792 - mmaction - INFO - Epoch [252][360/396] lr: 2.823e-04, eta: 0:48:21, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9107, loss_cls: 0.8898, loss: 0.8898, grad_norm: 3.8257, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7868, loss/aux0: 0.7868 2020-10-21 14:54:28,065 - mmaction - INFO - Epoch [252][380/396] lr: 2.823e-04, eta: 0:47:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9141, loss_cls: 0.8445, loss: 0.8445, grad_norm: 3.8287, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8046, loss/aux0: 0.8046 2020-10-21 14:54:28,986 - mmaction - INFO - Epoch [252][380/396] lr: 2.823e-04, eta: 0:47:45, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9141, loss_cls: 0.8445, loss: 0.8445, grad_norm: 3.8071, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8047, loss/aux0: 0.8047 2020-10-21 14:59:52,733 - mmaction - INFO - Epoch [253][20/396] lr: 1.807e-04, eta: 0:46:40, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.7867, top5_acc: 0.9164, loss_cls: 0.8601, loss: 0.8601, grad_norm: 3.8950, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.8113, loss/aux0: 0.8113 2020-10-21 14:59:53,687 - mmaction - INFO - Epoch [253][20/396] lr: 1.807e-04, eta: 0:46:41, time: 0.919, data_time: 0.004, memory: 8466, top1_acc: 0.7867, top5_acc: 0.9164, loss_cls: 0.8601, loss: 0.8601, grad_norm: 3.8687, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8049, loss/aux0: 0.8049 2020-10-21 15:00:36,083 - mmaction - INFO - Epoch [253][40/396] lr: 1.807e-04, eta: 0:46:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7917, top5_acc: 0.9242, loss_cls: 0.8177, loss: 0.8177, grad_norm: 3.7707, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7539, loss/aux0: 0.7539 2020-10-21 15:00:37,431 - mmaction - INFO - Epoch [253][40/396] lr: 1.807e-04, eta: 0:46:05, time: 0.960, data_time: 0.031, memory: 8466, top1_acc: 0.7917, top5_acc: 0.9242, loss_cls: 0.8177, loss: 0.8177, grad_norm: 3.7789, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7630, loss/aux0: 0.7630 2020-10-21 15:01:13,670 - mmaction - INFO - Epoch [253][60/396] lr: 1.807e-04, eta: 0:45:29, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.8528, loss: 0.8528, grad_norm: 3.8047, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7577, loss/aux0: 0.7577 2020-10-21 15:01:14,595 - mmaction - INFO - Epoch [253][60/396] lr: 1.807e-04, eta: 0:45:29, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.8528, loss: 0.8528, grad_norm: 3.7836, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7560, loss/aux0: 0.7560 2020-10-21 15:01:50,916 - mmaction - INFO - Epoch [253][80/396] lr: 1.807e-04, eta: 0:44:53, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7771, top5_acc: 0.9188, loss_cls: 0.8605, loss: 0.8605, grad_norm: 3.7551, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7678, loss/aux0: 0.7678 2020-10-21 15:01:51,849 - mmaction - INFO - Epoch [253][80/396] lr: 1.807e-04, eta: 0:44:53, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7771, top5_acc: 0.9188, loss_cls: 0.8605, loss: 0.8605, grad_norm: 3.7279, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7609, loss/aux0: 0.7609 2020-10-21 15:02:28,332 - mmaction - INFO - Epoch [253][100/396] lr: 1.807e-04, eta: 0:44:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9159, loss_cls: 0.8793, loss: 0.8793, grad_norm: 3.7916, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7360, loss/aux0: 0.7360 2020-10-21 15:02:29,272 - mmaction - INFO - Epoch [253][100/396] lr: 1.807e-04, eta: 0:44:17, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9159, loss_cls: 0.8793, loss: 0.8793, grad_norm: 3.8139, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7432, loss/aux0: 0.7432 2020-10-21 15:03:05,698 - mmaction - INFO - Epoch [253][120/396] lr: 1.807e-04, eta: 0:43:41, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9125, loss_cls: 0.8739, loss: 0.8739, grad_norm: 3.7342, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7493, loss/aux0: 0.7493 2020-10-21 15:03:06,631 - mmaction - INFO - Epoch [253][120/396] lr: 1.807e-04, eta: 0:43:42, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9125, loss_cls: 0.8739, loss: 0.8739, grad_norm: 3.7177, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7484, loss/aux0: 0.7484 2020-10-21 15:03:42,956 - mmaction - INFO - Epoch [253][140/396] lr: 1.807e-04, eta: 0:43:05, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7784, top5_acc: 0.9180, loss_cls: 0.8592, loss: 0.8592, grad_norm: 3.7883, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7840, loss/aux0: 0.7840 2020-10-21 15:03:43,924 - mmaction - INFO - Epoch [253][140/396] lr: 1.807e-04, eta: 0:43:06, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7784, top5_acc: 0.9180, loss_cls: 0.8592, loss: 0.8592, grad_norm: 3.8076, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7846, loss/aux0: 0.7846 2020-10-21 15:04:20,267 - mmaction - INFO - Epoch [253][160/396] lr: 1.807e-04, eta: 0:42:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7818, top5_acc: 0.9151, loss_cls: 0.8580, loss: 0.8580, grad_norm: 3.7505, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7770, loss/aux0: 0.7770 2020-10-21 15:04:21,193 - mmaction - INFO - Epoch [253][160/396] lr: 1.807e-04, eta: 0:42:30, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.7818, top5_acc: 0.9151, loss_cls: 0.8580, loss: 0.8580, grad_norm: 3.7691, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.7840, loss/aux0: 0.7840 2020-10-21 15:04:57,601 - mmaction - INFO - Epoch [253][180/396] lr: 1.807e-04, eta: 0:41:54, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9096, loss_cls: 0.8896, loss: 0.8896, grad_norm: 3.9574, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8134, loss/aux0: 0.8134 2020-10-21 15:04:58,522 - mmaction - INFO - Epoch [253][180/396] lr: 1.807e-04, eta: 0:41:54, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9096, loss_cls: 0.8896, loss: 0.8896, grad_norm: 3.9459, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7978, loss/aux0: 0.7978 2020-10-21 15:05:34,868 - mmaction - INFO - Epoch [253][200/396] lr: 1.807e-04, eta: 0:41:18, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9211, loss_cls: 0.8486, loss: 0.8486, grad_norm: 3.8365, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8227, loss/aux0: 0.8227 2020-10-21 15:05:35,815 - mmaction - INFO - Epoch [253][200/396] lr: 1.807e-04, eta: 0:41:18, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9211, loss_cls: 0.8486, loss: 0.8486, grad_norm: 3.8641, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8300, loss/aux0: 0.8300 2020-10-21 15:06:12,185 - mmaction - INFO - Epoch [253][220/396] lr: 1.807e-04, eta: 0:40:42, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9151, loss_cls: 0.8612, loss: 0.8612, grad_norm: 3.8938, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7792, loss/aux0: 0.7792 2020-10-21 15:06:13,139 - mmaction - INFO - Epoch [253][220/396] lr: 1.807e-04, eta: 0:40:43, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9151, loss_cls: 0.8612, loss: 0.8612, grad_norm: 3.9070, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7860, loss/aux0: 0.7860 2020-10-21 15:06:49,435 - mmaction - INFO - Epoch [253][240/396] lr: 1.807e-04, eta: 0:40:06, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9260, loss_cls: 0.8113, loss: 0.8113, grad_norm: 3.6883, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7467, loss/aux0: 0.7467 2020-10-21 15:06:50,386 - mmaction - INFO - Epoch [253][240/396] lr: 1.807e-04, eta: 0:40:07, time: 0.932, data_time: 0.005, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9260, loss_cls: 0.8113, loss: 0.8113, grad_norm: 3.6972, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7362, loss/aux0: 0.7362 2020-10-21 15:07:26,888 - mmaction - INFO - Epoch [253][260/396] lr: 1.807e-04, eta: 0:39:31, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7893, top5_acc: 0.9185, loss_cls: 0.8419, loss: 0.8419, grad_norm: 3.8471, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7842, loss/aux0: 0.7842 2020-10-21 15:07:27,822 - mmaction - INFO - Epoch [253][260/396] lr: 1.807e-04, eta: 0:39:31, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.7893, top5_acc: 0.9185, loss_cls: 0.8419, loss: 0.8419, grad_norm: 3.8997, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.7973, loss/aux0: 0.7973 2020-10-21 15:08:04,243 - mmaction - INFO - Epoch [253][280/396] lr: 1.807e-04, eta: 0:38:55, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9133, loss_cls: 0.8961, loss: 0.8961, grad_norm: 3.9432, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8179, loss/aux0: 0.8179 2020-10-21 15:08:05,194 - mmaction - INFO - Epoch [253][280/396] lr: 1.807e-04, eta: 0:38:55, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9133, loss_cls: 0.8961, loss: 0.8961, grad_norm: 3.9177, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8059, loss/aux0: 0.8059 2020-10-21 15:08:41,442 - mmaction - INFO - Epoch [253][300/396] lr: 1.807e-04, eta: 0:38:19, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7865, top5_acc: 0.9177, loss_cls: 0.8319, loss: 0.8319, grad_norm: 3.7666, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7792, loss/aux0: 0.7792 2020-10-21 15:08:42,383 - mmaction - INFO - Epoch [253][300/396] lr: 1.807e-04, eta: 0:38:19, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7865, top5_acc: 0.9177, loss_cls: 0.8319, loss: 0.8319, grad_norm: 3.7663, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7824, loss/aux0: 0.7824 2020-10-21 15:09:18,843 - mmaction - INFO - Epoch [253][320/396] lr: 1.807e-04, eta: 0:37:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9180, loss_cls: 0.8394, loss: 0.8394, grad_norm: 3.7913, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7923, loss/aux0: 0.7923 2020-10-21 15:09:19,780 - mmaction - INFO - Epoch [253][320/396] lr: 1.807e-04, eta: 0:37:44, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9180, loss_cls: 0.8394, loss: 0.8394, grad_norm: 3.8149, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7968, loss/aux0: 0.7968 2020-10-21 15:09:56,210 - mmaction - INFO - Epoch [253][340/396] lr: 1.807e-04, eta: 0:37:07, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9211, loss_cls: 0.8445, loss: 0.8445, grad_norm: 3.7252, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7672, loss/aux0: 0.7672 2020-10-21 15:09:57,173 - mmaction - INFO - Epoch [253][340/396] lr: 1.807e-04, eta: 0:37:08, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9211, loss_cls: 0.8445, loss: 0.8445, grad_norm: 3.7341, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7578, loss/aux0: 0.7578 2020-10-21 15:10:33,385 - mmaction - INFO - Epoch [253][360/396] lr: 1.807e-04, eta: 0:36:32, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7750, top5_acc: 0.9169, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.9028, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7682, loss/aux0: 0.7682 2020-10-21 15:10:34,350 - mmaction - INFO - Epoch [253][360/396] lr: 1.807e-04, eta: 0:36:32, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7750, top5_acc: 0.9169, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.9000, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.7741, loss/aux0: 0.7741 2020-10-21 15:11:10,681 - mmaction - INFO - Epoch [253][380/396] lr: 1.807e-04, eta: 0:35:56, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7820, top5_acc: 0.9128, loss_cls: 0.8581, loss: 0.8581, grad_norm: 3.8684, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8334, loss/aux0: 0.8334 2020-10-21 15:11:11,619 - mmaction - INFO - Epoch [253][380/396] lr: 1.807e-04, eta: 0:35:56, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7820, top5_acc: 0.9128, loss_cls: 0.8581, loss: 0.8581, grad_norm: 3.8329, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8358, loss/aux0: 0.8358 2020-10-21 15:16:49,024 - mmaction - INFO - Epoch [254][20/396] lr: 1.016e-04, eta: 0:34:51, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7909, top5_acc: 0.9234, loss_cls: 0.8121, loss: 0.8121, grad_norm: 3.8284, top1_acc/aux0: 0.8059, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7729, loss/aux0: 0.7729 2020-10-21 15:16:50,010 - mmaction - INFO - Epoch [254][20/396] lr: 1.016e-04, eta: 0:34:51, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.7909, top5_acc: 0.9234, loss_cls: 0.8121, loss: 0.8121, grad_norm: 3.8081, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7793, loss/aux0: 0.7793 2020-10-21 15:17:26,049 - mmaction - INFO - Epoch [254][40/396] lr: 1.016e-04, eta: 0:34:15, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7995, top5_acc: 0.9177, loss_cls: 0.8225, loss: 0.8225, grad_norm: 3.8602, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7956, loss/aux0: 0.7956 2020-10-21 15:17:27,183 - mmaction - INFO - Epoch [254][40/396] lr: 1.016e-04, eta: 0:34:16, time: 0.935, data_time: 0.013, memory: 8466, top1_acc: 0.7995, top5_acc: 0.9177, loss_cls: 0.8225, loss: 0.8225, grad_norm: 3.8622, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7952, loss/aux0: 0.7952 2020-10-21 15:18:03,447 - mmaction - INFO - Epoch [254][60/396] lr: 1.016e-04, eta: 0:33:39, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7789, top5_acc: 0.9206, loss_cls: 0.8345, loss: 0.8345, grad_norm: 3.8383, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7533, loss/aux0: 0.7533 2020-10-21 15:18:04,379 - mmaction - INFO - Epoch [254][60/396] lr: 1.016e-04, eta: 0:33:40, time: 0.928, data_time: 0.006, memory: 8466, top1_acc: 0.7789, top5_acc: 0.9206, loss_cls: 0.8345, loss: 0.8345, grad_norm: 3.8072, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7366, loss/aux0: 0.7366 2020-10-21 15:18:40,511 - mmaction - INFO - Epoch [254][80/396] lr: 1.016e-04, eta: 0:33:04, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9211, loss_cls: 0.8311, loss: 0.8311, grad_norm: 3.8392, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7818, loss/aux0: 0.7818 2020-10-21 15:18:41,461 - mmaction - INFO - Epoch [254][80/396] lr: 1.016e-04, eta: 0:33:04, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9211, loss_cls: 0.8311, loss: 0.8311, grad_norm: 3.8827, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7934, loss/aux0: 0.7934 2020-10-21 15:19:17,747 - mmaction - INFO - Epoch [254][100/396] lr: 1.016e-04, eta: 0:32:28, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9198, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.9051, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.7902, loss/aux0: 0.7902 2020-10-21 15:19:18,692 - mmaction - INFO - Epoch [254][100/396] lr: 1.016e-04, eta: 0:32:28, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9198, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.9073, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7850, loss/aux0: 0.7850 2020-10-21 15:19:55,040 - mmaction - INFO - Epoch [254][120/396] lr: 1.016e-04, eta: 0:31:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7891, top5_acc: 0.9203, loss_cls: 0.8253, loss: 0.8253, grad_norm: 3.7754, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7140, loss/aux0: 0.7140 2020-10-21 15:19:55,983 - mmaction - INFO - Epoch [254][120/396] lr: 1.016e-04, eta: 0:31:52, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.7891, top5_acc: 0.9203, loss_cls: 0.8253, loss: 0.8253, grad_norm: 3.7660, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7203, loss/aux0: 0.7203 2020-10-21 15:20:32,117 - mmaction - INFO - Epoch [254][140/396] lr: 1.016e-04, eta: 0:31:16, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7956, top5_acc: 0.9237, loss_cls: 0.8236, loss: 0.8236, grad_norm: 3.7511, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7570, loss/aux0: 0.7570 2020-10-21 15:20:33,040 - mmaction - INFO - Epoch [254][140/396] lr: 1.016e-04, eta: 0:31:16, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7956, top5_acc: 0.9237, loss_cls: 0.8236, loss: 0.8236, grad_norm: 3.7409, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7617, loss/aux0: 0.7617 2020-10-21 15:21:09,502 - mmaction - INFO - Epoch [254][160/396] lr: 1.016e-04, eta: 0:30:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9190, loss_cls: 0.8624, loss: 0.8624, grad_norm: 3.9134, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7722, loss/aux0: 0.7722 2020-10-21 15:21:10,455 - mmaction - INFO - Epoch [254][160/396] lr: 1.016e-04, eta: 0:30:41, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9190, loss_cls: 0.8624, loss: 0.8624, grad_norm: 3.9376, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7691, loss/aux0: 0.7691 2020-10-21 15:21:46,708 - mmaction - INFO - Epoch [254][180/396] lr: 1.016e-04, eta: 0:30:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9180, loss_cls: 0.8568, loss: 0.8568, grad_norm: 3.8129, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8178, loss/aux0: 0.8178 2020-10-21 15:21:47,627 - mmaction - INFO - Epoch [254][180/396] lr: 1.016e-04, eta: 0:30:05, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9180, loss_cls: 0.8568, loss: 0.8568, grad_norm: 3.8337, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8141, loss/aux0: 0.8141 2020-10-21 15:22:23,852 - mmaction - INFO - Epoch [254][200/396] lr: 1.016e-04, eta: 0:29:29, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7977, top5_acc: 0.9211, loss_cls: 0.8177, loss: 0.8177, grad_norm: 3.7860, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.7717, loss/aux0: 0.7717 2020-10-21 15:22:24,790 - mmaction - INFO - Epoch [254][200/396] lr: 1.016e-04, eta: 0:29:29, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7977, top5_acc: 0.9211, loss_cls: 0.8177, loss: 0.8177, grad_norm: 3.7817, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7742, loss/aux0: 0.7742 2020-10-21 15:23:00,865 - mmaction - INFO - Epoch [254][220/396] lr: 1.016e-04, eta: 0:28:53, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9141, loss_cls: 0.8561, loss: 0.8561, grad_norm: 3.9343, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8313, loss/aux0: 0.8313 2020-10-21 15:23:01,816 - mmaction - INFO - Epoch [254][220/396] lr: 1.016e-04, eta: 0:28:53, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9141, loss_cls: 0.8561, loss: 0.8561, grad_norm: 3.9414, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8312, loss/aux0: 0.8312 2020-10-21 15:23:38,096 - mmaction - INFO - Epoch [254][240/396] lr: 1.016e-04, eta: 0:28:17, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7922, top5_acc: 0.9195, loss_cls: 0.8304, loss: 0.8304, grad_norm: 3.7235, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7195, loss/aux0: 0.7195 2020-10-21 15:23:39,023 - mmaction - INFO - Epoch [254][240/396] lr: 1.016e-04, eta: 0:28:17, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7922, top5_acc: 0.9195, loss_cls: 0.8304, loss: 0.8304, grad_norm: 3.7405, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7186, loss/aux0: 0.7186 2020-10-21 15:24:15,390 - mmaction - INFO - Epoch [254][260/396] lr: 1.016e-04, eta: 0:27:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7878, top5_acc: 0.9187, loss_cls: 0.8462, loss: 0.8462, grad_norm: 3.8335, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8035, loss/aux0: 0.8035 2020-10-21 15:24:16,320 - mmaction - INFO - Epoch [254][260/396] lr: 1.016e-04, eta: 0:27:42, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7878, top5_acc: 0.9187, loss_cls: 0.8462, loss: 0.8462, grad_norm: 3.8359, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8032, loss/aux0: 0.8032 2020-10-21 15:24:52,468 - mmaction - INFO - Epoch [254][280/396] lr: 1.016e-04, eta: 0:27:06, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7841, top5_acc: 0.9224, loss_cls: 0.8322, loss: 0.8322, grad_norm: 3.8216, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7617, loss/aux0: 0.7617 2020-10-21 15:24:53,431 - mmaction - INFO - Epoch [254][280/396] lr: 1.016e-04, eta: 0:27:06, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7841, top5_acc: 0.9224, loss_cls: 0.8322, loss: 0.8322, grad_norm: 3.8417, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7625, loss/aux0: 0.7625 2020-10-21 15:25:29,720 - mmaction - INFO - Epoch [254][300/396] lr: 1.016e-04, eta: 0:26:30, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7870, top5_acc: 0.9227, loss_cls: 0.8332, loss: 0.8332, grad_norm: 3.7092, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7898, loss/aux0: 0.7898 2020-10-21 15:25:30,636 - mmaction - INFO - Epoch [254][300/396] lr: 1.016e-04, eta: 0:26:30, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.7870, top5_acc: 0.9227, loss_cls: 0.8332, loss: 0.8332, grad_norm: 3.6977, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7918, loss/aux0: 0.7918 2020-10-21 15:26:06,907 - mmaction - INFO - Epoch [254][320/396] lr: 1.016e-04, eta: 0:25:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7677, top5_acc: 0.9167, loss_cls: 0.9067, loss: 0.9067, grad_norm: 4.0082, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.7856, loss/aux0: 0.7856 2020-10-21 15:26:07,844 - mmaction - INFO - Epoch [254][320/396] lr: 1.016e-04, eta: 0:25:54, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7677, top5_acc: 0.9167, loss_cls: 0.9067, loss: 0.9067, grad_norm: 4.0083, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7751, loss/aux0: 0.7751 2020-10-21 15:26:44,332 - mmaction - INFO - Epoch [254][340/396] lr: 1.016e-04, eta: 0:25:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7805, top5_acc: 0.9193, loss_cls: 0.8416, loss: 0.8416, grad_norm: 3.8270, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7625, loss/aux0: 0.7625 2020-10-21 15:26:45,298 - mmaction - INFO - Epoch [254][340/396] lr: 1.016e-04, eta: 0:25:18, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7805, top5_acc: 0.9193, loss_cls: 0.8416, loss: 0.8416, grad_norm: 3.8453, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7709, loss/aux0: 0.7709 2020-10-21 15:27:21,585 - mmaction - INFO - Epoch [254][360/396] lr: 1.016e-04, eta: 0:24:42, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9130, loss_cls: 0.8849, loss: 0.8849, grad_norm: 3.8571, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8171, loss/aux0: 0.8171 2020-10-21 15:27:22,528 - mmaction - INFO - Epoch [254][360/396] lr: 1.016e-04, eta: 0:24:43, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9130, loss_cls: 0.8849, loss: 0.8849, grad_norm: 3.8832, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8213, loss/aux0: 0.8213 2020-10-21 15:27:58,832 - mmaction - INFO - Epoch [254][380/396] lr: 1.016e-04, eta: 0:24:07, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9198, loss_cls: 0.8236, loss: 0.8236, grad_norm: 3.8070, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7905, loss/aux0: 0.7905 2020-10-21 15:27:59,781 - mmaction - INFO - Epoch [254][380/396] lr: 1.016e-04, eta: 0:24:07, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9198, loss_cls: 0.8236, loss: 0.8236, grad_norm: 3.7951, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7857, loss/aux0: 0.7857 2020-10-21 15:34:06,137 - mmaction - INFO - Epoch [255][20/396] lr: 4.518e-05, eta: 0:23:02, time: 0.918, data_time: 0.000, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9154, loss_cls: 0.8651, loss: 0.8651, grad_norm: 3.7415, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7892, loss/aux0: 0.7892 2020-10-21 15:34:07,090 - mmaction - INFO - Epoch [255][20/396] lr: 4.518e-05, eta: 0:23:02, time: 0.926, data_time: 0.007, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9154, loss_cls: 0.8651, loss: 0.8651, grad_norm: 3.7361, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7885, loss/aux0: 0.7885 2020-10-21 15:34:43,016 - mmaction - INFO - Epoch [255][40/396] lr: 4.518e-05, eta: 0:22:26, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9258, loss_cls: 0.8144, loss: 0.8144, grad_norm: 3.7966, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.7984, loss/aux0: 0.7984 2020-10-21 15:34:43,943 - mmaction - INFO - Epoch [255][40/396] lr: 4.518e-05, eta: 0:22:26, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9258, loss_cls: 0.8144, loss: 0.8144, grad_norm: 3.8094, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8123, loss/aux0: 0.8123 2020-10-21 15:35:20,385 - mmaction - INFO - Epoch [255][60/396] lr: 4.518e-05, eta: 0:21:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7682, top5_acc: 0.9154, loss_cls: 0.8659, loss: 0.8659, grad_norm: 3.8595, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.7907, loss/aux0: 0.7907 2020-10-21 15:35:21,330 - mmaction - INFO - Epoch [255][60/396] lr: 4.518e-05, eta: 0:21:50, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7682, top5_acc: 0.9154, loss_cls: 0.8659, loss: 0.8659, grad_norm: 3.8478, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7769, loss/aux0: 0.7769 2020-10-21 15:35:57,558 - mmaction - INFO - Epoch [255][80/396] lr: 4.518e-05, eta: 0:21:15, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7990, top5_acc: 0.9211, loss_cls: 0.8150, loss: 0.8150, grad_norm: 3.8603, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7763, loss/aux0: 0.7763 2020-10-21 15:35:58,500 - mmaction - INFO - Epoch [255][80/396] lr: 4.518e-05, eta: 0:21:15, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.7990, top5_acc: 0.9211, loss_cls: 0.8150, loss: 0.8150, grad_norm: 3.8532, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7760, loss/aux0: 0.7760 2020-10-21 15:36:34,723 - mmaction - INFO - Epoch [255][100/396] lr: 4.518e-05, eta: 0:20:39, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9190, loss_cls: 0.8380, loss: 0.8380, grad_norm: 3.9045, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8284, loss/aux0: 0.8284 2020-10-21 15:36:35,650 - mmaction - INFO - Epoch [255][100/396] lr: 4.518e-05, eta: 0:20:39, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9190, loss_cls: 0.8380, loss: 0.8380, grad_norm: 3.9189, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8377, loss/aux0: 0.8377 2020-10-21 15:37:12,293 - mmaction - INFO - Epoch [255][120/396] lr: 4.518e-05, eta: 0:20:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7813, top5_acc: 0.9172, loss_cls: 0.8461, loss: 0.8461, grad_norm: 3.8348, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8089, loss/aux0: 0.8089 2020-10-21 15:37:13,229 - mmaction - INFO - Epoch [255][120/396] lr: 4.518e-05, eta: 0:20:03, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.7813, top5_acc: 0.9172, loss_cls: 0.8461, loss: 0.8461, grad_norm: 3.8069, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7963, loss/aux0: 0.7963 2020-10-21 15:37:49,692 - mmaction - INFO - Epoch [255][140/396] lr: 4.518e-05, eta: 0:19:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9227, loss_cls: 0.8408, loss: 0.8408, grad_norm: 3.8541, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7904, loss/aux0: 0.7904 2020-10-21 15:37:50,632 - mmaction - INFO - Epoch [255][140/396] lr: 4.518e-05, eta: 0:19:27, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9227, loss_cls: 0.8408, loss: 0.8408, grad_norm: 3.8608, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7896, loss/aux0: 0.7896 2020-10-21 15:38:27,302 - mmaction - INFO - Epoch [255][160/396] lr: 4.518e-05, eta: 0:18:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9146, loss_cls: 0.8640, loss: 0.8640, grad_norm: 3.8463, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7536, loss/aux0: 0.7536 2020-10-21 15:38:28,279 - mmaction - INFO - Epoch [255][160/396] lr: 4.518e-05, eta: 0:18:51, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9146, loss_cls: 0.8640, loss: 0.8640, grad_norm: 3.8566, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7651, loss/aux0: 0.7651 2020-10-21 15:39:04,391 - mmaction - INFO - Epoch [255][180/396] lr: 4.518e-05, eta: 0:18:15, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7784, top5_acc: 0.9156, loss_cls: 0.8568, loss: 0.8568, grad_norm: 3.9281, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7738, loss/aux0: 0.7738 2020-10-21 15:39:05,329 - mmaction - INFO - Epoch [255][180/396] lr: 4.518e-05, eta: 0:18:16, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7784, top5_acc: 0.9156, loss_cls: 0.8568, loss: 0.8568, grad_norm: 3.9452, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7628, loss/aux0: 0.7628 2020-10-21 15:39:41,927 - mmaction - INFO - Epoch [255][200/396] lr: 4.518e-05, eta: 0:17:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7906, top5_acc: 0.9221, loss_cls: 0.8280, loss: 0.8280, grad_norm: 3.8206, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7648, loss/aux0: 0.7648 2020-10-21 15:39:42,856 - mmaction - INFO - Epoch [255][200/396] lr: 4.518e-05, eta: 0:17:40, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7906, top5_acc: 0.9221, loss_cls: 0.8280, loss: 0.8280, grad_norm: 3.7891, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7654, loss/aux0: 0.7654 2020-10-21 15:40:19,346 - mmaction - INFO - Epoch [255][220/396] lr: 4.518e-05, eta: 0:17:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7815, top5_acc: 0.9242, loss_cls: 0.8381, loss: 0.8381, grad_norm: 3.8347, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7690, loss/aux0: 0.7690 2020-10-21 15:40:20,280 - mmaction - INFO - Epoch [255][220/396] lr: 4.518e-05, eta: 0:17:04, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7815, top5_acc: 0.9242, loss_cls: 0.8381, loss: 0.8381, grad_norm: 3.8150, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7718, loss/aux0: 0.7718 2020-10-21 15:40:56,525 - mmaction - INFO - Epoch [255][240/396] lr: 4.518e-05, eta: 0:16:28, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7893, top5_acc: 0.9271, loss_cls: 0.8123, loss: 0.8123, grad_norm: 3.8527, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7686, loss/aux0: 0.7686 2020-10-21 15:40:57,473 - mmaction - INFO - Epoch [255][240/396] lr: 4.518e-05, eta: 0:16:28, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7893, top5_acc: 0.9271, loss_cls: 0.8123, loss: 0.8123, grad_norm: 3.8530, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7690, loss/aux0: 0.7690 2020-10-21 15:41:33,996 - mmaction - INFO - Epoch [255][260/396] lr: 4.518e-05, eta: 0:15:52, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7867, top5_acc: 0.9122, loss_cls: 0.8552, loss: 0.8552, grad_norm: 3.8356, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7793, loss/aux0: 0.7793 2020-10-21 15:41:34,920 - mmaction - INFO - Epoch [255][260/396] lr: 4.518e-05, eta: 0:15:52, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7867, top5_acc: 0.9122, loss_cls: 0.8552, loss: 0.8552, grad_norm: 3.8471, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7799, loss/aux0: 0.7799 2020-10-21 15:42:11,202 - mmaction - INFO - Epoch [255][280/396] lr: 4.518e-05, eta: 0:15:16, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7833, top5_acc: 0.9198, loss_cls: 0.8501, loss: 0.8501, grad_norm: 3.8114, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7988, loss/aux0: 0.7988 2020-10-21 15:42:12,122 - mmaction - INFO - Epoch [255][280/396] lr: 4.518e-05, eta: 0:15:17, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7833, top5_acc: 0.9198, loss_cls: 0.8501, loss: 0.8501, grad_norm: 3.8011, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8043, loss/aux0: 0.8043 2020-10-21 15:42:48,647 - mmaction - INFO - Epoch [255][300/396] lr: 4.518e-05, eta: 0:14:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7888, top5_acc: 0.9177, loss_cls: 0.8366, loss: 0.8366, grad_norm: 3.9468, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7967, loss/aux0: 0.7967 2020-10-21 15:42:49,608 - mmaction - INFO - Epoch [255][300/396] lr: 4.518e-05, eta: 0:14:41, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7888, top5_acc: 0.9177, loss_cls: 0.8366, loss: 0.8366, grad_norm: 3.9337, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7871, loss/aux0: 0.7871 2020-10-21 15:43:26,129 - mmaction - INFO - Epoch [255][320/396] lr: 4.518e-05, eta: 0:14:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7846, top5_acc: 0.9214, loss_cls: 0.8328, loss: 0.8328, grad_norm: 3.8277, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7778, loss/aux0: 0.7778 2020-10-21 15:43:27,102 - mmaction - INFO - Epoch [255][320/396] lr: 4.518e-05, eta: 0:14:05, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.7846, top5_acc: 0.9214, loss_cls: 0.8328, loss: 0.8328, grad_norm: 3.8840, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7857, loss/aux0: 0.7857 2020-10-21 15:44:03,662 - mmaction - INFO - Epoch [255][340/396] lr: 4.518e-05, eta: 0:13:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7865, top5_acc: 0.9185, loss_cls: 0.8660, loss: 0.8660, grad_norm: 3.9109, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8302, loss/aux0: 0.8302 2020-10-21 15:44:04,601 - mmaction - INFO - Epoch [255][340/396] lr: 4.518e-05, eta: 0:13:29, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7865, top5_acc: 0.9185, loss_cls: 0.8660, loss: 0.8660, grad_norm: 3.9136, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8273, loss/aux0: 0.8273 2020-10-21 15:44:41,144 - mmaction - INFO - Epoch [255][360/396] lr: 4.518e-05, eta: 0:12:53, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9125, loss_cls: 0.8671, loss: 0.8671, grad_norm: 3.7917, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7648, loss/aux0: 0.7648 2020-10-21 15:44:42,082 - mmaction - INFO - Epoch [255][360/396] lr: 4.518e-05, eta: 0:12:53, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9125, loss_cls: 0.8671, loss: 0.8671, grad_norm: 3.7808, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7602, loss/aux0: 0.7602 2020-10-21 15:45:19,268 - mmaction - INFO - Epoch [255][380/396] lr: 4.518e-05, eta: 0:12:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9161, loss_cls: 0.8669, loss: 0.8669, grad_norm: 3.8980, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7788, loss/aux0: 0.7788 2020-10-21 15:45:20,207 - mmaction - INFO - Epoch [255][380/396] lr: 4.518e-05, eta: 0:12:17, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9161, loss_cls: 0.8669, loss: 0.8669, grad_norm: 3.9029, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7824, loss/aux0: 0.7824 2020-10-21 15:50:40,970 - mmaction - INFO - Epoch [256][20/396] lr: 1.129e-05, eta: 0:11:13, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9229, loss_cls: 0.8370, loss: 0.8370, grad_norm: 3.9089, top1_acc/aux0: 0.7996, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7893, loss/aux0: 0.7893 2020-10-21 15:50:41,948 - mmaction - INFO - Epoch [256][20/396] lr: 1.129e-05, eta: 0:11:13, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9229, loss_cls: 0.8370, loss: 0.8370, grad_norm: 3.9056, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7881, loss/aux0: 0.7881 2020-10-21 15:51:17,970 - mmaction - INFO - Epoch [256][40/396] lr: 1.129e-05, eta: 0:10:37, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9208, loss_cls: 0.8368, loss: 0.8368, grad_norm: 3.7997, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7663, loss/aux0: 0.7663 2020-10-21 15:51:18,911 - mmaction - INFO - Epoch [256][40/396] lr: 1.129e-05, eta: 0:10:37, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9208, loss_cls: 0.8368, loss: 0.8368, grad_norm: 3.8337, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7683, loss/aux0: 0.7683 2020-10-21 15:51:55,254 - mmaction - INFO - Epoch [256][60/396] lr: 1.129e-05, eta: 0:10:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9206, loss_cls: 0.8345, loss: 0.8345, grad_norm: 3.7768, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8038, loss/aux0: 0.8038 2020-10-21 15:51:56,184 - mmaction - INFO - Epoch [256][60/396] lr: 1.129e-05, eta: 0:10:01, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9206, loss_cls: 0.8345, loss: 0.8345, grad_norm: 3.7829, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8010, loss/aux0: 0.8010 2020-10-21 15:52:32,645 - mmaction - INFO - Epoch [256][80/396] lr: 1.129e-05, eta: 0:09:25, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7888, top5_acc: 0.9211, loss_cls: 0.8341, loss: 0.8341, grad_norm: 3.8493, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.7892, loss/aux0: 0.7892 2020-10-21 15:52:33,586 - mmaction - INFO - Epoch [256][80/396] lr: 1.129e-05, eta: 0:09:25, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7888, top5_acc: 0.9211, loss_cls: 0.8341, loss: 0.8341, grad_norm: 3.8507, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7859, loss/aux0: 0.7859 2020-10-21 15:53:09,738 - mmaction - INFO - Epoch [256][100/396] lr: 1.129e-05, eta: 0:08:50, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9221, loss_cls: 0.8278, loss: 0.8278, grad_norm: 3.7988, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7957, loss/aux0: 0.7957 2020-10-21 15:53:10,669 - mmaction - INFO - Epoch [256][100/396] lr: 1.129e-05, eta: 0:08:50, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9221, loss_cls: 0.8278, loss: 0.8278, grad_norm: 3.7970, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8000, loss/aux0: 0.8000 2020-10-21 15:53:46,844 - mmaction - INFO - Epoch [256][120/396] lr: 1.129e-05, eta: 0:08:14, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9234, loss_cls: 0.8455, loss: 0.8455, grad_norm: 3.7162, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7585, loss/aux0: 0.7585 2020-10-21 15:53:47,780 - mmaction - INFO - Epoch [256][120/396] lr: 1.129e-05, eta: 0:08:14, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9234, loss_cls: 0.8455, loss: 0.8455, grad_norm: 3.7345, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7697, loss/aux0: 0.7697 2020-10-21 15:54:24,118 - mmaction - INFO - Epoch [256][140/396] lr: 1.129e-05, eta: 0:07:38, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7888, top5_acc: 0.9229, loss_cls: 0.8285, loss: 0.8285, grad_norm: 3.6941, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7431, loss/aux0: 0.7431 2020-10-21 15:54:25,071 - mmaction - INFO - Epoch [256][140/396] lr: 1.129e-05, eta: 0:07:38, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7888, top5_acc: 0.9229, loss_cls: 0.8285, loss: 0.8285, grad_norm: 3.6992, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7372, loss/aux0: 0.7372 2020-10-21 15:55:01,265 - mmaction - INFO - Epoch [256][160/396] lr: 1.129e-05, eta: 0:07:02, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7771, top5_acc: 0.9174, loss_cls: 0.8541, loss: 0.8541, grad_norm: 3.8283, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7479, loss/aux0: 0.7479 2020-10-21 15:55:02,219 - mmaction - INFO - Epoch [256][160/396] lr: 1.129e-05, eta: 0:07:02, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7771, top5_acc: 0.9174, loss_cls: 0.8541, loss: 0.8541, grad_norm: 3.8499, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7553, loss/aux0: 0.7553 2020-10-21 15:55:38,358 - mmaction - INFO - Epoch [256][180/396] lr: 1.129e-05, eta: 0:06:26, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7945, top5_acc: 0.9125, loss_cls: 0.8414, loss: 0.8414, grad_norm: 3.7483, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7812, loss/aux0: 0.7812 2020-10-21 15:55:39,288 - mmaction - INFO - Epoch [256][180/396] lr: 1.129e-05, eta: 0:06:26, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.7945, top5_acc: 0.9125, loss_cls: 0.8414, loss: 0.8414, grad_norm: 3.7559, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7758, loss/aux0: 0.7758 2020-10-21 15:56:15,861 - mmaction - INFO - Epoch [256][200/396] lr: 1.129e-05, eta: 0:05:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9198, loss_cls: 0.8554, loss: 0.8554, grad_norm: 3.8202, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7440, loss/aux0: 0.7440 2020-10-21 15:56:16,791 - mmaction - INFO - Epoch [256][200/396] lr: 1.129e-05, eta: 0:05:51, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9198, loss_cls: 0.8554, loss: 0.8554, grad_norm: 3.8110, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7340, loss/aux0: 0.7340 2020-10-21 15:56:53,260 - mmaction - INFO - Epoch [256][220/396] lr: 1.129e-05, eta: 0:05:15, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9211, loss_cls: 0.8400, loss: 0.8400, grad_norm: 3.7609, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7866, loss/aux0: 0.7866 2020-10-21 15:56:54,236 - mmaction - INFO - Epoch [256][220/396] lr: 1.129e-05, eta: 0:05:15, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9211, loss_cls: 0.8400, loss: 0.8400, grad_norm: 3.7406, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7810, loss/aux0: 0.7810 2020-10-21 15:57:30,525 - mmaction - INFO - Epoch [256][240/396] lr: 1.129e-05, eta: 0:04:39, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.8036, top5_acc: 0.9289, loss_cls: 0.7787, loss: 0.7787, grad_norm: 3.8100, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7908, loss/aux0: 0.7908 2020-10-21 15:57:31,467 - mmaction - INFO - Epoch [256][240/396] lr: 1.129e-05, eta: 0:04:39, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.8036, top5_acc: 0.9289, loss_cls: 0.7787, loss: 0.7787, grad_norm: 3.7670, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7970, loss/aux0: 0.7970 2020-10-21 15:58:08,023 - mmaction - INFO - Epoch [256][260/396] lr: 1.129e-05, eta: 0:04:03, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9164, loss_cls: 0.8662, loss: 0.8662, grad_norm: 3.9075, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8164, loss/aux0: 0.8164 2020-10-21 15:58:08,962 - mmaction - INFO - Epoch [256][260/396] lr: 1.129e-05, eta: 0:04:03, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9164, loss_cls: 0.8662, loss: 0.8662, grad_norm: 3.8892, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8217, loss/aux0: 0.8217 2020-10-21 15:58:45,512 - mmaction - INFO - Epoch [256][280/396] lr: 1.129e-05, eta: 0:03:27, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7938, top5_acc: 0.9216, loss_cls: 0.8223, loss: 0.8223, grad_norm: 3.8369, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8082, loss/aux0: 0.8082 2020-10-21 15:58:46,446 - mmaction - INFO - Epoch [256][280/396] lr: 1.129e-05, eta: 0:03:27, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7938, top5_acc: 0.9216, loss_cls: 0.8223, loss: 0.8223, grad_norm: 3.8226, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7991, loss/aux0: 0.7991 2020-10-21 15:59:22,882 - mmaction - INFO - Epoch [256][300/396] lr: 1.129e-05, eta: 0:02:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9109, loss_cls: 0.8739, loss: 0.8739, grad_norm: 3.9138, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7747, loss/aux0: 0.7747 2020-10-21 15:59:23,821 - mmaction - INFO - Epoch [256][300/396] lr: 1.129e-05, eta: 0:02:51, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9109, loss_cls: 0.8739, loss: 0.8739, grad_norm: 3.9136, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.7909, loss/aux0: 0.7909 2020-10-21 16:00:00,005 - mmaction - INFO - Epoch [256][320/396] lr: 1.129e-05, eta: 0:02:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9154, loss_cls: 0.8647, loss: 0.8647, grad_norm: 3.8608, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.7857, loss/aux0: 0.7857 2020-10-21 16:00:00,971 - mmaction - INFO - Epoch [256][320/396] lr: 1.129e-05, eta: 0:02:16, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9154, loss_cls: 0.8647, loss: 0.8647, grad_norm: 3.8581, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7785, loss/aux0: 0.7785 2020-10-21 16:00:37,468 - mmaction - INFO - Epoch [256][340/396] lr: 1.129e-05, eta: 0:01:40, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7891, top5_acc: 0.9219, loss_cls: 0.8249, loss: 0.8249, grad_norm: 3.7712, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7763, loss/aux0: 0.7763 2020-10-21 16:00:38,389 - mmaction - INFO - Epoch [256][340/396] lr: 1.129e-05, eta: 0:01:40, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7891, top5_acc: 0.9219, loss_cls: 0.8249, loss: 0.8249, grad_norm: 3.7846, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7764, loss/aux0: 0.7764 2020-10-21 16:01:14,705 - mmaction - INFO - Epoch [256][360/396] lr: 1.129e-05, eta: 0:01:04, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9201, loss_cls: 0.8491, loss: 0.8491, grad_norm: 3.8436, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8168, loss/aux0: 0.8168 2020-10-21 16:01:15,635 - mmaction - INFO - Epoch [256][360/396] lr: 1.129e-05, eta: 0:01:04, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9201, loss_cls: 0.8491, loss: 0.8491, grad_norm: 3.8760, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8135, loss/aux0: 0.8135 2020-10-21 16:01:52,113 - mmaction - INFO - Epoch [256][380/396] lr: 1.129e-05, eta: 0:00:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7883, top5_acc: 0.9164, loss_cls: 0.8553, loss: 0.8553, grad_norm: 3.7879, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7596, loss/aux0: 0.7596 2020-10-21 16:01:53,052 - mmaction - INFO - Epoch [256][380/396] lr: 1.129e-05, eta: 0:00:28, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7883, top5_acc: 0.9164, loss_cls: 0.8553, loss: 0.8553, grad_norm: 3.7657, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7651, loss/aux0: 0.7651 2020-10-21 16:02:30,537 - mmaction - INFO - Saving checkpoint at 256 epochs 2020-10-21 16:04:39,604 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 16:04:39,756 - mmaction - INFO - top1_acc 0.7900 top5_acc 0.9357 2020-10-21 16:04:39,756 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 16:04:39,791 - mmaction - INFO - mean_acc 0.7902 2020-10-21 16:04:39,791 - mmaction - INFO - Now best checkpoint is epoch_256.pth 2020-10-21 16:04:39,807 - mmaction - INFO - Epoch(val) [256][396] top1_acc: 0.7900, top5_acc: 0.9357, mean_class_accuracy: 0.7902