2020-10-18 09:17:45,964 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2018.0.1 Product Build 20171007 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.1.0 MMCV: 1.1.4 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.7.0+2500945 ------------------------------------------------------------ 2020-10-18 09:17:45,965 - mmaction - INFO - Distributed training: True 2020-10-18 09:17:45,965 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/omniconf/gg/slowonly_8x8_gg.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' gg_root = 'omnisource/googleimage' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_gg = 'data/omnisource/gg_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_gg_pipeline = [ dict(type='ImageDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='PseudoClipBuilder', clip_len=8), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=10, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=12, omni_videos_per_gpu=[12, 12], workers_per_gpu=3, train=[dict(type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_kinetics_pipeline), dict(type='ImageDataset', ann_file=ann_file_gg, data_prefix=gg_root, pipeline=train_gg_pipeline)], 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_gg' load_from = None resume_from = None find_unused_parameters = False 2020-10-18 09:18:11,598 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-194, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/slowonly_8x8_gg 2020-10-18 09:18:11,598 - mmaction - INFO - workflow: [('train', 8)], max: 256 epochs 2020-10-18 09:22:15,245 - mmaction - INFO - Epoch [1][20/396] lr: 3.000e-01, eta: 1 day, 2:03:24, time: 0.925, data_time: 0.000, memory: 8462, top1_acc: 0.0151, top5_acc: 0.0505, loss_cls: 5.6782, loss: 5.6782, grad_norm: 0.9483, top1_acc/aux0: 0.0181, top5_acc/aux0: 0.0784, loss_cls/aux0: 5.6538, loss/aux0: 5.6538 2020-10-18 09:22:16,196 - mmaction - INFO - Epoch [1][20/396] lr: 3.000e-01, eta: 2 days, 4:08:43, time: 0.927, data_time: 0.002, memory: 8462, top1_acc: 0.0151, top5_acc: 0.0505, loss_cls: 5.6782, loss: 5.6782, grad_norm: 0.9123, top1_acc/aux0: 0.0185, top5_acc/aux0: 0.0794, loss_cls/aux0: 5.6216, loss/aux0: 5.6216 2020-10-18 09:22:52,616 - mmaction - INFO - Epoch [1][40/396] lr: 3.000e-01, eta: 1 day, 15:10:46, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.0201, top5_acc: 0.0823, loss_cls: 5.1269, loss: 5.1269, grad_norm: 0.7136, top1_acc/aux0: 0.0349, top5_acc/aux0: 0.1299, loss_cls/aux0: 4.8832, loss/aux0: 4.8832 2020-10-18 09:22:53,587 - mmaction - INFO - Epoch [1][40/396] lr: 3.000e-01, eta: 2 days, 4:19:13, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.0201, top5_acc: 0.0823, loss_cls: 5.1269, loss: 5.1269, grad_norm: 0.7131, top1_acc/aux0: 0.0359, top5_acc/aux0: 0.1331, loss_cls/aux0: 4.8727, loss/aux0: 4.8727 2020-10-18 09:23:30,007 - mmaction - INFO - Epoch [1][60/396] lr: 3.000e-01, eta: 1 day, 19:38:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.0266, top5_acc: 0.1010, loss_cls: 5.0588, loss: 5.0588, grad_norm: 0.6718, top1_acc/aux0: 0.0471, top5_acc/aux0: 0.1693, loss_cls/aux0: 4.7457, loss/aux0: 4.7457 2020-10-18 09:23:30,960 - mmaction - INFO - Epoch [1][60/396] lr: 3.000e-01, eta: 2 days, 4:24:15, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.0266, top5_acc: 0.1010, loss_cls: 5.0588, loss: 5.0588, grad_norm: 0.6769, top1_acc/aux0: 0.0469, top5_acc/aux0: 0.1682, loss_cls/aux0: 4.7421, loss/aux0: 4.7421 2020-10-18 09:24:07,383 - mmaction - INFO - Epoch [1][80/396] lr: 3.000e-01, eta: 1 day, 21:51:45, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.0281, top5_acc: 0.1141, loss_cls: 4.9819, loss: 4.9819, grad_norm: 0.6439, top1_acc/aux0: 0.0523, top5_acc/aux0: 0.1786, loss_cls/aux0: 4.7227, loss/aux0: 4.7227 2020-10-18 09:24:08,332 - mmaction - INFO - Epoch [1][80/396] lr: 3.000e-01, eta: 2 days, 4:25:50, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.0281, top5_acc: 0.1141, loss_cls: 4.9819, loss: 4.9819, grad_norm: 0.6428, top1_acc/aux0: 0.0529, top5_acc/aux0: 0.1815, loss_cls/aux0: 4.7210, loss/aux0: 4.7210 2020-10-18 09:24:44,873 - mmaction - INFO - Epoch [1][100/396] lr: 3.000e-01, eta: 1 day, 23:13:41, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.0297, top5_acc: 0.1185, loss_cls: 4.9705, loss: 4.9705, grad_norm: 0.6502, top1_acc/aux0: 0.0539, top5_acc/aux0: 0.1987, loss_cls/aux0: 4.6497, loss/aux0: 4.6497 2020-10-18 09:24:45,826 - mmaction - INFO - Epoch [1][100/396] lr: 3.000e-01, eta: 2 days, 4:31:37, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.0297, top5_acc: 0.1185, loss_cls: 4.9705, loss: 4.9705, grad_norm: 0.6479, top1_acc/aux0: 0.0557, top5_acc/aux0: 0.1995, loss_cls/aux0: 4.6491, loss/aux0: 4.6491 2020-10-18 09:25:22,687 - mmaction - INFO - Epoch [1][120/396] lr: 3.000e-01, eta: 2 days, 0:11:10, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.0380, top5_acc: 0.1224, loss_cls: 4.9145, loss: 4.9145, grad_norm: 0.6385, top1_acc/aux0: 0.0703, top5_acc/aux0: 0.2026, loss_cls/aux0: 4.6142, loss/aux0: 4.6142 2020-10-18 09:25:23,698 - mmaction - INFO - Epoch [1][120/396] lr: 3.000e-01, eta: 2 days, 4:37:39, time: 0.947, data_time: 0.002, memory: 8462, top1_acc: 0.0380, top5_acc: 0.1224, loss_cls: 4.9145, loss: 4.9145, grad_norm: 0.6383, top1_acc/aux0: 0.0690, top5_acc/aux0: 0.2016, loss_cls/aux0: 4.6094, loss/aux0: 4.6094 2020-10-18 09:26:00,160 - mmaction - INFO - Epoch [1][140/396] lr: 3.000e-01, eta: 2 days, 0:51:15, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.0359, top5_acc: 0.1279, loss_cls: 4.8820, loss: 4.8820, grad_norm: 0.6289, top1_acc/aux0: 0.0682, top5_acc/aux0: 0.2141, loss_cls/aux0: 4.5620, loss/aux0: 4.5620 2020-10-18 09:26:01,120 - mmaction - INFO - Epoch [1][140/396] lr: 3.000e-01, eta: 2 days, 4:36:34, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.0359, top5_acc: 0.1279, loss_cls: 4.8820, loss: 4.8820, grad_norm: 0.6236, top1_acc/aux0: 0.0685, top5_acc/aux0: 0.2161, loss_cls/aux0: 4.5623, loss/aux0: 4.5623 2020-10-18 09:26:37,630 - mmaction - INFO - Epoch [1][160/396] lr: 3.000e-01, eta: 2 days, 1:19:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.0393, top5_acc: 0.1328, loss_cls: 4.8655, loss: 4.8655, grad_norm: 0.6316, top1_acc/aux0: 0.0742, top5_acc/aux0: 0.2328, loss_cls/aux0: 4.5153, loss/aux0: 4.5153 2020-10-18 09:26:38,574 - mmaction - INFO - Epoch [1][160/396] lr: 3.000e-01, eta: 2 days, 4:36:34, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.0393, top5_acc: 0.1328, loss_cls: 4.8655, loss: 4.8655, grad_norm: 0.6303, top1_acc/aux0: 0.0740, top5_acc/aux0: 0.2336, loss_cls/aux0: 4.5072, loss/aux0: 4.5072 2020-10-18 09:27:15,061 - mmaction - INFO - Epoch [1][180/396] lr: 3.000e-01, eta: 2 days, 1:40:37, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.0451, top5_acc: 0.1484, loss_cls: 4.8230, loss: 4.8230, grad_norm: 0.6573, top1_acc/aux0: 0.0714, top5_acc/aux0: 0.2422, loss_cls/aux0: 4.4719, loss/aux0: 4.4719 2020-10-18 09:27:16,073 - mmaction - INFO - Epoch [1][180/396] lr: 3.000e-01, eta: 2 days, 4:36:37, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.0451, top5_acc: 0.1484, loss_cls: 4.8230, loss: 4.8230, grad_norm: 0.6586, top1_acc/aux0: 0.0724, top5_acc/aux0: 0.2414, loss_cls/aux0: 4.4701, loss/aux0: 4.4701 2020-10-18 09:27:52,592 - mmaction - INFO - Epoch [1][200/396] lr: 3.000e-01, eta: 2 days, 1:58:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.0422, top5_acc: 0.1464, loss_cls: 4.8219, loss: 4.8219, grad_norm: 0.6373, top1_acc/aux0: 0.0883, top5_acc/aux0: 0.2477, loss_cls/aux0: 4.4399, loss/aux0: 4.4399 2020-10-18 09:27:53,560 - mmaction - INFO - Epoch [1][200/396] lr: 3.000e-01, eta: 2 days, 4:36:39, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.0422, top5_acc: 0.1464, loss_cls: 4.8219, loss: 4.8219, grad_norm: 0.6398, top1_acc/aux0: 0.0870, top5_acc/aux0: 0.2466, loss_cls/aux0: 4.4428, loss/aux0: 4.4428 2020-10-18 09:28:30,067 - mmaction - INFO - Epoch [1][220/396] lr: 3.000e-01, eta: 2 days, 2:12:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.0438, top5_acc: 0.1563, loss_cls: 4.7698, loss: 4.7698, grad_norm: 0.6524, top1_acc/aux0: 0.0836, top5_acc/aux0: 0.2505, loss_cls/aux0: 4.4373, loss/aux0: 4.4373 2020-10-18 09:28:31,003 - mmaction - INFO - Epoch [1][220/396] lr: 3.000e-01, eta: 2 days, 4:36:09, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.0438, top5_acc: 0.1563, loss_cls: 4.7698, loss: 4.7698, grad_norm: 0.6515, top1_acc/aux0: 0.0852, top5_acc/aux0: 0.2513, loss_cls/aux0: 4.4301, loss/aux0: 4.4301 2020-10-18 09:29:07,504 - mmaction - INFO - Epoch [1][240/396] lr: 3.000e-01, eta: 2 days, 2:23:46, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.0487, top5_acc: 0.1591, loss_cls: 4.7454, loss: 4.7454, grad_norm: 0.6314, top1_acc/aux0: 0.0870, top5_acc/aux0: 0.2570, loss_cls/aux0: 4.3927, loss/aux0: 4.3927 2020-10-18 09:29:08,491 - mmaction - INFO - Epoch [1][240/396] lr: 3.000e-01, eta: 2 days, 4:35:21, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.0487, top5_acc: 0.1591, loss_cls: 4.7454, loss: 4.7454, grad_norm: 0.6306, top1_acc/aux0: 0.0867, top5_acc/aux0: 0.2594, loss_cls/aux0: 4.3967, loss/aux0: 4.3967 2020-10-18 09:29:45,052 - mmaction - INFO - Epoch [1][260/396] lr: 3.000e-01, eta: 2 days, 2:33:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.0523, top5_acc: 0.1581, loss_cls: 4.7361, loss: 4.7361, grad_norm: 0.6548, top1_acc/aux0: 0.0943, top5_acc/aux0: 0.2674, loss_cls/aux0: 4.3227, loss/aux0: 4.3227 2020-10-18 09:29:45,998 - mmaction - INFO - Epoch [1][260/396] lr: 3.000e-01, eta: 2 days, 4:34:57, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.0523, top5_acc: 0.1581, loss_cls: 4.7361, loss: 4.7361, grad_norm: 0.6480, top1_acc/aux0: 0.0945, top5_acc/aux0: 0.2672, loss_cls/aux0: 4.3178, loss/aux0: 4.3178 2020-10-18 09:30:22,615 - mmaction - INFO - Epoch [1][280/396] lr: 3.000e-01, eta: 2 days, 2:42:42, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.0526, top5_acc: 0.1781, loss_cls: 4.6971, loss: 4.6971, grad_norm: 0.6652, top1_acc/aux0: 0.0969, top5_acc/aux0: 0.2773, loss_cls/aux0: 4.3423, loss/aux0: 4.3423 2020-10-18 09:30:23,559 - mmaction - INFO - Epoch [1][280/396] lr: 3.000e-01, eta: 2 days, 4:36:32, time: 0.946, data_time: 0.002, memory: 8462, top1_acc: 0.0526, top5_acc: 0.1781, loss_cls: 4.6971, loss: 4.6971, grad_norm: 0.6618, top1_acc/aux0: 0.0966, top5_acc/aux0: 0.2750, loss_cls/aux0: 4.3515, loss/aux0: 4.3515 2020-10-18 09:31:00,249 - mmaction - INFO - Epoch [1][300/396] lr: 3.000e-01, eta: 2 days, 2:50:29, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.0547, top5_acc: 0.1841, loss_cls: 4.6716, loss: 4.6716, grad_norm: 0.6375, top1_acc/aux0: 0.0974, top5_acc/aux0: 0.2794, loss_cls/aux0: 4.3072, loss/aux0: 4.3072 2020-10-18 09:31:01,261 - mmaction - INFO - Epoch [1][300/396] lr: 3.000e-01, eta: 2 days, 4:35:51, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.0547, top5_acc: 0.1841, loss_cls: 4.6716, loss: 4.6716, grad_norm: 0.6428, top1_acc/aux0: 0.0966, top5_acc/aux0: 0.2805, loss_cls/aux0: 4.3040, loss/aux0: 4.3040 2020-10-18 09:31:37,756 - mmaction - INFO - Epoch [1][320/396] lr: 3.000e-01, eta: 2 days, 2:56:48, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.0534, top5_acc: 0.1820, loss_cls: 4.6463, loss: 4.6463, grad_norm: 0.6781, top1_acc/aux0: 0.1052, top5_acc/aux0: 0.2831, loss_cls/aux0: 4.2677, loss/aux0: 4.2677 2020-10-18 09:31:38,713 - mmaction - INFO - Epoch [1][320/396] lr: 3.000e-01, eta: 2 days, 4:35:40, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.0534, top5_acc: 0.1820, loss_cls: 4.6463, loss: 4.6463, grad_norm: 0.6770, top1_acc/aux0: 0.1076, top5_acc/aux0: 0.2859, loss_cls/aux0: 4.2580, loss/aux0: 4.2580 2020-10-18 09:32:15,184 - mmaction - INFO - Epoch [1][340/396] lr: 3.000e-01, eta: 2 days, 3:02:05, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.0529, top5_acc: 0.1859, loss_cls: 4.6273, loss: 4.6273, grad_norm: 0.6832, top1_acc/aux0: 0.1049, top5_acc/aux0: 0.2904, loss_cls/aux0: 4.2568, loss/aux0: 4.2568 2020-10-18 09:32:16,121 - mmaction - INFO - Epoch [1][340/396] lr: 3.000e-01, eta: 2 days, 4:34:43, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.0529, top5_acc: 0.1859, loss_cls: 4.6273, loss: 4.6273, grad_norm: 0.6904, top1_acc/aux0: 0.1042, top5_acc/aux0: 0.2898, loss_cls/aux0: 4.2561, loss/aux0: 4.2561 2020-10-18 09:32:52,623 - mmaction - INFO - Epoch [1][360/396] lr: 3.000e-01, eta: 2 days, 3:06:22, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.0677, top5_acc: 0.2010, loss_cls: 4.5703, loss: 4.5703, grad_norm: 0.6726, top1_acc/aux0: 0.1151, top5_acc/aux0: 0.3167, loss_cls/aux0: 4.1695, loss/aux0: 4.1695 2020-10-18 09:32:53,623 - mmaction - INFO - Epoch [1][360/396] lr: 3.000e-01, eta: 2 days, 4:34:19, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.0677, top5_acc: 0.2010, loss_cls: 4.5703, loss: 4.5703, grad_norm: 0.6741, top1_acc/aux0: 0.1167, top5_acc/aux0: 0.3195, loss_cls/aux0: 4.1655, loss/aux0: 4.1655 2020-10-18 09:33:30,024 - mmaction - INFO - Epoch [1][380/396] lr: 3.000e-01, eta: 2 days, 3:10:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.0708, top5_acc: 0.2177, loss_cls: 4.5284, loss: 4.5284, grad_norm: 0.7109, top1_acc/aux0: 0.1224, top5_acc/aux0: 0.3206, loss_cls/aux0: 4.1405, loss/aux0: 4.1405 2020-10-18 09:33:30,983 - mmaction - INFO - Epoch [1][380/396] lr: 3.000e-01, eta: 2 days, 4:33:40, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.0708, top5_acc: 0.2177, loss_cls: 4.5284, loss: 4.5284, grad_norm: 0.7089, top1_acc/aux0: 0.1229, top5_acc/aux0: 0.3203, loss_cls/aux0: 4.1375, loss/aux0: 4.1375 2020-10-18 09:37:50,248 - mmaction - INFO - Epoch [2][20/396] lr: 3.000e-01, eta: 2 days, 1:15:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.0729, top5_acc: 0.2237, loss_cls: 4.4738, loss: 4.4738, grad_norm: 0.6932, top1_acc/aux0: 0.1212, top5_acc/aux0: 0.3183, loss_cls/aux0: 4.1345, loss/aux0: 4.1345 2020-10-18 09:37:51,192 - mmaction - INFO - Epoch [2][20/396] lr: 3.000e-01, eta: 2 days, 2:31:20, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.0729, top5_acc: 0.2237, loss_cls: 4.4738, loss: 4.4738, grad_norm: 0.6959, top1_acc/aux0: 0.1208, top5_acc/aux0: 0.3151, loss_cls/aux0: 4.1467, loss/aux0: 4.1467 2020-10-18 09:38:27,664 - mmaction - INFO - Epoch [2][40/396] lr: 3.000e-01, eta: 2 days, 1:23:56, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.0755, top5_acc: 0.2305, loss_cls: 4.4693, loss: 4.4693, grad_norm: 0.7231, top1_acc/aux0: 0.1214, top5_acc/aux0: 0.3198, loss_cls/aux0: 4.1159, loss/aux0: 4.1159 2020-10-18 09:38:28,617 - mmaction - INFO - Epoch [2][40/396] lr: 3.000e-01, eta: 2 days, 2:36:16, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.0755, top5_acc: 0.2305, loss_cls: 4.4693, loss: 4.4693, grad_norm: 0.7244, top1_acc/aux0: 0.1232, top5_acc/aux0: 0.3268, loss_cls/aux0: 4.0886, loss/aux0: 4.0886 2020-10-18 09:39:05,143 - mmaction - INFO - Epoch [2][60/396] lr: 3.000e-01, eta: 2 days, 1:31:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.0727, top5_acc: 0.2294, loss_cls: 4.4484, loss: 4.4484, grad_norm: 0.7374, top1_acc/aux0: 0.1310, top5_acc/aux0: 0.3388, loss_cls/aux0: 4.0697, loss/aux0: 4.0697 2020-10-18 09:39:06,096 - mmaction - INFO - Epoch [2][60/396] lr: 3.000e-01, eta: 2 days, 2:40:30, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.0727, top5_acc: 0.2294, loss_cls: 4.4484, loss: 4.4484, grad_norm: 0.7390, top1_acc/aux0: 0.1302, top5_acc/aux0: 0.3365, loss_cls/aux0: 4.0834, loss/aux0: 4.0834 2020-10-18 09:39:42,646 - mmaction - INFO - Epoch [2][80/396] lr: 3.000e-01, eta: 2 days, 1:38:16, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.0836, top5_acc: 0.2479, loss_cls: 4.3765, loss: 4.3765, grad_norm: 0.7322, top1_acc/aux0: 0.1289, top5_acc/aux0: 0.3508, loss_cls/aux0: 4.0484, loss/aux0: 4.0484 2020-10-18 09:39:43,608 - mmaction - INFO - Epoch [2][80/396] lr: 3.000e-01, eta: 2 days, 2:44:29, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.0836, top5_acc: 0.2479, loss_cls: 4.3765, loss: 4.3765, grad_norm: 0.7275, top1_acc/aux0: 0.1281, top5_acc/aux0: 0.3505, loss_cls/aux0: 4.0464, loss/aux0: 4.0464 2020-10-18 09:40:20,319 - mmaction - INFO - Epoch [2][100/396] lr: 3.000e-01, eta: 2 days, 1:45:21, time: 0.947, data_time: 0.000, memory: 8462, top1_acc: 0.0839, top5_acc: 0.2339, loss_cls: 4.3999, loss: 4.3999, grad_norm: 0.7187, top1_acc/aux0: 0.1307, top5_acc/aux0: 0.3586, loss_cls/aux0: 3.9937, loss/aux0: 3.9937 2020-10-18 09:40:21,264 - mmaction - INFO - Epoch [2][100/396] lr: 3.000e-01, eta: 2 days, 2:49:01, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.0839, top5_acc: 0.2339, loss_cls: 4.3999, loss: 4.3999, grad_norm: 0.7230, top1_acc/aux0: 0.1313, top5_acc/aux0: 0.3589, loss_cls/aux0: 3.9939, loss/aux0: 3.9939 2020-10-18 09:40:57,942 - mmaction - INFO - Epoch [2][120/396] lr: 3.000e-01, eta: 2 days, 1:51:41, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.0922, top5_acc: 0.2589, loss_cls: 4.3432, loss: 4.3432, grad_norm: 0.7306, top1_acc/aux0: 0.1396, top5_acc/aux0: 0.3568, loss_cls/aux0: 3.9995, loss/aux0: 3.9995 2020-10-18 09:40:58,915 - mmaction - INFO - Epoch [2][120/396] lr: 3.000e-01, eta: 2 days, 2:53:12, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.0922, top5_acc: 0.2589, loss_cls: 4.3432, loss: 4.3432, grad_norm: 0.7248, top1_acc/aux0: 0.1391, top5_acc/aux0: 0.3547, loss_cls/aux0: 4.0008, loss/aux0: 4.0008 2020-10-18 09:41:35,522 - mmaction - INFO - Epoch [2][140/396] lr: 3.000e-01, eta: 2 days, 1:57:41, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.0818, top5_acc: 0.2471, loss_cls: 4.3753, loss: 4.3753, grad_norm: 0.7422, top1_acc/aux0: 0.1430, top5_acc/aux0: 0.3529, loss_cls/aux0: 4.0038, loss/aux0: 4.0038 2020-10-18 09:41:36,483 - mmaction - INFO - Epoch [2][140/396] lr: 3.000e-01, eta: 2 days, 2:56:46, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.0818, top5_acc: 0.2471, loss_cls: 4.3753, loss: 4.3753, grad_norm: 0.7403, top1_acc/aux0: 0.1440, top5_acc/aux0: 0.3560, loss_cls/aux0: 3.9982, loss/aux0: 3.9982 2020-10-18 09:42:13,239 - mmaction - INFO - Epoch [2][160/396] lr: 3.000e-01, eta: 2 days, 2:03:06, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.0898, top5_acc: 0.2570, loss_cls: 4.3287, loss: 4.3287, grad_norm: 0.7264, top1_acc/aux0: 0.1411, top5_acc/aux0: 0.3612, loss_cls/aux0: 3.9916, loss/aux0: 3.9916 2020-10-18 09:42:14,190 - mmaction - INFO - Epoch [2][160/396] lr: 3.000e-01, eta: 2 days, 2:59:59, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.0898, top5_acc: 0.2570, loss_cls: 4.3287, loss: 4.3287, grad_norm: 0.7217, top1_acc/aux0: 0.1424, top5_acc/aux0: 0.3599, loss_cls/aux0: 3.9926, loss/aux0: 3.9926 2020-10-18 09:42:50,828 - mmaction - INFO - Epoch [2][180/396] lr: 3.000e-01, eta: 2 days, 2:07:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.0956, top5_acc: 0.2628, loss_cls: 4.2969, loss: 4.2969, grad_norm: 0.7291, top1_acc/aux0: 0.1521, top5_acc/aux0: 0.3766, loss_cls/aux0: 3.9189, loss/aux0: 3.9189 2020-10-18 09:42:51,796 - mmaction - INFO - Epoch [2][180/396] lr: 3.000e-01, eta: 2 days, 3:02:29, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.0956, top5_acc: 0.2628, loss_cls: 4.2969, loss: 4.2969, grad_norm: 0.7351, top1_acc/aux0: 0.1500, top5_acc/aux0: 0.3781, loss_cls/aux0: 3.9231, loss/aux0: 3.9231 2020-10-18 09:43:28,500 - mmaction - INFO - Epoch [2][200/396] lr: 3.000e-01, eta: 2 days, 2:12:18, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.0922, top5_acc: 0.2651, loss_cls: 4.3156, loss: 4.3156, grad_norm: 0.7478, top1_acc/aux0: 0.1594, top5_acc/aux0: 0.3760, loss_cls/aux0: 3.9026, loss/aux0: 3.9026 2020-10-18 09:43:29,456 - mmaction - INFO - Epoch [2][200/396] lr: 3.000e-01, eta: 2 days, 3:05:29, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.0922, top5_acc: 0.2651, loss_cls: 4.3156, loss: 4.3156, grad_norm: 0.7524, top1_acc/aux0: 0.1612, top5_acc/aux0: 0.3763, loss_cls/aux0: 3.8929, loss/aux0: 3.8929 2020-10-18 09:44:06,059 - mmaction - INFO - Epoch [2][220/396] lr: 3.000e-01, eta: 2 days, 2:16:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.0935, top5_acc: 0.2763, loss_cls: 4.2815, loss: 4.2815, grad_norm: 0.7370, top1_acc/aux0: 0.1539, top5_acc/aux0: 0.3711, loss_cls/aux0: 3.9442, loss/aux0: 3.9442 2020-10-18 09:44:07,009 - mmaction - INFO - Epoch [2][220/396] lr: 3.000e-01, eta: 2 days, 3:07:35, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.0935, top5_acc: 0.2763, loss_cls: 4.2815, loss: 4.2815, grad_norm: 0.7406, top1_acc/aux0: 0.1563, top5_acc/aux0: 0.3734, loss_cls/aux0: 3.9321, loss/aux0: 3.9321 2020-10-18 09:44:43,634 - mmaction - INFO - Epoch [2][240/396] lr: 3.000e-01, eta: 2 days, 2:20:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.0919, top5_acc: 0.2760, loss_cls: 4.2990, loss: 4.2990, grad_norm: 0.7340, top1_acc/aux0: 0.1641, top5_acc/aux0: 0.3906, loss_cls/aux0: 3.8505, loss/aux0: 3.8505 2020-10-18 09:44:44,584 - mmaction - INFO - Epoch [2][240/396] lr: 3.000e-01, eta: 2 days, 3:09:32, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.0919, top5_acc: 0.2760, loss_cls: 4.2990, loss: 4.2990, grad_norm: 0.7381, top1_acc/aux0: 0.1612, top5_acc/aux0: 0.3885, loss_cls/aux0: 3.8614, loss/aux0: 3.8614 2020-10-18 09:45:21,145 - mmaction - INFO - Epoch [2][260/396] lr: 3.000e-01, eta: 2 days, 2:23:25, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.0927, top5_acc: 0.2776, loss_cls: 4.2623, loss: 4.2623, grad_norm: 0.7513, top1_acc/aux0: 0.1719, top5_acc/aux0: 0.4107, loss_cls/aux0: 3.7765, loss/aux0: 3.7765 2020-10-18 09:45:22,115 - mmaction - INFO - Epoch [2][260/396] lr: 3.000e-01, eta: 2 days, 3:11:32, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.0927, top5_acc: 0.2776, loss_cls: 4.2623, loss: 4.2623, grad_norm: 0.7480, top1_acc/aux0: 0.1727, top5_acc/aux0: 0.4135, loss_cls/aux0: 3.7647, loss/aux0: 3.7647 2020-10-18 09:45:58,712 - mmaction - INFO - Epoch [2][280/396] lr: 3.000e-01, eta: 2 days, 2:26:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.1003, top5_acc: 0.2924, loss_cls: 4.2358, loss: 4.2358, grad_norm: 0.7696, top1_acc/aux0: 0.1682, top5_acc/aux0: 0.3987, loss_cls/aux0: 3.7905, loss/aux0: 3.7905 2020-10-18 09:45:59,684 - mmaction - INFO - Epoch [2][280/396] lr: 3.000e-01, eta: 2 days, 3:13:13, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.1003, top5_acc: 0.2924, loss_cls: 4.2358, loss: 4.2358, grad_norm: 0.7697, top1_acc/aux0: 0.1703, top5_acc/aux0: 0.3997, loss_cls/aux0: 3.7862, loss/aux0: 3.7862 2020-10-18 09:46:36,269 - mmaction - INFO - Epoch [2][300/396] lr: 3.000e-01, eta: 2 days, 2:29:36, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.0987, top5_acc: 0.2901, loss_cls: 4.2168, loss: 4.2168, grad_norm: 0.7523, top1_acc/aux0: 0.1747, top5_acc/aux0: 0.4102, loss_cls/aux0: 3.7767, loss/aux0: 3.7767 2020-10-18 09:46:37,238 - mmaction - INFO - Epoch [2][300/396] lr: 3.000e-01, eta: 2 days, 3:14:58, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.0987, top5_acc: 0.2901, loss_cls: 4.2168, loss: 4.2168, grad_norm: 0.7526, top1_acc/aux0: 0.1719, top5_acc/aux0: 0.4062, loss_cls/aux0: 3.7922, loss/aux0: 3.7922 2020-10-18 09:47:13,768 - mmaction - INFO - Epoch [2][320/396] lr: 3.000e-01, eta: 2 days, 2:32:22, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.1099, top5_acc: 0.2969, loss_cls: 4.1755, loss: 4.1755, grad_norm: 0.7675, top1_acc/aux0: 0.1695, top5_acc/aux0: 0.4052, loss_cls/aux0: 3.7784, loss/aux0: 3.7784 2020-10-18 09:47:14,725 - mmaction - INFO - Epoch [2][320/396] lr: 3.000e-01, eta: 2 days, 3:16:15, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.1099, top5_acc: 0.2969, loss_cls: 4.1755, loss: 4.1755, grad_norm: 0.7699, top1_acc/aux0: 0.1685, top5_acc/aux0: 0.4039, loss_cls/aux0: 3.7739, loss/aux0: 3.7739 2020-10-18 09:47:51,383 - mmaction - INFO - Epoch [2][340/396] lr: 3.000e-01, eta: 2 days, 2:34:52, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.1021, top5_acc: 0.2865, loss_cls: 4.2110, loss: 4.2110, grad_norm: 0.7746, top1_acc/aux0: 0.1747, top5_acc/aux0: 0.4013, loss_cls/aux0: 3.7901, loss/aux0: 3.7901 2020-10-18 09:47:52,369 - mmaction - INFO - Epoch [2][340/396] lr: 3.000e-01, eta: 2 days, 3:17:51, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.1021, top5_acc: 0.2865, loss_cls: 4.2110, loss: 4.2110, grad_norm: 0.7773, top1_acc/aux0: 0.1747, top5_acc/aux0: 0.4013, loss_cls/aux0: 3.7845, loss/aux0: 3.7845 2020-10-18 09:48:28,906 - mmaction - INFO - Epoch [2][360/396] lr: 3.000e-01, eta: 2 days, 2:37:26, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1062, top5_acc: 0.2958, loss_cls: 4.1893, loss: 4.1893, grad_norm: 0.7695, top1_acc/aux0: 0.1693, top5_acc/aux0: 0.4039, loss_cls/aux0: 3.7844, loss/aux0: 3.7844 2020-10-18 09:48:29,856 - mmaction - INFO - Epoch [2][360/396] lr: 3.000e-01, eta: 2 days, 3:19:03, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.1062, top5_acc: 0.2958, loss_cls: 4.1893, loss: 4.1893, grad_norm: 0.7790, top1_acc/aux0: 0.1703, top5_acc/aux0: 0.4062, loss_cls/aux0: 3.7950, loss/aux0: 3.7950 2020-10-18 09:49:06,425 - mmaction - INFO - Epoch [2][380/396] lr: 3.000e-01, eta: 2 days, 2:39:34, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.1130, top5_acc: 0.2979, loss_cls: 4.1752, loss: 4.1752, grad_norm: 0.7774, top1_acc/aux0: 0.1714, top5_acc/aux0: 0.4263, loss_cls/aux0: 3.7098, loss/aux0: 3.7098 2020-10-18 09:49:07,370 - mmaction - INFO - Epoch [2][380/396] lr: 3.000e-01, eta: 2 days, 3:20:03, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.1130, top5_acc: 0.2979, loss_cls: 4.1752, loss: 4.1752, grad_norm: 0.7787, top1_acc/aux0: 0.1734, top5_acc/aux0: 0.4245, loss_cls/aux0: 3.7010, loss/aux0: 3.7010 2020-10-18 09:53:28,679 - mmaction - INFO - Epoch [3][20/396] lr: 3.000e-01, eta: 2 days, 1:40:52, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.1146, top5_acc: 0.2990, loss_cls: 4.1413, loss: 4.1413, grad_norm: 0.7792, top1_acc/aux0: 0.1760, top5_acc/aux0: 0.4008, loss_cls/aux0: 3.7597, loss/aux0: 3.7597 2020-10-18 09:53:29,636 - mmaction - INFO - Epoch [3][20/396] lr: 3.000e-01, eta: 2 days, 2:19:20, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.1146, top5_acc: 0.2990, loss_cls: 4.1413, loss: 4.1413, grad_norm: 0.7796, top1_acc/aux0: 0.1750, top5_acc/aux0: 0.4026, loss_cls/aux0: 3.7619, loss/aux0: 3.7619 2020-10-18 09:54:06,090 - mmaction - INFO - Epoch [3][40/396] lr: 3.000e-01, eta: 2 days, 1:43:55, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.1281, top5_acc: 0.3154, loss_cls: 4.0933, loss: 4.0933, grad_norm: 0.7936, top1_acc/aux0: 0.1872, top5_acc/aux0: 0.4221, loss_cls/aux0: 3.6832, loss/aux0: 3.6832 2020-10-18 09:54:07,046 - mmaction - INFO - Epoch [3][40/396] lr: 3.000e-01, eta: 2 days, 2:21:45, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.1281, top5_acc: 0.3154, loss_cls: 4.0933, loss: 4.0933, grad_norm: 0.7949, top1_acc/aux0: 0.1878, top5_acc/aux0: 0.4190, loss_cls/aux0: 3.6824, loss/aux0: 3.6824 2020-10-18 09:54:43,469 - mmaction - INFO - Epoch [3][60/396] lr: 3.000e-01, eta: 2 days, 1:46:59, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.1120, top5_acc: 0.3159, loss_cls: 4.1384, loss: 4.1384, grad_norm: 0.7702, top1_acc/aux0: 0.1849, top5_acc/aux0: 0.4341, loss_cls/aux0: 3.6612, loss/aux0: 3.6612 2020-10-18 09:54:44,413 - mmaction - INFO - Epoch [3][60/396] lr: 3.000e-01, eta: 2 days, 2:23:46, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.1120, top5_acc: 0.3159, loss_cls: 4.1384, loss: 4.1384, grad_norm: 0.7709, top1_acc/aux0: 0.1862, top5_acc/aux0: 0.4341, loss_cls/aux0: 3.6568, loss/aux0: 3.6568 2020-10-18 09:55:20,991 - mmaction - INFO - Epoch [3][80/396] lr: 3.000e-01, eta: 2 days, 1:49:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1211, top5_acc: 0.3174, loss_cls: 4.1006, loss: 4.1006, grad_norm: 0.8084, top1_acc/aux0: 0.1883, top5_acc/aux0: 0.4292, loss_cls/aux0: 3.6741, loss/aux0: 3.6741 2020-10-18 09:55:21,949 - mmaction - INFO - Epoch [3][80/396] lr: 3.000e-01, eta: 2 days, 2:25:51, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.1211, top5_acc: 0.3174, loss_cls: 4.1006, loss: 4.1006, grad_norm: 0.8076, top1_acc/aux0: 0.1896, top5_acc/aux0: 0.4336, loss_cls/aux0: 3.6655, loss/aux0: 3.6655 2020-10-18 09:55:58,547 - mmaction - INFO - Epoch [3][100/396] lr: 3.000e-01, eta: 2 days, 1:52:40, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.1255, top5_acc: 0.3320, loss_cls: 4.0505, loss: 4.0505, grad_norm: 0.8132, top1_acc/aux0: 0.1984, top5_acc/aux0: 0.4398, loss_cls/aux0: 3.6366, loss/aux0: 3.6366 2020-10-18 09:55:59,509 - mmaction - INFO - Epoch [3][100/396] lr: 3.000e-01, eta: 2 days, 2:27:58, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.1255, top5_acc: 0.3320, loss_cls: 4.0505, loss: 4.0505, grad_norm: 0.8099, top1_acc/aux0: 0.1958, top5_acc/aux0: 0.4357, loss_cls/aux0: 3.6564, loss/aux0: 3.6564 2020-10-18 09:56:36,190 - mmaction - INFO - Epoch [3][120/396] lr: 3.000e-01, eta: 2 days, 1:55:23, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.1284, top5_acc: 0.3331, loss_cls: 4.0200, loss: 4.0200, grad_norm: 0.7994, top1_acc/aux0: 0.1883, top5_acc/aux0: 0.4266, loss_cls/aux0: 3.6806, loss/aux0: 3.6806 2020-10-18 09:56:37,207 - mmaction - INFO - Epoch [3][120/396] lr: 3.000e-01, eta: 2 days, 2:29:54, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.1284, top5_acc: 0.3331, loss_cls: 4.0200, loss: 4.0200, grad_norm: 0.8058, top1_acc/aux0: 0.1891, top5_acc/aux0: 0.4292, loss_cls/aux0: 3.6688, loss/aux0: 3.6688 2020-10-18 09:57:13,812 - mmaction - INFO - Epoch [3][140/396] lr: 3.000e-01, eta: 2 days, 1:58:04, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.1255, top5_acc: 0.3302, loss_cls: 4.0757, loss: 4.0757, grad_norm: 0.8138, top1_acc/aux0: 0.1958, top5_acc/aux0: 0.4367, loss_cls/aux0: 3.6280, loss/aux0: 3.6280 2020-10-18 09:57:14,759 - mmaction - INFO - Epoch [3][140/396] lr: 3.000e-01, eta: 2 days, 2:31:52, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.1255, top5_acc: 0.3302, loss_cls: 4.0757, loss: 4.0757, grad_norm: 0.8136, top1_acc/aux0: 0.1961, top5_acc/aux0: 0.4372, loss_cls/aux0: 3.6259, loss/aux0: 3.6259 2020-10-18 09:57:51,330 - mmaction - INFO - Epoch [3][160/396] lr: 3.000e-01, eta: 2 days, 2:00:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.1250, top5_acc: 0.3286, loss_cls: 4.0578, loss: 4.0578, grad_norm: 0.8075, top1_acc/aux0: 0.1971, top5_acc/aux0: 0.4396, loss_cls/aux0: 3.6068, loss/aux0: 3.6068 2020-10-18 09:57:52,277 - mmaction - INFO - Epoch [3][160/396] lr: 3.000e-01, eta: 2 days, 2:33:31, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.1250, top5_acc: 0.3286, loss_cls: 4.0578, loss: 4.0578, grad_norm: 0.8107, top1_acc/aux0: 0.1982, top5_acc/aux0: 0.4398, loss_cls/aux0: 3.6017, loss/aux0: 3.6017 2020-10-18 09:58:28,857 - mmaction - INFO - Epoch [3][180/396] lr: 3.000e-01, eta: 2 days, 2:02:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.1203, top5_acc: 0.3307, loss_cls: 4.0446, loss: 4.0446, grad_norm: 0.8065, top1_acc/aux0: 0.2018, top5_acc/aux0: 0.4555, loss_cls/aux0: 3.5762, loss/aux0: 3.5762 2020-10-18 09:58:29,813 - mmaction - INFO - Epoch [3][180/396] lr: 3.000e-01, eta: 2 days, 2:35:01, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.1203, top5_acc: 0.3307, loss_cls: 4.0446, loss: 4.0446, grad_norm: 0.8128, top1_acc/aux0: 0.2000, top5_acc/aux0: 0.4557, loss_cls/aux0: 3.5741, loss/aux0: 3.5741 2020-10-18 09:59:06,384 - mmaction - INFO - Epoch [3][200/396] lr: 3.000e-01, eta: 2 days, 2:04:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1354, top5_acc: 0.3349, loss_cls: 4.0180, loss: 4.0180, grad_norm: 0.7933, top1_acc/aux0: 0.1904, top5_acc/aux0: 0.4388, loss_cls/aux0: 3.6379, loss/aux0: 3.6379 2020-10-18 09:59:07,342 - mmaction - INFO - Epoch [3][200/396] lr: 3.000e-01, eta: 2 days, 2:36:33, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.1354, top5_acc: 0.3349, loss_cls: 4.0180, loss: 4.0180, grad_norm: 0.7956, top1_acc/aux0: 0.1911, top5_acc/aux0: 0.4411, loss_cls/aux0: 3.6373, loss/aux0: 3.6373 2020-10-18 09:59:43,798 - mmaction - INFO - Epoch [3][220/396] lr: 3.000e-01, eta: 2 days, 2:06:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.1359, top5_acc: 0.3445, loss_cls: 3.9839, loss: 3.9839, grad_norm: 0.8340, top1_acc/aux0: 0.2141, top5_acc/aux0: 0.4667, loss_cls/aux0: 3.5258, loss/aux0: 3.5258 2020-10-18 09:59:44,760 - mmaction - INFO - Epoch [3][220/396] lr: 3.000e-01, eta: 2 days, 2:37:51, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.1359, top5_acc: 0.3445, loss_cls: 3.9839, loss: 3.9839, grad_norm: 0.8251, top1_acc/aux0: 0.2148, top5_acc/aux0: 0.4633, loss_cls/aux0: 3.5306, loss/aux0: 3.5306 2020-10-18 10:00:24,464 - mmaction - INFO - Epoch [3][240/396] lr: 3.000e-01, eta: 2 days, 2:13:43, time: 1.090, data_time: 0.001, memory: 8462, top1_acc: 0.1227, top5_acc: 0.3328, loss_cls: 4.0152, loss: 4.0152, grad_norm: 0.8335, top1_acc/aux0: 0.1992, top5_acc/aux0: 0.4458, loss_cls/aux0: 3.6042, loss/aux0: 3.6042 2020-10-18 10:00:25,496 - mmaction - INFO - Epoch [3][240/396] lr: 3.000e-01, eta: 2 days, 2:45:23, time: 0.977, data_time: 0.009, memory: 8462, top1_acc: 0.1227, top5_acc: 0.3328, loss_cls: 4.0152, loss: 4.0152, grad_norm: 0.8336, top1_acc/aux0: 0.2029, top5_acc/aux0: 0.4474, loss_cls/aux0: 3.5983, loss/aux0: 3.5983 2020-10-18 10:01:02,109 - mmaction - INFO - Epoch [3][260/396] lr: 3.000e-01, eta: 2 days, 2:16:42, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1367, top5_acc: 0.3503, loss_cls: 3.9791, loss: 3.9791, grad_norm: 0.8245, top1_acc/aux0: 0.2081, top5_acc/aux0: 0.4539, loss_cls/aux0: 3.5596, loss/aux0: 3.5596 2020-10-18 10:01:03,095 - mmaction - INFO - Epoch [3][260/396] lr: 3.000e-01, eta: 2 days, 2:46:33, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.1367, top5_acc: 0.3503, loss_cls: 3.9791, loss: 3.9791, grad_norm: 0.8273, top1_acc/aux0: 0.2036, top5_acc/aux0: 0.4529, loss_cls/aux0: 3.5663, loss/aux0: 3.5663 2020-10-18 10:01:39,646 - mmaction - INFO - Epoch [3][280/396] lr: 3.000e-01, eta: 2 days, 2:18:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.1352, top5_acc: 0.3424, loss_cls: 3.9828, loss: 3.9828, grad_norm: 0.7932, top1_acc/aux0: 0.2112, top5_acc/aux0: 0.4622, loss_cls/aux0: 3.5401, loss/aux0: 3.5401 2020-10-18 10:01:40,597 - mmaction - INFO - Epoch [3][280/396] lr: 3.000e-01, eta: 2 days, 2:47:37, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.1352, top5_acc: 0.3424, loss_cls: 3.9828, loss: 3.9828, grad_norm: 0.7930, top1_acc/aux0: 0.2099, top5_acc/aux0: 0.4633, loss_cls/aux0: 3.5410, loss/aux0: 3.5410 2020-10-18 10:02:17,209 - mmaction - INFO - Epoch [3][300/396] lr: 3.000e-01, eta: 2 days, 2:19:57, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.1315, top5_acc: 0.3378, loss_cls: 4.0155, loss: 4.0155, grad_norm: 0.8100, top1_acc/aux0: 0.2068, top5_acc/aux0: 0.4531, loss_cls/aux0: 3.5809, loss/aux0: 3.5809 2020-10-18 10:02:18,148 - mmaction - INFO - Epoch [3][300/396] lr: 3.000e-01, eta: 2 days, 2:48:41, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.1315, top5_acc: 0.3378, loss_cls: 4.0155, loss: 4.0155, grad_norm: 0.8166, top1_acc/aux0: 0.2076, top5_acc/aux0: 0.4495, loss_cls/aux0: 3.5914, loss/aux0: 3.5914 2020-10-18 10:02:54,760 - mmaction - INFO - Epoch [3][320/396] lr: 3.000e-01, eta: 2 days, 2:21:27, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1289, top5_acc: 0.3437, loss_cls: 3.9897, loss: 3.9897, grad_norm: 0.8094, top1_acc/aux0: 0.2065, top5_acc/aux0: 0.4557, loss_cls/aux0: 3.5824, loss/aux0: 3.5824 2020-10-18 10:02:55,752 - mmaction - INFO - Epoch [3][320/396] lr: 3.000e-01, eta: 2 days, 2:49:45, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.1289, top5_acc: 0.3437, loss_cls: 3.9897, loss: 3.9897, grad_norm: 0.8080, top1_acc/aux0: 0.2065, top5_acc/aux0: 0.4589, loss_cls/aux0: 3.5679, loss/aux0: 3.5679 2020-10-18 10:03:32,325 - mmaction - INFO - Epoch [3][340/396] lr: 3.000e-01, eta: 2 days, 2:22:58, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1289, top5_acc: 0.3401, loss_cls: 3.9927, loss: 3.9927, grad_norm: 0.8257, top1_acc/aux0: 0.2034, top5_acc/aux0: 0.4604, loss_cls/aux0: 3.5465, loss/aux0: 3.5465 2020-10-18 10:03:33,272 - mmaction - INFO - Epoch [3][340/396] lr: 3.000e-01, eta: 2 days, 2:50:42, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.1289, top5_acc: 0.3401, loss_cls: 3.9927, loss: 3.9927, grad_norm: 0.8216, top1_acc/aux0: 0.2036, top5_acc/aux0: 0.4604, loss_cls/aux0: 3.5496, loss/aux0: 3.5496 2020-10-18 10:04:09,845 - mmaction - INFO - Epoch [3][360/396] lr: 3.000e-01, eta: 2 days, 2:24:21, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1354, top5_acc: 0.3516, loss_cls: 3.9686, loss: 3.9686, grad_norm: 0.8234, top1_acc/aux0: 0.2167, top5_acc/aux0: 0.4685, loss_cls/aux0: 3.5083, loss/aux0: 3.5083 2020-10-18 10:04:10,784 - mmaction - INFO - Epoch [3][360/396] lr: 3.000e-01, eta: 2 days, 2:51:34, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.1354, top5_acc: 0.3516, loss_cls: 3.9686, loss: 3.9686, grad_norm: 0.8259, top1_acc/aux0: 0.2185, top5_acc/aux0: 0.4701, loss_cls/aux0: 3.5027, loss/aux0: 3.5027 2020-10-18 10:04:47,395 - mmaction - INFO - Epoch [3][380/396] lr: 3.000e-01, eta: 2 days, 2:25:40, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.1490, top5_acc: 0.3596, loss_cls: 3.9327, loss: 3.9327, grad_norm: 0.8418, top1_acc/aux0: 0.2156, top5_acc/aux0: 0.4570, loss_cls/aux0: 3.5436, loss/aux0: 3.5436 2020-10-18 10:04:48,349 - mmaction - INFO - Epoch [3][380/396] lr: 3.000e-01, eta: 2 days, 2:52:27, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.1490, top5_acc: 0.3596, loss_cls: 3.9327, loss: 3.9327, grad_norm: 0.8396, top1_acc/aux0: 0.2154, top5_acc/aux0: 0.4581, loss_cls/aux0: 3.5374, loss/aux0: 3.5374 2020-10-18 10:09:38,387 - mmaction - INFO - Epoch [4][20/396] lr: 2.999e-01, eta: 2 days, 1:46:11, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.1560, top5_acc: 0.3747, loss_cls: 3.8491, loss: 3.8491, grad_norm: 0.8657, top1_acc/aux0: 0.2248, top5_acc/aux0: 0.4825, loss_cls/aux0: 3.4653, loss/aux0: 3.4653 2020-10-18 10:09:39,341 - mmaction - INFO - Epoch [4][20/396] lr: 2.999e-01, eta: 2 days, 2:12:00, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.1560, top5_acc: 0.3747, loss_cls: 3.8491, loss: 3.8491, grad_norm: 0.8636, top1_acc/aux0: 0.2242, top5_acc/aux0: 0.4841, loss_cls/aux0: 3.4657, loss/aux0: 3.4657 2020-10-18 10:10:15,742 - mmaction - INFO - Epoch [4][40/396] lr: 2.999e-01, eta: 2 days, 1:47:41, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.1385, top5_acc: 0.3615, loss_cls: 3.9247, loss: 3.9247, grad_norm: 0.8535, top1_acc/aux0: 0.2260, top5_acc/aux0: 0.4917, loss_cls/aux0: 3.4368, loss/aux0: 3.4368 2020-10-18 10:10:16,692 - mmaction - INFO - Epoch [4][40/396] lr: 2.999e-01, eta: 2 days, 2:13:04, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.1385, top5_acc: 0.3615, loss_cls: 3.9247, loss: 3.9247, grad_norm: 0.8523, top1_acc/aux0: 0.2247, top5_acc/aux0: 0.4901, loss_cls/aux0: 3.4383, loss/aux0: 3.4383 2020-10-18 10:10:53,241 - mmaction - INFO - Epoch [4][60/396] lr: 2.999e-01, eta: 2 days, 1:49:18, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.1492, top5_acc: 0.3755, loss_cls: 3.8840, loss: 3.8840, grad_norm: 0.8520, top1_acc/aux0: 0.2276, top5_acc/aux0: 0.4896, loss_cls/aux0: 3.4123, loss/aux0: 3.4123 2020-10-18 10:10:54,182 - mmaction - INFO - Epoch [4][60/396] lr: 2.999e-01, eta: 2 days, 2:14:24, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.1492, top5_acc: 0.3755, loss_cls: 3.8840, loss: 3.8840, grad_norm: 0.8537, top1_acc/aux0: 0.2260, top5_acc/aux0: 0.4846, loss_cls/aux0: 3.4287, loss/aux0: 3.4287 2020-10-18 10:11:30,847 - mmaction - INFO - Epoch [4][80/396] lr: 2.999e-01, eta: 2 days, 1:50:59, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.1375, top5_acc: 0.3638, loss_cls: 3.8948, loss: 3.8948, grad_norm: 0.8570, top1_acc/aux0: 0.2164, top5_acc/aux0: 0.4701, loss_cls/aux0: 3.4768, loss/aux0: 3.4768 2020-10-18 10:11:31,811 - mmaction - INFO - Epoch [4][80/396] lr: 2.999e-01, eta: 2 days, 2:15:44, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.1375, top5_acc: 0.3638, loss_cls: 3.8948, loss: 3.8948, grad_norm: 0.8537, top1_acc/aux0: 0.2182, top5_acc/aux0: 0.4745, loss_cls/aux0: 3.4599, loss/aux0: 3.4599 2020-10-18 10:12:08,437 - mmaction - INFO - Epoch [4][100/396] lr: 2.999e-01, eta: 2 days, 1:52:37, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.1474, top5_acc: 0.3875, loss_cls: 3.8459, loss: 3.8459, grad_norm: 0.8541, top1_acc/aux0: 0.2341, top5_acc/aux0: 0.4932, loss_cls/aux0: 3.3956, loss/aux0: 3.3956 2020-10-18 10:12:09,396 - mmaction - INFO - Epoch [4][100/396] lr: 2.999e-01, eta: 2 days, 2:16:57, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.1474, top5_acc: 0.3875, loss_cls: 3.8459, loss: 3.8459, grad_norm: 0.8558, top1_acc/aux0: 0.2362, top5_acc/aux0: 0.4932, loss_cls/aux0: 3.3954, loss/aux0: 3.3954 2020-10-18 10:12:45,916 - mmaction - INFO - Epoch [4][120/396] lr: 2.999e-01, eta: 2 days, 1:54:04, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.1557, top5_acc: 0.3812, loss_cls: 3.8647, loss: 3.8647, grad_norm: 0.8545, top1_acc/aux0: 0.2237, top5_acc/aux0: 0.4917, loss_cls/aux0: 3.4552, loss/aux0: 3.4552 2020-10-18 10:12:46,860 - mmaction - INFO - Epoch [4][120/396] lr: 2.999e-01, eta: 2 days, 2:17:54, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.1557, top5_acc: 0.3812, loss_cls: 3.8647, loss: 3.8647, grad_norm: 0.8514, top1_acc/aux0: 0.2227, top5_acc/aux0: 0.4896, loss_cls/aux0: 3.4582, loss/aux0: 3.4582 2020-10-18 10:13:23,502 - mmaction - INFO - Epoch [4][140/396] lr: 2.999e-01, eta: 2 days, 1:55:27, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.1609, top5_acc: 0.3833, loss_cls: 3.8604, loss: 3.8604, grad_norm: 0.8612, top1_acc/aux0: 0.2318, top5_acc/aux0: 0.4862, loss_cls/aux0: 3.4175, loss/aux0: 3.4175 2020-10-18 10:13:24,466 - mmaction - INFO - Epoch [4][140/396] lr: 2.999e-01, eta: 2 days, 2:19:03, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.1609, top5_acc: 0.3833, loss_cls: 3.8604, loss: 3.8604, grad_norm: 0.8635, top1_acc/aux0: 0.2320, top5_acc/aux0: 0.4875, loss_cls/aux0: 3.4100, loss/aux0: 3.4100 2020-10-18 10:14:01,092 - mmaction - INFO - Epoch [4][160/396] lr: 2.999e-01, eta: 2 days, 1:56:56, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.1458, top5_acc: 0.3724, loss_cls: 3.8284, loss: 3.8284, grad_norm: 0.8952, top1_acc/aux0: 0.2253, top5_acc/aux0: 0.4867, loss_cls/aux0: 3.4273, loss/aux0: 3.4273 2020-10-18 10:14:02,069 - mmaction - INFO - Epoch [4][160/396] lr: 2.999e-01, eta: 2 days, 2:20:17, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.1458, top5_acc: 0.3724, loss_cls: 3.8284, loss: 3.8284, grad_norm: 0.8916, top1_acc/aux0: 0.2273, top5_acc/aux0: 0.4893, loss_cls/aux0: 3.4251, loss/aux0: 3.4251 2020-10-18 10:14:38,684 - mmaction - INFO - Epoch [4][180/396] lr: 2.999e-01, eta: 2 days, 1:58:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.1484, top5_acc: 0.3706, loss_cls: 3.8936, loss: 3.8936, grad_norm: 0.8540, top1_acc/aux0: 0.2419, top5_acc/aux0: 0.5052, loss_cls/aux0: 3.3976, loss/aux0: 3.3976 2020-10-18 10:14:39,654 - mmaction - INFO - Epoch [4][180/396] lr: 2.999e-01, eta: 2 days, 2:21:16, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.1484, top5_acc: 0.3706, loss_cls: 3.8936, loss: 3.8936, grad_norm: 0.8570, top1_acc/aux0: 0.2401, top5_acc/aux0: 0.5052, loss_cls/aux0: 3.3976, loss/aux0: 3.3976 2020-10-18 10:15:16,219 - mmaction - INFO - Epoch [4][200/396] lr: 2.999e-01, eta: 2 days, 1:59:40, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1521, top5_acc: 0.3922, loss_cls: 3.8237, loss: 3.8237, grad_norm: 0.8622, top1_acc/aux0: 0.2411, top5_acc/aux0: 0.5089, loss_cls/aux0: 3.3356, loss/aux0: 3.3356 2020-10-18 10:15:17,174 - mmaction - INFO - Epoch [4][200/396] lr: 2.999e-01, eta: 2 days, 2:22:13, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.1521, top5_acc: 0.3922, loss_cls: 3.8237, loss: 3.8237, grad_norm: 0.8625, top1_acc/aux0: 0.2424, top5_acc/aux0: 0.5107, loss_cls/aux0: 3.3249, loss/aux0: 3.3249 2020-10-18 10:15:53,795 - mmaction - INFO - Epoch [4][220/396] lr: 2.999e-01, eta: 2 days, 2:00:56, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.1576, top5_acc: 0.3833, loss_cls: 3.8178, loss: 3.8178, grad_norm: 0.8746, top1_acc/aux0: 0.2310, top5_acc/aux0: 0.4854, loss_cls/aux0: 3.4050, loss/aux0: 3.4050 2020-10-18 10:15:54,753 - mmaction - INFO - Epoch [4][220/396] lr: 2.999e-01, eta: 2 days, 2:23:12, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.1576, top5_acc: 0.3833, loss_cls: 3.8178, loss: 3.8178, grad_norm: 0.8755, top1_acc/aux0: 0.2320, top5_acc/aux0: 0.4833, loss_cls/aux0: 3.4091, loss/aux0: 3.4091 2020-10-18 10:16:31,360 - mmaction - INFO - Epoch [4][240/396] lr: 2.999e-01, eta: 2 days, 2:02:12, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.1581, top5_acc: 0.3906, loss_cls: 3.8080, loss: 3.8080, grad_norm: 0.9038, top1_acc/aux0: 0.2487, top5_acc/aux0: 0.4977, loss_cls/aux0: 3.3398, loss/aux0: 3.3398 2020-10-18 10:16:32,315 - mmaction - INFO - Epoch [4][240/396] lr: 2.999e-01, eta: 2 days, 2:24:08, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.1581, top5_acc: 0.3906, loss_cls: 3.8080, loss: 3.8080, grad_norm: 0.9083, top1_acc/aux0: 0.2477, top5_acc/aux0: 0.4956, loss_cls/aux0: 3.3509, loss/aux0: 3.3509 2020-10-18 10:17:08,944 - mmaction - INFO - Epoch [4][260/396] lr: 2.999e-01, eta: 2 days, 2:03:20, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.1531, top5_acc: 0.3734, loss_cls: 3.8496, loss: 3.8496, grad_norm: 0.8832, top1_acc/aux0: 0.2497, top5_acc/aux0: 0.5151, loss_cls/aux0: 3.3149, loss/aux0: 3.3149 2020-10-18 10:17:09,898 - mmaction - INFO - Epoch [4][260/396] lr: 2.999e-01, eta: 2 days, 2:24:55, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.1531, top5_acc: 0.3734, loss_cls: 3.8496, loss: 3.8496, grad_norm: 0.8840, top1_acc/aux0: 0.2484, top5_acc/aux0: 0.5164, loss_cls/aux0: 3.3205, loss/aux0: 3.3205 2020-10-18 10:17:46,439 - mmaction - INFO - Epoch [4][280/396] lr: 2.999e-01, eta: 2 days, 2:04:24, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1573, top5_acc: 0.3844, loss_cls: 3.8232, loss: 3.8232, grad_norm: 0.8821, top1_acc/aux0: 0.2380, top5_acc/aux0: 0.5000, loss_cls/aux0: 3.3806, loss/aux0: 3.3806 2020-10-18 10:17:47,486 - mmaction - INFO - Epoch [4][280/396] lr: 2.999e-01, eta: 2 days, 2:25:48, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.1573, top5_acc: 0.3844, loss_cls: 3.8232, loss: 3.8232, grad_norm: 0.8837, top1_acc/aux0: 0.2378, top5_acc/aux0: 0.5016, loss_cls/aux0: 3.3683, loss/aux0: 3.3683 2020-10-18 10:18:24,196 - mmaction - INFO - Epoch [4][300/396] lr: 2.999e-01, eta: 2 days, 2:05:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.1503, top5_acc: 0.3854, loss_cls: 3.8247, loss: 3.8247, grad_norm: 0.8763, top1_acc/aux0: 0.2555, top5_acc/aux0: 0.5224, loss_cls/aux0: 3.2514, loss/aux0: 3.2514 2020-10-18 10:18:25,185 - mmaction - INFO - Epoch [4][300/396] lr: 2.999e-01, eta: 2 days, 2:26:31, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.1503, top5_acc: 0.3854, loss_cls: 3.8247, loss: 3.8247, grad_norm: 0.8766, top1_acc/aux0: 0.2570, top5_acc/aux0: 0.5198, loss_cls/aux0: 3.2532, loss/aux0: 3.2532 2020-10-18 10:19:01,752 - mmaction - INFO - Epoch [4][320/396] lr: 2.999e-01, eta: 2 days, 2:06:29, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.1776, top5_acc: 0.3888, loss_cls: 3.7751, loss: 3.7751, grad_norm: 0.8774, top1_acc/aux0: 0.2487, top5_acc/aux0: 0.5060, loss_cls/aux0: 3.3338, loss/aux0: 3.3338 2020-10-18 10:19:02,700 - mmaction - INFO - Epoch [4][320/396] lr: 2.999e-01, eta: 2 days, 2:27:12, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.1776, top5_acc: 0.3888, loss_cls: 3.7751, loss: 3.7751, grad_norm: 0.8772, top1_acc/aux0: 0.2490, top5_acc/aux0: 0.5099, loss_cls/aux0: 3.3310, loss/aux0: 3.3310 2020-10-18 10:19:39,381 - mmaction - INFO - Epoch [4][340/396] lr: 2.999e-01, eta: 2 days, 2:07:27, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.1659, top5_acc: 0.3852, loss_cls: 3.8116, loss: 3.8116, grad_norm: 0.9047, top1_acc/aux0: 0.2409, top5_acc/aux0: 0.5138, loss_cls/aux0: 3.3146, loss/aux0: 3.3146 2020-10-18 10:19:40,341 - mmaction - INFO - Epoch [4][340/396] lr: 2.999e-01, eta: 2 days, 2:27:56, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.1659, top5_acc: 0.3852, loss_cls: 3.8116, loss: 3.8116, grad_norm: 0.9074, top1_acc/aux0: 0.2370, top5_acc/aux0: 0.5099, loss_cls/aux0: 3.3229, loss/aux0: 3.3229 2020-10-18 10:20:17,005 - mmaction - INFO - Epoch [4][360/396] lr: 2.999e-01, eta: 2 days, 2:08:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.1818, top5_acc: 0.3984, loss_cls: 3.7136, loss: 3.7136, grad_norm: 0.8954, top1_acc/aux0: 0.2490, top5_acc/aux0: 0.5102, loss_cls/aux0: 3.2929, loss/aux0: 3.2929 2020-10-18 10:20:17,956 - mmaction - INFO - Epoch [4][360/396] lr: 2.999e-01, eta: 2 days, 2:28:29, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.1818, top5_acc: 0.3984, loss_cls: 3.7136, loss: 3.7136, grad_norm: 0.8978, top1_acc/aux0: 0.2534, top5_acc/aux0: 0.5143, loss_cls/aux0: 3.2780, loss/aux0: 3.2780 2020-10-18 10:20:54,580 - mmaction - INFO - Epoch [4][380/396] lr: 2.999e-01, eta: 2 days, 2:09:11, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.1646, top5_acc: 0.4062, loss_cls: 3.7557, loss: 3.7557, grad_norm: 0.8997, top1_acc/aux0: 0.2674, top5_acc/aux0: 0.5266, loss_cls/aux0: 3.2364, loss/aux0: 3.2364 2020-10-18 10:20:55,544 - mmaction - INFO - Epoch [4][380/396] lr: 2.999e-01, eta: 2 days, 2:29:08, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.1646, top5_acc: 0.4062, loss_cls: 3.7557, loss: 3.7557, grad_norm: 0.9000, top1_acc/aux0: 0.2682, top5_acc/aux0: 0.5258, loss_cls/aux0: 3.2359, loss/aux0: 3.2359 2020-10-18 10:25:14,074 - mmaction - INFO - Epoch [5][20/396] lr: 2.998e-01, eta: 2 days, 1:39:27, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.1794, top5_acc: 0.4219, loss_cls: 3.6780, loss: 3.6780, grad_norm: 0.9352, top1_acc/aux0: 0.2747, top5_acc/aux0: 0.5367, loss_cls/aux0: 3.2300, loss/aux0: 3.2300 2020-10-18 10:25:15,009 - mmaction - INFO - Epoch [5][20/396] lr: 2.998e-01, eta: 2 days, 1:58:50, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.1794, top5_acc: 0.4219, loss_cls: 3.6780, loss: 3.6780, grad_norm: 0.9292, top1_acc/aux0: 0.2737, top5_acc/aux0: 0.5367, loss_cls/aux0: 3.2283, loss/aux0: 3.2283 2020-10-18 10:25:51,505 - mmaction - INFO - Epoch [5][40/396] lr: 2.998e-01, eta: 2 days, 1:40:26, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.1685, top5_acc: 0.4044, loss_cls: 3.7409, loss: 3.7409, grad_norm: 0.9242, top1_acc/aux0: 0.2620, top5_acc/aux0: 0.5232, loss_cls/aux0: 3.2428, loss/aux0: 3.2428 2020-10-18 10:25:52,479 - mmaction - INFO - Epoch [5][40/396] lr: 2.998e-01, eta: 2 days, 1:59:38, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.1685, top5_acc: 0.4044, loss_cls: 3.7409, loss: 3.7409, grad_norm: 0.9239, top1_acc/aux0: 0.2583, top5_acc/aux0: 0.5206, loss_cls/aux0: 3.2557, loss/aux0: 3.2557 2020-10-18 10:26:29,100 - mmaction - INFO - Epoch [5][60/396] lr: 2.998e-01, eta: 2 days, 1:41:33, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.1685, top5_acc: 0.4065, loss_cls: 3.7563, loss: 3.7563, grad_norm: 0.9124, top1_acc/aux0: 0.2513, top5_acc/aux0: 0.5208, loss_cls/aux0: 3.2847, loss/aux0: 3.2847 2020-10-18 10:26:30,073 - mmaction - INFO - Epoch [5][60/396] lr: 2.998e-01, eta: 2 days, 2:00:36, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.1685, top5_acc: 0.4065, loss_cls: 3.7563, loss: 3.7563, grad_norm: 0.9071, top1_acc/aux0: 0.2578, top5_acc/aux0: 0.5219, loss_cls/aux0: 3.2724, loss/aux0: 3.2724 2020-10-18 10:27:06,787 - mmaction - INFO - Epoch [5][80/396] lr: 2.998e-01, eta: 2 days, 1:42:41, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1706, top5_acc: 0.4068, loss_cls: 3.7601, loss: 3.7601, grad_norm: 0.9172, top1_acc/aux0: 0.2404, top5_acc/aux0: 0.5169, loss_cls/aux0: 3.2889, loss/aux0: 3.2889 2020-10-18 10:27:07,723 - mmaction - INFO - Epoch [5][80/396] lr: 2.998e-01, eta: 2 days, 2:01:26, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.1706, top5_acc: 0.4068, loss_cls: 3.7601, loss: 3.7601, grad_norm: 0.9184, top1_acc/aux0: 0.2354, top5_acc/aux0: 0.5187, loss_cls/aux0: 3.2918, loss/aux0: 3.2918 2020-10-18 10:27:44,241 - mmaction - INFO - Epoch [5][100/396] lr: 2.998e-01, eta: 2 days, 1:43:40, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.1815, top5_acc: 0.4167, loss_cls: 3.6952, loss: 3.6952, grad_norm: 0.9348, top1_acc/aux0: 0.2724, top5_acc/aux0: 0.5388, loss_cls/aux0: 3.1887, loss/aux0: 3.1887 2020-10-18 10:27:45,188 - mmaction - INFO - Epoch [5][100/396] lr: 2.998e-01, eta: 2 days, 2:02:09, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.1815, top5_acc: 0.4167, loss_cls: 3.6952, loss: 3.6952, grad_norm: 0.9402, top1_acc/aux0: 0.2716, top5_acc/aux0: 0.5341, loss_cls/aux0: 3.1994, loss/aux0: 3.1994 2020-10-18 10:28:21,744 - mmaction - INFO - Epoch [5][120/396] lr: 2.998e-01, eta: 2 days, 1:44:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1716, top5_acc: 0.4154, loss_cls: 3.7105, loss: 3.7105, grad_norm: 0.9213, top1_acc/aux0: 0.2521, top5_acc/aux0: 0.5216, loss_cls/aux0: 3.2458, loss/aux0: 3.2458 2020-10-18 10:28:22,698 - mmaction - INFO - Epoch [5][120/396] lr: 2.998e-01, eta: 2 days, 2:02:56, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.1716, top5_acc: 0.4154, loss_cls: 3.7105, loss: 3.7105, grad_norm: 0.9143, top1_acc/aux0: 0.2552, top5_acc/aux0: 0.5266, loss_cls/aux0: 3.2315, loss/aux0: 3.2315 2020-10-18 10:28:59,197 - mmaction - INFO - Epoch [5][140/396] lr: 2.998e-01, eta: 2 days, 1:45:30, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.1747, top5_acc: 0.4161, loss_cls: 3.6963, loss: 3.6963, grad_norm: 0.9122, top1_acc/aux0: 0.2685, top5_acc/aux0: 0.5393, loss_cls/aux0: 3.2093, loss/aux0: 3.2093 2020-10-18 10:29:00,230 - mmaction - INFO - Epoch [5][140/396] lr: 2.998e-01, eta: 2 days, 2:03:36, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.1747, top5_acc: 0.4161, loss_cls: 3.6963, loss: 3.6963, grad_norm: 0.9142, top1_acc/aux0: 0.2682, top5_acc/aux0: 0.5365, loss_cls/aux0: 3.2131, loss/aux0: 3.2131 2020-10-18 10:29:36,821 - mmaction - INFO - Epoch [5][160/396] lr: 2.998e-01, eta: 2 days, 1:46:28, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.1677, top5_acc: 0.4099, loss_cls: 3.7430, loss: 3.7430, grad_norm: 0.9248, top1_acc/aux0: 0.2628, top5_acc/aux0: 0.5385, loss_cls/aux0: 3.2092, loss/aux0: 3.2092 2020-10-18 10:29:37,786 - mmaction - INFO - Epoch [5][160/396] lr: 2.998e-01, eta: 2 days, 2:04:24, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.1677, top5_acc: 0.4099, loss_cls: 3.7430, loss: 3.7430, grad_norm: 0.9233, top1_acc/aux0: 0.2630, top5_acc/aux0: 0.5417, loss_cls/aux0: 3.2038, loss/aux0: 3.2038 2020-10-18 10:30:14,380 - mmaction - INFO - Epoch [5][180/396] lr: 2.998e-01, eta: 2 days, 1:47:24, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1812, top5_acc: 0.4302, loss_cls: 3.6570, loss: 3.6570, grad_norm: 0.9517, top1_acc/aux0: 0.2703, top5_acc/aux0: 0.5432, loss_cls/aux0: 3.1788, loss/aux0: 3.1788 2020-10-18 10:30:15,399 - mmaction - INFO - Epoch [5][180/396] lr: 2.998e-01, eta: 2 days, 2:05:10, time: 0.944, data_time: 0.004, memory: 8462, top1_acc: 0.1812, top5_acc: 0.4302, loss_cls: 3.6570, loss: 3.6570, grad_norm: 0.9531, top1_acc/aux0: 0.2719, top5_acc/aux0: 0.5414, loss_cls/aux0: 3.1774, loss/aux0: 3.1774 2020-10-18 10:30:51,965 - mmaction - INFO - Epoch [5][200/396] lr: 2.998e-01, eta: 2 days, 1:48:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.1779, top5_acc: 0.4104, loss_cls: 3.7179, loss: 3.7179, grad_norm: 0.9090, top1_acc/aux0: 0.2714, top5_acc/aux0: 0.5466, loss_cls/aux0: 3.1651, loss/aux0: 3.1651 2020-10-18 10:30:52,924 - mmaction - INFO - Epoch [5][200/396] lr: 2.998e-01, eta: 2 days, 2:05:43, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.1779, top5_acc: 0.4104, loss_cls: 3.7179, loss: 3.7179, grad_norm: 0.9124, top1_acc/aux0: 0.2685, top5_acc/aux0: 0.5474, loss_cls/aux0: 3.1759, loss/aux0: 3.1759 2020-10-18 10:31:29,576 - mmaction - INFO - Epoch [5][220/396] lr: 2.998e-01, eta: 2 days, 1:49:06, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.1672, top5_acc: 0.4229, loss_cls: 3.6819, loss: 3.6819, grad_norm: 0.9319, top1_acc/aux0: 0.2779, top5_acc/aux0: 0.5445, loss_cls/aux0: 3.1711, loss/aux0: 3.1711 2020-10-18 10:31:30,537 - mmaction - INFO - Epoch [5][220/396] lr: 2.998e-01, eta: 2 days, 2:06:26, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.1672, top5_acc: 0.4229, loss_cls: 3.6819, loss: 3.6819, grad_norm: 0.9303, top1_acc/aux0: 0.2779, top5_acc/aux0: 0.5448, loss_cls/aux0: 3.1629, loss/aux0: 3.1629 2020-10-18 10:32:07,125 - mmaction - INFO - Epoch [5][240/396] lr: 2.998e-01, eta: 2 days, 1:49:57, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1956, top5_acc: 0.4404, loss_cls: 3.6001, loss: 3.6001, grad_norm: 0.9287, top1_acc/aux0: 0.2750, top5_acc/aux0: 0.5362, loss_cls/aux0: 3.1846, loss/aux0: 3.1846 2020-10-18 10:32:08,073 - mmaction - INFO - Epoch [5][240/396] lr: 2.998e-01, eta: 2 days, 2:07:01, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.1956, top5_acc: 0.4404, loss_cls: 3.6001, loss: 3.6001, grad_norm: 0.9325, top1_acc/aux0: 0.2763, top5_acc/aux0: 0.5388, loss_cls/aux0: 3.1834, loss/aux0: 3.1834 2020-10-18 10:32:44,658 - mmaction - INFO - Epoch [5][260/396] lr: 2.998e-01, eta: 2 days, 1:50:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.1818, top5_acc: 0.4255, loss_cls: 3.6946, loss: 3.6946, grad_norm: 0.9290, top1_acc/aux0: 0.2656, top5_acc/aux0: 0.5448, loss_cls/aux0: 3.1821, loss/aux0: 3.1821 2020-10-18 10:32:45,639 - mmaction - INFO - Epoch [5][260/396] lr: 2.998e-01, eta: 2 days, 2:07:32, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.1818, top5_acc: 0.4255, loss_cls: 3.6946, loss: 3.6946, grad_norm: 0.9238, top1_acc/aux0: 0.2661, top5_acc/aux0: 0.5419, loss_cls/aux0: 3.1850, loss/aux0: 3.1850 2020-10-18 10:33:22,107 - mmaction - INFO - Epoch [5][280/396] lr: 2.998e-01, eta: 2 days, 1:51:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.1880, top5_acc: 0.4508, loss_cls: 3.5921, loss: 3.5921, grad_norm: 0.9341, top1_acc/aux0: 0.2701, top5_acc/aux0: 0.5352, loss_cls/aux0: 3.1893, loss/aux0: 3.1893 2020-10-18 10:33:23,062 - mmaction - INFO - Epoch [5][280/396] lr: 2.998e-01, eta: 2 days, 2:07:57, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.1880, top5_acc: 0.4508, loss_cls: 3.5921, loss: 3.5921, grad_norm: 0.9301, top1_acc/aux0: 0.2711, top5_acc/aux0: 0.5349, loss_cls/aux0: 3.1877, loss/aux0: 3.1877 2020-10-18 10:33:59,522 - mmaction - INFO - Epoch [5][300/396] lr: 2.998e-01, eta: 2 days, 1:51:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.1786, top5_acc: 0.4201, loss_cls: 3.6547, loss: 3.6547, grad_norm: 0.9407, top1_acc/aux0: 0.2745, top5_acc/aux0: 0.5406, loss_cls/aux0: 3.1557, loss/aux0: 3.1557 2020-10-18 10:34:00,470 - mmaction - INFO - Epoch [5][300/396] lr: 2.998e-01, eta: 2 days, 2:08:21, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.1786, top5_acc: 0.4201, loss_cls: 3.6547, loss: 3.6547, grad_norm: 0.9394, top1_acc/aux0: 0.2734, top5_acc/aux0: 0.5411, loss_cls/aux0: 3.1546, loss/aux0: 3.1546 2020-10-18 10:34:37,137 - mmaction - INFO - Epoch [5][320/396] lr: 2.998e-01, eta: 2 days, 1:52:32, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.1823, top5_acc: 0.4245, loss_cls: 3.6281, loss: 3.6281, grad_norm: 0.9521, top1_acc/aux0: 0.2922, top5_acc/aux0: 0.5706, loss_cls/aux0: 3.1237, loss/aux0: 3.1237 2020-10-18 10:34:38,083 - mmaction - INFO - Epoch [5][320/396] lr: 2.998e-01, eta: 2 days, 2:08:56, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.1823, top5_acc: 0.4245, loss_cls: 3.6281, loss: 3.6281, grad_norm: 0.9559, top1_acc/aux0: 0.2943, top5_acc/aux0: 0.5714, loss_cls/aux0: 3.1214, loss/aux0: 3.1214 2020-10-18 10:35:14,584 - mmaction - INFO - Epoch [5][340/396] lr: 2.998e-01, eta: 2 days, 1:53:10, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.1737, top5_acc: 0.4062, loss_cls: 3.7142, loss: 3.7142, grad_norm: 0.9330, top1_acc/aux0: 0.2852, top5_acc/aux0: 0.5490, loss_cls/aux0: 3.1135, loss/aux0: 3.1135 2020-10-18 10:35:15,532 - mmaction - INFO - Epoch [5][340/396] lr: 2.998e-01, eta: 2 days, 2:09:17, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.1737, top5_acc: 0.4062, loss_cls: 3.7142, loss: 3.7142, grad_norm: 0.9344, top1_acc/aux0: 0.2844, top5_acc/aux0: 0.5490, loss_cls/aux0: 3.1064, loss/aux0: 3.1064 2020-10-18 10:35:52,051 - mmaction - INFO - Epoch [5][360/396] lr: 2.998e-01, eta: 2 days, 1:53:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2065, top5_acc: 0.4339, loss_cls: 3.5948, loss: 3.5948, grad_norm: 0.9518, top1_acc/aux0: 0.2753, top5_acc/aux0: 0.5354, loss_cls/aux0: 3.1515, loss/aux0: 3.1515 2020-10-18 10:35:53,081 - mmaction - INFO - Epoch [5][360/396] lr: 2.998e-01, eta: 2 days, 2:09:44, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.2065, top5_acc: 0.4339, loss_cls: 3.5948, loss: 3.5948, grad_norm: 0.9498, top1_acc/aux0: 0.2768, top5_acc/aux0: 0.5367, loss_cls/aux0: 3.1528, loss/aux0: 3.1528 2020-10-18 10:36:29,594 - mmaction - INFO - Epoch [5][380/396] lr: 2.998e-01, eta: 2 days, 1:54:18, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.1945, top5_acc: 0.4279, loss_cls: 3.6599, loss: 3.6599, grad_norm: 0.9376, top1_acc/aux0: 0.2818, top5_acc/aux0: 0.5526, loss_cls/aux0: 3.1323, loss/aux0: 3.1323 2020-10-18 10:36:30,547 - mmaction - INFO - Epoch [5][380/396] lr: 2.998e-01, eta: 2 days, 2:10:06, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.1945, top5_acc: 0.4279, loss_cls: 3.6599, loss: 3.6599, grad_norm: 0.9386, top1_acc/aux0: 0.2802, top5_acc/aux0: 0.5547, loss_cls/aux0: 3.1277, loss/aux0: 3.1277 2020-10-18 10:40:48,882 - mmaction - INFO - Epoch [6][20/396] lr: 2.997e-01, eta: 2 days, 1:30:19, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.1909, top5_acc: 0.4367, loss_cls: 3.6194, loss: 3.6194, grad_norm: 0.9491, top1_acc/aux0: 0.2812, top5_acc/aux0: 0.5529, loss_cls/aux0: 3.1323, loss/aux0: 3.1323 2020-10-18 10:40:49,827 - mmaction - INFO - Epoch [6][20/396] lr: 2.997e-01, eta: 2 days, 1:45:47, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.1909, top5_acc: 0.4367, loss_cls: 3.6194, loss: 3.6194, grad_norm: 0.9535, top1_acc/aux0: 0.2797, top5_acc/aux0: 0.5503, loss_cls/aux0: 3.1361, loss/aux0: 3.1361 2020-10-18 10:41:26,236 - mmaction - INFO - Epoch [6][40/396] lr: 2.997e-01, eta: 2 days, 1:30:58, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2031, top5_acc: 0.4523, loss_cls: 3.5744, loss: 3.5744, grad_norm: 0.9397, top1_acc/aux0: 0.2891, top5_acc/aux0: 0.5635, loss_cls/aux0: 3.0815, loss/aux0: 3.0815 2020-10-18 10:41:27,190 - mmaction - INFO - Epoch [6][40/396] lr: 2.997e-01, eta: 2 days, 1:46:19, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.2031, top5_acc: 0.4523, loss_cls: 3.5744, loss: 3.5744, grad_norm: 0.9433, top1_acc/aux0: 0.2914, top5_acc/aux0: 0.5659, loss_cls/aux0: 3.0803, loss/aux0: 3.0803 2020-10-18 10:42:03,722 - mmaction - INFO - Epoch [6][60/396] lr: 2.997e-01, eta: 2 days, 1:31:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.1945, top5_acc: 0.4508, loss_cls: 3.5609, loss: 3.5609, grad_norm: 0.9533, top1_acc/aux0: 0.2742, top5_acc/aux0: 0.5484, loss_cls/aux0: 3.1392, loss/aux0: 3.1392 2020-10-18 10:42:04,699 - mmaction - INFO - Epoch [6][60/396] lr: 2.997e-01, eta: 2 days, 1:46:54, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.1945, top5_acc: 0.4508, loss_cls: 3.5609, loss: 3.5609, grad_norm: 0.9506, top1_acc/aux0: 0.2745, top5_acc/aux0: 0.5479, loss_cls/aux0: 3.1400, loss/aux0: 3.1400 2020-10-18 10:42:41,343 - mmaction - INFO - Epoch [6][80/396] lr: 2.997e-01, eta: 2 days, 1:32:24, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2081, top5_acc: 0.4578, loss_cls: 3.5513, loss: 3.5513, grad_norm: 0.9722, top1_acc/aux0: 0.2836, top5_acc/aux0: 0.5615, loss_cls/aux0: 3.0953, loss/aux0: 3.0953 2020-10-18 10:42:42,364 - mmaction - INFO - Epoch [6][80/396] lr: 2.997e-01, eta: 2 days, 1:47:33, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.2081, top5_acc: 0.4578, loss_cls: 3.5513, loss: 3.5513, grad_norm: 0.9759, top1_acc/aux0: 0.2810, top5_acc/aux0: 0.5617, loss_cls/aux0: 3.0963, loss/aux0: 3.0963 2020-10-18 10:43:19,235 - mmaction - INFO - Epoch [6][100/396] lr: 2.997e-01, eta: 2 days, 1:33:18, time: 0.948, data_time: 0.000, memory: 8462, top1_acc: 0.2016, top5_acc: 0.4508, loss_cls: 3.5471, loss: 3.5471, grad_norm: 0.9556, top1_acc/aux0: 0.2799, top5_acc/aux0: 0.5560, loss_cls/aux0: 3.0844, loss/aux0: 3.0844 2020-10-18 10:43:20,194 - mmaction - INFO - Epoch [6][100/396] lr: 2.997e-01, eta: 2 days, 1:48:24, time: 0.948, data_time: 0.001, memory: 8462, top1_acc: 0.2016, top5_acc: 0.4508, loss_cls: 3.5471, loss: 3.5471, grad_norm: 0.9489, top1_acc/aux0: 0.2805, top5_acc/aux0: 0.5557, loss_cls/aux0: 3.0817, loss/aux0: 3.0817 2020-10-18 10:43:56,783 - mmaction - INFO - Epoch [6][120/396] lr: 2.997e-01, eta: 2 days, 1:34:05, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.1979, top5_acc: 0.4578, loss_cls: 3.5436, loss: 3.5436, grad_norm: 0.9862, top1_acc/aux0: 0.3013, top5_acc/aux0: 0.5669, loss_cls/aux0: 3.0656, loss/aux0: 3.0656 2020-10-18 10:43:57,747 - mmaction - INFO - Epoch [6][120/396] lr: 2.997e-01, eta: 2 days, 1:48:50, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.1979, top5_acc: 0.4578, loss_cls: 3.5436, loss: 3.5436, grad_norm: 0.9912, top1_acc/aux0: 0.3039, top5_acc/aux0: 0.5664, loss_cls/aux0: 3.0662, loss/aux0: 3.0662 2020-10-18 10:44:34,392 - mmaction - INFO - Epoch [6][140/396] lr: 2.997e-01, eta: 2 days, 1:34:47, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.1964, top5_acc: 0.4555, loss_cls: 3.5597, loss: 3.5597, grad_norm: 0.9568, top1_acc/aux0: 0.2849, top5_acc/aux0: 0.5570, loss_cls/aux0: 3.0929, loss/aux0: 3.0929 2020-10-18 10:44:35,347 - mmaction - INFO - Epoch [6][140/396] lr: 2.997e-01, eta: 2 days, 1:49:31, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.1964, top5_acc: 0.4555, loss_cls: 3.5597, loss: 3.5597, grad_norm: 0.9590, top1_acc/aux0: 0.2828, top5_acc/aux0: 0.5573, loss_cls/aux0: 3.0972, loss/aux0: 3.0972 2020-10-18 10:45:11,917 - mmaction - INFO - Epoch [6][160/396] lr: 2.997e-01, eta: 2 days, 1:35:29, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1865, top5_acc: 0.4362, loss_cls: 3.5993, loss: 3.5993, grad_norm: 0.9609, top1_acc/aux0: 0.2997, top5_acc/aux0: 0.5714, loss_cls/aux0: 3.0133, loss/aux0: 3.0133 2020-10-18 10:45:12,900 - mmaction - INFO - Epoch [6][160/396] lr: 2.997e-01, eta: 2 days, 1:50:00, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.1865, top5_acc: 0.4362, loss_cls: 3.5993, loss: 3.5993, grad_norm: 0.9595, top1_acc/aux0: 0.3013, top5_acc/aux0: 0.5716, loss_cls/aux0: 3.0026, loss/aux0: 3.0026 2020-10-18 10:45:49,593 - mmaction - INFO - Epoch [6][180/396] lr: 2.997e-01, eta: 2 days, 1:36:08, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.1940, top5_acc: 0.4466, loss_cls: 3.5663, loss: 3.5663, grad_norm: 0.9835, top1_acc/aux0: 0.3094, top5_acc/aux0: 0.5792, loss_cls/aux0: 2.9868, loss/aux0: 2.9868 2020-10-18 10:45:50,558 - mmaction - INFO - Epoch [6][180/396] lr: 2.997e-01, eta: 2 days, 1:50:33, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.1940, top5_acc: 0.4466, loss_cls: 3.5663, loss: 3.5663, grad_norm: 0.9791, top1_acc/aux0: 0.3096, top5_acc/aux0: 0.5815, loss_cls/aux0: 2.9815, loss/aux0: 2.9815 2020-10-18 10:46:27,031 - mmaction - INFO - Epoch [6][200/396] lr: 2.997e-01, eta: 2 days, 1:36:44, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.1995, top5_acc: 0.4539, loss_cls: 3.5411, loss: 3.5411, grad_norm: 0.9809, top1_acc/aux0: 0.2990, top5_acc/aux0: 0.5576, loss_cls/aux0: 3.0614, loss/aux0: 3.0614 2020-10-18 10:46:27,982 - mmaction - INFO - Epoch [6][200/396] lr: 2.997e-01, eta: 2 days, 1:50:57, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.1995, top5_acc: 0.4539, loss_cls: 3.5411, loss: 3.5411, grad_norm: 0.9818, top1_acc/aux0: 0.2992, top5_acc/aux0: 0.5565, loss_cls/aux0: 3.0694, loss/aux0: 3.0694 2020-10-18 10:47:04,508 - mmaction - INFO - Epoch [6][220/396] lr: 2.997e-01, eta: 2 days, 1:37:15, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1935, top5_acc: 0.4445, loss_cls: 3.5817, loss: 3.5817, grad_norm: 0.9801, top1_acc/aux0: 0.2958, top5_acc/aux0: 0.5833, loss_cls/aux0: 3.0439, loss/aux0: 3.0439 2020-10-18 10:47:05,465 - mmaction - INFO - Epoch [6][220/396] lr: 2.997e-01, eta: 2 days, 1:51:21, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.1935, top5_acc: 0.4445, loss_cls: 3.5817, loss: 3.5817, grad_norm: 0.9845, top1_acc/aux0: 0.2932, top5_acc/aux0: 0.5823, loss_cls/aux0: 3.0442, loss/aux0: 3.0442 2020-10-18 10:47:42,022 - mmaction - INFO - Epoch [6][240/396] lr: 2.997e-01, eta: 2 days, 1:37:48, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.1924, top5_acc: 0.4482, loss_cls: 3.5827, loss: 3.5827, grad_norm: 0.9841, top1_acc/aux0: 0.2982, top5_acc/aux0: 0.5836, loss_cls/aux0: 3.0175, loss/aux0: 3.0175 2020-10-18 10:47:42,962 - mmaction - INFO - Epoch [6][240/396] lr: 2.997e-01, eta: 2 days, 1:51:48, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.1924, top5_acc: 0.4482, loss_cls: 3.5827, loss: 3.5827, grad_norm: 0.9844, top1_acc/aux0: 0.2979, top5_acc/aux0: 0.5849, loss_cls/aux0: 3.0190, loss/aux0: 3.0190 2020-10-18 10:48:19,564 - mmaction - INFO - Epoch [6][260/396] lr: 2.997e-01, eta: 2 days, 1:38:19, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2060, top5_acc: 0.4461, loss_cls: 3.5591, loss: 3.5591, grad_norm: 0.9851, top1_acc/aux0: 0.3146, top5_acc/aux0: 0.5859, loss_cls/aux0: 2.9512, loss/aux0: 2.9512 2020-10-18 10:48:20,555 - mmaction - INFO - Epoch [6][260/396] lr: 2.997e-01, eta: 2 days, 1:52:12, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.2060, top5_acc: 0.4461, loss_cls: 3.5591, loss: 3.5591, grad_norm: 0.9880, top1_acc/aux0: 0.3151, top5_acc/aux0: 0.5852, loss_cls/aux0: 2.9509, loss/aux0: 2.9509 2020-10-18 10:48:57,086 - mmaction - INFO - Epoch [6][280/396] lr: 2.997e-01, eta: 2 days, 1:38:48, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2034, top5_acc: 0.4635, loss_cls: 3.5149, loss: 3.5149, grad_norm: 0.9679, top1_acc/aux0: 0.3049, top5_acc/aux0: 0.5779, loss_cls/aux0: 3.0244, loss/aux0: 3.0244 2020-10-18 10:48:58,038 - mmaction - INFO - Epoch [6][280/396] lr: 2.997e-01, eta: 2 days, 1:52:29, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.2034, top5_acc: 0.4635, loss_cls: 3.5149, loss: 3.5149, grad_norm: 0.9681, top1_acc/aux0: 0.3055, top5_acc/aux0: 0.5773, loss_cls/aux0: 3.0218, loss/aux0: 3.0218 2020-10-18 10:49:34,546 - mmaction - INFO - Epoch [6][300/396] lr: 2.997e-01, eta: 2 days, 1:39:14, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2060, top5_acc: 0.4549, loss_cls: 3.5547, loss: 3.5547, grad_norm: 1.0080, top1_acc/aux0: 0.3076, top5_acc/aux0: 0.5750, loss_cls/aux0: 2.9882, loss/aux0: 2.9882 2020-10-18 10:49:35,486 - mmaction - INFO - Epoch [6][300/396] lr: 2.997e-01, eta: 2 days, 1:52:49, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2060, top5_acc: 0.4549, loss_cls: 3.5547, loss: 3.5547, grad_norm: 1.0058, top1_acc/aux0: 0.3102, top5_acc/aux0: 0.5786, loss_cls/aux0: 2.9758, loss/aux0: 2.9758 2020-10-18 10:50:12,040 - mmaction - INFO - Epoch [6][320/396] lr: 2.997e-01, eta: 2 days, 1:39:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2081, top5_acc: 0.4406, loss_cls: 3.5483, loss: 3.5483, grad_norm: 0.9773, top1_acc/aux0: 0.3102, top5_acc/aux0: 0.5810, loss_cls/aux0: 2.9763, loss/aux0: 2.9763 2020-10-18 10:50:13,002 - mmaction - INFO - Epoch [6][320/396] lr: 2.997e-01, eta: 2 days, 1:53:06, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2081, top5_acc: 0.4406, loss_cls: 3.5483, loss: 3.5483, grad_norm: 0.9724, top1_acc/aux0: 0.3081, top5_acc/aux0: 0.5805, loss_cls/aux0: 2.9826, loss/aux0: 2.9826 2020-10-18 10:50:49,598 - mmaction - INFO - Epoch [6][340/396] lr: 2.997e-01, eta: 2 days, 1:40:05, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.2076, top5_acc: 0.4505, loss_cls: 3.5620, loss: 3.5620, grad_norm: 0.9796, top1_acc/aux0: 0.3031, top5_acc/aux0: 0.5810, loss_cls/aux0: 2.9911, loss/aux0: 2.9911 2020-10-18 10:50:50,551 - mmaction - INFO - Epoch [6][340/396] lr: 2.997e-01, eta: 2 days, 1:53:27, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2076, top5_acc: 0.4505, loss_cls: 3.5620, loss: 3.5620, grad_norm: 0.9775, top1_acc/aux0: 0.3060, top5_acc/aux0: 0.5818, loss_cls/aux0: 2.9845, loss/aux0: 2.9845 2020-10-18 10:51:27,149 - mmaction - INFO - Epoch [6][360/396] lr: 2.997e-01, eta: 2 days, 1:40:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2089, top5_acc: 0.4604, loss_cls: 3.4768, loss: 3.4768, grad_norm: 1.0011, top1_acc/aux0: 0.3203, top5_acc/aux0: 0.5924, loss_cls/aux0: 2.9577, loss/aux0: 2.9577 2020-10-18 10:51:28,126 - mmaction - INFO - Epoch [6][360/396] lr: 2.997e-01, eta: 2 days, 1:53:42, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.2089, top5_acc: 0.4604, loss_cls: 3.4768, loss: 3.4768, grad_norm: 1.0020, top1_acc/aux0: 0.3190, top5_acc/aux0: 0.5917, loss_cls/aux0: 2.9630, loss/aux0: 2.9630 2020-10-18 10:52:04,697 - mmaction - INFO - Epoch [6][380/396] lr: 2.997e-01, eta: 2 days, 1:40:52, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.1958, top5_acc: 0.4513, loss_cls: 3.5561, loss: 3.5561, grad_norm: 0.9811, top1_acc/aux0: 0.3099, top5_acc/aux0: 0.5779, loss_cls/aux0: 2.9665, loss/aux0: 2.9665 2020-10-18 10:52:05,659 - mmaction - INFO - Epoch [6][380/396] lr: 2.997e-01, eta: 2 days, 1:53:59, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.1958, top5_acc: 0.4513, loss_cls: 3.5561, loss: 3.5561, grad_norm: 0.9809, top1_acc/aux0: 0.3076, top5_acc/aux0: 0.5750, loss_cls/aux0: 2.9705, loss/aux0: 2.9705 2020-10-18 10:56:23,046 - mmaction - INFO - Epoch [7][20/396] lr: 2.996e-01, eta: 2 days, 1:20:48, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.2224, top5_acc: 0.4763, loss_cls: 3.4479, loss: 3.4479, grad_norm: 1.0130, top1_acc/aux0: 0.3133, top5_acc/aux0: 0.5866, loss_cls/aux0: 2.9620, loss/aux0: 2.9620 2020-10-18 10:56:24,003 - mmaction - INFO - Epoch [7][20/396] lr: 2.996e-01, eta: 2 days, 1:33:42, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.2224, top5_acc: 0.4763, loss_cls: 3.4479, loss: 3.4479, grad_norm: 1.0185, top1_acc/aux0: 0.3115, top5_acc/aux0: 0.5813, loss_cls/aux0: 2.9753, loss/aux0: 2.9753 2020-10-18 10:57:00,536 - mmaction - INFO - Epoch [7][40/396] lr: 2.996e-01, eta: 2 days, 1:21:20, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.2193, top5_acc: 0.4573, loss_cls: 3.5113, loss: 3.5113, grad_norm: 1.0063, top1_acc/aux0: 0.3201, top5_acc/aux0: 0.5813, loss_cls/aux0: 2.9669, loss/aux0: 2.9669 2020-10-18 10:57:01,481 - mmaction - INFO - Epoch [7][40/396] lr: 2.996e-01, eta: 2 days, 1:34:11, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.2193, top5_acc: 0.4573, loss_cls: 3.5113, loss: 3.5113, grad_norm: 1.0030, top1_acc/aux0: 0.3203, top5_acc/aux0: 0.5849, loss_cls/aux0: 2.9620, loss/aux0: 2.9620 2020-10-18 10:57:38,064 - mmaction - INFO - Epoch [7][60/396] lr: 2.996e-01, eta: 2 days, 1:21:53, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2034, top5_acc: 0.4565, loss_cls: 3.5106, loss: 3.5106, grad_norm: 0.9946, top1_acc/aux0: 0.3133, top5_acc/aux0: 0.5828, loss_cls/aux0: 2.9678, loss/aux0: 2.9678 2020-10-18 10:57:39,030 - mmaction - INFO - Epoch [7][60/396] lr: 2.996e-01, eta: 2 days, 1:34:34, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2034, top5_acc: 0.4565, loss_cls: 3.5106, loss: 3.5106, grad_norm: 0.9943, top1_acc/aux0: 0.3135, top5_acc/aux0: 0.5846, loss_cls/aux0: 2.9605, loss/aux0: 2.9605 2020-10-18 10:58:15,648 - mmaction - INFO - Epoch [7][80/396] lr: 2.996e-01, eta: 2 days, 1:22:19, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2091, top5_acc: 0.4617, loss_cls: 3.5167, loss: 3.5167, grad_norm: 0.9689, top1_acc/aux0: 0.3083, top5_acc/aux0: 0.5883, loss_cls/aux0: 2.9555, loss/aux0: 2.9555 2020-10-18 10:58:16,593 - mmaction - INFO - Epoch [7][80/396] lr: 2.996e-01, eta: 2 days, 1:34:53, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.2091, top5_acc: 0.4617, loss_cls: 3.5167, loss: 3.5167, grad_norm: 0.9751, top1_acc/aux0: 0.3070, top5_acc/aux0: 0.5872, loss_cls/aux0: 2.9676, loss/aux0: 2.9676 2020-10-18 10:58:53,136 - mmaction - INFO - Epoch [7][100/396] lr: 2.996e-01, eta: 2 days, 1:22:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2089, top5_acc: 0.4760, loss_cls: 3.4691, loss: 3.4691, grad_norm: 1.0208, top1_acc/aux0: 0.3148, top5_acc/aux0: 0.5958, loss_cls/aux0: 2.9414, loss/aux0: 2.9414 2020-10-18 10:58:54,081 - mmaction - INFO - Epoch [7][100/396] lr: 2.996e-01, eta: 2 days, 1:35:14, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2089, top5_acc: 0.4760, loss_cls: 3.4691, loss: 3.4691, grad_norm: 1.0182, top1_acc/aux0: 0.3146, top5_acc/aux0: 0.5948, loss_cls/aux0: 2.9367, loss/aux0: 2.9367 2020-10-18 10:59:30,633 - mmaction - INFO - Epoch [7][120/396] lr: 2.996e-01, eta: 2 days, 1:23:09, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.1961, top5_acc: 0.4552, loss_cls: 3.4975, loss: 3.4975, grad_norm: 0.9921, top1_acc/aux0: 0.3083, top5_acc/aux0: 0.5773, loss_cls/aux0: 3.0078, loss/aux0: 3.0078 2020-10-18 10:59:31,594 - mmaction - INFO - Epoch [7][120/396] lr: 2.996e-01, eta: 2 days, 1:35:30, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.1961, top5_acc: 0.4552, loss_cls: 3.4975, loss: 3.4975, grad_norm: 0.9894, top1_acc/aux0: 0.3112, top5_acc/aux0: 0.5797, loss_cls/aux0: 2.9962, loss/aux0: 2.9962 2020-10-18 11:00:08,170 - mmaction - INFO - Epoch [7][140/396] lr: 2.996e-01, eta: 2 days, 1:23:33, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2068, top5_acc: 0.4570, loss_cls: 3.4926, loss: 3.4926, grad_norm: 1.0166, top1_acc/aux0: 0.3214, top5_acc/aux0: 0.5888, loss_cls/aux0: 2.9638, loss/aux0: 2.9638 2020-10-18 11:00:09,131 - mmaction - INFO - Epoch [7][140/396] lr: 2.996e-01, eta: 2 days, 1:35:52, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2068, top5_acc: 0.4570, loss_cls: 3.4926, loss: 3.4926, grad_norm: 1.0145, top1_acc/aux0: 0.3195, top5_acc/aux0: 0.5885, loss_cls/aux0: 2.9647, loss/aux0: 2.9647 2020-10-18 11:00:45,698 - mmaction - INFO - Epoch [7][160/396] lr: 2.996e-01, eta: 2 days, 1:23:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2214, top5_acc: 0.4742, loss_cls: 3.4531, loss: 3.4531, grad_norm: 1.0192, top1_acc/aux0: 0.3117, top5_acc/aux0: 0.5839, loss_cls/aux0: 2.9777, loss/aux0: 2.9777 2020-10-18 11:00:46,714 - mmaction - INFO - Epoch [7][160/396] lr: 2.996e-01, eta: 2 days, 1:36:10, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2214, top5_acc: 0.4742, loss_cls: 3.4531, loss: 3.4531, grad_norm: 1.0206, top1_acc/aux0: 0.3130, top5_acc/aux0: 0.5852, loss_cls/aux0: 2.9807, loss/aux0: 2.9807 2020-10-18 11:01:23,130 - mmaction - INFO - Epoch [7][180/396] lr: 2.996e-01, eta: 2 days, 1:24:18, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.2008, top5_acc: 0.4615, loss_cls: 3.5115, loss: 3.5115, grad_norm: 1.0272, top1_acc/aux0: 0.3247, top5_acc/aux0: 0.6029, loss_cls/aux0: 2.9318, loss/aux0: 2.9318 2020-10-18 11:01:24,091 - mmaction - INFO - Epoch [7][180/396] lr: 2.996e-01, eta: 2 days, 1:36:20, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.2008, top5_acc: 0.4615, loss_cls: 3.5115, loss: 3.5115, grad_norm: 1.0264, top1_acc/aux0: 0.3273, top5_acc/aux0: 0.6016, loss_cls/aux0: 2.9219, loss/aux0: 2.9219 2020-10-18 11:02:00,628 - mmaction - INFO - Epoch [7][200/396] lr: 2.996e-01, eta: 2 days, 1:24:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2266, top5_acc: 0.4734, loss_cls: 3.4425, loss: 3.4425, grad_norm: 1.0057, top1_acc/aux0: 0.3156, top5_acc/aux0: 0.5964, loss_cls/aux0: 2.9453, loss/aux0: 2.9453 2020-10-18 11:02:01,570 - mmaction - INFO - Epoch [7][200/396] lr: 2.996e-01, eta: 2 days, 1:36:36, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.2266, top5_acc: 0.4734, loss_cls: 3.4425, loss: 3.4425, grad_norm: 1.0108, top1_acc/aux0: 0.3135, top5_acc/aux0: 0.5982, loss_cls/aux0: 2.9496, loss/aux0: 2.9496 2020-10-18 11:02:38,208 - mmaction - INFO - Epoch [7][220/396] lr: 2.996e-01, eta: 2 days, 1:24:58, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2060, top5_acc: 0.4568, loss_cls: 3.5294, loss: 3.5294, grad_norm: 1.0234, top1_acc/aux0: 0.3117, top5_acc/aux0: 0.5906, loss_cls/aux0: 2.9448, loss/aux0: 2.9448 2020-10-18 11:02:39,175 - mmaction - INFO - Epoch [7][220/396] lr: 2.996e-01, eta: 2 days, 1:36:54, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.2060, top5_acc: 0.4568, loss_cls: 3.5294, loss: 3.5294, grad_norm: 1.0196, top1_acc/aux0: 0.3112, top5_acc/aux0: 0.5870, loss_cls/aux0: 2.9524, loss/aux0: 2.9524 2020-10-18 11:03:15,790 - mmaction - INFO - Epoch [7][240/396] lr: 2.996e-01, eta: 2 days, 1:25:21, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2156, top5_acc: 0.4815, loss_cls: 3.4361, loss: 3.4361, grad_norm: 1.0217, top1_acc/aux0: 0.3104, top5_acc/aux0: 0.6018, loss_cls/aux0: 2.9286, loss/aux0: 2.9286 2020-10-18 11:03:16,766 - mmaction - INFO - Epoch [7][240/396] lr: 2.996e-01, eta: 2 days, 1:37:12, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.2156, top5_acc: 0.4815, loss_cls: 3.4361, loss: 3.4361, grad_norm: 1.0193, top1_acc/aux0: 0.3099, top5_acc/aux0: 0.6026, loss_cls/aux0: 2.9213, loss/aux0: 2.9213 2020-10-18 11:03:53,332 - mmaction - INFO - Epoch [7][260/396] lr: 2.996e-01, eta: 2 days, 1:25:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2049, top5_acc: 0.4628, loss_cls: 3.4693, loss: 3.4693, grad_norm: 1.0233, top1_acc/aux0: 0.3107, top5_acc/aux0: 0.5870, loss_cls/aux0: 2.9779, loss/aux0: 2.9779 2020-10-18 11:03:54,283 - mmaction - INFO - Epoch [7][260/396] lr: 2.996e-01, eta: 2 days, 1:37:24, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.2049, top5_acc: 0.4628, loss_cls: 3.4693, loss: 3.4693, grad_norm: 1.0268, top1_acc/aux0: 0.3107, top5_acc/aux0: 0.5878, loss_cls/aux0: 2.9892, loss/aux0: 2.9892 2020-10-18 11:04:30,804 - mmaction - INFO - Epoch [7][280/396] lr: 2.996e-01, eta: 2 days, 1:25:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2091, top5_acc: 0.4674, loss_cls: 3.4637, loss: 3.4637, grad_norm: 1.0097, top1_acc/aux0: 0.3201, top5_acc/aux0: 0.5979, loss_cls/aux0: 2.9231, loss/aux0: 2.9231 2020-10-18 11:04:31,770 - mmaction - INFO - Epoch [7][280/396] lr: 2.996e-01, eta: 2 days, 1:37:34, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.2091, top5_acc: 0.4674, loss_cls: 3.4637, loss: 3.4637, grad_norm: 1.0070, top1_acc/aux0: 0.3258, top5_acc/aux0: 0.5997, loss_cls/aux0: 2.8978, loss/aux0: 2.8978 2020-10-18 11:05:08,539 - mmaction - INFO - Epoch [7][300/396] lr: 2.996e-01, eta: 2 days, 1:26:18, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.2034, top5_acc: 0.4734, loss_cls: 3.4630, loss: 3.4630, grad_norm: 0.9915, top1_acc/aux0: 0.3271, top5_acc/aux0: 0.5956, loss_cls/aux0: 2.9224, loss/aux0: 2.9224 2020-10-18 11:05:09,479 - mmaction - INFO - Epoch [7][300/396] lr: 2.996e-01, eta: 2 days, 1:37:54, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.2034, top5_acc: 0.4734, loss_cls: 3.4630, loss: 3.4630, grad_norm: 0.9885, top1_acc/aux0: 0.3237, top5_acc/aux0: 0.5945, loss_cls/aux0: 2.9407, loss/aux0: 2.9407 2020-10-18 11:05:45,975 - mmaction - INFO - Epoch [7][320/396] lr: 2.996e-01, eta: 2 days, 1:26:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2302, top5_acc: 0.4740, loss_cls: 3.4216, loss: 3.4216, grad_norm: 0.9837, top1_acc/aux0: 0.3268, top5_acc/aux0: 0.5995, loss_cls/aux0: 2.9277, loss/aux0: 2.9277 2020-10-18 11:05:46,988 - mmaction - INFO - Epoch [7][320/396] lr: 2.996e-01, eta: 2 days, 1:38:06, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.2302, top5_acc: 0.4740, loss_cls: 3.4216, loss: 3.4216, grad_norm: 0.9803, top1_acc/aux0: 0.3253, top5_acc/aux0: 0.5982, loss_cls/aux0: 2.9290, loss/aux0: 2.9290 2020-10-18 11:06:23,493 - mmaction - INFO - Epoch [7][340/396] lr: 2.996e-01, eta: 2 days, 1:26:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2148, top5_acc: 0.4818, loss_cls: 3.4516, loss: 3.4516, grad_norm: 1.0190, top1_acc/aux0: 0.3245, top5_acc/aux0: 0.5974, loss_cls/aux0: 2.9073, loss/aux0: 2.9073 2020-10-18 11:06:24,455 - mmaction - INFO - Epoch [7][340/396] lr: 2.996e-01, eta: 2 days, 1:38:14, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2148, top5_acc: 0.4818, loss_cls: 3.4516, loss: 3.4516, grad_norm: 1.0135, top1_acc/aux0: 0.3245, top5_acc/aux0: 0.6003, loss_cls/aux0: 2.9038, loss/aux0: 2.9038 2020-10-18 11:07:01,255 - mmaction - INFO - Epoch [7][360/396] lr: 2.996e-01, eta: 2 days, 1:27:17, time: 0.949, data_time: 0.000, memory: 8462, top1_acc: 0.2156, top5_acc: 0.4763, loss_cls: 3.4736, loss: 3.4736, grad_norm: 1.0276, top1_acc/aux0: 0.3286, top5_acc/aux0: 0.6187, loss_cls/aux0: 2.8334, loss/aux0: 2.8334 2020-10-18 11:07:02,209 - mmaction - INFO - Epoch [7][360/396] lr: 2.996e-01, eta: 2 days, 1:38:42, time: 0.950, data_time: 0.001, memory: 8462, top1_acc: 0.2156, top5_acc: 0.4763, loss_cls: 3.4736, loss: 3.4736, grad_norm: 1.0291, top1_acc/aux0: 0.3310, top5_acc/aux0: 0.6159, loss_cls/aux0: 2.8323, loss/aux0: 2.8323 2020-10-18 11:07:39,223 - mmaction - INFO - Epoch [7][380/396] lr: 2.996e-01, eta: 2 days, 1:27:47, time: 0.948, data_time: 0.000, memory: 8462, top1_acc: 0.2188, top5_acc: 0.4839, loss_cls: 3.4040, loss: 3.4040, grad_norm: 1.0320, top1_acc/aux0: 0.3143, top5_acc/aux0: 0.5901, loss_cls/aux0: 2.9587, loss/aux0: 2.9587 2020-10-18 11:07:40,188 - mmaction - INFO - Epoch [7][380/396] lr: 2.996e-01, eta: 2 days, 1:39:07, time: 0.950, data_time: 0.002, memory: 8462, top1_acc: 0.2188, top5_acc: 0.4839, loss_cls: 3.4040, loss: 3.4040, grad_norm: 1.0360, top1_acc/aux0: 0.3115, top5_acc/aux0: 0.5919, loss_cls/aux0: 2.9582, loss/aux0: 2.9582 2020-10-18 11:12:17,004 - mmaction - INFO - Epoch [8][20/396] lr: 2.994e-01, eta: 2 days, 1:10:36, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.2271, top5_acc: 0.4828, loss_cls: 3.4443, loss: 3.4443, grad_norm: 1.0200, top1_acc/aux0: 0.3243, top5_acc/aux0: 0.6099, loss_cls/aux0: 2.8858, loss/aux0: 2.8858 2020-10-18 11:12:17,969 - mmaction - INFO - Epoch [8][20/396] lr: 2.994e-01, eta: 2 days, 1:21:35, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.2271, top5_acc: 0.4828, loss_cls: 3.4443, loss: 3.4443, grad_norm: 1.0210, top1_acc/aux0: 0.3219, top5_acc/aux0: 0.6102, loss_cls/aux0: 2.8856, loss/aux0: 2.8856 2020-10-18 11:12:54,415 - mmaction - INFO - Epoch [8][40/396] lr: 2.994e-01, eta: 2 days, 1:10:51, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2185, top5_acc: 0.4727, loss_cls: 3.4508, loss: 3.4508, grad_norm: 1.0188, top1_acc/aux0: 0.3242, top5_acc/aux0: 0.6076, loss_cls/aux0: 2.8781, loss/aux0: 2.8781 2020-10-18 11:12:55,364 - mmaction - INFO - Epoch [8][40/396] lr: 2.994e-01, eta: 2 days, 1:21:46, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.2185, top5_acc: 0.4727, loss_cls: 3.4508, loss: 3.4508, grad_norm: 1.0177, top1_acc/aux0: 0.3247, top5_acc/aux0: 0.6086, loss_cls/aux0: 2.8820, loss/aux0: 2.8820 2020-10-18 11:13:31,879 - mmaction - INFO - Epoch [8][60/396] lr: 2.994e-01, eta: 2 days, 1:11:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2229, top5_acc: 0.4805, loss_cls: 3.4220, loss: 3.4220, grad_norm: 1.0364, top1_acc/aux0: 0.3419, top5_acc/aux0: 0.6141, loss_cls/aux0: 2.8316, loss/aux0: 2.8316 2020-10-18 11:13:32,819 - mmaction - INFO - Epoch [8][60/396] lr: 2.994e-01, eta: 2 days, 1:21:59, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.2229, top5_acc: 0.4805, loss_cls: 3.4220, loss: 3.4220, grad_norm: 1.0291, top1_acc/aux0: 0.3448, top5_acc/aux0: 0.6125, loss_cls/aux0: 2.8288, loss/aux0: 2.8288 2020-10-18 11:14:09,516 - mmaction - INFO - Epoch [8][80/396] lr: 2.994e-01, eta: 2 days, 1:11:26, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2219, top5_acc: 0.4786, loss_cls: 3.4501, loss: 3.4501, grad_norm: 1.0448, top1_acc/aux0: 0.3307, top5_acc/aux0: 0.6151, loss_cls/aux0: 2.8677, loss/aux0: 2.8677 2020-10-18 11:14:10,465 - mmaction - INFO - Epoch [8][80/396] lr: 2.994e-01, eta: 2 days, 1:22:15, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2219, top5_acc: 0.4786, loss_cls: 3.4501, loss: 3.4501, grad_norm: 1.0394, top1_acc/aux0: 0.3294, top5_acc/aux0: 0.6151, loss_cls/aux0: 2.8622, loss/aux0: 2.8622 2020-10-18 11:14:47,118 - mmaction - INFO - Epoch [8][100/396] lr: 2.994e-01, eta: 2 days, 1:11:48, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.2362, top5_acc: 0.4776, loss_cls: 3.4136, loss: 3.4136, grad_norm: 1.0381, top1_acc/aux0: 0.3393, top5_acc/aux0: 0.6125, loss_cls/aux0: 2.8212, loss/aux0: 2.8212 2020-10-18 11:14:48,061 - mmaction - INFO - Epoch [8][100/396] lr: 2.994e-01, eta: 2 days, 1:22:34, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.2362, top5_acc: 0.4776, loss_cls: 3.4136, loss: 3.4136, grad_norm: 1.0410, top1_acc/aux0: 0.3401, top5_acc/aux0: 0.6107, loss_cls/aux0: 2.8252, loss/aux0: 2.8252 2020-10-18 11:15:24,591 - mmaction - INFO - Epoch [8][120/396] lr: 2.994e-01, eta: 2 days, 1:12:06, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2326, top5_acc: 0.4971, loss_cls: 3.3754, loss: 3.3754, grad_norm: 1.0371, top1_acc/aux0: 0.3352, top5_acc/aux0: 0.6055, loss_cls/aux0: 2.8579, loss/aux0: 2.8579 2020-10-18 11:15:25,591 - mmaction - INFO - Epoch [8][120/396] lr: 2.994e-01, eta: 2 days, 1:22:46, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.2326, top5_acc: 0.4971, loss_cls: 3.3754, loss: 3.3754, grad_norm: 1.0392, top1_acc/aux0: 0.3344, top5_acc/aux0: 0.6083, loss_cls/aux0: 2.8588, loss/aux0: 2.8588 2020-10-18 11:16:02,210 - mmaction - INFO - Epoch [8][140/396] lr: 2.994e-01, eta: 2 days, 1:12:26, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.2284, top5_acc: 0.4826, loss_cls: 3.4318, loss: 3.4318, grad_norm: 1.0148, top1_acc/aux0: 0.3354, top5_acc/aux0: 0.6070, loss_cls/aux0: 2.8364, loss/aux0: 2.8364 2020-10-18 11:16:03,224 - mmaction - INFO - Epoch [8][140/396] lr: 2.994e-01, eta: 2 days, 1:23:05, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.2284, top5_acc: 0.4826, loss_cls: 3.4318, loss: 3.4318, grad_norm: 1.0103, top1_acc/aux0: 0.3370, top5_acc/aux0: 0.6081, loss_cls/aux0: 2.8338, loss/aux0: 2.8338 2020-10-18 11:16:39,788 - mmaction - INFO - Epoch [8][160/396] lr: 2.994e-01, eta: 2 days, 1:12:47, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2198, top5_acc: 0.4932, loss_cls: 3.3890, loss: 3.3890, grad_norm: 1.0305, top1_acc/aux0: 0.3349, top5_acc/aux0: 0.6112, loss_cls/aux0: 2.8475, loss/aux0: 2.8475 2020-10-18 11:16:40,738 - mmaction - INFO - Epoch [8][160/396] lr: 2.994e-01, eta: 2 days, 1:23:19, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.2198, top5_acc: 0.4932, loss_cls: 3.3890, loss: 3.3890, grad_norm: 1.0263, top1_acc/aux0: 0.3375, top5_acc/aux0: 0.6102, loss_cls/aux0: 2.8314, loss/aux0: 2.8314 2020-10-18 11:17:17,393 - mmaction - INFO - Epoch [8][180/396] lr: 2.994e-01, eta: 2 days, 1:13:05, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2260, top5_acc: 0.4901, loss_cls: 3.3969, loss: 3.3969, grad_norm: 1.0374, top1_acc/aux0: 0.3451, top5_acc/aux0: 0.6128, loss_cls/aux0: 2.8050, loss/aux0: 2.8050 2020-10-18 11:17:18,348 - mmaction - INFO - Epoch [8][180/396] lr: 2.994e-01, eta: 2 days, 1:23:32, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.2260, top5_acc: 0.4901, loss_cls: 3.3969, loss: 3.3969, grad_norm: 1.0396, top1_acc/aux0: 0.3404, top5_acc/aux0: 0.6115, loss_cls/aux0: 2.8230, loss/aux0: 2.8230 2020-10-18 11:17:54,889 - mmaction - INFO - Epoch [8][200/396] lr: 2.994e-01, eta: 2 days, 1:13:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2294, top5_acc: 0.4818, loss_cls: 3.4072, loss: 3.4072, grad_norm: 1.0100, top1_acc/aux0: 0.3378, top5_acc/aux0: 0.6104, loss_cls/aux0: 2.8424, loss/aux0: 2.8424 2020-10-18 11:17:55,899 - mmaction - INFO - Epoch [8][200/396] lr: 2.994e-01, eta: 2 days, 1:23:41, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2294, top5_acc: 0.4818, loss_cls: 3.4072, loss: 3.4072, grad_norm: 1.0111, top1_acc/aux0: 0.3367, top5_acc/aux0: 0.6109, loss_cls/aux0: 2.8433, loss/aux0: 2.8433 2020-10-18 11:18:32,456 - mmaction - INFO - Epoch [8][220/396] lr: 2.994e-01, eta: 2 days, 1:13:34, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2299, top5_acc: 0.4880, loss_cls: 3.3927, loss: 3.3927, grad_norm: 1.0381, top1_acc/aux0: 0.3362, top5_acc/aux0: 0.6234, loss_cls/aux0: 2.7954, loss/aux0: 2.7954 2020-10-18 11:18:33,408 - mmaction - INFO - Epoch [8][220/396] lr: 2.994e-01, eta: 2 days, 1:23:52, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2299, top5_acc: 0.4880, loss_cls: 3.3927, loss: 3.3927, grad_norm: 1.0338, top1_acc/aux0: 0.3385, top5_acc/aux0: 0.6242, loss_cls/aux0: 2.7870, loss/aux0: 2.7870 2020-10-18 11:19:09,991 - mmaction - INFO - Epoch [8][240/396] lr: 2.994e-01, eta: 2 days, 1:13:49, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2349, top5_acc: 0.5013, loss_cls: 3.3747, loss: 3.3747, grad_norm: 1.0615, top1_acc/aux0: 0.3273, top5_acc/aux0: 0.6146, loss_cls/aux0: 2.8326, loss/aux0: 2.8326 2020-10-18 11:19:10,951 - mmaction - INFO - Epoch [8][240/396] lr: 2.994e-01, eta: 2 days, 1:24:04, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.2349, top5_acc: 0.5013, loss_cls: 3.3747, loss: 3.3747, grad_norm: 1.0597, top1_acc/aux0: 0.3271, top5_acc/aux0: 0.6138, loss_cls/aux0: 2.8355, loss/aux0: 2.8355 2020-10-18 11:19:47,533 - mmaction - INFO - Epoch [8][260/396] lr: 2.994e-01, eta: 2 days, 1:14:04, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2372, top5_acc: 0.5018, loss_cls: 3.3215, loss: 3.3215, grad_norm: 1.0479, top1_acc/aux0: 0.3534, top5_acc/aux0: 0.6315, loss_cls/aux0: 2.7634, loss/aux0: 2.7634 2020-10-18 11:19:48,482 - mmaction - INFO - Epoch [8][260/396] lr: 2.994e-01, eta: 2 days, 1:24:14, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.2372, top5_acc: 0.5018, loss_cls: 3.3215, loss: 3.3215, grad_norm: 1.0468, top1_acc/aux0: 0.3547, top5_acc/aux0: 0.6346, loss_cls/aux0: 2.7526, loss/aux0: 2.7526 2020-10-18 11:20:25,022 - mmaction - INFO - Epoch [8][280/396] lr: 2.994e-01, eta: 2 days, 1:14:17, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2411, top5_acc: 0.4911, loss_cls: 3.3506, loss: 3.3506, grad_norm: 1.0527, top1_acc/aux0: 0.3443, top5_acc/aux0: 0.6104, loss_cls/aux0: 2.8451, loss/aux0: 2.8451 2020-10-18 11:20:25,953 - mmaction - INFO - Epoch [8][280/396] lr: 2.994e-01, eta: 2 days, 1:24:22, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2411, top5_acc: 0.4911, loss_cls: 3.3506, loss: 3.3506, grad_norm: 1.0475, top1_acc/aux0: 0.3456, top5_acc/aux0: 0.6089, loss_cls/aux0: 2.8537, loss/aux0: 2.8537 2020-10-18 11:21:02,589 - mmaction - INFO - Epoch [8][300/396] lr: 2.994e-01, eta: 2 days, 1:14:29, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2188, top5_acc: 0.4737, loss_cls: 3.4369, loss: 3.4369, grad_norm: 1.0588, top1_acc/aux0: 0.3398, top5_acc/aux0: 0.6135, loss_cls/aux0: 2.8350, loss/aux0: 2.8350 2020-10-18 11:21:03,537 - mmaction - INFO - Epoch [8][300/396] lr: 2.994e-01, eta: 2 days, 1:24:30, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.2188, top5_acc: 0.4737, loss_cls: 3.4369, loss: 3.4369, grad_norm: 1.0611, top1_acc/aux0: 0.3383, top5_acc/aux0: 0.6148, loss_cls/aux0: 2.8365, loss/aux0: 2.8365 2020-10-18 11:21:40,242 - mmaction - INFO - Epoch [8][320/396] lr: 2.994e-01, eta: 2 days, 1:14:44, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.2299, top5_acc: 0.5005, loss_cls: 3.3783, loss: 3.3783, grad_norm: 1.0375, top1_acc/aux0: 0.3250, top5_acc/aux0: 0.5977, loss_cls/aux0: 2.9124, loss/aux0: 2.9124 2020-10-18 11:21:41,192 - mmaction - INFO - Epoch [8][320/396] lr: 2.994e-01, eta: 2 days, 1:24:44, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.2299, top5_acc: 0.5005, loss_cls: 3.3783, loss: 3.3783, grad_norm: 1.0390, top1_acc/aux0: 0.3242, top5_acc/aux0: 0.5966, loss_cls/aux0: 2.9139, loss/aux0: 2.9139 2020-10-18 11:22:17,608 - mmaction - INFO - Epoch [8][340/396] lr: 2.994e-01, eta: 2 days, 1:14:55, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.2404, top5_acc: 0.5115, loss_cls: 3.3322, loss: 3.3322, grad_norm: 1.0526, top1_acc/aux0: 0.3409, top5_acc/aux0: 0.6211, loss_cls/aux0: 2.7893, loss/aux0: 2.7893 2020-10-18 11:22:18,557 - mmaction - INFO - Epoch [8][340/396] lr: 2.994e-01, eta: 2 days, 1:24:44, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.2404, top5_acc: 0.5115, loss_cls: 3.3322, loss: 3.3322, grad_norm: 1.0504, top1_acc/aux0: 0.3414, top5_acc/aux0: 0.6198, loss_cls/aux0: 2.7919, loss/aux0: 2.7919 2020-10-18 11:22:55,201 - mmaction - INFO - Epoch [8][360/396] lr: 2.994e-01, eta: 2 days, 1:15:02, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2294, top5_acc: 0.5070, loss_cls: 3.3468, loss: 3.3468, grad_norm: 1.0482, top1_acc/aux0: 0.3419, top5_acc/aux0: 0.6049, loss_cls/aux0: 2.8557, loss/aux0: 2.8557 2020-10-18 11:22:56,163 - mmaction - INFO - Epoch [8][360/396] lr: 2.994e-01, eta: 2 days, 1:24:53, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.2294, top5_acc: 0.5070, loss_cls: 3.3468, loss: 3.3468, grad_norm: 1.0549, top1_acc/aux0: 0.3435, top5_acc/aux0: 0.6031, loss_cls/aux0: 2.8578, loss/aux0: 2.8578 2020-10-18 11:23:32,941 - mmaction - INFO - Epoch [8][380/396] lr: 2.994e-01, eta: 2 days, 1:15:12, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2299, top5_acc: 0.4927, loss_cls: 3.3709, loss: 3.3709, grad_norm: 1.0433, top1_acc/aux0: 0.3414, top5_acc/aux0: 0.6107, loss_cls/aux0: 2.8803, loss/aux0: 2.8803 2020-10-18 11:23:33,910 - mmaction - INFO - Epoch [8][380/396] lr: 2.994e-01, eta: 2 days, 1:24:58, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.2299, top5_acc: 0.4927, loss_cls: 3.3709, loss: 3.3709, grad_norm: 1.0391, top1_acc/aux0: 0.3422, top5_acc/aux0: 0.6128, loss_cls/aux0: 2.8726, loss/aux0: 2.8726 2020-10-18 11:24:06,964 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-18 11:26:22,209 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 11:26:22,330 - mmaction - INFO - top1_acc 0.3043 top5_acc 0.5719 2020-10-18 11:26:22,330 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 11:26:22,358 - mmaction - INFO - mean_acc 0.3043 2020-10-18 11:26:22,358 - mmaction - INFO - Now best checkpoint is epoch_8.pth 2020-10-18 11:26:22,362 - mmaction - INFO - Epoch(val) [8][396] top1_acc: 0.3043, top5_acc: 0.5719, mean_class_accuracy: 0.3043 2020-10-18 11:30:25,837 - mmaction - INFO - Epoch [9][20/396] lr: 2.993e-01, eta: 2 days, 0:59:59, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.2370, top5_acc: 0.4943, loss_cls: 3.3721, loss: 3.3721, grad_norm: 1.0352, top1_acc/aux0: 0.3451, top5_acc/aux0: 0.6255, loss_cls/aux0: 2.8123, loss/aux0: 2.8123 2020-10-18 11:30:26,798 - mmaction - INFO - Epoch [9][20/396] lr: 2.993e-01, eta: 2 days, 1:09:35, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.2370, top5_acc: 0.4943, loss_cls: 3.3721, loss: 3.3721, grad_norm: 1.0351, top1_acc/aux0: 0.3477, top5_acc/aux0: 0.6271, loss_cls/aux0: 2.8087, loss/aux0: 2.8087 2020-10-18 11:31:03,256 - mmaction - INFO - Epoch [9][40/396] lr: 2.993e-01, eta: 2 days, 1:00:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2406, top5_acc: 0.5060, loss_cls: 3.3159, loss: 3.3159, grad_norm: 1.0707, top1_acc/aux0: 0.3388, top5_acc/aux0: 0.6185, loss_cls/aux0: 2.8126, loss/aux0: 2.8126 2020-10-18 11:31:04,212 - mmaction - INFO - Epoch [9][40/396] lr: 2.993e-01, eta: 2 days, 1:09:44, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2406, top5_acc: 0.5060, loss_cls: 3.3159, loss: 3.3159, grad_norm: 1.0690, top1_acc/aux0: 0.3349, top5_acc/aux0: 0.6156, loss_cls/aux0: 2.8142, loss/aux0: 2.8142 2020-10-18 11:31:40,885 - mmaction - INFO - Epoch [9][60/396] lr: 2.993e-01, eta: 2 days, 1:00:23, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2333, top5_acc: 0.4953, loss_cls: 3.3363, loss: 3.3363, grad_norm: 1.0493, top1_acc/aux0: 0.3487, top5_acc/aux0: 0.6299, loss_cls/aux0: 2.7732, loss/aux0: 2.7732 2020-10-18 11:31:41,908 - mmaction - INFO - Epoch [9][60/396] lr: 2.993e-01, eta: 2 days, 1:09:58, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.2333, top5_acc: 0.4953, loss_cls: 3.3363, loss: 3.3363, grad_norm: 1.0558, top1_acc/aux0: 0.3484, top5_acc/aux0: 0.6305, loss_cls/aux0: 2.7778, loss/aux0: 2.7778 2020-10-18 11:32:18,462 - mmaction - INFO - Epoch [9][80/396] lr: 2.993e-01, eta: 2 days, 1:00:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2362, top5_acc: 0.4990, loss_cls: 3.3346, loss: 3.3346, grad_norm: 1.0490, top1_acc/aux0: 0.3576, top5_acc/aux0: 0.6276, loss_cls/aux0: 2.7608, loss/aux0: 2.7608 2020-10-18 11:32:19,422 - mmaction - INFO - Epoch [9][80/396] lr: 2.993e-01, eta: 2 days, 1:10:04, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2362, top5_acc: 0.4990, loss_cls: 3.3346, loss: 3.3346, grad_norm: 1.0509, top1_acc/aux0: 0.3622, top5_acc/aux0: 0.6307, loss_cls/aux0: 2.7472, loss/aux0: 2.7472 2020-10-18 11:32:55,925 - mmaction - INFO - Epoch [9][100/396] lr: 2.993e-01, eta: 2 days, 1:00:49, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2362, top5_acc: 0.4964, loss_cls: 3.3520, loss: 3.3520, grad_norm: 1.0423, top1_acc/aux0: 0.3469, top5_acc/aux0: 0.6281, loss_cls/aux0: 2.7923, loss/aux0: 2.7923 2020-10-18 11:32:56,880 - mmaction - INFO - Epoch [9][100/396] lr: 2.993e-01, eta: 2 days, 1:10:12, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2362, top5_acc: 0.4964, loss_cls: 3.3520, loss: 3.3520, grad_norm: 1.0420, top1_acc/aux0: 0.3445, top5_acc/aux0: 0.6242, loss_cls/aux0: 2.8077, loss/aux0: 2.8077 2020-10-18 11:33:33,495 - mmaction - INFO - Epoch [9][120/396] lr: 2.993e-01, eta: 2 days, 1:01:00, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.2398, top5_acc: 0.5078, loss_cls: 3.3209, loss: 3.3209, grad_norm: 1.0579, top1_acc/aux0: 0.3385, top5_acc/aux0: 0.6185, loss_cls/aux0: 2.8292, loss/aux0: 2.8292 2020-10-18 11:33:34,450 - mmaction - INFO - Epoch [9][120/396] lr: 2.993e-01, eta: 2 days, 1:10:21, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.2398, top5_acc: 0.5078, loss_cls: 3.3209, loss: 3.3209, grad_norm: 1.0559, top1_acc/aux0: 0.3417, top5_acc/aux0: 0.6232, loss_cls/aux0: 2.8096, loss/aux0: 2.8096 2020-10-18 11:34:11,105 - mmaction - INFO - Epoch [9][140/396] lr: 2.993e-01, eta: 2 days, 1:01:12, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2370, top5_acc: 0.4951, loss_cls: 3.3321, loss: 3.3321, grad_norm: 1.0602, top1_acc/aux0: 0.3552, top5_acc/aux0: 0.6268, loss_cls/aux0: 2.7627, loss/aux0: 2.7627 2020-10-18 11:34:12,052 - mmaction - INFO - Epoch [9][140/396] lr: 2.993e-01, eta: 2 days, 1:10:29, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2370, top5_acc: 0.4951, loss_cls: 3.3321, loss: 3.3321, grad_norm: 1.0597, top1_acc/aux0: 0.3531, top5_acc/aux0: 0.6260, loss_cls/aux0: 2.7703, loss/aux0: 2.7703 2020-10-18 11:34:48,778 - mmaction - INFO - Epoch [9][160/396] lr: 2.993e-01, eta: 2 days, 1:01:23, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2221, top5_acc: 0.4833, loss_cls: 3.4142, loss: 3.4142, grad_norm: 1.0566, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.6469, loss_cls/aux0: 2.6957, loss/aux0: 2.6957 2020-10-18 11:34:49,729 - mmaction - INFO - Epoch [9][160/396] lr: 2.993e-01, eta: 2 days, 1:10:37, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2221, top5_acc: 0.4833, loss_cls: 3.4142, loss: 3.4142, grad_norm: 1.0582, top1_acc/aux0: 0.3690, top5_acc/aux0: 0.6445, loss_cls/aux0: 2.7026, loss/aux0: 2.7026 2020-10-18 11:35:26,398 - mmaction - INFO - Epoch [9][180/396] lr: 2.993e-01, eta: 2 days, 1:01:34, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2391, top5_acc: 0.5010, loss_cls: 3.3555, loss: 3.3555, grad_norm: 1.0637, top1_acc/aux0: 0.3536, top5_acc/aux0: 0.6411, loss_cls/aux0: 2.7116, loss/aux0: 2.7116 2020-10-18 11:35:27,359 - mmaction - INFO - Epoch [9][180/396] lr: 2.993e-01, eta: 2 days, 1:10:45, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.2391, top5_acc: 0.5010, loss_cls: 3.3555, loss: 3.3555, grad_norm: 1.0583, top1_acc/aux0: 0.3609, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6889, loss/aux0: 2.6889 2020-10-18 11:36:04,007 - mmaction - INFO - Epoch [9][200/396] lr: 2.993e-01, eta: 2 days, 1:01:46, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.2388, top5_acc: 0.5029, loss_cls: 3.2984, loss: 3.2984, grad_norm: 1.0829, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6359, loss_cls/aux0: 2.7182, loss/aux0: 2.7182 2020-10-18 11:36:04,959 - mmaction - INFO - Epoch [9][200/396] lr: 2.993e-01, eta: 2 days, 1:10:55, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.2388, top5_acc: 0.5029, loss_cls: 3.2984, loss: 3.2984, grad_norm: 1.0802, top1_acc/aux0: 0.3589, top5_acc/aux0: 0.6292, loss_cls/aux0: 2.7518, loss/aux0: 2.7518 2020-10-18 11:36:41,549 - mmaction - INFO - Epoch [9][220/396] lr: 2.993e-01, eta: 2 days, 1:01:57, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2385, top5_acc: 0.5052, loss_cls: 3.3385, loss: 3.3385, grad_norm: 1.0671, top1_acc/aux0: 0.3451, top5_acc/aux0: 0.6372, loss_cls/aux0: 2.7538, loss/aux0: 2.7538 2020-10-18 11:36:42,502 - mmaction - INFO - Epoch [9][220/396] lr: 2.993e-01, eta: 2 days, 1:11:00, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2385, top5_acc: 0.5052, loss_cls: 3.3385, loss: 3.3385, grad_norm: 1.0664, top1_acc/aux0: 0.3510, top5_acc/aux0: 0.6411, loss_cls/aux0: 2.7273, loss/aux0: 2.7273 2020-10-18 11:37:19,175 - mmaction - INFO - Epoch [9][240/396] lr: 2.993e-01, eta: 2 days, 1:02:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2453, top5_acc: 0.5143, loss_cls: 3.2791, loss: 3.2791, grad_norm: 1.0736, top1_acc/aux0: 0.3599, top5_acc/aux0: 0.6419, loss_cls/aux0: 2.7184, loss/aux0: 2.7184 2020-10-18 11:37:20,127 - mmaction - INFO - Epoch [9][240/396] lr: 2.993e-01, eta: 2 days, 1:11:04, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2453, top5_acc: 0.5143, loss_cls: 3.2791, loss: 3.2791, grad_norm: 1.0719, top1_acc/aux0: 0.3560, top5_acc/aux0: 0.6391, loss_cls/aux0: 2.7314, loss/aux0: 2.7314 2020-10-18 11:37:56,810 - mmaction - INFO - Epoch [9][260/396] lr: 2.993e-01, eta: 2 days, 1:02:11, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2359, top5_acc: 0.4904, loss_cls: 3.3868, loss: 3.3868, grad_norm: 1.0582, top1_acc/aux0: 0.3547, top5_acc/aux0: 0.6385, loss_cls/aux0: 2.7129, loss/aux0: 2.7129 2020-10-18 11:37:57,744 - mmaction - INFO - Epoch [9][260/396] lr: 2.993e-01, eta: 2 days, 1:11:07, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2359, top5_acc: 0.4904, loss_cls: 3.3868, loss: 3.3868, grad_norm: 1.0567, top1_acc/aux0: 0.3542, top5_acc/aux0: 0.6383, loss_cls/aux0: 2.7124, loss/aux0: 2.7124 2020-10-18 11:38:34,364 - mmaction - INFO - Epoch [9][280/396] lr: 2.993e-01, eta: 2 days, 1:02:17, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2516, top5_acc: 0.5102, loss_cls: 3.2736, loss: 3.2736, grad_norm: 1.0785, top1_acc/aux0: 0.3513, top5_acc/aux0: 0.6424, loss_cls/aux0: 2.6981, loss/aux0: 2.6981 2020-10-18 11:38:35,309 - mmaction - INFO - Epoch [9][280/396] lr: 2.993e-01, eta: 2 days, 1:11:11, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2516, top5_acc: 0.5102, loss_cls: 3.2736, loss: 3.2736, grad_norm: 1.0763, top1_acc/aux0: 0.3534, top5_acc/aux0: 0.6435, loss_cls/aux0: 2.6944, loss/aux0: 2.6944 2020-10-18 11:39:11,860 - mmaction - INFO - Epoch [9][300/396] lr: 2.993e-01, eta: 2 days, 1:02:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2487, top5_acc: 0.5128, loss_cls: 3.3127, loss: 3.3127, grad_norm: 1.0855, top1_acc/aux0: 0.3609, top5_acc/aux0: 0.6331, loss_cls/aux0: 2.7700, loss/aux0: 2.7700 2020-10-18 11:39:12,816 - mmaction - INFO - Epoch [9][300/396] lr: 2.993e-01, eta: 2 days, 1:11:13, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2487, top5_acc: 0.5128, loss_cls: 3.3127, loss: 3.3127, grad_norm: 1.0905, top1_acc/aux0: 0.3602, top5_acc/aux0: 0.6305, loss_cls/aux0: 2.7819, loss/aux0: 2.7819 2020-10-18 11:39:49,522 - mmaction - INFO - Epoch [9][320/396] lr: 2.993e-01, eta: 2 days, 1:02:29, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2414, top5_acc: 0.5094, loss_cls: 3.3100, loss: 3.3100, grad_norm: 1.0662, top1_acc/aux0: 0.3646, top5_acc/aux0: 0.6466, loss_cls/aux0: 2.6963, loss/aux0: 2.6963 2020-10-18 11:39:50,468 - mmaction - INFO - Epoch [9][320/396] lr: 2.993e-01, eta: 2 days, 1:11:15, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2414, top5_acc: 0.5094, loss_cls: 3.3100, loss: 3.3100, grad_norm: 1.0647, top1_acc/aux0: 0.3654, top5_acc/aux0: 0.6495, loss_cls/aux0: 2.6882, loss/aux0: 2.6882 2020-10-18 11:40:27,025 - mmaction - INFO - Epoch [9][340/396] lr: 2.993e-01, eta: 2 days, 1:02:33, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2492, top5_acc: 0.5023, loss_cls: 3.3661, loss: 3.3661, grad_norm: 1.0694, top1_acc/aux0: 0.3516, top5_acc/aux0: 0.6284, loss_cls/aux0: 2.7610, loss/aux0: 2.7610 2020-10-18 11:40:27,974 - mmaction - INFO - Epoch [9][340/396] lr: 2.993e-01, eta: 2 days, 1:11:17, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2492, top5_acc: 0.5023, loss_cls: 3.3661, loss: 3.3661, grad_norm: 1.0691, top1_acc/aux0: 0.3531, top5_acc/aux0: 0.6289, loss_cls/aux0: 2.7647, loss/aux0: 2.7647 2020-10-18 11:41:04,512 - mmaction - INFO - Epoch [9][360/396] lr: 2.993e-01, eta: 2 days, 1:02:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2352, top5_acc: 0.5057, loss_cls: 3.3419, loss: 3.3419, grad_norm: 1.0394, top1_acc/aux0: 0.3562, top5_acc/aux0: 0.6370, loss_cls/aux0: 2.7462, loss/aux0: 2.7462 2020-10-18 11:41:05,463 - mmaction - INFO - Epoch [9][360/396] lr: 2.993e-01, eta: 2 days, 1:11:16, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2352, top5_acc: 0.5057, loss_cls: 3.3419, loss: 3.3419, grad_norm: 1.0373, top1_acc/aux0: 0.3539, top5_acc/aux0: 0.6370, loss_cls/aux0: 2.7373, loss/aux0: 2.7373 2020-10-18 11:41:42,110 - mmaction - INFO - Epoch [9][380/396] lr: 2.993e-01, eta: 2 days, 1:02:40, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2359, top5_acc: 0.5062, loss_cls: 3.2937, loss: 3.2937, grad_norm: 1.0631, top1_acc/aux0: 0.3698, top5_acc/aux0: 0.6495, loss_cls/aux0: 2.6572, loss/aux0: 2.6572 2020-10-18 11:41:43,154 - mmaction - INFO - Epoch [9][380/396] lr: 2.993e-01, eta: 2 days, 1:11:20, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.2359, top5_acc: 0.5062, loss_cls: 3.2937, loss: 3.2937, grad_norm: 1.0664, top1_acc/aux0: 0.3708, top5_acc/aux0: 0.6503, loss_cls/aux0: 2.6580, loss/aux0: 2.6580 2020-10-18 11:46:16,339 - mmaction - INFO - Epoch [10][20/396] lr: 2.991e-01, eta: 2 days, 0:49:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.2406, top5_acc: 0.5083, loss_cls: 3.2960, loss: 3.2960, grad_norm: 1.0953, top1_acc/aux0: 0.3635, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.6754, loss/aux0: 2.6754 2020-10-18 11:46:17,308 - mmaction - INFO - Epoch [10][20/396] lr: 2.991e-01, eta: 2 days, 0:57:37, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.2406, top5_acc: 0.5083, loss_cls: 3.2960, loss: 3.2960, grad_norm: 1.0979, top1_acc/aux0: 0.3607, top5_acc/aux0: 0.6505, loss_cls/aux0: 2.6906, loss/aux0: 2.6906 2020-10-18 11:46:53,888 - mmaction - INFO - Epoch [10][40/396] lr: 2.991e-01, eta: 2 days, 0:49:15, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.2578, top5_acc: 0.5250, loss_cls: 3.2346, loss: 3.2346, grad_norm: 1.0795, top1_acc/aux0: 0.3461, top5_acc/aux0: 0.6234, loss_cls/aux0: 2.7692, loss/aux0: 2.7692 2020-10-18 11:46:54,853 - mmaction - INFO - Epoch [10][40/396] lr: 2.991e-01, eta: 2 days, 0:57:46, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.2578, top5_acc: 0.5250, loss_cls: 3.2346, loss: 3.2346, grad_norm: 1.0797, top1_acc/aux0: 0.3487, top5_acc/aux0: 0.6221, loss_cls/aux0: 2.7591, loss/aux0: 2.7591 2020-10-18 11:47:31,417 - mmaction - INFO - Epoch [10][60/396] lr: 2.991e-01, eta: 2 days, 0:49:23, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2445, top5_acc: 0.5003, loss_cls: 3.2971, loss: 3.2971, grad_norm: 1.0641, top1_acc/aux0: 0.3682, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.6768, loss/aux0: 2.6768 2020-10-18 11:47:32,405 - mmaction - INFO - Epoch [10][60/396] lr: 2.991e-01, eta: 2 days, 0:57:51, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.2445, top5_acc: 0.5003, loss_cls: 3.2971, loss: 3.2971, grad_norm: 1.0635, top1_acc/aux0: 0.3685, top5_acc/aux0: 0.6487, loss_cls/aux0: 2.6718, loss/aux0: 2.6718 2020-10-18 11:48:09,049 - mmaction - INFO - Epoch [10][80/396] lr: 2.991e-01, eta: 2 days, 0:49:31, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2557, top5_acc: 0.5068, loss_cls: 3.2645, loss: 3.2645, grad_norm: 1.0975, top1_acc/aux0: 0.3544, top5_acc/aux0: 0.6307, loss_cls/aux0: 2.7631, loss/aux0: 2.7631 2020-10-18 11:48:09,998 - mmaction - INFO - Epoch [10][80/396] lr: 2.991e-01, eta: 2 days, 0:57:55, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2557, top5_acc: 0.5068, loss_cls: 3.2645, loss: 3.2645, grad_norm: 1.0967, top1_acc/aux0: 0.3526, top5_acc/aux0: 0.6310, loss_cls/aux0: 2.7657, loss/aux0: 2.7657 2020-10-18 11:48:46,675 - mmaction - INFO - Epoch [10][100/396] lr: 2.991e-01, eta: 2 days, 0:49:36, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2495, top5_acc: 0.5068, loss_cls: 3.2683, loss: 3.2683, grad_norm: 1.0886, top1_acc/aux0: 0.3659, top5_acc/aux0: 0.6482, loss_cls/aux0: 2.6825, loss/aux0: 2.6825 2020-10-18 11:48:47,631 - mmaction - INFO - Epoch [10][100/396] lr: 2.991e-01, eta: 2 days, 0:57:56, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2495, top5_acc: 0.5068, loss_cls: 3.2683, loss: 3.2683, grad_norm: 1.0876, top1_acc/aux0: 0.3690, top5_acc/aux0: 0.6461, loss_cls/aux0: 2.6779, loss/aux0: 2.6779 2020-10-18 11:49:24,301 - mmaction - INFO - Epoch [10][120/396] lr: 2.991e-01, eta: 2 days, 0:49:40, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2339, top5_acc: 0.4966, loss_cls: 3.3323, loss: 3.3323, grad_norm: 1.0582, top1_acc/aux0: 0.3578, top5_acc/aux0: 0.6359, loss_cls/aux0: 2.7276, loss/aux0: 2.7276 2020-10-18 11:49:25,292 - mmaction - INFO - Epoch [10][120/396] lr: 2.991e-01, eta: 2 days, 0:57:59, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.2339, top5_acc: 0.4966, loss_cls: 3.3323, loss: 3.3323, grad_norm: 1.0578, top1_acc/aux0: 0.3594, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.7280, loss/aux0: 2.7280 2020-10-18 11:50:01,824 - mmaction - INFO - Epoch [10][140/396] lr: 2.991e-01, eta: 2 days, 0:49:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2628, top5_acc: 0.5198, loss_cls: 3.2205, loss: 3.2205, grad_norm: 1.1097, top1_acc/aux0: 0.3630, top5_acc/aux0: 0.6609, loss_cls/aux0: 2.6668, loss/aux0: 2.6668 2020-10-18 11:50:02,767 - mmaction - INFO - Epoch [10][140/396] lr: 2.991e-01, eta: 2 days, 0:57:59, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2628, top5_acc: 0.5198, loss_cls: 3.2205, loss: 3.2205, grad_norm: 1.1037, top1_acc/aux0: 0.3602, top5_acc/aux0: 0.6583, loss_cls/aux0: 2.6691, loss/aux0: 2.6691 2020-10-18 11:50:39,555 - mmaction - INFO - Epoch [10][160/396] lr: 2.991e-01, eta: 2 days, 0:49:52, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.2479, top5_acc: 0.5172, loss_cls: 3.2785, loss: 3.2785, grad_norm: 1.0625, top1_acc/aux0: 0.3661, top5_acc/aux0: 0.6385, loss_cls/aux0: 2.7083, loss/aux0: 2.7083 2020-10-18 11:50:40,517 - mmaction - INFO - Epoch [10][160/396] lr: 2.991e-01, eta: 2 days, 0:58:09, time: 0.946, data_time: 0.002, memory: 8462, top1_acc: 0.2479, top5_acc: 0.5172, loss_cls: 3.2785, loss: 3.2785, grad_norm: 1.0608, top1_acc/aux0: 0.3682, top5_acc/aux0: 0.6419, loss_cls/aux0: 2.6972, loss/aux0: 2.6972 2020-10-18 11:51:17,142 - mmaction - INFO - Epoch [10][180/396] lr: 2.991e-01, eta: 2 days, 0:49:59, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2482, top5_acc: 0.5219, loss_cls: 3.2798, loss: 3.2798, grad_norm: 1.1060, top1_acc/aux0: 0.3716, top5_acc/aux0: 0.6495, loss_cls/aux0: 2.6678, loss/aux0: 2.6678 2020-10-18 11:51:18,118 - mmaction - INFO - Epoch [10][180/396] lr: 2.991e-01, eta: 2 days, 0:58:09, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.2482, top5_acc: 0.5219, loss_cls: 3.2798, loss: 3.2798, grad_norm: 1.1033, top1_acc/aux0: 0.3742, top5_acc/aux0: 0.6492, loss_cls/aux0: 2.6698, loss/aux0: 2.6698 2020-10-18 11:51:54,783 - mmaction - INFO - Epoch [10][200/396] lr: 2.991e-01, eta: 2 days, 0:50:04, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2479, top5_acc: 0.5138, loss_cls: 3.2766, loss: 3.2766, grad_norm: 1.0918, top1_acc/aux0: 0.3784, top5_acc/aux0: 0.6466, loss_cls/aux0: 2.6653, loss/aux0: 2.6653 2020-10-18 11:51:55,775 - mmaction - INFO - Epoch [10][200/396] lr: 2.991e-01, eta: 2 days, 0:58:14, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.2479, top5_acc: 0.5138, loss_cls: 3.2766, loss: 3.2766, grad_norm: 1.0867, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6477, loss_cls/aux0: 2.6618, loss/aux0: 2.6618 2020-10-18 11:52:32,454 - mmaction - INFO - Epoch [10][220/396] lr: 2.991e-01, eta: 2 days, 0:50:11, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2568, top5_acc: 0.5216, loss_cls: 3.2596, loss: 3.2596, grad_norm: 1.0964, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6448, loss_cls/aux0: 2.6798, loss/aux0: 2.6798 2020-10-18 11:52:33,419 - mmaction - INFO - Epoch [10][220/396] lr: 2.991e-01, eta: 2 days, 0:58:17, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.2568, top5_acc: 0.5216, loss_cls: 3.2596, loss: 3.2596, grad_norm: 1.0973, top1_acc/aux0: 0.3612, top5_acc/aux0: 0.6409, loss_cls/aux0: 2.6974, loss/aux0: 2.6974 2020-10-18 11:53:10,067 - mmaction - INFO - Epoch [10][240/396] lr: 2.991e-01, eta: 2 days, 0:50:16, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2622, top5_acc: 0.5383, loss_cls: 3.2127, loss: 3.2127, grad_norm: 1.1046, top1_acc/aux0: 0.3669, top5_acc/aux0: 0.6336, loss_cls/aux0: 2.7046, loss/aux0: 2.7046 2020-10-18 11:53:11,021 - mmaction - INFO - Epoch [10][240/396] lr: 2.991e-01, eta: 2 days, 0:58:19, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.2622, top5_acc: 0.5383, loss_cls: 3.2127, loss: 3.2127, grad_norm: 1.0988, top1_acc/aux0: 0.3724, top5_acc/aux0: 0.6349, loss_cls/aux0: 2.6881, loss/aux0: 2.6881 2020-10-18 11:53:47,747 - mmaction - INFO - Epoch [10][260/396] lr: 2.991e-01, eta: 2 days, 0:50:20, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2552, top5_acc: 0.5185, loss_cls: 3.2808, loss: 3.2808, grad_norm: 1.1077, top1_acc/aux0: 0.3750, top5_acc/aux0: 0.6570, loss_cls/aux0: 2.6324, loss/aux0: 2.6324 2020-10-18 11:53:48,710 - mmaction - INFO - Epoch [10][260/396] lr: 2.991e-01, eta: 2 days, 0:58:21, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.2552, top5_acc: 0.5185, loss_cls: 3.2808, loss: 3.2808, grad_norm: 1.1078, top1_acc/aux0: 0.3701, top5_acc/aux0: 0.6529, loss_cls/aux0: 2.6542, loss/aux0: 2.6542 2020-10-18 11:54:25,314 - mmaction - INFO - Epoch [10][280/396] lr: 2.991e-01, eta: 2 days, 0:50:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2547, top5_acc: 0.5362, loss_cls: 3.2243, loss: 3.2243, grad_norm: 1.1092, top1_acc/aux0: 0.3727, top5_acc/aux0: 0.6383, loss_cls/aux0: 2.6724, loss/aux0: 2.6724 2020-10-18 11:54:26,265 - mmaction - INFO - Epoch [10][280/396] lr: 2.991e-01, eta: 2 days, 0:58:19, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2547, top5_acc: 0.5362, loss_cls: 3.2243, loss: 3.2243, grad_norm: 1.1093, top1_acc/aux0: 0.3747, top5_acc/aux0: 0.6427, loss_cls/aux0: 2.6565, loss/aux0: 2.6565 2020-10-18 11:55:02,938 - mmaction - INFO - Epoch [10][300/396] lr: 2.991e-01, eta: 2 days, 0:50:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2490, top5_acc: 0.5279, loss_cls: 3.2635, loss: 3.2635, grad_norm: 1.1269, top1_acc/aux0: 0.3659, top5_acc/aux0: 0.6505, loss_cls/aux0: 2.6603, loss/aux0: 2.6603 2020-10-18 11:55:03,897 - mmaction - INFO - Epoch [10][300/396] lr: 2.991e-01, eta: 2 days, 0:58:18, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.2490, top5_acc: 0.5279, loss_cls: 3.2635, loss: 3.2635, grad_norm: 1.1284, top1_acc/aux0: 0.3672, top5_acc/aux0: 0.6490, loss_cls/aux0: 2.6667, loss/aux0: 2.6667 2020-10-18 11:55:40,556 - mmaction - INFO - Epoch [10][320/396] lr: 2.991e-01, eta: 2 days, 0:50:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2526, top5_acc: 0.5182, loss_cls: 3.2783, loss: 3.2783, grad_norm: 1.1432, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6591, loss_cls/aux0: 2.6541, loss/aux0: 2.6541 2020-10-18 11:55:41,512 - mmaction - INFO - Epoch [10][320/396] lr: 2.991e-01, eta: 2 days, 0:58:15, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2526, top5_acc: 0.5182, loss_cls: 3.2783, loss: 3.2783, grad_norm: 1.1437, top1_acc/aux0: 0.3776, top5_acc/aux0: 0.6591, loss_cls/aux0: 2.6526, loss/aux0: 2.6526 2020-10-18 11:56:18,050 - mmaction - INFO - Epoch [10][340/396] lr: 2.991e-01, eta: 2 days, 0:50:24, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2516, top5_acc: 0.5190, loss_cls: 3.2915, loss: 3.2915, grad_norm: 1.0973, top1_acc/aux0: 0.3661, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.6866, loss/aux0: 2.6866 2020-10-18 11:56:19,001 - mmaction - INFO - Epoch [10][340/396] lr: 2.991e-01, eta: 2 days, 0:58:13, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2516, top5_acc: 0.5190, loss_cls: 3.2915, loss: 3.2915, grad_norm: 1.1005, top1_acc/aux0: 0.3672, top5_acc/aux0: 0.6464, loss_cls/aux0: 2.6873, loss/aux0: 2.6873 2020-10-18 11:56:55,497 - mmaction - INFO - Epoch [10][360/396] lr: 2.991e-01, eta: 2 days, 0:50:22, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.2440, top5_acc: 0.5052, loss_cls: 3.3075, loss: 3.3075, grad_norm: 1.0483, top1_acc/aux0: 0.3737, top5_acc/aux0: 0.6451, loss_cls/aux0: 2.6793, loss/aux0: 2.6793 2020-10-18 11:56:56,473 - mmaction - INFO - Epoch [10][360/396] lr: 2.991e-01, eta: 2 days, 0:58:06, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.2440, top5_acc: 0.5052, loss_cls: 3.3075, loss: 3.3075, grad_norm: 1.0455, top1_acc/aux0: 0.3747, top5_acc/aux0: 0.6456, loss_cls/aux0: 2.6710, loss/aux0: 2.6710 2020-10-18 11:57:32,942 - mmaction - INFO - Epoch [10][380/396] lr: 2.991e-01, eta: 2 days, 0:50:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.2576, top5_acc: 0.5242, loss_cls: 3.2451, loss: 3.2451, grad_norm: 1.0835, top1_acc/aux0: 0.3846, top5_acc/aux0: 0.6555, loss_cls/aux0: 2.6337, loss/aux0: 2.6337 2020-10-18 11:57:33,910 - mmaction - INFO - Epoch [10][380/396] lr: 2.991e-01, eta: 2 days, 0:58:01, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2576, top5_acc: 0.5242, loss_cls: 3.2451, loss: 3.2451, grad_norm: 1.0844, top1_acc/aux0: 0.3839, top5_acc/aux0: 0.6536, loss_cls/aux0: 2.6426, loss/aux0: 2.6426 2020-10-18 12:02:26,544 - mmaction - INFO - Epoch [11][20/396] lr: 2.989e-01, eta: 2 days, 0:37:58, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.2583, top5_acc: 0.5219, loss_cls: 3.2258, loss: 3.2258, grad_norm: 1.0850, top1_acc/aux0: 0.3895, top5_acc/aux0: 0.6579, loss_cls/aux0: 2.6111, loss/aux0: 2.6111 2020-10-18 12:02:27,504 - mmaction - INFO - Epoch [11][20/396] lr: 2.989e-01, eta: 2 days, 0:45:35, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.2583, top5_acc: 0.5219, loss_cls: 3.2258, loss: 3.2258, grad_norm: 1.0869, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6586, loss_cls/aux0: 2.6098, loss/aux0: 2.6098 2020-10-18 12:03:03,942 - mmaction - INFO - Epoch [11][40/396] lr: 2.989e-01, eta: 2 days, 0:37:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2646, top5_acc: 0.5185, loss_cls: 3.2351, loss: 3.2351, grad_norm: 1.0982, top1_acc/aux0: 0.3727, top5_acc/aux0: 0.6508, loss_cls/aux0: 2.6297, loss/aux0: 2.6297 2020-10-18 12:03:04,892 - mmaction - INFO - Epoch [11][40/396] lr: 2.989e-01, eta: 2 days, 0:45:32, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.2646, top5_acc: 0.5185, loss_cls: 3.2351, loss: 3.2351, grad_norm: 1.1008, top1_acc/aux0: 0.3714, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6355, loss/aux0: 2.6355 2020-10-18 12:03:41,459 - mmaction - INFO - Epoch [11][60/396] lr: 2.989e-01, eta: 2 days, 0:37:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2599, top5_acc: 0.5333, loss_cls: 3.2322, loss: 3.2322, grad_norm: 1.0878, top1_acc/aux0: 0.3630, top5_acc/aux0: 0.6419, loss_cls/aux0: 2.7085, loss/aux0: 2.7085 2020-10-18 12:03:42,462 - mmaction - INFO - Epoch [11][60/396] lr: 2.989e-01, eta: 2 days, 0:45:32, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.2599, top5_acc: 0.5333, loss_cls: 3.2322, loss: 3.2322, grad_norm: 1.0905, top1_acc/aux0: 0.3635, top5_acc/aux0: 0.6424, loss_cls/aux0: 2.7104, loss/aux0: 2.7104 2020-10-18 12:04:19,023 - mmaction - INFO - Epoch [11][80/396] lr: 2.989e-01, eta: 2 days, 0:37:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2578, top5_acc: 0.5182, loss_cls: 3.2507, loss: 3.2507, grad_norm: 1.0913, top1_acc/aux0: 0.3781, top5_acc/aux0: 0.6461, loss_cls/aux0: 2.6547, loss/aux0: 2.6547 2020-10-18 12:04:20,005 - mmaction - INFO - Epoch [11][80/396] lr: 2.989e-01, eta: 2 days, 0:45:31, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.2578, top5_acc: 0.5182, loss_cls: 3.2507, loss: 3.2507, grad_norm: 1.0956, top1_acc/aux0: 0.3784, top5_acc/aux0: 0.6469, loss_cls/aux0: 2.6508, loss/aux0: 2.6508 2020-10-18 12:04:56,514 - mmaction - INFO - Epoch [11][100/396] lr: 2.989e-01, eta: 2 days, 0:38:00, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2607, top5_acc: 0.5302, loss_cls: 3.2210, loss: 3.2210, grad_norm: 1.1027, top1_acc/aux0: 0.3896, top5_acc/aux0: 0.6625, loss_cls/aux0: 2.5799, loss/aux0: 2.5799 2020-10-18 12:04:57,457 - mmaction - INFO - Epoch [11][100/396] lr: 2.989e-01, eta: 2 days, 0:45:28, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.2607, top5_acc: 0.5302, loss_cls: 3.2210, loss: 3.2210, grad_norm: 1.1009, top1_acc/aux0: 0.3911, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.5708, loss/aux0: 2.5708 2020-10-18 12:05:34,156 - mmaction - INFO - Epoch [11][120/396] lr: 2.989e-01, eta: 2 days, 0:38:00, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2628, top5_acc: 0.5396, loss_cls: 3.1807, loss: 3.1807, grad_norm: 1.1036, top1_acc/aux0: 0.3797, top5_acc/aux0: 0.6505, loss_cls/aux0: 2.6257, loss/aux0: 2.6257 2020-10-18 12:05:35,103 - mmaction - INFO - Epoch [11][120/396] lr: 2.989e-01, eta: 2 days, 0:45:28, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.2628, top5_acc: 0.5396, loss_cls: 3.1807, loss: 3.1807, grad_norm: 1.1013, top1_acc/aux0: 0.3789, top5_acc/aux0: 0.6510, loss_cls/aux0: 2.6297, loss/aux0: 2.6297 2020-10-18 12:06:11,625 - mmaction - INFO - Epoch [11][140/396] lr: 2.989e-01, eta: 2 days, 0:38:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2656, top5_acc: 0.5224, loss_cls: 3.2218, loss: 3.2218, grad_norm: 1.1074, top1_acc/aux0: 0.3810, top5_acc/aux0: 0.6591, loss_cls/aux0: 2.6440, loss/aux0: 2.6440 2020-10-18 12:06:12,571 - mmaction - INFO - Epoch [11][140/396] lr: 2.989e-01, eta: 2 days, 0:45:26, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2656, top5_acc: 0.5224, loss_cls: 3.2218, loss: 3.2218, grad_norm: 1.1090, top1_acc/aux0: 0.3797, top5_acc/aux0: 0.6599, loss_cls/aux0: 2.6426, loss/aux0: 2.6426 2020-10-18 12:06:49,111 - mmaction - INFO - Epoch [11][160/396] lr: 2.989e-01, eta: 2 days, 0:38:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2654, top5_acc: 0.5297, loss_cls: 3.2015, loss: 3.2015, grad_norm: 1.1087, top1_acc/aux0: 0.3807, top5_acc/aux0: 0.6521, loss_cls/aux0: 2.6292, loss/aux0: 2.6292 2020-10-18 12:06:50,131 - mmaction - INFO - Epoch [11][160/396] lr: 2.989e-01, eta: 2 days, 0:45:25, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.2654, top5_acc: 0.5297, loss_cls: 3.2015, loss: 3.2015, grad_norm: 1.1081, top1_acc/aux0: 0.3818, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.6308, loss/aux0: 2.6308 2020-10-18 12:07:26,805 - mmaction - INFO - Epoch [11][180/396] lr: 2.989e-01, eta: 2 days, 0:38:04, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.2583, top5_acc: 0.5193, loss_cls: 3.2658, loss: 3.2658, grad_norm: 1.1119, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6547, loss_cls/aux0: 2.6238, loss/aux0: 2.6238 2020-10-18 12:07:27,763 - mmaction - INFO - Epoch [11][180/396] lr: 2.989e-01, eta: 2 days, 0:45:27, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.2583, top5_acc: 0.5193, loss_cls: 3.2658, loss: 3.2658, grad_norm: 1.1047, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6552, loss_cls/aux0: 2.6293, loss/aux0: 2.6293 2020-10-18 12:08:04,295 - mmaction - INFO - Epoch [11][200/396] lr: 2.989e-01, eta: 2 days, 0:38:04, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.2646, top5_acc: 0.5339, loss_cls: 3.2304, loss: 3.2304, grad_norm: 1.1019, top1_acc/aux0: 0.3870, top5_acc/aux0: 0.6635, loss_cls/aux0: 2.6357, loss/aux0: 2.6357 2020-10-18 12:08:05,227 - mmaction - INFO - Epoch [11][200/396] lr: 2.989e-01, eta: 2 days, 0:45:21, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.2646, top5_acc: 0.5339, loss_cls: 3.2304, loss: 3.2304, grad_norm: 1.0979, top1_acc/aux0: 0.3901, top5_acc/aux0: 0.6664, loss_cls/aux0: 2.6269, loss/aux0: 2.6269 2020-10-18 12:08:41,935 - mmaction - INFO - Epoch [11][220/396] lr: 2.989e-01, eta: 2 days, 0:38:03, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.2706, top5_acc: 0.5445, loss_cls: 3.1706, loss: 3.1706, grad_norm: 1.1254, top1_acc/aux0: 0.3826, top5_acc/aux0: 0.6581, loss_cls/aux0: 2.6173, loss/aux0: 2.6173 2020-10-18 12:08:42,903 - mmaction - INFO - Epoch [11][220/396] lr: 2.989e-01, eta: 2 days, 0:45:21, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.2706, top5_acc: 0.5445, loss_cls: 3.1706, loss: 3.1706, grad_norm: 1.1255, top1_acc/aux0: 0.3818, top5_acc/aux0: 0.6544, loss_cls/aux0: 2.6246, loss/aux0: 2.6246 2020-10-18 12:09:19,535 - mmaction - INFO - Epoch [11][240/396] lr: 2.989e-01, eta: 2 days, 0:38:05, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.2753, top5_acc: 0.5354, loss_cls: 3.1925, loss: 3.1925, grad_norm: 1.0870, top1_acc/aux0: 0.3727, top5_acc/aux0: 0.6503, loss_cls/aux0: 2.6508, loss/aux0: 2.6508 2020-10-18 12:09:20,489 - mmaction - INFO - Epoch [11][240/396] lr: 2.989e-01, eta: 2 days, 0:45:22, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.2753, top5_acc: 0.5354, loss_cls: 3.1925, loss: 3.1925, grad_norm: 1.0899, top1_acc/aux0: 0.3716, top5_acc/aux0: 0.6534, loss_cls/aux0: 2.6460, loss/aux0: 2.6460 2020-10-18 12:09:57,118 - mmaction - INFO - Epoch [11][260/396] lr: 2.989e-01, eta: 2 days, 0:38:07, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2622, top5_acc: 0.5253, loss_cls: 3.1886, loss: 3.1886, grad_norm: 1.1127, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6461, loss_cls/aux0: 2.6614, loss/aux0: 2.6614 2020-10-18 12:09:58,134 - mmaction - INFO - Epoch [11][260/396] lr: 2.989e-01, eta: 2 days, 0:45:21, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.2622, top5_acc: 0.5253, loss_cls: 3.1886, loss: 3.1886, grad_norm: 1.1118, top1_acc/aux0: 0.3664, top5_acc/aux0: 0.6417, loss_cls/aux0: 2.6759, loss/aux0: 2.6759 2020-10-18 12:10:34,601 - mmaction - INFO - Epoch [11][280/396] lr: 2.989e-01, eta: 2 days, 0:38:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2664, top5_acc: 0.5328, loss_cls: 3.2067, loss: 3.2067, grad_norm: 1.0838, top1_acc/aux0: 0.3734, top5_acc/aux0: 0.6523, loss_cls/aux0: 2.6620, loss/aux0: 2.6620 2020-10-18 12:10:35,559 - mmaction - INFO - Epoch [11][280/396] lr: 2.989e-01, eta: 2 days, 0:45:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2664, top5_acc: 0.5328, loss_cls: 3.2067, loss: 3.2067, grad_norm: 1.0832, top1_acc/aux0: 0.3729, top5_acc/aux0: 0.6552, loss_cls/aux0: 2.6479, loss/aux0: 2.6479 2020-10-18 12:11:12,040 - mmaction - INFO - Epoch [11][300/396] lr: 2.989e-01, eta: 2 days, 0:38:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2641, top5_acc: 0.5375, loss_cls: 3.1972, loss: 3.1972, grad_norm: 1.1278, top1_acc/aux0: 0.3776, top5_acc/aux0: 0.6617, loss_cls/aux0: 2.6155, loss/aux0: 2.6155 2020-10-18 12:11:12,988 - mmaction - INFO - Epoch [11][300/396] lr: 2.989e-01, eta: 2 days, 0:45:11, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.2641, top5_acc: 0.5375, loss_cls: 3.1972, loss: 3.1972, grad_norm: 1.1288, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.6135, loss/aux0: 2.6135 2020-10-18 12:11:49,575 - mmaction - INFO - Epoch [11][320/396] lr: 2.989e-01, eta: 2 days, 0:38:00, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2628, top5_acc: 0.5393, loss_cls: 3.1875, loss: 3.1875, grad_norm: 1.1071, top1_acc/aux0: 0.3862, top5_acc/aux0: 0.6607, loss_cls/aux0: 2.5869, loss/aux0: 2.5869 2020-10-18 12:11:50,536 - mmaction - INFO - Epoch [11][320/396] lr: 2.989e-01, eta: 2 days, 0:45:06, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.2628, top5_acc: 0.5393, loss_cls: 3.1875, loss: 3.1875, grad_norm: 1.1056, top1_acc/aux0: 0.3859, top5_acc/aux0: 0.6591, loss_cls/aux0: 2.5949, loss/aux0: 2.5949 2020-10-18 12:12:27,022 - mmaction - INFO - Epoch [11][340/396] lr: 2.989e-01, eta: 2 days, 0:37:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2651, top5_acc: 0.5326, loss_cls: 3.1871, loss: 3.1871, grad_norm: 1.1105, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6688, loss_cls/aux0: 2.5958, loss/aux0: 2.5958 2020-10-18 12:12:27,965 - mmaction - INFO - Epoch [11][340/396] lr: 2.989e-01, eta: 2 days, 0:45:00, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2651, top5_acc: 0.5326, loss_cls: 3.1871, loss: 3.1871, grad_norm: 1.1099, top1_acc/aux0: 0.3854, top5_acc/aux0: 0.6701, loss_cls/aux0: 2.5844, loss/aux0: 2.5844 2020-10-18 12:13:04,498 - mmaction - INFO - Epoch [11][360/396] lr: 2.989e-01, eta: 2 days, 0:37:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2701, top5_acc: 0.5250, loss_cls: 3.2230, loss: 3.2230, grad_norm: 1.1328, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6625, loss_cls/aux0: 2.5833, loss/aux0: 2.5833 2020-10-18 12:13:05,439 - mmaction - INFO - Epoch [11][360/396] lr: 2.989e-01, eta: 2 days, 0:44:52, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.2701, top5_acc: 0.5250, loss_cls: 3.2230, loss: 3.2230, grad_norm: 1.1370, top1_acc/aux0: 0.3789, top5_acc/aux0: 0.6602, loss_cls/aux0: 2.6052, loss/aux0: 2.6052 2020-10-18 12:13:42,124 - mmaction - INFO - Epoch [11][380/396] lr: 2.989e-01, eta: 2 days, 0:37:46, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2596, top5_acc: 0.5237, loss_cls: 3.2207, loss: 3.2207, grad_norm: 1.0729, top1_acc/aux0: 0.3711, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6614, loss/aux0: 2.6614 2020-10-18 12:13:43,082 - mmaction - INFO - Epoch [11][380/396] lr: 2.989e-01, eta: 2 days, 0:44:47, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2596, top5_acc: 0.5237, loss_cls: 3.2207, loss: 3.2207, grad_norm: 1.0714, top1_acc/aux0: 0.3768, top5_acc/aux0: 0.6510, loss_cls/aux0: 2.6354, loss/aux0: 2.6354 2020-10-18 12:18:02,599 - mmaction - INFO - Epoch [12][20/396] lr: 2.986e-01, eta: 2 days, 0:26:31, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.2807, top5_acc: 0.5385, loss_cls: 3.1457, loss: 3.1457, grad_norm: 1.1066, top1_acc/aux0: 0.3717, top5_acc/aux0: 0.6612, loss_cls/aux0: 2.6277, loss/aux0: 2.6277 2020-10-18 12:18:03,561 - mmaction - INFO - Epoch [12][20/396] lr: 2.986e-01, eta: 2 days, 0:33:25, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.2807, top5_acc: 0.5385, loss_cls: 3.1457, loss: 3.1457, grad_norm: 1.1026, top1_acc/aux0: 0.3750, top5_acc/aux0: 0.6664, loss_cls/aux0: 2.6099, loss/aux0: 2.6099 2020-10-18 12:18:39,985 - mmaction - INFO - Epoch [12][40/396] lr: 2.986e-01, eta: 2 days, 0:26:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2724, top5_acc: 0.5456, loss_cls: 3.1860, loss: 3.1860, grad_norm: 1.1025, top1_acc/aux0: 0.3992, top5_acc/aux0: 0.6680, loss_cls/aux0: 2.5645, loss/aux0: 2.5645 2020-10-18 12:18:40,945 - mmaction - INFO - Epoch [12][40/396] lr: 2.986e-01, eta: 2 days, 0:33:21, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2724, top5_acc: 0.5456, loss_cls: 3.1860, loss: 3.1860, grad_norm: 1.1033, top1_acc/aux0: 0.3937, top5_acc/aux0: 0.6609, loss_cls/aux0: 2.5838, loss/aux0: 2.5838 2020-10-18 12:19:17,437 - mmaction - INFO - Epoch [12][60/396] lr: 2.986e-01, eta: 2 days, 0:26:24, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.2742, top5_acc: 0.5464, loss_cls: 3.1304, loss: 3.1304, grad_norm: 1.0806, top1_acc/aux0: 0.3766, top5_acc/aux0: 0.6469, loss_cls/aux0: 2.6455, loss/aux0: 2.6455 2020-10-18 12:19:18,390 - mmaction - INFO - Epoch [12][60/396] lr: 2.986e-01, eta: 2 days, 0:33:14, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.2742, top5_acc: 0.5464, loss_cls: 3.1304, loss: 3.1304, grad_norm: 1.0839, top1_acc/aux0: 0.3799, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.6370, loss/aux0: 2.6370 2020-10-18 12:19:55,000 - mmaction - INFO - Epoch [12][80/396] lr: 2.986e-01, eta: 2 days, 0:26:19, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2695, top5_acc: 0.5385, loss_cls: 3.1872, loss: 3.1872, grad_norm: 1.0848, top1_acc/aux0: 0.3823, top5_acc/aux0: 0.6591, loss_cls/aux0: 2.5917, loss/aux0: 2.5917 2020-10-18 12:19:55,973 - mmaction - INFO - Epoch [12][80/396] lr: 2.986e-01, eta: 2 days, 0:33:09, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2695, top5_acc: 0.5385, loss_cls: 3.1872, loss: 3.1872, grad_norm: 1.0916, top1_acc/aux0: 0.3805, top5_acc/aux0: 0.6555, loss_cls/aux0: 2.6056, loss/aux0: 2.6056 2020-10-18 12:20:32,581 - mmaction - INFO - Epoch [12][100/396] lr: 2.986e-01, eta: 2 days, 0:26:17, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2568, top5_acc: 0.5229, loss_cls: 3.2298, loss: 3.2298, grad_norm: 1.1050, top1_acc/aux0: 0.3729, top5_acc/aux0: 0.6534, loss_cls/aux0: 2.6430, loss/aux0: 2.6430 2020-10-18 12:20:33,528 - mmaction - INFO - Epoch [12][100/396] lr: 2.986e-01, eta: 2 days, 0:33:07, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.2568, top5_acc: 0.5229, loss_cls: 3.2298, loss: 3.2298, grad_norm: 1.1017, top1_acc/aux0: 0.3711, top5_acc/aux0: 0.6547, loss_cls/aux0: 2.6374, loss/aux0: 2.6374 2020-10-18 12:21:10,114 - mmaction - INFO - Epoch [12][120/396] lr: 2.986e-01, eta: 2 days, 0:26:15, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2773, top5_acc: 0.5521, loss_cls: 3.1138, loss: 3.1138, grad_norm: 1.1295, top1_acc/aux0: 0.3766, top5_acc/aux0: 0.6630, loss_cls/aux0: 2.6084, loss/aux0: 2.6084 2020-10-18 12:21:11,129 - mmaction - INFO - Epoch [12][120/396] lr: 2.986e-01, eta: 2 days, 0:33:02, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2773, top5_acc: 0.5521, loss_cls: 3.1138, loss: 3.1138, grad_norm: 1.1320, top1_acc/aux0: 0.3784, top5_acc/aux0: 0.6622, loss_cls/aux0: 2.6129, loss/aux0: 2.6129 2020-10-18 12:21:47,669 - mmaction - INFO - Epoch [12][140/396] lr: 2.986e-01, eta: 2 days, 0:26:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2521, top5_acc: 0.5271, loss_cls: 3.2171, loss: 3.2171, grad_norm: 1.1202, top1_acc/aux0: 0.3818, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.6248, loss/aux0: 2.6248 2020-10-18 12:21:48,636 - mmaction - INFO - Epoch [12][140/396] lr: 2.986e-01, eta: 2 days, 0:32:55, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.2521, top5_acc: 0.5271, loss_cls: 3.2171, loss: 3.2171, grad_norm: 1.1286, top1_acc/aux0: 0.3820, top5_acc/aux0: 0.6557, loss_cls/aux0: 2.6297, loss/aux0: 2.6297 2020-10-18 12:22:25,174 - mmaction - INFO - Epoch [12][160/396] lr: 2.986e-01, eta: 2 days, 0:26:06, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2823, top5_acc: 0.5500, loss_cls: 3.1334, loss: 3.1334, grad_norm: 1.1256, top1_acc/aux0: 0.3977, top5_acc/aux0: 0.6750, loss_cls/aux0: 2.5354, loss/aux0: 2.5354 2020-10-18 12:22:26,128 - mmaction - INFO - Epoch [12][160/396] lr: 2.986e-01, eta: 2 days, 0:32:48, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.2823, top5_acc: 0.5500, loss_cls: 3.1334, loss: 3.1334, grad_norm: 1.1283, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.5270, loss/aux0: 2.5270 2020-10-18 12:23:02,638 - mmaction - INFO - Epoch [12][180/396] lr: 2.986e-01, eta: 2 days, 0:26:00, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.2674, top5_acc: 0.5232, loss_cls: 3.1786, loss: 3.1786, grad_norm: 1.1342, top1_acc/aux0: 0.3841, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.5934, loss/aux0: 2.5934 2020-10-18 12:23:03,572 - mmaction - INFO - Epoch [12][180/396] lr: 2.986e-01, eta: 2 days, 0:32:39, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.2674, top5_acc: 0.5232, loss_cls: 3.1786, loss: 3.1786, grad_norm: 1.1382, top1_acc/aux0: 0.3854, top5_acc/aux0: 0.6596, loss_cls/aux0: 2.5879, loss/aux0: 2.5879 2020-10-18 12:23:40,118 - mmaction - INFO - Epoch [12][200/396] lr: 2.986e-01, eta: 2 days, 0:25:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2805, top5_acc: 0.5419, loss_cls: 3.1608, loss: 3.1608, grad_norm: 1.1276, top1_acc/aux0: 0.3956, top5_acc/aux0: 0.6732, loss_cls/aux0: 2.5708, loss/aux0: 2.5708 2020-10-18 12:23:41,081 - mmaction - INFO - Epoch [12][200/396] lr: 2.986e-01, eta: 2 days, 0:32:33, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2805, top5_acc: 0.5419, loss_cls: 3.1608, loss: 3.1608, grad_norm: 1.1282, top1_acc/aux0: 0.3930, top5_acc/aux0: 0.6698, loss_cls/aux0: 2.5763, loss/aux0: 2.5763 2020-10-18 12:24:17,643 - mmaction - INFO - Epoch [12][220/396] lr: 2.986e-01, eta: 2 days, 0:25:49, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2820, top5_acc: 0.5456, loss_cls: 3.1548, loss: 3.1548, grad_norm: 1.1201, top1_acc/aux0: 0.3888, top5_acc/aux0: 0.6680, loss_cls/aux0: 2.5888, loss/aux0: 2.5888 2020-10-18 12:24:18,591 - mmaction - INFO - Epoch [12][220/396] lr: 2.986e-01, eta: 2 days, 0:32:25, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2820, top5_acc: 0.5456, loss_cls: 3.1548, loss: 3.1548, grad_norm: 1.1176, top1_acc/aux0: 0.3940, top5_acc/aux0: 0.6701, loss_cls/aux0: 2.5818, loss/aux0: 2.5818 2020-10-18 12:24:55,263 - mmaction - INFO - Epoch [12][240/396] lr: 2.986e-01, eta: 2 days, 0:25:44, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2698, top5_acc: 0.5341, loss_cls: 3.2000, loss: 3.2000, grad_norm: 1.1305, top1_acc/aux0: 0.3776, top5_acc/aux0: 0.6521, loss_cls/aux0: 2.6259, loss/aux0: 2.6259 2020-10-18 12:24:56,237 - mmaction - INFO - Epoch [12][240/396] lr: 2.986e-01, eta: 2 days, 0:32:20, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2698, top5_acc: 0.5341, loss_cls: 3.2000, loss: 3.2000, grad_norm: 1.1279, top1_acc/aux0: 0.3745, top5_acc/aux0: 0.6503, loss_cls/aux0: 2.6349, loss/aux0: 2.6349 2020-10-18 12:25:32,827 - mmaction - INFO - Epoch [12][260/396] lr: 2.986e-01, eta: 2 days, 0:25:40, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2813, top5_acc: 0.5453, loss_cls: 3.1473, loss: 3.1473, grad_norm: 1.1351, top1_acc/aux0: 0.3987, top5_acc/aux0: 0.6682, loss_cls/aux0: 2.5503, loss/aux0: 2.5503 2020-10-18 12:25:33,788 - mmaction - INFO - Epoch [12][260/396] lr: 2.986e-01, eta: 2 days, 0:32:13, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2813, top5_acc: 0.5453, loss_cls: 3.1473, loss: 3.1473, grad_norm: 1.1323, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6695, loss_cls/aux0: 2.5425, loss/aux0: 2.5425 2020-10-18 12:26:10,479 - mmaction - INFO - Epoch [12][280/396] lr: 2.986e-01, eta: 2 days, 0:25:37, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.2755, top5_acc: 0.5562, loss_cls: 3.1629, loss: 3.1629, grad_norm: 1.1291, top1_acc/aux0: 0.3961, top5_acc/aux0: 0.6586, loss_cls/aux0: 2.6119, loss/aux0: 2.6119 2020-10-18 12:26:11,415 - mmaction - INFO - Epoch [12][280/396] lr: 2.986e-01, eta: 2 days, 0:32:11, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.2755, top5_acc: 0.5562, loss_cls: 3.1629, loss: 3.1629, grad_norm: 1.1248, top1_acc/aux0: 0.3982, top5_acc/aux0: 0.6612, loss_cls/aux0: 2.6063, loss/aux0: 2.6063 2020-10-18 12:26:47,950 - mmaction - INFO - Epoch [12][300/396] lr: 2.986e-01, eta: 2 days, 0:25:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2797, top5_acc: 0.5549, loss_cls: 3.1057, loss: 3.1057, grad_norm: 1.1199, top1_acc/aux0: 0.3911, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.5810, loss/aux0: 2.5810 2020-10-18 12:26:48,945 - mmaction - INFO - Epoch [12][300/396] lr: 2.986e-01, eta: 2 days, 0:32:02, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2797, top5_acc: 0.5549, loss_cls: 3.1057, loss: 3.1057, grad_norm: 1.1208, top1_acc/aux0: 0.3883, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.5888, loss/aux0: 2.5888 2020-10-18 12:27:25,562 - mmaction - INFO - Epoch [12][320/396] lr: 2.986e-01, eta: 2 days, 0:25:27, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2695, top5_acc: 0.5352, loss_cls: 3.1811, loss: 3.1811, grad_norm: 1.1209, top1_acc/aux0: 0.3820, top5_acc/aux0: 0.6750, loss_cls/aux0: 2.5690, loss/aux0: 2.5690 2020-10-18 12:27:26,557 - mmaction - INFO - Epoch [12][320/396] lr: 2.986e-01, eta: 2 days, 0:31:57, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.2695, top5_acc: 0.5352, loss_cls: 3.1811, loss: 3.1811, grad_norm: 1.1204, top1_acc/aux0: 0.3841, top5_acc/aux0: 0.6776, loss_cls/aux0: 2.5616, loss/aux0: 2.5616 2020-10-18 12:28:03,111 - mmaction - INFO - Epoch [12][340/396] lr: 2.986e-01, eta: 2 days, 0:25:24, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2758, top5_acc: 0.5510, loss_cls: 3.1446, loss: 3.1446, grad_norm: 1.1534, top1_acc/aux0: 0.3857, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5895, loss/aux0: 2.5895 2020-10-18 12:28:04,069 - mmaction - INFO - Epoch [12][340/396] lr: 2.986e-01, eta: 2 days, 0:31:50, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2758, top5_acc: 0.5510, loss_cls: 3.1446, loss: 3.1446, grad_norm: 1.1568, top1_acc/aux0: 0.3813, top5_acc/aux0: 0.6622, loss_cls/aux0: 2.6033, loss/aux0: 2.6033 2020-10-18 12:28:40,692 - mmaction - INFO - Epoch [12][360/396] lr: 2.986e-01, eta: 2 days, 0:25:18, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2612, top5_acc: 0.5242, loss_cls: 3.2145, loss: 3.2145, grad_norm: 1.1170, top1_acc/aux0: 0.3940, top5_acc/aux0: 0.6589, loss_cls/aux0: 2.5753, loss/aux0: 2.5753 2020-10-18 12:28:41,667 - mmaction - INFO - Epoch [12][360/396] lr: 2.986e-01, eta: 2 days, 0:31:43, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2612, top5_acc: 0.5242, loss_cls: 3.2145, loss: 3.2145, grad_norm: 1.1145, top1_acc/aux0: 0.3956, top5_acc/aux0: 0.6607, loss_cls/aux0: 2.5703, loss/aux0: 2.5703 2020-10-18 12:29:18,338 - mmaction - INFO - Epoch [12][380/396] lr: 2.986e-01, eta: 2 days, 0:25:12, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2870, top5_acc: 0.5503, loss_cls: 3.1189, loss: 3.1189, grad_norm: 1.1363, top1_acc/aux0: 0.3898, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.5439, loss/aux0: 2.5439 2020-10-18 12:29:19,280 - mmaction - INFO - Epoch [12][380/396] lr: 2.986e-01, eta: 2 days, 0:31:35, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2870, top5_acc: 0.5503, loss_cls: 3.1189, loss: 3.1189, grad_norm: 1.1375, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.5478, loss/aux0: 2.5478 2020-10-18 12:33:38,809 - mmaction - INFO - Epoch [13][20/396] lr: 2.984e-01, eta: 2 days, 0:14:49, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.2807, top5_acc: 0.5422, loss_cls: 3.1530, loss: 3.1530, grad_norm: 1.1126, top1_acc/aux0: 0.3906, top5_acc/aux0: 0.6702, loss_cls/aux0: 2.5662, loss/aux0: 2.5662 2020-10-18 12:33:39,766 - mmaction - INFO - Epoch [13][20/396] lr: 2.984e-01, eta: 2 days, 0:21:08, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.2807, top5_acc: 0.5422, loss_cls: 3.1530, loss: 3.1530, grad_norm: 1.1146, top1_acc/aux0: 0.3911, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.5710, loss/aux0: 2.5710 2020-10-18 12:34:16,320 - mmaction - INFO - Epoch [13][40/396] lr: 2.984e-01, eta: 2 days, 0:14:45, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.2742, top5_acc: 0.5542, loss_cls: 3.1215, loss: 3.1215, grad_norm: 1.1241, top1_acc/aux0: 0.4057, top5_acc/aux0: 0.6737, loss_cls/aux0: 2.5265, loss/aux0: 2.5265 2020-10-18 12:34:17,274 - mmaction - INFO - Epoch [13][40/396] lr: 2.984e-01, eta: 2 days, 0:21:05, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.2742, top5_acc: 0.5542, loss_cls: 3.1215, loss: 3.1215, grad_norm: 1.1207, top1_acc/aux0: 0.4070, top5_acc/aux0: 0.6737, loss_cls/aux0: 2.5172, loss/aux0: 2.5172 2020-10-18 12:34:53,900 - mmaction - INFO - Epoch [13][60/396] lr: 2.984e-01, eta: 2 days, 0:14:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2760, top5_acc: 0.5385, loss_cls: 3.1392, loss: 3.1392, grad_norm: 1.1302, top1_acc/aux0: 0.4036, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.5019, loss/aux0: 2.5019 2020-10-18 12:34:54,886 - mmaction - INFO - Epoch [13][60/396] lr: 2.984e-01, eta: 2 days, 0:20:57, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.2760, top5_acc: 0.5385, loss_cls: 3.1392, loss: 3.1392, grad_norm: 1.1297, top1_acc/aux0: 0.3997, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.5059, loss/aux0: 2.5059 2020-10-18 12:35:31,403 - mmaction - INFO - Epoch [13][80/396] lr: 2.984e-01, eta: 2 days, 0:14:35, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2805, top5_acc: 0.5443, loss_cls: 3.1231, loss: 3.1231, grad_norm: 1.1118, top1_acc/aux0: 0.3896, top5_acc/aux0: 0.6604, loss_cls/aux0: 2.5920, loss/aux0: 2.5920 2020-10-18 12:35:32,359 - mmaction - INFO - Epoch [13][80/396] lr: 2.984e-01, eta: 2 days, 0:20:50, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2805, top5_acc: 0.5443, loss_cls: 3.1231, loss: 3.1231, grad_norm: 1.1174, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6607, loss_cls/aux0: 2.5904, loss/aux0: 2.5904 2020-10-18 12:36:08,922 - mmaction - INFO - Epoch [13][100/396] lr: 2.984e-01, eta: 2 days, 0:14:30, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2753, top5_acc: 0.5398, loss_cls: 3.1486, loss: 3.1486, grad_norm: 1.1372, top1_acc/aux0: 0.3961, top5_acc/aux0: 0.6708, loss_cls/aux0: 2.5466, loss/aux0: 2.5466 2020-10-18 12:36:09,865 - mmaction - INFO - Epoch [13][100/396] lr: 2.984e-01, eta: 2 days, 0:20:43, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2753, top5_acc: 0.5398, loss_cls: 3.1486, loss: 3.1486, grad_norm: 1.1384, top1_acc/aux0: 0.3971, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.5414, loss/aux0: 2.5414 2020-10-18 12:36:46,584 - mmaction - INFO - Epoch [13][120/396] lr: 2.984e-01, eta: 2 days, 0:14:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2784, top5_acc: 0.5482, loss_cls: 3.1225, loss: 3.1225, grad_norm: 1.1094, top1_acc/aux0: 0.4070, top5_acc/aux0: 0.6768, loss_cls/aux0: 2.4689, loss/aux0: 2.4689 2020-10-18 12:36:47,593 - mmaction - INFO - Epoch [13][120/396] lr: 2.984e-01, eta: 2 days, 0:20:37, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.2784, top5_acc: 0.5482, loss_cls: 3.1225, loss: 3.1225, grad_norm: 1.1104, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6768, loss_cls/aux0: 2.4648, loss/aux0: 2.4648 2020-10-18 12:37:24,139 - mmaction - INFO - Epoch [13][140/396] lr: 2.984e-01, eta: 2 days, 0:14:20, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2852, top5_acc: 0.5542, loss_cls: 3.1055, loss: 3.1055, grad_norm: 1.1510, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6711, loss_cls/aux0: 2.5450, loss/aux0: 2.5450 2020-10-18 12:37:25,090 - mmaction - INFO - Epoch [13][140/396] lr: 2.984e-01, eta: 2 days, 0:20:30, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2852, top5_acc: 0.5542, loss_cls: 3.1055, loss: 3.1055, grad_norm: 1.1500, top1_acc/aux0: 0.3888, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.5643, loss/aux0: 2.5643 2020-10-18 12:38:01,707 - mmaction - INFO - Epoch [13][160/396] lr: 2.984e-01, eta: 2 days, 0:14:14, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2674, top5_acc: 0.5612, loss_cls: 3.1316, loss: 3.1316, grad_norm: 1.1620, top1_acc/aux0: 0.3841, top5_acc/aux0: 0.6768, loss_cls/aux0: 2.5575, loss/aux0: 2.5575 2020-10-18 12:38:02,650 - mmaction - INFO - Epoch [13][160/396] lr: 2.984e-01, eta: 2 days, 0:20:23, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2674, top5_acc: 0.5612, loss_cls: 3.1316, loss: 3.1316, grad_norm: 1.1656, top1_acc/aux0: 0.3836, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.5629, loss/aux0: 2.5629 2020-10-18 12:38:39,162 - mmaction - INFO - Epoch [13][180/396] lr: 2.984e-01, eta: 2 days, 0:14:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2661, top5_acc: 0.5357, loss_cls: 3.1879, loss: 3.1879, grad_norm: 1.1084, top1_acc/aux0: 0.3945, top5_acc/aux0: 0.6714, loss_cls/aux0: 2.6011, loss/aux0: 2.6011 2020-10-18 12:38:40,107 - mmaction - INFO - Epoch [13][180/396] lr: 2.984e-01, eta: 2 days, 0:20:13, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.2661, top5_acc: 0.5357, loss_cls: 3.1879, loss: 3.1879, grad_norm: 1.1053, top1_acc/aux0: 0.3958, top5_acc/aux0: 0.6719, loss_cls/aux0: 2.5984, loss/aux0: 2.5984 2020-10-18 12:39:16,712 - mmaction - INFO - Epoch [13][200/396] lr: 2.984e-01, eta: 2 days, 0:14:01, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2857, top5_acc: 0.5474, loss_cls: 3.1195, loss: 3.1195, grad_norm: 1.1412, top1_acc/aux0: 0.3927, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5353, loss/aux0: 2.5353 2020-10-18 12:39:17,664 - mmaction - INFO - Epoch [13][200/396] lr: 2.984e-01, eta: 2 days, 0:20:07, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2857, top5_acc: 0.5474, loss_cls: 3.1195, loss: 3.1195, grad_norm: 1.1401, top1_acc/aux0: 0.3917, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5254, loss/aux0: 2.5254 2020-10-18 12:39:54,339 - mmaction - INFO - Epoch [13][220/396] lr: 2.984e-01, eta: 2 days, 0:13:56, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.2820, top5_acc: 0.5474, loss_cls: 3.1143, loss: 3.1143, grad_norm: 1.1384, top1_acc/aux0: 0.3867, top5_acc/aux0: 0.6578, loss_cls/aux0: 2.5692, loss/aux0: 2.5692 2020-10-18 12:39:55,299 - mmaction - INFO - Epoch [13][220/396] lr: 2.984e-01, eta: 2 days, 0:20:01, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.2820, top5_acc: 0.5474, loss_cls: 3.1143, loss: 3.1143, grad_norm: 1.1394, top1_acc/aux0: 0.3885, top5_acc/aux0: 0.6594, loss_cls/aux0: 2.5696, loss/aux0: 2.5696 2020-10-18 12:40:31,887 - mmaction - INFO - Epoch [13][240/396] lr: 2.984e-01, eta: 2 days, 0:13:50, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2732, top5_acc: 0.5474, loss_cls: 3.1432, loss: 3.1432, grad_norm: 1.1306, top1_acc/aux0: 0.4039, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.5295, loss/aux0: 2.5295 2020-10-18 12:40:32,879 - mmaction - INFO - Epoch [13][240/396] lr: 2.984e-01, eta: 2 days, 0:19:54, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.2732, top5_acc: 0.5474, loss_cls: 3.1432, loss: 3.1432, grad_norm: 1.1329, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6805, loss_cls/aux0: 2.5232, loss/aux0: 2.5232 2020-10-18 12:41:09,390 - mmaction - INFO - Epoch [13][260/396] lr: 2.984e-01, eta: 2 days, 0:13:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2714, top5_acc: 0.5432, loss_cls: 3.1372, loss: 3.1372, grad_norm: 1.1320, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6794, loss_cls/aux0: 2.4659, loss/aux0: 2.4659 2020-10-18 12:41:10,345 - mmaction - INFO - Epoch [13][260/396] lr: 2.984e-01, eta: 2 days, 0:19:44, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2714, top5_acc: 0.5432, loss_cls: 3.1372, loss: 3.1372, grad_norm: 1.1342, top1_acc/aux0: 0.4057, top5_acc/aux0: 0.6810, loss_cls/aux0: 2.4682, loss/aux0: 2.4682 2020-10-18 12:41:46,841 - mmaction - INFO - Epoch [13][280/396] lr: 2.984e-01, eta: 2 days, 0:13:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2797, top5_acc: 0.5383, loss_cls: 3.1449, loss: 3.1449, grad_norm: 1.1239, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.5106, loss/aux0: 2.5106 2020-10-18 12:41:47,826 - mmaction - INFO - Epoch [13][280/396] lr: 2.984e-01, eta: 2 days, 0:19:34, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.2797, top5_acc: 0.5383, loss_cls: 3.1449, loss: 3.1449, grad_norm: 1.1313, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6685, loss_cls/aux0: 2.5385, loss/aux0: 2.5385 2020-10-18 12:42:24,449 - mmaction - INFO - Epoch [13][300/396] lr: 2.984e-01, eta: 2 days, 0:13:29, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.2797, top5_acc: 0.5419, loss_cls: 3.1496, loss: 3.1496, grad_norm: 1.1108, top1_acc/aux0: 0.3956, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5490, loss/aux0: 2.5490 2020-10-18 12:42:25,411 - mmaction - INFO - Epoch [13][300/396] lr: 2.984e-01, eta: 2 days, 0:19:28, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.2797, top5_acc: 0.5419, loss_cls: 3.1496, loss: 3.1496, grad_norm: 1.1090, top1_acc/aux0: 0.4003, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.5110, loss/aux0: 2.5110 2020-10-18 12:43:01,864 - mmaction - INFO - Epoch [13][320/396] lr: 2.984e-01, eta: 2 days, 0:13:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2833, top5_acc: 0.5557, loss_cls: 3.0942, loss: 3.0942, grad_norm: 1.1383, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4888, loss/aux0: 2.4888 2020-10-18 12:43:02,820 - mmaction - INFO - Epoch [13][320/396] lr: 2.984e-01, eta: 2 days, 0:19:17, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.2833, top5_acc: 0.5557, loss_cls: 3.0942, loss: 3.0942, grad_norm: 1.1358, top1_acc/aux0: 0.4057, top5_acc/aux0: 0.6857, loss_cls/aux0: 2.4883, loss/aux0: 2.4883 2020-10-18 12:43:39,514 - mmaction - INFO - Epoch [13][340/396] lr: 2.984e-01, eta: 2 days, 0:13:14, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.2763, top5_acc: 0.5411, loss_cls: 3.1470, loss: 3.1470, grad_norm: 1.1498, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6815, loss_cls/aux0: 2.4942, loss/aux0: 2.4942 2020-10-18 12:43:40,525 - mmaction - INFO - Epoch [13][340/396] lr: 2.984e-01, eta: 2 days, 0:19:12, time: 0.946, data_time: 0.001, memory: 8462, top1_acc: 0.2763, top5_acc: 0.5411, loss_cls: 3.1470, loss: 3.1470, grad_norm: 1.1481, top1_acc/aux0: 0.4081, top5_acc/aux0: 0.6820, loss_cls/aux0: 2.4930, loss/aux0: 2.4930 2020-10-18 12:44:17,079 - mmaction - INFO - Epoch [13][360/396] lr: 2.984e-01, eta: 2 days, 0:13:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2781, top5_acc: 0.5440, loss_cls: 3.1383, loss: 3.1383, grad_norm: 1.1316, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4665, loss/aux0: 2.4665 2020-10-18 12:44:18,033 - mmaction - INFO - Epoch [13][360/396] lr: 2.984e-01, eta: 2 days, 0:19:02, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2781, top5_acc: 0.5440, loss_cls: 3.1383, loss: 3.1383, grad_norm: 1.1348, top1_acc/aux0: 0.4008, top5_acc/aux0: 0.6812, loss_cls/aux0: 2.4929, loss/aux0: 2.4929 2020-10-18 12:44:54,549 - mmaction - INFO - Epoch [13][380/396] lr: 2.984e-01, eta: 2 days, 0:12:59, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2828, top5_acc: 0.5586, loss_cls: 3.1130, loss: 3.1130, grad_norm: 1.1086, top1_acc/aux0: 0.3911, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5553, loss/aux0: 2.5553 2020-10-18 12:44:55,512 - mmaction - INFO - Epoch [13][380/396] lr: 2.984e-01, eta: 2 days, 0:18:51, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.2828, top5_acc: 0.5586, loss_cls: 3.1130, loss: 3.1130, grad_norm: 1.1077, top1_acc/aux0: 0.3943, top5_acc/aux0: 0.6698, loss_cls/aux0: 2.5391, loss/aux0: 2.5391 2020-10-18 12:49:12,476 - mmaction - INFO - Epoch [14][20/396] lr: 2.981e-01, eta: 2 days, 0:03:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2906, top5_acc: 0.5583, loss_cls: 3.0605, loss: 3.0605, grad_norm: 1.1727, top1_acc/aux0: 0.4137, top5_acc/aux0: 0.6867, loss_cls/aux0: 2.4528, loss/aux0: 2.4528 2020-10-18 12:49:13,422 - mmaction - INFO - Epoch [14][20/396] lr: 2.981e-01, eta: 2 days, 0:09:11, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.2906, top5_acc: 0.5583, loss_cls: 3.0605, loss: 3.0605, grad_norm: 1.1702, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4515, loss/aux0: 2.4515 2020-10-18 12:49:49,855 - mmaction - INFO - Epoch [14][40/396] lr: 2.981e-01, eta: 2 days, 0:03:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2815, top5_acc: 0.5648, loss_cls: 3.0963, loss: 3.0963, grad_norm: 1.1255, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6901, loss_cls/aux0: 2.4802, loss/aux0: 2.4802 2020-10-18 12:49:50,846 - mmaction - INFO - Epoch [14][40/396] lr: 2.981e-01, eta: 2 days, 0:09:01, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.2815, top5_acc: 0.5648, loss_cls: 3.0963, loss: 3.0963, grad_norm: 1.1245, top1_acc/aux0: 0.4125, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4890, loss/aux0: 2.4890 2020-10-18 12:50:27,523 - mmaction - INFO - Epoch [14][60/396] lr: 2.981e-01, eta: 2 days, 0:03:06, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2786, top5_acc: 0.5495, loss_cls: 3.1094, loss: 3.1094, grad_norm: 1.1672, top1_acc/aux0: 0.4063, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.5165, loss/aux0: 2.5165 2020-10-18 12:50:28,486 - mmaction - INFO - Epoch [14][60/396] lr: 2.981e-01, eta: 2 days, 0:08:54, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2786, top5_acc: 0.5495, loss_cls: 3.1094, loss: 3.1094, grad_norm: 1.1669, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.5223, loss/aux0: 2.5223 2020-10-18 12:51:05,155 - mmaction - INFO - Epoch [14][80/396] lr: 2.981e-01, eta: 2 days, 0:03:01, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.2844, top5_acc: 0.5526, loss_cls: 3.1010, loss: 3.1010, grad_norm: 1.1493, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6779, loss_cls/aux0: 2.5097, loss/aux0: 2.5097 2020-10-18 12:51:06,117 - mmaction - INFO - Epoch [14][80/396] lr: 2.981e-01, eta: 2 days, 0:08:47, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.2844, top5_acc: 0.5526, loss_cls: 3.1010, loss: 3.1010, grad_norm: 1.1463, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6781, loss_cls/aux0: 2.5021, loss/aux0: 2.5021 2020-10-18 12:51:42,669 - mmaction - INFO - Epoch [14][100/396] lr: 2.981e-01, eta: 2 days, 0:02:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2766, top5_acc: 0.5518, loss_cls: 3.1441, loss: 3.1441, grad_norm: 1.1402, top1_acc/aux0: 0.4104, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.4965, loss/aux0: 2.4965 2020-10-18 12:51:43,658 - mmaction - INFO - Epoch [14][100/396] lr: 2.981e-01, eta: 2 days, 0:08:37, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2766, top5_acc: 0.5518, loss_cls: 3.1441, loss: 3.1441, grad_norm: 1.1490, top1_acc/aux0: 0.4091, top5_acc/aux0: 0.6789, loss_cls/aux0: 2.5117, loss/aux0: 2.5117 2020-10-18 12:52:20,462 - mmaction - INFO - Epoch [14][120/396] lr: 2.981e-01, eta: 2 days, 0:02:47, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.2768, top5_acc: 0.5445, loss_cls: 3.1278, loss: 3.1278, grad_norm: 1.1354, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.5084, loss/aux0: 2.5084 2020-10-18 12:52:21,416 - mmaction - INFO - Epoch [14][120/396] lr: 2.981e-01, eta: 2 days, 0:08:31, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.2768, top5_acc: 0.5445, loss_cls: 3.1278, loss: 3.1278, grad_norm: 1.1352, top1_acc/aux0: 0.4049, top5_acc/aux0: 0.6784, loss_cls/aux0: 2.4864, loss/aux0: 2.4864 2020-10-18 12:52:58,078 - mmaction - INFO - Epoch [14][140/396] lr: 2.981e-01, eta: 2 days, 0:02:41, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2888, top5_acc: 0.5581, loss_cls: 3.0430, loss: 3.0430, grad_norm: 1.1437, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.3989, loss/aux0: 2.3989 2020-10-18 12:52:59,033 - mmaction - INFO - Epoch [14][140/396] lr: 2.981e-01, eta: 2 days, 0:08:21, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2888, top5_acc: 0.5581, loss_cls: 3.0430, loss: 3.0430, grad_norm: 1.1433, top1_acc/aux0: 0.4312, top5_acc/aux0: 0.7034, loss_cls/aux0: 2.3906, loss/aux0: 2.3906 2020-10-18 12:53:35,728 - mmaction - INFO - Epoch [14][160/396] lr: 2.981e-01, eta: 2 days, 0:02:34, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.2924, top5_acc: 0.5562, loss_cls: 3.0891, loss: 3.0891, grad_norm: 1.1548, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.4397, loss/aux0: 2.4397 2020-10-18 12:53:36,697 - mmaction - INFO - Epoch [14][160/396] lr: 2.981e-01, eta: 2 days, 0:08:15, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.2924, top5_acc: 0.5562, loss_cls: 3.0891, loss: 3.0891, grad_norm: 1.1605, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6958, loss_cls/aux0: 2.4504, loss/aux0: 2.4504 2020-10-18 12:54:13,314 - mmaction - INFO - Epoch [14][180/396] lr: 2.981e-01, eta: 2 days, 0:02:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2844, top5_acc: 0.5568, loss_cls: 3.0923, loss: 3.0923, grad_norm: 1.1554, top1_acc/aux0: 0.4039, top5_acc/aux0: 0.6711, loss_cls/aux0: 2.5272, loss/aux0: 2.5272 2020-10-18 12:54:14,273 - mmaction - INFO - Epoch [14][180/396] lr: 2.981e-01, eta: 2 days, 0:08:05, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2844, top5_acc: 0.5568, loss_cls: 3.0923, loss: 3.0923, grad_norm: 1.1538, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6734, loss_cls/aux0: 2.5295, loss/aux0: 2.5295 2020-10-18 12:54:50,886 - mmaction - INFO - Epoch [14][200/396] lr: 2.981e-01, eta: 2 days, 0:02:18, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2904, top5_acc: 0.5573, loss_cls: 3.0696, loss: 3.0696, grad_norm: 1.1759, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4631, loss/aux0: 2.4631 2020-10-18 12:54:51,836 - mmaction - INFO - Epoch [14][200/396] lr: 2.981e-01, eta: 2 days, 0:07:55, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2904, top5_acc: 0.5573, loss_cls: 3.0696, loss: 3.0696, grad_norm: 1.1698, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6906, loss_cls/aux0: 2.4687, loss/aux0: 2.4687 2020-10-18 12:55:28,440 - mmaction - INFO - Epoch [14][220/396] lr: 2.981e-01, eta: 2 days, 0:02:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2859, top5_acc: 0.5560, loss_cls: 3.0637, loss: 3.0637, grad_norm: 1.1588, top1_acc/aux0: 0.3990, top5_acc/aux0: 0.6846, loss_cls/aux0: 2.5046, loss/aux0: 2.5046 2020-10-18 12:55:29,397 - mmaction - INFO - Epoch [14][220/396] lr: 2.981e-01, eta: 2 days, 0:07:44, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2859, top5_acc: 0.5560, loss_cls: 3.0637, loss: 3.0637, grad_norm: 1.1547, top1_acc/aux0: 0.4016, top5_acc/aux0: 0.6867, loss_cls/aux0: 2.4910, loss/aux0: 2.4910 2020-10-18 12:56:06,081 - mmaction - INFO - Epoch [14][240/396] lr: 2.981e-01, eta: 2 days, 0:02:02, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.2836, top5_acc: 0.5552, loss_cls: 3.0987, loss: 3.0987, grad_norm: 1.1497, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.4537, loss/aux0: 2.4537 2020-10-18 12:56:07,109 - mmaction - INFO - Epoch [14][240/396] lr: 2.981e-01, eta: 2 days, 0:07:39, time: 0.948, data_time: 0.001, memory: 8462, top1_acc: 0.2836, top5_acc: 0.5552, loss_cls: 3.0987, loss: 3.0987, grad_norm: 1.1489, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4610, loss/aux0: 2.4610 2020-10-18 12:56:43,664 - mmaction - INFO - Epoch [14][260/396] lr: 2.981e-01, eta: 2 days, 0:01:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2924, top5_acc: 0.5555, loss_cls: 3.0835, loss: 3.0835, grad_norm: 1.1635, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6802, loss_cls/aux0: 2.5261, loss/aux0: 2.5261 2020-10-18 12:56:44,606 - mmaction - INFO - Epoch [14][260/396] lr: 2.981e-01, eta: 2 days, 0:07:27, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.2924, top5_acc: 0.5555, loss_cls: 3.0835, loss: 3.0835, grad_norm: 1.1566, top1_acc/aux0: 0.4029, top5_acc/aux0: 0.6844, loss_cls/aux0: 2.5196, loss/aux0: 2.5196 2020-10-18 12:57:21,269 - mmaction - INFO - Epoch [14][280/396] lr: 2.981e-01, eta: 2 days, 0:01:46, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.2789, top5_acc: 0.5500, loss_cls: 3.0949, loss: 3.0949, grad_norm: 1.1268, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4492, loss/aux0: 2.4492 2020-10-18 12:57:22,235 - mmaction - INFO - Epoch [14][280/396] lr: 2.981e-01, eta: 2 days, 0:07:18, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.2789, top5_acc: 0.5500, loss_cls: 3.0949, loss: 3.0949, grad_norm: 1.1294, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6857, loss_cls/aux0: 2.4433, loss/aux0: 2.4433 2020-10-18 12:57:58,786 - mmaction - INFO - Epoch [14][300/396] lr: 2.981e-01, eta: 2 days, 0:01:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2813, top5_acc: 0.5690, loss_cls: 3.0674, loss: 3.0674, grad_norm: 1.1659, top1_acc/aux0: 0.4138, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.4368, loss/aux0: 2.4368 2020-10-18 12:57:59,746 - mmaction - INFO - Epoch [14][300/396] lr: 2.981e-01, eta: 2 days, 0:07:07, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2813, top5_acc: 0.5690, loss_cls: 3.0674, loss: 3.0674, grad_norm: 1.1662, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.4520, loss/aux0: 2.4520 2020-10-18 12:58:36,457 - mmaction - INFO - Epoch [14][320/396] lr: 2.981e-01, eta: 2 days, 0:01:27, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.2875, top5_acc: 0.5599, loss_cls: 3.0768, loss: 3.0768, grad_norm: 1.1736, top1_acc/aux0: 0.4016, top5_acc/aux0: 0.6789, loss_cls/aux0: 2.5232, loss/aux0: 2.5232 2020-10-18 12:58:37,419 - mmaction - INFO - Epoch [14][320/396] lr: 2.981e-01, eta: 2 days, 0:06:57, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.2875, top5_acc: 0.5599, loss_cls: 3.0768, loss: 3.0768, grad_norm: 1.1718, top1_acc/aux0: 0.4073, top5_acc/aux0: 0.6802, loss_cls/aux0: 2.5152, loss/aux0: 2.5152 2020-10-18 12:59:14,095 - mmaction - INFO - Epoch [14][340/396] lr: 2.981e-01, eta: 2 days, 0:01:19, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2815, top5_acc: 0.5492, loss_cls: 3.1013, loss: 3.1013, grad_norm: 1.1494, top1_acc/aux0: 0.4013, top5_acc/aux0: 0.6779, loss_cls/aux0: 2.5069, loss/aux0: 2.5069 2020-10-18 12:59:15,058 - mmaction - INFO - Epoch [14][340/396] lr: 2.981e-01, eta: 2 days, 0:06:47, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.2815, top5_acc: 0.5492, loss_cls: 3.1013, loss: 3.1013, grad_norm: 1.1511, top1_acc/aux0: 0.4005, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.5015, loss/aux0: 2.5015 2020-10-18 12:59:51,590 - mmaction - INFO - Epoch [14][360/396] lr: 2.981e-01, eta: 2 days, 0:01:08, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2831, top5_acc: 0.5586, loss_cls: 3.0981, loss: 3.0981, grad_norm: 1.1512, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6810, loss_cls/aux0: 2.5233, loss/aux0: 2.5233 2020-10-18 12:59:52,536 - mmaction - INFO - Epoch [14][360/396] lr: 2.981e-01, eta: 2 days, 0:06:34, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.2831, top5_acc: 0.5586, loss_cls: 3.0981, loss: 3.0981, grad_norm: 1.1474, top1_acc/aux0: 0.4003, top5_acc/aux0: 0.6802, loss_cls/aux0: 2.5304, loss/aux0: 2.5304 2020-10-18 13:00:29,143 - mmaction - INFO - Epoch [14][380/396] lr: 2.981e-01, eta: 2 days, 0:00:57, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2891, top5_acc: 0.5560, loss_cls: 3.0668, loss: 3.0668, grad_norm: 1.1222, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.6852, loss_cls/aux0: 2.4358, loss/aux0: 2.4358 2020-10-18 13:00:30,094 - mmaction - INFO - Epoch [14][380/396] lr: 2.981e-01, eta: 2 days, 0:06:23, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.2891, top5_acc: 0.5560, loss_cls: 3.0668, loss: 3.0668, grad_norm: 1.1219, top1_acc/aux0: 0.4237, top5_acc/aux0: 0.6867, loss_cls/aux0: 2.4279, loss/aux0: 2.4279 2020-10-18 13:05:12,310 - mmaction - INFO - Epoch [15][20/396] lr: 2.978e-01, eta: 1 day, 23:51:59, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.2891, top5_acc: 0.5589, loss_cls: 3.0921, loss: 3.0921, grad_norm: 1.1661, top1_acc/aux0: 0.4186, top5_acc/aux0: 0.6938, loss_cls/aux0: 2.4402, loss/aux0: 2.4402 2020-10-18 13:05:13,269 - mmaction - INFO - Epoch [15][20/396] lr: 2.978e-01, eta: 1 day, 23:57:20, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.2891, top5_acc: 0.5589, loss_cls: 3.0921, loss: 3.0921, grad_norm: 1.1670, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.6919, loss_cls/aux0: 2.4467, loss/aux0: 2.4467 2020-10-18 13:05:49,757 - mmaction - INFO - Epoch [15][40/396] lr: 2.978e-01, eta: 1 day, 23:51:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2870, top5_acc: 0.5495, loss_cls: 3.0673, loss: 3.0673, grad_norm: 1.1718, top1_acc/aux0: 0.4086, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4516, loss/aux0: 2.4516 2020-10-18 13:05:50,698 - mmaction - INFO - Epoch [15][40/396] lr: 2.978e-01, eta: 1 day, 23:57:09, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.2870, top5_acc: 0.5495, loss_cls: 3.0673, loss: 3.0673, grad_norm: 1.1706, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4426, loss/aux0: 2.4426 2020-10-18 13:06:27,306 - mmaction - INFO - Epoch [15][60/396] lr: 2.978e-01, eta: 1 day, 23:51:37, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2969, top5_acc: 0.5648, loss_cls: 3.0613, loss: 3.0613, grad_norm: 1.1748, top1_acc/aux0: 0.4042, top5_acc/aux0: 0.6930, loss_cls/aux0: 2.4615, loss/aux0: 2.4615 2020-10-18 13:06:28,255 - mmaction - INFO - Epoch [15][60/396] lr: 2.978e-01, eta: 1 day, 23:56:59, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.2969, top5_acc: 0.5648, loss_cls: 3.0613, loss: 3.0613, grad_norm: 1.1712, top1_acc/aux0: 0.4034, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.4595, loss/aux0: 2.4595 2020-10-18 13:07:04,750 - mmaction - INFO - Epoch [15][80/396] lr: 2.978e-01, eta: 1 day, 23:51:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2893, top5_acc: 0.5719, loss_cls: 3.0521, loss: 3.0521, grad_norm: 1.1611, top1_acc/aux0: 0.4125, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4565, loss/aux0: 2.4565 2020-10-18 13:07:05,777 - mmaction - INFO - Epoch [15][80/396] lr: 2.978e-01, eta: 1 day, 23:56:48, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.2893, top5_acc: 0.5719, loss_cls: 3.0521, loss: 3.0521, grad_norm: 1.1625, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6862, loss_cls/aux0: 2.4604, loss/aux0: 2.4604 2020-10-18 13:07:42,366 - mmaction - INFO - Epoch [15][100/396] lr: 2.978e-01, eta: 1 day, 23:51:19, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2880, top5_acc: 0.5747, loss_cls: 3.0288, loss: 3.0288, grad_norm: 1.1400, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.4050, loss/aux0: 2.4050 2020-10-18 13:07:43,335 - mmaction - INFO - Epoch [15][100/396] lr: 2.978e-01, eta: 1 day, 23:56:38, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2880, top5_acc: 0.5747, loss_cls: 3.0288, loss: 3.0288, grad_norm: 1.1381, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.3990, loss/aux0: 2.3990 2020-10-18 13:08:19,926 - mmaction - INFO - Epoch [15][120/396] lr: 2.978e-01, eta: 1 day, 23:51:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2872, top5_acc: 0.5643, loss_cls: 3.0638, loss: 3.0638, grad_norm: 1.1485, top1_acc/aux0: 0.4104, top5_acc/aux0: 0.6844, loss_cls/aux0: 2.4696, loss/aux0: 2.4696 2020-10-18 13:08:20,870 - mmaction - INFO - Epoch [15][120/396] lr: 2.978e-01, eta: 1 day, 23:56:27, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.2872, top5_acc: 0.5643, loss_cls: 3.0638, loss: 3.0638, grad_norm: 1.1538, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6844, loss_cls/aux0: 2.4750, loss/aux0: 2.4750 2020-10-18 13:08:57,447 - mmaction - INFO - Epoch [15][140/396] lr: 2.978e-01, eta: 1 day, 23:50:58, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.2948, top5_acc: 0.5661, loss_cls: 3.0334, loss: 3.0334, grad_norm: 1.1499, top1_acc/aux0: 0.4169, top5_acc/aux0: 0.6862, loss_cls/aux0: 2.4373, loss/aux0: 2.4373 2020-10-18 13:08:58,437 - mmaction - INFO - Epoch [15][140/396] lr: 2.978e-01, eta: 1 day, 23:56:14, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.2948, top5_acc: 0.5661, loss_cls: 3.0334, loss: 3.0334, grad_norm: 1.1476, top1_acc/aux0: 0.4185, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4295, loss/aux0: 2.4295 2020-10-18 13:09:34,953 - mmaction - INFO - Epoch [15][160/396] lr: 2.978e-01, eta: 1 day, 23:50:47, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2995, top5_acc: 0.5771, loss_cls: 2.9954, loss: 2.9954, grad_norm: 1.1800, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4162, loss/aux0: 2.4162 2020-10-18 13:09:35,912 - mmaction - INFO - Epoch [15][160/396] lr: 2.978e-01, eta: 1 day, 23:56:02, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2995, top5_acc: 0.5771, loss_cls: 2.9954, loss: 2.9954, grad_norm: 1.1787, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.4151, loss/aux0: 2.4151 2020-10-18 13:10:12,481 - mmaction - INFO - Epoch [15][180/396] lr: 2.978e-01, eta: 1 day, 23:50:38, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.2862, top5_acc: 0.5526, loss_cls: 3.1023, loss: 3.1023, grad_norm: 1.1581, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6935, loss_cls/aux0: 2.4769, loss/aux0: 2.4769 2020-10-18 13:10:13,439 - mmaction - INFO - Epoch [15][180/396] lr: 2.978e-01, eta: 1 day, 23:55:52, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.2862, top5_acc: 0.5526, loss_cls: 3.1023, loss: 3.1023, grad_norm: 1.1555, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4922, loss/aux0: 2.4922 2020-10-18 13:10:49,947 - mmaction - INFO - Epoch [15][200/396] lr: 2.978e-01, eta: 1 day, 23:50:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2862, top5_acc: 0.5560, loss_cls: 3.0870, loss: 3.0870, grad_norm: 1.1537, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4331, loss/aux0: 2.4331 2020-10-18 13:10:50,973 - mmaction - INFO - Epoch [15][200/396] lr: 2.978e-01, eta: 1 day, 23:55:40, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2862, top5_acc: 0.5560, loss_cls: 3.0870, loss: 3.0870, grad_norm: 1.1480, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.4264, loss/aux0: 2.4264 2020-10-18 13:11:27,599 - mmaction - INFO - Epoch [15][220/396] lr: 2.978e-01, eta: 1 day, 23:50:18, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.2992, top5_acc: 0.5667, loss_cls: 3.0207, loss: 3.0207, grad_norm: 1.1612, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.6914, loss_cls/aux0: 2.4393, loss/aux0: 2.4393 2020-10-18 13:11:28,556 - mmaction - INFO - Epoch [15][220/396] lr: 2.978e-01, eta: 1 day, 23:55:30, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.2992, top5_acc: 0.5667, loss_cls: 3.0207, loss: 3.0207, grad_norm: 1.1615, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.6914, loss_cls/aux0: 2.4335, loss/aux0: 2.4335 2020-10-18 13:12:05,111 - mmaction - INFO - Epoch [15][240/396] lr: 2.978e-01, eta: 1 day, 23:50:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3003, top5_acc: 0.5815, loss_cls: 2.9967, loss: 2.9967, grad_norm: 1.1629, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6846, loss_cls/aux0: 2.4647, loss/aux0: 2.4647 2020-10-18 13:12:06,061 - mmaction - INFO - Epoch [15][240/396] lr: 2.978e-01, eta: 1 day, 23:55:17, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3003, top5_acc: 0.5815, loss_cls: 2.9967, loss: 2.9967, grad_norm: 1.1603, top1_acc/aux0: 0.4086, top5_acc/aux0: 0.6810, loss_cls/aux0: 2.4830, loss/aux0: 2.4830 2020-10-18 13:12:42,739 - mmaction - INFO - Epoch [15][260/396] lr: 2.978e-01, eta: 1 day, 23:49:55, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2914, top5_acc: 0.5604, loss_cls: 3.0554, loss: 3.0554, grad_norm: 1.1686, top1_acc/aux0: 0.4143, top5_acc/aux0: 0.6893, loss_cls/aux0: 2.4267, loss/aux0: 2.4267 2020-10-18 13:12:43,757 - mmaction - INFO - Epoch [15][260/396] lr: 2.978e-01, eta: 1 day, 23:55:05, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.2914, top5_acc: 0.5604, loss_cls: 3.0554, loss: 3.0554, grad_norm: 1.1679, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6888, loss_cls/aux0: 2.4268, loss/aux0: 2.4268 2020-10-18 13:13:20,296 - mmaction - INFO - Epoch [15][280/396] lr: 2.978e-01, eta: 1 day, 23:49:45, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2799, top5_acc: 0.5581, loss_cls: 3.0834, loss: 3.0834, grad_norm: 1.1659, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6831, loss_cls/aux0: 2.4738, loss/aux0: 2.4738 2020-10-18 13:13:21,268 - mmaction - INFO - Epoch [15][280/396] lr: 2.978e-01, eta: 1 day, 23:54:53, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2799, top5_acc: 0.5581, loss_cls: 3.0834, loss: 3.0834, grad_norm: 1.1662, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4634, loss/aux0: 2.4634 2020-10-18 13:13:57,761 - mmaction - INFO - Epoch [15][300/396] lr: 2.978e-01, eta: 1 day, 23:49:33, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2914, top5_acc: 0.5656, loss_cls: 3.0530, loss: 3.0530, grad_norm: 1.1675, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4524, loss/aux0: 2.4524 2020-10-18 13:13:58,709 - mmaction - INFO - Epoch [15][300/396] lr: 2.978e-01, eta: 1 day, 23:54:40, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2914, top5_acc: 0.5656, loss_cls: 3.0530, loss: 3.0530, grad_norm: 1.1685, top1_acc/aux0: 0.4167, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.4529, loss/aux0: 2.4529 2020-10-18 13:14:35,181 - mmaction - INFO - Epoch [15][320/396] lr: 2.978e-01, eta: 1 day, 23:49:20, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3086, top5_acc: 0.5727, loss_cls: 3.0246, loss: 3.0246, grad_norm: 1.1397, top1_acc/aux0: 0.4044, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4494, loss/aux0: 2.4494 2020-10-18 13:14:36,165 - mmaction - INFO - Epoch [15][320/396] lr: 2.978e-01, eta: 1 day, 23:54:25, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3086, top5_acc: 0.5727, loss_cls: 3.0246, loss: 3.0246, grad_norm: 1.1407, top1_acc/aux0: 0.4065, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4388, loss/aux0: 2.4388 2020-10-18 13:15:12,696 - mmaction - INFO - Epoch [15][340/396] lr: 2.978e-01, eta: 1 day, 23:49:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2930, top5_acc: 0.5672, loss_cls: 3.0384, loss: 3.0384, grad_norm: 1.1793, top1_acc/aux0: 0.4169, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.4114, loss/aux0: 2.4114 2020-10-18 13:15:13,656 - mmaction - INFO - Epoch [15][340/396] lr: 2.978e-01, eta: 1 day, 23:54:12, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2930, top5_acc: 0.5672, loss_cls: 3.0384, loss: 3.0384, grad_norm: 1.1823, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.4317, loss/aux0: 2.4317 2020-10-18 13:15:50,124 - mmaction - INFO - Epoch [15][360/396] lr: 2.978e-01, eta: 1 day, 23:48:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.2961, top5_acc: 0.5729, loss_cls: 3.0532, loss: 3.0532, grad_norm: 1.1891, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6930, loss_cls/aux0: 2.4450, loss/aux0: 2.4450 2020-10-18 13:15:51,076 - mmaction - INFO - Epoch [15][360/396] lr: 2.978e-01, eta: 1 day, 23:53:56, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.2961, top5_acc: 0.5729, loss_cls: 3.0532, loss: 3.0532, grad_norm: 1.1877, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.6940, loss_cls/aux0: 2.4373, loss/aux0: 2.4373 2020-10-18 13:16:27,647 - mmaction - INFO - Epoch [15][380/396] lr: 2.978e-01, eta: 1 day, 23:48:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2896, top5_acc: 0.5674, loss_cls: 3.0432, loss: 3.0432, grad_norm: 1.1713, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.7018, loss_cls/aux0: 2.4096, loss/aux0: 2.4096 2020-10-18 13:16:28,593 - mmaction - INFO - Epoch [15][380/396] lr: 2.978e-01, eta: 1 day, 23:53:40, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.2896, top5_acc: 0.5674, loss_cls: 3.0432, loss: 3.0432, grad_norm: 1.1739, top1_acc/aux0: 0.4164, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.4081, loss/aux0: 2.4081 2020-10-18 13:21:20,117 - mmaction - INFO - Epoch [16][20/396] lr: 2.975e-01, eta: 1 day, 23:40:13, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3044, top5_acc: 0.5747, loss_cls: 2.9907, loss: 2.9907, grad_norm: 1.1663, top1_acc/aux0: 0.4106, top5_acc/aux0: 0.6913, loss_cls/aux0: 2.4336, loss/aux0: 2.4336 2020-10-18 13:21:21,062 - mmaction - INFO - Epoch [16][20/396] lr: 2.975e-01, eta: 1 day, 23:45:11, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.3044, top5_acc: 0.5747, loss_cls: 2.9907, loss: 2.9907, grad_norm: 1.1705, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4297, loss/aux0: 2.4297 2020-10-18 13:21:57,510 - mmaction - INFO - Epoch [16][40/396] lr: 2.975e-01, eta: 1 day, 23:39:59, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2859, top5_acc: 0.5682, loss_cls: 3.0295, loss: 3.0295, grad_norm: 1.1627, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.3976, loss/aux0: 2.3976 2020-10-18 13:21:58,477 - mmaction - INFO - Epoch [16][40/396] lr: 2.975e-01, eta: 1 day, 23:44:59, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.2859, top5_acc: 0.5682, loss_cls: 3.0295, loss: 3.0295, grad_norm: 1.1684, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.6987, loss_cls/aux0: 2.4080, loss/aux0: 2.4080 2020-10-18 13:22:34,984 - mmaction - INFO - Epoch [16][60/396] lr: 2.975e-01, eta: 1 day, 23:39:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3063, top5_acc: 0.5794, loss_cls: 2.9763, loss: 2.9763, grad_norm: 1.1751, top1_acc/aux0: 0.4029, top5_acc/aux0: 0.6714, loss_cls/aux0: 2.5173, loss/aux0: 2.5173 2020-10-18 13:22:35,947 - mmaction - INFO - Epoch [16][60/396] lr: 2.975e-01, eta: 1 day, 23:44:46, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3063, top5_acc: 0.5794, loss_cls: 2.9763, loss: 2.9763, grad_norm: 1.1734, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6711, loss_cls/aux0: 2.5134, loss/aux0: 2.5134 2020-10-18 13:23:12,614 - mmaction - INFO - Epoch [16][80/396] lr: 2.975e-01, eta: 1 day, 23:39:37, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3083, top5_acc: 0.5805, loss_cls: 2.9597, loss: 2.9597, grad_norm: 1.1710, top1_acc/aux0: 0.4349, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.3677, loss/aux0: 2.3677 2020-10-18 13:23:13,581 - mmaction - INFO - Epoch [16][80/396] lr: 2.975e-01, eta: 1 day, 23:44:35, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3083, top5_acc: 0.5805, loss_cls: 2.9597, loss: 2.9597, grad_norm: 1.1628, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3525, loss/aux0: 2.3525 2020-10-18 13:23:50,085 - mmaction - INFO - Epoch [16][100/396] lr: 2.975e-01, eta: 1 day, 23:39:26, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3003, top5_acc: 0.5844, loss_cls: 2.9572, loss: 2.9572, grad_norm: 1.1866, top1_acc/aux0: 0.4164, top5_acc/aux0: 0.6841, loss_cls/aux0: 2.4412, loss/aux0: 2.4412 2020-10-18 13:23:51,049 - mmaction - INFO - Epoch [16][100/396] lr: 2.975e-01, eta: 1 day, 23:44:21, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3003, top5_acc: 0.5844, loss_cls: 2.9572, loss: 2.9572, grad_norm: 1.1876, top1_acc/aux0: 0.4164, top5_acc/aux0: 0.6805, loss_cls/aux0: 2.4546, loss/aux0: 2.4546 2020-10-18 13:24:27,569 - mmaction - INFO - Epoch [16][120/396] lr: 2.975e-01, eta: 1 day, 23:39:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2930, top5_acc: 0.5685, loss_cls: 3.0576, loss: 3.0576, grad_norm: 1.1614, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4103, loss/aux0: 2.4103 2020-10-18 13:24:28,608 - mmaction - INFO - Epoch [16][120/396] lr: 2.975e-01, eta: 1 day, 23:44:08, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.2930, top5_acc: 0.5685, loss_cls: 3.0576, loss: 3.0576, grad_norm: 1.1582, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.3982, loss/aux0: 2.3982 2020-10-18 13:25:05,268 - mmaction - INFO - Epoch [16][140/396] lr: 2.975e-01, eta: 1 day, 23:39:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3055, top5_acc: 0.5729, loss_cls: 3.0357, loss: 3.0357, grad_norm: 1.1834, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.6909, loss_cls/aux0: 2.4161, loss/aux0: 2.4161 2020-10-18 13:25:06,236 - mmaction - INFO - Epoch [16][140/396] lr: 2.975e-01, eta: 1 day, 23:43:55, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3055, top5_acc: 0.5729, loss_cls: 3.0357, loss: 3.0357, grad_norm: 1.1862, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.4261, loss/aux0: 2.4261 2020-10-18 13:25:42,815 - mmaction - INFO - Epoch [16][160/396] lr: 2.975e-01, eta: 1 day, 23:38:49, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.2857, top5_acc: 0.5716, loss_cls: 3.0602, loss: 3.0602, grad_norm: 1.1527, top1_acc/aux0: 0.4195, top5_acc/aux0: 0.6852, loss_cls/aux0: 2.4481, loss/aux0: 2.4481 2020-10-18 13:25:43,772 - mmaction - INFO - Epoch [16][160/396] lr: 2.975e-01, eta: 1 day, 23:43:44, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.2857, top5_acc: 0.5716, loss_cls: 3.0602, loss: 3.0602, grad_norm: 1.1576, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.6841, loss_cls/aux0: 2.4602, loss/aux0: 2.4602 2020-10-18 13:26:20,419 - mmaction - INFO - Epoch [16][180/396] lr: 2.975e-01, eta: 1 day, 23:38:38, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3076, top5_acc: 0.5794, loss_cls: 3.0145, loss: 3.0145, grad_norm: 1.1824, top1_acc/aux0: 0.4232, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4168, loss/aux0: 2.4168 2020-10-18 13:26:21,430 - mmaction - INFO - Epoch [16][180/396] lr: 2.975e-01, eta: 1 day, 23:43:32, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3076, top5_acc: 0.5794, loss_cls: 3.0145, loss: 3.0145, grad_norm: 1.1786, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.6979, loss_cls/aux0: 2.4066, loss/aux0: 2.4066 2020-10-18 13:26:58,023 - mmaction - INFO - Epoch [16][200/396] lr: 2.975e-01, eta: 1 day, 23:38:26, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3083, top5_acc: 0.5794, loss_cls: 2.9917, loss: 2.9917, grad_norm: 1.1568, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.6854, loss_cls/aux0: 2.4666, loss/aux0: 2.4666 2020-10-18 13:26:58,991 - mmaction - INFO - Epoch [16][200/396] lr: 2.975e-01, eta: 1 day, 23:43:17, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3083, top5_acc: 0.5794, loss_cls: 2.9917, loss: 2.9917, grad_norm: 1.1528, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4655, loss/aux0: 2.4655 2020-10-18 13:27:35,526 - mmaction - INFO - Epoch [16][220/396] lr: 2.975e-01, eta: 1 day, 23:38:13, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2953, top5_acc: 0.5672, loss_cls: 3.0139, loss: 3.0139, grad_norm: 1.1741, top1_acc/aux0: 0.4271, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.4044, loss/aux0: 2.4044 2020-10-18 13:27:36,491 - mmaction - INFO - Epoch [16][220/396] lr: 2.975e-01, eta: 1 day, 23:43:04, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2953, top5_acc: 0.5672, loss_cls: 3.0139, loss: 3.0139, grad_norm: 1.1718, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.4002, loss/aux0: 2.4002 2020-10-18 13:28:12,961 - mmaction - INFO - Epoch [16][240/396] lr: 2.975e-01, eta: 1 day, 23:38:00, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.2995, top5_acc: 0.5831, loss_cls: 3.0061, loss: 3.0061, grad_norm: 1.1765, top1_acc/aux0: 0.4216, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4356, loss/aux0: 2.4356 2020-10-18 13:28:13,905 - mmaction - INFO - Epoch [16][240/396] lr: 2.975e-01, eta: 1 day, 23:42:48, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.2995, top5_acc: 0.5831, loss_cls: 3.0061, loss: 3.0061, grad_norm: 1.1691, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.6940, loss_cls/aux0: 2.4246, loss/aux0: 2.4246 2020-10-18 13:28:50,573 - mmaction - INFO - Epoch [16][260/396] lr: 2.975e-01, eta: 1 day, 23:37:46, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2961, top5_acc: 0.5578, loss_cls: 3.0634, loss: 3.0634, grad_norm: 1.1675, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.6982, loss_cls/aux0: 2.4098, loss/aux0: 2.4098 2020-10-18 13:28:51,566 - mmaction - INFO - Epoch [16][260/396] lr: 2.975e-01, eta: 1 day, 23:42:35, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.2961, top5_acc: 0.5578, loss_cls: 3.0634, loss: 3.0634, grad_norm: 1.1650, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.4139, loss/aux0: 2.4139 2020-10-18 13:29:28,052 - mmaction - INFO - Epoch [16][280/396] lr: 2.975e-01, eta: 1 day, 23:37:33, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.2927, top5_acc: 0.5695, loss_cls: 3.0364, loss: 3.0364, grad_norm: 1.1744, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.4122, loss/aux0: 2.4122 2020-10-18 13:29:28,990 - mmaction - INFO - Epoch [16][280/396] lr: 2.975e-01, eta: 1 day, 23:42:19, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.2927, top5_acc: 0.5695, loss_cls: 3.0364, loss: 3.0364, grad_norm: 1.1690, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.4173, loss/aux0: 2.4173 2020-10-18 13:30:05,465 - mmaction - INFO - Epoch [16][300/396] lr: 2.975e-01, eta: 1 day, 23:37:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2974, top5_acc: 0.5661, loss_cls: 3.0146, loss: 3.0146, grad_norm: 1.1583, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.6966, loss_cls/aux0: 2.4063, loss/aux0: 2.4063 2020-10-18 13:30:06,413 - mmaction - INFO - Epoch [16][300/396] lr: 2.975e-01, eta: 1 day, 23:42:03, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.2974, top5_acc: 0.5661, loss_cls: 3.0146, loss: 3.0146, grad_norm: 1.1537, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.6943, loss_cls/aux0: 2.4076, loss/aux0: 2.4076 2020-10-18 13:30:42,938 - mmaction - INFO - Epoch [16][320/396] lr: 2.975e-01, eta: 1 day, 23:37:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3036, top5_acc: 0.5781, loss_cls: 3.0024, loss: 3.0024, grad_norm: 1.1717, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6813, loss_cls/aux0: 2.4563, loss/aux0: 2.4563 2020-10-18 13:30:43,873 - mmaction - INFO - Epoch [16][320/396] lr: 2.975e-01, eta: 1 day, 23:41:47, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3036, top5_acc: 0.5781, loss_cls: 3.0024, loss: 3.0024, grad_norm: 1.1652, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4601, loss/aux0: 2.4601 2020-10-18 13:31:20,527 - mmaction - INFO - Epoch [16][340/396] lr: 2.975e-01, eta: 1 day, 23:36:50, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.3055, top5_acc: 0.5768, loss_cls: 2.9924, loss: 2.9924, grad_norm: 1.1536, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3558, loss/aux0: 2.3558 2020-10-18 13:31:21,485 - mmaction - INFO - Epoch [16][340/396] lr: 2.975e-01, eta: 1 day, 23:41:36, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3055, top5_acc: 0.5768, loss_cls: 2.9924, loss: 2.9924, grad_norm: 1.1519, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3348, loss/aux0: 2.3348 2020-10-18 13:31:58,044 - mmaction - INFO - Epoch [16][360/396] lr: 2.975e-01, eta: 1 day, 23:36:38, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3031, top5_acc: 0.5784, loss_cls: 2.9805, loss: 2.9805, grad_norm: 1.1788, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.3137, loss/aux0: 2.3137 2020-10-18 13:31:59,015 - mmaction - INFO - Epoch [16][360/396] lr: 2.975e-01, eta: 1 day, 23:41:21, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3031, top5_acc: 0.5784, loss_cls: 2.9805, loss: 2.9805, grad_norm: 1.1849, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3419, loss/aux0: 2.3419 2020-10-18 13:32:35,676 - mmaction - INFO - Epoch [16][380/396] lr: 2.975e-01, eta: 1 day, 23:36:26, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.3138, top5_acc: 0.5776, loss_cls: 2.9780, loss: 2.9780, grad_norm: 1.2003, top1_acc/aux0: 0.4185, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4311, loss/aux0: 2.4311 2020-10-18 13:32:36,624 - mmaction - INFO - Epoch [16][380/396] lr: 2.975e-01, eta: 1 day, 23:41:10, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.3138, top5_acc: 0.5776, loss_cls: 2.9780, loss: 2.9780, grad_norm: 1.1986, top1_acc/aux0: 0.4198, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.4165, loss/aux0: 2.4165 2020-10-18 13:33:08,404 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-18 13:34:52,735 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 13:34:52,855 - mmaction - INFO - top1_acc 0.3685 top5_acc 0.6538 2020-10-18 13:34:52,855 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 13:34:52,882 - mmaction - INFO - mean_acc 0.3683 2020-10-18 13:34:52,882 - mmaction - INFO - Now best checkpoint is epoch_16.pth 2020-10-18 13:34:52,889 - mmaction - INFO - Epoch(val) [16][396] top1_acc: 0.3685, top5_acc: 0.6538, mean_class_accuracy: 0.3683 2020-10-18 13:38:54,717 - mmaction - INFO - Epoch [17][20/396] lr: 2.971e-01, eta: 1 day, 23:28:32, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.2964, top5_acc: 0.5781, loss_cls: 2.9734, loss: 2.9734, grad_norm: 1.1798, top1_acc/aux0: 0.4243, top5_acc/aux0: 0.7012, loss_cls/aux0: 2.3850, loss/aux0: 2.3850 2020-10-18 13:38:55,680 - mmaction - INFO - Epoch [17][20/396] lr: 2.971e-01, eta: 1 day, 23:33:10, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.2964, top5_acc: 0.5781, loss_cls: 2.9734, loss: 2.9734, grad_norm: 1.1804, top1_acc/aux0: 0.4232, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3907, loss/aux0: 2.3907 2020-10-18 13:39:32,171 - mmaction - INFO - Epoch [17][40/396] lr: 2.971e-01, eta: 1 day, 23:28:17, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3047, top5_acc: 0.5716, loss_cls: 3.0221, loss: 3.0221, grad_norm: 1.1899, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7055, loss_cls/aux0: 2.3270, loss/aux0: 2.3270 2020-10-18 13:39:33,129 - mmaction - INFO - Epoch [17][40/396] lr: 2.971e-01, eta: 1 day, 23:32:57, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3047, top5_acc: 0.5716, loss_cls: 3.0221, loss: 3.0221, grad_norm: 1.1902, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3142, loss/aux0: 2.3142 2020-10-18 13:40:09,676 - mmaction - INFO - Epoch [17][60/396] lr: 2.971e-01, eta: 1 day, 23:28:06, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3031, top5_acc: 0.5711, loss_cls: 3.0060, loss: 3.0060, grad_norm: 1.1743, top1_acc/aux0: 0.4292, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4205, loss/aux0: 2.4205 2020-10-18 13:40:10,625 - mmaction - INFO - Epoch [17][60/396] lr: 2.971e-01, eta: 1 day, 23:32:45, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3031, top5_acc: 0.5711, loss_cls: 3.0060, loss: 3.0060, grad_norm: 1.1739, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.4329, loss/aux0: 2.4329 2020-10-18 13:40:47,397 - mmaction - INFO - Epoch [17][80/396] lr: 2.971e-01, eta: 1 day, 23:27:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3073, top5_acc: 0.5703, loss_cls: 3.0069, loss: 3.0069, grad_norm: 1.1830, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3800, loss/aux0: 2.3800 2020-10-18 13:40:48,438 - mmaction - INFO - Epoch [17][80/396] lr: 2.971e-01, eta: 1 day, 23:32:33, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3073, top5_acc: 0.5703, loss_cls: 3.0069, loss: 3.0069, grad_norm: 1.1887, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3784, loss/aux0: 2.3784 2020-10-18 13:41:25,117 - mmaction - INFO - Epoch [17][100/396] lr: 2.971e-01, eta: 1 day, 23:27:42, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.2977, top5_acc: 0.5771, loss_cls: 2.9850, loss: 2.9850, grad_norm: 1.2017, top1_acc/aux0: 0.4216, top5_acc/aux0: 0.6945, loss_cls/aux0: 2.3852, loss/aux0: 2.3852 2020-10-18 13:41:26,118 - mmaction - INFO - Epoch [17][100/396] lr: 2.971e-01, eta: 1 day, 23:32:20, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.2977, top5_acc: 0.5771, loss_cls: 2.9850, loss: 2.9850, grad_norm: 1.2036, top1_acc/aux0: 0.4232, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.3775, loss/aux0: 2.3775 2020-10-18 13:42:02,731 - mmaction - INFO - Epoch [17][120/396] lr: 2.971e-01, eta: 1 day, 23:27:31, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3055, top5_acc: 0.5779, loss_cls: 2.9882, loss: 2.9882, grad_norm: 1.1774, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.3407, loss/aux0: 2.3407 2020-10-18 13:42:03,676 - mmaction - INFO - Epoch [17][120/396] lr: 2.971e-01, eta: 1 day, 23:32:07, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3055, top5_acc: 0.5779, loss_cls: 2.9882, loss: 2.9882, grad_norm: 1.1825, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3405, loss/aux0: 2.3405 2020-10-18 13:42:40,179 - mmaction - INFO - Epoch [17][140/396] lr: 2.971e-01, eta: 1 day, 23:27:18, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2826, top5_acc: 0.5669, loss_cls: 3.0568, loss: 3.0568, grad_norm: 1.1763, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.3718, loss/aux0: 2.3718 2020-10-18 13:42:41,189 - mmaction - INFO - Epoch [17][140/396] lr: 2.971e-01, eta: 1 day, 23:31:53, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.2826, top5_acc: 0.5669, loss_cls: 3.0568, loss: 3.0568, grad_norm: 1.1768, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3821, loss/aux0: 2.3821 2020-10-18 13:43:17,874 - mmaction - INFO - Epoch [17][160/396] lr: 2.971e-01, eta: 1 day, 23:27:05, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3026, top5_acc: 0.5695, loss_cls: 3.0058, loss: 3.0058, grad_norm: 1.1684, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3551, loss/aux0: 2.3551 2020-10-18 13:43:18,867 - mmaction - INFO - Epoch [17][160/396] lr: 2.971e-01, eta: 1 day, 23:31:41, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.3026, top5_acc: 0.5695, loss_cls: 3.0058, loss: 3.0058, grad_norm: 1.1679, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3501, loss/aux0: 2.3501 2020-10-18 13:43:55,428 - mmaction - INFO - Epoch [17][180/396] lr: 2.971e-01, eta: 1 day, 23:26:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.2953, top5_acc: 0.5813, loss_cls: 2.9900, loss: 2.9900, grad_norm: 1.1560, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.3386, loss/aux0: 2.3386 2020-10-18 13:43:56,392 - mmaction - INFO - Epoch [17][180/396] lr: 2.971e-01, eta: 1 day, 23:31:26, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.2953, top5_acc: 0.5813, loss_cls: 2.9900, loss: 2.9900, grad_norm: 1.1570, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3406, loss/aux0: 2.3406 2020-10-18 13:44:32,984 - mmaction - INFO - Epoch [17][200/396] lr: 2.971e-01, eta: 1 day, 23:26:40, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3180, top5_acc: 0.5857, loss_cls: 2.9311, loss: 2.9311, grad_norm: 1.1732, top1_acc/aux0: 0.4310, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3667, loss/aux0: 2.3667 2020-10-18 13:44:33,942 - mmaction - INFO - Epoch [17][200/396] lr: 2.971e-01, eta: 1 day, 23:31:13, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3180, top5_acc: 0.5857, loss_cls: 2.9311, loss: 2.9311, grad_norm: 1.1749, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3596, loss/aux0: 2.3596 2020-10-18 13:45:10,557 - mmaction - INFO - Epoch [17][220/396] lr: 2.971e-01, eta: 1 day, 23:26:28, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.2943, top5_acc: 0.5523, loss_cls: 3.0751, loss: 3.0751, grad_norm: 1.1662, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3690, loss/aux0: 2.3690 2020-10-18 13:45:11,513 - mmaction - INFO - Epoch [17][220/396] lr: 2.971e-01, eta: 1 day, 23:31:01, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.2943, top5_acc: 0.5523, loss_cls: 3.0751, loss: 3.0751, grad_norm: 1.1750, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3746, loss/aux0: 2.3746 2020-10-18 13:45:48,016 - mmaction - INFO - Epoch [17][240/396] lr: 2.971e-01, eta: 1 day, 23:26:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3047, top5_acc: 0.5664, loss_cls: 2.9935, loss: 2.9935, grad_norm: 1.1787, top1_acc/aux0: 0.4315, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.3869, loss/aux0: 2.3869 2020-10-18 13:45:49,009 - mmaction - INFO - Epoch [17][240/396] lr: 2.971e-01, eta: 1 day, 23:30:45, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3047, top5_acc: 0.5664, loss_cls: 2.9935, loss: 2.9935, grad_norm: 1.1759, top1_acc/aux0: 0.4331, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.3852, loss/aux0: 2.3852 2020-10-18 13:46:25,469 - mmaction - INFO - Epoch [17][260/396] lr: 2.971e-01, eta: 1 day, 23:26:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3125, top5_acc: 0.5799, loss_cls: 2.9827, loss: 2.9827, grad_norm: 1.1825, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3900, loss/aux0: 2.3900 2020-10-18 13:46:26,441 - mmaction - INFO - Epoch [17][260/396] lr: 2.971e-01, eta: 1 day, 23:30:29, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3125, top5_acc: 0.5799, loss_cls: 2.9827, loss: 2.9827, grad_norm: 1.1805, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3928, loss/aux0: 2.3928 2020-10-18 13:47:02,965 - mmaction - INFO - Epoch [17][280/396] lr: 2.971e-01, eta: 1 day, 23:25:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3010, top5_acc: 0.5818, loss_cls: 2.9848, loss: 2.9848, grad_norm: 1.1705, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.3215, loss/aux0: 2.3215 2020-10-18 13:47:03,936 - mmaction - INFO - Epoch [17][280/396] lr: 2.971e-01, eta: 1 day, 23:30:15, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3010, top5_acc: 0.5818, loss_cls: 2.9848, loss: 2.9848, grad_norm: 1.1684, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3194, loss/aux0: 2.3194 2020-10-18 13:47:40,531 - mmaction - INFO - Epoch [17][300/396] lr: 2.971e-01, eta: 1 day, 23:25:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3128, top5_acc: 0.5839, loss_cls: 2.9725, loss: 2.9725, grad_norm: 1.1864, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.6909, loss_cls/aux0: 2.4091, loss/aux0: 2.4091 2020-10-18 13:47:41,486 - mmaction - INFO - Epoch [17][300/396] lr: 2.971e-01, eta: 1 day, 23:29:58, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3128, top5_acc: 0.5839, loss_cls: 2.9725, loss: 2.9725, grad_norm: 1.1930, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.6945, loss_cls/aux0: 2.4083, loss/aux0: 2.4083 2020-10-18 13:48:18,073 - mmaction - INFO - Epoch [17][320/396] lr: 2.971e-01, eta: 1 day, 23:25:15, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2979, top5_acc: 0.5734, loss_cls: 3.0066, loss: 3.0066, grad_norm: 1.1922, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6940, loss_cls/aux0: 2.4137, loss/aux0: 2.4137 2020-10-18 13:48:19,087 - mmaction - INFO - Epoch [17][320/396] lr: 2.971e-01, eta: 1 day, 23:29:43, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.2979, top5_acc: 0.5734, loss_cls: 3.0066, loss: 3.0066, grad_norm: 1.2005, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6906, loss_cls/aux0: 2.4261, loss/aux0: 2.4261 2020-10-18 13:48:55,718 - mmaction - INFO - Epoch [17][340/396] lr: 2.971e-01, eta: 1 day, 23:25:01, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3148, top5_acc: 0.5755, loss_cls: 2.9844, loss: 2.9844, grad_norm: 1.1549, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.3955, loss/aux0: 2.3955 2020-10-18 13:48:56,668 - mmaction - INFO - Epoch [17][340/396] lr: 2.971e-01, eta: 1 day, 23:29:27, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3148, top5_acc: 0.5755, loss_cls: 2.9844, loss: 2.9844, grad_norm: 1.1551, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.3736, loss/aux0: 2.3736 2020-10-18 13:49:33,073 - mmaction - INFO - Epoch [17][360/396] lr: 2.971e-01, eta: 1 day, 23:24:44, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.2945, top5_acc: 0.5750, loss_cls: 2.9955, loss: 2.9955, grad_norm: 1.1687, top1_acc/aux0: 0.4279, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3487, loss/aux0: 2.3487 2020-10-18 13:49:34,061 - mmaction - INFO - Epoch [17][360/396] lr: 2.971e-01, eta: 1 day, 23:29:08, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.2945, top5_acc: 0.5750, loss_cls: 2.9955, loss: 2.9955, grad_norm: 1.1760, top1_acc/aux0: 0.4263, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3608, loss/aux0: 2.3608 2020-10-18 13:50:10,673 - mmaction - INFO - Epoch [17][380/396] lr: 2.971e-01, eta: 1 day, 23:24:27, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2974, top5_acc: 0.5677, loss_cls: 2.9966, loss: 2.9966, grad_norm: 1.2137, top1_acc/aux0: 0.4289, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3939, loss/aux0: 2.3939 2020-10-18 13:50:11,594 - mmaction - INFO - Epoch [17][380/396] lr: 2.971e-01, eta: 1 day, 23:28:51, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.2974, top5_acc: 0.5677, loss_cls: 2.9966, loss: 2.9966, grad_norm: 1.2067, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.3855, loss/aux0: 2.3855 2020-10-18 13:54:54,292 - mmaction - INFO - Epoch [18][20/396] lr: 2.967e-01, eta: 1 day, 23:16:55, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3198, top5_acc: 0.6029, loss_cls: 2.8990, loss: 2.8990, grad_norm: 1.1880, top1_acc/aux0: 0.4309, top5_acc/aux0: 0.6996, loss_cls/aux0: 2.3643, loss/aux0: 2.3643 2020-10-18 13:54:55,268 - mmaction - INFO - Epoch [18][20/396] lr: 2.967e-01, eta: 1 day, 23:21:16, time: 0.931, data_time: 0.004, memory: 8462, top1_acc: 0.3198, top5_acc: 0.6029, loss_cls: 2.8990, loss: 2.8990, grad_norm: 1.1846, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3570, loss/aux0: 2.3570 2020-10-18 13:55:31,728 - mmaction - INFO - Epoch [18][40/396] lr: 2.967e-01, eta: 1 day, 23:16:38, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3057, top5_acc: 0.5711, loss_cls: 3.0114, loss: 3.0114, grad_norm: 1.2021, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3942, loss/aux0: 2.3942 2020-10-18 13:55:32,685 - mmaction - INFO - Epoch [18][40/396] lr: 2.967e-01, eta: 1 day, 23:20:59, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3057, top5_acc: 0.5711, loss_cls: 3.0114, loss: 3.0114, grad_norm: 1.2011, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.4025, loss/aux0: 2.4025 2020-10-18 13:56:09,284 - mmaction - INFO - Epoch [18][60/396] lr: 2.967e-01, eta: 1 day, 23:16:23, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3052, top5_acc: 0.5779, loss_cls: 2.9826, loss: 2.9826, grad_norm: 1.1660, top1_acc/aux0: 0.4237, top5_acc/aux0: 0.7055, loss_cls/aux0: 2.3646, loss/aux0: 2.3646 2020-10-18 13:56:10,239 - mmaction - INFO - Epoch [18][60/396] lr: 2.967e-01, eta: 1 day, 23:20:45, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3052, top5_acc: 0.5779, loss_cls: 2.9826, loss: 2.9826, grad_norm: 1.1643, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3658, loss/aux0: 2.3658 2020-10-18 13:56:46,762 - mmaction - INFO - Epoch [18][80/396] lr: 2.967e-01, eta: 1 day, 23:16:09, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3057, top5_acc: 0.5703, loss_cls: 2.9920, loss: 2.9920, grad_norm: 1.1617, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7086, loss_cls/aux0: 2.3400, loss/aux0: 2.3400 2020-10-18 13:56:47,718 - mmaction - INFO - Epoch [18][80/396] lr: 2.967e-01, eta: 1 day, 23:20:30, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3057, top5_acc: 0.5703, loss_cls: 2.9920, loss: 2.9920, grad_norm: 1.1649, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3339, loss/aux0: 2.3339 2020-10-18 13:57:24,263 - mmaction - INFO - Epoch [18][100/396] lr: 2.967e-01, eta: 1 day, 23:15:54, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3112, top5_acc: 0.5927, loss_cls: 2.9357, loss: 2.9357, grad_norm: 1.2113, top1_acc/aux0: 0.4385, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.3208, loss/aux0: 2.3208 2020-10-18 13:57:25,208 - mmaction - INFO - Epoch [18][100/396] lr: 2.967e-01, eta: 1 day, 23:20:14, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3112, top5_acc: 0.5927, loss_cls: 2.9357, loss: 2.9357, grad_norm: 1.2053, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3166, loss/aux0: 2.3166 2020-10-18 13:58:01,939 - mmaction - INFO - Epoch [18][120/396] lr: 2.967e-01, eta: 1 day, 23:15:40, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.3013, top5_acc: 0.5758, loss_cls: 3.0011, loss: 3.0011, grad_norm: 1.2029, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.3394, loss/aux0: 2.3394 2020-10-18 13:58:02,917 - mmaction - INFO - Epoch [18][120/396] lr: 2.967e-01, eta: 1 day, 23:20:01, time: 0.945, data_time: 0.003, memory: 8462, top1_acc: 0.3013, top5_acc: 0.5758, loss_cls: 3.0011, loss: 3.0011, grad_norm: 1.2034, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7052, loss_cls/aux0: 2.3521, loss/aux0: 2.3521 2020-10-18 13:58:39,583 - mmaction - INFO - Epoch [18][140/396] lr: 2.967e-01, eta: 1 day, 23:15:27, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3122, top5_acc: 0.6018, loss_cls: 2.9361, loss: 2.9361, grad_norm: 1.1907, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.3923, loss/aux0: 2.3923 2020-10-18 13:58:40,547 - mmaction - INFO - Epoch [18][140/396] lr: 2.967e-01, eta: 1 day, 23:19:46, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3122, top5_acc: 0.6018, loss_cls: 2.9361, loss: 2.9361, grad_norm: 1.1885, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3866, loss/aux0: 2.3866 2020-10-18 13:59:17,079 - mmaction - INFO - Epoch [18][160/396] lr: 2.967e-01, eta: 1 day, 23:15:12, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3042, top5_acc: 0.5841, loss_cls: 2.9487, loss: 2.9487, grad_norm: 1.2146, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.3017, loss/aux0: 2.3017 2020-10-18 13:59:18,040 - mmaction - INFO - Epoch [18][160/396] lr: 2.967e-01, eta: 1 day, 23:19:30, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3042, top5_acc: 0.5841, loss_cls: 2.9487, loss: 2.9487, grad_norm: 1.2138, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.3079, loss/aux0: 2.3079 2020-10-18 13:59:54,625 - mmaction - INFO - Epoch [18][180/396] lr: 2.967e-01, eta: 1 day, 23:14:58, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.2997, top5_acc: 0.5815, loss_cls: 2.9743, loss: 2.9743, grad_norm: 1.1686, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3201, loss/aux0: 2.3201 2020-10-18 13:59:55,636 - mmaction - INFO - Epoch [18][180/396] lr: 2.967e-01, eta: 1 day, 23:19:16, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.2997, top5_acc: 0.5815, loss_cls: 2.9743, loss: 2.9743, grad_norm: 1.1727, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3250, loss/aux0: 2.3250 2020-10-18 14:00:32,245 - mmaction - INFO - Epoch [18][200/396] lr: 2.967e-01, eta: 1 day, 23:14:44, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3099, top5_acc: 0.5844, loss_cls: 2.9828, loss: 2.9828, grad_norm: 1.1664, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6812, loss_cls/aux0: 2.4447, loss/aux0: 2.4447 2020-10-18 14:00:33,225 - mmaction - INFO - Epoch [18][200/396] lr: 2.967e-01, eta: 1 day, 23:19:00, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3099, top5_acc: 0.5844, loss_cls: 2.9828, loss: 2.9828, grad_norm: 1.1695, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6862, loss_cls/aux0: 2.4343, loss/aux0: 2.4343 2020-10-18 14:01:09,839 - mmaction - INFO - Epoch [18][220/396] lr: 2.967e-01, eta: 1 day, 23:14:30, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3091, top5_acc: 0.5826, loss_cls: 2.9773, loss: 2.9773, grad_norm: 1.1767, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.3411, loss/aux0: 2.3411 2020-10-18 14:01:10,803 - mmaction - INFO - Epoch [18][220/396] lr: 2.967e-01, eta: 1 day, 23:18:45, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3091, top5_acc: 0.5826, loss_cls: 2.9773, loss: 2.9773, grad_norm: 1.1813, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3472, loss/aux0: 2.3472 2020-10-18 14:01:47,376 - mmaction - INFO - Epoch [18][240/396] lr: 2.967e-01, eta: 1 day, 23:14:15, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3057, top5_acc: 0.5745, loss_cls: 3.0033, loss: 3.0033, grad_norm: 1.1928, top1_acc/aux0: 0.4443, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.3886, loss/aux0: 2.3886 2020-10-18 14:01:48,315 - mmaction - INFO - Epoch [18][240/396] lr: 2.967e-01, eta: 1 day, 23:18:29, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3057, top5_acc: 0.5745, loss_cls: 3.0033, loss: 3.0033, grad_norm: 1.1875, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.3841, loss/aux0: 2.3841 2020-10-18 14:02:24,933 - mmaction - INFO - Epoch [18][260/396] lr: 2.967e-01, eta: 1 day, 23:13:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.2958, top5_acc: 0.5604, loss_cls: 3.0546, loss: 3.0546, grad_norm: 1.1838, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3889, loss/aux0: 2.3889 2020-10-18 14:02:25,878 - mmaction - INFO - Epoch [18][260/396] lr: 2.967e-01, eta: 1 day, 23:18:12, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.2958, top5_acc: 0.5604, loss_cls: 3.0546, loss: 3.0546, grad_norm: 1.1795, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.3831, loss/aux0: 2.3831 2020-10-18 14:03:02,510 - mmaction - INFO - Epoch [18][280/396] lr: 2.967e-01, eta: 1 day, 23:13:43, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3018, top5_acc: 0.5740, loss_cls: 3.0009, loss: 3.0009, grad_norm: 1.1774, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.3619, loss/aux0: 2.3619 2020-10-18 14:03:03,492 - mmaction - INFO - Epoch [18][280/396] lr: 2.967e-01, eta: 1 day, 23:17:58, time: 0.945, data_time: 0.003, memory: 8462, top1_acc: 0.3018, top5_acc: 0.5740, loss_cls: 3.0009, loss: 3.0009, grad_norm: 1.1794, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.3701, loss/aux0: 2.3701 2020-10-18 14:03:40,122 - mmaction - INFO - Epoch [18][300/396] lr: 2.967e-01, eta: 1 day, 23:13:30, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3208, top5_acc: 0.5854, loss_cls: 2.9444, loss: 2.9444, grad_norm: 1.1915, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2341, loss/aux0: 2.2341 2020-10-18 14:03:41,086 - mmaction - INFO - Epoch [18][300/396] lr: 2.967e-01, eta: 1 day, 23:17:43, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3208, top5_acc: 0.5854, loss_cls: 2.9444, loss: 2.9444, grad_norm: 1.1919, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2220, loss/aux0: 2.2220 2020-10-18 14:04:17,612 - mmaction - INFO - Epoch [18][320/396] lr: 2.967e-01, eta: 1 day, 23:13:15, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3008, top5_acc: 0.5878, loss_cls: 2.9589, loss: 2.9589, grad_norm: 1.2083, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.3530, loss/aux0: 2.3530 2020-10-18 14:04:18,541 - mmaction - INFO - Epoch [18][320/396] lr: 2.967e-01, eta: 1 day, 23:17:26, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3008, top5_acc: 0.5878, loss_cls: 2.9589, loss: 2.9589, grad_norm: 1.2084, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.6966, loss_cls/aux0: 2.3637, loss/aux0: 2.3637 2020-10-18 14:04:55,097 - mmaction - INFO - Epoch [18][340/396] lr: 2.967e-01, eta: 1 day, 23:12:58, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3083, top5_acc: 0.5661, loss_cls: 2.9980, loss: 2.9980, grad_norm: 1.2004, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3719, loss/aux0: 2.3719 2020-10-18 14:04:56,084 - mmaction - INFO - Epoch [18][340/396] lr: 2.967e-01, eta: 1 day, 23:17:09, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3083, top5_acc: 0.5661, loss_cls: 2.9980, loss: 2.9980, grad_norm: 1.1972, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3787, loss/aux0: 2.3787 2020-10-18 14:05:32,752 - mmaction - INFO - Epoch [18][360/396] lr: 2.967e-01, eta: 1 day, 23:12:43, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3000, top5_acc: 0.5917, loss_cls: 2.9634, loss: 2.9634, grad_norm: 1.1821, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.3867, loss/aux0: 2.3867 2020-10-18 14:05:33,739 - mmaction - INFO - Epoch [18][360/396] lr: 2.967e-01, eta: 1 day, 23:16:54, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.3000, top5_acc: 0.5917, loss_cls: 2.9634, loss: 2.9634, grad_norm: 1.1844, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.6966, loss_cls/aux0: 2.3766, loss/aux0: 2.3766 2020-10-18 14:06:10,239 - mmaction - INFO - Epoch [18][380/396] lr: 2.967e-01, eta: 1 day, 23:12:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3107, top5_acc: 0.5898, loss_cls: 2.9419, loss: 2.9419, grad_norm: 1.1698, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.3488, loss/aux0: 2.3488 2020-10-18 14:06:11,209 - mmaction - INFO - Epoch [18][380/396] lr: 2.967e-01, eta: 1 day, 23:16:36, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3107, top5_acc: 0.5898, loss_cls: 2.9419, loss: 2.9419, grad_norm: 1.1720, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3447, loss/aux0: 2.3447 2020-10-18 14:10:32,095 - mmaction - INFO - Epoch [19][20/396] lr: 2.964e-01, eta: 1 day, 23:05:19, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3195, top5_acc: 0.5958, loss_cls: 2.9147, loss: 2.9147, grad_norm: 1.2084, top1_acc/aux0: 0.4317, top5_acc/aux0: 0.7045, loss_cls/aux0: 2.3503, loss/aux0: 2.3503 2020-10-18 14:10:33,035 - mmaction - INFO - Epoch [19][20/396] lr: 2.964e-01, eta: 1 day, 23:09:25, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.3195, top5_acc: 0.5958, loss_cls: 2.9147, loss: 2.9147, grad_norm: 1.2036, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3471, loss/aux0: 2.3471 2020-10-18 14:11:09,494 - mmaction - INFO - Epoch [19][40/396] lr: 2.964e-01, eta: 1 day, 23:05:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.2971, top5_acc: 0.5805, loss_cls: 2.9694, loss: 2.9694, grad_norm: 1.2088, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3308, loss/aux0: 2.3308 2020-10-18 14:11:10,450 - mmaction - INFO - Epoch [19][40/396] lr: 2.964e-01, eta: 1 day, 23:09:07, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.2971, top5_acc: 0.5805, loss_cls: 2.9694, loss: 2.9694, grad_norm: 1.2144, top1_acc/aux0: 0.4268, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.3363, loss/aux0: 2.3363 2020-10-18 14:11:47,119 - mmaction - INFO - Epoch [19][60/396] lr: 2.964e-01, eta: 1 day, 23:04:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3169, top5_acc: 0.5977, loss_cls: 2.9177, loss: 2.9177, grad_norm: 1.2060, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3637, loss/aux0: 2.3637 2020-10-18 14:11:48,092 - mmaction - INFO - Epoch [19][60/396] lr: 2.964e-01, eta: 1 day, 23:08:51, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3169, top5_acc: 0.5977, loss_cls: 2.9177, loss: 2.9177, grad_norm: 1.2119, top1_acc/aux0: 0.4310, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.3692, loss/aux0: 2.3692 2020-10-18 14:12:24,620 - mmaction - INFO - Epoch [19][80/396] lr: 2.964e-01, eta: 1 day, 23:04:29, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3109, top5_acc: 0.5870, loss_cls: 2.9579, loss: 2.9579, grad_norm: 1.1980, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.4060, loss/aux0: 2.4060 2020-10-18 14:12:25,559 - mmaction - INFO - Epoch [19][80/396] lr: 2.964e-01, eta: 1 day, 23:08:33, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3109, top5_acc: 0.5870, loss_cls: 2.9579, loss: 2.9579, grad_norm: 1.1996, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.6966, loss_cls/aux0: 2.3893, loss/aux0: 2.3893 2020-10-18 14:13:02,117 - mmaction - INFO - Epoch [19][100/396] lr: 2.964e-01, eta: 1 day, 23:04:12, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3292, top5_acc: 0.5961, loss_cls: 2.9194, loss: 2.9194, grad_norm: 1.1953, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3207, loss/aux0: 2.3207 2020-10-18 14:13:03,070 - mmaction - INFO - Epoch [19][100/396] lr: 2.964e-01, eta: 1 day, 23:08:17, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3292, top5_acc: 0.5961, loss_cls: 2.9194, loss: 2.9194, grad_norm: 1.2015, top1_acc/aux0: 0.4409, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3413, loss/aux0: 2.3413 2020-10-18 14:13:39,688 - mmaction - INFO - Epoch [19][120/396] lr: 2.964e-01, eta: 1 day, 23:03:57, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3096, top5_acc: 0.5896, loss_cls: 2.9463, loss: 2.9463, grad_norm: 1.1846, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.7117, loss_cls/aux0: 2.3764, loss/aux0: 2.3764 2020-10-18 14:13:40,700 - mmaction - INFO - Epoch [19][120/396] lr: 2.964e-01, eta: 1 day, 23:08:01, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3096, top5_acc: 0.5896, loss_cls: 2.9463, loss: 2.9463, grad_norm: 1.1842, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3718, loss/aux0: 2.3718 2020-10-18 14:14:17,270 - mmaction - INFO - Epoch [19][140/396] lr: 2.964e-01, eta: 1 day, 23:03:41, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3258, top5_acc: 0.5909, loss_cls: 2.9150, loss: 2.9150, grad_norm: 1.2239, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2767, loss/aux0: 2.2767 2020-10-18 14:14:18,289 - mmaction - INFO - Epoch [19][140/396] lr: 2.964e-01, eta: 1 day, 23:07:45, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3258, top5_acc: 0.5909, loss_cls: 2.9150, loss: 2.9150, grad_norm: 1.2246, top1_acc/aux0: 0.4451, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2629, loss/aux0: 2.2629 2020-10-18 14:14:54,891 - mmaction - INFO - Epoch [19][160/396] lr: 2.964e-01, eta: 1 day, 23:03:25, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3102, top5_acc: 0.5813, loss_cls: 2.9423, loss: 2.9423, grad_norm: 1.1963, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3193, loss/aux0: 2.3193 2020-10-18 14:14:55,873 - mmaction - INFO - Epoch [19][160/396] lr: 2.964e-01, eta: 1 day, 23:07:28, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3102, top5_acc: 0.5813, loss_cls: 2.9423, loss: 2.9423, grad_norm: 1.1975, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.3325, loss/aux0: 2.3325 2020-10-18 14:15:32,453 - mmaction - INFO - Epoch [19][180/396] lr: 2.964e-01, eta: 1 day, 23:03:09, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3073, top5_acc: 0.5852, loss_cls: 2.9290, loss: 2.9290, grad_norm: 1.2099, top1_acc/aux0: 0.4268, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.3648, loss/aux0: 2.3648 2020-10-18 14:15:33,430 - mmaction - INFO - Epoch [19][180/396] lr: 2.964e-01, eta: 1 day, 23:07:12, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3073, top5_acc: 0.5852, loss_cls: 2.9290, loss: 2.9290, grad_norm: 1.2050, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.7081, loss_cls/aux0: 2.3682, loss/aux0: 2.3682 2020-10-18 14:16:10,010 - mmaction - INFO - Epoch [19][200/396] lr: 2.964e-01, eta: 1 day, 23:02:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3182, top5_acc: 0.5870, loss_cls: 2.8972, loss: 2.8972, grad_norm: 1.1969, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3370, loss/aux0: 2.3370 2020-10-18 14:16:10,943 - mmaction - INFO - Epoch [19][200/396] lr: 2.964e-01, eta: 1 day, 23:06:54, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3182, top5_acc: 0.5870, loss_cls: 2.8972, loss: 2.8972, grad_norm: 1.2002, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3361, loss/aux0: 2.3361 2020-10-18 14:16:47,565 - mmaction - INFO - Epoch [19][220/396] lr: 2.964e-01, eta: 1 day, 23:02:37, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3135, top5_acc: 0.5674, loss_cls: 3.0249, loss: 3.0249, grad_norm: 1.1941, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3357, loss/aux0: 2.3357 2020-10-18 14:16:48,512 - mmaction - INFO - Epoch [19][220/396] lr: 2.964e-01, eta: 1 day, 23:06:38, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3135, top5_acc: 0.5674, loss_cls: 3.0249, loss: 3.0249, grad_norm: 1.1964, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3294, loss/aux0: 2.3294 2020-10-18 14:17:25,102 - mmaction - INFO - Epoch [19][240/396] lr: 2.964e-01, eta: 1 day, 23:02:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3143, top5_acc: 0.5820, loss_cls: 2.9727, loss: 2.9727, grad_norm: 1.2015, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.3087, loss/aux0: 2.3087 2020-10-18 14:17:26,063 - mmaction - INFO - Epoch [19][240/396] lr: 2.964e-01, eta: 1 day, 23:06:20, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3143, top5_acc: 0.5820, loss_cls: 2.9727, loss: 2.9727, grad_norm: 1.1951, top1_acc/aux0: 0.4367, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.3013, loss/aux0: 2.3013 2020-10-18 14:18:02,579 - mmaction - INFO - Epoch [19][260/396] lr: 2.964e-01, eta: 1 day, 23:02:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3021, top5_acc: 0.5872, loss_cls: 2.9723, loss: 2.9723, grad_norm: 1.1948, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.7070, loss_cls/aux0: 2.3647, loss/aux0: 2.3647 2020-10-18 14:18:03,548 - mmaction - INFO - Epoch [19][260/396] lr: 2.964e-01, eta: 1 day, 23:06:01, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3021, top5_acc: 0.5872, loss_cls: 2.9723, loss: 2.9723, grad_norm: 1.1967, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3782, loss/aux0: 2.3782 2020-10-18 14:18:40,036 - mmaction - INFO - Epoch [19][280/396] lr: 2.964e-01, eta: 1 day, 23:01:44, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3115, top5_acc: 0.5797, loss_cls: 2.9683, loss: 2.9683, grad_norm: 1.2042, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3615, loss/aux0: 2.3615 2020-10-18 14:18:41,048 - mmaction - INFO - Epoch [19][280/396] lr: 2.964e-01, eta: 1 day, 23:05:43, time: 0.940, data_time: 0.007, memory: 8462, top1_acc: 0.3115, top5_acc: 0.5797, loss_cls: 2.9683, loss: 2.9683, grad_norm: 1.2062, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3466, loss/aux0: 2.3466 2020-10-18 14:19:17,622 - mmaction - INFO - Epoch [19][300/396] lr: 2.964e-01, eta: 1 day, 23:01:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3224, top5_acc: 0.5896, loss_cls: 2.9185, loss: 2.9185, grad_norm: 1.2133, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.2558, loss/aux0: 2.2558 2020-10-18 14:19:18,550 - mmaction - INFO - Epoch [19][300/396] lr: 2.964e-01, eta: 1 day, 23:05:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3224, top5_acc: 0.5896, loss_cls: 2.9185, loss: 2.9185, grad_norm: 1.2117, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2523, loss/aux0: 2.2523 2020-10-18 14:19:55,258 - mmaction - INFO - Epoch [19][320/396] lr: 2.964e-01, eta: 1 day, 23:01:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3133, top5_acc: 0.5831, loss_cls: 2.9558, loss: 2.9558, grad_norm: 1.2262, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3396, loss/aux0: 2.3396 2020-10-18 14:19:56,212 - mmaction - INFO - Epoch [19][320/396] lr: 2.964e-01, eta: 1 day, 23:05:06, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3133, top5_acc: 0.5831, loss_cls: 2.9558, loss: 2.9558, grad_norm: 1.2264, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3433, loss/aux0: 2.3433 2020-10-18 14:20:32,730 - mmaction - INFO - Epoch [19][340/396] lr: 2.964e-01, eta: 1 day, 23:00:53, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3130, top5_acc: 0.5893, loss_cls: 2.9524, loss: 2.9524, grad_norm: 1.2288, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.3267, loss/aux0: 2.3267 2020-10-18 14:20:33,652 - mmaction - INFO - Epoch [19][340/396] lr: 2.964e-01, eta: 1 day, 23:04:49, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3130, top5_acc: 0.5893, loss_cls: 2.9524, loss: 2.9524, grad_norm: 1.2276, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3278, loss/aux0: 2.3278 2020-10-18 14:21:10,253 - mmaction - INFO - Epoch [19][360/396] lr: 2.964e-01, eta: 1 day, 23:00:36, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3159, top5_acc: 0.5859, loss_cls: 2.9172, loss: 2.9172, grad_norm: 1.2286, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.3048, loss/aux0: 2.3048 2020-10-18 14:21:11,235 - mmaction - INFO - Epoch [19][360/396] lr: 2.964e-01, eta: 1 day, 23:04:31, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3159, top5_acc: 0.5859, loss_cls: 2.9172, loss: 2.9172, grad_norm: 1.2294, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.3027, loss/aux0: 2.3027 2020-10-18 14:21:47,863 - mmaction - INFO - Epoch [19][380/396] lr: 2.964e-01, eta: 1 day, 23:00:19, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3138, top5_acc: 0.5893, loss_cls: 2.9760, loss: 2.9760, grad_norm: 1.2087, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.3376, loss/aux0: 2.3376 2020-10-18 14:21:48,849 - mmaction - INFO - Epoch [19][380/396] lr: 2.964e-01, eta: 1 day, 23:04:14, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3138, top5_acc: 0.5893, loss_cls: 2.9760, loss: 2.9760, grad_norm: 1.2028, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.3368, loss/aux0: 2.3368 2020-10-18 14:26:08,957 - mmaction - INFO - Epoch [20][20/396] lr: 2.959e-01, eta: 1 day, 22:53:33, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3208, top5_acc: 0.5961, loss_cls: 2.9182, loss: 2.9182, grad_norm: 1.1707, top1_acc/aux0: 0.4548, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.3044, loss/aux0: 2.3044 2020-10-18 14:26:09,908 - mmaction - INFO - Epoch [20][20/396] lr: 2.959e-01, eta: 1 day, 22:57:25, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3208, top5_acc: 0.5961, loss_cls: 2.9182, loss: 2.9182, grad_norm: 1.1677, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3092, loss/aux0: 2.3092 2020-10-18 14:26:46,450 - mmaction - INFO - Epoch [20][40/396] lr: 2.959e-01, eta: 1 day, 22:53:15, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3195, top5_acc: 0.5833, loss_cls: 2.9322, loss: 2.9322, grad_norm: 1.2022, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.2742, loss/aux0: 2.2742 2020-10-18 14:26:47,410 - mmaction - INFO - Epoch [20][40/396] lr: 2.959e-01, eta: 1 day, 22:57:08, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3195, top5_acc: 0.5833, loss_cls: 2.9322, loss: 2.9322, grad_norm: 1.2048, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2697, loss/aux0: 2.2697 2020-10-18 14:27:23,980 - mmaction - INFO - Epoch [20][60/396] lr: 2.959e-01, eta: 1 day, 22:52:58, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3063, top5_acc: 0.5909, loss_cls: 2.9217, loss: 2.9217, grad_norm: 1.2149, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4021, loss/aux0: 2.4021 2020-10-18 14:27:24,945 - mmaction - INFO - Epoch [20][60/396] lr: 2.959e-01, eta: 1 day, 22:56:51, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3063, top5_acc: 0.5909, loss_cls: 2.9217, loss: 2.9217, grad_norm: 1.2152, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4099, loss/aux0: 2.4099 2020-10-18 14:28:01,609 - mmaction - INFO - Epoch [20][80/396] lr: 2.959e-01, eta: 1 day, 22:52:43, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3169, top5_acc: 0.5971, loss_cls: 2.9272, loss: 2.9272, grad_norm: 1.1813, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3543, loss/aux0: 2.3543 2020-10-18 14:28:02,557 - mmaction - INFO - Epoch [20][80/396] lr: 2.959e-01, eta: 1 day, 22:56:35, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3169, top5_acc: 0.5971, loss_cls: 2.9272, loss: 2.9272, grad_norm: 1.1798, top1_acc/aux0: 0.4362, top5_acc/aux0: 0.7109, loss_cls/aux0: 2.3465, loss/aux0: 2.3465 2020-10-18 14:28:39,193 - mmaction - INFO - Epoch [20][100/396] lr: 2.959e-01, eta: 1 day, 22:52:27, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3076, top5_acc: 0.5753, loss_cls: 2.9728, loss: 2.9728, grad_norm: 1.1733, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7109, loss_cls/aux0: 2.3141, loss/aux0: 2.3141 2020-10-18 14:28:40,131 - mmaction - INFO - Epoch [20][100/396] lr: 2.959e-01, eta: 1 day, 22:56:19, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3076, top5_acc: 0.5753, loss_cls: 2.9728, loss: 2.9728, grad_norm: 1.1741, top1_acc/aux0: 0.4404, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.3051, loss/aux0: 2.3051 2020-10-18 14:29:16,735 - mmaction - INFO - Epoch [20][120/396] lr: 2.959e-01, eta: 1 day, 22:52:10, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3117, top5_acc: 0.6031, loss_cls: 2.9269, loss: 2.9269, grad_norm: 1.2287, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2767, loss/aux0: 2.2767 2020-10-18 14:29:17,701 - mmaction - INFO - Epoch [20][120/396] lr: 2.959e-01, eta: 1 day, 22:56:00, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3117, top5_acc: 0.6031, loss_cls: 2.9269, loss: 2.9269, grad_norm: 1.2262, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2908, loss/aux0: 2.2908 2020-10-18 14:29:54,342 - mmaction - INFO - Epoch [20][140/396] lr: 2.959e-01, eta: 1 day, 22:51:55, time: 0.946, data_time: 0.000, memory: 8462, top1_acc: 0.3167, top5_acc: 0.5839, loss_cls: 2.9368, loss: 2.9368, grad_norm: 1.2035, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7086, loss_cls/aux0: 2.2864, loss/aux0: 2.2864 2020-10-18 14:29:55,287 - mmaction - INFO - Epoch [20][140/396] lr: 2.959e-01, eta: 1 day, 22:55:46, time: 0.946, data_time: 0.001, memory: 8462, top1_acc: 0.3167, top5_acc: 0.5839, loss_cls: 2.9368, loss: 2.9368, grad_norm: 1.1970, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.2734, loss/aux0: 2.2734 2020-10-18 14:30:31,907 - mmaction - INFO - Epoch [20][160/396] lr: 2.959e-01, eta: 1 day, 22:51:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3018, top5_acc: 0.5826, loss_cls: 2.9757, loss: 2.9757, grad_norm: 1.2288, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3082, loss/aux0: 2.3082 2020-10-18 14:30:32,916 - mmaction - INFO - Epoch [20][160/396] lr: 2.959e-01, eta: 1 day, 22:55:28, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3018, top5_acc: 0.5826, loss_cls: 2.9757, loss: 2.9757, grad_norm: 1.2272, top1_acc/aux0: 0.4383, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3199, loss/aux0: 2.3199 2020-10-18 14:31:09,594 - mmaction - INFO - Epoch [20][180/396] lr: 2.959e-01, eta: 1 day, 22:51:22, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3128, top5_acc: 0.5729, loss_cls: 3.0142, loss: 3.0142, grad_norm: 1.1808, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3474, loss/aux0: 2.3474 2020-10-18 14:31:10,541 - mmaction - INFO - Epoch [20][180/396] lr: 2.959e-01, eta: 1 day, 22:55:10, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3128, top5_acc: 0.5729, loss_cls: 3.0142, loss: 3.0142, grad_norm: 1.1835, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.7086, loss_cls/aux0: 2.3489, loss/aux0: 2.3489 2020-10-18 14:31:47,152 - mmaction - INFO - Epoch [20][200/396] lr: 2.959e-01, eta: 1 day, 22:51:04, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3227, top5_acc: 0.6031, loss_cls: 2.8987, loss: 2.8987, grad_norm: 1.2073, top1_acc/aux0: 0.4331, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3280, loss/aux0: 2.3280 2020-10-18 14:31:48,173 - mmaction - INFO - Epoch [20][200/396] lr: 2.959e-01, eta: 1 day, 22:54:53, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.3227, top5_acc: 0.6031, loss_cls: 2.8987, loss: 2.8987, grad_norm: 1.2110, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3222, loss/aux0: 2.3222 2020-10-18 14:32:24,780 - mmaction - INFO - Epoch [20][220/396] lr: 2.959e-01, eta: 1 day, 22:50:49, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3284, top5_acc: 0.5922, loss_cls: 2.9118, loss: 2.9118, grad_norm: 1.2127, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2501, loss/aux0: 2.2501 2020-10-18 14:32:25,733 - mmaction - INFO - Epoch [20][220/396] lr: 2.959e-01, eta: 1 day, 22:54:36, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3284, top5_acc: 0.5922, loss_cls: 2.9118, loss: 2.9118, grad_norm: 1.2062, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2445, loss/aux0: 2.2445 2020-10-18 14:33:02,385 - mmaction - INFO - Epoch [20][240/396] lr: 2.959e-01, eta: 1 day, 22:50:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3133, top5_acc: 0.5870, loss_cls: 2.9380, loss: 2.9380, grad_norm: 1.2124, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2407, loss/aux0: 2.2407 2020-10-18 14:33:03,333 - mmaction - INFO - Epoch [20][240/396] lr: 2.959e-01, eta: 1 day, 22:54:18, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3133, top5_acc: 0.5870, loss_cls: 2.9380, loss: 2.9380, grad_norm: 1.2171, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2400, loss/aux0: 2.2400 2020-10-18 14:33:39,884 - mmaction - INFO - Epoch [20][260/396] lr: 2.959e-01, eta: 1 day, 22:50:14, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3180, top5_acc: 0.5841, loss_cls: 2.9359, loss: 2.9359, grad_norm: 1.2178, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.3305, loss/aux0: 2.3305 2020-10-18 14:33:40,839 - mmaction - INFO - Epoch [20][260/396] lr: 2.959e-01, eta: 1 day, 22:54:00, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3180, top5_acc: 0.5841, loss_cls: 2.9359, loss: 2.9359, grad_norm: 1.2148, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.3405, loss/aux0: 2.3405 2020-10-18 14:34:17,464 - mmaction - INFO - Epoch [20][280/396] lr: 2.959e-01, eta: 1 day, 22:49:56, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3159, top5_acc: 0.6021, loss_cls: 2.8935, loss: 2.8935, grad_norm: 1.2112, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3154, loss/aux0: 2.3154 2020-10-18 14:34:18,432 - mmaction - INFO - Epoch [20][280/396] lr: 2.959e-01, eta: 1 day, 22:53:41, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3159, top5_acc: 0.6021, loss_cls: 2.8935, loss: 2.8935, grad_norm: 1.2196, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3161, loss/aux0: 2.3161 2020-10-18 14:34:54,952 - mmaction - INFO - Epoch [20][300/396] lr: 2.959e-01, eta: 1 day, 22:49:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3146, top5_acc: 0.5927, loss_cls: 2.9264, loss: 2.9264, grad_norm: 1.2287, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2611, loss/aux0: 2.2611 2020-10-18 14:34:55,897 - mmaction - INFO - Epoch [20][300/396] lr: 2.959e-01, eta: 1 day, 22:53:21, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3146, top5_acc: 0.5927, loss_cls: 2.9264, loss: 2.9264, grad_norm: 1.2249, top1_acc/aux0: 0.4409, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2626, loss/aux0: 2.2626 2020-10-18 14:35:32,449 - mmaction - INFO - Epoch [20][320/396] lr: 2.959e-01, eta: 1 day, 22:49:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3253, top5_acc: 0.5974, loss_cls: 2.9006, loss: 2.9006, grad_norm: 1.1927, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.3239, loss/aux0: 2.3239 2020-10-18 14:35:33,446 - mmaction - INFO - Epoch [20][320/396] lr: 2.959e-01, eta: 1 day, 22:53:02, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3253, top5_acc: 0.5974, loss_cls: 2.9006, loss: 2.9006, grad_norm: 1.1935, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3188, loss/aux0: 2.3188 2020-10-18 14:36:09,983 - mmaction - INFO - Epoch [20][340/396] lr: 2.959e-01, eta: 1 day, 22:49:00, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3286, top5_acc: 0.5924, loss_cls: 2.8911, loss: 2.8911, grad_norm: 1.2044, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3225, loss/aux0: 2.3225 2020-10-18 14:36:10,934 - mmaction - INFO - Epoch [20][340/396] lr: 2.959e-01, eta: 1 day, 22:52:44, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3286, top5_acc: 0.5924, loss_cls: 2.8911, loss: 2.8911, grad_norm: 1.2072, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3253, loss/aux0: 2.3253 2020-10-18 14:36:47,570 - mmaction - INFO - Epoch [20][360/396] lr: 2.959e-01, eta: 1 day, 22:48:42, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3167, top5_acc: 0.5927, loss_cls: 2.9392, loss: 2.9392, grad_norm: 1.2088, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.3058, loss/aux0: 2.3058 2020-10-18 14:36:48,597 - mmaction - INFO - Epoch [20][360/396] lr: 2.959e-01, eta: 1 day, 22:52:26, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3167, top5_acc: 0.5927, loss_cls: 2.9392, loss: 2.9392, grad_norm: 1.2138, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.3112, loss/aux0: 2.3112 2020-10-18 14:37:25,274 - mmaction - INFO - Epoch [20][380/396] lr: 2.959e-01, eta: 1 day, 22:48:26, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3094, top5_acc: 0.5875, loss_cls: 2.9412, loss: 2.9412, grad_norm: 1.2114, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3014, loss/aux0: 2.3014 2020-10-18 14:37:26,232 - mmaction - INFO - Epoch [20][380/396] lr: 2.959e-01, eta: 1 day, 22:52:08, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3094, top5_acc: 0.5875, loss_cls: 2.9412, loss: 2.9412, grad_norm: 1.2102, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.2875, loss/aux0: 2.2875 2020-10-18 14:42:01,562 - mmaction - INFO - Epoch [21][20/396] lr: 2.955e-01, eta: 1 day, 22:41:59, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3232, top5_acc: 0.6049, loss_cls: 2.8906, loss: 2.8906, grad_norm: 1.1831, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.2973, loss/aux0: 2.2973 2020-10-18 14:42:02,516 - mmaction - INFO - Epoch [21][20/396] lr: 2.955e-01, eta: 1 day, 22:45:40, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3232, top5_acc: 0.6049, loss_cls: 2.8906, loss: 2.8906, grad_norm: 1.1874, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7062, loss_cls/aux0: 2.2923, loss/aux0: 2.2923 2020-10-18 14:42:39,021 - mmaction - INFO - Epoch [21][40/396] lr: 2.955e-01, eta: 1 day, 22:41:41, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3289, top5_acc: 0.6081, loss_cls: 2.8882, loss: 2.8882, grad_norm: 1.1904, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3391, loss/aux0: 2.3391 2020-10-18 14:42:39,969 - mmaction - INFO - Epoch [21][40/396] lr: 2.955e-01, eta: 1 day, 22:45:21, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3289, top5_acc: 0.6081, loss_cls: 2.8882, loss: 2.8882, grad_norm: 1.1885, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.3314, loss/aux0: 2.3314 2020-10-18 14:43:16,578 - mmaction - INFO - Epoch [21][60/396] lr: 2.955e-01, eta: 1 day, 22:41:22, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3187, top5_acc: 0.5880, loss_cls: 2.9254, loss: 2.9254, grad_norm: 1.2167, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2557, loss/aux0: 2.2557 2020-10-18 14:43:17,521 - mmaction - INFO - Epoch [21][60/396] lr: 2.955e-01, eta: 1 day, 22:45:02, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3187, top5_acc: 0.5880, loss_cls: 2.9254, loss: 2.9254, grad_norm: 1.2139, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2650, loss/aux0: 2.2650 2020-10-18 14:43:54,102 - mmaction - INFO - Epoch [21][80/396] lr: 2.955e-01, eta: 1 day, 22:41:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3260, top5_acc: 0.6000, loss_cls: 2.8779, loss: 2.8779, grad_norm: 1.2045, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7062, loss_cls/aux0: 2.3232, loss/aux0: 2.3232 2020-10-18 14:43:55,104 - mmaction - INFO - Epoch [21][80/396] lr: 2.955e-01, eta: 1 day, 22:44:43, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.3260, top5_acc: 0.6000, loss_cls: 2.8779, loss: 2.8779, grad_norm: 1.2049, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3302, loss/aux0: 2.3302 2020-10-18 14:44:31,762 - mmaction - INFO - Epoch [21][100/396] lr: 2.955e-01, eta: 1 day, 22:40:46, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3039, top5_acc: 0.5859, loss_cls: 2.9868, loss: 2.9868, grad_norm: 1.1793, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.3255, loss/aux0: 2.3255 2020-10-18 14:44:32,732 - mmaction - INFO - Epoch [21][100/396] lr: 2.955e-01, eta: 1 day, 22:44:25, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3039, top5_acc: 0.5859, loss_cls: 2.9868, loss: 2.9868, grad_norm: 1.1811, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.3128, loss/aux0: 2.3128 2020-10-18 14:45:09,369 - mmaction - INFO - Epoch [21][120/396] lr: 2.955e-01, eta: 1 day, 22:40:28, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3154, top5_acc: 0.5911, loss_cls: 2.9266, loss: 2.9266, grad_norm: 1.2245, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2676, loss/aux0: 2.2676 2020-10-18 14:45:10,302 - mmaction - INFO - Epoch [21][120/396] lr: 2.955e-01, eta: 1 day, 22:44:06, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3154, top5_acc: 0.5911, loss_cls: 2.9266, loss: 2.9266, grad_norm: 1.2232, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.2841, loss/aux0: 2.2841 2020-10-18 14:45:46,978 - mmaction - INFO - Epoch [21][140/396] lr: 2.955e-01, eta: 1 day, 22:40:10, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3214, top5_acc: 0.5862, loss_cls: 2.9149, loss: 2.9149, grad_norm: 1.2166, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.2776, loss/aux0: 2.2776 2020-10-18 14:45:47,943 - mmaction - INFO - Epoch [21][140/396] lr: 2.955e-01, eta: 1 day, 22:43:48, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3214, top5_acc: 0.5862, loss_cls: 2.9149, loss: 2.9149, grad_norm: 1.2137, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.2718, loss/aux0: 2.2718 2020-10-18 14:46:24,599 - mmaction - INFO - Epoch [21][160/396] lr: 2.955e-01, eta: 1 day, 22:39:52, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3331, top5_acc: 0.5953, loss_cls: 2.8832, loss: 2.8832, grad_norm: 1.2250, top1_acc/aux0: 0.4357, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3192, loss/aux0: 2.3192 2020-10-18 14:46:25,552 - mmaction - INFO - Epoch [21][160/396] lr: 2.955e-01, eta: 1 day, 22:43:29, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3331, top5_acc: 0.5953, loss_cls: 2.8832, loss: 2.8832, grad_norm: 1.2237, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3165, loss/aux0: 2.3165 2020-10-18 14:47:02,277 - mmaction - INFO - Epoch [21][180/396] lr: 2.955e-01, eta: 1 day, 22:39:36, time: 0.948, data_time: 0.000, memory: 8462, top1_acc: 0.3312, top5_acc: 0.6039, loss_cls: 2.8649, loss: 2.8649, grad_norm: 1.2314, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.2981, loss/aux0: 2.2981 2020-10-18 14:47:03,211 - mmaction - INFO - Epoch [21][180/396] lr: 2.955e-01, eta: 1 day, 22:43:14, time: 0.948, data_time: 0.002, memory: 8462, top1_acc: 0.3312, top5_acc: 0.6039, loss_cls: 2.8649, loss: 2.8649, grad_norm: 1.2309, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.2941, loss/aux0: 2.2941 2020-10-18 14:47:39,832 - mmaction - INFO - Epoch [21][200/396] lr: 2.955e-01, eta: 1 day, 22:39:19, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3297, top5_acc: 0.5888, loss_cls: 2.9033, loss: 2.9033, grad_norm: 1.2021, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2383, loss/aux0: 2.2383 2020-10-18 14:47:40,844 - mmaction - INFO - Epoch [21][200/396] lr: 2.955e-01, eta: 1 day, 22:42:56, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3297, top5_acc: 0.5888, loss_cls: 2.9033, loss: 2.9033, grad_norm: 1.1975, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2465, loss/aux0: 2.2465 2020-10-18 14:48:17,345 - mmaction - INFO - Epoch [21][220/396] lr: 2.955e-01, eta: 1 day, 22:39:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3198, top5_acc: 0.5948, loss_cls: 2.9312, loss: 2.9312, grad_norm: 1.1916, top1_acc/aux0: 0.4383, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.3043, loss/aux0: 2.3043 2020-10-18 14:48:18,311 - mmaction - INFO - Epoch [21][220/396] lr: 2.955e-01, eta: 1 day, 22:42:35, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3198, top5_acc: 0.5948, loss_cls: 2.9312, loss: 2.9312, grad_norm: 1.1875, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2990, loss/aux0: 2.2990 2020-10-18 14:48:54,810 - mmaction - INFO - Epoch [21][240/396] lr: 2.955e-01, eta: 1 day, 22:38:41, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3315, top5_acc: 0.5961, loss_cls: 2.8980, loss: 2.8980, grad_norm: 1.2221, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2675, loss/aux0: 2.2675 2020-10-18 14:48:55,762 - mmaction - INFO - Epoch [21][240/396] lr: 2.955e-01, eta: 1 day, 22:42:15, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3315, top5_acc: 0.5961, loss_cls: 2.8980, loss: 2.8980, grad_norm: 1.2190, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2655, loss/aux0: 2.2655 2020-10-18 14:49:32,411 - mmaction - INFO - Epoch [21][260/396] lr: 2.955e-01, eta: 1 day, 22:38:22, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3107, top5_acc: 0.5927, loss_cls: 2.9093, loss: 2.9093, grad_norm: 1.1872, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2654, loss/aux0: 2.2654 2020-10-18 14:49:33,371 - mmaction - INFO - Epoch [21][260/396] lr: 2.955e-01, eta: 1 day, 22:41:57, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3107, top5_acc: 0.5927, loss_cls: 2.9093, loss: 2.9093, grad_norm: 1.1948, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2834, loss/aux0: 2.2834 2020-10-18 14:50:09,930 - mmaction - INFO - Epoch [21][280/396] lr: 2.955e-01, eta: 1 day, 22:38:04, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3240, top5_acc: 0.5982, loss_cls: 2.8723, loss: 2.8723, grad_norm: 1.2220, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.2979, loss/aux0: 2.2979 2020-10-18 14:50:10,891 - mmaction - INFO - Epoch [21][280/396] lr: 2.955e-01, eta: 1 day, 22:41:38, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3240, top5_acc: 0.5982, loss_cls: 2.8723, loss: 2.8723, grad_norm: 1.2216, top1_acc/aux0: 0.4518, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2776, loss/aux0: 2.2776 2020-10-18 14:50:47,588 - mmaction - INFO - Epoch [21][300/396] lr: 2.955e-01, eta: 1 day, 22:37:46, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3229, top5_acc: 0.5935, loss_cls: 2.8834, loss: 2.8834, grad_norm: 1.2078, top1_acc/aux0: 0.4349, top5_acc/aux0: 0.7117, loss_cls/aux0: 2.3284, loss/aux0: 2.3284 2020-10-18 14:50:48,604 - mmaction - INFO - Epoch [21][300/396] lr: 2.955e-01, eta: 1 day, 22:41:20, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.3229, top5_acc: 0.5935, loss_cls: 2.8834, loss: 2.8834, grad_norm: 1.2009, top1_acc/aux0: 0.4362, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3271, loss/aux0: 2.3271 2020-10-18 14:51:25,200 - mmaction - INFO - Epoch [21][320/396] lr: 2.955e-01, eta: 1 day, 22:37:28, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3396, top5_acc: 0.6031, loss_cls: 2.8663, loss: 2.8663, grad_norm: 1.1991, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2852, loss/aux0: 2.2852 2020-10-18 14:51:26,158 - mmaction - INFO - Epoch [21][320/396] lr: 2.955e-01, eta: 1 day, 22:41:00, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3396, top5_acc: 0.6031, loss_cls: 2.8663, loss: 2.8663, grad_norm: 1.1961, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.2975, loss/aux0: 2.2975 2020-10-18 14:52:02,687 - mmaction - INFO - Epoch [21][340/396] lr: 2.955e-01, eta: 1 day, 22:37:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3112, top5_acc: 0.5969, loss_cls: 2.9321, loss: 2.9321, grad_norm: 1.2188, top1_acc/aux0: 0.4401, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3106, loss/aux0: 2.3106 2020-10-18 14:52:03,692 - mmaction - INFO - Epoch [21][340/396] lr: 2.955e-01, eta: 1 day, 22:40:40, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3112, top5_acc: 0.5969, loss_cls: 2.9321, loss: 2.9321, grad_norm: 1.2089, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.2949, loss/aux0: 2.2949 2020-10-18 14:52:40,285 - mmaction - INFO - Epoch [21][360/396] lr: 2.955e-01, eta: 1 day, 22:36:50, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3182, top5_acc: 0.6029, loss_cls: 2.8873, loss: 2.8873, grad_norm: 1.2193, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.2992, loss/aux0: 2.2992 2020-10-18 14:52:41,230 - mmaction - INFO - Epoch [21][360/396] lr: 2.955e-01, eta: 1 day, 22:40:21, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3182, top5_acc: 0.6029, loss_cls: 2.8873, loss: 2.8873, grad_norm: 1.2131, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7143, loss_cls/aux0: 2.3071, loss/aux0: 2.3071 2020-10-18 14:53:17,832 - mmaction - INFO - Epoch [21][380/396] lr: 2.955e-01, eta: 1 day, 22:36:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3174, top5_acc: 0.5854, loss_cls: 2.9475, loss: 2.9475, grad_norm: 1.2105, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2115, loss/aux0: 2.2115 2020-10-18 14:53:18,801 - mmaction - INFO - Epoch [21][380/396] lr: 2.955e-01, eta: 1 day, 22:40:01, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3174, top5_acc: 0.5854, loss_cls: 2.9475, loss: 2.9475, grad_norm: 1.2122, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2146, loss/aux0: 2.2146 2020-10-18 14:58:02,003 - mmaction - INFO - Epoch [22][20/396] lr: 2.950e-01, eta: 1 day, 22:30:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3339, top5_acc: 0.6078, loss_cls: 2.8385, loss: 2.8385, grad_norm: 1.2288, top1_acc/aux0: 0.4627, top5_acc/aux0: 0.7259, loss_cls/aux0: 2.2524, loss/aux0: 2.2524 2020-10-18 14:58:02,966 - mmaction - INFO - Epoch [22][20/396] lr: 2.950e-01, eta: 1 day, 22:33:48, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3339, top5_acc: 0.6078, loss_cls: 2.8385, loss: 2.8385, grad_norm: 1.2299, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2527, loss/aux0: 2.2527 2020-10-18 14:58:39,491 - mmaction - INFO - Epoch [22][40/396] lr: 2.950e-01, eta: 1 day, 22:30:00, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3255, top5_acc: 0.6120, loss_cls: 2.8588, loss: 2.8588, grad_norm: 1.2325, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2632, loss/aux0: 2.2632 2020-10-18 14:58:40,442 - mmaction - INFO - Epoch [22][40/396] lr: 2.950e-01, eta: 1 day, 22:33:29, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3255, top5_acc: 0.6120, loss_cls: 2.8588, loss: 2.8588, grad_norm: 1.2290, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2560, loss/aux0: 2.2560 2020-10-18 14:59:17,118 - mmaction - INFO - Epoch [22][60/396] lr: 2.950e-01, eta: 1 day, 22:29:42, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.3227, top5_acc: 0.5823, loss_cls: 2.9236, loss: 2.9236, grad_norm: 1.2250, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2593, loss/aux0: 2.2593 2020-10-18 14:59:18,079 - mmaction - INFO - Epoch [22][60/396] lr: 2.950e-01, eta: 1 day, 22:33:12, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.3227, top5_acc: 0.5823, loss_cls: 2.9236, loss: 2.9236, grad_norm: 1.2175, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2582, loss/aux0: 2.2582 2020-10-18 14:59:54,623 - mmaction - INFO - Epoch [22][80/396] lr: 2.950e-01, eta: 1 day, 22:29:25, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3203, top5_acc: 0.6005, loss_cls: 2.8735, loss: 2.8735, grad_norm: 1.2200, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2117, loss/aux0: 2.2117 2020-10-18 14:59:55,572 - mmaction - INFO - Epoch [22][80/396] lr: 2.950e-01, eta: 1 day, 22:32:53, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3203, top5_acc: 0.6005, loss_cls: 2.8735, loss: 2.8735, grad_norm: 1.2289, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2146, loss/aux0: 2.2146 2020-10-18 15:00:37,477 - mmaction - INFO - Epoch [22][100/396] lr: 2.950e-01, eta: 1 day, 22:29:06, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3198, top5_acc: 0.5854, loss_cls: 2.9148, loss: 2.9148, grad_norm: 1.2116, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2706, loss/aux0: 2.2706 2020-10-18 15:00:38,494 - mmaction - INFO - Epoch [22][100/396] lr: 2.950e-01, eta: 1 day, 22:32:35, time: 0.946, data_time: 0.010, memory: 8462, top1_acc: 0.3198, top5_acc: 0.5854, loss_cls: 2.9148, loss: 2.9148, grad_norm: 1.2092, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2762, loss/aux0: 2.2762 2020-10-18 15:01:15,094 - mmaction - INFO - Epoch [22][120/396] lr: 2.950e-01, eta: 1 day, 22:28:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6003, loss_cls: 2.8758, loss: 2.8758, grad_norm: 1.2320, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.3184, loss/aux0: 2.3184 2020-10-18 15:01:16,051 - mmaction - INFO - Epoch [22][120/396] lr: 2.950e-01, eta: 1 day, 22:32:15, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6003, loss_cls: 2.8758, loss: 2.8758, grad_norm: 1.2340, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.3256, loss/aux0: 2.3256 2020-10-18 15:01:52,746 - mmaction - INFO - Epoch [22][140/396] lr: 2.950e-01, eta: 1 day, 22:28:31, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.3227, top5_acc: 0.5930, loss_cls: 2.9006, loss: 2.9006, grad_norm: 1.2421, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.2262, loss/aux0: 2.2262 2020-10-18 15:01:53,710 - mmaction - INFO - Epoch [22][140/396] lr: 2.950e-01, eta: 1 day, 22:31:59, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.3227, top5_acc: 0.5930, loss_cls: 2.9006, loss: 2.9006, grad_norm: 1.2460, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.2223, loss/aux0: 2.2223 2020-10-18 15:02:30,422 - mmaction - INFO - Epoch [22][160/396] lr: 2.950e-01, eta: 1 day, 22:28:13, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3383, top5_acc: 0.6029, loss_cls: 2.8588, loss: 2.8588, grad_norm: 1.2299, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2536, loss/aux0: 2.2536 2020-10-18 15:02:31,391 - mmaction - INFO - Epoch [22][160/396] lr: 2.950e-01, eta: 1 day, 22:31:39, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3383, top5_acc: 0.6029, loss_cls: 2.8588, loss: 2.8588, grad_norm: 1.2267, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2557, loss/aux0: 2.2557 2020-10-18 15:03:07,915 - mmaction - INFO - Epoch [22][180/396] lr: 2.950e-01, eta: 1 day, 22:27:53, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3242, top5_acc: 0.5875, loss_cls: 2.9076, loss: 2.9076, grad_norm: 1.2313, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2257, loss/aux0: 2.2257 2020-10-18 15:03:08,904 - mmaction - INFO - Epoch [22][180/396] lr: 2.950e-01, eta: 1 day, 22:31:18, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3242, top5_acc: 0.5875, loss_cls: 2.9076, loss: 2.9076, grad_norm: 1.2332, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2138, loss/aux0: 2.2138 2020-10-18 15:03:45,699 - mmaction - INFO - Epoch [22][200/396] lr: 2.950e-01, eta: 1 day, 22:27:34, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.3341, top5_acc: 0.5961, loss_cls: 2.8551, loss: 2.8551, grad_norm: 1.2247, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.2122, loss/aux0: 2.2122 2020-10-18 15:03:46,657 - mmaction - INFO - Epoch [22][200/396] lr: 2.950e-01, eta: 1 day, 22:31:00, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3341, top5_acc: 0.5961, loss_cls: 2.8551, loss: 2.8551, grad_norm: 1.2295, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2252, loss/aux0: 2.2252 2020-10-18 15:04:23,272 - mmaction - INFO - Epoch [22][220/396] lr: 2.950e-01, eta: 1 day, 22:27:16, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3159, top5_acc: 0.5880, loss_cls: 2.9409, loss: 2.9409, grad_norm: 1.2114, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2494, loss/aux0: 2.2494 2020-10-18 15:04:24,220 - mmaction - INFO - Epoch [22][220/396] lr: 2.950e-01, eta: 1 day, 22:30:40, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3159, top5_acc: 0.5880, loss_cls: 2.9409, loss: 2.9409, grad_norm: 1.2150, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2511, loss/aux0: 2.2511 2020-10-18 15:05:00,855 - mmaction - INFO - Epoch [22][240/396] lr: 2.950e-01, eta: 1 day, 22:26:57, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3344, top5_acc: 0.6133, loss_cls: 2.8411, loss: 2.8411, grad_norm: 1.2275, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.2780, loss/aux0: 2.2780 2020-10-18 15:05:01,824 - mmaction - INFO - Epoch [22][240/396] lr: 2.950e-01, eta: 1 day, 22:30:22, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3344, top5_acc: 0.6133, loss_cls: 2.8411, loss: 2.8411, grad_norm: 1.2285, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.2737, loss/aux0: 2.2737 2020-10-18 15:05:38,371 - mmaction - INFO - Epoch [22][260/396] lr: 2.950e-01, eta: 1 day, 22:26:38, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3034, top5_acc: 0.5810, loss_cls: 2.9644, loss: 2.9644, grad_norm: 1.2126, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7187, loss_cls/aux0: 2.2898, loss/aux0: 2.2898 2020-10-18 15:05:39,352 - mmaction - INFO - Epoch [22][260/396] lr: 2.950e-01, eta: 1 day, 22:30:01, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3034, top5_acc: 0.5810, loss_cls: 2.9644, loss: 2.9644, grad_norm: 1.2149, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.3024, loss/aux0: 2.3024 2020-10-18 15:06:15,979 - mmaction - INFO - Epoch [22][280/396] lr: 2.950e-01, eta: 1 day, 22:26:19, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3286, top5_acc: 0.5878, loss_cls: 2.9058, loss: 2.9058, grad_norm: 1.1976, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2730, loss/aux0: 2.2730 2020-10-18 15:06:16,935 - mmaction - INFO - Epoch [22][280/396] lr: 2.950e-01, eta: 1 day, 22:29:42, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3286, top5_acc: 0.5878, loss_cls: 2.9058, loss: 2.9058, grad_norm: 1.1958, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2620, loss/aux0: 2.2620 2020-10-18 15:06:53,569 - mmaction - INFO - Epoch [22][300/396] lr: 2.950e-01, eta: 1 day, 22:26:00, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3151, top5_acc: 0.5924, loss_cls: 2.9282, loss: 2.9282, grad_norm: 1.1997, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2501, loss/aux0: 2.2501 2020-10-18 15:06:54,536 - mmaction - INFO - Epoch [22][300/396] lr: 2.950e-01, eta: 1 day, 22:29:22, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3151, top5_acc: 0.5924, loss_cls: 2.9282, loss: 2.9282, grad_norm: 1.1997, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2407, loss/aux0: 2.2407 2020-10-18 15:07:31,122 - mmaction - INFO - Epoch [22][320/396] lr: 2.950e-01, eta: 1 day, 22:25:40, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3201, top5_acc: 0.5940, loss_cls: 2.8974, loss: 2.8974, grad_norm: 1.2661, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2323, loss/aux0: 2.2323 2020-10-18 15:07:32,151 - mmaction - INFO - Epoch [22][320/396] lr: 2.950e-01, eta: 1 day, 22:29:02, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3201, top5_acc: 0.5940, loss_cls: 2.8974, loss: 2.8974, grad_norm: 1.2607, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2290, loss/aux0: 2.2290 2020-10-18 15:08:08,729 - mmaction - INFO - Epoch [22][340/396] lr: 2.950e-01, eta: 1 day, 22:25:20, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3401, top5_acc: 0.6154, loss_cls: 2.8393, loss: 2.8393, grad_norm: 1.2369, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2275, loss/aux0: 2.2275 2020-10-18 15:08:09,676 - mmaction - INFO - Epoch [22][340/396] lr: 2.950e-01, eta: 1 day, 22:28:41, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3401, top5_acc: 0.6154, loss_cls: 2.8393, loss: 2.8393, grad_norm: 1.2405, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2330, loss/aux0: 2.2330 2020-10-18 15:08:46,369 - mmaction - INFO - Epoch [22][360/396] lr: 2.950e-01, eta: 1 day, 22:25:01, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.3260, top5_acc: 0.5924, loss_cls: 2.9051, loss: 2.9051, grad_norm: 1.2246, top1_acc/aux0: 0.4596, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2647, loss/aux0: 2.2647 2020-10-18 15:08:47,341 - mmaction - INFO - Epoch [22][360/396] lr: 2.950e-01, eta: 1 day, 22:28:24, time: 0.947, data_time: 0.002, memory: 8462, top1_acc: 0.3260, top5_acc: 0.5924, loss_cls: 2.9051, loss: 2.9051, grad_norm: 1.2149, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2525, loss/aux0: 2.2525 2020-10-18 15:09:23,889 - mmaction - INFO - Epoch [22][380/396] lr: 2.950e-01, eta: 1 day, 22:24:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3240, top5_acc: 0.5794, loss_cls: 2.9388, loss: 2.9388, grad_norm: 1.2071, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.2641, loss/aux0: 2.2641 2020-10-18 15:09:24,849 - mmaction - INFO - Epoch [22][380/396] lr: 2.950e-01, eta: 1 day, 22:28:02, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3240, top5_acc: 0.5794, loss_cls: 2.9388, loss: 2.9388, grad_norm: 1.2059, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2732, loss/aux0: 2.2732 2020-10-18 15:14:05,181 - mmaction - INFO - Epoch [23][20/396] lr: 2.946e-01, eta: 1 day, 22:18:47, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3388, top5_acc: 0.6133, loss_cls: 2.8456, loss: 2.8456, grad_norm: 1.2299, top1_acc/aux0: 0.4649, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2301, loss/aux0: 2.2301 2020-10-18 15:14:06,159 - mmaction - INFO - Epoch [23][20/396] lr: 2.946e-01, eta: 1 day, 22:22:07, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.3388, top5_acc: 0.6133, loss_cls: 2.8456, loss: 2.8456, grad_norm: 1.2342, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2432, loss/aux0: 2.2432 2020-10-18 15:14:42,590 - mmaction - INFO - Epoch [23][40/396] lr: 2.946e-01, eta: 1 day, 22:18:28, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3409, top5_acc: 0.6096, loss_cls: 2.8296, loss: 2.8296, grad_norm: 1.2187, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2712, loss/aux0: 2.2712 2020-10-18 15:14:43,538 - mmaction - INFO - Epoch [23][40/396] lr: 2.946e-01, eta: 1 day, 22:21:45, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3409, top5_acc: 0.6096, loss_cls: 2.8296, loss: 2.8296, grad_norm: 1.2199, top1_acc/aux0: 0.4518, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2604, loss/aux0: 2.2604 2020-10-18 15:15:20,023 - mmaction - INFO - Epoch [23][60/396] lr: 2.946e-01, eta: 1 day, 22:18:06, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3146, top5_acc: 0.5997, loss_cls: 2.9064, loss: 2.9064, grad_norm: 1.2054, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2575, loss/aux0: 2.2575 2020-10-18 15:15:21,012 - mmaction - INFO - Epoch [23][60/396] lr: 2.946e-01, eta: 1 day, 22:21:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3146, top5_acc: 0.5997, loss_cls: 2.9064, loss: 2.9064, grad_norm: 1.2088, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2570, loss/aux0: 2.2570 2020-10-18 15:15:57,475 - mmaction - INFO - Epoch [23][80/396] lr: 2.946e-01, eta: 1 day, 22:17:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3190, top5_acc: 0.6003, loss_cls: 2.9022, loss: 2.9022, grad_norm: 1.2313, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.2710, loss/aux0: 2.2710 2020-10-18 15:15:58,427 - mmaction - INFO - Epoch [23][80/396] lr: 2.946e-01, eta: 1 day, 22:21:03, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3190, top5_acc: 0.6003, loss_cls: 2.9022, loss: 2.9022, grad_norm: 1.2237, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2477, loss/aux0: 2.2477 2020-10-18 15:16:35,003 - mmaction - INFO - Epoch [23][100/396] lr: 2.946e-01, eta: 1 day, 22:17:26, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3320, top5_acc: 0.5969, loss_cls: 2.8685, loss: 2.8685, grad_norm: 1.2272, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2430, loss/aux0: 2.2430 2020-10-18 15:16:35,953 - mmaction - INFO - Epoch [23][100/396] lr: 2.946e-01, eta: 1 day, 22:20:43, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3320, top5_acc: 0.5969, loss_cls: 2.8685, loss: 2.8685, grad_norm: 1.2256, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2673, loss/aux0: 2.2673 2020-10-18 15:17:12,573 - mmaction - INFO - Epoch [23][120/396] lr: 2.946e-01, eta: 1 day, 22:17:06, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3227, top5_acc: 0.6104, loss_cls: 2.8614, loss: 2.8614, grad_norm: 1.2127, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.2975, loss/aux0: 2.2975 2020-10-18 15:17:13,534 - mmaction - INFO - Epoch [23][120/396] lr: 2.946e-01, eta: 1 day, 22:20:23, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3227, top5_acc: 0.6104, loss_cls: 2.8614, loss: 2.8614, grad_norm: 1.2099, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.2886, loss/aux0: 2.2886 2020-10-18 15:17:50,218 - mmaction - INFO - Epoch [23][140/396] lr: 2.946e-01, eta: 1 day, 22:16:47, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3187, top5_acc: 0.5937, loss_cls: 2.8956, loss: 2.8956, grad_norm: 1.2240, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2565, loss/aux0: 2.2565 2020-10-18 15:17:51,170 - mmaction - INFO - Epoch [23][140/396] lr: 2.946e-01, eta: 1 day, 22:20:04, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3187, top5_acc: 0.5937, loss_cls: 2.8956, loss: 2.8956, grad_norm: 1.2301, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2657, loss/aux0: 2.2657 2020-10-18 15:18:27,787 - mmaction - INFO - Epoch [23][160/396] lr: 2.946e-01, eta: 1 day, 22:16:28, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3219, top5_acc: 0.6021, loss_cls: 2.8709, loss: 2.8709, grad_norm: 1.2368, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.2027, loss/aux0: 2.2027 2020-10-18 15:18:28,742 - mmaction - INFO - Epoch [23][160/396] lr: 2.946e-01, eta: 1 day, 22:19:44, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3219, top5_acc: 0.6021, loss_cls: 2.8709, loss: 2.8709, grad_norm: 1.2441, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.2009, loss/aux0: 2.2009 2020-10-18 15:19:05,430 - mmaction - INFO - Epoch [23][180/396] lr: 2.946e-01, eta: 1 day, 22:16:09, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3362, top5_acc: 0.5987, loss_cls: 2.8628, loss: 2.8628, grad_norm: 1.2173, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2921, loss/aux0: 2.2921 2020-10-18 15:19:06,413 - mmaction - INFO - Epoch [23][180/396] lr: 2.946e-01, eta: 1 day, 22:19:25, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.3362, top5_acc: 0.5987, loss_cls: 2.8628, loss: 2.8628, grad_norm: 1.2183, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2965, loss/aux0: 2.2965 2020-10-18 15:19:42,952 - mmaction - INFO - Epoch [23][200/396] lr: 2.946e-01, eta: 1 day, 22:15:49, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3365, top5_acc: 0.6125, loss_cls: 2.8382, loss: 2.8382, grad_norm: 1.2649, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2336, loss/aux0: 2.2336 2020-10-18 15:19:43,957 - mmaction - INFO - Epoch [23][200/396] lr: 2.946e-01, eta: 1 day, 22:19:05, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3365, top5_acc: 0.6125, loss_cls: 2.8382, loss: 2.8382, grad_norm: 1.2639, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2181, loss/aux0: 2.2181 2020-10-18 15:20:20,585 - mmaction - INFO - Epoch [23][220/396] lr: 2.946e-01, eta: 1 day, 22:15:30, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3339, top5_acc: 0.5977, loss_cls: 2.8956, loss: 2.8956, grad_norm: 1.2426, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2653, loss/aux0: 2.2653 2020-10-18 15:20:21,551 - mmaction - INFO - Epoch [23][220/396] lr: 2.946e-01, eta: 1 day, 22:18:45, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3339, top5_acc: 0.5977, loss_cls: 2.8956, loss: 2.8956, grad_norm: 1.2405, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2728, loss/aux0: 2.2728 2020-10-18 15:20:58,156 - mmaction - INFO - Epoch [23][240/396] lr: 2.946e-01, eta: 1 day, 22:15:11, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3221, top5_acc: 0.5990, loss_cls: 2.8904, loss: 2.8904, grad_norm: 1.2253, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2494, loss/aux0: 2.2494 2020-10-18 15:20:59,105 - mmaction - INFO - Epoch [23][240/396] lr: 2.946e-01, eta: 1 day, 22:18:25, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3221, top5_acc: 0.5990, loss_cls: 2.8904, loss: 2.8904, grad_norm: 1.2275, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2625, loss/aux0: 2.2625 2020-10-18 15:21:35,735 - mmaction - INFO - Epoch [23][260/396] lr: 2.946e-01, eta: 1 day, 22:14:50, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3253, top5_acc: 0.6000, loss_cls: 2.8818, loss: 2.8818, grad_norm: 1.2582, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.3267, loss/aux0: 2.3267 2020-10-18 15:21:36,711 - mmaction - INFO - Epoch [23][260/396] lr: 2.946e-01, eta: 1 day, 22:18:04, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3253, top5_acc: 0.6000, loss_cls: 2.8818, loss: 2.8818, grad_norm: 1.2555, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3113, loss/aux0: 2.3113 2020-10-18 15:22:13,350 - mmaction - INFO - Epoch [23][280/396] lr: 2.946e-01, eta: 1 day, 22:14:31, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3305, top5_acc: 0.6008, loss_cls: 2.9269, loss: 2.9269, grad_norm: 1.2132, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1648, loss/aux0: 2.1648 2020-10-18 15:22:14,319 - mmaction - INFO - Epoch [23][280/396] lr: 2.946e-01, eta: 1 day, 22:17:44, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3305, top5_acc: 0.6008, loss_cls: 2.9269, loss: 2.9269, grad_norm: 1.2146, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1640, loss/aux0: 2.1640 2020-10-18 15:22:50,866 - mmaction - INFO - Epoch [23][300/396] lr: 2.946e-01, eta: 1 day, 22:14:10, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3367, top5_acc: 0.6029, loss_cls: 2.8713, loss: 2.8713, grad_norm: 1.2068, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1953, loss/aux0: 2.1953 2020-10-18 15:22:51,822 - mmaction - INFO - Epoch [23][300/396] lr: 2.946e-01, eta: 1 day, 22:17:23, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3367, top5_acc: 0.6029, loss_cls: 2.8713, loss: 2.8713, grad_norm: 1.2054, top1_acc/aux0: 0.4659, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1838, loss/aux0: 2.1838 2020-10-18 15:23:28,438 - mmaction - INFO - Epoch [23][320/396] lr: 2.946e-01, eta: 1 day, 22:13:49, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3227, top5_acc: 0.5958, loss_cls: 2.9186, loss: 2.9186, grad_norm: 1.1967, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2897, loss/aux0: 2.2897 2020-10-18 15:23:29,432 - mmaction - INFO - Epoch [23][320/396] lr: 2.946e-01, eta: 1 day, 22:17:02, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3227, top5_acc: 0.5958, loss_cls: 2.9186, loss: 2.9186, grad_norm: 1.1907, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.3051, loss/aux0: 2.3051 2020-10-18 15:24:06,090 - mmaction - INFO - Epoch [23][340/396] lr: 2.946e-01, eta: 1 day, 22:13:29, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3253, top5_acc: 0.6039, loss_cls: 2.9024, loss: 2.9024, grad_norm: 1.2068, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3270, loss/aux0: 2.3270 2020-10-18 15:24:07,015 - mmaction - INFO - Epoch [23][340/396] lr: 2.946e-01, eta: 1 day, 22:16:41, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3253, top5_acc: 0.6039, loss_cls: 2.9024, loss: 2.9024, grad_norm: 1.2063, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3269, loss/aux0: 2.3269 2020-10-18 15:24:43,595 - mmaction - INFO - Epoch [23][360/396] lr: 2.946e-01, eta: 1 day, 22:13:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3273, top5_acc: 0.5995, loss_cls: 2.8798, loss: 2.8798, grad_norm: 1.2067, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2287, loss/aux0: 2.2287 2020-10-18 15:24:44,544 - mmaction - INFO - Epoch [23][360/396] lr: 2.946e-01, eta: 1 day, 22:16:19, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3273, top5_acc: 0.5995, loss_cls: 2.8798, loss: 2.8798, grad_norm: 1.2097, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.2363, loss/aux0: 2.2363 2020-10-18 15:25:21,253 - mmaction - INFO - Epoch [23][380/396] lr: 2.946e-01, eta: 1 day, 22:12:48, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3167, top5_acc: 0.5995, loss_cls: 2.8954, loss: 2.8954, grad_norm: 1.2229, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2084, loss/aux0: 2.2084 2020-10-18 15:25:22,220 - mmaction - INFO - Epoch [23][380/396] lr: 2.946e-01, eta: 1 day, 22:15:59, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3167, top5_acc: 0.5995, loss_cls: 2.8954, loss: 2.8954, grad_norm: 1.2206, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.2020, loss/aux0: 2.2020 2020-10-18 15:29:58,009 - mmaction - INFO - Epoch [24][20/396] lr: 2.941e-01, eta: 1 day, 22:07:06, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6091, loss_cls: 2.8258, loss: 2.8258, grad_norm: 1.2313, top1_acc/aux0: 0.4548, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2057, loss/aux0: 2.2057 2020-10-18 15:29:58,971 - mmaction - INFO - Epoch [24][20/396] lr: 2.941e-01, eta: 1 day, 22:10:14, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6091, loss_cls: 2.8258, loss: 2.8258, grad_norm: 1.2363, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2186, loss/aux0: 2.2186 2020-10-18 15:30:35,577 - mmaction - INFO - Epoch [24][40/396] lr: 2.941e-01, eta: 1 day, 22:06:44, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3313, top5_acc: 0.6068, loss_cls: 2.8284, loss: 2.8284, grad_norm: 1.2269, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2819, loss/aux0: 2.2819 2020-10-18 15:30:36,526 - mmaction - INFO - Epoch [24][40/396] lr: 2.941e-01, eta: 1 day, 22:09:54, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3313, top5_acc: 0.6068, loss_cls: 2.8284, loss: 2.8284, grad_norm: 1.2260, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2664, loss/aux0: 2.2664 2020-10-18 15:31:13,166 - mmaction - INFO - Epoch [24][60/396] lr: 2.941e-01, eta: 1 day, 22:06:25, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3307, top5_acc: 0.5990, loss_cls: 2.8446, loss: 2.8446, grad_norm: 1.1969, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1775, loss/aux0: 2.1775 2020-10-18 15:31:14,135 - mmaction - INFO - Epoch [24][60/396] lr: 2.941e-01, eta: 1 day, 22:09:34, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.3307, top5_acc: 0.5990, loss_cls: 2.8446, loss: 2.8446, grad_norm: 1.1990, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1734, loss/aux0: 2.1734 2020-10-18 15:31:50,693 - mmaction - INFO - Epoch [24][80/396] lr: 2.941e-01, eta: 1 day, 22:06:05, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3391, top5_acc: 0.6086, loss_cls: 2.8380, loss: 2.8380, grad_norm: 1.2353, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2247, loss/aux0: 2.2247 2020-10-18 15:31:51,662 - mmaction - INFO - Epoch [24][80/396] lr: 2.941e-01, eta: 1 day, 22:09:13, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3391, top5_acc: 0.6086, loss_cls: 2.8380, loss: 2.8380, grad_norm: 1.2375, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2371, loss/aux0: 2.2371 2020-10-18 15:32:28,300 - mmaction - INFO - Epoch [24][100/396] lr: 2.941e-01, eta: 1 day, 22:05:44, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3299, top5_acc: 0.6102, loss_cls: 2.8594, loss: 2.8594, grad_norm: 1.2137, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2478, loss/aux0: 2.2478 2020-10-18 15:32:29,268 - mmaction - INFO - Epoch [24][100/396] lr: 2.941e-01, eta: 1 day, 22:08:53, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3299, top5_acc: 0.6102, loss_cls: 2.8594, loss: 2.8594, grad_norm: 1.2176, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2498, loss/aux0: 2.2498 2020-10-18 15:33:05,929 - mmaction - INFO - Epoch [24][120/396] lr: 2.941e-01, eta: 1 day, 22:05:24, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3359, top5_acc: 0.6083, loss_cls: 2.8364, loss: 2.8364, grad_norm: 1.2607, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.2526, loss/aux0: 2.2526 2020-10-18 15:33:06,907 - mmaction - INFO - Epoch [24][120/396] lr: 2.941e-01, eta: 1 day, 22:08:32, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.3359, top5_acc: 0.6083, loss_cls: 2.8364, loss: 2.8364, grad_norm: 1.2638, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2628, loss/aux0: 2.2628 2020-10-18 15:33:43,502 - mmaction - INFO - Epoch [24][140/396] lr: 2.941e-01, eta: 1 day, 22:05:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3260, top5_acc: 0.5987, loss_cls: 2.8755, loss: 2.8755, grad_norm: 1.2132, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2352, loss/aux0: 2.2352 2020-10-18 15:33:44,457 - mmaction - INFO - Epoch [24][140/396] lr: 2.941e-01, eta: 1 day, 22:08:11, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3260, top5_acc: 0.5987, loss_cls: 2.8755, loss: 2.8755, grad_norm: 1.2135, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2223, loss/aux0: 2.2223 2020-10-18 15:34:21,035 - mmaction - INFO - Epoch [24][160/396] lr: 2.941e-01, eta: 1 day, 22:04:43, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3328, top5_acc: 0.6026, loss_cls: 2.8505, loss: 2.8505, grad_norm: 1.2144, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2829, loss/aux0: 2.2829 2020-10-18 15:34:21,983 - mmaction - INFO - Epoch [24][160/396] lr: 2.941e-01, eta: 1 day, 22:07:50, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3328, top5_acc: 0.6026, loss_cls: 2.8505, loss: 2.8505, grad_norm: 1.2094, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2752, loss/aux0: 2.2752 2020-10-18 15:34:58,606 - mmaction - INFO - Epoch [24][180/396] lr: 2.941e-01, eta: 1 day, 22:04:22, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3240, top5_acc: 0.6031, loss_cls: 2.8767, loss: 2.8767, grad_norm: 1.2301, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1665, loss/aux0: 2.1665 2020-10-18 15:34:59,577 - mmaction - INFO - Epoch [24][180/396] lr: 2.941e-01, eta: 1 day, 22:07:28, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3240, top5_acc: 0.6031, loss_cls: 2.8767, loss: 2.8767, grad_norm: 1.2333, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1728, loss/aux0: 2.1728 2020-10-18 15:35:36,376 - mmaction - INFO - Epoch [24][200/396] lr: 2.941e-01, eta: 1 day, 22:04:03, time: 0.946, data_time: 0.000, memory: 8462, top1_acc: 0.3354, top5_acc: 0.6086, loss_cls: 2.8597, loss: 2.8597, grad_norm: 1.2227, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2056, loss/aux0: 2.2056 2020-10-18 15:35:37,319 - mmaction - INFO - Epoch [24][200/396] lr: 2.941e-01, eta: 1 day, 22:07:10, time: 0.947, data_time: 0.002, memory: 8462, top1_acc: 0.3354, top5_acc: 0.6086, loss_cls: 2.8597, loss: 2.8597, grad_norm: 1.2236, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2050, loss/aux0: 2.2050 2020-10-18 15:36:13,883 - mmaction - INFO - Epoch [24][220/396] lr: 2.941e-01, eta: 1 day, 22:03:44, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3331, top5_acc: 0.6154, loss_cls: 2.8121, loss: 2.8121, grad_norm: 1.2413, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1820, loss/aux0: 2.1820 2020-10-18 15:36:14,800 - mmaction - INFO - Epoch [24][220/396] lr: 2.941e-01, eta: 1 day, 22:06:50, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3331, top5_acc: 0.6154, loss_cls: 2.8121, loss: 2.8121, grad_norm: 1.2394, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.1832, loss/aux0: 2.1832 2020-10-18 15:36:51,314 - mmaction - INFO - Epoch [24][240/396] lr: 2.941e-01, eta: 1 day, 22:03:22, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3297, top5_acc: 0.6034, loss_cls: 2.8651, loss: 2.8651, grad_norm: 1.2363, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2149, loss/aux0: 2.2149 2020-10-18 15:36:52,262 - mmaction - INFO - Epoch [24][240/396] lr: 2.941e-01, eta: 1 day, 22:06:26, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3297, top5_acc: 0.6034, loss_cls: 2.8651, loss: 2.8651, grad_norm: 1.2325, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2196, loss/aux0: 2.2196 2020-10-18 15:37:28,867 - mmaction - INFO - Epoch [24][260/396] lr: 2.941e-01, eta: 1 day, 22:03:00, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3245, top5_acc: 0.6060, loss_cls: 2.8531, loss: 2.8531, grad_norm: 1.2479, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2465, loss/aux0: 2.2465 2020-10-18 15:37:29,822 - mmaction - INFO - Epoch [24][260/396] lr: 2.941e-01, eta: 1 day, 22:06:05, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3245, top5_acc: 0.6060, loss_cls: 2.8531, loss: 2.8531, grad_norm: 1.2465, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2282, loss/aux0: 2.2282 2020-10-18 15:38:06,423 - mmaction - INFO - Epoch [24][280/396] lr: 2.941e-01, eta: 1 day, 22:02:40, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3240, top5_acc: 0.5971, loss_cls: 2.8857, loss: 2.8857, grad_norm: 1.2372, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2277, loss/aux0: 2.2277 2020-10-18 15:38:07,371 - mmaction - INFO - Epoch [24][280/396] lr: 2.941e-01, eta: 1 day, 22:05:44, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3240, top5_acc: 0.5971, loss_cls: 2.8857, loss: 2.8857, grad_norm: 1.2324, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2398, loss/aux0: 2.2398 2020-10-18 15:38:44,012 - mmaction - INFO - Epoch [24][300/396] lr: 2.941e-01, eta: 1 day, 22:02:19, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3250, top5_acc: 0.5982, loss_cls: 2.9000, loss: 2.9000, grad_norm: 1.2349, top1_acc/aux0: 0.4659, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2030, loss/aux0: 2.2030 2020-10-18 15:38:44,995 - mmaction - INFO - Epoch [24][300/396] lr: 2.941e-01, eta: 1 day, 22:05:22, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3250, top5_acc: 0.5982, loss_cls: 2.9000, loss: 2.9000, grad_norm: 1.2301, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1862, loss/aux0: 2.1862 2020-10-18 15:39:21,467 - mmaction - INFO - Epoch [24][320/396] lr: 2.941e-01, eta: 1 day, 22:01:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3240, top5_acc: 0.5911, loss_cls: 2.9140, loss: 2.9140, grad_norm: 1.2439, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2074, loss/aux0: 2.2074 2020-10-18 15:39:22,430 - mmaction - INFO - Epoch [24][320/396] lr: 2.941e-01, eta: 1 day, 22:04:59, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3240, top5_acc: 0.5911, loss_cls: 2.9140, loss: 2.9140, grad_norm: 1.2445, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2265, loss/aux0: 2.2265 2020-10-18 15:39:59,037 - mmaction - INFO - Epoch [24][340/396] lr: 2.941e-01, eta: 1 day, 22:01:34, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3081, top5_acc: 0.5880, loss_cls: 2.9555, loss: 2.9555, grad_norm: 1.2157, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2816, loss/aux0: 2.2816 2020-10-18 15:39:59,983 - mmaction - INFO - Epoch [24][340/396] lr: 2.941e-01, eta: 1 day, 22:04:36, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3081, top5_acc: 0.5880, loss_cls: 2.9555, loss: 2.9555, grad_norm: 1.2091, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2830, loss/aux0: 2.2830 2020-10-18 15:40:36,586 - mmaction - INFO - Epoch [24][360/396] lr: 2.941e-01, eta: 1 day, 22:01:12, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6193, loss_cls: 2.8189, loss: 2.8189, grad_norm: 1.2352, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2608, loss/aux0: 2.2608 2020-10-18 15:40:37,521 - mmaction - INFO - Epoch [24][360/396] lr: 2.941e-01, eta: 1 day, 22:04:14, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6193, loss_cls: 2.8189, loss: 2.8189, grad_norm: 1.2290, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2571, loss/aux0: 2.2571 2020-10-18 15:41:14,046 - mmaction - INFO - Epoch [24][380/396] lr: 2.941e-01, eta: 1 day, 22:00:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6076, loss_cls: 2.8368, loss: 2.8368, grad_norm: 1.2407, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2541, loss/aux0: 2.2541 2020-10-18 15:41:15,009 - mmaction - INFO - Epoch [24][380/396] lr: 2.941e-01, eta: 1 day, 22:03:52, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6076, loss_cls: 2.8368, loss: 2.8368, grad_norm: 1.2411, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2514, loss/aux0: 2.2514 2020-10-18 15:41:46,862 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-18 15:43:31,055 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 15:43:31,183 - mmaction - INFO - top1_acc 0.3733 top5_acc 0.6666 2020-10-18 15:43:31,184 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 15:43:31,218 - mmaction - INFO - mean_acc 0.3737 2020-10-18 15:43:31,219 - mmaction - INFO - Now best checkpoint is epoch_24.pth 2020-10-18 15:43:31,233 - mmaction - INFO - Epoch(val) [24][396] top1_acc: 0.3733, top5_acc: 0.6666, mean_class_accuracy: 0.3737 2020-10-18 15:47:18,897 - mmaction - INFO - Epoch [25][20/396] lr: 2.935e-01, eta: 1 day, 21:55:20, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3286, top5_acc: 0.6143, loss_cls: 2.8190, loss: 2.8190, grad_norm: 1.2422, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7270, loss_cls/aux0: 2.2763, loss/aux0: 2.2763 2020-10-18 15:47:19,860 - mmaction - INFO - Epoch [25][20/396] lr: 2.935e-01, eta: 1 day, 21:58:20, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3286, top5_acc: 0.6143, loss_cls: 2.8190, loss: 2.8190, grad_norm: 1.2378, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2691, loss/aux0: 2.2691 2020-10-18 15:47:56,322 - mmaction - INFO - Epoch [25][40/396] lr: 2.935e-01, eta: 1 day, 21:54:58, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6167, loss_cls: 2.8252, loss: 2.8252, grad_norm: 1.2284, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.1849, loss/aux0: 2.1849 2020-10-18 15:47:57,267 - mmaction - INFO - Epoch [25][40/396] lr: 2.935e-01, eta: 1 day, 21:57:58, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6167, loss_cls: 2.8252, loss: 2.8252, grad_norm: 1.2303, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.1945, loss/aux0: 2.1945 2020-10-18 15:48:33,688 - mmaction - INFO - Epoch [25][60/396] lr: 2.935e-01, eta: 1 day, 21:54:35, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3237, top5_acc: 0.6039, loss_cls: 2.8622, loss: 2.8622, grad_norm: 1.2114, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2559, loss/aux0: 2.2559 2020-10-18 15:48:34,654 - mmaction - INFO - Epoch [25][60/396] lr: 2.935e-01, eta: 1 day, 21:57:35, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3237, top5_acc: 0.6039, loss_cls: 2.8622, loss: 2.8622, grad_norm: 1.2139, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2684, loss/aux0: 2.2684 2020-10-18 15:49:11,258 - mmaction - INFO - Epoch [25][80/396] lr: 2.935e-01, eta: 1 day, 21:54:14, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3448, top5_acc: 0.6141, loss_cls: 2.8033, loss: 2.8033, grad_norm: 1.2426, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2058, loss/aux0: 2.2058 2020-10-18 15:49:12,213 - mmaction - INFO - Epoch [25][80/396] lr: 2.935e-01, eta: 1 day, 21:57:14, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3448, top5_acc: 0.6141, loss_cls: 2.8033, loss: 2.8033, grad_norm: 1.2483, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1834, loss/aux0: 2.1834 2020-10-18 15:49:48,747 - mmaction - INFO - Epoch [25][100/396] lr: 2.935e-01, eta: 1 day, 21:53:52, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3406, top5_acc: 0.6089, loss_cls: 2.8386, loss: 2.8386, grad_norm: 1.2110, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2063, loss/aux0: 2.2063 2020-10-18 15:49:49,736 - mmaction - INFO - Epoch [25][100/396] lr: 2.935e-01, eta: 1 day, 21:56:52, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3406, top5_acc: 0.6089, loss_cls: 2.8386, loss: 2.8386, grad_norm: 1.2084, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2188, loss/aux0: 2.2188 2020-10-18 15:50:26,274 - mmaction - INFO - Epoch [25][120/396] lr: 2.935e-01, eta: 1 day, 21:53:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3375, top5_acc: 0.6047, loss_cls: 2.8423, loss: 2.8423, grad_norm: 1.2479, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2314, loss/aux0: 2.2314 2020-10-18 15:50:27,298 - mmaction - INFO - Epoch [25][120/396] lr: 2.935e-01, eta: 1 day, 21:56:30, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3375, top5_acc: 0.6047, loss_cls: 2.8423, loss: 2.8423, grad_norm: 1.2412, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.2180, loss/aux0: 2.2180 2020-10-18 15:51:03,788 - mmaction - INFO - Epoch [25][140/396] lr: 2.935e-01, eta: 1 day, 21:53:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3336, top5_acc: 0.6130, loss_cls: 2.8201, loss: 2.8201, grad_norm: 1.2631, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2005, loss/aux0: 2.2005 2020-10-18 15:51:04,734 - mmaction - INFO - Epoch [25][140/396] lr: 2.935e-01, eta: 1 day, 21:56:08, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3336, top5_acc: 0.6130, loss_cls: 2.8201, loss: 2.8201, grad_norm: 1.2602, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2007, loss/aux0: 2.2007 2020-10-18 15:51:41,439 - mmaction - INFO - Epoch [25][160/396] lr: 2.935e-01, eta: 1 day, 21:52:49, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6039, loss_cls: 2.8353, loss: 2.8353, grad_norm: 1.2459, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2143, loss/aux0: 2.2143 2020-10-18 15:51:42,379 - mmaction - INFO - Epoch [25][160/396] lr: 2.935e-01, eta: 1 day, 21:55:47, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6039, loss_cls: 2.8353, loss: 2.8353, grad_norm: 1.2545, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2308, loss/aux0: 2.2308 2020-10-18 15:52:18,917 - mmaction - INFO - Epoch [25][180/396] lr: 2.935e-01, eta: 1 day, 21:52:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3247, top5_acc: 0.5948, loss_cls: 2.8918, loss: 2.8918, grad_norm: 1.2140, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.2743, loss/aux0: 2.2743 2020-10-18 15:52:19,937 - mmaction - INFO - Epoch [25][180/396] lr: 2.935e-01, eta: 1 day, 21:55:26, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3247, top5_acc: 0.5948, loss_cls: 2.8918, loss: 2.8918, grad_norm: 1.2226, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.2845, loss/aux0: 2.2845 2020-10-18 15:52:56,572 - mmaction - INFO - Epoch [25][200/396] lr: 2.935e-01, eta: 1 day, 21:52:07, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3456, top5_acc: 0.6198, loss_cls: 2.8017, loss: 2.8017, grad_norm: 1.2633, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.2703, loss/aux0: 2.2703 2020-10-18 15:52:57,542 - mmaction - INFO - Epoch [25][200/396] lr: 2.935e-01, eta: 1 day, 21:55:04, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3456, top5_acc: 0.6198, loss_cls: 2.8017, loss: 2.8017, grad_norm: 1.2619, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2395, loss/aux0: 2.2395 2020-10-18 15:53:34,069 - mmaction - INFO - Epoch [25][220/396] lr: 2.935e-01, eta: 1 day, 21:51:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3297, top5_acc: 0.6018, loss_cls: 2.8824, loss: 2.8824, grad_norm: 1.2196, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1928, loss/aux0: 2.1928 2020-10-18 15:53:35,000 - mmaction - INFO - Epoch [25][220/396] lr: 2.935e-01, eta: 1 day, 21:54:42, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3297, top5_acc: 0.6018, loss_cls: 2.8824, loss: 2.8824, grad_norm: 1.2256, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.2013, loss/aux0: 2.2013 2020-10-18 15:54:11,563 - mmaction - INFO - Epoch [25][240/396] lr: 2.935e-01, eta: 1 day, 21:51:23, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3331, top5_acc: 0.6076, loss_cls: 2.8288, loss: 2.8288, grad_norm: 1.2499, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2273, loss/aux0: 2.2273 2020-10-18 15:54:12,533 - mmaction - INFO - Epoch [25][240/396] lr: 2.935e-01, eta: 1 day, 21:54:20, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3331, top5_acc: 0.6076, loss_cls: 2.8288, loss: 2.8288, grad_norm: 1.2466, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2287, loss/aux0: 2.2287 2020-10-18 15:54:49,046 - mmaction - INFO - Epoch [25][260/396] lr: 2.935e-01, eta: 1 day, 21:51:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3263, top5_acc: 0.6039, loss_cls: 2.8657, loss: 2.8657, grad_norm: 1.2243, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2132, loss/aux0: 2.2132 2020-10-18 15:54:49,993 - mmaction - INFO - Epoch [25][260/396] lr: 2.935e-01, eta: 1 day, 21:53:57, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3263, top5_acc: 0.6039, loss_cls: 2.8657, loss: 2.8657, grad_norm: 1.2237, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2081, loss/aux0: 2.2081 2020-10-18 15:55:26,516 - mmaction - INFO - Epoch [25][280/396] lr: 2.935e-01, eta: 1 day, 21:50:38, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3320, top5_acc: 0.6005, loss_cls: 2.8708, loss: 2.8708, grad_norm: 1.2311, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1561, loss/aux0: 2.1561 2020-10-18 15:55:27,467 - mmaction - INFO - Epoch [25][280/396] lr: 2.935e-01, eta: 1 day, 21:53:33, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3320, top5_acc: 0.6005, loss_cls: 2.8708, loss: 2.8708, grad_norm: 1.2300, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1585, loss/aux0: 2.1585 2020-10-18 15:56:04,060 - mmaction - INFO - Epoch [25][300/396] lr: 2.935e-01, eta: 1 day, 21:50:16, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6008, loss_cls: 2.8103, loss: 2.8103, grad_norm: 1.2612, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1721, loss/aux0: 2.1721 2020-10-18 15:56:05,028 - mmaction - INFO - Epoch [25][300/396] lr: 2.935e-01, eta: 1 day, 21:53:11, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6008, loss_cls: 2.8103, loss: 2.8103, grad_norm: 1.2710, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1758, loss/aux0: 2.1758 2020-10-18 15:56:41,585 - mmaction - INFO - Epoch [25][320/396] lr: 2.935e-01, eta: 1 day, 21:49:53, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3289, top5_acc: 0.6091, loss_cls: 2.8677, loss: 2.8677, grad_norm: 1.2032, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1871, loss/aux0: 2.1871 2020-10-18 15:56:42,534 - mmaction - INFO - Epoch [25][320/396] lr: 2.935e-01, eta: 1 day, 21:52:47, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3289, top5_acc: 0.6091, loss_cls: 2.8677, loss: 2.8677, grad_norm: 1.2084, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1775, loss/aux0: 2.1775 2020-10-18 15:57:19,024 - mmaction - INFO - Epoch [25][340/396] lr: 2.935e-01, eta: 1 day, 21:49:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6094, loss_cls: 2.8316, loss: 2.8316, grad_norm: 1.2380, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2244, loss/aux0: 2.2244 2020-10-18 15:57:19,964 - mmaction - INFO - Epoch [25][340/396] lr: 2.935e-01, eta: 1 day, 21:52:24, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6094, loss_cls: 2.8316, loss: 2.8316, grad_norm: 1.2378, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2290, loss/aux0: 2.2290 2020-10-18 15:57:56,470 - mmaction - INFO - Epoch [25][360/396] lr: 2.935e-01, eta: 1 day, 21:49:06, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3206, top5_acc: 0.5932, loss_cls: 2.8872, loss: 2.8872, grad_norm: 1.2270, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.1937, loss/aux0: 2.1937 2020-10-18 15:57:57,471 - mmaction - INFO - Epoch [25][360/396] lr: 2.935e-01, eta: 1 day, 21:52:00, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3206, top5_acc: 0.5932, loss_cls: 2.8872, loss: 2.8872, grad_norm: 1.2348, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1965, loss/aux0: 2.1965 2020-10-18 15:58:33,898 - mmaction - INFO - Epoch [25][380/396] lr: 2.935e-01, eta: 1 day, 21:48:43, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3318, top5_acc: 0.5971, loss_cls: 2.8997, loss: 2.8997, grad_norm: 1.2301, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2037, loss/aux0: 2.2037 2020-10-18 15:58:34,868 - mmaction - INFO - Epoch [25][380/396] lr: 2.935e-01, eta: 1 day, 21:51:36, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3318, top5_acc: 0.5971, loss_cls: 2.8997, loss: 2.8997, grad_norm: 1.2293, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2018, loss/aux0: 2.2018 2020-10-18 16:03:19,303 - mmaction - INFO - Epoch [26][20/396] lr: 2.930e-01, eta: 1 day, 21:43:24, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3349, top5_acc: 0.6112, loss_cls: 2.8304, loss: 2.8304, grad_norm: 1.2554, top1_acc/aux0: 0.4811, top5_acc/aux0: 0.7382, loss_cls/aux0: 2.1871, loss/aux0: 2.1871 2020-10-18 16:03:20,262 - mmaction - INFO - Epoch [26][20/396] lr: 2.930e-01, eta: 1 day, 21:46:16, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.3349, top5_acc: 0.6112, loss_cls: 2.8304, loss: 2.8304, grad_norm: 1.2511, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1943, loss/aux0: 2.1943 2020-10-18 16:03:56,636 - mmaction - INFO - Epoch [26][40/396] lr: 2.930e-01, eta: 1 day, 21:43:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3336, top5_acc: 0.6068, loss_cls: 2.8621, loss: 2.8621, grad_norm: 1.2155, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2390, loss/aux0: 2.2390 2020-10-18 16:03:57,592 - mmaction - INFO - Epoch [26][40/396] lr: 2.930e-01, eta: 1 day, 21:45:53, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3336, top5_acc: 0.6068, loss_cls: 2.8621, loss: 2.8621, grad_norm: 1.2224, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2385, loss/aux0: 2.2385 2020-10-18 16:04:34,152 - mmaction - INFO - Epoch [26][60/396] lr: 2.930e-01, eta: 1 day, 21:42:39, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3427, top5_acc: 0.6034, loss_cls: 2.8062, loss: 2.8062, grad_norm: 1.2602, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1852, loss/aux0: 2.1852 2020-10-18 16:04:35,107 - mmaction - INFO - Epoch [26][60/396] lr: 2.930e-01, eta: 1 day, 21:45:31, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3427, top5_acc: 0.6034, loss_cls: 2.8062, loss: 2.8062, grad_norm: 1.2553, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1831, loss/aux0: 2.1831 2020-10-18 16:05:11,677 - mmaction - INFO - Epoch [26][80/396] lr: 2.930e-01, eta: 1 day, 21:42:17, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3352, top5_acc: 0.6099, loss_cls: 2.8502, loss: 2.8502, grad_norm: 1.2518, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2327, loss/aux0: 2.2327 2020-10-18 16:05:12,609 - mmaction - INFO - Epoch [26][80/396] lr: 2.930e-01, eta: 1 day, 21:45:09, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3352, top5_acc: 0.6099, loss_cls: 2.8502, loss: 2.8502, grad_norm: 1.2502, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2246, loss/aux0: 2.2246 2020-10-18 16:05:49,185 - mmaction - INFO - Epoch [26][100/396] lr: 2.930e-01, eta: 1 day, 21:41:54, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3286, top5_acc: 0.6133, loss_cls: 2.8577, loss: 2.8577, grad_norm: 1.2362, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1694, loss/aux0: 2.1694 2020-10-18 16:05:50,166 - mmaction - INFO - Epoch [26][100/396] lr: 2.930e-01, eta: 1 day, 21:44:46, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.3286, top5_acc: 0.6133, loss_cls: 2.8577, loss: 2.8577, grad_norm: 1.2352, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.1877, loss/aux0: 2.1877 2020-10-18 16:06:26,798 - mmaction - INFO - Epoch [26][120/396] lr: 2.930e-01, eta: 1 day, 21:41:32, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3307, top5_acc: 0.6057, loss_cls: 2.8402, loss: 2.8402, grad_norm: 1.2457, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2132, loss/aux0: 2.2132 2020-10-18 16:06:27,792 - mmaction - INFO - Epoch [26][120/396] lr: 2.930e-01, eta: 1 day, 21:44:24, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3307, top5_acc: 0.6057, loss_cls: 2.8402, loss: 2.8402, grad_norm: 1.2494, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.1976, loss/aux0: 2.1976 2020-10-18 16:07:04,409 - mmaction - INFO - Epoch [26][140/396] lr: 2.930e-01, eta: 1 day, 21:41:10, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3352, top5_acc: 0.6120, loss_cls: 2.8478, loss: 2.8478, grad_norm: 1.2142, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1487, loss/aux0: 2.1487 2020-10-18 16:07:05,373 - mmaction - INFO - Epoch [26][140/396] lr: 2.930e-01, eta: 1 day, 21:44:01, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3352, top5_acc: 0.6120, loss_cls: 2.8478, loss: 2.8478, grad_norm: 1.2142, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1460, loss/aux0: 2.1460 2020-10-18 16:07:41,859 - mmaction - INFO - Epoch [26][160/396] lr: 2.930e-01, eta: 1 day, 21:40:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6138, loss_cls: 2.8243, loss: 2.8243, grad_norm: 1.2768, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1688, loss/aux0: 2.1688 2020-10-18 16:07:42,809 - mmaction - INFO - Epoch [26][160/396] lr: 2.930e-01, eta: 1 day, 21:43:38, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6138, loss_cls: 2.8243, loss: 2.8243, grad_norm: 1.2839, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1594, loss/aux0: 2.1594 2020-10-18 16:08:19,340 - mmaction - INFO - Epoch [26][180/396] lr: 2.930e-01, eta: 1 day, 21:40:25, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3313, top5_acc: 0.5992, loss_cls: 2.8453, loss: 2.8453, grad_norm: 1.2430, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2496, loss/aux0: 2.2496 2020-10-18 16:08:20,305 - mmaction - INFO - Epoch [26][180/396] lr: 2.930e-01, eta: 1 day, 21:43:15, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3313, top5_acc: 0.5992, loss_cls: 2.8453, loss: 2.8453, grad_norm: 1.2436, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2602, loss/aux0: 2.2602 2020-10-18 16:08:56,926 - mmaction - INFO - Epoch [26][200/396] lr: 2.930e-01, eta: 1 day, 21:40:03, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3339, top5_acc: 0.6052, loss_cls: 2.8360, loss: 2.8360, grad_norm: 1.2449, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1831, loss/aux0: 2.1831 2020-10-18 16:08:57,896 - mmaction - INFO - Epoch [26][200/396] lr: 2.930e-01, eta: 1 day, 21:42:54, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3339, top5_acc: 0.6052, loss_cls: 2.8360, loss: 2.8360, grad_norm: 1.2494, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.2012, loss/aux0: 2.2012 2020-10-18 16:09:34,523 - mmaction - INFO - Epoch [26][220/396] lr: 2.930e-01, eta: 1 day, 21:39:42, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3292, top5_acc: 0.6023, loss_cls: 2.8445, loss: 2.8445, grad_norm: 1.2499, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2024, loss/aux0: 2.2024 2020-10-18 16:09:35,500 - mmaction - INFO - Epoch [26][220/396] lr: 2.930e-01, eta: 1 day, 21:42:32, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.3292, top5_acc: 0.6023, loss_cls: 2.8445, loss: 2.8445, grad_norm: 1.2466, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1719, loss/aux0: 2.1719 2020-10-18 16:10:12,160 - mmaction - INFO - Epoch [26][240/396] lr: 2.930e-01, eta: 1 day, 21:39:22, time: 0.946, data_time: 0.000, memory: 8462, top1_acc: 0.3406, top5_acc: 0.6138, loss_cls: 2.8262, loss: 2.8262, grad_norm: 1.2600, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2324, loss/aux0: 2.2324 2020-10-18 16:10:13,111 - mmaction - INFO - Epoch [26][240/396] lr: 2.930e-01, eta: 1 day, 21:42:12, time: 0.946, data_time: 0.001, memory: 8462, top1_acc: 0.3406, top5_acc: 0.6138, loss_cls: 2.8262, loss: 2.8262, grad_norm: 1.2573, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2542, loss/aux0: 2.2542 2020-10-18 16:10:49,629 - mmaction - INFO - Epoch [26][260/396] lr: 2.930e-01, eta: 1 day, 21:39:00, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3396, top5_acc: 0.6076, loss_cls: 2.8143, loss: 2.8143, grad_norm: 1.2242, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2365, loss/aux0: 2.2365 2020-10-18 16:10:50,578 - mmaction - INFO - Epoch [26][260/396] lr: 2.930e-01, eta: 1 day, 21:41:47, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3396, top5_acc: 0.6076, loss_cls: 2.8143, loss: 2.8143, grad_norm: 1.2244, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2277, loss/aux0: 2.2277 2020-10-18 16:11:27,122 - mmaction - INFO - Epoch [26][280/396] lr: 2.930e-01, eta: 1 day, 21:38:36, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3221, top5_acc: 0.5880, loss_cls: 2.9202, loss: 2.9202, grad_norm: 1.2322, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1963, loss/aux0: 2.1963 2020-10-18 16:11:28,147 - mmaction - INFO - Epoch [26][280/396] lr: 2.930e-01, eta: 1 day, 21:41:24, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3221, top5_acc: 0.5880, loss_cls: 2.9202, loss: 2.9202, grad_norm: 1.2333, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1908, loss/aux0: 2.1908 2020-10-18 16:12:04,659 - mmaction - INFO - Epoch [26][300/396] lr: 2.930e-01, eta: 1 day, 21:38:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3443, top5_acc: 0.6148, loss_cls: 2.8259, loss: 2.8259, grad_norm: 1.2707, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1335, loss/aux0: 2.1335 2020-10-18 16:12:05,617 - mmaction - INFO - Epoch [26][300/396] lr: 2.930e-01, eta: 1 day, 21:41:00, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3443, top5_acc: 0.6148, loss_cls: 2.8259, loss: 2.8259, grad_norm: 1.2674, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1386, loss/aux0: 2.1386 2020-10-18 16:12:42,118 - mmaction - INFO - Epoch [26][320/396] lr: 2.930e-01, eta: 1 day, 21:37:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3388, top5_acc: 0.6156, loss_cls: 2.8060, loss: 2.8060, grad_norm: 1.2496, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.1930, loss/aux0: 2.1930 2020-10-18 16:12:43,046 - mmaction - INFO - Epoch [26][320/396] lr: 2.930e-01, eta: 1 day, 21:40:35, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3388, top5_acc: 0.6156, loss_cls: 2.8060, loss: 2.8060, grad_norm: 1.2507, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.1877, loss/aux0: 2.1877 2020-10-18 16:13:19,718 - mmaction - INFO - Epoch [26][340/396] lr: 2.930e-01, eta: 1 day, 21:37:26, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6094, loss_cls: 2.8315, loss: 2.8315, grad_norm: 1.2584, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1748, loss/aux0: 2.1748 2020-10-18 16:13:20,679 - mmaction - INFO - Epoch [26][340/396] lr: 2.930e-01, eta: 1 day, 21:40:13, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6094, loss_cls: 2.8315, loss: 2.8315, grad_norm: 1.2578, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1839, loss/aux0: 2.1839 2020-10-18 16:13:57,155 - mmaction - INFO - Epoch [26][360/396] lr: 2.930e-01, eta: 1 day, 21:37:03, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3398, top5_acc: 0.6164, loss_cls: 2.8008, loss: 2.8008, grad_norm: 1.2436, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2165, loss/aux0: 2.2165 2020-10-18 16:13:58,111 - mmaction - INFO - Epoch [26][360/396] lr: 2.930e-01, eta: 1 day, 21:39:49, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3398, top5_acc: 0.6164, loss_cls: 2.8008, loss: 2.8008, grad_norm: 1.2436, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2158, loss/aux0: 2.2158 2020-10-18 16:14:34,554 - mmaction - INFO - Epoch [26][380/396] lr: 2.930e-01, eta: 1 day, 21:36:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3492, top5_acc: 0.6174, loss_cls: 2.7959, loss: 2.7959, grad_norm: 1.2390, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1849, loss/aux0: 2.1849 2020-10-18 16:14:35,491 - mmaction - INFO - Epoch [26][380/396] lr: 2.930e-01, eta: 1 day, 21:39:25, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3492, top5_acc: 0.6174, loss_cls: 2.7959, loss: 2.7959, grad_norm: 1.2381, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1782, loss/aux0: 2.1782 2020-10-18 16:18:52,976 - mmaction - INFO - Epoch [27][20/396] lr: 2.924e-01, eta: 1 day, 21:31:31, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3471, top5_acc: 0.6224, loss_cls: 2.7928, loss: 2.7928, grad_norm: 1.2589, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1768, loss/aux0: 2.1768 2020-10-18 16:18:53,936 - mmaction - INFO - Epoch [27][20/396] lr: 2.924e-01, eta: 1 day, 21:34:16, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.3471, top5_acc: 0.6224, loss_cls: 2.7928, loss: 2.7928, grad_norm: 1.2478, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1718, loss/aux0: 2.1718 2020-10-18 16:19:30,402 - mmaction - INFO - Epoch [27][40/396] lr: 2.924e-01, eta: 1 day, 21:31:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3375, top5_acc: 0.6130, loss_cls: 2.8227, loss: 2.8227, grad_norm: 1.2505, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1641, loss/aux0: 2.1641 2020-10-18 16:19:31,351 - mmaction - INFO - Epoch [27][40/396] lr: 2.924e-01, eta: 1 day, 21:33:52, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3375, top5_acc: 0.6130, loss_cls: 2.8227, loss: 2.8227, grad_norm: 1.2495, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1747, loss/aux0: 2.1747 2020-10-18 16:20:07,909 - mmaction - INFO - Epoch [27][60/396] lr: 2.924e-01, eta: 1 day, 21:30:44, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3367, top5_acc: 0.6242, loss_cls: 2.8085, loss: 2.8085, grad_norm: 1.2788, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1919, loss/aux0: 2.1919 2020-10-18 16:20:08,854 - mmaction - INFO - Epoch [27][60/396] lr: 2.924e-01, eta: 1 day, 21:33:28, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3367, top5_acc: 0.6242, loss_cls: 2.8085, loss: 2.8085, grad_norm: 1.2894, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1853, loss/aux0: 2.1853 2020-10-18 16:20:45,539 - mmaction - INFO - Epoch [27][80/396] lr: 2.924e-01, eta: 1 day, 21:30:21, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3414, top5_acc: 0.6141, loss_cls: 2.8071, loss: 2.8071, grad_norm: 1.2520, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1698, loss/aux0: 2.1698 2020-10-18 16:20:46,500 - mmaction - INFO - Epoch [27][80/396] lr: 2.924e-01, eta: 1 day, 21:33:07, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.3414, top5_acc: 0.6141, loss_cls: 2.8071, loss: 2.8071, grad_norm: 1.2512, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1652, loss/aux0: 2.1652 2020-10-18 16:21:22,957 - mmaction - INFO - Epoch [27][100/396] lr: 2.924e-01, eta: 1 day, 21:29:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3409, top5_acc: 0.6180, loss_cls: 2.7981, loss: 2.7981, grad_norm: 1.2304, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.2264, loss/aux0: 2.2264 2020-10-18 16:21:23,923 - mmaction - INFO - Epoch [27][100/396] lr: 2.924e-01, eta: 1 day, 21:32:43, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3409, top5_acc: 0.6180, loss_cls: 2.7981, loss: 2.7981, grad_norm: 1.2300, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.2302, loss/aux0: 2.2302 2020-10-18 16:22:00,506 - mmaction - INFO - Epoch [27][120/396] lr: 2.924e-01, eta: 1 day, 21:29:37, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3362, top5_acc: 0.6177, loss_cls: 2.7917, loss: 2.7917, grad_norm: 1.2275, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1634, loss/aux0: 2.1634 2020-10-18 16:22:01,460 - mmaction - INFO - Epoch [27][120/396] lr: 2.924e-01, eta: 1 day, 21:32:21, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3362, top5_acc: 0.6177, loss_cls: 2.7917, loss: 2.7917, grad_norm: 1.2325, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1653, loss/aux0: 2.1653 2020-10-18 16:22:38,121 - mmaction - INFO - Epoch [27][140/396] lr: 2.924e-01, eta: 1 day, 21:29:14, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3542, top5_acc: 0.6211, loss_cls: 2.7655, loss: 2.7655, grad_norm: 1.2523, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2409, loss/aux0: 2.2409 2020-10-18 16:22:39,132 - mmaction - INFO - Epoch [27][140/396] lr: 2.924e-01, eta: 1 day, 21:31:59, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.3542, top5_acc: 0.6211, loss_cls: 2.7655, loss: 2.7655, grad_norm: 1.2503, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2410, loss/aux0: 2.2410 2020-10-18 16:23:15,707 - mmaction - INFO - Epoch [27][160/396] lr: 2.924e-01, eta: 1 day, 21:28:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6201, loss_cls: 2.8085, loss: 2.8085, grad_norm: 1.2314, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1221, loss/aux0: 2.1221 2020-10-18 16:23:16,685 - mmaction - INFO - Epoch [27][160/396] lr: 2.924e-01, eta: 1 day, 21:31:35, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6201, loss_cls: 2.8085, loss: 2.8085, grad_norm: 1.2372, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1309, loss/aux0: 2.1309 2020-10-18 16:23:53,379 - mmaction - INFO - Epoch [27][180/396] lr: 2.924e-01, eta: 1 day, 21:28:30, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6107, loss_cls: 2.8454, loss: 2.8454, grad_norm: 1.2275, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1858, loss/aux0: 2.1858 2020-10-18 16:23:54,326 - mmaction - INFO - Epoch [27][180/396] lr: 2.924e-01, eta: 1 day, 21:31:14, time: 0.946, data_time: 0.003, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6107, loss_cls: 2.8454, loss: 2.8454, grad_norm: 1.2304, top1_acc/aux0: 0.4688, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1873, loss/aux0: 2.1873 2020-10-18 16:24:30,948 - mmaction - INFO - Epoch [27][200/396] lr: 2.924e-01, eta: 1 day, 21:28:09, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3432, top5_acc: 0.6052, loss_cls: 2.8153, loss: 2.8153, grad_norm: 1.2625, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1636, loss/aux0: 2.1636 2020-10-18 16:24:31,941 - mmaction - INFO - Epoch [27][200/396] lr: 2.924e-01, eta: 1 day, 21:30:52, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.3432, top5_acc: 0.6052, loss_cls: 2.8153, loss: 2.8153, grad_norm: 1.2661, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1566, loss/aux0: 2.1566 2020-10-18 16:25:08,532 - mmaction - INFO - Epoch [27][220/396] lr: 2.924e-01, eta: 1 day, 21:27:47, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3383, top5_acc: 0.6091, loss_cls: 2.8091, loss: 2.8091, grad_norm: 1.2727, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2030, loss/aux0: 2.2030 2020-10-18 16:25:09,506 - mmaction - INFO - Epoch [27][220/396] lr: 2.924e-01, eta: 1 day, 21:30:29, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3383, top5_acc: 0.6091, loss_cls: 2.8091, loss: 2.8091, grad_norm: 1.2622, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1844, loss/aux0: 2.1844 2020-10-18 16:25:46,051 - mmaction - INFO - Epoch [27][240/396] lr: 2.924e-01, eta: 1 day, 21:27:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3409, top5_acc: 0.6214, loss_cls: 2.7991, loss: 2.7991, grad_norm: 1.2510, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1872, loss/aux0: 2.1872 2020-10-18 16:25:47,005 - mmaction - INFO - Epoch [27][240/396] lr: 2.924e-01, eta: 1 day, 21:30:06, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3409, top5_acc: 0.6214, loss_cls: 2.7991, loss: 2.7991, grad_norm: 1.2477, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2034, loss/aux0: 2.2034 2020-10-18 16:26:23,547 - mmaction - INFO - Epoch [27][260/396] lr: 2.924e-01, eta: 1 day, 21:27:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3422, top5_acc: 0.6130, loss_cls: 2.8199, loss: 2.8199, grad_norm: 1.2497, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2147, loss/aux0: 2.2147 2020-10-18 16:26:24,495 - mmaction - INFO - Epoch [27][260/396] lr: 2.924e-01, eta: 1 day, 21:29:41, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3422, top5_acc: 0.6130, loss_cls: 2.8199, loss: 2.8199, grad_norm: 1.2552, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2062, loss/aux0: 2.2062 2020-10-18 16:27:01,096 - mmaction - INFO - Epoch [27][280/396] lr: 2.924e-01, eta: 1 day, 21:26:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3370, top5_acc: 0.5995, loss_cls: 2.8435, loss: 2.8435, grad_norm: 1.2481, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1575, loss/aux0: 2.1575 2020-10-18 16:27:02,088 - mmaction - INFO - Epoch [27][280/396] lr: 2.924e-01, eta: 1 day, 21:29:18, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3370, top5_acc: 0.5995, loss_cls: 2.8435, loss: 2.8435, grad_norm: 1.2451, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1654, loss/aux0: 2.1654 2020-10-18 16:27:38,597 - mmaction - INFO - Epoch [27][300/396] lr: 2.924e-01, eta: 1 day, 21:26:14, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3544, top5_acc: 0.6062, loss_cls: 2.8052, loss: 2.8052, grad_norm: 1.2574, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1794, loss/aux0: 2.1794 2020-10-18 16:27:39,554 - mmaction - INFO - Epoch [27][300/396] lr: 2.924e-01, eta: 1 day, 21:28:55, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3544, top5_acc: 0.6062, loss_cls: 2.8052, loss: 2.8052, grad_norm: 1.2549, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1760, loss/aux0: 2.1760 2020-10-18 16:28:16,234 - mmaction - INFO - Epoch [27][320/396] lr: 2.924e-01, eta: 1 day, 21:25:51, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3344, top5_acc: 0.6109, loss_cls: 2.8450, loss: 2.8450, grad_norm: 1.2407, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2250, loss/aux0: 2.2250 2020-10-18 16:28:17,212 - mmaction - INFO - Epoch [27][320/396] lr: 2.924e-01, eta: 1 day, 21:28:32, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.3344, top5_acc: 0.6109, loss_cls: 2.8450, loss: 2.8450, grad_norm: 1.2434, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2221, loss/aux0: 2.2221 2020-10-18 16:28:53,719 - mmaction - INFO - Epoch [27][340/396] lr: 2.924e-01, eta: 1 day, 21:25:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3190, top5_acc: 0.5924, loss_cls: 2.9130, loss: 2.9130, grad_norm: 1.2126, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1626, loss/aux0: 2.1626 2020-10-18 16:28:54,664 - mmaction - INFO - Epoch [27][340/396] lr: 2.924e-01, eta: 1 day, 21:28:08, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3190, top5_acc: 0.5924, loss_cls: 2.9130, loss: 2.9130, grad_norm: 1.2071, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1644, loss/aux0: 2.1644 2020-10-18 16:29:31,206 - mmaction - INFO - Epoch [27][360/396] lr: 2.924e-01, eta: 1 day, 21:25:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6177, loss_cls: 2.7716, loss: 2.7716, grad_norm: 1.2505, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1138, loss/aux0: 2.1138 2020-10-18 16:29:32,174 - mmaction - INFO - Epoch [27][360/396] lr: 2.924e-01, eta: 1 day, 21:27:44, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6177, loss_cls: 2.7716, loss: 2.7716, grad_norm: 1.2517, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1091, loss/aux0: 2.1091 2020-10-18 16:30:08,727 - mmaction - INFO - Epoch [27][380/396] lr: 2.924e-01, eta: 1 day, 21:24:42, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3440, top5_acc: 0.6133, loss_cls: 2.7824, loss: 2.7824, grad_norm: 1.2798, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2029, loss/aux0: 2.2029 2020-10-18 16:30:09,683 - mmaction - INFO - Epoch [27][380/396] lr: 2.924e-01, eta: 1 day, 21:27:22, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3440, top5_acc: 0.6133, loss_cls: 2.7824, loss: 2.7824, grad_norm: 1.2829, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2176, loss/aux0: 2.2176 2020-10-18 16:35:06,898 - mmaction - INFO - Epoch [28][20/396] lr: 2.918e-01, eta: 1 day, 21:19:45, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3451, top5_acc: 0.6198, loss_cls: 2.8054, loss: 2.8054, grad_norm: 1.2217, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.2221, loss/aux0: 2.2221 2020-10-18 16:35:07,851 - mmaction - INFO - Epoch [28][20/396] lr: 2.918e-01, eta: 1 day, 21:22:23, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3451, top5_acc: 0.6198, loss_cls: 2.8054, loss: 2.8054, grad_norm: 1.2181, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.2087, loss/aux0: 2.2087 2020-10-18 16:35:44,502 - mmaction - INFO - Epoch [28][40/396] lr: 2.918e-01, eta: 1 day, 21:19:20, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3359, top5_acc: 0.6195, loss_cls: 2.8304, loss: 2.8304, grad_norm: 1.2442, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1140, loss/aux0: 2.1140 2020-10-18 16:35:45,491 - mmaction - INFO - Epoch [28][40/396] lr: 2.918e-01, eta: 1 day, 21:21:59, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3359, top5_acc: 0.6195, loss_cls: 2.8304, loss: 2.8304, grad_norm: 1.2350, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1053, loss/aux0: 2.1053 2020-10-18 16:36:21,949 - mmaction - INFO - Epoch [28][60/396] lr: 2.918e-01, eta: 1 day, 21:18:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3417, top5_acc: 0.6130, loss_cls: 2.8254, loss: 2.8254, grad_norm: 1.2599, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.1946, loss/aux0: 2.1946 2020-10-18 16:36:22,912 - mmaction - INFO - Epoch [28][60/396] lr: 2.918e-01, eta: 1 day, 21:21:35, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3417, top5_acc: 0.6130, loss_cls: 2.8254, loss: 2.8254, grad_norm: 1.2556, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2204, loss/aux0: 2.2204 2020-10-18 16:36:59,432 - mmaction - INFO - Epoch [28][80/396] lr: 2.918e-01, eta: 1 day, 21:18:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3409, top5_acc: 0.6198, loss_cls: 2.7919, loss: 2.7919, grad_norm: 1.2571, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1488, loss/aux0: 2.1488 2020-10-18 16:37:00,386 - mmaction - INFO - Epoch [28][80/396] lr: 2.918e-01, eta: 1 day, 21:21:11, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3409, top5_acc: 0.6198, loss_cls: 2.7919, loss: 2.7919, grad_norm: 1.2579, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1541, loss/aux0: 2.1541 2020-10-18 16:37:36,932 - mmaction - INFO - Epoch [28][100/396] lr: 2.918e-01, eta: 1 day, 21:18:10, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3349, top5_acc: 0.6086, loss_cls: 2.8101, loss: 2.8101, grad_norm: 1.2324, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1644, loss/aux0: 2.1644 2020-10-18 16:37:37,877 - mmaction - INFO - Epoch [28][100/396] lr: 2.918e-01, eta: 1 day, 21:20:48, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3349, top5_acc: 0.6086, loss_cls: 2.8101, loss: 2.8101, grad_norm: 1.2336, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1599, loss/aux0: 2.1599 2020-10-18 16:38:14,514 - mmaction - INFO - Epoch [28][120/396] lr: 2.918e-01, eta: 1 day, 21:17:47, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3370, top5_acc: 0.6057, loss_cls: 2.8074, loss: 2.8074, grad_norm: 1.2629, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2049, loss/aux0: 2.2049 2020-10-18 16:38:15,473 - mmaction - INFO - Epoch [28][120/396] lr: 2.918e-01, eta: 1 day, 21:20:25, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3370, top5_acc: 0.6057, loss_cls: 2.8074, loss: 2.8074, grad_norm: 1.2625, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.1982, loss/aux0: 2.1982 2020-10-18 16:38:52,081 - mmaction - INFO - Epoch [28][140/396] lr: 2.918e-01, eta: 1 day, 21:17:24, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3490, top5_acc: 0.6133, loss_cls: 2.7613, loss: 2.7613, grad_norm: 1.2573, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1186, loss/aux0: 2.1186 2020-10-18 16:38:53,032 - mmaction - INFO - Epoch [28][140/396] lr: 2.918e-01, eta: 1 day, 21:20:01, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3490, top5_acc: 0.6133, loss_cls: 2.7613, loss: 2.7613, grad_norm: 1.2593, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.1046, loss/aux0: 2.1046 2020-10-18 16:39:29,696 - mmaction - INFO - Epoch [28][160/396] lr: 2.918e-01, eta: 1 day, 21:17:02, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3341, top5_acc: 0.6003, loss_cls: 2.8895, loss: 2.8895, grad_norm: 1.2361, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1587, loss/aux0: 2.1587 2020-10-18 16:39:30,687 - mmaction - INFO - Epoch [28][160/396] lr: 2.918e-01, eta: 1 day, 21:19:39, time: 0.945, data_time: 0.003, memory: 8462, top1_acc: 0.3341, top5_acc: 0.6003, loss_cls: 2.8895, loss: 2.8895, grad_norm: 1.2331, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1764, loss/aux0: 2.1764 2020-10-18 16:40:07,361 - mmaction - INFO - Epoch [28][180/396] lr: 2.918e-01, eta: 1 day, 21:16:39, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3466, top5_acc: 0.6167, loss_cls: 2.7670, loss: 2.7670, grad_norm: 1.2558, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1407, loss/aux0: 2.1407 2020-10-18 16:40:08,386 - mmaction - INFO - Epoch [28][180/396] lr: 2.918e-01, eta: 1 day, 21:19:17, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.3466, top5_acc: 0.6167, loss_cls: 2.7670, loss: 2.7670, grad_norm: 1.2559, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1371, loss/aux0: 2.1371 2020-10-18 16:40:44,909 - mmaction - INFO - Epoch [28][200/396] lr: 2.918e-01, eta: 1 day, 21:16:17, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3487, top5_acc: 0.6070, loss_cls: 2.8269, loss: 2.8269, grad_norm: 1.2625, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1413, loss/aux0: 2.1413 2020-10-18 16:40:45,863 - mmaction - INFO - Epoch [28][200/396] lr: 2.918e-01, eta: 1 day, 21:18:52, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3487, top5_acc: 0.6070, loss_cls: 2.8269, loss: 2.8269, grad_norm: 1.2640, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1391, loss/aux0: 2.1391 2020-10-18 16:41:22,477 - mmaction - INFO - Epoch [28][220/396] lr: 2.918e-01, eta: 1 day, 21:15:53, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3365, top5_acc: 0.6094, loss_cls: 2.8525, loss: 2.8525, grad_norm: 1.2627, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.1880, loss/aux0: 2.1880 2020-10-18 16:41:23,432 - mmaction - INFO - Epoch [28][220/396] lr: 2.918e-01, eta: 1 day, 21:18:29, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3365, top5_acc: 0.6094, loss_cls: 2.8525, loss: 2.8525, grad_norm: 1.2656, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.1960, loss/aux0: 2.1960 2020-10-18 16:41:59,978 - mmaction - INFO - Epoch [28][240/396] lr: 2.918e-01, eta: 1 day, 21:15:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3388, top5_acc: 0.6036, loss_cls: 2.8434, loss: 2.8434, grad_norm: 1.2924, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1465, loss/aux0: 2.1465 2020-10-18 16:42:00,952 - mmaction - INFO - Epoch [28][240/396] lr: 2.918e-01, eta: 1 day, 21:18:05, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3388, top5_acc: 0.6036, loss_cls: 2.8434, loss: 2.8434, grad_norm: 1.2945, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1318, loss/aux0: 2.1318 2020-10-18 16:42:37,485 - mmaction - INFO - Epoch [28][260/396] lr: 2.918e-01, eta: 1 day, 21:15:06, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3419, top5_acc: 0.6112, loss_cls: 2.8355, loss: 2.8355, grad_norm: 1.2519, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1351, loss/aux0: 2.1351 2020-10-18 16:42:38,451 - mmaction - INFO - Epoch [28][260/396] lr: 2.918e-01, eta: 1 day, 21:17:42, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3419, top5_acc: 0.6112, loss_cls: 2.8355, loss: 2.8355, grad_norm: 1.2511, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1338, loss/aux0: 2.1338 2020-10-18 16:43:15,054 - mmaction - INFO - Epoch [28][280/396] lr: 2.918e-01, eta: 1 day, 21:14:44, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3495, top5_acc: 0.6130, loss_cls: 2.7672, loss: 2.7672, grad_norm: 1.2652, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1280, loss/aux0: 2.1280 2020-10-18 16:43:15,999 - mmaction - INFO - Epoch [28][280/396] lr: 2.918e-01, eta: 1 day, 21:17:19, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3495, top5_acc: 0.6130, loss_cls: 2.7672, loss: 2.7672, grad_norm: 1.2680, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1457, loss/aux0: 2.1457 2020-10-18 16:43:52,515 - mmaction - INFO - Epoch [28][300/396] lr: 2.918e-01, eta: 1 day, 21:14:20, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3424, top5_acc: 0.6068, loss_cls: 2.8217, loss: 2.8217, grad_norm: 1.2801, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1793, loss/aux0: 2.1793 2020-10-18 16:43:53,478 - mmaction - INFO - Epoch [28][300/396] lr: 2.918e-01, eta: 1 day, 21:16:54, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3424, top5_acc: 0.6068, loss_cls: 2.8217, loss: 2.8217, grad_norm: 1.2776, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.1709, loss/aux0: 2.1709 2020-10-18 16:44:30,106 - mmaction - INFO - Epoch [28][320/396] lr: 2.918e-01, eta: 1 day, 21:13:56, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3292, top5_acc: 0.6122, loss_cls: 2.8699, loss: 2.8699, grad_norm: 1.2634, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1442, loss/aux0: 2.1442 2020-10-18 16:44:31,051 - mmaction - INFO - Epoch [28][320/396] lr: 2.918e-01, eta: 1 day, 21:16:31, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3292, top5_acc: 0.6122, loss_cls: 2.8699, loss: 2.8699, grad_norm: 1.2655, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1317, loss/aux0: 2.1317 2020-10-18 16:45:07,553 - mmaction - INFO - Epoch [28][340/396] lr: 2.918e-01, eta: 1 day, 21:13:33, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3419, top5_acc: 0.6224, loss_cls: 2.7597, loss: 2.7597, grad_norm: 1.2266, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1584, loss/aux0: 2.1584 2020-10-18 16:45:08,508 - mmaction - INFO - Epoch [28][340/396] lr: 2.918e-01, eta: 1 day, 21:16:06, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3419, top5_acc: 0.6224, loss_cls: 2.7597, loss: 2.7597, grad_norm: 1.2295, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1696, loss/aux0: 2.1696 2020-10-18 16:45:44,961 - mmaction - INFO - Epoch [28][360/396] lr: 2.918e-01, eta: 1 day, 21:13:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3549, top5_acc: 0.6187, loss_cls: 2.8024, loss: 2.8024, grad_norm: 1.2306, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1569, loss/aux0: 2.1569 2020-10-18 16:45:45,922 - mmaction - INFO - Epoch [28][360/396] lr: 2.918e-01, eta: 1 day, 21:15:41, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3549, top5_acc: 0.6187, loss_cls: 2.8024, loss: 2.8024, grad_norm: 1.2362, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1611, loss/aux0: 2.1611 2020-10-18 16:46:22,580 - mmaction - INFO - Epoch [28][380/396] lr: 2.918e-01, eta: 1 day, 21:12:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3474, top5_acc: 0.6128, loss_cls: 2.8096, loss: 2.8096, grad_norm: 1.2669, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1634, loss/aux0: 2.1634 2020-10-18 16:46:23,536 - mmaction - INFO - Epoch [28][380/396] lr: 2.918e-01, eta: 1 day, 21:15:16, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3474, top5_acc: 0.6128, loss_cls: 2.8096, loss: 2.8096, grad_norm: 1.2657, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1486, loss/aux0: 2.1486 2020-10-18 16:50:46,470 - mmaction - INFO - Epoch [29][20/396] lr: 2.912e-01, eta: 1 day, 21:07:55, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3339, top5_acc: 0.6141, loss_cls: 2.8058, loss: 2.8058, grad_norm: 1.2639, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1486, loss/aux0: 2.1486 2020-10-18 16:50:47,438 - mmaction - INFO - Epoch [29][20/396] lr: 2.912e-01, eta: 1 day, 21:10:27, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3339, top5_acc: 0.6141, loss_cls: 2.8058, loss: 2.8058, grad_norm: 1.2624, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1380, loss/aux0: 2.1380 2020-10-18 16:51:23,847 - mmaction - INFO - Epoch [29][40/396] lr: 2.912e-01, eta: 1 day, 21:07:31, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3380, top5_acc: 0.6005, loss_cls: 2.8367, loss: 2.8367, grad_norm: 1.2721, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2328, loss/aux0: 2.2328 2020-10-18 16:51:24,799 - mmaction - INFO - Epoch [29][40/396] lr: 2.912e-01, eta: 1 day, 21:10:03, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3380, top5_acc: 0.6005, loss_cls: 2.8367, loss: 2.8367, grad_norm: 1.2709, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2466, loss/aux0: 2.2466 2020-10-18 16:52:01,249 - mmaction - INFO - Epoch [29][60/396] lr: 2.912e-01, eta: 1 day, 21:07:06, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3497, top5_acc: 0.6216, loss_cls: 2.7684, loss: 2.7684, grad_norm: 1.2544, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1948, loss/aux0: 2.1948 2020-10-18 16:52:02,202 - mmaction - INFO - Epoch [29][60/396] lr: 2.912e-01, eta: 1 day, 21:09:38, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3497, top5_acc: 0.6216, loss_cls: 2.7684, loss: 2.7684, grad_norm: 1.2585, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1949, loss/aux0: 2.1949 2020-10-18 16:52:38,728 - mmaction - INFO - Epoch [29][80/396] lr: 2.912e-01, eta: 1 day, 21:06:42, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3432, top5_acc: 0.6096, loss_cls: 2.8304, loss: 2.8304, grad_norm: 1.2716, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2075, loss/aux0: 2.2075 2020-10-18 16:52:39,702 - mmaction - INFO - Epoch [29][80/396] lr: 2.912e-01, eta: 1 day, 21:09:13, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3432, top5_acc: 0.6096, loss_cls: 2.8304, loss: 2.8304, grad_norm: 1.2691, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2017, loss/aux0: 2.2017 2020-10-18 16:53:16,255 - mmaction - INFO - Epoch [29][100/396] lr: 2.912e-01, eta: 1 day, 21:06:17, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3362, top5_acc: 0.6203, loss_cls: 2.7986, loss: 2.7986, grad_norm: 1.2527, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1519, loss/aux0: 2.1519 2020-10-18 16:53:17,214 - mmaction - INFO - Epoch [29][100/396] lr: 2.912e-01, eta: 1 day, 21:08:48, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3362, top5_acc: 0.6203, loss_cls: 2.7986, loss: 2.7986, grad_norm: 1.2524, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1508, loss/aux0: 2.1508 2020-10-18 16:53:53,748 - mmaction - INFO - Epoch [29][120/396] lr: 2.912e-01, eta: 1 day, 21:05:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3492, top5_acc: 0.6221, loss_cls: 2.7972, loss: 2.7972, grad_norm: 1.2844, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1521, loss/aux0: 2.1521 2020-10-18 16:53:54,703 - mmaction - INFO - Epoch [29][120/396] lr: 2.912e-01, eta: 1 day, 21:08:24, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3492, top5_acc: 0.6221, loss_cls: 2.7972, loss: 2.7972, grad_norm: 1.2802, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1798, loss/aux0: 2.1798 2020-10-18 16:54:31,213 - mmaction - INFO - Epoch [29][140/396] lr: 2.912e-01, eta: 1 day, 21:05:30, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3544, top5_acc: 0.6289, loss_cls: 2.7202, loss: 2.7202, grad_norm: 1.2349, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2327, loss/aux0: 2.2327 2020-10-18 16:54:32,169 - mmaction - INFO - Epoch [29][140/396] lr: 2.912e-01, eta: 1 day, 21:08:00, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3544, top5_acc: 0.6289, loss_cls: 2.7202, loss: 2.7202, grad_norm: 1.2478, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2226, loss/aux0: 2.2226 2020-10-18 16:55:08,682 - mmaction - INFO - Epoch [29][160/396] lr: 2.912e-01, eta: 1 day, 21:05:06, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3430, top5_acc: 0.6221, loss_cls: 2.8105, loss: 2.8105, grad_norm: 1.2473, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2160, loss/aux0: 2.2160 2020-10-18 16:55:09,628 - mmaction - INFO - Epoch [29][160/396] lr: 2.912e-01, eta: 1 day, 21:07:36, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3430, top5_acc: 0.6221, loss_cls: 2.8105, loss: 2.8105, grad_norm: 1.2409, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2013, loss/aux0: 2.2013 2020-10-18 16:55:46,214 - mmaction - INFO - Epoch [29][180/396] lr: 2.912e-01, eta: 1 day, 21:04:41, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3440, top5_acc: 0.6013, loss_cls: 2.8124, loss: 2.8124, grad_norm: 1.2584, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1066, loss/aux0: 2.1066 2020-10-18 16:55:47,228 - mmaction - INFO - Epoch [29][180/396] lr: 2.912e-01, eta: 1 day, 21:07:11, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3440, top5_acc: 0.6013, loss_cls: 2.8124, loss: 2.8124, grad_norm: 1.2548, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1079, loss/aux0: 2.1079 2020-10-18 16:56:23,687 - mmaction - INFO - Epoch [29][200/396] lr: 2.912e-01, eta: 1 day, 21:04:17, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3440, top5_acc: 0.6208, loss_cls: 2.8001, loss: 2.8001, grad_norm: 1.2584, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.1911, loss/aux0: 2.1911 2020-10-18 16:56:24,649 - mmaction - INFO - Epoch [29][200/396] lr: 2.912e-01, eta: 1 day, 21:06:47, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3440, top5_acc: 0.6208, loss_cls: 2.8001, loss: 2.8001, grad_norm: 1.2574, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.1877, loss/aux0: 2.1877 2020-10-18 16:57:01,144 - mmaction - INFO - Epoch [29][220/396] lr: 2.912e-01, eta: 1 day, 21:03:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6169, loss_cls: 2.7987, loss: 2.7987, grad_norm: 1.2232, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1617, loss/aux0: 2.1617 2020-10-18 16:57:02,104 - mmaction - INFO - Epoch [29][220/396] lr: 2.912e-01, eta: 1 day, 21:06:22, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6169, loss_cls: 2.7987, loss: 2.7987, grad_norm: 1.2226, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.1510, loss/aux0: 2.1510 2020-10-18 16:57:38,632 - mmaction - INFO - Epoch [29][240/396] lr: 2.912e-01, eta: 1 day, 21:03:28, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3357, top5_acc: 0.6026, loss_cls: 2.8672, loss: 2.8672, grad_norm: 1.2435, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1007, loss/aux0: 2.1007 2020-10-18 16:57:39,594 - mmaction - INFO - Epoch [29][240/396] lr: 2.912e-01, eta: 1 day, 21:05:57, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3357, top5_acc: 0.6026, loss_cls: 2.8672, loss: 2.8672, grad_norm: 1.2459, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1159, loss/aux0: 2.1159 2020-10-18 16:58:16,199 - mmaction - INFO - Epoch [29][260/396] lr: 2.912e-01, eta: 1 day, 21:03:03, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3195, top5_acc: 0.5937, loss_cls: 2.8933, loss: 2.8933, grad_norm: 1.2525, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0916, loss/aux0: 2.0916 2020-10-18 16:58:17,143 - mmaction - INFO - Epoch [29][260/396] lr: 2.912e-01, eta: 1 day, 21:05:32, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3195, top5_acc: 0.5937, loss_cls: 2.8933, loss: 2.8933, grad_norm: 1.2544, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0878, loss/aux0: 2.0878 2020-10-18 16:58:53,667 - mmaction - INFO - Epoch [29][280/396] lr: 2.912e-01, eta: 1 day, 21:02:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3557, top5_acc: 0.6318, loss_cls: 2.7376, loss: 2.7376, grad_norm: 1.2700, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1858, loss/aux0: 2.1858 2020-10-18 16:58:54,683 - mmaction - INFO - Epoch [29][280/396] lr: 2.912e-01, eta: 1 day, 21:05:08, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3557, top5_acc: 0.6318, loss_cls: 2.7376, loss: 2.7376, grad_norm: 1.2675, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1923, loss/aux0: 2.1923 2020-10-18 16:59:31,232 - mmaction - INFO - Epoch [29][300/396] lr: 2.912e-01, eta: 1 day, 21:02:15, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3424, top5_acc: 0.6255, loss_cls: 2.7967, loss: 2.7967, grad_norm: 1.2779, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.2028, loss/aux0: 2.2028 2020-10-18 16:59:32,197 - mmaction - INFO - Epoch [29][300/396] lr: 2.912e-01, eta: 1 day, 21:04:43, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3424, top5_acc: 0.6255, loss_cls: 2.7967, loss: 2.7967, grad_norm: 1.2834, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.2052, loss/aux0: 2.2052 2020-10-18 17:00:08,798 - mmaction - INFO - Epoch [29][320/396] lr: 2.912e-01, eta: 1 day, 21:01:51, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6138, loss_cls: 2.8150, loss: 2.8150, grad_norm: 1.2392, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1621, loss/aux0: 2.1621 2020-10-18 17:00:09,788 - mmaction - INFO - Epoch [29][320/396] lr: 2.912e-01, eta: 1 day, 21:04:20, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6138, loss_cls: 2.8150, loss: 2.8150, grad_norm: 1.2434, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1600, loss/aux0: 2.1600 2020-10-18 17:00:46,313 - mmaction - INFO - Epoch [29][340/396] lr: 2.912e-01, eta: 1 day, 21:01:27, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3471, top5_acc: 0.6206, loss_cls: 2.7791, loss: 2.7791, grad_norm: 1.2483, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1998, loss/aux0: 2.1998 2020-10-18 17:00:47,281 - mmaction - INFO - Epoch [29][340/396] lr: 2.912e-01, eta: 1 day, 21:03:55, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3471, top5_acc: 0.6206, loss_cls: 2.7791, loss: 2.7791, grad_norm: 1.2524, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.2011, loss/aux0: 2.2011 2020-10-18 17:01:23,814 - mmaction - INFO - Epoch [29][360/396] lr: 2.912e-01, eta: 1 day, 21:01:03, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3516, top5_acc: 0.6302, loss_cls: 2.7601, loss: 2.7601, grad_norm: 1.2051, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1701, loss/aux0: 2.1701 2020-10-18 17:01:24,757 - mmaction - INFO - Epoch [29][360/396] lr: 2.912e-01, eta: 1 day, 21:03:31, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3516, top5_acc: 0.6302, loss_cls: 2.7601, loss: 2.7601, grad_norm: 1.2052, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1682, loss/aux0: 2.1682 2020-10-18 17:02:01,354 - mmaction - INFO - Epoch [29][380/396] lr: 2.912e-01, eta: 1 day, 21:00:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6161, loss_cls: 2.8406, loss: 2.8406, grad_norm: 1.2644, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1328, loss/aux0: 2.1328 2020-10-18 17:02:02,331 - mmaction - INFO - Epoch [29][380/396] lr: 2.912e-01, eta: 1 day, 21:03:06, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6161, loss_cls: 2.8406, loss: 2.8406, grad_norm: 1.2654, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1350, loss/aux0: 2.1350 2020-10-18 17:06:26,031 - mmaction - INFO - Epoch [30][20/396] lr: 2.906e-01, eta: 1 day, 20:55:59, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3414, top5_acc: 0.6133, loss_cls: 2.7966, loss: 2.7966, grad_norm: 1.2710, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.1790, loss/aux0: 2.1790 2020-10-18 17:06:26,990 - mmaction - INFO - Epoch [30][20/396] lr: 2.906e-01, eta: 1 day, 20:58:25, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3414, top5_acc: 0.6133, loss_cls: 2.7966, loss: 2.7966, grad_norm: 1.2613, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1624, loss/aux0: 2.1624 2020-10-18 17:07:03,558 - mmaction - INFO - Epoch [30][40/396] lr: 2.906e-01, eta: 1 day, 20:55:34, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3424, top5_acc: 0.6187, loss_cls: 2.7671, loss: 2.7671, grad_norm: 1.2930, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0894, loss/aux0: 2.0894 2020-10-18 17:07:04,510 - mmaction - INFO - Epoch [30][40/396] lr: 2.906e-01, eta: 1 day, 20:58:00, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3424, top5_acc: 0.6187, loss_cls: 2.7671, loss: 2.7671, grad_norm: 1.2871, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0961, loss/aux0: 2.0961 2020-10-18 17:07:41,040 - mmaction - INFO - Epoch [30][60/396] lr: 2.906e-01, eta: 1 day, 20:55:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6174, loss_cls: 2.8309, loss: 2.8309, grad_norm: 1.2392, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2024, loss/aux0: 2.2024 2020-10-18 17:07:42,003 - mmaction - INFO - Epoch [30][60/396] lr: 2.906e-01, eta: 1 day, 20:57:36, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6174, loss_cls: 2.8309, loss: 2.8309, grad_norm: 1.2296, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2002, loss/aux0: 2.2002 2020-10-18 17:08:18,600 - mmaction - INFO - Epoch [30][80/396] lr: 2.906e-01, eta: 1 day, 20:54:46, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3464, top5_acc: 0.6182, loss_cls: 2.7701, loss: 2.7701, grad_norm: 1.2875, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1581, loss/aux0: 2.1581 2020-10-18 17:08:19,541 - mmaction - INFO - Epoch [30][80/396] lr: 2.906e-01, eta: 1 day, 20:57:12, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3464, top5_acc: 0.6182, loss_cls: 2.7701, loss: 2.7701, grad_norm: 1.2872, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1685, loss/aux0: 2.1685 2020-10-18 17:08:56,191 - mmaction - INFO - Epoch [30][100/396] lr: 2.906e-01, eta: 1 day, 20:54:22, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3609, top5_acc: 0.6258, loss_cls: 2.7118, loss: 2.7118, grad_norm: 1.2730, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1241, loss/aux0: 2.1241 2020-10-18 17:08:57,130 - mmaction - INFO - Epoch [30][100/396] lr: 2.906e-01, eta: 1 day, 20:56:48, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3609, top5_acc: 0.6258, loss_cls: 2.7118, loss: 2.7118, grad_norm: 1.2759, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1322, loss/aux0: 2.1322 2020-10-18 17:09:33,745 - mmaction - INFO - Epoch [30][120/396] lr: 2.906e-01, eta: 1 day, 20:53:59, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3490, top5_acc: 0.6250, loss_cls: 2.7561, loss: 2.7561, grad_norm: 1.2550, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2128, loss/aux0: 2.2128 2020-10-18 17:09:34,707 - mmaction - INFO - Epoch [30][120/396] lr: 2.906e-01, eta: 1 day, 20:56:24, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3490, top5_acc: 0.6250, loss_cls: 2.7561, loss: 2.7561, grad_norm: 1.2478, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1966, loss/aux0: 2.1966 2020-10-18 17:10:11,310 - mmaction - INFO - Epoch [30][140/396] lr: 2.906e-01, eta: 1 day, 20:53:35, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6122, loss_cls: 2.8055, loss: 2.8055, grad_norm: 1.2434, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0620, loss/aux0: 2.0620 2020-10-18 17:10:12,260 - mmaction - INFO - Epoch [30][140/396] lr: 2.906e-01, eta: 1 day, 20:56:00, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6122, loss_cls: 2.8055, loss: 2.8055, grad_norm: 1.2511, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0783, loss/aux0: 2.0783 2020-10-18 17:10:48,877 - mmaction - INFO - Epoch [30][160/396] lr: 2.906e-01, eta: 1 day, 20:53:11, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3341, top5_acc: 0.6070, loss_cls: 2.8472, loss: 2.8472, grad_norm: 1.2623, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1577, loss/aux0: 2.1577 2020-10-18 17:10:49,824 - mmaction - INFO - Epoch [30][160/396] lr: 2.906e-01, eta: 1 day, 20:55:36, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3341, top5_acc: 0.6070, loss_cls: 2.8472, loss: 2.8472, grad_norm: 1.2657, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1532, loss/aux0: 2.1532 2020-10-18 17:11:26,335 - mmaction - INFO - Epoch [30][180/396] lr: 2.906e-01, eta: 1 day, 20:52:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6211, loss_cls: 2.7792, loss: 2.7792, grad_norm: 1.2266, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2138, loss/aux0: 2.2138 2020-10-18 17:11:27,302 - mmaction - INFO - Epoch [30][180/396] lr: 2.906e-01, eta: 1 day, 20:55:11, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6211, loss_cls: 2.7792, loss: 2.7792, grad_norm: 1.2280, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2033, loss/aux0: 2.2033 2020-10-18 17:12:03,938 - mmaction - INFO - Epoch [30][200/396] lr: 2.906e-01, eta: 1 day, 20:52:22, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3398, top5_acc: 0.6156, loss_cls: 2.8060, loss: 2.8060, grad_norm: 1.2714, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1002, loss/aux0: 2.1002 2020-10-18 17:12:04,890 - mmaction - INFO - Epoch [30][200/396] lr: 2.906e-01, eta: 1 day, 20:54:46, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3398, top5_acc: 0.6156, loss_cls: 2.8060, loss: 2.8060, grad_norm: 1.2640, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1022, loss/aux0: 2.1022 2020-10-18 17:12:41,422 - mmaction - INFO - Epoch [30][220/396] lr: 2.906e-01, eta: 1 day, 20:51:58, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3401, top5_acc: 0.6039, loss_cls: 2.8496, loss: 2.8496, grad_norm: 1.2305, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1408, loss/aux0: 2.1408 2020-10-18 17:12:42,373 - mmaction - INFO - Epoch [30][220/396] lr: 2.906e-01, eta: 1 day, 20:54:21, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3401, top5_acc: 0.6039, loss_cls: 2.8496, loss: 2.8496, grad_norm: 1.2270, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1440, loss/aux0: 2.1440 2020-10-18 17:13:18,952 - mmaction - INFO - Epoch [30][240/396] lr: 2.906e-01, eta: 1 day, 20:51:34, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3414, top5_acc: 0.6143, loss_cls: 2.7925, loss: 2.7925, grad_norm: 1.2719, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1645, loss/aux0: 2.1645 2020-10-18 17:13:19,932 - mmaction - INFO - Epoch [30][240/396] lr: 2.906e-01, eta: 1 day, 20:53:58, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.3414, top5_acc: 0.6143, loss_cls: 2.7925, loss: 2.7925, grad_norm: 1.2780, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1744, loss/aux0: 2.1744 2020-10-18 17:13:56,361 - mmaction - INFO - Epoch [30][260/396] lr: 2.906e-01, eta: 1 day, 20:51:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3464, top5_acc: 0.6146, loss_cls: 2.7896, loss: 2.7896, grad_norm: 1.2744, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1457, loss/aux0: 2.1457 2020-10-18 17:13:57,378 - mmaction - INFO - Epoch [30][260/396] lr: 2.906e-01, eta: 1 day, 20:53:32, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3464, top5_acc: 0.6146, loss_cls: 2.7896, loss: 2.7896, grad_norm: 1.2676, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1404, loss/aux0: 2.1404 2020-10-18 17:14:33,938 - mmaction - INFO - Epoch [30][280/396] lr: 2.906e-01, eta: 1 day, 20:50:44, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3448, top5_acc: 0.6120, loss_cls: 2.8099, loss: 2.8099, grad_norm: 1.2590, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.1060, loss/aux0: 2.1060 2020-10-18 17:14:34,893 - mmaction - INFO - Epoch [30][280/396] lr: 2.906e-01, eta: 1 day, 20:53:08, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3448, top5_acc: 0.6120, loss_cls: 2.8099, loss: 2.8099, grad_norm: 1.2545, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0943, loss/aux0: 2.0943 2020-10-18 17:15:11,416 - mmaction - INFO - Epoch [30][300/396] lr: 2.906e-01, eta: 1 day, 20:50:20, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6143, loss_cls: 2.8282, loss: 2.8282, grad_norm: 1.2782, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1291, loss/aux0: 2.1291 2020-10-18 17:15:12,371 - mmaction - INFO - Epoch [30][300/396] lr: 2.906e-01, eta: 1 day, 20:52:43, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6143, loss_cls: 2.8282, loss: 2.8282, grad_norm: 1.2706, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1231, loss/aux0: 2.1231 2020-10-18 17:15:48,825 - mmaction - INFO - Epoch [30][320/396] lr: 2.906e-01, eta: 1 day, 20:49:55, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6247, loss_cls: 2.7771, loss: 2.7771, grad_norm: 1.2625, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1531, loss/aux0: 2.1531 2020-10-18 17:15:49,781 - mmaction - INFO - Epoch [30][320/396] lr: 2.906e-01, eta: 1 day, 20:52:18, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6247, loss_cls: 2.7771, loss: 2.7771, grad_norm: 1.2677, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1630, loss/aux0: 2.1630 2020-10-18 17:16:26,242 - mmaction - INFO - Epoch [30][340/396] lr: 2.906e-01, eta: 1 day, 20:49:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6234, loss_cls: 2.7951, loss: 2.7951, grad_norm: 1.2508, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1838, loss/aux0: 2.1838 2020-10-18 17:16:27,181 - mmaction - INFO - Epoch [30][340/396] lr: 2.906e-01, eta: 1 day, 20:51:52, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6234, loss_cls: 2.7951, loss: 2.7951, grad_norm: 1.2535, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1871, loss/aux0: 2.1871 2020-10-18 17:17:03,786 - mmaction - INFO - Epoch [30][360/396] lr: 2.906e-01, eta: 1 day, 20:49:05, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3596, top5_acc: 0.6294, loss_cls: 2.7619, loss: 2.7619, grad_norm: 1.2867, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1180, loss/aux0: 2.1180 2020-10-18 17:17:04,715 - mmaction - INFO - Epoch [30][360/396] lr: 2.906e-01, eta: 1 day, 20:51:27, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3596, top5_acc: 0.6294, loss_cls: 2.7619, loss: 2.7619, grad_norm: 1.2905, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1200, loss/aux0: 2.1200 2020-10-18 17:17:41,254 - mmaction - INFO - Epoch [30][380/396] lr: 2.906e-01, eta: 1 day, 20:48:39, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3339, top5_acc: 0.6143, loss_cls: 2.8357, loss: 2.8357, grad_norm: 1.2561, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1446, loss/aux0: 2.1446 2020-10-18 17:17:42,259 - mmaction - INFO - Epoch [30][380/396] lr: 2.906e-01, eta: 1 day, 20:51:01, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3339, top5_acc: 0.6143, loss_cls: 2.8357, loss: 2.8357, grad_norm: 1.2599, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1376, loss/aux0: 2.1376 2020-10-18 17:22:00,945 - mmaction - INFO - Epoch [31][20/396] lr: 2.899e-01, eta: 1 day, 20:44:07, time: 0.927, data_time: 0.000, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6094, loss_cls: 2.7902, loss: 2.7902, grad_norm: 1.2565, top1_acc/aux0: 0.4778, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.1489, loss/aux0: 2.1489 2020-10-18 17:22:01,913 - mmaction - INFO - Epoch [31][20/396] lr: 2.899e-01, eta: 1 day, 20:46:27, time: 0.929, data_time: 0.003, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6094, loss_cls: 2.7902, loss: 2.7902, grad_norm: 1.2590, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1566, loss/aux0: 2.1566 2020-10-18 17:22:38,284 - mmaction - INFO - Epoch [31][40/396] lr: 2.899e-01, eta: 1 day, 20:43:41, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3544, top5_acc: 0.6122, loss_cls: 2.7986, loss: 2.7986, grad_norm: 1.2346, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1665, loss/aux0: 2.1665 2020-10-18 17:22:39,275 - mmaction - INFO - Epoch [31][40/396] lr: 2.899e-01, eta: 1 day, 20:46:01, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3544, top5_acc: 0.6122, loss_cls: 2.7986, loss: 2.7986, grad_norm: 1.2397, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1501, loss/aux0: 2.1501 2020-10-18 17:23:15,755 - mmaction - INFO - Epoch [31][60/396] lr: 2.899e-01, eta: 1 day, 20:43:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3419, top5_acc: 0.6255, loss_cls: 2.7924, loss: 2.7924, grad_norm: 1.2896, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1288, loss/aux0: 2.1288 2020-10-18 17:23:16,725 - mmaction - INFO - Epoch [31][60/396] lr: 2.899e-01, eta: 1 day, 20:45:36, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3419, top5_acc: 0.6255, loss_cls: 2.7924, loss: 2.7924, grad_norm: 1.2923, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1441, loss/aux0: 2.1441 2020-10-18 17:23:53,266 - mmaction - INFO - Epoch [31][80/396] lr: 2.899e-01, eta: 1 day, 20:42:51, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3505, top5_acc: 0.6344, loss_cls: 2.7622, loss: 2.7622, grad_norm: 1.2608, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1630, loss/aux0: 2.1630 2020-10-18 17:23:54,204 - mmaction - INFO - Epoch [31][80/396] lr: 2.899e-01, eta: 1 day, 20:45:11, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3505, top5_acc: 0.6344, loss_cls: 2.7622, loss: 2.7622, grad_norm: 1.2604, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1583, loss/aux0: 2.1583 2020-10-18 17:24:30,646 - mmaction - INFO - Epoch [31][100/396] lr: 2.899e-01, eta: 1 day, 20:42:25, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6354, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.2825, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1125, loss/aux0: 2.1125 2020-10-18 17:24:31,605 - mmaction - INFO - Epoch [31][100/396] lr: 2.899e-01, eta: 1 day, 20:44:45, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6354, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.2838, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1041, loss/aux0: 2.1041 2020-10-18 17:25:08,149 - mmaction - INFO - Epoch [31][120/396] lr: 2.899e-01, eta: 1 day, 20:42:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3503, top5_acc: 0.6193, loss_cls: 2.7801, loss: 2.7801, grad_norm: 1.2863, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.0805, loss/aux0: 2.0805 2020-10-18 17:25:09,160 - mmaction - INFO - Epoch [31][120/396] lr: 2.899e-01, eta: 1 day, 20:44:20, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3503, top5_acc: 0.6193, loss_cls: 2.7801, loss: 2.7801, grad_norm: 1.2860, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.0938, loss/aux0: 2.0938 2020-10-18 17:25:45,715 - mmaction - INFO - Epoch [31][140/396] lr: 2.899e-01, eta: 1 day, 20:41:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3471, top5_acc: 0.6125, loss_cls: 2.8000, loss: 2.8000, grad_norm: 1.2444, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1589, loss/aux0: 2.1589 2020-10-18 17:25:46,666 - mmaction - INFO - Epoch [31][140/396] lr: 2.899e-01, eta: 1 day, 20:43:54, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3471, top5_acc: 0.6125, loss_cls: 2.8000, loss: 2.8000, grad_norm: 1.2486, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1591, loss/aux0: 2.1591 2020-10-18 17:26:23,176 - mmaction - INFO - Epoch [31][160/396] lr: 2.899e-01, eta: 1 day, 20:41:09, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3417, top5_acc: 0.6206, loss_cls: 2.7944, loss: 2.7944, grad_norm: 1.2667, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1409, loss/aux0: 2.1409 2020-10-18 17:26:24,133 - mmaction - INFO - Epoch [31][160/396] lr: 2.899e-01, eta: 1 day, 20:43:28, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3417, top5_acc: 0.6206, loss_cls: 2.7944, loss: 2.7944, grad_norm: 1.2678, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1180, loss/aux0: 2.1180 2020-10-18 17:27:00,658 - mmaction - INFO - Epoch [31][180/396] lr: 2.899e-01, eta: 1 day, 20:40:44, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3440, top5_acc: 0.6185, loss_cls: 2.7968, loss: 2.7968, grad_norm: 1.2513, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1279, loss/aux0: 2.1279 2020-10-18 17:27:01,611 - mmaction - INFO - Epoch [31][180/396] lr: 2.899e-01, eta: 1 day, 20:43:03, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3440, top5_acc: 0.6185, loss_cls: 2.7968, loss: 2.7968, grad_norm: 1.2503, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1407, loss/aux0: 2.1407 2020-10-18 17:27:38,207 - mmaction - INFO - Epoch [31][200/396] lr: 2.899e-01, eta: 1 day, 20:40:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3427, top5_acc: 0.6115, loss_cls: 2.7907, loss: 2.7907, grad_norm: 1.3100, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1539, loss/aux0: 2.1539 2020-10-18 17:27:39,218 - mmaction - INFO - Epoch [31][200/396] lr: 2.899e-01, eta: 1 day, 20:42:37, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3427, top5_acc: 0.6115, loss_cls: 2.7907, loss: 2.7907, grad_norm: 1.3095, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1635, loss/aux0: 2.1635 2020-10-18 17:28:15,738 - mmaction - INFO - Epoch [31][220/396] lr: 2.899e-01, eta: 1 day, 20:39:54, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6320, loss_cls: 2.7242, loss: 2.7242, grad_norm: 1.2474, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1574, loss/aux0: 2.1574 2020-10-18 17:28:16,703 - mmaction - INFO - Epoch [31][220/396] lr: 2.899e-01, eta: 1 day, 20:42:12, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6320, loss_cls: 2.7242, loss: 2.7242, grad_norm: 1.2511, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1484, loss/aux0: 2.1484 2020-10-18 17:28:53,270 - mmaction - INFO - Epoch [31][240/396] lr: 2.899e-01, eta: 1 day, 20:39:29, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3445, top5_acc: 0.6281, loss_cls: 2.7632, loss: 2.7632, grad_norm: 1.2851, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0830, loss/aux0: 2.0830 2020-10-18 17:28:54,272 - mmaction - INFO - Epoch [31][240/396] lr: 2.899e-01, eta: 1 day, 20:41:48, time: 0.945, data_time: 0.003, memory: 8462, top1_acc: 0.3445, top5_acc: 0.6281, loss_cls: 2.7632, loss: 2.7632, grad_norm: 1.2867, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0826, loss/aux0: 2.0826 2020-10-18 17:29:30,798 - mmaction - INFO - Epoch [31][260/396] lr: 2.899e-01, eta: 1 day, 20:39:05, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3484, top5_acc: 0.6172, loss_cls: 2.7903, loss: 2.7903, grad_norm: 1.2732, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0824, loss/aux0: 2.0824 2020-10-18 17:29:31,788 - mmaction - INFO - Epoch [31][260/396] lr: 2.899e-01, eta: 1 day, 20:41:24, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.3484, top5_acc: 0.6172, loss_cls: 2.7903, loss: 2.7903, grad_norm: 1.2722, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0782, loss/aux0: 2.0782 2020-10-18 17:30:08,273 - mmaction - INFO - Epoch [31][280/396] lr: 2.899e-01, eta: 1 day, 20:38:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6076, loss_cls: 2.8349, loss: 2.8349, grad_norm: 1.2245, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2074, loss/aux0: 2.2074 2020-10-18 17:30:09,239 - mmaction - INFO - Epoch [31][280/396] lr: 2.899e-01, eta: 1 day, 20:40:58, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6076, loss_cls: 2.8349, loss: 2.8349, grad_norm: 1.2252, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2081, loss/aux0: 2.2081 2020-10-18 17:30:45,832 - mmaction - INFO - Epoch [31][300/396] lr: 2.899e-01, eta: 1 day, 20:38:15, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6263, loss_cls: 2.7758, loss: 2.7758, grad_norm: 1.2885, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0993, loss/aux0: 2.0993 2020-10-18 17:30:46,821 - mmaction - INFO - Epoch [31][300/396] lr: 2.899e-01, eta: 1 day, 20:40:33, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6263, loss_cls: 2.7758, loss: 2.7758, grad_norm: 1.2922, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1190, loss/aux0: 2.1190 2020-10-18 17:31:23,323 - mmaction - INFO - Epoch [31][320/396] lr: 2.899e-01, eta: 1 day, 20:37:51, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3451, top5_acc: 0.6305, loss_cls: 2.7762, loss: 2.7762, grad_norm: 1.2855, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1432, loss/aux0: 2.1432 2020-10-18 17:31:24,275 - mmaction - INFO - Epoch [31][320/396] lr: 2.899e-01, eta: 1 day, 20:40:07, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3451, top5_acc: 0.6305, loss_cls: 2.7762, loss: 2.7762, grad_norm: 1.2878, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1281, loss/aux0: 2.1281 2020-10-18 17:32:00,869 - mmaction - INFO - Epoch [31][340/396] lr: 2.899e-01, eta: 1 day, 20:37:25, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3383, top5_acc: 0.6151, loss_cls: 2.8374, loss: 2.8374, grad_norm: 1.2792, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1309, loss/aux0: 2.1309 2020-10-18 17:32:01,816 - mmaction - INFO - Epoch [31][340/396] lr: 2.899e-01, eta: 1 day, 20:39:42, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3383, top5_acc: 0.6151, loss_cls: 2.8374, loss: 2.8374, grad_norm: 1.2800, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1315, loss/aux0: 2.1315 2020-10-18 17:32:38,413 - mmaction - INFO - Epoch [31][360/396] lr: 2.899e-01, eta: 1 day, 20:37:00, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3357, top5_acc: 0.6164, loss_cls: 2.8010, loss: 2.8010, grad_norm: 1.2438, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1593, loss/aux0: 2.1593 2020-10-18 17:32:39,349 - mmaction - INFO - Epoch [31][360/396] lr: 2.899e-01, eta: 1 day, 20:39:17, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.3357, top5_acc: 0.6164, loss_cls: 2.8010, loss: 2.8010, grad_norm: 1.2550, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1694, loss/aux0: 2.1694 2020-10-18 17:33:15,828 - mmaction - INFO - Epoch [31][380/396] lr: 2.899e-01, eta: 1 day, 20:36:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3622, top5_acc: 0.6161, loss_cls: 2.7885, loss: 2.7885, grad_norm: 1.2640, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1106, loss/aux0: 2.1106 2020-10-18 17:33:16,829 - mmaction - INFO - Epoch [31][380/396] lr: 2.899e-01, eta: 1 day, 20:38:51, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3622, top5_acc: 0.6161, loss_cls: 2.7885, loss: 2.7885, grad_norm: 1.2593, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.0877, loss/aux0: 2.0877 2020-10-18 17:37:35,254 - mmaction - INFO - Epoch [32][20/396] lr: 2.893e-01, eta: 1 day, 20:32:11, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3445, top5_acc: 0.6242, loss_cls: 2.7828, loss: 2.7828, grad_norm: 1.2830, top1_acc/aux0: 0.4764, top5_acc/aux0: 0.7442, loss_cls/aux0: 2.1600, loss/aux0: 2.1600 2020-10-18 17:37:36,224 - mmaction - INFO - Epoch [32][20/396] lr: 2.893e-01, eta: 1 day, 20:34:26, time: 0.932, data_time: 0.004, memory: 8462, top1_acc: 0.3445, top5_acc: 0.6242, loss_cls: 2.7828, loss: 2.7828, grad_norm: 1.2842, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1652, loss/aux0: 2.1652 2020-10-18 17:38:12,679 - mmaction - INFO - Epoch [32][40/396] lr: 2.893e-01, eta: 1 day, 20:31:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3484, top5_acc: 0.6190, loss_cls: 2.8095, loss: 2.8095, grad_norm: 1.2758, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1611, loss/aux0: 2.1611 2020-10-18 17:38:13,624 - mmaction - INFO - Epoch [32][40/396] lr: 2.893e-01, eta: 1 day, 20:34:00, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3484, top5_acc: 0.6190, loss_cls: 2.8095, loss: 2.8095, grad_norm: 1.2766, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1602, loss/aux0: 2.1602 2020-10-18 17:38:50,086 - mmaction - INFO - Epoch [32][60/396] lr: 2.893e-01, eta: 1 day, 20:31:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3589, top5_acc: 0.6258, loss_cls: 2.7693, loss: 2.7693, grad_norm: 1.2787, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1590, loss/aux0: 2.1590 2020-10-18 17:38:51,090 - mmaction - INFO - Epoch [32][60/396] lr: 2.893e-01, eta: 1 day, 20:33:34, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.3589, top5_acc: 0.6258, loss_cls: 2.7693, loss: 2.7693, grad_norm: 1.2771, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1519, loss/aux0: 2.1519 2020-10-18 17:39:27,613 - mmaction - INFO - Epoch [32][80/396] lr: 2.893e-01, eta: 1 day, 20:30:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3521, top5_acc: 0.6279, loss_cls: 2.7272, loss: 2.7272, grad_norm: 1.2535, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0950, loss/aux0: 2.0950 2020-10-18 17:39:28,591 - mmaction - INFO - Epoch [32][80/396] lr: 2.893e-01, eta: 1 day, 20:33:08, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3521, top5_acc: 0.6279, loss_cls: 2.7272, loss: 2.7272, grad_norm: 1.2561, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0927, loss/aux0: 2.0927 2020-10-18 17:40:05,238 - mmaction - INFO - Epoch [32][100/396] lr: 2.893e-01, eta: 1 day, 20:30:29, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3565, top5_acc: 0.6128, loss_cls: 2.7760, loss: 2.7760, grad_norm: 1.2555, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1359, loss/aux0: 2.1359 2020-10-18 17:40:06,268 - mmaction - INFO - Epoch [32][100/396] lr: 2.893e-01, eta: 1 day, 20:32:45, time: 0.947, data_time: 0.002, memory: 8462, top1_acc: 0.3565, top5_acc: 0.6128, loss_cls: 2.7760, loss: 2.7760, grad_norm: 1.2533, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1281, loss/aux0: 2.1281 2020-10-18 17:40:42,767 - mmaction - INFO - Epoch [32][120/396] lr: 2.893e-01, eta: 1 day, 20:30:04, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3523, top5_acc: 0.6240, loss_cls: 2.7743, loss: 2.7743, grad_norm: 1.2846, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1207, loss/aux0: 2.1207 2020-10-18 17:40:43,773 - mmaction - INFO - Epoch [32][120/396] lr: 2.893e-01, eta: 1 day, 20:32:19, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3523, top5_acc: 0.6240, loss_cls: 2.7743, loss: 2.7743, grad_norm: 1.2852, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1300, loss/aux0: 2.1300 2020-10-18 17:41:20,326 - mmaction - INFO - Epoch [32][140/396] lr: 2.893e-01, eta: 1 day, 20:29:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3557, top5_acc: 0.6214, loss_cls: 2.7650, loss: 2.7650, grad_norm: 1.2662, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0957, loss/aux0: 2.0957 2020-10-18 17:41:21,297 - mmaction - INFO - Epoch [32][140/396] lr: 2.893e-01, eta: 1 day, 20:31:53, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3557, top5_acc: 0.6214, loss_cls: 2.7650, loss: 2.7650, grad_norm: 1.2753, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1057, loss/aux0: 2.1057 2020-10-18 17:41:57,948 - mmaction - INFO - Epoch [32][160/396] lr: 2.893e-01, eta: 1 day, 20:29:14, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3414, top5_acc: 0.6151, loss_cls: 2.7778, loss: 2.7778, grad_norm: 1.2415, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.1955, loss/aux0: 2.1955 2020-10-18 17:41:58,904 - mmaction - INFO - Epoch [32][160/396] lr: 2.893e-01, eta: 1 day, 20:31:28, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3414, top5_acc: 0.6151, loss_cls: 2.7778, loss: 2.7778, grad_norm: 1.2519, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.1971, loss/aux0: 2.1971 2020-10-18 17:42:35,403 - mmaction - INFO - Epoch [32][180/396] lr: 2.893e-01, eta: 1 day, 20:28:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6135, loss_cls: 2.7850, loss: 2.7850, grad_norm: 1.2415, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1277, loss/aux0: 2.1277 2020-10-18 17:42:36,383 - mmaction - INFO - Epoch [32][180/396] lr: 2.893e-01, eta: 1 day, 20:31:02, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6135, loss_cls: 2.7850, loss: 2.7850, grad_norm: 1.2451, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1146, loss/aux0: 2.1146 2020-10-18 17:43:12,988 - mmaction - INFO - Epoch [32][200/396] lr: 2.893e-01, eta: 1 day, 20:28:24, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3396, top5_acc: 0.6266, loss_cls: 2.7900, loss: 2.7900, grad_norm: 1.2849, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1044, loss/aux0: 2.1044 2020-10-18 17:43:13,933 - mmaction - INFO - Epoch [32][200/396] lr: 2.893e-01, eta: 1 day, 20:30:38, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3396, top5_acc: 0.6266, loss_cls: 2.7900, loss: 2.7900, grad_norm: 1.2853, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1036, loss/aux0: 2.1036 2020-10-18 17:43:50,460 - mmaction - INFO - Epoch [32][220/396] lr: 2.893e-01, eta: 1 day, 20:27:58, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3505, top5_acc: 0.6219, loss_cls: 2.7630, loss: 2.7630, grad_norm: 1.2806, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1538, loss/aux0: 2.1538 2020-10-18 17:43:51,414 - mmaction - INFO - Epoch [32][220/396] lr: 2.893e-01, eta: 1 day, 20:30:12, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3505, top5_acc: 0.6219, loss_cls: 2.7630, loss: 2.7630, grad_norm: 1.2751, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1514, loss/aux0: 2.1514 2020-10-18 17:44:27,900 - mmaction - INFO - Epoch [32][240/396] lr: 2.893e-01, eta: 1 day, 20:27:33, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6185, loss_cls: 2.7486, loss: 2.7486, grad_norm: 1.2711, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1090, loss/aux0: 2.1090 2020-10-18 17:44:28,872 - mmaction - INFO - Epoch [32][240/396] lr: 2.893e-01, eta: 1 day, 20:29:46, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6185, loss_cls: 2.7486, loss: 2.7486, grad_norm: 1.2742, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1145, loss/aux0: 2.1145 2020-10-18 17:45:05,395 - mmaction - INFO - Epoch [32][260/396] lr: 2.893e-01, eta: 1 day, 20:27:08, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6357, loss_cls: 2.6901, loss: 2.6901, grad_norm: 1.2606, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1108, loss/aux0: 2.1108 2020-10-18 17:45:06,340 - mmaction - INFO - Epoch [32][260/396] lr: 2.893e-01, eta: 1 day, 20:29:21, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6357, loss_cls: 2.6901, loss: 2.6901, grad_norm: 1.2655, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1215, loss/aux0: 2.1215 2020-10-18 17:45:42,800 - mmaction - INFO - Epoch [32][280/396] lr: 2.893e-01, eta: 1 day, 20:26:42, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3570, top5_acc: 0.6292, loss_cls: 2.7204, loss: 2.7204, grad_norm: 1.2807, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0789, loss/aux0: 2.0789 2020-10-18 17:45:43,758 - mmaction - INFO - Epoch [32][280/396] lr: 2.893e-01, eta: 1 day, 20:28:54, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3570, top5_acc: 0.6292, loss_cls: 2.7204, loss: 2.7204, grad_norm: 1.2801, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0613, loss/aux0: 2.0613 2020-10-18 17:46:20,366 - mmaction - INFO - Epoch [32][300/396] lr: 2.893e-01, eta: 1 day, 20:26:16, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3440, top5_acc: 0.6193, loss_cls: 2.7823, loss: 2.7823, grad_norm: 1.2409, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1852, loss/aux0: 2.1852 2020-10-18 17:46:21,350 - mmaction - INFO - Epoch [32][300/396] lr: 2.893e-01, eta: 1 day, 20:28:29, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3440, top5_acc: 0.6193, loss_cls: 2.7823, loss: 2.7823, grad_norm: 1.2274, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1876, loss/aux0: 2.1876 2020-10-18 17:46:57,880 - mmaction - INFO - Epoch [32][320/396] lr: 2.893e-01, eta: 1 day, 20:25:51, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3539, top5_acc: 0.6365, loss_cls: 2.7195, loss: 2.7195, grad_norm: 1.2788, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1045, loss/aux0: 2.1045 2020-10-18 17:46:58,841 - mmaction - INFO - Epoch [32][320/396] lr: 2.893e-01, eta: 1 day, 20:28:03, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.3539, top5_acc: 0.6365, loss_cls: 2.7195, loss: 2.7195, grad_norm: 1.2757, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1134, loss/aux0: 2.1134 2020-10-18 17:47:35,368 - mmaction - INFO - Epoch [32][340/396] lr: 2.893e-01, eta: 1 day, 20:25:25, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6133, loss_cls: 2.7942, loss: 2.7942, grad_norm: 1.2692, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1286, loss/aux0: 2.1286 2020-10-18 17:47:36,321 - mmaction - INFO - Epoch [32][340/396] lr: 2.893e-01, eta: 1 day, 20:27:37, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3372, top5_acc: 0.6133, loss_cls: 2.7942, loss: 2.7942, grad_norm: 1.2730, top1_acc/aux0: 0.4812, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1361, loss/aux0: 2.1361 2020-10-18 17:48:12,833 - mmaction - INFO - Epoch [32][360/396] lr: 2.893e-01, eta: 1 day, 20:24:59, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6253, loss_cls: 2.7781, loss: 2.7781, grad_norm: 1.2525, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.0991, loss/aux0: 2.0991 2020-10-18 17:48:13,849 - mmaction - INFO - Epoch [32][360/396] lr: 2.893e-01, eta: 1 day, 20:27:11, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6253, loss_cls: 2.7781, loss: 2.7781, grad_norm: 1.2448, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0903, loss/aux0: 2.0903 2020-10-18 17:48:50,461 - mmaction - INFO - Epoch [32][380/396] lr: 2.893e-01, eta: 1 day, 20:24:33, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6135, loss_cls: 2.8213, loss: 2.8213, grad_norm: 1.2848, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.2110, loss/aux0: 2.2110 2020-10-18 17:48:51,438 - mmaction - INFO - Epoch [32][380/396] lr: 2.893e-01, eta: 1 day, 20:26:45, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6135, loss_cls: 2.8213, loss: 2.8213, grad_norm: 1.2873, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2086, loss/aux0: 2.2086 2020-10-18 17:49:22,488 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-18 17:51:05,445 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 17:51:05,562 - mmaction - INFO - top1_acc 0.4436 top5_acc 0.7307 2020-10-18 17:51:05,562 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 17:51:05,598 - mmaction - INFO - mean_acc 0.4434 2020-10-18 17:51:05,599 - mmaction - INFO - Now best checkpoint is epoch_32.pth 2020-10-18 17:51:05,646 - mmaction - INFO - Epoch(val) [32][396] top1_acc: 0.4436, top5_acc: 0.7307, mean_class_accuracy: 0.4434 2020-10-18 17:55:15,986 - mmaction - INFO - Epoch [33][20/396] lr: 2.886e-01, eta: 1 day, 20:20:17, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3576, top5_acc: 0.6247, loss_cls: 2.7076, loss: 2.7076, grad_norm: 1.2766, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1465, loss/aux0: 2.1465 2020-10-18 17:55:16,937 - mmaction - INFO - Epoch [33][20/396] lr: 2.886e-01, eta: 1 day, 20:22:27, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3576, top5_acc: 0.6247, loss_cls: 2.7076, loss: 2.7076, grad_norm: 1.2765, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1556, loss/aux0: 2.1556 2020-10-18 17:55:53,381 - mmaction - INFO - Epoch [33][40/396] lr: 2.886e-01, eta: 1 day, 20:19:51, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6240, loss_cls: 2.7626, loss: 2.7626, grad_norm: 1.2800, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1368, loss/aux0: 2.1368 2020-10-18 17:55:54,322 - mmaction - INFO - Epoch [33][40/396] lr: 2.886e-01, eta: 1 day, 20:22:01, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6240, loss_cls: 2.7626, loss: 2.7626, grad_norm: 1.2805, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1293, loss/aux0: 2.1293 2020-10-18 17:56:30,923 - mmaction - INFO - Epoch [33][60/396] lr: 2.886e-01, eta: 1 day, 20:19:25, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3516, top5_acc: 0.6242, loss_cls: 2.7640, loss: 2.7640, grad_norm: 1.3071, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1024, loss/aux0: 2.1024 2020-10-18 17:56:31,921 - mmaction - INFO - Epoch [33][60/396] lr: 2.886e-01, eta: 1 day, 20:21:36, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.3516, top5_acc: 0.6242, loss_cls: 2.7640, loss: 2.7640, grad_norm: 1.3077, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1000, loss/aux0: 2.1000 2020-10-18 17:57:08,587 - mmaction - INFO - Epoch [33][80/396] lr: 2.886e-01, eta: 1 day, 20:19:00, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3516, top5_acc: 0.6297, loss_cls: 2.7461, loss: 2.7461, grad_norm: 1.2375, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1470, loss/aux0: 2.1470 2020-10-18 17:57:09,574 - mmaction - INFO - Epoch [33][80/396] lr: 2.886e-01, eta: 1 day, 20:21:11, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3516, top5_acc: 0.6297, loss_cls: 2.7461, loss: 2.7461, grad_norm: 1.2365, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1418, loss/aux0: 2.1418 2020-10-18 17:57:46,221 - mmaction - INFO - Epoch [33][100/396] lr: 2.886e-01, eta: 1 day, 20:18:35, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6336, loss_cls: 2.7029, loss: 2.7029, grad_norm: 1.2617, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1070, loss/aux0: 2.1070 2020-10-18 17:57:47,170 - mmaction - INFO - Epoch [33][100/396] lr: 2.886e-01, eta: 1 day, 20:20:46, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6336, loss_cls: 2.7029, loss: 2.7029, grad_norm: 1.2653, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1154, loss/aux0: 2.1154 2020-10-18 17:58:23,695 - mmaction - INFO - Epoch [33][120/396] lr: 2.886e-01, eta: 1 day, 20:18:09, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3492, top5_acc: 0.6122, loss_cls: 2.7899, loss: 2.7899, grad_norm: 1.2569, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1291, loss/aux0: 2.1291 2020-10-18 17:58:24,735 - mmaction - INFO - Epoch [33][120/396] lr: 2.886e-01, eta: 1 day, 20:20:20, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3492, top5_acc: 0.6122, loss_cls: 2.7899, loss: 2.7899, grad_norm: 1.2571, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1139, loss/aux0: 2.1139 2020-10-18 17:59:01,290 - mmaction - INFO - Epoch [33][140/396] lr: 2.886e-01, eta: 1 day, 20:17:44, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3398, top5_acc: 0.6297, loss_cls: 2.7857, loss: 2.7857, grad_norm: 1.2861, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1400, loss/aux0: 2.1400 2020-10-18 17:59:02,280 - mmaction - INFO - Epoch [33][140/396] lr: 2.886e-01, eta: 1 day, 20:19:54, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3398, top5_acc: 0.6297, loss_cls: 2.7857, loss: 2.7857, grad_norm: 1.2817, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1558, loss/aux0: 2.1558 2020-10-18 17:59:38,775 - mmaction - INFO - Epoch [33][160/396] lr: 2.886e-01, eta: 1 day, 20:17:19, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3568, top5_acc: 0.6372, loss_cls: 2.7306, loss: 2.7306, grad_norm: 1.2743, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1055, loss/aux0: 2.1055 2020-10-18 17:59:39,808 - mmaction - INFO - Epoch [33][160/396] lr: 2.886e-01, eta: 1 day, 20:19:28, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3568, top5_acc: 0.6372, loss_cls: 2.7306, loss: 2.7306, grad_norm: 1.2829, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1005, loss/aux0: 2.1005 2020-10-18 18:00:22,050 - mmaction - INFO - Epoch [33][180/396] lr: 2.886e-01, eta: 1 day, 20:17:32, time: 1.217, data_time: 0.002, memory: 8462, top1_acc: 0.3422, top5_acc: 0.6242, loss_cls: 2.7665, loss: 2.7665, grad_norm: 1.2499, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1115, loss/aux0: 2.1115 2020-10-18 18:00:23,070 - mmaction - INFO - Epoch [33][180/396] lr: 2.886e-01, eta: 1 day, 20:20:20, time: 1.222, data_time: 0.010, memory: 8462, top1_acc: 0.3422, top5_acc: 0.6242, loss_cls: 2.7665, loss: 2.7665, grad_norm: 1.2396, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1057, loss/aux0: 2.1057 2020-10-18 18:00:59,641 - mmaction - INFO - Epoch [33][200/396] lr: 2.886e-01, eta: 1 day, 20:17:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3474, top5_acc: 0.6172, loss_cls: 2.7879, loss: 2.7879, grad_norm: 1.2641, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0731, loss/aux0: 2.0731 2020-10-18 18:01:00,587 - mmaction - INFO - Epoch [33][200/396] lr: 2.886e-01, eta: 1 day, 20:19:54, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3474, top5_acc: 0.6172, loss_cls: 2.7879, loss: 2.7879, grad_norm: 1.2680, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0767, loss/aux0: 2.0767 2020-10-18 18:01:37,253 - mmaction - INFO - Epoch [33][220/396] lr: 2.886e-01, eta: 1 day, 20:17:19, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3359, top5_acc: 0.6174, loss_cls: 2.8423, loss: 2.8423, grad_norm: 1.2774, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1423, loss/aux0: 2.1423 2020-10-18 18:01:38,213 - mmaction - INFO - Epoch [33][220/396] lr: 2.886e-01, eta: 1 day, 20:19:28, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3359, top5_acc: 0.6174, loss_cls: 2.8423, loss: 2.8423, grad_norm: 1.2736, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1445, loss/aux0: 2.1445 2020-10-18 18:02:14,771 - mmaction - INFO - Epoch [33][240/396] lr: 2.886e-01, eta: 1 day, 20:16:53, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3534, top5_acc: 0.6169, loss_cls: 2.7712, loss: 2.7712, grad_norm: 1.2999, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0976, loss/aux0: 2.0976 2020-10-18 18:02:15,728 - mmaction - INFO - Epoch [33][240/396] lr: 2.886e-01, eta: 1 day, 20:19:02, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3534, top5_acc: 0.6169, loss_cls: 2.7712, loss: 2.7712, grad_norm: 1.2950, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0928, loss/aux0: 2.0928 2020-10-18 18:02:52,271 - mmaction - INFO - Epoch [33][260/396] lr: 2.886e-01, eta: 1 day, 20:16:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3458, top5_acc: 0.6169, loss_cls: 2.8041, loss: 2.8041, grad_norm: 1.2864, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1419, loss/aux0: 2.1419 2020-10-18 18:02:53,289 - mmaction - INFO - Epoch [33][260/396] lr: 2.886e-01, eta: 1 day, 20:18:36, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3458, top5_acc: 0.6169, loss_cls: 2.8041, loss: 2.8041, grad_norm: 1.2850, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1534, loss/aux0: 2.1534 2020-10-18 18:03:29,918 - mmaction - INFO - Epoch [33][280/396] lr: 2.886e-01, eta: 1 day, 20:16:03, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6221, loss_cls: 2.7802, loss: 2.7802, grad_norm: 1.2660, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1135, loss/aux0: 2.1135 2020-10-18 18:03:30,878 - mmaction - INFO - Epoch [33][280/396] lr: 2.886e-01, eta: 1 day, 20:18:12, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6221, loss_cls: 2.7802, loss: 2.7802, grad_norm: 1.2682, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1096, loss/aux0: 2.1096 2020-10-18 18:04:07,356 - mmaction - INFO - Epoch [33][300/396] lr: 2.886e-01, eta: 1 day, 20:15:37, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3435, top5_acc: 0.6216, loss_cls: 2.7808, loss: 2.7808, grad_norm: 1.2543, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.1119, loss/aux0: 2.1119 2020-10-18 18:04:08,362 - mmaction - INFO - Epoch [33][300/396] lr: 2.886e-01, eta: 1 day, 20:17:45, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3435, top5_acc: 0.6216, loss_cls: 2.7808, loss: 2.7808, grad_norm: 1.2576, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.1065, loss/aux0: 2.1065 2020-10-18 18:04:44,865 - mmaction - INFO - Epoch [33][320/396] lr: 2.886e-01, eta: 1 day, 20:15:10, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3503, top5_acc: 0.6128, loss_cls: 2.7931, loss: 2.7931, grad_norm: 1.2712, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1651, loss/aux0: 2.1651 2020-10-18 18:04:45,846 - mmaction - INFO - Epoch [33][320/396] lr: 2.886e-01, eta: 1 day, 20:17:18, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3503, top5_acc: 0.6128, loss_cls: 2.7931, loss: 2.7931, grad_norm: 1.2676, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1618, loss/aux0: 2.1618 2020-10-18 18:05:22,426 - mmaction - INFO - Epoch [33][340/396] lr: 2.886e-01, eta: 1 day, 20:14:44, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3628, top5_acc: 0.6091, loss_cls: 2.7679, loss: 2.7679, grad_norm: 1.2625, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1446, loss/aux0: 2.1446 2020-10-18 18:05:23,407 - mmaction - INFO - Epoch [33][340/396] lr: 2.886e-01, eta: 1 day, 20:16:52, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3628, top5_acc: 0.6091, loss_cls: 2.7679, loss: 2.7679, grad_norm: 1.2677, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1434, loss/aux0: 2.1434 2020-10-18 18:05:59,939 - mmaction - INFO - Epoch [33][360/396] lr: 2.886e-01, eta: 1 day, 20:14:19, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3477, top5_acc: 0.6211, loss_cls: 2.7576, loss: 2.7576, grad_norm: 1.3120, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1255, loss/aux0: 2.1255 2020-10-18 18:06:00,911 - mmaction - INFO - Epoch [33][360/396] lr: 2.886e-01, eta: 1 day, 20:16:26, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3477, top5_acc: 0.6211, loss_cls: 2.7576, loss: 2.7576, grad_norm: 1.3108, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1290, loss/aux0: 2.1290 2020-10-18 18:06:37,393 - mmaction - INFO - Epoch [33][380/396] lr: 2.886e-01, eta: 1 day, 20:13:53, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3510, top5_acc: 0.6273, loss_cls: 2.7397, loss: 2.7397, grad_norm: 1.2608, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1155, loss/aux0: 2.1155 2020-10-18 18:06:38,409 - mmaction - INFO - Epoch [33][380/396] lr: 2.886e-01, eta: 1 day, 20:16:00, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3510, top5_acc: 0.6273, loss_cls: 2.7397, loss: 2.7397, grad_norm: 1.2602, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1176, loss/aux0: 2.1176 2020-10-18 18:11:14,535 - mmaction - INFO - Epoch [34][20/396] lr: 2.879e-01, eta: 1 day, 20:09:43, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3469, top5_acc: 0.6214, loss_cls: 2.7827, loss: 2.7827, grad_norm: 1.2520, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1758, loss/aux0: 2.1758 2020-10-18 18:11:15,471 - mmaction - INFO - Epoch [34][20/396] lr: 2.879e-01, eta: 1 day, 20:11:49, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3469, top5_acc: 0.6214, loss_cls: 2.7827, loss: 2.7827, grad_norm: 1.2435, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1686, loss/aux0: 2.1686 2020-10-18 18:11:51,942 - mmaction - INFO - Epoch [34][40/396] lr: 2.879e-01, eta: 1 day, 20:09:16, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3497, top5_acc: 0.6266, loss_cls: 2.7515, loss: 2.7515, grad_norm: 1.3126, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0858, loss/aux0: 2.0858 2020-10-18 18:11:52,922 - mmaction - INFO - Epoch [34][40/396] lr: 2.879e-01, eta: 1 day, 20:11:22, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3497, top5_acc: 0.6266, loss_cls: 2.7515, loss: 2.7515, grad_norm: 1.3057, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0879, loss/aux0: 2.0879 2020-10-18 18:12:29,344 - mmaction - INFO - Epoch [34][60/396] lr: 2.879e-01, eta: 1 day, 20:08:49, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6406, loss_cls: 2.7029, loss: 2.7029, grad_norm: 1.2479, top1_acc/aux0: 0.4938, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0735, loss/aux0: 2.0735 2020-10-18 18:12:30,342 - mmaction - INFO - Epoch [34][60/396] lr: 2.879e-01, eta: 1 day, 20:10:55, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6406, loss_cls: 2.7029, loss: 2.7029, grad_norm: 1.2490, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.0775, loss/aux0: 2.0775 2020-10-18 18:13:06,879 - mmaction - INFO - Epoch [34][80/396] lr: 2.879e-01, eta: 1 day, 20:08:23, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3495, top5_acc: 0.6263, loss_cls: 2.7415, loss: 2.7415, grad_norm: 1.2582, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1465, loss/aux0: 2.1465 2020-10-18 18:13:07,838 - mmaction - INFO - Epoch [34][80/396] lr: 2.879e-01, eta: 1 day, 20:10:28, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3495, top5_acc: 0.6263, loss_cls: 2.7415, loss: 2.7415, grad_norm: 1.2640, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1496, loss/aux0: 2.1496 2020-10-18 18:13:44,455 - mmaction - INFO - Epoch [34][100/396] lr: 2.879e-01, eta: 1 day, 20:07:57, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6185, loss_cls: 2.7907, loss: 2.7907, grad_norm: 1.2900, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1378, loss/aux0: 2.1378 2020-10-18 18:13:45,413 - mmaction - INFO - Epoch [34][100/396] lr: 2.879e-01, eta: 1 day, 20:10:03, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6185, loss_cls: 2.7907, loss: 2.7907, grad_norm: 1.3001, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1451, loss/aux0: 2.1451 2020-10-18 18:14:21,952 - mmaction - INFO - Epoch [34][120/396] lr: 2.879e-01, eta: 1 day, 20:07:31, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3555, top5_acc: 0.6237, loss_cls: 2.7472, loss: 2.7472, grad_norm: 1.2787, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1332, loss/aux0: 2.1332 2020-10-18 18:14:22,941 - mmaction - INFO - Epoch [34][120/396] lr: 2.879e-01, eta: 1 day, 20:09:36, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3555, top5_acc: 0.6237, loss_cls: 2.7472, loss: 2.7472, grad_norm: 1.2864, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1157, loss/aux0: 2.1157 2020-10-18 18:14:59,576 - mmaction - INFO - Epoch [34][140/396] lr: 2.879e-01, eta: 1 day, 20:07:05, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6346, loss_cls: 2.7163, loss: 2.7163, grad_norm: 1.2892, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1776, loss/aux0: 2.1776 2020-10-18 18:15:00,554 - mmaction - INFO - Epoch [34][140/396] lr: 2.879e-01, eta: 1 day, 20:09:10, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6346, loss_cls: 2.7163, loss: 2.7163, grad_norm: 1.2941, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1894, loss/aux0: 2.1894 2020-10-18 18:15:37,087 - mmaction - INFO - Epoch [34][160/396] lr: 2.879e-01, eta: 1 day, 20:06:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3388, top5_acc: 0.6104, loss_cls: 2.8108, loss: 2.8108, grad_norm: 1.2757, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.1279, loss/aux0: 2.1279 2020-10-18 18:15:38,047 - mmaction - INFO - Epoch [34][160/396] lr: 2.879e-01, eta: 1 day, 20:08:43, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3388, top5_acc: 0.6104, loss_cls: 2.8108, loss: 2.8108, grad_norm: 1.2778, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1327, loss/aux0: 2.1327 2020-10-18 18:16:14,553 - mmaction - INFO - Epoch [34][180/396] lr: 2.879e-01, eta: 1 day, 20:06:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6185, loss_cls: 2.7430, loss: 2.7430, grad_norm: 1.2647, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1978, loss/aux0: 2.1978 2020-10-18 18:16:15,505 - mmaction - INFO - Epoch [34][180/396] lr: 2.879e-01, eta: 1 day, 20:08:16, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6185, loss_cls: 2.7430, loss: 2.7430, grad_norm: 1.2633, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1873, loss/aux0: 2.1873 2020-10-18 18:16:52,102 - mmaction - INFO - Epoch [34][200/396] lr: 2.879e-01, eta: 1 day, 20:05:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3557, top5_acc: 0.6260, loss_cls: 2.7549, loss: 2.7549, grad_norm: 1.2547, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1629, loss/aux0: 2.1629 2020-10-18 18:16:53,058 - mmaction - INFO - Epoch [34][200/396] lr: 2.879e-01, eta: 1 day, 20:07:50, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3557, top5_acc: 0.6260, loss_cls: 2.7549, loss: 2.7549, grad_norm: 1.2533, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1522, loss/aux0: 2.1522 2020-10-18 18:17:29,716 - mmaction - INFO - Epoch [34][220/396] lr: 2.879e-01, eta: 1 day, 20:05:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3456, top5_acc: 0.6169, loss_cls: 2.7595, loss: 2.7595, grad_norm: 1.2654, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1209, loss/aux0: 2.1209 2020-10-18 18:17:30,730 - mmaction - INFO - Epoch [34][220/396] lr: 2.879e-01, eta: 1 day, 20:07:23, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3456, top5_acc: 0.6169, loss_cls: 2.7595, loss: 2.7595, grad_norm: 1.2633, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1355, loss/aux0: 2.1355 2020-10-18 18:18:07,435 - mmaction - INFO - Epoch [34][240/396] lr: 2.879e-01, eta: 1 day, 20:04:53, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6297, loss_cls: 2.7477, loss: 2.7477, grad_norm: 1.2683, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1241, loss/aux0: 2.1241 2020-10-18 18:18:08,444 - mmaction - INFO - Epoch [34][240/396] lr: 2.879e-01, eta: 1 day, 20:06:58, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6297, loss_cls: 2.7477, loss: 2.7477, grad_norm: 1.2735, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1294, loss/aux0: 2.1294 2020-10-18 18:18:45,024 - mmaction - INFO - Epoch [34][260/396] lr: 2.879e-01, eta: 1 day, 20:04:28, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3523, top5_acc: 0.6255, loss_cls: 2.7717, loss: 2.7717, grad_norm: 1.2460, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0780, loss/aux0: 2.0780 2020-10-18 18:18:45,977 - mmaction - INFO - Epoch [34][260/396] lr: 2.879e-01, eta: 1 day, 20:06:32, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3523, top5_acc: 0.6255, loss_cls: 2.7717, loss: 2.7717, grad_norm: 1.2588, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0828, loss/aux0: 2.0828 2020-10-18 18:19:22,516 - mmaction - INFO - Epoch [34][280/396] lr: 2.879e-01, eta: 1 day, 20:04:02, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6258, loss_cls: 2.7371, loss: 2.7371, grad_norm: 1.2933, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1519, loss/aux0: 2.1519 2020-10-18 18:19:23,476 - mmaction - INFO - Epoch [34][280/396] lr: 2.879e-01, eta: 1 day, 20:06:05, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6258, loss_cls: 2.7371, loss: 2.7371, grad_norm: 1.2870, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1462, loss/aux0: 2.1462 2020-10-18 18:20:00,114 - mmaction - INFO - Epoch [34][300/396] lr: 2.879e-01, eta: 1 day, 20:03:36, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.3565, top5_acc: 0.6305, loss_cls: 2.7279, loss: 2.7279, grad_norm: 1.2861, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1114, loss/aux0: 2.1114 2020-10-18 18:20:01,079 - mmaction - INFO - Epoch [34][300/396] lr: 2.879e-01, eta: 1 day, 20:05:40, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.3565, top5_acc: 0.6305, loss_cls: 2.7279, loss: 2.7279, grad_norm: 1.2888, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0959, loss/aux0: 2.0959 2020-10-18 18:20:37,571 - mmaction - INFO - Epoch [34][320/396] lr: 2.879e-01, eta: 1 day, 20:03:10, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3500, top5_acc: 0.6219, loss_cls: 2.7565, loss: 2.7565, grad_norm: 1.2699, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1316, loss/aux0: 2.1316 2020-10-18 18:20:38,528 - mmaction - INFO - Epoch [34][320/396] lr: 2.879e-01, eta: 1 day, 20:05:13, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3500, top5_acc: 0.6219, loss_cls: 2.7565, loss: 2.7565, grad_norm: 1.2764, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1547, loss/aux0: 2.1547 2020-10-18 18:21:15,081 - mmaction - INFO - Epoch [34][340/396] lr: 2.879e-01, eta: 1 day, 20:02:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3542, top5_acc: 0.6224, loss_cls: 2.7649, loss: 2.7649, grad_norm: 1.2864, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0676, loss/aux0: 2.0676 2020-10-18 18:21:16,064 - mmaction - INFO - Epoch [34][340/396] lr: 2.879e-01, eta: 1 day, 20:04:46, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3542, top5_acc: 0.6224, loss_cls: 2.7649, loss: 2.7649, grad_norm: 1.2857, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0493, loss/aux0: 2.0493 2020-10-18 18:21:52,602 - mmaction - INFO - Epoch [34][360/396] lr: 2.879e-01, eta: 1 day, 20:02:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3625, top5_acc: 0.6185, loss_cls: 2.7603, loss: 2.7603, grad_norm: 1.2862, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0641, loss/aux0: 2.0641 2020-10-18 18:21:53,566 - mmaction - INFO - Epoch [34][360/396] lr: 2.879e-01, eta: 1 day, 20:04:19, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3625, top5_acc: 0.6185, loss_cls: 2.7603, loss: 2.7603, grad_norm: 1.2819, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0675, loss/aux0: 2.0675 2020-10-18 18:22:30,136 - mmaction - INFO - Epoch [34][380/396] lr: 2.879e-01, eta: 1 day, 20:01:50, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3576, top5_acc: 0.6232, loss_cls: 2.7744, loss: 2.7744, grad_norm: 1.2826, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.0992, loss/aux0: 2.0992 2020-10-18 18:22:31,104 - mmaction - INFO - Epoch [34][380/396] lr: 2.879e-01, eta: 1 day, 20:03:53, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3576, top5_acc: 0.6232, loss_cls: 2.7744, loss: 2.7744, grad_norm: 1.2839, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.0902, loss/aux0: 2.0902 2020-10-18 18:26:51,777 - mmaction - INFO - Epoch [35][20/396] lr: 2.871e-01, eta: 1 day, 19:57:46, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3586, top5_acc: 0.6232, loss_cls: 2.7398, loss: 2.7398, grad_norm: 1.2715, top1_acc/aux0: 0.4855, top5_acc/aux0: 0.7486, loss_cls/aux0: 2.0923, loss/aux0: 2.0923 2020-10-18 18:26:52,743 - mmaction - INFO - Epoch [35][20/396] lr: 2.871e-01, eta: 1 day, 19:59:48, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.3586, top5_acc: 0.6232, loss_cls: 2.7398, loss: 2.7398, grad_norm: 1.2736, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.0949, loss/aux0: 2.0949 2020-10-18 18:27:29,182 - mmaction - INFO - Epoch [35][40/396] lr: 2.871e-01, eta: 1 day, 19:57:19, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6089, loss_cls: 2.7616, loss: 2.7616, grad_norm: 1.2762, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0982, loss/aux0: 2.0982 2020-10-18 18:27:30,190 - mmaction - INFO - Epoch [35][40/396] lr: 2.871e-01, eta: 1 day, 19:59:21, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3518, top5_acc: 0.6089, loss_cls: 2.7616, loss: 2.7616, grad_norm: 1.2752, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0894, loss/aux0: 2.0894 2020-10-18 18:28:06,779 - mmaction - INFO - Epoch [35][60/396] lr: 2.871e-01, eta: 1 day, 19:56:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6323, loss_cls: 2.6987, loss: 2.6987, grad_norm: 1.2971, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1165, loss/aux0: 2.1165 2020-10-18 18:28:07,730 - mmaction - INFO - Epoch [35][60/396] lr: 2.871e-01, eta: 1 day, 19:58:53, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6323, loss_cls: 2.6987, loss: 2.6987, grad_norm: 1.2950, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1222, loss/aux0: 2.1222 2020-10-18 18:28:44,296 - mmaction - INFO - Epoch [35][80/396] lr: 2.871e-01, eta: 1 day, 19:56:25, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3547, top5_acc: 0.6333, loss_cls: 2.7523, loss: 2.7523, grad_norm: 1.3056, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0775, loss/aux0: 2.0775 2020-10-18 18:28:45,233 - mmaction - INFO - Epoch [35][80/396] lr: 2.871e-01, eta: 1 day, 19:58:27, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3547, top5_acc: 0.6333, loss_cls: 2.7523, loss: 2.7523, grad_norm: 1.3058, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0799, loss/aux0: 2.0799 2020-10-18 18:29:21,841 - mmaction - INFO - Epoch [35][100/396] lr: 2.871e-01, eta: 1 day, 19:55:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6419, loss_cls: 2.6753, loss: 2.6753, grad_norm: 1.2790, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1513, loss/aux0: 2.1513 2020-10-18 18:29:22,790 - mmaction - INFO - Epoch [35][100/396] lr: 2.871e-01, eta: 1 day, 19:58:00, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6419, loss_cls: 2.6753, loss: 2.6753, grad_norm: 1.2773, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1457, loss/aux0: 2.1457 2020-10-18 18:29:59,397 - mmaction - INFO - Epoch [35][120/396] lr: 2.871e-01, eta: 1 day, 19:55:32, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6375, loss_cls: 2.7209, loss: 2.7209, grad_norm: 1.3210, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.1132, loss/aux0: 2.1132 2020-10-18 18:30:00,355 - mmaction - INFO - Epoch [35][120/396] lr: 2.871e-01, eta: 1 day, 19:57:34, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6375, loss_cls: 2.7209, loss: 2.7209, grad_norm: 1.3319, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.1324, loss/aux0: 2.1324 2020-10-18 18:30:36,864 - mmaction - INFO - Epoch [35][140/396] lr: 2.871e-01, eta: 1 day, 19:55:06, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3557, top5_acc: 0.6289, loss_cls: 2.7397, loss: 2.7397, grad_norm: 1.2965, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1338, loss/aux0: 2.1338 2020-10-18 18:30:37,875 - mmaction - INFO - Epoch [35][140/396] lr: 2.871e-01, eta: 1 day, 19:57:07, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3557, top5_acc: 0.6289, loss_cls: 2.7397, loss: 2.7397, grad_norm: 1.3015, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1323, loss/aux0: 2.1323 2020-10-18 18:31:14,398 - mmaction - INFO - Epoch [35][160/396] lr: 2.871e-01, eta: 1 day, 19:54:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3414, top5_acc: 0.6216, loss_cls: 2.7799, loss: 2.7799, grad_norm: 1.2518, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1031, loss/aux0: 2.1031 2020-10-18 18:31:15,354 - mmaction - INFO - Epoch [35][160/396] lr: 2.871e-01, eta: 1 day, 19:56:40, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3414, top5_acc: 0.6216, loss_cls: 2.7799, loss: 2.7799, grad_norm: 1.2524, top1_acc/aux0: 0.4938, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.0946, loss/aux0: 2.0946 2020-10-18 18:31:51,841 - mmaction - INFO - Epoch [35][180/396] lr: 2.871e-01, eta: 1 day, 19:54:13, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3487, top5_acc: 0.6201, loss_cls: 2.7671, loss: 2.7671, grad_norm: 1.2636, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1844, loss/aux0: 2.1844 2020-10-18 18:31:52,850 - mmaction - INFO - Epoch [35][180/396] lr: 2.871e-01, eta: 1 day, 19:56:14, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3487, top5_acc: 0.6201, loss_cls: 2.7671, loss: 2.7671, grad_norm: 1.2607, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1805, loss/aux0: 2.1805 2020-10-18 18:32:29,408 - mmaction - INFO - Epoch [35][200/396] lr: 2.871e-01, eta: 1 day, 19:53:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6318, loss_cls: 2.7059, loss: 2.7059, grad_norm: 1.2825, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0999, loss/aux0: 2.0999 2020-10-18 18:32:30,358 - mmaction - INFO - Epoch [35][200/396] lr: 2.871e-01, eta: 1 day, 19:55:47, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6318, loss_cls: 2.7059, loss: 2.7059, grad_norm: 1.2743, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0878, loss/aux0: 2.0878 2020-10-18 18:33:07,007 - mmaction - INFO - Epoch [35][220/396] lr: 2.871e-01, eta: 1 day, 19:53:20, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6258, loss_cls: 2.7640, loss: 2.7640, grad_norm: 1.2860, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1228, loss/aux0: 2.1228 2020-10-18 18:33:07,963 - mmaction - INFO - Epoch [35][220/396] lr: 2.871e-01, eta: 1 day, 19:55:21, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6258, loss_cls: 2.7640, loss: 2.7640, grad_norm: 1.2819, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1342, loss/aux0: 2.1342 2020-10-18 18:33:44,446 - mmaction - INFO - Epoch [35][240/396] lr: 2.871e-01, eta: 1 day, 19:52:54, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6206, loss_cls: 2.7912, loss: 2.7912, grad_norm: 1.2792, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1415, loss/aux0: 2.1415 2020-10-18 18:33:45,420 - mmaction - INFO - Epoch [35][240/396] lr: 2.871e-01, eta: 1 day, 19:54:54, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6206, loss_cls: 2.7912, loss: 2.7912, grad_norm: 1.2784, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1360, loss/aux0: 2.1360 2020-10-18 18:34:22,002 - mmaction - INFO - Epoch [35][260/396] lr: 2.871e-01, eta: 1 day, 19:52:27, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3432, top5_acc: 0.6148, loss_cls: 2.7870, loss: 2.7870, grad_norm: 1.2566, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1565, loss/aux0: 2.1565 2020-10-18 18:34:22,982 - mmaction - INFO - Epoch [35][260/396] lr: 2.871e-01, eta: 1 day, 19:54:28, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3432, top5_acc: 0.6148, loss_cls: 2.7870, loss: 2.7870, grad_norm: 1.2566, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1571, loss/aux0: 2.1571 2020-10-18 18:34:59,622 - mmaction - INFO - Epoch [35][280/396] lr: 2.871e-01, eta: 1 day, 19:52:02, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3609, top5_acc: 0.6393, loss_cls: 2.7052, loss: 2.7052, grad_norm: 1.2749, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1148, loss/aux0: 2.1148 2020-10-18 18:35:00,585 - mmaction - INFO - Epoch [35][280/396] lr: 2.871e-01, eta: 1 day, 19:54:02, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3609, top5_acc: 0.6393, loss_cls: 2.7052, loss: 2.7052, grad_norm: 1.2768, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1124, loss/aux0: 2.1124 2020-10-18 18:35:37,158 - mmaction - INFO - Epoch [35][300/396] lr: 2.871e-01, eta: 1 day, 19:51:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3563, top5_acc: 0.6255, loss_cls: 2.7553, loss: 2.7553, grad_norm: 1.2847, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1273, loss/aux0: 2.1273 2020-10-18 18:35:38,103 - mmaction - INFO - Epoch [35][300/396] lr: 2.871e-01, eta: 1 day, 19:53:35, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3563, top5_acc: 0.6255, loss_cls: 2.7553, loss: 2.7553, grad_norm: 1.2923, top1_acc/aux0: 0.4659, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1621, loss/aux0: 2.1621 2020-10-18 18:36:14,568 - mmaction - INFO - Epoch [35][320/396] lr: 2.871e-01, eta: 1 day, 19:51:09, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3547, top5_acc: 0.6341, loss_cls: 2.7198, loss: 2.7198, grad_norm: 1.2778, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0786, loss/aux0: 2.0786 2020-10-18 18:36:15,533 - mmaction - INFO - Epoch [35][320/396] lr: 2.871e-01, eta: 1 day, 19:53:08, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3547, top5_acc: 0.6341, loss_cls: 2.7198, loss: 2.7198, grad_norm: 1.2888, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0564, loss/aux0: 2.0564 2020-10-18 18:36:51,982 - mmaction - INFO - Epoch [35][340/396] lr: 2.871e-01, eta: 1 day, 19:50:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3456, top5_acc: 0.6172, loss_cls: 2.7992, loss: 2.7992, grad_norm: 1.2787, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0979, loss/aux0: 2.0979 2020-10-18 18:36:52,940 - mmaction - INFO - Epoch [35][340/396] lr: 2.871e-01, eta: 1 day, 19:52:41, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3456, top5_acc: 0.6172, loss_cls: 2.7992, loss: 2.7992, grad_norm: 1.2822, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0895, loss/aux0: 2.0895 2020-10-18 18:37:29,381 - mmaction - INFO - Epoch [35][360/396] lr: 2.871e-01, eta: 1 day, 19:50:15, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6156, loss_cls: 2.7745, loss: 2.7745, grad_norm: 1.3172, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1455, loss/aux0: 2.1455 2020-10-18 18:37:30,321 - mmaction - INFO - Epoch [35][360/396] lr: 2.871e-01, eta: 1 day, 19:52:14, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6156, loss_cls: 2.7745, loss: 2.7745, grad_norm: 1.3016, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1453, loss/aux0: 2.1453 2020-10-18 18:38:06,802 - mmaction - INFO - Epoch [35][380/396] lr: 2.871e-01, eta: 1 day, 19:49:48, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3638, top5_acc: 0.6190, loss_cls: 2.7333, loss: 2.7333, grad_norm: 1.2668, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1039, loss/aux0: 2.1039 2020-10-18 18:38:07,800 - mmaction - INFO - Epoch [35][380/396] lr: 2.871e-01, eta: 1 day, 19:51:46, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3638, top5_acc: 0.6190, loss_cls: 2.7333, loss: 2.7333, grad_norm: 1.2726, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1073, loss/aux0: 2.1073 2020-10-18 18:42:25,083 - mmaction - INFO - Epoch [36][20/396] lr: 2.864e-01, eta: 1 day, 19:45:49, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6326, loss_cls: 2.7025, loss: 2.7025, grad_norm: 1.2927, top1_acc/aux0: 0.4926, top5_acc/aux0: 0.7519, loss_cls/aux0: 2.1041, loss/aux0: 2.1041 2020-10-18 18:42:26,026 - mmaction - INFO - Epoch [36][20/396] lr: 2.864e-01, eta: 1 day, 19:47:46, time: 0.929, data_time: 0.001, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6326, loss_cls: 2.7025, loss: 2.7025, grad_norm: 1.2863, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0994, loss/aux0: 2.0994 2020-10-18 18:43:02,576 - mmaction - INFO - Epoch [36][40/396] lr: 2.864e-01, eta: 1 day, 19:45:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3589, top5_acc: 0.6359, loss_cls: 2.7067, loss: 2.7067, grad_norm: 1.2581, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1244, loss/aux0: 2.1244 2020-10-18 18:43:03,520 - mmaction - INFO - Epoch [36][40/396] lr: 2.864e-01, eta: 1 day, 19:47:19, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3589, top5_acc: 0.6359, loss_cls: 2.7067, loss: 2.7067, grad_norm: 1.2560, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1265, loss/aux0: 2.1265 2020-10-18 18:43:40,068 - mmaction - INFO - Epoch [36][60/396] lr: 2.864e-01, eta: 1 day, 19:44:54, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3526, top5_acc: 0.6391, loss_cls: 2.7097, loss: 2.7097, grad_norm: 1.3189, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1304, loss/aux0: 2.1304 2020-10-18 18:43:41,017 - mmaction - INFO - Epoch [36][60/396] lr: 2.864e-01, eta: 1 day, 19:46:52, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3526, top5_acc: 0.6391, loss_cls: 2.7097, loss: 2.7097, grad_norm: 1.3161, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1373, loss/aux0: 2.1373 2020-10-18 18:44:17,494 - mmaction - INFO - Epoch [36][80/396] lr: 2.864e-01, eta: 1 day, 19:44:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3521, top5_acc: 0.6318, loss_cls: 2.7492, loss: 2.7492, grad_norm: 1.2702, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1236, loss/aux0: 2.1236 2020-10-18 18:44:18,521 - mmaction - INFO - Epoch [36][80/396] lr: 2.864e-01, eta: 1 day, 19:46:25, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3521, top5_acc: 0.6318, loss_cls: 2.7492, loss: 2.7492, grad_norm: 1.2640, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1226, loss/aux0: 2.1226 2020-10-18 18:44:55,060 - mmaction - INFO - Epoch [36][100/396] lr: 2.864e-01, eta: 1 day, 19:44:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6245, loss_cls: 2.7395, loss: 2.7395, grad_norm: 1.2961, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1261, loss/aux0: 2.1261 2020-10-18 18:44:56,093 - mmaction - INFO - Epoch [36][100/396] lr: 2.864e-01, eta: 1 day, 19:45:59, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6245, loss_cls: 2.7395, loss: 2.7395, grad_norm: 1.2901, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1149, loss/aux0: 2.1149 2020-10-18 18:45:32,576 - mmaction - INFO - Epoch [36][120/396] lr: 2.864e-01, eta: 1 day, 19:43:34, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6305, loss_cls: 2.7201, loss: 2.7201, grad_norm: 1.2939, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0741, loss/aux0: 2.0741 2020-10-18 18:45:33,529 - mmaction - INFO - Epoch [36][120/396] lr: 2.864e-01, eta: 1 day, 19:45:31, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6305, loss_cls: 2.7201, loss: 2.7201, grad_norm: 1.2929, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0954, loss/aux0: 2.0954 2020-10-18 18:46:10,099 - mmaction - INFO - Epoch [36][140/396] lr: 2.864e-01, eta: 1 day, 19:43:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6367, loss_cls: 2.7344, loss: 2.7344, grad_norm: 1.3227, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1425, loss/aux0: 2.1425 2020-10-18 18:46:11,109 - mmaction - INFO - Epoch [36][140/396] lr: 2.864e-01, eta: 1 day, 19:45:05, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6367, loss_cls: 2.7344, loss: 2.7344, grad_norm: 1.3177, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1259, loss/aux0: 2.1259 2020-10-18 18:46:47,640 - mmaction - INFO - Epoch [36][160/396] lr: 2.864e-01, eta: 1 day, 19:42:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3591, top5_acc: 0.6284, loss_cls: 2.7442, loss: 2.7442, grad_norm: 1.2971, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0920, loss/aux0: 2.0920 2020-10-18 18:46:48,595 - mmaction - INFO - Epoch [36][160/396] lr: 2.864e-01, eta: 1 day, 19:44:37, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3591, top5_acc: 0.6284, loss_cls: 2.7442, loss: 2.7442, grad_norm: 1.2948, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0903, loss/aux0: 2.0903 2020-10-18 18:47:25,154 - mmaction - INFO - Epoch [36][180/396] lr: 2.864e-01, eta: 1 day, 19:42:13, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3581, top5_acc: 0.6299, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.2966, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.1073, loss/aux0: 2.1073 2020-10-18 18:47:26,100 - mmaction - INFO - Epoch [36][180/396] lr: 2.864e-01, eta: 1 day, 19:44:10, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3581, top5_acc: 0.6299, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.2918, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1098, loss/aux0: 2.1098 2020-10-18 18:48:02,631 - mmaction - INFO - Epoch [36][200/396] lr: 2.864e-01, eta: 1 day, 19:41:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6354, loss_cls: 2.7160, loss: 2.7160, grad_norm: 1.2378, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0880, loss/aux0: 2.0880 2020-10-18 18:48:03,571 - mmaction - INFO - Epoch [36][200/396] lr: 2.864e-01, eta: 1 day, 19:43:43, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6354, loss_cls: 2.7160, loss: 2.7160, grad_norm: 1.2397, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0877, loss/aux0: 2.0877 2020-10-18 18:48:40,122 - mmaction - INFO - Epoch [36][220/396] lr: 2.864e-01, eta: 1 day, 19:41:20, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3326, top5_acc: 0.6185, loss_cls: 2.8085, loss: 2.8085, grad_norm: 1.2839, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1147, loss/aux0: 2.1147 2020-10-18 18:48:41,067 - mmaction - INFO - Epoch [36][220/396] lr: 2.864e-01, eta: 1 day, 19:43:17, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3326, top5_acc: 0.6185, loss_cls: 2.8085, loss: 2.8085, grad_norm: 1.2830, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1149, loss/aux0: 2.1149 2020-10-18 18:49:17,604 - mmaction - INFO - Epoch [36][240/396] lr: 2.864e-01, eta: 1 day, 19:40:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3562, top5_acc: 0.6354, loss_cls: 2.7367, loss: 2.7367, grad_norm: 1.2643, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1353, loss/aux0: 2.1353 2020-10-18 18:49:18,572 - mmaction - INFO - Epoch [36][240/396] lr: 2.864e-01, eta: 1 day, 19:42:50, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3562, top5_acc: 0.6354, loss_cls: 2.7367, loss: 2.7367, grad_norm: 1.2683, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1518, loss/aux0: 2.1518 2020-10-18 18:49:55,154 - mmaction - INFO - Epoch [36][260/396] lr: 2.864e-01, eta: 1 day, 19:40:27, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6310, loss_cls: 2.7239, loss: 2.7239, grad_norm: 1.2891, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0862, loss/aux0: 2.0862 2020-10-18 18:49:56,135 - mmaction - INFO - Epoch [36][260/396] lr: 2.864e-01, eta: 1 day, 19:42:23, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6310, loss_cls: 2.7239, loss: 2.7239, grad_norm: 1.2939, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0651, loss/aux0: 2.0651 2020-10-18 18:50:32,664 - mmaction - INFO - Epoch [36][280/396] lr: 2.864e-01, eta: 1 day, 19:40:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3490, top5_acc: 0.6320, loss_cls: 2.7529, loss: 2.7529, grad_norm: 1.2775, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0782, loss/aux0: 2.0782 2020-10-18 18:50:33,604 - mmaction - INFO - Epoch [36][280/396] lr: 2.864e-01, eta: 1 day, 19:41:56, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3490, top5_acc: 0.6320, loss_cls: 2.7529, loss: 2.7529, grad_norm: 1.2752, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0789, loss/aux0: 2.0789 2020-10-18 18:51:10,089 - mmaction - INFO - Epoch [36][300/396] lr: 2.864e-01, eta: 1 day, 19:39:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3451, top5_acc: 0.6188, loss_cls: 2.7939, loss: 2.7939, grad_norm: 1.2729, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1198, loss/aux0: 2.1198 2020-10-18 18:51:11,032 - mmaction - INFO - Epoch [36][300/396] lr: 2.864e-01, eta: 1 day, 19:41:28, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3451, top5_acc: 0.6188, loss_cls: 2.7939, loss: 2.7939, grad_norm: 1.2708, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1181, loss/aux0: 2.1181 2020-10-18 18:51:47,603 - mmaction - INFO - Epoch [36][320/396] lr: 2.864e-01, eta: 1 day, 19:39:06, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3622, top5_acc: 0.6167, loss_cls: 2.7632, loss: 2.7632, grad_norm: 1.2697, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1256, loss/aux0: 2.1256 2020-10-18 18:51:48,603 - mmaction - INFO - Epoch [36][320/396] lr: 2.864e-01, eta: 1 day, 19:41:02, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.3622, top5_acc: 0.6167, loss_cls: 2.7632, loss: 2.7632, grad_norm: 1.2699, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1331, loss/aux0: 2.1331 2020-10-18 18:52:25,126 - mmaction - INFO - Epoch [36][340/396] lr: 2.864e-01, eta: 1 day, 19:38:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3531, top5_acc: 0.6284, loss_cls: 2.7501, loss: 2.7501, grad_norm: 1.2753, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1674, loss/aux0: 2.1674 2020-10-18 18:52:26,081 - mmaction - INFO - Epoch [36][340/396] lr: 2.864e-01, eta: 1 day, 19:40:35, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3531, top5_acc: 0.6284, loss_cls: 2.7501, loss: 2.7501, grad_norm: 1.2757, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1721, loss/aux0: 2.1721 2020-10-18 18:53:02,516 - mmaction - INFO - Epoch [36][360/396] lr: 2.864e-01, eta: 1 day, 19:38:12, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3490, top5_acc: 0.6266, loss_cls: 2.7704, loss: 2.7704, grad_norm: 1.2800, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1630, loss/aux0: 2.1630 2020-10-18 18:53:03,551 - mmaction - INFO - Epoch [36][360/396] lr: 2.864e-01, eta: 1 day, 19:40:07, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3490, top5_acc: 0.6266, loss_cls: 2.7704, loss: 2.7704, grad_norm: 1.2779, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.1713, loss/aux0: 2.1713 2020-10-18 18:53:40,061 - mmaction - INFO - Epoch [36][380/396] lr: 2.864e-01, eta: 1 day, 19:37:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3362, top5_acc: 0.6299, loss_cls: 2.7783, loss: 2.7783, grad_norm: 1.2991, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1548, loss/aux0: 2.1548 2020-10-18 18:53:41,044 - mmaction - INFO - Epoch [36][380/396] lr: 2.864e-01, eta: 1 day, 19:39:40, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3362, top5_acc: 0.6299, loss_cls: 2.7783, loss: 2.7783, grad_norm: 1.3034, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1586, loss/aux0: 2.1586 2020-10-18 18:57:59,627 - mmaction - INFO - Epoch [37][20/396] lr: 2.856e-01, eta: 1 day, 19:33:52, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6281, loss_cls: 2.7742, loss: 2.7742, grad_norm: 1.3110, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7541, loss_cls/aux0: 2.0781, loss/aux0: 2.0781 2020-10-18 18:58:00,609 - mmaction - INFO - Epoch [37][20/396] lr: 2.856e-01, eta: 1 day, 19:35:46, time: 0.932, data_time: 0.003, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6281, loss_cls: 2.7742, loss: 2.7742, grad_norm: 1.3174, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0762, loss/aux0: 2.0762 2020-10-18 18:58:37,025 - mmaction - INFO - Epoch [37][40/396] lr: 2.856e-01, eta: 1 day, 19:33:24, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3443, top5_acc: 0.6299, loss_cls: 2.7377, loss: 2.7377, grad_norm: 1.2866, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0845, loss/aux0: 2.0845 2020-10-18 18:58:37,971 - mmaction - INFO - Epoch [37][40/396] lr: 2.856e-01, eta: 1 day, 19:35:17, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3443, top5_acc: 0.6299, loss_cls: 2.7377, loss: 2.7377, grad_norm: 1.2855, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.0902, loss/aux0: 2.0902 2020-10-18 18:59:14,516 - mmaction - INFO - Epoch [37][60/396] lr: 2.856e-01, eta: 1 day, 19:32:56, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6333, loss_cls: 2.7266, loss: 2.7266, grad_norm: 1.2963, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1532, loss/aux0: 2.1532 2020-10-18 18:59:15,514 - mmaction - INFO - Epoch [37][60/396] lr: 2.856e-01, eta: 1 day, 19:34:50, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3508, top5_acc: 0.6333, loss_cls: 2.7266, loss: 2.7266, grad_norm: 1.3005, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1667, loss/aux0: 2.1667 2020-10-18 18:59:51,944 - mmaction - INFO - Epoch [37][80/396] lr: 2.856e-01, eta: 1 day, 19:32:29, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3687, top5_acc: 0.6323, loss_cls: 2.7160, loss: 2.7160, grad_norm: 1.2785, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1138, loss/aux0: 2.1138 2020-10-18 18:59:52,915 - mmaction - INFO - Epoch [37][80/396] lr: 2.856e-01, eta: 1 day, 19:34:23, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3687, top5_acc: 0.6323, loss_cls: 2.7160, loss: 2.7160, grad_norm: 1.2758, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0902, loss/aux0: 2.0902 2020-10-18 19:00:29,461 - mmaction - INFO - Epoch [37][100/396] lr: 2.856e-01, eta: 1 day, 19:32:02, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6365, loss_cls: 2.6877, loss: 2.6877, grad_norm: 1.2945, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1043, loss/aux0: 2.1043 2020-10-18 19:00:30,434 - mmaction - INFO - Epoch [37][100/396] lr: 2.856e-01, eta: 1 day, 19:33:56, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6365, loss_cls: 2.6877, loss: 2.6877, grad_norm: 1.2936, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1110, loss/aux0: 2.1110 2020-10-18 19:01:06,904 - mmaction - INFO - Epoch [37][120/396] lr: 2.856e-01, eta: 1 day, 19:31:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3583, top5_acc: 0.6339, loss_cls: 2.7165, loss: 2.7165, grad_norm: 1.2667, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0706, loss/aux0: 2.0706 2020-10-18 19:01:07,845 - mmaction - INFO - Epoch [37][120/396] lr: 2.856e-01, eta: 1 day, 19:33:28, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3583, top5_acc: 0.6339, loss_cls: 2.7165, loss: 2.7165, grad_norm: 1.2686, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0791, loss/aux0: 2.0791 2020-10-18 19:01:44,388 - mmaction - INFO - Epoch [37][140/396] lr: 2.856e-01, eta: 1 day, 19:31:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6344, loss_cls: 2.7110, loss: 2.7110, grad_norm: 1.2829, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0442, loss/aux0: 2.0442 2020-10-18 19:01:45,350 - mmaction - INFO - Epoch [37][140/396] lr: 2.856e-01, eta: 1 day, 19:33:01, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6344, loss_cls: 2.7110, loss: 2.7110, grad_norm: 1.2951, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0603, loss/aux0: 2.0603 2020-10-18 19:02:21,848 - mmaction - INFO - Epoch [37][160/396] lr: 2.856e-01, eta: 1 day, 19:30:40, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6318, loss_cls: 2.7200, loss: 2.7200, grad_norm: 1.2822, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1630, loss/aux0: 2.1630 2020-10-18 19:02:22,878 - mmaction - INFO - Epoch [37][160/396] lr: 2.856e-01, eta: 1 day, 19:32:33, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6318, loss_cls: 2.7200, loss: 2.7200, grad_norm: 1.2812, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1341, loss/aux0: 2.1341 2020-10-18 19:02:59,417 - mmaction - INFO - Epoch [37][180/396] lr: 2.856e-01, eta: 1 day, 19:30:13, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3448, top5_acc: 0.6159, loss_cls: 2.7836, loss: 2.7836, grad_norm: 1.2883, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0717, loss/aux0: 2.0717 2020-10-18 19:03:00,372 - mmaction - INFO - Epoch [37][180/396] lr: 2.856e-01, eta: 1 day, 19:32:06, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3448, top5_acc: 0.6159, loss_cls: 2.7836, loss: 2.7836, grad_norm: 1.2918, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0789, loss/aux0: 2.0789 2020-10-18 19:03:36,885 - mmaction - INFO - Epoch [37][200/396] lr: 2.856e-01, eta: 1 day, 19:29:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6253, loss_cls: 2.7346, loss: 2.7346, grad_norm: 1.2976, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1136, loss/aux0: 2.1136 2020-10-18 19:03:37,818 - mmaction - INFO - Epoch [37][200/396] lr: 2.856e-01, eta: 1 day, 19:31:38, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6253, loss_cls: 2.7346, loss: 2.7346, grad_norm: 1.2942, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1143, loss/aux0: 2.1143 2020-10-18 19:04:14,363 - mmaction - INFO - Epoch [37][220/396] lr: 2.856e-01, eta: 1 day, 19:29:18, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3607, top5_acc: 0.6362, loss_cls: 2.7147, loss: 2.7147, grad_norm: 1.3091, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1290, loss/aux0: 2.1290 2020-10-18 19:04:15,323 - mmaction - INFO - Epoch [37][220/396] lr: 2.856e-01, eta: 1 day, 19:31:11, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3607, top5_acc: 0.6362, loss_cls: 2.7147, loss: 2.7147, grad_norm: 1.3070, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1094, loss/aux0: 2.1094 2020-10-18 19:04:51,894 - mmaction - INFO - Epoch [37][240/396] lr: 2.856e-01, eta: 1 day, 19:28:51, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3516, top5_acc: 0.6247, loss_cls: 2.7445, loss: 2.7445, grad_norm: 1.2771, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1173, loss/aux0: 2.1173 2020-10-18 19:04:52,847 - mmaction - INFO - Epoch [37][240/396] lr: 2.856e-01, eta: 1 day, 19:30:44, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3516, top5_acc: 0.6247, loss_cls: 2.7445, loss: 2.7445, grad_norm: 1.2755, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1307, loss/aux0: 2.1307 2020-10-18 19:05:29,430 - mmaction - INFO - Epoch [37][260/396] lr: 2.856e-01, eta: 1 day, 19:28:25, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6227, loss_cls: 2.7906, loss: 2.7906, grad_norm: 1.3007, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0441, loss/aux0: 2.0441 2020-10-18 19:05:30,389 - mmaction - INFO - Epoch [37][260/396] lr: 2.856e-01, eta: 1 day, 19:30:17, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3404, top5_acc: 0.6227, loss_cls: 2.7906, loss: 2.7906, grad_norm: 1.3002, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0425, loss/aux0: 2.0425 2020-10-18 19:06:06,859 - mmaction - INFO - Epoch [37][280/396] lr: 2.856e-01, eta: 1 day, 19:27:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3633, top5_acc: 0.6302, loss_cls: 2.7311, loss: 2.7311, grad_norm: 1.2591, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1082, loss/aux0: 2.1082 2020-10-18 19:06:07,880 - mmaction - INFO - Epoch [37][280/396] lr: 2.856e-01, eta: 1 day, 19:29:49, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3633, top5_acc: 0.6302, loss_cls: 2.7311, loss: 2.7311, grad_norm: 1.2638, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1059, loss/aux0: 2.1059 2020-10-18 19:06:44,351 - mmaction - INFO - Epoch [37][300/396] lr: 2.856e-01, eta: 1 day, 19:27:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3555, top5_acc: 0.6260, loss_cls: 2.7425, loss: 2.7425, grad_norm: 1.2672, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0558, loss/aux0: 2.0558 2020-10-18 19:06:45,272 - mmaction - INFO - Epoch [37][300/396] lr: 2.856e-01, eta: 1 day, 19:29:21, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3555, top5_acc: 0.6260, loss_cls: 2.7425, loss: 2.7425, grad_norm: 1.2703, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0601, loss/aux0: 2.0601 2020-10-18 19:07:21,785 - mmaction - INFO - Epoch [37][320/396] lr: 2.856e-01, eta: 1 day, 19:27:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6339, loss_cls: 2.7059, loss: 2.7059, grad_norm: 1.3455, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0947, loss/aux0: 2.0947 2020-10-18 19:07:22,772 - mmaction - INFO - Epoch [37][320/396] lr: 2.856e-01, eta: 1 day, 19:28:54, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6339, loss_cls: 2.7059, loss: 2.7059, grad_norm: 1.3378, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0936, loss/aux0: 2.0936 2020-10-18 19:07:59,261 - mmaction - INFO - Epoch [37][340/396] lr: 2.856e-01, eta: 1 day, 19:26:34, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3424, top5_acc: 0.6193, loss_cls: 2.8000, loss: 2.8000, grad_norm: 1.3039, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1604, loss/aux0: 2.1604 2020-10-18 19:08:00,214 - mmaction - INFO - Epoch [37][340/396] lr: 2.856e-01, eta: 1 day, 19:28:25, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3424, top5_acc: 0.6193, loss_cls: 2.8000, loss: 2.8000, grad_norm: 1.3061, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1644, loss/aux0: 2.1644 2020-10-18 19:08:36,594 - mmaction - INFO - Epoch [37][360/396] lr: 2.856e-01, eta: 1 day, 19:26:06, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6242, loss_cls: 2.7310, loss: 2.7310, grad_norm: 1.2956, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1340, loss/aux0: 2.1340 2020-10-18 19:08:37,540 - mmaction - INFO - Epoch [37][360/396] lr: 2.856e-01, eta: 1 day, 19:27:57, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6242, loss_cls: 2.7310, loss: 2.7310, grad_norm: 1.2921, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1212, loss/aux0: 2.1212 2020-10-18 19:09:14,017 - mmaction - INFO - Epoch [37][380/396] lr: 2.856e-01, eta: 1 day, 19:25:38, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3419, top5_acc: 0.6161, loss_cls: 2.8032, loss: 2.8032, grad_norm: 1.2430, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1243, loss/aux0: 2.1243 2020-10-18 19:09:15,041 - mmaction - INFO - Epoch [37][380/396] lr: 2.856e-01, eta: 1 day, 19:27:29, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3419, top5_acc: 0.6161, loss_cls: 2.8032, loss: 2.8032, grad_norm: 1.2454, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1326, loss/aux0: 2.1326 2020-10-18 19:13:56,944 - mmaction - INFO - Epoch [38][20/396] lr: 2.848e-01, eta: 1 day, 19:21:51, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6247, loss_cls: 2.7091, loss: 2.7091, grad_norm: 1.2728, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1126, loss/aux0: 2.1126 2020-10-18 19:13:57,900 - mmaction - INFO - Epoch [38][20/396] lr: 2.848e-01, eta: 1 day, 19:23:41, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6247, loss_cls: 2.7091, loss: 2.7091, grad_norm: 1.2707, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1147, loss/aux0: 2.1147 2020-10-18 19:14:34,432 - mmaction - INFO - Epoch [38][40/396] lr: 2.848e-01, eta: 1 day, 19:21:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3570, top5_acc: 0.6297, loss_cls: 2.7405, loss: 2.7405, grad_norm: 1.2679, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0514, loss/aux0: 2.0514 2020-10-18 19:14:35,455 - mmaction - INFO - Epoch [38][40/396] lr: 2.848e-01, eta: 1 day, 19:23:14, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3570, top5_acc: 0.6297, loss_cls: 2.7405, loss: 2.7405, grad_norm: 1.2737, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0602, loss/aux0: 2.0602 2020-10-18 19:15:12,721 - mmaction - INFO - Epoch [38][60/396] lr: 2.848e-01, eta: 1 day, 19:21:01, time: 0.978, data_time: 0.000, memory: 8462, top1_acc: 0.3474, top5_acc: 0.6148, loss_cls: 2.7917, loss: 2.7917, grad_norm: 1.2737, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1046, loss/aux0: 2.1046 2020-10-18 19:15:13,808 - mmaction - INFO - Epoch [38][60/396] lr: 2.848e-01, eta: 1 day, 19:22:57, time: 0.986, data_time: 0.001, memory: 8462, top1_acc: 0.3474, top5_acc: 0.6148, loss_cls: 2.7917, loss: 2.7917, grad_norm: 1.2751, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1002, loss/aux0: 2.1002 2020-10-18 19:15:50,388 - mmaction - INFO - Epoch [38][80/396] lr: 2.848e-01, eta: 1 day, 19:20:40, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6352, loss_cls: 2.7173, loss: 2.7173, grad_norm: 1.2794, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0633, loss/aux0: 2.0633 2020-10-18 19:15:51,335 - mmaction - INFO - Epoch [38][80/396] lr: 2.848e-01, eta: 1 day, 19:22:30, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6352, loss_cls: 2.7173, loss: 2.7173, grad_norm: 1.2775, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0525, loss/aux0: 2.0525 2020-10-18 19:16:27,944 - mmaction - INFO - Epoch [38][100/396] lr: 2.848e-01, eta: 1 day, 19:20:13, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3664, top5_acc: 0.6333, loss_cls: 2.7104, loss: 2.7104, grad_norm: 1.3248, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0467, loss/aux0: 2.0467 2020-10-18 19:16:28,878 - mmaction - INFO - Epoch [38][100/396] lr: 2.848e-01, eta: 1 day, 19:22:03, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3664, top5_acc: 0.6333, loss_cls: 2.7104, loss: 2.7104, grad_norm: 1.3213, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0415, loss/aux0: 2.0415 2020-10-18 19:17:05,459 - mmaction - INFO - Epoch [38][120/396] lr: 2.848e-01, eta: 1 day, 19:19:46, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3464, top5_acc: 0.6094, loss_cls: 2.8042, loss: 2.8042, grad_norm: 1.2838, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0429, loss/aux0: 2.0429 2020-10-18 19:17:06,419 - mmaction - INFO - Epoch [38][120/396] lr: 2.848e-01, eta: 1 day, 19:21:36, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3464, top5_acc: 0.6094, loss_cls: 2.8042, loss: 2.8042, grad_norm: 1.2897, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0571, loss/aux0: 2.0571 2020-10-18 19:17:43,088 - mmaction - INFO - Epoch [38][140/396] lr: 2.848e-01, eta: 1 day, 19:19:19, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3596, top5_acc: 0.6203, loss_cls: 2.7410, loss: 2.7410, grad_norm: 1.2859, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0873, loss/aux0: 2.0873 2020-10-18 19:17:44,105 - mmaction - INFO - Epoch [38][140/396] lr: 2.848e-01, eta: 1 day, 19:21:10, time: 0.949, data_time: 0.004, memory: 8462, top1_acc: 0.3596, top5_acc: 0.6203, loss_cls: 2.7410, loss: 2.7410, grad_norm: 1.2874, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0906, loss/aux0: 2.0906 2020-10-18 19:18:20,617 - mmaction - INFO - Epoch [38][160/396] lr: 2.848e-01, eta: 1 day, 19:18:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6312, loss_cls: 2.7178, loss: 2.7178, grad_norm: 1.3037, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0922, loss/aux0: 2.0922 2020-10-18 19:18:21,595 - mmaction - INFO - Epoch [38][160/396] lr: 2.848e-01, eta: 1 day, 19:20:42, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6312, loss_cls: 2.7178, loss: 2.7178, grad_norm: 1.2979, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0715, loss/aux0: 2.0715 2020-10-18 19:18:58,176 - mmaction - INFO - Epoch [38][180/396] lr: 2.848e-01, eta: 1 day, 19:18:26, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6346, loss_cls: 2.7030, loss: 2.7030, grad_norm: 1.3142, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0801, loss/aux0: 2.0801 2020-10-18 19:18:59,205 - mmaction - INFO - Epoch [38][180/396] lr: 2.848e-01, eta: 1 day, 19:20:16, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6346, loss_cls: 2.7030, loss: 2.7030, grad_norm: 1.3130, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0960, loss/aux0: 2.0960 2020-10-18 19:19:35,740 - mmaction - INFO - Epoch [38][200/396] lr: 2.848e-01, eta: 1 day, 19:17:59, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3539, top5_acc: 0.6437, loss_cls: 2.7071, loss: 2.7071, grad_norm: 1.3139, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0871, loss/aux0: 2.0871 2020-10-18 19:19:36,719 - mmaction - INFO - Epoch [38][200/396] lr: 2.848e-01, eta: 1 day, 19:19:49, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3539, top5_acc: 0.6437, loss_cls: 2.7071, loss: 2.7071, grad_norm: 1.3141, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0857, loss/aux0: 2.0857 2020-10-18 19:20:13,361 - mmaction - INFO - Epoch [38][220/396] lr: 2.848e-01, eta: 1 day, 19:17:33, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.3596, top5_acc: 0.6297, loss_cls: 2.7304, loss: 2.7304, grad_norm: 1.2630, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1473, loss/aux0: 2.1473 2020-10-18 19:20:14,343 - mmaction - INFO - Epoch [38][220/396] lr: 2.848e-01, eta: 1 day, 19:19:23, time: 0.947, data_time: 0.002, memory: 8462, top1_acc: 0.3596, top5_acc: 0.6297, loss_cls: 2.7304, loss: 2.7304, grad_norm: 1.2629, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1479, loss/aux0: 2.1479 2020-10-18 19:20:50,786 - mmaction - INFO - Epoch [38][240/396] lr: 2.848e-01, eta: 1 day, 19:17:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3659, top5_acc: 0.6299, loss_cls: 2.7350, loss: 2.7350, grad_norm: 1.3070, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0845, loss/aux0: 2.0845 2020-10-18 19:20:51,742 - mmaction - INFO - Epoch [38][240/396] lr: 2.848e-01, eta: 1 day, 19:18:55, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3659, top5_acc: 0.6299, loss_cls: 2.7350, loss: 2.7350, grad_norm: 1.3135, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0931, loss/aux0: 2.0931 2020-10-18 19:21:28,351 - mmaction - INFO - Epoch [38][260/396] lr: 2.848e-01, eta: 1 day, 19:16:39, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6260, loss_cls: 2.7475, loss: 2.7475, grad_norm: 1.2939, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0843, loss/aux0: 2.0843 2020-10-18 19:21:29,366 - mmaction - INFO - Epoch [38][260/396] lr: 2.848e-01, eta: 1 day, 19:18:28, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6260, loss_cls: 2.7475, loss: 2.7475, grad_norm: 1.2915, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0751, loss/aux0: 2.0751 2020-10-18 19:22:05,845 - mmaction - INFO - Epoch [38][280/396] lr: 2.848e-01, eta: 1 day, 19:16:11, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3690, top5_acc: 0.6477, loss_cls: 2.6767, loss: 2.6767, grad_norm: 1.3004, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0356, loss/aux0: 2.0356 2020-10-18 19:22:06,790 - mmaction - INFO - Epoch [38][280/396] lr: 2.848e-01, eta: 1 day, 19:18:00, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3690, top5_acc: 0.6477, loss_cls: 2.6767, loss: 2.6767, grad_norm: 1.3004, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0470, loss/aux0: 2.0470 2020-10-18 19:22:43,352 - mmaction - INFO - Epoch [38][300/396] lr: 2.848e-01, eta: 1 day, 19:15:44, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3477, top5_acc: 0.6234, loss_cls: 2.7587, loss: 2.7587, grad_norm: 1.3141, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0265, loss/aux0: 2.0265 2020-10-18 19:22:44,367 - mmaction - INFO - Epoch [38][300/396] lr: 2.848e-01, eta: 1 day, 19:17:33, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.3477, top5_acc: 0.6234, loss_cls: 2.7587, loss: 2.7587, grad_norm: 1.3202, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0175, loss/aux0: 2.0175 2020-10-18 19:23:20,967 - mmaction - INFO - Epoch [38][320/396] lr: 2.848e-01, eta: 1 day, 19:15:17, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3562, top5_acc: 0.6346, loss_cls: 2.7364, loss: 2.7364, grad_norm: 1.3031, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1300, loss/aux0: 2.1300 2020-10-18 19:23:21,934 - mmaction - INFO - Epoch [38][320/396] lr: 2.848e-01, eta: 1 day, 19:17:05, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3562, top5_acc: 0.6346, loss_cls: 2.7364, loss: 2.7364, grad_norm: 1.3000, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1058, loss/aux0: 2.1058 2020-10-18 19:23:58,437 - mmaction - INFO - Epoch [38][340/396] lr: 2.848e-01, eta: 1 day, 19:14:49, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3461, top5_acc: 0.6120, loss_cls: 2.8161, loss: 2.8161, grad_norm: 1.2828, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0756, loss/aux0: 2.0756 2020-10-18 19:23:59,461 - mmaction - INFO - Epoch [38][340/396] lr: 2.848e-01, eta: 1 day, 19:16:38, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3461, top5_acc: 0.6120, loss_cls: 2.8161, loss: 2.8161, grad_norm: 1.2860, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0928, loss/aux0: 2.0928 2020-10-18 19:24:35,958 - mmaction - INFO - Epoch [38][360/396] lr: 2.848e-01, eta: 1 day, 19:14:22, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3740, top5_acc: 0.6396, loss_cls: 2.6794, loss: 2.6794, grad_norm: 1.2896, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0756, loss/aux0: 2.0756 2020-10-18 19:24:36,957 - mmaction - INFO - Epoch [38][360/396] lr: 2.848e-01, eta: 1 day, 19:16:10, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3740, top5_acc: 0.6396, loss_cls: 2.6794, loss: 2.6794, grad_norm: 1.2976, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0870, loss/aux0: 2.0870 2020-10-18 19:25:13,567 - mmaction - INFO - Epoch [38][380/396] lr: 2.848e-01, eta: 1 day, 19:13:55, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6406, loss_cls: 2.7277, loss: 2.7277, grad_norm: 1.2869, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0806, loss/aux0: 2.0806 2020-10-18 19:25:14,576 - mmaction - INFO - Epoch [38][380/396] lr: 2.848e-01, eta: 1 day, 19:15:43, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6406, loss_cls: 2.7277, loss: 2.7277, grad_norm: 1.2861, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0743, loss/aux0: 2.0743 2020-10-18 19:29:34,014 - mmaction - INFO - Epoch [39][20/396] lr: 2.840e-01, eta: 1 day, 19:10:13, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3471, top5_acc: 0.6211, loss_cls: 2.7825, loss: 2.7825, grad_norm: 1.2910, top1_acc/aux0: 0.5085, top5_acc/aux0: 0.7558, loss_cls/aux0: 2.0544, loss/aux0: 2.0544 2020-10-18 19:29:34,974 - mmaction - INFO - Epoch [39][20/396] lr: 2.840e-01, eta: 1 day, 19:12:00, time: 0.936, data_time: 0.004, memory: 8462, top1_acc: 0.3471, top5_acc: 0.6211, loss_cls: 2.7825, loss: 2.7825, grad_norm: 1.2993, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0566, loss/aux0: 2.0566 2020-10-18 19:30:11,380 - mmaction - INFO - Epoch [39][40/396] lr: 2.840e-01, eta: 1 day, 19:09:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6466, loss_cls: 2.6759, loss: 2.6759, grad_norm: 1.3462, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1322, loss/aux0: 2.1322 2020-10-18 19:30:12,400 - mmaction - INFO - Epoch [39][40/396] lr: 2.840e-01, eta: 1 day, 19:11:33, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6466, loss_cls: 2.6759, loss: 2.6759, grad_norm: 1.3376, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1351, loss/aux0: 2.1351 2020-10-18 19:30:48,878 - mmaction - INFO - Epoch [39][60/396] lr: 2.840e-01, eta: 1 day, 19:09:18, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3638, top5_acc: 0.6315, loss_cls: 2.7294, loss: 2.7294, grad_norm: 1.3049, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0854, loss/aux0: 2.0854 2020-10-18 19:30:49,846 - mmaction - INFO - Epoch [39][60/396] lr: 2.840e-01, eta: 1 day, 19:11:05, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3638, top5_acc: 0.6315, loss_cls: 2.7294, loss: 2.7294, grad_norm: 1.3081, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0800, loss/aux0: 2.0800 2020-10-18 19:31:26,347 - mmaction - INFO - Epoch [39][80/396] lr: 2.840e-01, eta: 1 day, 19:08:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3628, top5_acc: 0.6227, loss_cls: 2.7166, loss: 2.7166, grad_norm: 1.3089, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0706, loss/aux0: 2.0706 2020-10-18 19:31:27,295 - mmaction - INFO - Epoch [39][80/396] lr: 2.840e-01, eta: 1 day, 19:10:37, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3628, top5_acc: 0.6227, loss_cls: 2.7166, loss: 2.7166, grad_norm: 1.3094, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0584, loss/aux0: 2.0584 2020-10-18 19:32:03,965 - mmaction - INFO - Epoch [39][100/396] lr: 2.840e-01, eta: 1 day, 19:08:23, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6401, loss_cls: 2.7278, loss: 2.7278, grad_norm: 1.3087, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0204, loss/aux0: 2.0204 2020-10-18 19:32:04,929 - mmaction - INFO - Epoch [39][100/396] lr: 2.840e-01, eta: 1 day, 19:10:10, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6401, loss_cls: 2.7278, loss: 2.7278, grad_norm: 1.3078, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0359, loss/aux0: 2.0359 2020-10-18 19:32:41,394 - mmaction - INFO - Epoch [39][120/396] lr: 2.840e-01, eta: 1 day, 19:07:55, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3568, top5_acc: 0.6365, loss_cls: 2.7118, loss: 2.7118, grad_norm: 1.2708, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0550, loss/aux0: 2.0550 2020-10-18 19:32:42,402 - mmaction - INFO - Epoch [39][120/396] lr: 2.840e-01, eta: 1 day, 19:09:42, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3568, top5_acc: 0.6365, loss_cls: 2.7118, loss: 2.7118, grad_norm: 1.2687, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0481, loss/aux0: 2.0481 2020-10-18 19:33:18,871 - mmaction - INFO - Epoch [39][140/396] lr: 2.840e-01, eta: 1 day, 19:07:27, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6258, loss_cls: 2.7286, loss: 2.7286, grad_norm: 1.2773, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0549, loss/aux0: 2.0549 2020-10-18 19:33:19,830 - mmaction - INFO - Epoch [39][140/396] lr: 2.840e-01, eta: 1 day, 19:09:13, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6258, loss_cls: 2.7286, loss: 2.7286, grad_norm: 1.2806, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0751, loss/aux0: 2.0751 2020-10-18 19:33:56,382 - mmaction - INFO - Epoch [39][160/396] lr: 2.840e-01, eta: 1 day, 19:06:59, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3570, top5_acc: 0.6453, loss_cls: 2.6671, loss: 2.6671, grad_norm: 1.3164, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0410, loss/aux0: 2.0410 2020-10-18 19:33:57,386 - mmaction - INFO - Epoch [39][160/396] lr: 2.840e-01, eta: 1 day, 19:08:45, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3570, top5_acc: 0.6453, loss_cls: 2.6671, loss: 2.6671, grad_norm: 1.3137, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0299, loss/aux0: 2.0299 2020-10-18 19:34:33,839 - mmaction - INFO - Epoch [39][180/396] lr: 2.840e-01, eta: 1 day, 19:06:31, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6365, loss_cls: 2.7114, loss: 2.7114, grad_norm: 1.3096, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1245, loss/aux0: 2.1245 2020-10-18 19:34:34,794 - mmaction - INFO - Epoch [39][180/396] lr: 2.840e-01, eta: 1 day, 19:08:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6365, loss_cls: 2.7114, loss: 2.7114, grad_norm: 1.3095, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1240, loss/aux0: 2.1240 2020-10-18 19:35:11,281 - mmaction - INFO - Epoch [39][200/396] lr: 2.840e-01, eta: 1 day, 19:06:03, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3716, top5_acc: 0.6328, loss_cls: 2.6905, loss: 2.6905, grad_norm: 1.2911, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1584, loss/aux0: 2.1584 2020-10-18 19:35:12,303 - mmaction - INFO - Epoch [39][200/396] lr: 2.840e-01, eta: 1 day, 19:07:50, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3716, top5_acc: 0.6328, loss_cls: 2.6905, loss: 2.6905, grad_norm: 1.2932, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1686, loss/aux0: 2.1686 2020-10-18 19:35:48,845 - mmaction - INFO - Epoch [39][220/396] lr: 2.840e-01, eta: 1 day, 19:05:36, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6331, loss_cls: 2.7060, loss: 2.7060, grad_norm: 1.2953, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0722, loss/aux0: 2.0722 2020-10-18 19:35:49,835 - mmaction - INFO - Epoch [39][220/396] lr: 2.840e-01, eta: 1 day, 19:07:22, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6331, loss_cls: 2.7060, loss: 2.7060, grad_norm: 1.2902, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0390, loss/aux0: 2.0390 2020-10-18 19:36:26,288 - mmaction - INFO - Epoch [39][240/396] lr: 2.840e-01, eta: 1 day, 19:05:08, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6310, loss_cls: 2.7456, loss: 2.7456, grad_norm: 1.2940, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0460, loss/aux0: 2.0460 2020-10-18 19:36:27,316 - mmaction - INFO - Epoch [39][240/396] lr: 2.840e-01, eta: 1 day, 19:06:54, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6310, loss_cls: 2.7456, loss: 2.7456, grad_norm: 1.2954, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0657, loss/aux0: 2.0657 2020-10-18 19:37:03,661 - mmaction - INFO - Epoch [39][260/396] lr: 2.840e-01, eta: 1 day, 19:04:40, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3542, top5_acc: 0.6120, loss_cls: 2.7651, loss: 2.7651, grad_norm: 1.2832, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1103, loss/aux0: 2.1103 2020-10-18 19:37:04,608 - mmaction - INFO - Epoch [39][260/396] lr: 2.840e-01, eta: 1 day, 19:06:25, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3542, top5_acc: 0.6120, loss_cls: 2.7651, loss: 2.7651, grad_norm: 1.2743, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1019, loss/aux0: 2.1019 2020-10-18 19:37:41,133 - mmaction - INFO - Epoch [39][280/396] lr: 2.840e-01, eta: 1 day, 19:04:12, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3628, top5_acc: 0.6380, loss_cls: 2.6865, loss: 2.6865, grad_norm: 1.2915, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1022, loss/aux0: 2.1022 2020-10-18 19:37:42,085 - mmaction - INFO - Epoch [39][280/396] lr: 2.840e-01, eta: 1 day, 19:05:57, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3628, top5_acc: 0.6380, loss_cls: 2.6865, loss: 2.6865, grad_norm: 1.2932, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1147, loss/aux0: 2.1147 2020-10-18 19:38:18,556 - mmaction - INFO - Epoch [39][300/396] lr: 2.840e-01, eta: 1 day, 19:03:44, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3599, top5_acc: 0.6430, loss_cls: 2.7167, loss: 2.7167, grad_norm: 1.3109, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1088, loss/aux0: 2.1088 2020-10-18 19:38:19,597 - mmaction - INFO - Epoch [39][300/396] lr: 2.840e-01, eta: 1 day, 19:05:30, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3599, top5_acc: 0.6430, loss_cls: 2.7167, loss: 2.7167, grad_norm: 1.3069, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1045, loss/aux0: 2.1045 2020-10-18 19:38:55,979 - mmaction - INFO - Epoch [39][320/396] lr: 2.840e-01, eta: 1 day, 19:03:16, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3503, top5_acc: 0.6130, loss_cls: 2.7825, loss: 2.7825, grad_norm: 1.2998, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0607, loss/aux0: 2.0607 2020-10-18 19:38:57,005 - mmaction - INFO - Epoch [39][320/396] lr: 2.840e-01, eta: 1 day, 19:05:01, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3503, top5_acc: 0.6130, loss_cls: 2.7825, loss: 2.7825, grad_norm: 1.2994, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0585, loss/aux0: 2.0585 2020-10-18 19:39:33,471 - mmaction - INFO - Epoch [39][340/396] lr: 2.840e-01, eta: 1 day, 19:02:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6245, loss_cls: 2.7831, loss: 2.7831, grad_norm: 1.2998, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0791, loss/aux0: 2.0791 2020-10-18 19:39:34,434 - mmaction - INFO - Epoch [39][340/396] lr: 2.840e-01, eta: 1 day, 19:04:33, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6245, loss_cls: 2.7831, loss: 2.7831, grad_norm: 1.2958, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0795, loss/aux0: 2.0795 2020-10-18 19:40:10,857 - mmaction - INFO - Epoch [39][360/396] lr: 2.840e-01, eta: 1 day, 19:02:20, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6336, loss_cls: 2.7093, loss: 2.7093, grad_norm: 1.2933, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.0751, loss/aux0: 2.0751 2020-10-18 19:40:11,827 - mmaction - INFO - Epoch [39][360/396] lr: 2.840e-01, eta: 1 day, 19:04:04, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6336, loss_cls: 2.7093, loss: 2.7093, grad_norm: 1.2965, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.0667, loss/aux0: 2.0667 2020-10-18 19:40:48,255 - mmaction - INFO - Epoch [39][380/396] lr: 2.840e-01, eta: 1 day, 19:01:51, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3760, top5_acc: 0.6383, loss_cls: 2.6857, loss: 2.6857, grad_norm: 1.2896, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1026, loss/aux0: 2.1026 2020-10-18 19:40:49,209 - mmaction - INFO - Epoch [39][380/396] lr: 2.840e-01, eta: 1 day, 19:03:35, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3760, top5_acc: 0.6383, loss_cls: 2.6857, loss: 2.6857, grad_norm: 1.2878, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1048, loss/aux0: 2.1048 2020-10-18 19:45:06,198 - mmaction - INFO - Epoch [40][20/396] lr: 2.831e-01, eta: 1 day, 18:58:13, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6339, loss_cls: 2.6919, loss: 2.6919, grad_norm: 1.2863, top1_acc/aux0: 0.4819, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1255, loss/aux0: 2.1255 2020-10-18 19:45:07,150 - mmaction - INFO - Epoch [40][20/396] lr: 2.831e-01, eta: 1 day, 18:59:57, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6339, loss_cls: 2.6919, loss: 2.6919, grad_norm: 1.2850, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1381, loss/aux0: 2.1381 2020-10-18 19:45:43,504 - mmaction - INFO - Epoch [40][40/396] lr: 2.831e-01, eta: 1 day, 18:57:44, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6339, loss_cls: 2.6965, loss: 2.6965, grad_norm: 1.3031, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.1072, loss/aux0: 2.1072 2020-10-18 19:45:44,485 - mmaction - INFO - Epoch [40][40/396] lr: 2.831e-01, eta: 1 day, 18:59:28, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6339, loss_cls: 2.6965, loss: 2.6965, grad_norm: 1.2994, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0816, loss/aux0: 2.0816 2020-10-18 19:46:20,966 - mmaction - INFO - Epoch [40][60/396] lr: 2.831e-01, eta: 1 day, 18:57:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6292, loss_cls: 2.7601, loss: 2.7601, grad_norm: 1.2886, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0226, loss/aux0: 2.0226 2020-10-18 19:46:21,911 - mmaction - INFO - Epoch [40][60/396] lr: 2.831e-01, eta: 1 day, 18:58:59, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6292, loss_cls: 2.7601, loss: 2.7601, grad_norm: 1.2878, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0281, loss/aux0: 2.0281 2020-10-18 19:46:58,347 - mmaction - INFO - Epoch [40][80/396] lr: 2.831e-01, eta: 1 day, 18:56:47, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3422, top5_acc: 0.6125, loss_cls: 2.7739, loss: 2.7739, grad_norm: 1.2917, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.0676, loss/aux0: 2.0676 2020-10-18 19:46:59,304 - mmaction - INFO - Epoch [40][80/396] lr: 2.831e-01, eta: 1 day, 18:58:31, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3422, top5_acc: 0.6125, loss_cls: 2.7739, loss: 2.7739, grad_norm: 1.2836, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0648, loss/aux0: 2.0648 2020-10-18 19:47:35,799 - mmaction - INFO - Epoch [40][100/396] lr: 2.831e-01, eta: 1 day, 18:56:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3539, top5_acc: 0.6208, loss_cls: 2.7574, loss: 2.7574, grad_norm: 1.2758, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0991, loss/aux0: 2.0991 2020-10-18 19:47:36,754 - mmaction - INFO - Epoch [40][100/396] lr: 2.831e-01, eta: 1 day, 18:58:03, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.3539, top5_acc: 0.6208, loss_cls: 2.7574, loss: 2.7574, grad_norm: 1.2683, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1133, loss/aux0: 2.1133 2020-10-18 19:48:13,196 - mmaction - INFO - Epoch [40][120/396] lr: 2.831e-01, eta: 1 day, 18:55:51, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3576, top5_acc: 0.6276, loss_cls: 2.7525, loss: 2.7525, grad_norm: 1.2961, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0804, loss/aux0: 2.0804 2020-10-18 19:48:14,183 - mmaction - INFO - Epoch [40][120/396] lr: 2.831e-01, eta: 1 day, 18:57:35, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3576, top5_acc: 0.6276, loss_cls: 2.7525, loss: 2.7525, grad_norm: 1.2978, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0744, loss/aux0: 2.0744 2020-10-18 19:48:50,738 - mmaction - INFO - Epoch [40][140/396] lr: 2.831e-01, eta: 1 day, 18:55:24, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.3628, top5_acc: 0.6339, loss_cls: 2.6971, loss: 2.6971, grad_norm: 1.3034, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0772, loss/aux0: 2.0772 2020-10-18 19:48:51,697 - mmaction - INFO - Epoch [40][140/396] lr: 2.831e-01, eta: 1 day, 18:57:08, time: 0.946, data_time: 0.001, memory: 8462, top1_acc: 0.3628, top5_acc: 0.6339, loss_cls: 2.6971, loss: 2.6971, grad_norm: 1.3017, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0834, loss/aux0: 2.0834 2020-10-18 19:49:28,131 - mmaction - INFO - Epoch [40][160/396] lr: 2.831e-01, eta: 1 day, 18:54:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6341, loss_cls: 2.7190, loss: 2.7190, grad_norm: 1.3084, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0799, loss/aux0: 2.0799 2020-10-18 19:49:29,100 - mmaction - INFO - Epoch [40][160/396] lr: 2.831e-01, eta: 1 day, 18:56:40, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6341, loss_cls: 2.7190, loss: 2.7190, grad_norm: 1.2978, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7687, loss_cls/aux0: 2.0552, loss/aux0: 2.0552 2020-10-18 19:50:05,621 - mmaction - INFO - Epoch [40][180/396] lr: 2.831e-01, eta: 1 day, 18:54:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3646, top5_acc: 0.6474, loss_cls: 2.7091, loss: 2.7091, grad_norm: 1.3054, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0508, loss/aux0: 2.0508 2020-10-18 19:50:06,603 - mmaction - INFO - Epoch [40][180/396] lr: 2.831e-01, eta: 1 day, 18:56:11, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3646, top5_acc: 0.6474, loss_cls: 2.7091, loss: 2.7091, grad_norm: 1.3056, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0692, loss/aux0: 2.0692 2020-10-18 19:50:43,045 - mmaction - INFO - Epoch [40][200/396] lr: 2.831e-01, eta: 1 day, 18:54:00, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6372, loss_cls: 2.7321, loss: 2.7321, grad_norm: 1.2862, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1116, loss/aux0: 2.1116 2020-10-18 19:50:44,040 - mmaction - INFO - Epoch [40][200/396] lr: 2.831e-01, eta: 1 day, 18:55:43, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6372, loss_cls: 2.7321, loss: 2.7321, grad_norm: 1.2832, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0974, loss/aux0: 2.0974 2020-10-18 19:51:20,552 - mmaction - INFO - Epoch [40][220/396] lr: 2.831e-01, eta: 1 day, 18:53:32, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6365, loss_cls: 2.7001, loss: 2.7001, grad_norm: 1.2997, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0288, loss/aux0: 2.0288 2020-10-18 19:51:21,497 - mmaction - INFO - Epoch [40][220/396] lr: 2.831e-01, eta: 1 day, 18:55:14, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6365, loss_cls: 2.7001, loss: 2.7001, grad_norm: 1.3010, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0377, loss/aux0: 2.0377 2020-10-18 19:51:58,088 - mmaction - INFO - Epoch [40][240/396] lr: 2.831e-01, eta: 1 day, 18:53:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6315, loss_cls: 2.7453, loss: 2.7453, grad_norm: 1.2960, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0841, loss/aux0: 2.0841 2020-10-18 19:51:59,094 - mmaction - INFO - Epoch [40][240/396] lr: 2.831e-01, eta: 1 day, 18:54:47, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6315, loss_cls: 2.7453, loss: 2.7453, grad_norm: 1.2909, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0893, loss/aux0: 2.0893 2020-10-18 19:52:35,533 - mmaction - INFO - Epoch [40][260/396] lr: 2.831e-01, eta: 1 day, 18:52:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6352, loss_cls: 2.6693, loss: 2.6693, grad_norm: 1.2588, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0594, loss/aux0: 2.0594 2020-10-18 19:52:36,545 - mmaction - INFO - Epoch [40][260/396] lr: 2.831e-01, eta: 1 day, 18:54:19, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6352, loss_cls: 2.6693, loss: 2.6693, grad_norm: 1.2604, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0549, loss/aux0: 2.0549 2020-10-18 19:53:12,974 - mmaction - INFO - Epoch [40][280/396] lr: 2.831e-01, eta: 1 day, 18:52:08, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3607, top5_acc: 0.6310, loss_cls: 2.7204, loss: 2.7204, grad_norm: 1.2872, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0366, loss/aux0: 2.0366 2020-10-18 19:53:13,979 - mmaction - INFO - Epoch [40][280/396] lr: 2.831e-01, eta: 1 day, 18:53:50, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3607, top5_acc: 0.6310, loss_cls: 2.7204, loss: 2.7204, grad_norm: 1.2913, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0404, loss/aux0: 2.0404 2020-10-18 19:53:50,380 - mmaction - INFO - Epoch [40][300/396] lr: 2.831e-01, eta: 1 day, 18:51:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3578, top5_acc: 0.6401, loss_cls: 2.7149, loss: 2.7149, grad_norm: 1.3079, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0374, loss/aux0: 2.0374 2020-10-18 19:53:51,329 - mmaction - INFO - Epoch [40][300/396] lr: 2.831e-01, eta: 1 day, 18:53:22, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3578, top5_acc: 0.6401, loss_cls: 2.7149, loss: 2.7149, grad_norm: 1.3115, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0589, loss/aux0: 2.0589 2020-10-18 19:54:27,782 - mmaction - INFO - Epoch [40][320/396] lr: 2.831e-01, eta: 1 day, 18:51:11, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6448, loss_cls: 2.6574, loss: 2.6574, grad_norm: 1.2789, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1413, loss/aux0: 2.1413 2020-10-18 19:54:28,781 - mmaction - INFO - Epoch [40][320/396] lr: 2.831e-01, eta: 1 day, 18:52:53, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6448, loss_cls: 2.6574, loss: 2.6574, grad_norm: 1.2883, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1390, loss/aux0: 2.1390 2020-10-18 19:55:05,364 - mmaction - INFO - Epoch [40][340/396] lr: 2.831e-01, eta: 1 day, 18:50:43, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6372, loss_cls: 2.6774, loss: 2.6774, grad_norm: 1.2908, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1287, loss/aux0: 2.1287 2020-10-18 19:55:06,322 - mmaction - INFO - Epoch [40][340/396] lr: 2.831e-01, eta: 1 day, 18:52:25, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6372, loss_cls: 2.6774, loss: 2.6774, grad_norm: 1.2897, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1160, loss/aux0: 2.1160 2020-10-18 19:55:42,851 - mmaction - INFO - Epoch [40][360/396] lr: 2.831e-01, eta: 1 day, 18:50:16, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6352, loss_cls: 2.7165, loss: 2.7165, grad_norm: 1.3140, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0388, loss/aux0: 2.0388 2020-10-18 19:55:43,824 - mmaction - INFO - Epoch [40][360/396] lr: 2.831e-01, eta: 1 day, 18:51:58, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6352, loss_cls: 2.7165, loss: 2.7165, grad_norm: 1.3158, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0369, loss/aux0: 2.0369 2020-10-18 19:56:20,314 - mmaction - INFO - Epoch [40][380/396] lr: 2.831e-01, eta: 1 day, 18:49:48, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3495, top5_acc: 0.6339, loss_cls: 2.7391, loss: 2.7391, grad_norm: 1.3044, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0402, loss/aux0: 2.0402 2020-10-18 19:56:21,269 - mmaction - INFO - Epoch [40][380/396] lr: 2.831e-01, eta: 1 day, 18:51:29, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3495, top5_acc: 0.6339, loss_cls: 2.7391, loss: 2.7391, grad_norm: 1.3097, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0333, loss/aux0: 2.0333 2020-10-18 19:56:52,230 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-18 19:58:34,638 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 19:58:34,775 - mmaction - INFO - top1_acc 0.4628 top5_acc 0.7441 2020-10-18 19:58:34,775 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 19:58:34,810 - mmaction - INFO - mean_acc 0.4630 2020-10-18 19:58:34,811 - mmaction - INFO - Now best checkpoint is epoch_40.pth 2020-10-18 19:58:34,819 - mmaction - INFO - Epoch(val) [40][396] top1_acc: 0.4628, top5_acc: 0.7441, mean_class_accuracy: 0.4630 2020-10-18 20:02:39,510 - mmaction - INFO - Epoch [41][20/396] lr: 2.823e-01, eta: 1 day, 18:46:14, time: 0.928, data_time: 0.000, memory: 8462, top1_acc: 0.3625, top5_acc: 0.6396, loss_cls: 2.7285, loss: 2.7285, grad_norm: 1.3344, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0619, loss/aux0: 2.0619 2020-10-18 20:02:40,462 - mmaction - INFO - Epoch [41][20/396] lr: 2.823e-01, eta: 1 day, 18:47:54, time: 0.930, data_time: 0.002, memory: 8462, top1_acc: 0.3625, top5_acc: 0.6396, loss_cls: 2.7285, loss: 2.7285, grad_norm: 1.3368, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0645, loss/aux0: 2.0645 2020-10-18 20:03:16,995 - mmaction - INFO - Epoch [41][40/396] lr: 2.823e-01, eta: 1 day, 18:45:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6461, loss_cls: 2.6555, loss: 2.6555, grad_norm: 1.3066, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0766, loss/aux0: 2.0766 2020-10-18 20:03:17,976 - mmaction - INFO - Epoch [41][40/396] lr: 2.823e-01, eta: 1 day, 18:47:26, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6461, loss_cls: 2.6555, loss: 2.6555, grad_norm: 1.2980, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0739, loss/aux0: 2.0739 2020-10-18 20:03:54,633 - mmaction - INFO - Epoch [41][60/396] lr: 2.823e-01, eta: 1 day, 18:45:17, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3687, top5_acc: 0.6419, loss_cls: 2.6768, loss: 2.6768, grad_norm: 1.2934, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0226, loss/aux0: 2.0226 2020-10-18 20:03:55,586 - mmaction - INFO - Epoch [41][60/396] lr: 2.823e-01, eta: 1 day, 18:46:57, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3687, top5_acc: 0.6419, loss_cls: 2.6768, loss: 2.6768, grad_norm: 1.3005, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0204, loss/aux0: 2.0204 2020-10-18 20:04:32,059 - mmaction - INFO - Epoch [41][80/396] lr: 2.823e-01, eta: 1 day, 18:44:48, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3646, top5_acc: 0.6331, loss_cls: 2.7259, loss: 2.7259, grad_norm: 1.2958, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1134, loss/aux0: 2.1134 2020-10-18 20:04:32,996 - mmaction - INFO - Epoch [41][80/396] lr: 2.823e-01, eta: 1 day, 18:46:29, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3646, top5_acc: 0.6331, loss_cls: 2.7259, loss: 2.7259, grad_norm: 1.2954, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1175, loss/aux0: 2.1175 2020-10-18 20:05:09,423 - mmaction - INFO - Epoch [41][100/396] lr: 2.823e-01, eta: 1 day, 18:44:20, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3573, top5_acc: 0.6245, loss_cls: 2.7269, loss: 2.7269, grad_norm: 1.3189, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0360, loss/aux0: 2.0360 2020-10-18 20:05:10,451 - mmaction - INFO - Epoch [41][100/396] lr: 2.823e-01, eta: 1 day, 18:46:00, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3573, top5_acc: 0.6245, loss_cls: 2.7269, loss: 2.7269, grad_norm: 1.3074, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0337, loss/aux0: 2.0337 2020-10-18 20:05:46,927 - mmaction - INFO - Epoch [41][120/396] lr: 2.823e-01, eta: 1 day, 18:43:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3727, top5_acc: 0.6354, loss_cls: 2.6821, loss: 2.6821, grad_norm: 1.2749, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.0633, loss/aux0: 2.0633 2020-10-18 20:05:47,879 - mmaction - INFO - Epoch [41][120/396] lr: 2.823e-01, eta: 1 day, 18:45:32, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3727, top5_acc: 0.6354, loss_cls: 2.6821, loss: 2.6821, grad_norm: 1.2737, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0567, loss/aux0: 2.0567 2020-10-18 20:06:24,429 - mmaction - INFO - Epoch [41][140/396] lr: 2.823e-01, eta: 1 day, 18:43:24, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3521, top5_acc: 0.6336, loss_cls: 2.7292, loss: 2.7292, grad_norm: 1.2521, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0489, loss/aux0: 2.0489 2020-10-18 20:06:25,382 - mmaction - INFO - Epoch [41][140/396] lr: 2.823e-01, eta: 1 day, 18:45:04, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3521, top5_acc: 0.6336, loss_cls: 2.7292, loss: 2.7292, grad_norm: 1.2501, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0461, loss/aux0: 2.0461 2020-10-18 20:07:01,860 - mmaction - INFO - Epoch [41][160/396] lr: 2.823e-01, eta: 1 day, 18:42:56, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6430, loss_cls: 2.6948, loss: 2.6948, grad_norm: 1.2957, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0372, loss/aux0: 2.0372 2020-10-18 20:07:02,818 - mmaction - INFO - Epoch [41][160/396] lr: 2.823e-01, eta: 1 day, 18:44:36, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6430, loss_cls: 2.6948, loss: 2.6948, grad_norm: 1.2828, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0414, loss/aux0: 2.0414 2020-10-18 20:07:39,223 - mmaction - INFO - Epoch [41][180/396] lr: 2.823e-01, eta: 1 day, 18:42:27, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6406, loss_cls: 2.6859, loss: 2.6859, grad_norm: 1.3013, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0423, loss/aux0: 2.0423 2020-10-18 20:07:40,199 - mmaction - INFO - Epoch [41][180/396] lr: 2.823e-01, eta: 1 day, 18:44:06, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6406, loss_cls: 2.6859, loss: 2.6859, grad_norm: 1.2996, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7698, loss_cls/aux0: 2.0349, loss/aux0: 2.0349 2020-10-18 20:08:16,761 - mmaction - INFO - Epoch [41][200/396] lr: 2.823e-01, eta: 1 day, 18:41:58, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3698, top5_acc: 0.6385, loss_cls: 2.6732, loss: 2.6732, grad_norm: 1.3262, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0475, loss/aux0: 2.0475 2020-10-18 20:08:17,765 - mmaction - INFO - Epoch [41][200/396] lr: 2.823e-01, eta: 1 day, 18:43:38, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.3698, top5_acc: 0.6385, loss_cls: 2.6732, loss: 2.6732, grad_norm: 1.3258, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0527, loss/aux0: 2.0527 2020-10-18 20:08:54,227 - mmaction - INFO - Epoch [41][220/396] lr: 2.823e-01, eta: 1 day, 18:41:31, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6365, loss_cls: 2.7166, loss: 2.7166, grad_norm: 1.2910, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1069, loss/aux0: 2.1069 2020-10-18 20:08:55,170 - mmaction - INFO - Epoch [41][220/396] lr: 2.823e-01, eta: 1 day, 18:43:10, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6365, loss_cls: 2.7166, loss: 2.7166, grad_norm: 1.2917, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1245, loss/aux0: 2.1245 2020-10-18 20:09:31,636 - mmaction - INFO - Epoch [41][240/396] lr: 2.823e-01, eta: 1 day, 18:41:02, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3565, top5_acc: 0.6128, loss_cls: 2.8058, loss: 2.8058, grad_norm: 1.2829, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0934, loss/aux0: 2.0934 2020-10-18 20:09:32,637 - mmaction - INFO - Epoch [41][240/396] lr: 2.823e-01, eta: 1 day, 18:42:42, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3565, top5_acc: 0.6128, loss_cls: 2.8058, loss: 2.8058, grad_norm: 1.2756, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0692, loss/aux0: 2.0692 2020-10-18 20:10:09,080 - mmaction - INFO - Epoch [41][260/396] lr: 2.823e-01, eta: 1 day, 18:40:34, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3562, top5_acc: 0.6268, loss_cls: 2.7588, loss: 2.7588, grad_norm: 1.2777, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0471, loss/aux0: 2.0471 2020-10-18 20:10:10,068 - mmaction - INFO - Epoch [41][260/396] lr: 2.823e-01, eta: 1 day, 18:42:13, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3562, top5_acc: 0.6268, loss_cls: 2.7588, loss: 2.7588, grad_norm: 1.2744, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0683, loss/aux0: 2.0683 2020-10-18 20:10:46,508 - mmaction - INFO - Epoch [41][280/396] lr: 2.823e-01, eta: 1 day, 18:40:05, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3638, top5_acc: 0.6247, loss_cls: 2.6917, loss: 2.6917, grad_norm: 1.2722, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0243, loss/aux0: 2.0243 2020-10-18 20:10:47,509 - mmaction - INFO - Epoch [41][280/396] lr: 2.823e-01, eta: 1 day, 18:41:45, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3638, top5_acc: 0.6247, loss_cls: 2.6917, loss: 2.6917, grad_norm: 1.2691, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0163, loss/aux0: 2.0163 2020-10-18 20:11:24,007 - mmaction - INFO - Epoch [41][300/396] lr: 2.823e-01, eta: 1 day, 18:39:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6320, loss_cls: 2.6819, loss: 2.6819, grad_norm: 1.3123, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0769, loss/aux0: 2.0769 2020-10-18 20:11:24,956 - mmaction - INFO - Epoch [41][300/396] lr: 2.823e-01, eta: 1 day, 18:41:16, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6320, loss_cls: 2.6819, loss: 2.6819, grad_norm: 1.3072, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0758, loss/aux0: 2.0758 2020-10-18 20:12:01,376 - mmaction - INFO - Epoch [41][320/396] lr: 2.823e-01, eta: 1 day, 18:39:08, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6276, loss_cls: 2.7501, loss: 2.7501, grad_norm: 1.2971, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0396, loss/aux0: 2.0396 2020-10-18 20:12:02,397 - mmaction - INFO - Epoch [41][320/396] lr: 2.823e-01, eta: 1 day, 18:40:47, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6276, loss_cls: 2.7501, loss: 2.7501, grad_norm: 1.3018, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0482, loss/aux0: 2.0482 2020-10-18 20:12:38,813 - mmaction - INFO - Epoch [41][340/396] lr: 2.823e-01, eta: 1 day, 18:38:39, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3576, top5_acc: 0.6297, loss_cls: 2.7175, loss: 2.7175, grad_norm: 1.2935, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1166, loss/aux0: 2.1166 2020-10-18 20:12:39,770 - mmaction - INFO - Epoch [41][340/396] lr: 2.823e-01, eta: 1 day, 18:40:18, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3576, top5_acc: 0.6297, loss_cls: 2.7175, loss: 2.7175, grad_norm: 1.2895, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1087, loss/aux0: 2.1087 2020-10-18 20:13:16,304 - mmaction - INFO - Epoch [41][360/396] lr: 2.823e-01, eta: 1 day, 18:38:10, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3680, top5_acc: 0.6375, loss_cls: 2.6887, loss: 2.6887, grad_norm: 1.2710, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0671, loss/aux0: 2.0671 2020-10-18 20:13:17,311 - mmaction - INFO - Epoch [41][360/396] lr: 2.823e-01, eta: 1 day, 18:39:49, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.3680, top5_acc: 0.6375, loss_cls: 2.6887, loss: 2.6887, grad_norm: 1.2752, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0720, loss/aux0: 2.0720 2020-10-18 20:13:53,773 - mmaction - INFO - Epoch [41][380/396] lr: 2.823e-01, eta: 1 day, 18:37:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6336, loss_cls: 2.7028, loss: 2.7028, grad_norm: 1.2840, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0218, loss/aux0: 2.0218 2020-10-18 20:13:54,749 - mmaction - INFO - Epoch [41][380/396] lr: 2.823e-01, eta: 1 day, 18:39:21, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6336, loss_cls: 2.7028, loss: 2.7028, grad_norm: 1.2817, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0122, loss/aux0: 2.0122 2020-10-18 20:18:13,950 - mmaction - INFO - Epoch [42][20/396] lr: 2.814e-01, eta: 1 day, 18:34:13, time: 0.928, data_time: 0.000, memory: 8462, top1_acc: 0.3607, top5_acc: 0.6419, loss_cls: 2.6602, loss: 2.6602, grad_norm: 1.3013, top1_acc/aux0: 0.5027, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0596, loss/aux0: 2.0596 2020-10-18 20:18:14,929 - mmaction - INFO - Epoch [42][20/396] lr: 2.814e-01, eta: 1 day, 18:35:51, time: 0.930, data_time: 0.003, memory: 8462, top1_acc: 0.3607, top5_acc: 0.6419, loss_cls: 2.6602, loss: 2.6602, grad_norm: 1.3020, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0582, loss/aux0: 2.0582 2020-10-18 20:18:51,288 - mmaction - INFO - Epoch [42][40/396] lr: 2.814e-01, eta: 1 day, 18:33:44, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6349, loss_cls: 2.6786, loss: 2.6786, grad_norm: 1.3099, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0987, loss/aux0: 2.0987 2020-10-18 20:18:52,306 - mmaction - INFO - Epoch [42][40/396] lr: 2.814e-01, eta: 1 day, 18:35:22, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6349, loss_cls: 2.6786, loss: 2.6786, grad_norm: 1.3006, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0894, loss/aux0: 2.0894 2020-10-18 20:19:28,681 - mmaction - INFO - Epoch [42][60/396] lr: 2.814e-01, eta: 1 day, 18:33:15, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3531, top5_acc: 0.6331, loss_cls: 2.7327, loss: 2.7327, grad_norm: 1.3464, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0786, loss/aux0: 2.0786 2020-10-18 20:19:29,679 - mmaction - INFO - Epoch [42][60/396] lr: 2.814e-01, eta: 1 day, 18:34:52, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3531, top5_acc: 0.6331, loss_cls: 2.7327, loss: 2.7327, grad_norm: 1.3410, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.0905, loss/aux0: 2.0905 2020-10-18 20:20:06,116 - mmaction - INFO - Epoch [42][80/396] lr: 2.814e-01, eta: 1 day, 18:32:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6326, loss_cls: 2.7093, loss: 2.7093, grad_norm: 1.3087, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0763, loss/aux0: 2.0763 2020-10-18 20:20:07,083 - mmaction - INFO - Epoch [42][80/396] lr: 2.814e-01, eta: 1 day, 18:34:24, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6326, loss_cls: 2.7093, loss: 2.7093, grad_norm: 1.3139, top1_acc/aux0: 0.4938, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0761, loss/aux0: 2.0761 2020-10-18 20:20:43,536 - mmaction - INFO - Epoch [42][100/396] lr: 2.814e-01, eta: 1 day, 18:32:17, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6378, loss_cls: 2.6967, loss: 2.6967, grad_norm: 1.2845, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0698, loss/aux0: 2.0698 2020-10-18 20:20:44,481 - mmaction - INFO - Epoch [42][100/396] lr: 2.814e-01, eta: 1 day, 18:33:54, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6378, loss_cls: 2.6967, loss: 2.6967, grad_norm: 1.2823, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0676, loss/aux0: 2.0676 2020-10-18 20:21:21,011 - mmaction - INFO - Epoch [42][120/396] lr: 2.814e-01, eta: 1 day, 18:31:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6622, loss_cls: 2.6651, loss: 2.6651, grad_norm: 1.3350, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.1016, loss/aux0: 2.1016 2020-10-18 20:21:21,965 - mmaction - INFO - Epoch [42][120/396] lr: 2.814e-01, eta: 1 day, 18:33:26, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6622, loss_cls: 2.6651, loss: 2.6651, grad_norm: 1.3347, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1154, loss/aux0: 2.1154 2020-10-18 20:21:58,528 - mmaction - INFO - Epoch [42][140/396] lr: 2.814e-01, eta: 1 day, 18:31:20, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3547, top5_acc: 0.6286, loss_cls: 2.7069, loss: 2.7069, grad_norm: 1.2952, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0872, loss/aux0: 2.0872 2020-10-18 20:21:59,477 - mmaction - INFO - Epoch [42][140/396] lr: 2.814e-01, eta: 1 day, 18:32:58, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3547, top5_acc: 0.6286, loss_cls: 2.7069, loss: 2.7069, grad_norm: 1.2922, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0796, loss/aux0: 2.0796 2020-10-18 20:22:35,905 - mmaction - INFO - Epoch [42][160/396] lr: 2.814e-01, eta: 1 day, 18:30:52, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6339, loss_cls: 2.7042, loss: 2.7042, grad_norm: 1.3180, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0909, loss/aux0: 2.0909 2020-10-18 20:22:36,917 - mmaction - INFO - Epoch [42][160/396] lr: 2.814e-01, eta: 1 day, 18:32:29, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6339, loss_cls: 2.7042, loss: 2.7042, grad_norm: 1.3225, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0820, loss/aux0: 2.0820 2020-10-18 20:23:13,243 - mmaction - INFO - Epoch [42][180/396] lr: 2.814e-01, eta: 1 day, 18:30:22, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3617, top5_acc: 0.6406, loss_cls: 2.6965, loss: 2.6965, grad_norm: 1.2952, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0902, loss/aux0: 2.0902 2020-10-18 20:23:14,259 - mmaction - INFO - Epoch [42][180/396] lr: 2.814e-01, eta: 1 day, 18:31:59, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3617, top5_acc: 0.6406, loss_cls: 2.6965, loss: 2.6965, grad_norm: 1.2975, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.0948, loss/aux0: 2.0948 2020-10-18 20:23:50,671 - mmaction - INFO - Epoch [42][200/396] lr: 2.814e-01, eta: 1 day, 18:29:53, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3602, top5_acc: 0.6497, loss_cls: 2.6824, loss: 2.6824, grad_norm: 1.3109, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1012, loss/aux0: 2.1012 2020-10-18 20:23:51,650 - mmaction - INFO - Epoch [42][200/396] lr: 2.814e-01, eta: 1 day, 18:31:30, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3602, top5_acc: 0.6497, loss_cls: 2.6824, loss: 2.6824, grad_norm: 1.3171, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1017, loss/aux0: 2.1017 2020-10-18 20:24:28,083 - mmaction - INFO - Epoch [42][220/396] lr: 2.814e-01, eta: 1 day, 18:29:24, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3664, top5_acc: 0.6273, loss_cls: 2.6902, loss: 2.6902, grad_norm: 1.2555, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0557, loss/aux0: 2.0557 2020-10-18 20:24:29,108 - mmaction - INFO - Epoch [42][220/396] lr: 2.814e-01, eta: 1 day, 18:31:01, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3664, top5_acc: 0.6273, loss_cls: 2.6902, loss: 2.6902, grad_norm: 1.2557, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0528, loss/aux0: 2.0528 2020-10-18 20:25:05,568 - mmaction - INFO - Epoch [42][240/396] lr: 2.814e-01, eta: 1 day, 18:28:55, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3591, top5_acc: 0.6312, loss_cls: 2.7551, loss: 2.7551, grad_norm: 1.3330, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0415, loss/aux0: 2.0415 2020-10-18 20:25:06,546 - mmaction - INFO - Epoch [42][240/396] lr: 2.814e-01, eta: 1 day, 18:30:32, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3591, top5_acc: 0.6312, loss_cls: 2.7551, loss: 2.7551, grad_norm: 1.3367, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0552, loss/aux0: 2.0552 2020-10-18 20:25:43,012 - mmaction - INFO - Epoch [42][260/396] lr: 2.814e-01, eta: 1 day, 18:28:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3638, top5_acc: 0.6370, loss_cls: 2.7105, loss: 2.7105, grad_norm: 1.3004, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0709, loss/aux0: 2.0709 2020-10-18 20:25:43,979 - mmaction - INFO - Epoch [42][260/396] lr: 2.814e-01, eta: 1 day, 18:30:03, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3638, top5_acc: 0.6370, loss_cls: 2.7105, loss: 2.7105, grad_norm: 1.3066, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0644, loss/aux0: 2.0644 2020-10-18 20:26:20,394 - mmaction - INFO - Epoch [42][280/396] lr: 2.814e-01, eta: 1 day, 18:27:58, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3492, top5_acc: 0.6276, loss_cls: 2.7448, loss: 2.7448, grad_norm: 1.3047, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0755, loss/aux0: 2.0755 2020-10-18 20:26:21,344 - mmaction - INFO - Epoch [42][280/396] lr: 2.814e-01, eta: 1 day, 18:29:34, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3492, top5_acc: 0.6276, loss_cls: 2.7448, loss: 2.7448, grad_norm: 1.3030, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0747, loss/aux0: 2.0747 2020-10-18 20:26:57,736 - mmaction - INFO - Epoch [42][300/396] lr: 2.814e-01, eta: 1 day, 18:27:29, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6279, loss_cls: 2.7400, loss: 2.7400, grad_norm: 1.3066, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.0910, loss/aux0: 2.0910 2020-10-18 20:26:58,758 - mmaction - INFO - Epoch [42][300/396] lr: 2.814e-01, eta: 1 day, 18:29:05, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6279, loss_cls: 2.7400, loss: 2.7400, grad_norm: 1.2953, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0941, loss/aux0: 2.0941 2020-10-18 20:27:35,185 - mmaction - INFO - Epoch [42][320/396] lr: 2.814e-01, eta: 1 day, 18:27:00, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6346, loss_cls: 2.7265, loss: 2.7265, grad_norm: 1.3003, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1129, loss/aux0: 2.1129 2020-10-18 20:27:36,171 - mmaction - INFO - Epoch [42][320/396] lr: 2.814e-01, eta: 1 day, 18:28:36, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6346, loss_cls: 2.7265, loss: 2.7265, grad_norm: 1.3035, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1096, loss/aux0: 2.1096 2020-10-18 20:28:12,690 - mmaction - INFO - Epoch [42][340/396] lr: 2.814e-01, eta: 1 day, 18:26:31, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6375, loss_cls: 2.7137, loss: 2.7137, grad_norm: 1.2607, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0477, loss/aux0: 2.0477 2020-10-18 20:28:13,686 - mmaction - INFO - Epoch [42][340/396] lr: 2.814e-01, eta: 1 day, 18:28:08, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6375, loss_cls: 2.7137, loss: 2.7137, grad_norm: 1.2634, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0478, loss/aux0: 2.0478 2020-10-18 20:28:50,155 - mmaction - INFO - Epoch [42][360/396] lr: 2.814e-01, eta: 1 day, 18:26:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6404, loss_cls: 2.7009, loss: 2.7009, grad_norm: 1.2883, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0290, loss/aux0: 2.0290 2020-10-18 20:28:51,175 - mmaction - INFO - Epoch [42][360/396] lr: 2.814e-01, eta: 1 day, 18:27:39, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6404, loss_cls: 2.7009, loss: 2.7009, grad_norm: 1.2853, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0180, loss/aux0: 2.0180 2020-10-18 20:29:27,525 - mmaction - INFO - Epoch [42][380/396] lr: 2.814e-01, eta: 1 day, 18:25:34, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6315, loss_cls: 2.6986, loss: 2.6986, grad_norm: 1.3239, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.0735, loss/aux0: 2.0735 2020-10-18 20:29:28,545 - mmaction - INFO - Epoch [42][380/396] lr: 2.814e-01, eta: 1 day, 18:27:10, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6315, loss_cls: 2.6986, loss: 2.6986, grad_norm: 1.3153, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.0790, loss/aux0: 2.0790 2020-10-18 20:34:03,338 - mmaction - INFO - Epoch [43][20/396] lr: 2.805e-01, eta: 1 day, 18:22:09, time: 0.928, data_time: 0.000, memory: 8462, top1_acc: 0.3523, top5_acc: 0.6266, loss_cls: 2.7408, loss: 2.7408, grad_norm: 1.2580, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0261, loss/aux0: 2.0261 2020-10-18 20:34:04,273 - mmaction - INFO - Epoch [43][20/396] lr: 2.805e-01, eta: 1 day, 18:23:43, time: 0.928, data_time: 0.001, memory: 8462, top1_acc: 0.3523, top5_acc: 0.6266, loss_cls: 2.7408, loss: 2.7408, grad_norm: 1.2576, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7706, loss_cls/aux0: 2.0283, loss/aux0: 2.0283 2020-10-18 20:34:40,621 - mmaction - INFO - Epoch [43][40/396] lr: 2.805e-01, eta: 1 day, 18:21:39, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6448, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.2911, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1074, loss/aux0: 2.1074 2020-10-18 20:34:41,586 - mmaction - INFO - Epoch [43][40/396] lr: 2.805e-01, eta: 1 day, 18:23:13, time: 0.932, data_time: 0.004, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6448, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.2912, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1009, loss/aux0: 2.1009 2020-10-18 20:35:17,950 - mmaction - INFO - Epoch [43][60/396] lr: 2.805e-01, eta: 1 day, 18:21:09, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3680, top5_acc: 0.6409, loss_cls: 2.6904, loss: 2.6904, grad_norm: 1.3237, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0656, loss/aux0: 2.0656 2020-10-18 20:35:18,916 - mmaction - INFO - Epoch [43][60/396] lr: 2.805e-01, eta: 1 day, 18:22:44, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3680, top5_acc: 0.6409, loss_cls: 2.6904, loss: 2.6904, grad_norm: 1.3179, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0678, loss/aux0: 2.0678 2020-10-18 20:35:55,280 - mmaction - INFO - Epoch [43][80/396] lr: 2.805e-01, eta: 1 day, 18:20:39, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3581, top5_acc: 0.6362, loss_cls: 2.6880, loss: 2.6880, grad_norm: 1.2711, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1039, loss/aux0: 2.1039 2020-10-18 20:35:56,291 - mmaction - INFO - Epoch [43][80/396] lr: 2.805e-01, eta: 1 day, 18:22:14, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3581, top5_acc: 0.6362, loss_cls: 2.6880, loss: 2.6880, grad_norm: 1.2752, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1051, loss/aux0: 2.1051 2020-10-18 20:36:32,750 - mmaction - INFO - Epoch [43][100/396] lr: 2.805e-01, eta: 1 day, 18:20:11, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6424, loss_cls: 2.6745, loss: 2.6745, grad_norm: 1.3307, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1006, loss/aux0: 2.1006 2020-10-18 20:36:33,759 - mmaction - INFO - Epoch [43][100/396] lr: 2.805e-01, eta: 1 day, 18:21:46, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6424, loss_cls: 2.6745, loss: 2.6745, grad_norm: 1.3333, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1000, loss/aux0: 2.1000 2020-10-18 20:37:10,200 - mmaction - INFO - Epoch [43][120/396] lr: 2.805e-01, eta: 1 day, 18:19:42, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6367, loss_cls: 2.7089, loss: 2.7089, grad_norm: 1.3193, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0192, loss/aux0: 2.0192 2020-10-18 20:37:11,142 - mmaction - INFO - Epoch [43][120/396] lr: 2.805e-01, eta: 1 day, 18:21:17, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6367, loss_cls: 2.7089, loss: 2.7089, grad_norm: 1.3157, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0259, loss/aux0: 2.0259 2020-10-18 20:37:47,581 - mmaction - INFO - Epoch [43][140/396] lr: 2.805e-01, eta: 1 day, 18:19:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3513, top5_acc: 0.6451, loss_cls: 2.6922, loss: 2.6922, grad_norm: 1.3332, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0973, loss/aux0: 2.0973 2020-10-18 20:37:48,538 - mmaction - INFO - Epoch [43][140/396] lr: 2.805e-01, eta: 1 day, 18:20:47, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3513, top5_acc: 0.6451, loss_cls: 2.6922, loss: 2.6922, grad_norm: 1.3271, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0925, loss/aux0: 2.0925 2020-10-18 20:38:25,046 - mmaction - INFO - Epoch [43][160/396] lr: 2.805e-01, eta: 1 day, 18:18:44, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6180, loss_cls: 2.7544, loss: 2.7544, grad_norm: 1.2840, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0829, loss/aux0: 2.0829 2020-10-18 20:38:25,977 - mmaction - INFO - Epoch [43][160/396] lr: 2.805e-01, eta: 1 day, 18:20:19, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6180, loss_cls: 2.7544, loss: 2.7544, grad_norm: 1.2835, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0769, loss/aux0: 2.0769 2020-10-18 20:39:02,326 - mmaction - INFO - Epoch [43][180/396] lr: 2.805e-01, eta: 1 day, 18:18:15, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6245, loss_cls: 2.7189, loss: 2.7189, grad_norm: 1.3222, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0469, loss/aux0: 2.0469 2020-10-18 20:39:03,276 - mmaction - INFO - Epoch [43][180/396] lr: 2.805e-01, eta: 1 day, 18:19:49, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6245, loss_cls: 2.7189, loss: 2.7189, grad_norm: 1.3202, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0526, loss/aux0: 2.0526 2020-10-18 20:39:39,844 - mmaction - INFO - Epoch [43][200/396] lr: 2.805e-01, eta: 1 day, 18:17:47, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3578, top5_acc: 0.6276, loss_cls: 2.7236, loss: 2.7236, grad_norm: 1.3073, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9986, loss/aux0: 1.9986 2020-10-18 20:39:40,829 - mmaction - INFO - Epoch [43][200/396] lr: 2.805e-01, eta: 1 day, 18:19:21, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.3578, top5_acc: 0.6276, loss_cls: 2.7236, loss: 2.7236, grad_norm: 1.3077, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9869, loss/aux0: 1.9869 2020-10-18 20:40:17,282 - mmaction - INFO - Epoch [43][220/396] lr: 2.805e-01, eta: 1 day, 18:17:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6263, loss_cls: 2.7550, loss: 2.7550, grad_norm: 1.3300, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9624, loss/aux0: 1.9624 2020-10-18 20:40:18,289 - mmaction - INFO - Epoch [43][220/396] lr: 2.805e-01, eta: 1 day, 18:18:52, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6263, loss_cls: 2.7550, loss: 2.7550, grad_norm: 1.3269, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9796, loss/aux0: 1.9796 2020-10-18 20:40:54,831 - mmaction - INFO - Epoch [43][240/396] lr: 2.805e-01, eta: 1 day, 18:16:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3612, top5_acc: 0.6398, loss_cls: 2.6906, loss: 2.6906, grad_norm: 1.2783, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0994, loss/aux0: 2.0994 2020-10-18 20:40:55,817 - mmaction - INFO - Epoch [43][240/396] lr: 2.805e-01, eta: 1 day, 18:18:24, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3612, top5_acc: 0.6398, loss_cls: 2.6906, loss: 2.6906, grad_norm: 1.2740, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0976, loss/aux0: 2.0976 2020-10-18 20:41:32,334 - mmaction - INFO - Epoch [43][260/396] lr: 2.805e-01, eta: 1 day, 18:16:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6349, loss_cls: 2.7162, loss: 2.7162, grad_norm: 1.3071, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0805, loss/aux0: 2.0805 2020-10-18 20:41:33,324 - mmaction - INFO - Epoch [43][260/396] lr: 2.805e-01, eta: 1 day, 18:17:55, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3529, top5_acc: 0.6349, loss_cls: 2.7162, loss: 2.7162, grad_norm: 1.3094, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0607, loss/aux0: 2.0607 2020-10-18 20:42:09,806 - mmaction - INFO - Epoch [43][280/396] lr: 2.805e-01, eta: 1 day, 18:15:52, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3740, top5_acc: 0.6414, loss_cls: 2.6692, loss: 2.6692, grad_norm: 1.3084, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7721, loss_cls/aux0: 2.0142, loss/aux0: 2.0142 2020-10-18 20:42:10,830 - mmaction - INFO - Epoch [43][280/396] lr: 2.805e-01, eta: 1 day, 18:17:26, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3740, top5_acc: 0.6414, loss_cls: 2.6692, loss: 2.6692, grad_norm: 1.3075, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0373, loss/aux0: 2.0373 2020-10-18 20:42:47,304 - mmaction - INFO - Epoch [43][300/396] lr: 2.805e-01, eta: 1 day, 18:15:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3583, top5_acc: 0.6253, loss_cls: 2.7254, loss: 2.7254, grad_norm: 1.3045, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0838, loss/aux0: 2.0838 2020-10-18 20:42:48,270 - mmaction - INFO - Epoch [43][300/396] lr: 2.805e-01, eta: 1 day, 18:16:57, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3583, top5_acc: 0.6253, loss_cls: 2.7254, loss: 2.7254, grad_norm: 1.3102, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0835, loss/aux0: 2.0835 2020-10-18 20:43:24,710 - mmaction - INFO - Epoch [43][320/396] lr: 2.805e-01, eta: 1 day, 18:14:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3531, top5_acc: 0.6216, loss_cls: 2.7520, loss: 2.7520, grad_norm: 1.2888, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0902, loss/aux0: 2.0902 2020-10-18 20:43:25,653 - mmaction - INFO - Epoch [43][320/396] lr: 2.805e-01, eta: 1 day, 18:16:27, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3531, top5_acc: 0.6216, loss_cls: 2.7520, loss: 2.7520, grad_norm: 1.2903, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0865, loss/aux0: 2.0865 2020-10-18 20:44:02,126 - mmaction - INFO - Epoch [43][340/396] lr: 2.805e-01, eta: 1 day, 18:14:25, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3687, top5_acc: 0.6344, loss_cls: 2.7024, loss: 2.7024, grad_norm: 1.3205, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0985, loss/aux0: 2.0985 2020-10-18 20:44:03,082 - mmaction - INFO - Epoch [43][340/396] lr: 2.805e-01, eta: 1 day, 18:15:58, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3687, top5_acc: 0.6344, loss_cls: 2.7024, loss: 2.7024, grad_norm: 1.3234, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1027, loss/aux0: 2.1027 2020-10-18 20:44:39,527 - mmaction - INFO - Epoch [43][360/396] lr: 2.805e-01, eta: 1 day, 18:13:56, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3680, top5_acc: 0.6346, loss_cls: 2.7061, loss: 2.7061, grad_norm: 1.2983, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0644, loss/aux0: 2.0644 2020-10-18 20:44:40,519 - mmaction - INFO - Epoch [43][360/396] lr: 2.805e-01, eta: 1 day, 18:15:29, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3680, top5_acc: 0.6346, loss_cls: 2.7061, loss: 2.7061, grad_norm: 1.2968, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0584, loss/aux0: 2.0584 2020-10-18 20:45:16,825 - mmaction - INFO - Epoch [43][380/396] lr: 2.805e-01, eta: 1 day, 18:13:27, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6336, loss_cls: 2.6822, loss: 2.6822, grad_norm: 1.3116, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0560, loss/aux0: 2.0560 2020-10-18 20:45:17,780 - mmaction - INFO - Epoch [43][380/396] lr: 2.805e-01, eta: 1 day, 18:14:59, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6336, loss_cls: 2.6822, loss: 2.6822, grad_norm: 1.3076, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0558, loss/aux0: 2.0558 2020-10-18 20:49:38,760 - mmaction - INFO - Epoch [44][20/396] lr: 2.796e-01, eta: 1 day, 18:10:05, time: 0.928, data_time: 0.000, memory: 8462, top1_acc: 0.3969, top5_acc: 0.6469, loss_cls: 2.5930, loss: 2.5930, grad_norm: 1.3028, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0956, loss/aux0: 2.0956 2020-10-18 20:49:39,751 - mmaction - INFO - Epoch [44][20/396] lr: 2.796e-01, eta: 1 day, 18:11:37, time: 0.932, data_time: 0.004, memory: 8462, top1_acc: 0.3969, top5_acc: 0.6469, loss_cls: 2.5930, loss: 2.5930, grad_norm: 1.2975, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0891, loss/aux0: 2.0891 2020-10-18 20:50:16,091 - mmaction - INFO - Epoch [44][40/396] lr: 2.796e-01, eta: 1 day, 18:09:35, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6568, loss_cls: 2.6280, loss: 2.6280, grad_norm: 1.3322, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0713, loss/aux0: 2.0713 2020-10-18 20:50:17,130 - mmaction - INFO - Epoch [44][40/396] lr: 2.796e-01, eta: 1 day, 18:11:08, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6568, loss_cls: 2.6280, loss: 2.6280, grad_norm: 1.3381, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0721, loss/aux0: 2.0721 2020-10-18 20:50:53,579 - mmaction - INFO - Epoch [44][60/396] lr: 2.796e-01, eta: 1 day, 18:09:06, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6383, loss_cls: 2.6865, loss: 2.6865, grad_norm: 1.3211, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0820, loss/aux0: 2.0820 2020-10-18 20:50:54,583 - mmaction - INFO - Epoch [44][60/396] lr: 2.796e-01, eta: 1 day, 18:10:39, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6383, loss_cls: 2.6865, loss: 2.6865, grad_norm: 1.3200, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0849, loss/aux0: 2.0849 2020-10-18 20:51:31,095 - mmaction - INFO - Epoch [44][80/396] lr: 2.796e-01, eta: 1 day, 18:08:38, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3570, top5_acc: 0.6286, loss_cls: 2.7317, loss: 2.7317, grad_norm: 1.2997, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0396, loss/aux0: 2.0396 2020-10-18 20:51:32,074 - mmaction - INFO - Epoch [44][80/396] lr: 2.796e-01, eta: 1 day, 18:10:10, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3570, top5_acc: 0.6286, loss_cls: 2.7317, loss: 2.7317, grad_norm: 1.2992, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0397, loss/aux0: 2.0397 2020-10-18 20:52:08,471 - mmaction - INFO - Epoch [44][100/396] lr: 2.796e-01, eta: 1 day, 18:08:09, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3573, top5_acc: 0.6307, loss_cls: 2.6842, loss: 2.6842, grad_norm: 1.2627, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0358, loss/aux0: 2.0358 2020-10-18 20:52:09,410 - mmaction - INFO - Epoch [44][100/396] lr: 2.796e-01, eta: 1 day, 18:09:41, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3573, top5_acc: 0.6307, loss_cls: 2.6842, loss: 2.6842, grad_norm: 1.2710, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0475, loss/aux0: 2.0475 2020-10-18 20:52:46,067 - mmaction - INFO - Epoch [44][120/396] lr: 2.796e-01, eta: 1 day, 18:07:40, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3727, top5_acc: 0.6419, loss_cls: 2.6793, loss: 2.6793, grad_norm: 1.3112, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0253, loss/aux0: 2.0253 2020-10-18 20:52:47,080 - mmaction - INFO - Epoch [44][120/396] lr: 2.796e-01, eta: 1 day, 18:09:12, time: 0.943, data_time: 0.004, memory: 8462, top1_acc: 0.3727, top5_acc: 0.6419, loss_cls: 2.6793, loss: 2.6793, grad_norm: 1.3077, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0082, loss/aux0: 2.0082 2020-10-18 20:53:23,603 - mmaction - INFO - Epoch [44][140/396] lr: 2.796e-01, eta: 1 day, 18:07:12, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3789, top5_acc: 0.6365, loss_cls: 2.6622, loss: 2.6622, grad_norm: 1.3073, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0605, loss/aux0: 2.0605 2020-10-18 20:53:24,557 - mmaction - INFO - Epoch [44][140/396] lr: 2.796e-01, eta: 1 day, 18:08:44, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3789, top5_acc: 0.6365, loss_cls: 2.6622, loss: 2.6622, grad_norm: 1.3052, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0700, loss/aux0: 2.0700 2020-10-18 20:54:01,131 - mmaction - INFO - Epoch [44][160/396] lr: 2.796e-01, eta: 1 day, 18:06:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3609, top5_acc: 0.6354, loss_cls: 2.6990, loss: 2.6990, grad_norm: 1.2844, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0660, loss/aux0: 2.0660 2020-10-18 20:54:02,137 - mmaction - INFO - Epoch [44][160/396] lr: 2.796e-01, eta: 1 day, 18:08:15, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.3609, top5_acc: 0.6354, loss_cls: 2.6990, loss: 2.6990, grad_norm: 1.2880, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.0831, loss/aux0: 2.0831 2020-10-18 20:54:38,604 - mmaction - INFO - Epoch [44][180/396] lr: 2.796e-01, eta: 1 day, 18:06:14, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6242, loss_cls: 2.7309, loss: 2.7309, grad_norm: 1.3010, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.1044, loss/aux0: 2.1044 2020-10-18 20:54:39,581 - mmaction - INFO - Epoch [44][180/396] lr: 2.796e-01, eta: 1 day, 18:07:46, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6242, loss_cls: 2.7309, loss: 2.7309, grad_norm: 1.2984, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0870, loss/aux0: 2.0870 2020-10-18 20:55:16,214 - mmaction - INFO - Epoch [44][200/396] lr: 2.796e-01, eta: 1 day, 18:05:46, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.3628, top5_acc: 0.6357, loss_cls: 2.7288, loss: 2.7288, grad_norm: 1.2729, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0524, loss/aux0: 2.0524 2020-10-18 20:55:17,189 - mmaction - INFO - Epoch [44][200/396] lr: 2.796e-01, eta: 1 day, 18:07:19, time: 0.947, data_time: 0.003, memory: 8462, top1_acc: 0.3628, top5_acc: 0.6357, loss_cls: 2.7288, loss: 2.7288, grad_norm: 1.2683, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0577, loss/aux0: 2.0577 2020-10-18 20:55:53,665 - mmaction - INFO - Epoch [44][220/396] lr: 2.796e-01, eta: 1 day, 18:05:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6432, loss_cls: 2.6829, loss: 2.6829, grad_norm: 1.2803, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9952, loss/aux0: 1.9952 2020-10-18 20:55:54,666 - mmaction - INFO - Epoch [44][220/396] lr: 2.796e-01, eta: 1 day, 18:06:50, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6432, loss_cls: 2.6829, loss: 2.6829, grad_norm: 1.2891, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9875, loss/aux0: 1.9875 2020-10-18 20:56:31,089 - mmaction - INFO - Epoch [44][240/396] lr: 2.796e-01, eta: 1 day, 18:04:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3602, top5_acc: 0.6404, loss_cls: 2.6973, loss: 2.6973, grad_norm: 1.3082, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0709, loss/aux0: 2.0709 2020-10-18 20:56:32,116 - mmaction - INFO - Epoch [44][240/396] lr: 2.796e-01, eta: 1 day, 18:06:20, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3602, top5_acc: 0.6404, loss_cls: 2.6973, loss: 2.6973, grad_norm: 1.3037, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0774, loss/aux0: 2.0774 2020-10-18 20:57:08,521 - mmaction - INFO - Epoch [44][260/396] lr: 2.796e-01, eta: 1 day, 18:04:20, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6375, loss_cls: 2.6896, loss: 2.6896, grad_norm: 1.2913, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.0769, loss/aux0: 2.0769 2020-10-18 20:57:09,466 - mmaction - INFO - Epoch [44][260/396] lr: 2.796e-01, eta: 1 day, 18:05:51, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6375, loss_cls: 2.6896, loss: 2.6896, grad_norm: 1.2874, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0669, loss/aux0: 2.0669 2020-10-18 20:57:45,973 - mmaction - INFO - Epoch [44][280/396] lr: 2.796e-01, eta: 1 day, 18:03:51, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3487, top5_acc: 0.6247, loss_cls: 2.7488, loss: 2.7488, grad_norm: 1.2919, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0151, loss/aux0: 2.0151 2020-10-18 20:57:46,933 - mmaction - INFO - Epoch [44][280/396] lr: 2.796e-01, eta: 1 day, 18:05:22, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3487, top5_acc: 0.6247, loss_cls: 2.7488, loss: 2.7488, grad_norm: 1.2911, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0126, loss/aux0: 2.0126 2020-10-18 20:58:23,450 - mmaction - INFO - Epoch [44][300/396] lr: 2.796e-01, eta: 1 day, 18:03:22, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3638, top5_acc: 0.6263, loss_cls: 2.7271, loss: 2.7271, grad_norm: 1.2863, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1223, loss/aux0: 2.1223 2020-10-18 20:58:24,483 - mmaction - INFO - Epoch [44][300/396] lr: 2.796e-01, eta: 1 day, 18:04:53, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.3638, top5_acc: 0.6263, loss_cls: 2.7271, loss: 2.7271, grad_norm: 1.2859, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1263, loss/aux0: 2.1263 2020-10-18 20:59:00,939 - mmaction - INFO - Epoch [44][320/396] lr: 2.796e-01, eta: 1 day, 18:02:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3599, top5_acc: 0.6323, loss_cls: 2.6950, loss: 2.6950, grad_norm: 1.2945, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7633, loss_cls/aux0: 1.9987, loss/aux0: 1.9987 2020-10-18 20:59:01,896 - mmaction - INFO - Epoch [44][320/396] lr: 2.796e-01, eta: 1 day, 18:04:24, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3599, top5_acc: 0.6323, loss_cls: 2.6950, loss: 2.6950, grad_norm: 1.3048, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0041, loss/aux0: 2.0041 2020-10-18 20:59:38,240 - mmaction - INFO - Epoch [44][340/396] lr: 2.796e-01, eta: 1 day, 18:02:23, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6469, loss_cls: 2.6441, loss: 2.6441, grad_norm: 1.3375, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0240, loss/aux0: 2.0240 2020-10-18 20:59:39,180 - mmaction - INFO - Epoch [44][340/396] lr: 2.796e-01, eta: 1 day, 18:03:54, time: 0.932, data_time: 0.003, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6469, loss_cls: 2.6441, loss: 2.6441, grad_norm: 1.3384, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0161, loss/aux0: 2.0161 2020-10-18 21:00:19,834 - mmaction - INFO - Epoch [44][360/396] lr: 2.796e-01, eta: 1 day, 18:02:13, time: 1.136, data_time: 0.004, memory: 8462, top1_acc: 0.3565, top5_acc: 0.6271, loss_cls: 2.7334, loss: 2.7334, grad_norm: 1.2979, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1234, loss/aux0: 2.1234 2020-10-18 21:00:20,983 - mmaction - INFO - Epoch [44][360/396] lr: 2.796e-01, eta: 1 day, 18:04:04, time: 1.151, data_time: 0.023, memory: 8462, top1_acc: 0.3565, top5_acc: 0.6271, loss_cls: 2.7334, loss: 2.7334, grad_norm: 1.3052, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1359, loss/aux0: 2.1359 2020-10-18 21:00:57,420 - mmaction - INFO - Epoch [44][380/396] lr: 2.796e-01, eta: 1 day, 18:02:05, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6323, loss_cls: 2.7164, loss: 2.7164, grad_norm: 1.2800, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0501, loss/aux0: 2.0501 2020-10-18 21:00:58,368 - mmaction - INFO - Epoch [44][380/396] lr: 2.796e-01, eta: 1 day, 18:03:35, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6323, loss_cls: 2.7164, loss: 2.7164, grad_norm: 1.2763, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0361, loss/aux0: 2.0361 2020-10-18 21:05:46,911 - mmaction - INFO - Epoch [45][20/396] lr: 2.787e-01, eta: 1 day, 17:58:47, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3583, top5_acc: 0.6276, loss_cls: 2.7314, loss: 2.7314, grad_norm: 1.3083, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7593, loss_cls/aux0: 2.0571, loss/aux0: 2.0571 2020-10-18 21:05:47,907 - mmaction - INFO - Epoch [45][20/396] lr: 2.787e-01, eta: 1 day, 18:00:17, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3583, top5_acc: 0.6276, loss_cls: 2.7314, loss: 2.7314, grad_norm: 1.3042, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0563, loss/aux0: 2.0563 2020-10-18 21:06:24,276 - mmaction - INFO - Epoch [45][40/396] lr: 2.787e-01, eta: 1 day, 17:58:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6482, loss_cls: 2.6229, loss: 2.6229, grad_norm: 1.3045, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0427, loss/aux0: 2.0427 2020-10-18 21:06:25,231 - mmaction - INFO - Epoch [45][40/396] lr: 2.787e-01, eta: 1 day, 17:59:47, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6482, loss_cls: 2.6229, loss: 2.6229, grad_norm: 1.3027, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0416, loss/aux0: 2.0416 2020-10-18 21:07:01,704 - mmaction - INFO - Epoch [45][60/396] lr: 2.787e-01, eta: 1 day, 17:57:48, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6289, loss_cls: 2.7070, loss: 2.7070, grad_norm: 1.2841, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0243, loss/aux0: 2.0243 2020-10-18 21:07:02,708 - mmaction - INFO - Epoch [45][60/396] lr: 2.787e-01, eta: 1 day, 17:59:18, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6289, loss_cls: 2.7070, loss: 2.7070, grad_norm: 1.2947, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0376, loss/aux0: 2.0376 2020-10-18 21:07:39,204 - mmaction - INFO - Epoch [45][80/396] lr: 2.787e-01, eta: 1 day, 17:57:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6443, loss_cls: 2.6784, loss: 2.6784, grad_norm: 1.2732, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0604, loss/aux0: 2.0604 2020-10-18 21:07:40,181 - mmaction - INFO - Epoch [45][80/396] lr: 2.787e-01, eta: 1 day, 17:58:49, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6443, loss_cls: 2.6784, loss: 2.6784, grad_norm: 1.2784, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0503, loss/aux0: 2.0503 2020-10-18 21:08:16,691 - mmaction - INFO - Epoch [45][100/396] lr: 2.787e-01, eta: 1 day, 17:56:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6341, loss_cls: 2.6857, loss: 2.6857, grad_norm: 1.3207, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0463, loss/aux0: 2.0463 2020-10-18 21:08:17,644 - mmaction - INFO - Epoch [45][100/396] lr: 2.787e-01, eta: 1 day, 17:58:20, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6341, loss_cls: 2.6857, loss: 2.6857, grad_norm: 1.3256, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0442, loss/aux0: 2.0442 2020-10-18 21:08:54,132 - mmaction - INFO - Epoch [45][120/396] lr: 2.787e-01, eta: 1 day, 17:56:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3654, top5_acc: 0.6411, loss_cls: 2.6634, loss: 2.6634, grad_norm: 1.2927, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0595, loss/aux0: 2.0595 2020-10-18 21:08:55,081 - mmaction - INFO - Epoch [45][120/396] lr: 2.787e-01, eta: 1 day, 17:57:51, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3654, top5_acc: 0.6411, loss_cls: 2.6634, loss: 2.6634, grad_norm: 1.2979, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0602, loss/aux0: 2.0602 2020-10-18 21:09:31,603 - mmaction - INFO - Epoch [45][140/396] lr: 2.787e-01, eta: 1 day, 17:55:52, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3680, top5_acc: 0.6492, loss_cls: 2.6279, loss: 2.6279, grad_norm: 1.3316, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9690, loss/aux0: 1.9690 2020-10-18 21:09:32,588 - mmaction - INFO - Epoch [45][140/396] lr: 2.787e-01, eta: 1 day, 17:57:21, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3680, top5_acc: 0.6492, loss_cls: 2.6279, loss: 2.6279, grad_norm: 1.3323, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9663, loss/aux0: 1.9663 2020-10-18 21:10:09,196 - mmaction - INFO - Epoch [45][160/396] lr: 2.787e-01, eta: 1 day, 17:55:23, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6479, loss_cls: 2.6385, loss: 2.6385, grad_norm: 1.3239, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0002, loss/aux0: 2.0002 2020-10-18 21:10:10,207 - mmaction - INFO - Epoch [45][160/396] lr: 2.787e-01, eta: 1 day, 17:56:54, time: 0.946, data_time: 0.002, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6479, loss_cls: 2.6385, loss: 2.6385, grad_norm: 1.3221, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0003, loss/aux0: 2.0003 2020-10-18 21:10:46,793 - mmaction - INFO - Epoch [45][180/396] lr: 2.787e-01, eta: 1 day, 17:54:55, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3562, top5_acc: 0.6292, loss_cls: 2.6924, loss: 2.6924, grad_norm: 1.3014, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0619, loss/aux0: 2.0619 2020-10-18 21:10:47,741 - mmaction - INFO - Epoch [45][180/396] lr: 2.787e-01, eta: 1 day, 17:56:24, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3562, top5_acc: 0.6292, loss_cls: 2.6924, loss: 2.6924, grad_norm: 1.2999, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0637, loss/aux0: 2.0637 2020-10-18 21:11:24,280 - mmaction - INFO - Epoch [45][200/396] lr: 2.787e-01, eta: 1 day, 17:54:26, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3687, top5_acc: 0.6393, loss_cls: 2.6776, loss: 2.6776, grad_norm: 1.2891, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0964, loss/aux0: 2.0964 2020-10-18 21:11:25,250 - mmaction - INFO - Epoch [45][200/396] lr: 2.787e-01, eta: 1 day, 17:55:55, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3687, top5_acc: 0.6393, loss_cls: 2.6776, loss: 2.6776, grad_norm: 1.2880, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0924, loss/aux0: 2.0924 2020-10-18 21:12:01,703 - mmaction - INFO - Epoch [45][220/396] lr: 2.787e-01, eta: 1 day, 17:53:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6477, loss_cls: 2.6375, loss: 2.6375, grad_norm: 1.3113, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0488, loss/aux0: 2.0488 2020-10-18 21:12:02,721 - mmaction - INFO - Epoch [45][220/396] lr: 2.787e-01, eta: 1 day, 17:55:26, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6477, loss_cls: 2.6375, loss: 2.6375, grad_norm: 1.3138, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0548, loss/aux0: 2.0548 2020-10-18 21:12:39,191 - mmaction - INFO - Epoch [45][240/396] lr: 2.787e-01, eta: 1 day, 17:53:27, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3664, top5_acc: 0.6375, loss_cls: 2.7225, loss: 2.7225, grad_norm: 1.3354, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0589, loss/aux0: 2.0589 2020-10-18 21:12:40,197 - mmaction - INFO - Epoch [45][240/396] lr: 2.787e-01, eta: 1 day, 17:54:56, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3664, top5_acc: 0.6375, loss_cls: 2.7225, loss: 2.7225, grad_norm: 1.3377, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0605, loss/aux0: 2.0605 2020-10-18 21:13:16,647 - mmaction - INFO - Epoch [45][260/396] lr: 2.787e-01, eta: 1 day, 17:52:58, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6362, loss_cls: 2.6965, loss: 2.6965, grad_norm: 1.2922, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0681, loss/aux0: 2.0681 2020-10-18 21:13:17,616 - mmaction - INFO - Epoch [45][260/396] lr: 2.787e-01, eta: 1 day, 17:54:26, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6362, loss_cls: 2.6965, loss: 2.6965, grad_norm: 1.3000, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0611, loss/aux0: 2.0611 2020-10-18 21:13:54,142 - mmaction - INFO - Epoch [45][280/396] lr: 2.787e-01, eta: 1 day, 17:52:28, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6365, loss_cls: 2.7042, loss: 2.7042, grad_norm: 1.3175, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0530, loss/aux0: 2.0530 2020-10-18 21:13:55,102 - mmaction - INFO - Epoch [45][280/396] lr: 2.787e-01, eta: 1 day, 17:53:57, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6365, loss_cls: 2.7042, loss: 2.7042, grad_norm: 1.3172, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0552, loss/aux0: 2.0552 2020-10-18 21:14:31,497 - mmaction - INFO - Epoch [45][300/396] lr: 2.787e-01, eta: 1 day, 17:51:59, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6391, loss_cls: 2.6778, loss: 2.6778, grad_norm: 1.2984, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0368, loss/aux0: 2.0368 2020-10-18 21:14:32,461 - mmaction - INFO - Epoch [45][300/396] lr: 2.787e-01, eta: 1 day, 17:53:28, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6391, loss_cls: 2.6778, loss: 2.6778, grad_norm: 1.2996, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0320, loss/aux0: 2.0320 2020-10-18 21:15:08,864 - mmaction - INFO - Epoch [45][320/396] lr: 2.787e-01, eta: 1 day, 17:51:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3591, top5_acc: 0.6221, loss_cls: 2.7456, loss: 2.7456, grad_norm: 1.3212, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0534, loss/aux0: 2.0534 2020-10-18 21:15:09,842 - mmaction - INFO - Epoch [45][320/396] lr: 2.787e-01, eta: 1 day, 17:52:58, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3591, top5_acc: 0.6221, loss_cls: 2.7456, loss: 2.7456, grad_norm: 1.3241, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0560, loss/aux0: 2.0560 2020-10-18 21:15:46,345 - mmaction - INFO - Epoch [45][340/396] lr: 2.787e-01, eta: 1 day, 17:51:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3542, top5_acc: 0.6276, loss_cls: 2.7404, loss: 2.7404, grad_norm: 1.3351, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0800, loss/aux0: 2.0800 2020-10-18 21:15:47,284 - mmaction - INFO - Epoch [45][340/396] lr: 2.787e-01, eta: 1 day, 17:52:29, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3542, top5_acc: 0.6276, loss_cls: 2.7404, loss: 2.7404, grad_norm: 1.3322, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0845, loss/aux0: 2.0845 2020-10-18 21:16:23,603 - mmaction - INFO - Epoch [45][360/396] lr: 2.787e-01, eta: 1 day, 17:50:31, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6221, loss_cls: 2.7326, loss: 2.7326, grad_norm: 1.2912, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7687, loss_cls/aux0: 2.0273, loss/aux0: 2.0273 2020-10-18 21:16:24,620 - mmaction - INFO - Epoch [45][360/396] lr: 2.787e-01, eta: 1 day, 17:51:58, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6221, loss_cls: 2.7326, loss: 2.7326, grad_norm: 1.2858, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7716, loss_cls/aux0: 2.0147, loss/aux0: 2.0147 2020-10-18 21:17:01,089 - mmaction - INFO - Epoch [45][380/396] lr: 2.787e-01, eta: 1 day, 17:50:01, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6508, loss_cls: 2.6449, loss: 2.6449, grad_norm: 1.3136, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9995, loss/aux0: 1.9995 2020-10-18 21:17:02,036 - mmaction - INFO - Epoch [45][380/396] lr: 2.787e-01, eta: 1 day, 17:51:29, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6508, loss_cls: 2.6449, loss: 2.6449, grad_norm: 1.3154, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0173, loss/aux0: 2.0173 2020-10-18 21:21:45,928 - mmaction - INFO - Epoch [46][20/396] lr: 2.777e-01, eta: 1 day, 17:46:47, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6510, loss_cls: 2.6348, loss: 2.6348, grad_norm: 1.3341, top1_acc/aux0: 0.4890, top5_acc/aux0: 0.7577, loss_cls/aux0: 2.0752, loss/aux0: 2.0752 2020-10-18 21:21:46,894 - mmaction - INFO - Epoch [46][20/396] lr: 2.777e-01, eta: 1 day, 17:48:14, time: 0.932, data_time: 0.003, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6510, loss_cls: 2.6348, loss: 2.6348, grad_norm: 1.3263, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0701, loss/aux0: 2.0701 2020-10-18 21:22:23,305 - mmaction - INFO - Epoch [46][40/396] lr: 2.777e-01, eta: 1 day, 17:46:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6482, loss_cls: 2.6727, loss: 2.6727, grad_norm: 1.3235, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0942, loss/aux0: 2.0942 2020-10-18 21:22:24,246 - mmaction - INFO - Epoch [46][40/396] lr: 2.777e-01, eta: 1 day, 17:47:45, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6482, loss_cls: 2.6727, loss: 2.6727, grad_norm: 1.3248, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.1060, loss/aux0: 2.1060 2020-10-18 21:23:00,762 - mmaction - INFO - Epoch [46][60/396] lr: 2.777e-01, eta: 1 day, 17:45:48, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6310, loss_cls: 2.6941, loss: 2.6941, grad_norm: 1.2875, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0348, loss/aux0: 2.0348 2020-10-18 21:23:01,755 - mmaction - INFO - Epoch [46][60/396] lr: 2.777e-01, eta: 1 day, 17:47:15, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6310, loss_cls: 2.6941, loss: 2.6941, grad_norm: 1.2854, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0172, loss/aux0: 2.0172 2020-10-18 21:23:38,270 - mmaction - INFO - Epoch [46][80/396] lr: 2.777e-01, eta: 1 day, 17:45:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6542, loss_cls: 2.6345, loss: 2.6345, grad_norm: 1.3618, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0087, loss/aux0: 2.0087 2020-10-18 21:23:39,280 - mmaction - INFO - Epoch [46][80/396] lr: 2.777e-01, eta: 1 day, 17:46:46, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6542, loss_cls: 2.6345, loss: 2.6345, grad_norm: 1.3612, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0153, loss/aux0: 2.0153 2020-10-18 21:24:15,780 - mmaction - INFO - Epoch [46][100/396] lr: 2.777e-01, eta: 1 day, 17:44:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3685, top5_acc: 0.6510, loss_cls: 2.6644, loss: 2.6644, grad_norm: 1.3158, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0552, loss/aux0: 2.0552 2020-10-18 21:24:16,781 - mmaction - INFO - Epoch [46][100/396] lr: 2.777e-01, eta: 1 day, 17:46:16, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3685, top5_acc: 0.6510, loss_cls: 2.6644, loss: 2.6644, grad_norm: 1.3174, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0571, loss/aux0: 2.0571 2020-10-18 21:24:53,293 - mmaction - INFO - Epoch [46][120/396] lr: 2.777e-01, eta: 1 day, 17:44:20, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3763, top5_acc: 0.6437, loss_cls: 2.6493, loss: 2.6493, grad_norm: 1.3034, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0623, loss/aux0: 2.0623 2020-10-18 21:24:54,245 - mmaction - INFO - Epoch [46][120/396] lr: 2.777e-01, eta: 1 day, 17:45:47, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3763, top5_acc: 0.6437, loss_cls: 2.6493, loss: 2.6493, grad_norm: 1.2988, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0475, loss/aux0: 2.0475 2020-10-18 21:25:30,806 - mmaction - INFO - Epoch [46][140/396] lr: 2.777e-01, eta: 1 day, 17:43:50, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6440, loss_cls: 2.6294, loss: 2.6294, grad_norm: 1.3309, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0370, loss/aux0: 2.0370 2020-10-18 21:25:31,786 - mmaction - INFO - Epoch [46][140/396] lr: 2.777e-01, eta: 1 day, 17:45:17, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6440, loss_cls: 2.6294, loss: 2.6294, grad_norm: 1.3322, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0524, loss/aux0: 2.0524 2020-10-18 21:26:08,200 - mmaction - INFO - Epoch [46][160/396] lr: 2.777e-01, eta: 1 day, 17:43:21, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6422, loss_cls: 2.6626, loss: 2.6626, grad_norm: 1.3051, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0362, loss/aux0: 2.0362 2020-10-18 21:26:09,155 - mmaction - INFO - Epoch [46][160/396] lr: 2.777e-01, eta: 1 day, 17:44:47, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6422, loss_cls: 2.6626, loss: 2.6626, grad_norm: 1.3003, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0336, loss/aux0: 2.0336 2020-10-18 21:26:45,621 - mmaction - INFO - Epoch [46][180/396] lr: 2.777e-01, eta: 1 day, 17:42:51, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3513, top5_acc: 0.6273, loss_cls: 2.7360, loss: 2.7360, grad_norm: 1.3054, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0452, loss/aux0: 2.0452 2020-10-18 21:26:46,576 - mmaction - INFO - Epoch [46][180/396] lr: 2.777e-01, eta: 1 day, 17:44:17, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3513, top5_acc: 0.6273, loss_cls: 2.7360, loss: 2.7360, grad_norm: 1.3071, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0348, loss/aux0: 2.0348 2020-10-18 21:27:23,096 - mmaction - INFO - Epoch [46][200/396] lr: 2.777e-01, eta: 1 day, 17:42:21, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3586, top5_acc: 0.6250, loss_cls: 2.7406, loss: 2.7406, grad_norm: 1.3495, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0579, loss/aux0: 2.0579 2020-10-18 21:27:24,037 - mmaction - INFO - Epoch [46][200/396] lr: 2.777e-01, eta: 1 day, 17:43:48, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3586, top5_acc: 0.6250, loss_cls: 2.7406, loss: 2.7406, grad_norm: 1.3530, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0640, loss/aux0: 2.0640 2020-10-18 21:28:00,502 - mmaction - INFO - Epoch [46][220/396] lr: 2.777e-01, eta: 1 day, 17:41:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6482, loss_cls: 2.6947, loss: 2.6947, grad_norm: 1.3069, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1102, loss/aux0: 2.1102 2020-10-18 21:28:01,489 - mmaction - INFO - Epoch [46][220/396] lr: 2.777e-01, eta: 1 day, 17:43:19, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6482, loss_cls: 2.6947, loss: 2.6947, grad_norm: 1.3123, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1211, loss/aux0: 2.1211 2020-10-18 21:28:38,032 - mmaction - INFO - Epoch [46][240/396] lr: 2.777e-01, eta: 1 day, 17:41:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3539, top5_acc: 0.6357, loss_cls: 2.7386, loss: 2.7386, grad_norm: 1.3341, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0011, loss/aux0: 2.0011 2020-10-18 21:28:39,050 - mmaction - INFO - Epoch [46][240/396] lr: 2.777e-01, eta: 1 day, 17:42:50, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3539, top5_acc: 0.6357, loss_cls: 2.7386, loss: 2.7386, grad_norm: 1.3257, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9906, loss/aux0: 1.9906 2020-10-18 21:29:15,530 - mmaction - INFO - Epoch [46][260/396] lr: 2.777e-01, eta: 1 day, 17:40:54, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6268, loss_cls: 2.7382, loss: 2.7382, grad_norm: 1.2903, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9800, loss/aux0: 1.9800 2020-10-18 21:29:16,541 - mmaction - INFO - Epoch [46][260/396] lr: 2.777e-01, eta: 1 day, 17:42:21, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6268, loss_cls: 2.7382, loss: 2.7382, grad_norm: 1.2932, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9793, loss/aux0: 1.9793 2020-10-18 21:29:53,196 - mmaction - INFO - Epoch [46][280/396] lr: 2.777e-01, eta: 1 day, 17:40:26, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3820, top5_acc: 0.6555, loss_cls: 2.6317, loss: 2.6317, grad_norm: 1.3658, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0134, loss/aux0: 2.0134 2020-10-18 21:29:54,159 - mmaction - INFO - Epoch [46][280/396] lr: 2.777e-01, eta: 1 day, 17:41:52, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3820, top5_acc: 0.6555, loss_cls: 2.6317, loss: 2.6317, grad_norm: 1.3637, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0246, loss/aux0: 2.0246 2020-10-18 21:30:30,831 - mmaction - INFO - Epoch [46][300/396] lr: 2.777e-01, eta: 1 day, 17:39:57, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3578, top5_acc: 0.6208, loss_cls: 2.7261, loss: 2.7261, grad_norm: 1.2952, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0118, loss/aux0: 2.0118 2020-10-18 21:30:31,767 - mmaction - INFO - Epoch [46][300/396] lr: 2.777e-01, eta: 1 day, 17:41:23, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3578, top5_acc: 0.6208, loss_cls: 2.7261, loss: 2.7261, grad_norm: 1.3005, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0124, loss/aux0: 2.0124 2020-10-18 21:31:08,263 - mmaction - INFO - Epoch [46][320/396] lr: 2.777e-01, eta: 1 day, 17:39:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6370, loss_cls: 2.6789, loss: 2.6789, grad_norm: 1.3021, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0523, loss/aux0: 2.0523 2020-10-18 21:31:09,224 - mmaction - INFO - Epoch [46][320/396] lr: 2.777e-01, eta: 1 day, 17:40:53, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6370, loss_cls: 2.6789, loss: 2.6789, grad_norm: 1.2990, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0390, loss/aux0: 2.0390 2020-10-18 21:31:45,861 - mmaction - INFO - Epoch [46][340/396] lr: 2.777e-01, eta: 1 day, 17:38:58, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3622, top5_acc: 0.6419, loss_cls: 2.6982, loss: 2.6982, grad_norm: 1.3133, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0361, loss/aux0: 2.0361 2020-10-18 21:31:46,810 - mmaction - INFO - Epoch [46][340/396] lr: 2.777e-01, eta: 1 day, 17:40:24, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3622, top5_acc: 0.6419, loss_cls: 2.6982, loss: 2.6982, grad_norm: 1.3121, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0469, loss/aux0: 2.0469 2020-10-18 21:32:23,458 - mmaction - INFO - Epoch [46][360/396] lr: 2.777e-01, eta: 1 day, 17:38:29, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3544, top5_acc: 0.6362, loss_cls: 2.7248, loss: 2.7248, grad_norm: 1.3423, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0687, loss/aux0: 2.0687 2020-10-18 21:32:24,429 - mmaction - INFO - Epoch [46][360/396] lr: 2.777e-01, eta: 1 day, 17:39:55, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3544, top5_acc: 0.6362, loss_cls: 2.7248, loss: 2.7248, grad_norm: 1.3424, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0734, loss/aux0: 2.0734 2020-10-18 21:33:00,948 - mmaction - INFO - Epoch [46][380/396] lr: 2.777e-01, eta: 1 day, 17:38:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6326, loss_cls: 2.6889, loss: 2.6889, grad_norm: 1.2958, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0473, loss/aux0: 2.0473 2020-10-18 21:33:01,945 - mmaction - INFO - Epoch [46][380/396] lr: 2.777e-01, eta: 1 day, 17:39:26, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6326, loss_cls: 2.6889, loss: 2.6889, grad_norm: 1.3006, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0426, loss/aux0: 2.0426 2020-10-18 21:37:37,366 - mmaction - INFO - Epoch [47][20/396] lr: 2.767e-01, eta: 1 day, 17:34:50, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6453, loss_cls: 2.6510, loss: 2.6510, grad_norm: 1.3009, top1_acc/aux0: 0.5137, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0134, loss/aux0: 2.0134 2020-10-18 21:37:38,363 - mmaction - INFO - Epoch [47][20/396] lr: 2.767e-01, eta: 1 day, 17:36:15, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6453, loss_cls: 2.6510, loss: 2.6510, grad_norm: 1.3022, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0181, loss/aux0: 2.0181 2020-10-18 21:38:14,766 - mmaction - INFO - Epoch [47][40/396] lr: 2.767e-01, eta: 1 day, 17:34:20, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3693, top5_acc: 0.6461, loss_cls: 2.6391, loss: 2.6391, grad_norm: 1.2972, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0228, loss/aux0: 2.0228 2020-10-18 21:38:15,713 - mmaction - INFO - Epoch [47][40/396] lr: 2.767e-01, eta: 1 day, 17:35:46, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3693, top5_acc: 0.6461, loss_cls: 2.6391, loss: 2.6391, grad_norm: 1.3046, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0267, loss/aux0: 2.0267 2020-10-18 21:38:52,279 - mmaction - INFO - Epoch [47][60/396] lr: 2.767e-01, eta: 1 day, 17:33:51, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6508, loss_cls: 2.6371, loss: 2.6371, grad_norm: 1.3442, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0053, loss/aux0: 2.0053 2020-10-18 21:38:53,263 - mmaction - INFO - Epoch [47][60/396] lr: 2.767e-01, eta: 1 day, 17:35:16, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6508, loss_cls: 2.6371, loss: 2.6371, grad_norm: 1.3425, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0060, loss/aux0: 2.0060 2020-10-18 21:39:29,650 - mmaction - INFO - Epoch [47][80/396] lr: 2.767e-01, eta: 1 day, 17:33:21, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6388, loss_cls: 2.6801, loss: 2.6801, grad_norm: 1.3149, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0290, loss/aux0: 2.0290 2020-10-18 21:39:30,693 - mmaction - INFO - Epoch [47][80/396] lr: 2.767e-01, eta: 1 day, 17:34:47, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6388, loss_cls: 2.6801, loss: 2.6801, grad_norm: 1.3233, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0219, loss/aux0: 2.0219 2020-10-18 21:40:07,102 - mmaction - INFO - Epoch [47][100/396] lr: 2.767e-01, eta: 1 day, 17:32:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6471, loss_cls: 2.6670, loss: 2.6670, grad_norm: 1.3281, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0200, loss/aux0: 2.0200 2020-10-18 21:40:08,070 - mmaction - INFO - Epoch [47][100/396] lr: 2.767e-01, eta: 1 day, 17:34:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6471, loss_cls: 2.6670, loss: 2.6670, grad_norm: 1.3367, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0218, loss/aux0: 2.0218 2020-10-18 21:40:44,594 - mmaction - INFO - Epoch [47][120/396] lr: 2.767e-01, eta: 1 day, 17:32:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3643, top5_acc: 0.6310, loss_cls: 2.6864, loss: 2.6864, grad_norm: 1.3319, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0042, loss/aux0: 2.0042 2020-10-18 21:40:45,548 - mmaction - INFO - Epoch [47][120/396] lr: 2.767e-01, eta: 1 day, 17:33:48, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3643, top5_acc: 0.6310, loss_cls: 2.6864, loss: 2.6864, grad_norm: 1.3420, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0080, loss/aux0: 2.0080 2020-10-18 21:41:22,007 - mmaction - INFO - Epoch [47][140/396] lr: 2.767e-01, eta: 1 day, 17:31:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3643, top5_acc: 0.6427, loss_cls: 2.6760, loss: 2.6760, grad_norm: 1.3059, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0495, loss/aux0: 2.0495 2020-10-18 21:41:23,018 - mmaction - INFO - Epoch [47][140/396] lr: 2.767e-01, eta: 1 day, 17:33:18, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3643, top5_acc: 0.6427, loss_cls: 2.6760, loss: 2.6760, grad_norm: 1.3102, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0451, loss/aux0: 2.0451 2020-10-18 21:41:59,428 - mmaction - INFO - Epoch [47][160/396] lr: 2.767e-01, eta: 1 day, 17:31:24, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6323, loss_cls: 2.7073, loss: 2.7073, grad_norm: 1.3263, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0512, loss/aux0: 2.0512 2020-10-18 21:42:00,440 - mmaction - INFO - Epoch [47][160/396] lr: 2.767e-01, eta: 1 day, 17:32:48, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6323, loss_cls: 2.7073, loss: 2.7073, grad_norm: 1.3244, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0416, loss/aux0: 2.0416 2020-10-18 21:42:36,829 - mmaction - INFO - Epoch [47][180/396] lr: 2.767e-01, eta: 1 day, 17:30:54, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3714, top5_acc: 0.6516, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.3175, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9666, loss/aux0: 1.9666 2020-10-18 21:42:37,776 - mmaction - INFO - Epoch [47][180/396] lr: 2.767e-01, eta: 1 day, 17:32:18, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3714, top5_acc: 0.6516, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.3241, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9866, loss/aux0: 1.9866 2020-10-18 21:43:14,180 - mmaction - INFO - Epoch [47][200/396] lr: 2.767e-01, eta: 1 day, 17:30:24, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3664, top5_acc: 0.6344, loss_cls: 2.6713, loss: 2.6713, grad_norm: 1.3122, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0258, loss/aux0: 2.0258 2020-10-18 21:43:15,197 - mmaction - INFO - Epoch [47][200/396] lr: 2.767e-01, eta: 1 day, 17:31:49, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3664, top5_acc: 0.6344, loss_cls: 2.6713, loss: 2.6713, grad_norm: 1.3178, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0204, loss/aux0: 2.0204 2020-10-18 21:43:51,658 - mmaction - INFO - Epoch [47][220/396] lr: 2.767e-01, eta: 1 day, 17:29:55, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6398, loss_cls: 2.6455, loss: 2.6455, grad_norm: 1.3162, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1299, loss/aux0: 2.1299 2020-10-18 21:43:52,607 - mmaction - INFO - Epoch [47][220/396] lr: 2.767e-01, eta: 1 day, 17:31:19, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6398, loss_cls: 2.6455, loss: 2.6455, grad_norm: 1.3121, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1140, loss/aux0: 2.1140 2020-10-18 21:44:29,187 - mmaction - INFO - Epoch [47][240/396] lr: 2.767e-01, eta: 1 day, 17:29:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3622, top5_acc: 0.6443, loss_cls: 2.6869, loss: 2.6869, grad_norm: 1.3433, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0158, loss/aux0: 2.0158 2020-10-18 21:44:30,191 - mmaction - INFO - Epoch [47][240/396] lr: 2.767e-01, eta: 1 day, 17:30:49, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3622, top5_acc: 0.6443, loss_cls: 2.6869, loss: 2.6869, grad_norm: 1.3472, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0284, loss/aux0: 2.0284 2020-10-18 21:45:06,684 - mmaction - INFO - Epoch [47][260/396] lr: 2.767e-01, eta: 1 day, 17:28:56, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6484, loss_cls: 2.6277, loss: 2.6277, grad_norm: 1.3121, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0024, loss/aux0: 2.0024 2020-10-18 21:45:07,618 - mmaction - INFO - Epoch [47][260/396] lr: 2.767e-01, eta: 1 day, 17:30:20, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6484, loss_cls: 2.6277, loss: 2.6277, grad_norm: 1.3102, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0036, loss/aux0: 2.0036 2020-10-18 21:45:44,092 - mmaction - INFO - Epoch [47][280/396] lr: 2.767e-01, eta: 1 day, 17:28:26, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3526, top5_acc: 0.6289, loss_cls: 2.7394, loss: 2.7394, grad_norm: 1.3381, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0214, loss/aux0: 2.0214 2020-10-18 21:45:45,044 - mmaction - INFO - Epoch [47][280/396] lr: 2.767e-01, eta: 1 day, 17:29:49, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3526, top5_acc: 0.6289, loss_cls: 2.7394, loss: 2.7394, grad_norm: 1.3455, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0079, loss/aux0: 2.0079 2020-10-18 21:46:21,534 - mmaction - INFO - Epoch [47][300/396] lr: 2.767e-01, eta: 1 day, 17:27:56, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6357, loss_cls: 2.6994, loss: 2.6994, grad_norm: 1.3084, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0363, loss/aux0: 2.0363 2020-10-18 21:46:22,492 - mmaction - INFO - Epoch [47][300/396] lr: 2.767e-01, eta: 1 day, 17:29:20, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6357, loss_cls: 2.6994, loss: 2.6994, grad_norm: 1.3108, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0263, loss/aux0: 2.0263 2020-10-18 21:46:58,987 - mmaction - INFO - Epoch [47][320/396] lr: 2.767e-01, eta: 1 day, 17:27:26, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3721, top5_acc: 0.6479, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.3459, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0221, loss/aux0: 2.0221 2020-10-18 21:46:59,961 - mmaction - INFO - Epoch [47][320/396] lr: 2.767e-01, eta: 1 day, 17:28:49, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3721, top5_acc: 0.6479, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.3459, top1_acc/aux0: 0.5063, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0405, loss/aux0: 2.0405 2020-10-18 21:47:36,375 - mmaction - INFO - Epoch [47][340/396] lr: 2.767e-01, eta: 1 day, 17:26:56, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3570, top5_acc: 0.6185, loss_cls: 2.7302, loss: 2.7302, grad_norm: 1.3193, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0479, loss/aux0: 2.0479 2020-10-18 21:47:37,410 - mmaction - INFO - Epoch [47][340/396] lr: 2.767e-01, eta: 1 day, 17:28:20, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3570, top5_acc: 0.6185, loss_cls: 2.7302, loss: 2.7302, grad_norm: 1.3130, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0529, loss/aux0: 2.0529 2020-10-18 21:48:13,843 - mmaction - INFO - Epoch [47][360/396] lr: 2.767e-01, eta: 1 day, 17:26:26, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3612, top5_acc: 0.6320, loss_cls: 2.7373, loss: 2.7373, grad_norm: 1.3321, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0144, loss/aux0: 2.0144 2020-10-18 21:48:14,780 - mmaction - INFO - Epoch [47][360/396] lr: 2.767e-01, eta: 1 day, 17:27:49, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3612, top5_acc: 0.6320, loss_cls: 2.7373, loss: 2.7373, grad_norm: 1.3360, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9939, loss/aux0: 1.9939 2020-10-18 21:48:51,172 - mmaction - INFO - Epoch [47][380/396] lr: 2.767e-01, eta: 1 day, 17:25:56, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3523, top5_acc: 0.6354, loss_cls: 2.7169, loss: 2.7169, grad_norm: 1.3335, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0335, loss/aux0: 2.0335 2020-10-18 21:48:52,109 - mmaction - INFO - Epoch [47][380/396] lr: 2.767e-01, eta: 1 day, 17:27:19, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3523, top5_acc: 0.6354, loss_cls: 2.7169, loss: 2.7169, grad_norm: 1.3274, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0418, loss/aux0: 2.0418 2020-10-18 21:53:11,803 - mmaction - INFO - Epoch [48][20/396] lr: 2.757e-01, eta: 1 day, 17:22:49, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3654, top5_acc: 0.6352, loss_cls: 2.6747, loss: 2.6747, grad_norm: 1.3256, top1_acc/aux0: 0.5041, top5_acc/aux0: 0.7678, loss_cls/aux0: 2.0051, loss/aux0: 2.0051 2020-10-18 21:53:12,762 - mmaction - INFO - Epoch [48][20/396] lr: 2.757e-01, eta: 1 day, 17:24:11, time: 0.930, data_time: 0.001, memory: 8462, top1_acc: 0.3654, top5_acc: 0.6352, loss_cls: 2.6747, loss: 2.6747, grad_norm: 1.3306, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0008, loss/aux0: 2.0008 2020-10-18 21:53:49,212 - mmaction - INFO - Epoch [48][40/396] lr: 2.757e-01, eta: 1 day, 17:22:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6365, loss_cls: 2.6831, loss: 2.6831, grad_norm: 1.3215, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0765, loss/aux0: 2.0765 2020-10-18 21:53:50,157 - mmaction - INFO - Epoch [48][40/396] lr: 2.757e-01, eta: 1 day, 17:23:41, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6365, loss_cls: 2.6831, loss: 2.6831, grad_norm: 1.3162, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0949, loss/aux0: 2.0949 2020-10-18 21:54:26,573 - mmaction - INFO - Epoch [48][60/396] lr: 2.757e-01, eta: 1 day, 17:21:48, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3716, top5_acc: 0.6456, loss_cls: 2.6283, loss: 2.6283, grad_norm: 1.3433, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0900, loss/aux0: 2.0900 2020-10-18 21:54:27,596 - mmaction - INFO - Epoch [48][60/396] lr: 2.757e-01, eta: 1 day, 17:23:11, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3716, top5_acc: 0.6456, loss_cls: 2.6283, loss: 2.6283, grad_norm: 1.3363, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0793, loss/aux0: 2.0793 2020-10-18 21:55:04,188 - mmaction - INFO - Epoch [48][80/396] lr: 2.757e-01, eta: 1 day, 17:21:19, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6607, loss_cls: 2.6099, loss: 2.6099, grad_norm: 1.3401, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1177, loss/aux0: 2.1177 2020-10-18 21:55:05,149 - mmaction - INFO - Epoch [48][80/396] lr: 2.757e-01, eta: 1 day, 17:22:42, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6607, loss_cls: 2.6099, loss: 2.6099, grad_norm: 1.3406, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1269, loss/aux0: 2.1269 2020-10-18 21:55:41,513 - mmaction - INFO - Epoch [48][100/396] lr: 2.757e-01, eta: 1 day, 17:20:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6419, loss_cls: 2.6576, loss: 2.6576, grad_norm: 1.3398, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0234, loss/aux0: 2.0234 2020-10-18 21:55:42,535 - mmaction - INFO - Epoch [48][100/396] lr: 2.757e-01, eta: 1 day, 17:22:12, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6419, loss_cls: 2.6576, loss: 2.6576, grad_norm: 1.3422, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0211, loss/aux0: 2.0211 2020-10-18 21:56:18,968 - mmaction - INFO - Epoch [48][120/396] lr: 2.757e-01, eta: 1 day, 17:20:19, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6401, loss_cls: 2.6813, loss: 2.6813, grad_norm: 1.2918, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9774, loss/aux0: 1.9774 2020-10-18 21:56:19,985 - mmaction - INFO - Epoch [48][120/396] lr: 2.757e-01, eta: 1 day, 17:21:42, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6401, loss_cls: 2.6813, loss: 2.6813, grad_norm: 1.2925, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9743, loss/aux0: 1.9743 2020-10-18 21:56:56,424 - mmaction - INFO - Epoch [48][140/396] lr: 2.757e-01, eta: 1 day, 17:19:50, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3768, top5_acc: 0.6383, loss_cls: 2.6834, loss: 2.6834, grad_norm: 1.3094, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9931, loss/aux0: 1.9931 2020-10-18 21:56:57,399 - mmaction - INFO - Epoch [48][140/396] lr: 2.757e-01, eta: 1 day, 17:21:12, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3768, top5_acc: 0.6383, loss_cls: 2.6834, loss: 2.6834, grad_norm: 1.3064, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9764, loss/aux0: 1.9764 2020-10-18 21:57:33,875 - mmaction - INFO - Epoch [48][160/396] lr: 2.757e-01, eta: 1 day, 17:19:20, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6435, loss_cls: 2.6619, loss: 2.6619, grad_norm: 1.3288, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0182, loss/aux0: 2.0182 2020-10-18 21:57:34,903 - mmaction - INFO - Epoch [48][160/396] lr: 2.757e-01, eta: 1 day, 17:20:43, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6435, loss_cls: 2.6619, loss: 2.6619, grad_norm: 1.3263, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0245, loss/aux0: 2.0245 2020-10-18 21:58:11,353 - mmaction - INFO - Epoch [48][180/396] lr: 2.757e-01, eta: 1 day, 17:18:50, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6354, loss_cls: 2.6603, loss: 2.6603, grad_norm: 1.3300, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0043, loss/aux0: 2.0043 2020-10-18 21:58:12,358 - mmaction - INFO - Epoch [48][180/396] lr: 2.757e-01, eta: 1 day, 17:20:13, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6354, loss_cls: 2.6603, loss: 2.6603, grad_norm: 1.3264, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0098, loss/aux0: 2.0098 2020-10-18 21:58:48,871 - mmaction - INFO - Epoch [48][200/396] lr: 2.757e-01, eta: 1 day, 17:18:20, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6375, loss_cls: 2.6765, loss: 2.6765, grad_norm: 1.3293, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0099, loss/aux0: 2.0099 2020-10-18 21:58:49,885 - mmaction - INFO - Epoch [48][200/396] lr: 2.757e-01, eta: 1 day, 17:19:43, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6375, loss_cls: 2.6765, loss: 2.6765, grad_norm: 1.3230, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0085, loss/aux0: 2.0085 2020-10-18 21:59:26,347 - mmaction - INFO - Epoch [48][220/396] lr: 2.757e-01, eta: 1 day, 17:17:51, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3612, top5_acc: 0.6385, loss_cls: 2.7093, loss: 2.7093, grad_norm: 1.3294, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0120, loss/aux0: 2.0120 2020-10-18 21:59:27,293 - mmaction - INFO - Epoch [48][220/396] lr: 2.757e-01, eta: 1 day, 17:19:13, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3612, top5_acc: 0.6385, loss_cls: 2.7093, loss: 2.7093, grad_norm: 1.3270, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0092, loss/aux0: 2.0092 2020-10-18 22:00:03,789 - mmaction - INFO - Epoch [48][240/396] lr: 2.757e-01, eta: 1 day, 17:17:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6404, loss_cls: 2.6727, loss: 2.6727, grad_norm: 1.3300, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0206, loss/aux0: 2.0206 2020-10-18 22:00:04,747 - mmaction - INFO - Epoch [48][240/396] lr: 2.757e-01, eta: 1 day, 17:18:43, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6404, loss_cls: 2.6727, loss: 2.6727, grad_norm: 1.3210, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0239, loss/aux0: 2.0239 2020-10-18 22:00:41,215 - mmaction - INFO - Epoch [48][260/396] lr: 2.757e-01, eta: 1 day, 17:16:51, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3654, top5_acc: 0.6378, loss_cls: 2.6738, loss: 2.6738, grad_norm: 1.3249, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0613, loss/aux0: 2.0613 2020-10-18 22:00:42,218 - mmaction - INFO - Epoch [48][260/396] lr: 2.757e-01, eta: 1 day, 17:18:14, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3654, top5_acc: 0.6378, loss_cls: 2.6738, loss: 2.6738, grad_norm: 1.3249, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0610, loss/aux0: 2.0610 2020-10-18 22:01:18,657 - mmaction - INFO - Epoch [48][280/396] lr: 2.757e-01, eta: 1 day, 17:16:22, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6268, loss_cls: 2.7481, loss: 2.7481, grad_norm: 1.3016, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0309, loss/aux0: 2.0309 2020-10-18 22:01:19,668 - mmaction - INFO - Epoch [48][280/396] lr: 2.757e-01, eta: 1 day, 17:17:43, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6268, loss_cls: 2.7481, loss: 2.7481, grad_norm: 1.2903, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0268, loss/aux0: 2.0268 2020-10-18 22:01:56,207 - mmaction - INFO - Epoch [48][300/396] lr: 2.757e-01, eta: 1 day, 17:15:52, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6432, loss_cls: 2.6572, loss: 2.6572, grad_norm: 1.3035, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0737, loss/aux0: 2.0737 2020-10-18 22:01:57,202 - mmaction - INFO - Epoch [48][300/396] lr: 2.757e-01, eta: 1 day, 17:17:14, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6432, loss_cls: 2.6572, loss: 2.6572, grad_norm: 1.3099, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0879, loss/aux0: 2.0879 2020-10-18 22:02:33,610 - mmaction - INFO - Epoch [48][320/396] lr: 2.757e-01, eta: 1 day, 17:15:22, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6505, loss_cls: 2.6674, loss: 2.6674, grad_norm: 1.3461, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0114, loss/aux0: 2.0114 2020-10-18 22:02:34,602 - mmaction - INFO - Epoch [48][320/396] lr: 2.757e-01, eta: 1 day, 17:16:44, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6505, loss_cls: 2.6674, loss: 2.6674, grad_norm: 1.3537, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9941, loss/aux0: 1.9941 2020-10-18 22:03:10,961 - mmaction - INFO - Epoch [48][340/396] lr: 2.757e-01, eta: 1 day, 17:14:52, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3654, top5_acc: 0.6292, loss_cls: 2.6958, loss: 2.6958, grad_norm: 1.3453, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9775, loss/aux0: 1.9775 2020-10-18 22:03:11,962 - mmaction - INFO - Epoch [48][340/396] lr: 2.757e-01, eta: 1 day, 17:16:13, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.3654, top5_acc: 0.6292, loss_cls: 2.6958, loss: 2.6958, grad_norm: 1.3445, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9755, loss/aux0: 1.9755 2020-10-18 22:03:48,378 - mmaction - INFO - Epoch [48][360/396] lr: 2.757e-01, eta: 1 day, 17:14:22, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6281, loss_cls: 2.7087, loss: 2.7087, grad_norm: 1.3448, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0297, loss/aux0: 2.0297 2020-10-18 22:03:49,329 - mmaction - INFO - Epoch [48][360/396] lr: 2.757e-01, eta: 1 day, 17:15:43, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6281, loss_cls: 2.7087, loss: 2.7087, grad_norm: 1.3453, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0423, loss/aux0: 2.0423 2020-10-18 22:04:25,729 - mmaction - INFO - Epoch [48][380/396] lr: 2.757e-01, eta: 1 day, 17:13:51, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6273, loss_cls: 2.7211, loss: 2.7211, grad_norm: 1.2945, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0403, loss/aux0: 2.0403 2020-10-18 22:04:26,721 - mmaction - INFO - Epoch [48][380/396] lr: 2.757e-01, eta: 1 day, 17:15:13, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6273, loss_cls: 2.7211, loss: 2.7211, grad_norm: 1.2935, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0427, loss/aux0: 2.0427 2020-10-18 22:04:57,634 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-18 22:06:40,373 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 22:06:40,507 - mmaction - INFO - top1_acc 0.4626 top5_acc 0.7305 2020-10-18 22:06:40,508 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 22:06:40,541 - mmaction - INFO - mean_acc 0.4635 2020-10-18 22:06:40,543 - mmaction - INFO - Epoch(val) [48][396] top1_acc: 0.4626, top5_acc: 0.7305, mean_class_accuracy: 0.4635 2020-10-18 22:10:26,163 - mmaction - INFO - Epoch [49][20/396] lr: 2.747e-01, eta: 1 day, 17:10:48, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6393, loss_cls: 2.6437, loss: 2.6437, grad_norm: 1.3069, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7623, loss_cls/aux0: 2.0247, loss/aux0: 2.0247 2020-10-18 22:10:27,114 - mmaction - INFO - Epoch [49][20/396] lr: 2.747e-01, eta: 1 day, 17:12:08, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6393, loss_cls: 2.6437, loss: 2.6437, grad_norm: 1.3117, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0275, loss/aux0: 2.0275 2020-10-18 22:11:03,490 - mmaction - INFO - Epoch [49][40/396] lr: 2.747e-01, eta: 1 day, 17:10:17, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6484, loss_cls: 2.6295, loss: 2.6295, grad_norm: 1.3187, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9846, loss/aux0: 1.9846 2020-10-18 22:11:04,493 - mmaction - INFO - Epoch [49][40/396] lr: 2.747e-01, eta: 1 day, 17:11:38, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6484, loss_cls: 2.6295, loss: 2.6295, grad_norm: 1.3169, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9852, loss/aux0: 1.9852 2020-10-18 22:11:40,856 - mmaction - INFO - Epoch [49][60/396] lr: 2.747e-01, eta: 1 day, 17:09:47, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6409, loss_cls: 2.6706, loss: 2.6706, grad_norm: 1.3519, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0272, loss/aux0: 2.0272 2020-10-18 22:11:41,855 - mmaction - INFO - Epoch [49][60/396] lr: 2.747e-01, eta: 1 day, 17:11:08, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6409, loss_cls: 2.6706, loss: 2.6706, grad_norm: 1.3511, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0198, loss/aux0: 2.0198 2020-10-18 22:12:18,309 - mmaction - INFO - Epoch [49][80/396] lr: 2.747e-01, eta: 1 day, 17:09:17, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6445, loss_cls: 2.6689, loss: 2.6689, grad_norm: 1.3182, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0296, loss/aux0: 2.0296 2020-10-18 22:12:19,257 - mmaction - INFO - Epoch [49][80/396] lr: 2.747e-01, eta: 1 day, 17:10:37, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6445, loss_cls: 2.6689, loss: 2.6689, grad_norm: 1.3161, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0267, loss/aux0: 2.0267 2020-10-18 22:12:55,751 - mmaction - INFO - Epoch [49][100/396] lr: 2.747e-01, eta: 1 day, 17:08:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6292, loss_cls: 2.7062, loss: 2.7062, grad_norm: 1.2994, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9987, loss/aux0: 1.9987 2020-10-18 22:12:56,760 - mmaction - INFO - Epoch [49][100/396] lr: 2.747e-01, eta: 1 day, 17:10:08, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6292, loss_cls: 2.7062, loss: 2.7062, grad_norm: 1.3102, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0036, loss/aux0: 2.0036 2020-10-18 22:13:33,114 - mmaction - INFO - Epoch [49][120/396] lr: 2.747e-01, eta: 1 day, 17:08:17, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3646, top5_acc: 0.6375, loss_cls: 2.6930, loss: 2.6930, grad_norm: 1.3028, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0254, loss/aux0: 2.0254 2020-10-18 22:13:34,112 - mmaction - INFO - Epoch [49][120/396] lr: 2.747e-01, eta: 1 day, 17:09:38, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3646, top5_acc: 0.6375, loss_cls: 2.6930, loss: 2.6930, grad_norm: 1.2992, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0327, loss/aux0: 2.0327 2020-10-18 22:14:10,577 - mmaction - INFO - Epoch [49][140/396] lr: 2.747e-01, eta: 1 day, 17:07:47, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3646, top5_acc: 0.6385, loss_cls: 2.7012, loss: 2.7012, grad_norm: 1.3559, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0455, loss/aux0: 2.0455 2020-10-18 22:14:11,607 - mmaction - INFO - Epoch [49][140/396] lr: 2.747e-01, eta: 1 day, 17:09:08, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3646, top5_acc: 0.6385, loss_cls: 2.7012, loss: 2.7012, grad_norm: 1.3531, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0487, loss/aux0: 2.0487 2020-10-18 22:14:48,095 - mmaction - INFO - Epoch [49][160/396] lr: 2.747e-01, eta: 1 day, 17:07:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6435, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.3285, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0478, loss/aux0: 2.0478 2020-10-18 22:14:49,083 - mmaction - INFO - Epoch [49][160/396] lr: 2.747e-01, eta: 1 day, 17:08:38, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6435, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.3241, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0255, loss/aux0: 2.0255 2020-10-18 22:15:25,623 - mmaction - INFO - Epoch [49][180/396] lr: 2.747e-01, eta: 1 day, 17:06:48, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6534, loss_cls: 2.6090, loss: 2.6090, grad_norm: 1.3636, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0211, loss/aux0: 2.0211 2020-10-18 22:15:26,629 - mmaction - INFO - Epoch [49][180/396] lr: 2.747e-01, eta: 1 day, 17:08:08, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6534, loss_cls: 2.6090, loss: 2.6090, grad_norm: 1.3655, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0352, loss/aux0: 2.0352 2020-10-18 22:16:03,022 - mmaction - INFO - Epoch [49][200/396] lr: 2.747e-01, eta: 1 day, 17:06:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6299, loss_cls: 2.7028, loss: 2.7028, grad_norm: 1.3167, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0282, loss/aux0: 2.0282 2020-10-18 22:16:04,003 - mmaction - INFO - Epoch [49][200/396] lr: 2.747e-01, eta: 1 day, 17:07:38, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3560, top5_acc: 0.6299, loss_cls: 2.7028, loss: 2.7028, grad_norm: 1.3183, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0272, loss/aux0: 2.0272 2020-10-18 22:16:40,420 - mmaction - INFO - Epoch [49][220/396] lr: 2.747e-01, eta: 1 day, 17:05:48, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6404, loss_cls: 2.6752, loss: 2.6752, grad_norm: 1.3216, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0511, loss/aux0: 2.0511 2020-10-18 22:16:41,390 - mmaction - INFO - Epoch [49][220/396] lr: 2.747e-01, eta: 1 day, 17:07:08, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6404, loss_cls: 2.6752, loss: 2.6752, grad_norm: 1.3238, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0559, loss/aux0: 2.0559 2020-10-18 22:17:17,838 - mmaction - INFO - Epoch [49][240/396] lr: 2.747e-01, eta: 1 day, 17:05:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3565, top5_acc: 0.6383, loss_cls: 2.7074, loss: 2.7074, grad_norm: 1.3203, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0221, loss/aux0: 2.0221 2020-10-18 22:17:18,782 - mmaction - INFO - Epoch [49][240/396] lr: 2.747e-01, eta: 1 day, 17:06:38, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3565, top5_acc: 0.6383, loss_cls: 2.7074, loss: 2.7074, grad_norm: 1.3262, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0194, loss/aux0: 2.0194 2020-10-18 22:17:55,267 - mmaction - INFO - Epoch [49][260/396] lr: 2.747e-01, eta: 1 day, 17:04:47, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3633, top5_acc: 0.6396, loss_cls: 2.6910, loss: 2.6910, grad_norm: 1.3192, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0663, loss/aux0: 2.0663 2020-10-18 22:17:56,256 - mmaction - INFO - Epoch [49][260/396] lr: 2.747e-01, eta: 1 day, 17:06:07, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.3633, top5_acc: 0.6396, loss_cls: 2.6910, loss: 2.6910, grad_norm: 1.3276, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0678, loss/aux0: 2.0678 2020-10-18 22:18:32,756 - mmaction - INFO - Epoch [49][280/396] lr: 2.747e-01, eta: 1 day, 17:04:18, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3745, top5_acc: 0.6432, loss_cls: 2.6805, loss: 2.6805, grad_norm: 1.3428, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9949, loss/aux0: 1.9949 2020-10-18 22:18:33,693 - mmaction - INFO - Epoch [49][280/396] lr: 2.747e-01, eta: 1 day, 17:05:38, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3745, top5_acc: 0.6432, loss_cls: 2.6805, loss: 2.6805, grad_norm: 1.3347, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9915, loss/aux0: 1.9915 2020-10-18 22:19:10,156 - mmaction - INFO - Epoch [49][300/396] lr: 2.747e-01, eta: 1 day, 17:03:48, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3622, top5_acc: 0.6331, loss_cls: 2.7071, loss: 2.7071, grad_norm: 1.2997, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0008, loss/aux0: 2.0008 2020-10-18 22:19:11,105 - mmaction - INFO - Epoch [49][300/396] lr: 2.747e-01, eta: 1 day, 17:05:07, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3622, top5_acc: 0.6331, loss_cls: 2.7071, loss: 2.7071, grad_norm: 1.3001, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0018, loss/aux0: 2.0018 2020-10-18 22:19:47,554 - mmaction - INFO - Epoch [49][320/396] lr: 2.747e-01, eta: 1 day, 17:03:17, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6383, loss_cls: 2.6691, loss: 2.6691, grad_norm: 1.2960, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0599, loss/aux0: 2.0599 2020-10-18 22:19:48,588 - mmaction - INFO - Epoch [49][320/396] lr: 2.747e-01, eta: 1 day, 17:04:37, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6383, loss_cls: 2.6691, loss: 2.6691, grad_norm: 1.2983, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0500, loss/aux0: 2.0500 2020-10-18 22:20:27,104 - mmaction - INFO - Epoch [49][340/396] lr: 2.747e-01, eta: 1 day, 17:02:48, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3815, top5_acc: 0.6503, loss_cls: 2.6613, loss: 2.6613, grad_norm: 1.3152, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9819, loss/aux0: 1.9819 2020-10-18 22:20:28,185 - mmaction - INFO - Epoch [49][340/396] lr: 2.747e-01, eta: 1 day, 17:04:08, time: 0.946, data_time: 0.013, memory: 8462, top1_acc: 0.3815, top5_acc: 0.6503, loss_cls: 2.6613, loss: 2.6613, grad_norm: 1.3119, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9894, loss/aux0: 1.9894 2020-10-18 22:21:04,531 - mmaction - INFO - Epoch [49][360/396] lr: 2.747e-01, eta: 1 day, 17:02:18, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6404, loss_cls: 2.6557, loss: 2.6557, grad_norm: 1.3292, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0267, loss/aux0: 2.0267 2020-10-18 22:21:05,554 - mmaction - INFO - Epoch [49][360/396] lr: 2.747e-01, eta: 1 day, 17:03:37, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6404, loss_cls: 2.6557, loss: 2.6557, grad_norm: 1.3278, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0277, loss/aux0: 2.0277 2020-10-18 22:21:42,015 - mmaction - INFO - Epoch [49][380/396] lr: 2.747e-01, eta: 1 day, 17:01:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6279, loss_cls: 2.7106, loss: 2.7106, grad_norm: 1.3278, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.0747, loss/aux0: 2.0747 2020-10-18 22:21:42,979 - mmaction - INFO - Epoch [49][380/396] lr: 2.747e-01, eta: 1 day, 17:03:07, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6279, loss_cls: 2.7106, loss: 2.7106, grad_norm: 1.3297, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.0866, loss/aux0: 2.0866 2020-10-18 22:26:18,626 - mmaction - INFO - Epoch [50][20/396] lr: 2.737e-01, eta: 1 day, 16:58:47, time: 0.928, data_time: 0.000, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6633, loss_cls: 2.6239, loss: 2.6239, grad_norm: 1.3445, top1_acc/aux0: 0.5082, top5_acc/aux0: 0.7686, loss_cls/aux0: 2.0055, loss/aux0: 2.0055 2020-10-18 22:26:19,583 - mmaction - INFO - Epoch [50][20/396] lr: 2.737e-01, eta: 1 day, 17:00:05, time: 0.929, data_time: 0.001, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6633, loss_cls: 2.6239, loss: 2.6239, grad_norm: 1.3448, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0015, loss/aux0: 2.0015 2020-10-18 22:26:55,968 - mmaction - INFO - Epoch [50][40/396] lr: 2.737e-01, eta: 1 day, 16:58:16, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6599, loss_cls: 2.5870, loss: 2.5870, grad_norm: 1.3319, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0150, loss/aux0: 2.0150 2020-10-18 22:26:56,910 - mmaction - INFO - Epoch [50][40/396] lr: 2.737e-01, eta: 1 day, 16:59:35, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6599, loss_cls: 2.5870, loss: 2.5870, grad_norm: 1.3331, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0120, loss/aux0: 2.0120 2020-10-18 22:27:33,369 - mmaction - INFO - Epoch [50][60/396] lr: 2.737e-01, eta: 1 day, 16:57:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6617, loss_cls: 2.6184, loss: 2.6184, grad_norm: 1.3149, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0733, loss/aux0: 2.0733 2020-10-18 22:27:34,327 - mmaction - INFO - Epoch [50][60/396] lr: 2.737e-01, eta: 1 day, 16:59:04, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6617, loss_cls: 2.6184, loss: 2.6184, grad_norm: 1.3205, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0818, loss/aux0: 2.0818 2020-10-18 22:28:10,871 - mmaction - INFO - Epoch [50][80/396] lr: 2.737e-01, eta: 1 day, 16:57:16, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3690, top5_acc: 0.6453, loss_cls: 2.6509, loss: 2.6509, grad_norm: 1.3363, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0595, loss/aux0: 2.0595 2020-10-18 22:28:11,835 - mmaction - INFO - Epoch [50][80/396] lr: 2.737e-01, eta: 1 day, 16:58:34, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3690, top5_acc: 0.6453, loss_cls: 2.6509, loss: 2.6509, grad_norm: 1.3356, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0696, loss/aux0: 2.0696 2020-10-18 22:28:48,341 - mmaction - INFO - Epoch [50][100/396] lr: 2.737e-01, eta: 1 day, 16:56:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3878, top5_acc: 0.6466, loss_cls: 2.6251, loss: 2.6251, grad_norm: 1.3449, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0264, loss/aux0: 2.0264 2020-10-18 22:28:49,295 - mmaction - INFO - Epoch [50][100/396] lr: 2.737e-01, eta: 1 day, 16:58:04, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3878, top5_acc: 0.6466, loss_cls: 2.6251, loss: 2.6251, grad_norm: 1.3497, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0252, loss/aux0: 2.0252 2020-10-18 22:29:25,796 - mmaction - INFO - Epoch [50][120/396] lr: 2.737e-01, eta: 1 day, 16:56:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3740, top5_acc: 0.6477, loss_cls: 2.6505, loss: 2.6505, grad_norm: 1.3452, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0335, loss/aux0: 2.0335 2020-10-18 22:29:26,751 - mmaction - INFO - Epoch [50][120/396] lr: 2.737e-01, eta: 1 day, 16:57:34, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3740, top5_acc: 0.6477, loss_cls: 2.6505, loss: 2.6505, grad_norm: 1.3414, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0262, loss/aux0: 2.0262 2020-10-18 22:30:03,127 - mmaction - INFO - Epoch [50][140/396] lr: 2.737e-01, eta: 1 day, 16:55:46, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6310, loss_cls: 2.6910, loss: 2.6910, grad_norm: 1.3413, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0759, loss/aux0: 2.0759 2020-10-18 22:30:04,095 - mmaction - INFO - Epoch [50][140/396] lr: 2.737e-01, eta: 1 day, 16:57:04, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6310, loss_cls: 2.6910, loss: 2.6910, grad_norm: 1.3414, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0747, loss/aux0: 2.0747 2020-10-18 22:30:40,548 - mmaction - INFO - Epoch [50][160/396] lr: 2.737e-01, eta: 1 day, 16:55:15, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3659, top5_acc: 0.6424, loss_cls: 2.6661, loss: 2.6661, grad_norm: 1.3141, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0363, loss/aux0: 2.0363 2020-10-18 22:30:41,509 - mmaction - INFO - Epoch [50][160/396] lr: 2.737e-01, eta: 1 day, 16:56:34, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3659, top5_acc: 0.6424, loss_cls: 2.6661, loss: 2.6661, grad_norm: 1.3109, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0389, loss/aux0: 2.0389 2020-10-18 22:31:17,861 - mmaction - INFO - Epoch [50][180/396] lr: 2.737e-01, eta: 1 day, 16:54:45, time: 0.928, data_time: 0.000, memory: 8462, top1_acc: 0.3721, top5_acc: 0.6505, loss_cls: 2.6632, loss: 2.6632, grad_norm: 1.3268, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0205, loss/aux0: 2.0205 2020-10-18 22:31:18,860 - mmaction - INFO - Epoch [50][180/396] lr: 2.737e-01, eta: 1 day, 16:56:03, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.3721, top5_acc: 0.6505, loss_cls: 2.6632, loss: 2.6632, grad_norm: 1.3231, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0130, loss/aux0: 2.0130 2020-10-18 22:31:55,250 - mmaction - INFO - Epoch [50][200/396] lr: 2.737e-01, eta: 1 day, 16:54:14, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6380, loss_cls: 2.6452, loss: 2.6452, grad_norm: 1.3595, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0624, loss/aux0: 2.0624 2020-10-18 22:31:56,231 - mmaction - INFO - Epoch [50][200/396] lr: 2.737e-01, eta: 1 day, 16:55:32, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6380, loss_cls: 2.6452, loss: 2.6452, grad_norm: 1.3485, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0574, loss/aux0: 2.0574 2020-10-18 22:32:32,793 - mmaction - INFO - Epoch [50][220/396] lr: 2.737e-01, eta: 1 day, 16:53:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6336, loss_cls: 2.7328, loss: 2.7328, grad_norm: 1.3172, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9815, loss/aux0: 1.9815 2020-10-18 22:32:33,776 - mmaction - INFO - Epoch [50][220/396] lr: 2.737e-01, eta: 1 day, 16:55:02, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6336, loss_cls: 2.7328, loss: 2.7328, grad_norm: 1.3141, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9813, loss/aux0: 1.9813 2020-10-18 22:33:10,272 - mmaction - INFO - Epoch [50][240/396] lr: 2.737e-01, eta: 1 day, 16:53:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3742, top5_acc: 0.6398, loss_cls: 2.6735, loss: 2.6735, grad_norm: 1.2916, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0227, loss/aux0: 2.0227 2020-10-18 22:33:11,287 - mmaction - INFO - Epoch [50][240/396] lr: 2.737e-01, eta: 1 day, 16:54:32, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3742, top5_acc: 0.6398, loss_cls: 2.6735, loss: 2.6735, grad_norm: 1.2955, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0259, loss/aux0: 2.0259 2020-10-18 22:33:47,726 - mmaction - INFO - Epoch [50][260/396] lr: 2.737e-01, eta: 1 day, 16:52:44, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6365, loss_cls: 2.6506, loss: 2.6506, grad_norm: 1.3475, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9950, loss/aux0: 1.9950 2020-10-18 22:33:48,747 - mmaction - INFO - Epoch [50][260/396] lr: 2.737e-01, eta: 1 day, 16:54:02, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6365, loss_cls: 2.6506, loss: 2.6506, grad_norm: 1.3425, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9941, loss/aux0: 1.9941 2020-10-18 22:34:25,052 - mmaction - INFO - Epoch [50][280/396] lr: 2.737e-01, eta: 1 day, 16:52:14, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6370, loss_cls: 2.6924, loss: 2.6924, grad_norm: 1.3389, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0427, loss/aux0: 2.0427 2020-10-18 22:34:26,009 - mmaction - INFO - Epoch [50][280/396] lr: 2.737e-01, eta: 1 day, 16:53:32, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6370, loss_cls: 2.6924, loss: 2.6924, grad_norm: 1.3448, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0452, loss/aux0: 2.0452 2020-10-18 22:35:02,440 - mmaction - INFO - Epoch [50][300/396] lr: 2.737e-01, eta: 1 day, 16:51:44, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3667, top5_acc: 0.6497, loss_cls: 2.6649, loss: 2.6649, grad_norm: 1.3281, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9572, loss/aux0: 1.9572 2020-10-18 22:35:03,392 - mmaction - INFO - Epoch [50][300/396] lr: 2.737e-01, eta: 1 day, 16:53:01, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3667, top5_acc: 0.6497, loss_cls: 2.6649, loss: 2.6649, grad_norm: 1.3397, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9740, loss/aux0: 1.9740 2020-10-18 22:35:39,688 - mmaction - INFO - Epoch [50][320/396] lr: 2.737e-01, eta: 1 day, 16:51:13, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3695, top5_acc: 0.6281, loss_cls: 2.7342, loss: 2.7342, grad_norm: 1.2889, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0703, loss/aux0: 2.0703 2020-10-18 22:35:40,641 - mmaction - INFO - Epoch [50][320/396] lr: 2.737e-01, eta: 1 day, 16:52:30, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3695, top5_acc: 0.6281, loss_cls: 2.7342, loss: 2.7342, grad_norm: 1.2898, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0581, loss/aux0: 2.0581 2020-10-18 22:36:17,101 - mmaction - INFO - Epoch [50][340/396] lr: 2.737e-01, eta: 1 day, 16:50:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6422, loss_cls: 2.6492, loss: 2.6492, grad_norm: 1.3133, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0503, loss/aux0: 2.0503 2020-10-18 22:36:18,114 - mmaction - INFO - Epoch [50][340/396] lr: 2.737e-01, eta: 1 day, 16:52:00, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6422, loss_cls: 2.6492, loss: 2.6492, grad_norm: 1.3121, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7687, loss_cls/aux0: 2.0429, loss/aux0: 2.0429 2020-10-18 22:36:54,552 - mmaction - INFO - Epoch [50][360/396] lr: 2.737e-01, eta: 1 day, 16:50:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6482, loss_cls: 2.6594, loss: 2.6594, grad_norm: 1.3111, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9900, loss/aux0: 1.9900 2020-10-18 22:36:55,524 - mmaction - INFO - Epoch [50][360/396] lr: 2.737e-01, eta: 1 day, 16:51:30, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6482, loss_cls: 2.6594, loss: 2.6594, grad_norm: 1.3125, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9858, loss/aux0: 1.9858 2020-10-18 22:37:31,982 - mmaction - INFO - Epoch [50][380/396] lr: 2.737e-01, eta: 1 day, 16:49:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6453, loss_cls: 2.6709, loss: 2.6709, grad_norm: 1.3456, top1_acc/aux0: 0.4938, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0462, loss/aux0: 2.0462 2020-10-18 22:37:32,986 - mmaction - INFO - Epoch [50][380/396] lr: 2.737e-01, eta: 1 day, 16:51:00, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6453, loss_cls: 2.6709, loss: 2.6709, grad_norm: 1.3496, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0635, loss/aux0: 2.0635 2020-10-18 22:41:51,631 - mmaction - INFO - Epoch [51][20/396] lr: 2.726e-01, eta: 1 day, 16:46:45, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3943, top5_acc: 0.6581, loss_cls: 2.5714, loss: 2.5714, grad_norm: 1.2944, top1_acc/aux0: 0.5033, top5_acc/aux0: 0.7527, loss_cls/aux0: 2.0606, loss/aux0: 2.0606 2020-10-18 22:41:52,598 - mmaction - INFO - Epoch [51][20/396] lr: 2.726e-01, eta: 1 day, 16:48:02, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3943, top5_acc: 0.6581, loss_cls: 2.5714, loss: 2.5714, grad_norm: 1.3043, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0530, loss/aux0: 2.0530 2020-10-18 22:42:28,916 - mmaction - INFO - Epoch [51][40/396] lr: 2.726e-01, eta: 1 day, 16:46:15, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3909, top5_acc: 0.6625, loss_cls: 2.5817, loss: 2.5817, grad_norm: 1.3015, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7643, loss_cls/aux0: 1.9903, loss/aux0: 1.9903 2020-10-18 22:42:29,915 - mmaction - INFO - Epoch [51][40/396] lr: 2.726e-01, eta: 1 day, 16:47:32, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3909, top5_acc: 0.6625, loss_cls: 2.5817, loss: 2.5817, grad_norm: 1.3038, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7641, loss_cls/aux0: 1.9998, loss/aux0: 1.9998 2020-10-18 22:43:06,296 - mmaction - INFO - Epoch [51][60/396] lr: 2.726e-01, eta: 1 day, 16:45:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6424, loss_cls: 2.6467, loss: 2.6467, grad_norm: 1.3314, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0435, loss/aux0: 2.0435 2020-10-18 22:43:07,281 - mmaction - INFO - Epoch [51][60/396] lr: 2.726e-01, eta: 1 day, 16:47:02, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6424, loss_cls: 2.6467, loss: 2.6467, grad_norm: 1.3237, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7698, loss_cls/aux0: 2.0254, loss/aux0: 2.0254 2020-10-18 22:43:43,720 - mmaction - INFO - Epoch [51][80/396] lr: 2.726e-01, eta: 1 day, 16:45:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3573, top5_acc: 0.6406, loss_cls: 2.6885, loss: 2.6885, grad_norm: 1.3201, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9743, loss/aux0: 1.9743 2020-10-18 22:43:44,731 - mmaction - INFO - Epoch [51][80/396] lr: 2.726e-01, eta: 1 day, 16:46:32, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.3573, top5_acc: 0.6406, loss_cls: 2.6885, loss: 2.6885, grad_norm: 1.3176, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9937, loss/aux0: 1.9937 2020-10-18 22:44:21,189 - mmaction - INFO - Epoch [51][100/396] lr: 2.726e-01, eta: 1 day, 16:44:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6438, loss_cls: 2.6241, loss: 2.6241, grad_norm: 1.3015, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9703, loss/aux0: 1.9703 2020-10-18 22:44:22,154 - mmaction - INFO - Epoch [51][100/396] lr: 2.726e-01, eta: 1 day, 16:46:02, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6438, loss_cls: 2.6241, loss: 2.6241, grad_norm: 1.3093, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9728, loss/aux0: 1.9728 2020-10-18 22:44:58,580 - mmaction - INFO - Epoch [51][120/396] lr: 2.726e-01, eta: 1 day, 16:44:15, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3674, top5_acc: 0.6367, loss_cls: 2.6734, loss: 2.6734, grad_norm: 1.3496, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0437, loss/aux0: 2.0437 2020-10-18 22:44:59,595 - mmaction - INFO - Epoch [51][120/396] lr: 2.726e-01, eta: 1 day, 16:45:31, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.3674, top5_acc: 0.6367, loss_cls: 2.6734, loss: 2.6734, grad_norm: 1.3399, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0232, loss/aux0: 2.0232 2020-10-18 22:45:35,958 - mmaction - INFO - Epoch [51][140/396] lr: 2.726e-01, eta: 1 day, 16:43:45, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6534, loss_cls: 2.6442, loss: 2.6442, grad_norm: 1.3318, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9552, loss/aux0: 1.9552 2020-10-18 22:45:36,975 - mmaction - INFO - Epoch [51][140/396] lr: 2.726e-01, eta: 1 day, 16:45:01, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6534, loss_cls: 2.6442, loss: 2.6442, grad_norm: 1.3339, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9629, loss/aux0: 1.9629 2020-10-18 22:46:13,447 - mmaction - INFO - Epoch [51][160/396] lr: 2.726e-01, eta: 1 day, 16:43:14, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6458, loss_cls: 2.6577, loss: 2.6577, grad_norm: 1.3411, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7576, loss_cls/aux0: 1.9807, loss/aux0: 1.9807 2020-10-18 22:46:14,404 - mmaction - INFO - Epoch [51][160/396] lr: 2.726e-01, eta: 1 day, 16:44:31, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6458, loss_cls: 2.6577, loss: 2.6577, grad_norm: 1.3475, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7573, loss_cls/aux0: 1.9867, loss/aux0: 1.9867 2020-10-18 22:46:50,854 - mmaction - INFO - Epoch [51][180/396] lr: 2.726e-01, eta: 1 day, 16:42:44, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6393, loss_cls: 2.6967, loss: 2.6967, grad_norm: 1.3448, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0304, loss/aux0: 2.0304 2020-10-18 22:46:51,797 - mmaction - INFO - Epoch [51][180/396] lr: 2.726e-01, eta: 1 day, 16:44:00, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6393, loss_cls: 2.6967, loss: 2.6967, grad_norm: 1.3491, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0324, loss/aux0: 2.0324 2020-10-18 22:47:28,239 - mmaction - INFO - Epoch [51][200/396] lr: 2.726e-01, eta: 1 day, 16:42:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6445, loss_cls: 2.6548, loss: 2.6548, grad_norm: 1.3313, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7607, loss_cls/aux0: 1.9997, loss/aux0: 1.9997 2020-10-18 22:47:29,226 - mmaction - INFO - Epoch [51][200/396] lr: 2.726e-01, eta: 1 day, 16:43:30, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6445, loss_cls: 2.6548, loss: 2.6548, grad_norm: 1.3365, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7615, loss_cls/aux0: 1.9879, loss/aux0: 1.9879 2020-10-18 22:48:05,685 - mmaction - INFO - Epoch [51][220/396] lr: 2.726e-01, eta: 1 day, 16:41:43, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6529, loss_cls: 2.6208, loss: 2.6208, grad_norm: 1.3501, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7622, loss_cls/aux0: 1.9899, loss/aux0: 1.9899 2020-10-18 22:48:06,692 - mmaction - INFO - Epoch [51][220/396] lr: 2.726e-01, eta: 1 day, 16:43:00, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6529, loss_cls: 2.6208, loss: 2.6208, grad_norm: 1.3533, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0074, loss/aux0: 2.0074 2020-10-18 22:48:43,162 - mmaction - INFO - Epoch [51][240/396] lr: 2.726e-01, eta: 1 day, 16:41:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3685, top5_acc: 0.6474, loss_cls: 2.6540, loss: 2.6540, grad_norm: 1.3269, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.0886, loss/aux0: 2.0886 2020-10-18 22:48:44,189 - mmaction - INFO - Epoch [51][240/396] lr: 2.726e-01, eta: 1 day, 16:42:30, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3685, top5_acc: 0.6474, loss_cls: 2.6540, loss: 2.6540, grad_norm: 1.3199, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.0887, loss/aux0: 2.0887 2020-10-18 22:49:20,675 - mmaction - INFO - Epoch [51][260/396] lr: 2.726e-01, eta: 1 day, 16:40:44, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3690, top5_acc: 0.6419, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.3440, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9768, loss/aux0: 1.9768 2020-10-18 22:49:21,616 - mmaction - INFO - Epoch [51][260/396] lr: 2.726e-01, eta: 1 day, 16:42:00, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3690, top5_acc: 0.6419, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.3372, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9588, loss/aux0: 1.9588 2020-10-18 22:49:58,043 - mmaction - INFO - Epoch [51][280/396] lr: 2.726e-01, eta: 1 day, 16:40:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6427, loss_cls: 2.6740, loss: 2.6740, grad_norm: 1.3345, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0261, loss/aux0: 2.0261 2020-10-18 22:49:59,045 - mmaction - INFO - Epoch [51][280/396] lr: 2.726e-01, eta: 1 day, 16:41:30, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6427, loss_cls: 2.6740, loss: 2.6740, grad_norm: 1.3337, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0337, loss/aux0: 2.0337 2020-10-18 22:50:35,441 - mmaction - INFO - Epoch [51][300/396] lr: 2.726e-01, eta: 1 day, 16:39:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6352, loss_cls: 2.6956, loss: 2.6956, grad_norm: 1.3200, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9846, loss/aux0: 1.9846 2020-10-18 22:50:36,396 - mmaction - INFO - Epoch [51][300/396] lr: 2.726e-01, eta: 1 day, 16:40:59, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6352, loss_cls: 2.6956, loss: 2.6956, grad_norm: 1.3258, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9995, loss/aux0: 1.9995 2020-10-18 22:51:12,775 - mmaction - INFO - Epoch [51][320/396] lr: 2.726e-01, eta: 1 day, 16:39:13, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6456, loss_cls: 2.6526, loss: 2.6526, grad_norm: 1.3053, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0496, loss/aux0: 2.0496 2020-10-18 22:51:13,742 - mmaction - INFO - Epoch [51][320/396] lr: 2.726e-01, eta: 1 day, 16:40:28, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6456, loss_cls: 2.6526, loss: 2.6526, grad_norm: 1.3148, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0472, loss/aux0: 2.0472 2020-10-18 22:51:50,180 - mmaction - INFO - Epoch [51][340/396] lr: 2.726e-01, eta: 1 day, 16:38:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6286, loss_cls: 2.7099, loss: 2.7099, grad_norm: 1.2979, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0431, loss/aux0: 2.0431 2020-10-18 22:51:51,130 - mmaction - INFO - Epoch [51][340/396] lr: 2.726e-01, eta: 1 day, 16:39:58, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6286, loss_cls: 2.7099, loss: 2.7099, grad_norm: 1.3003, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0439, loss/aux0: 2.0439 2020-10-18 22:52:27,535 - mmaction - INFO - Epoch [51][360/396] lr: 2.726e-01, eta: 1 day, 16:38:12, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6255, loss_cls: 2.7356, loss: 2.7356, grad_norm: 1.3406, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0328, loss/aux0: 2.0328 2020-10-18 22:52:28,484 - mmaction - INFO - Epoch [51][360/396] lr: 2.726e-01, eta: 1 day, 16:39:27, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6255, loss_cls: 2.7356, loss: 2.7356, grad_norm: 1.3382, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0116, loss/aux0: 2.0116 2020-10-18 22:53:04,965 - mmaction - INFO - Epoch [51][380/396] lr: 2.726e-01, eta: 1 day, 16:37:41, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6563, loss_cls: 2.6127, loss: 2.6127, grad_norm: 1.3386, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9995, loss/aux0: 1.9995 2020-10-18 22:53:05,982 - mmaction - INFO - Epoch [51][380/396] lr: 2.726e-01, eta: 1 day, 16:38:56, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6563, loss_cls: 2.6127, loss: 2.6127, grad_norm: 1.3374, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0128, loss/aux0: 2.0128 2020-10-18 22:57:24,520 - mmaction - INFO - Epoch [52][20/396] lr: 2.716e-01, eta: 1 day, 16:34:46, time: 0.928, data_time: 0.000, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6396, loss_cls: 2.6615, loss: 2.6615, grad_norm: 1.3139, top1_acc/aux0: 0.5129, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0150, loss/aux0: 2.0150 2020-10-18 22:57:25,458 - mmaction - INFO - Epoch [52][20/396] lr: 2.716e-01, eta: 1 day, 16:36:00, time: 0.928, data_time: 0.001, memory: 8462, top1_acc: 0.3648, top5_acc: 0.6396, loss_cls: 2.6615, loss: 2.6615, grad_norm: 1.3097, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0150, loss/aux0: 2.0150 2020-10-18 22:58:01,869 - mmaction - INFO - Epoch [52][40/396] lr: 2.716e-01, eta: 1 day, 16:34:15, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6430, loss_cls: 2.6473, loss: 2.6473, grad_norm: 1.3384, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0155, loss/aux0: 2.0155 2020-10-18 22:58:02,883 - mmaction - INFO - Epoch [52][40/396] lr: 2.716e-01, eta: 1 day, 16:35:30, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6430, loss_cls: 2.6473, loss: 2.6473, grad_norm: 1.3385, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0171, loss/aux0: 2.0171 2020-10-18 22:58:39,247 - mmaction - INFO - Epoch [52][60/396] lr: 2.716e-01, eta: 1 day, 16:33:44, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6531, loss_cls: 2.5739, loss: 2.5739, grad_norm: 1.3642, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7641, loss_cls/aux0: 1.9931, loss/aux0: 1.9931 2020-10-18 22:58:40,194 - mmaction - INFO - Epoch [52][60/396] lr: 2.716e-01, eta: 1 day, 16:34:59, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6531, loss_cls: 2.5739, loss: 2.5739, grad_norm: 1.3715, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7622, loss_cls/aux0: 1.9988, loss/aux0: 1.9988 2020-10-18 22:59:16,622 - mmaction - INFO - Epoch [52][80/396] lr: 2.716e-01, eta: 1 day, 16:33:13, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6492, loss_cls: 2.6502, loss: 2.6502, grad_norm: 1.3175, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0109, loss/aux0: 2.0109 2020-10-18 22:59:17,658 - mmaction - INFO - Epoch [52][80/396] lr: 2.716e-01, eta: 1 day, 16:34:29, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6492, loss_cls: 2.6502, loss: 2.6502, grad_norm: 1.3240, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9949, loss/aux0: 1.9949 2020-10-18 22:59:54,118 - mmaction - INFO - Epoch [52][100/396] lr: 2.716e-01, eta: 1 day, 16:32:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6487, loss_cls: 2.6308, loss: 2.6308, grad_norm: 1.3123, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0247, loss/aux0: 2.0247 2020-10-18 22:59:55,071 - mmaction - INFO - Epoch [52][100/396] lr: 2.716e-01, eta: 1 day, 16:33:58, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6487, loss_cls: 2.6308, loss: 2.6308, grad_norm: 1.3109, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0345, loss/aux0: 2.0345 2020-10-18 23:00:31,484 - mmaction - INFO - Epoch [52][120/396] lr: 2.716e-01, eta: 1 day, 16:32:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6518, loss_cls: 2.6081, loss: 2.6081, grad_norm: 1.3716, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9791, loss/aux0: 1.9791 2020-10-18 23:00:32,503 - mmaction - INFO - Epoch [52][120/396] lr: 2.716e-01, eta: 1 day, 16:33:28, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6518, loss_cls: 2.6081, loss: 2.6081, grad_norm: 1.3717, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9830, loss/aux0: 1.9830 2020-10-18 23:01:09,017 - mmaction - INFO - Epoch [52][140/396] lr: 2.716e-01, eta: 1 day, 16:31:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3680, top5_acc: 0.6393, loss_cls: 2.6548, loss: 2.6548, grad_norm: 1.3471, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9900, loss/aux0: 1.9900 2020-10-18 23:01:10,027 - mmaction - INFO - Epoch [52][140/396] lr: 2.716e-01, eta: 1 day, 16:32:58, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3680, top5_acc: 0.6393, loss_cls: 2.6548, loss: 2.6548, grad_norm: 1.3431, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9799, loss/aux0: 1.9799 2020-10-18 23:01:46,469 - mmaction - INFO - Epoch [52][160/396] lr: 2.716e-01, eta: 1 day, 16:31:13, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6432, loss_cls: 2.6450, loss: 2.6450, grad_norm: 1.3370, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9510, loss/aux0: 1.9510 2020-10-18 23:01:47,497 - mmaction - INFO - Epoch [52][160/396] lr: 2.716e-01, eta: 1 day, 16:32:27, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6432, loss_cls: 2.6450, loss: 2.6450, grad_norm: 1.3297, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9552, loss/aux0: 1.9552 2020-10-18 23:02:23,903 - mmaction - INFO - Epoch [52][180/396] lr: 2.716e-01, eta: 1 day, 16:30:42, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6495, loss_cls: 2.6630, loss: 2.6630, grad_norm: 1.3187, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0149, loss/aux0: 2.0149 2020-10-18 23:02:24,918 - mmaction - INFO - Epoch [52][180/396] lr: 2.716e-01, eta: 1 day, 16:31:57, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6495, loss_cls: 2.6630, loss: 2.6630, grad_norm: 1.3166, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0209, loss/aux0: 2.0209 2020-10-18 23:03:01,278 - mmaction - INFO - Epoch [52][200/396] lr: 2.716e-01, eta: 1 day, 16:30:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6586, loss_cls: 2.5901, loss: 2.5901, grad_norm: 1.3470, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7721, loss_cls/aux0: 2.0026, loss/aux0: 2.0026 2020-10-18 23:03:02,295 - mmaction - INFO - Epoch [52][200/396] lr: 2.716e-01, eta: 1 day, 16:31:27, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6586, loss_cls: 2.5901, loss: 2.5901, grad_norm: 1.3475, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9954, loss/aux0: 1.9954 2020-10-18 23:03:38,738 - mmaction - INFO - Epoch [52][220/396] lr: 2.716e-01, eta: 1 day, 16:29:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3745, top5_acc: 0.6435, loss_cls: 2.6433, loss: 2.6433, grad_norm: 1.3607, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9626, loss/aux0: 1.9626 2020-10-18 23:03:39,768 - mmaction - INFO - Epoch [52][220/396] lr: 2.716e-01, eta: 1 day, 16:30:57, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3745, top5_acc: 0.6435, loss_cls: 2.6433, loss: 2.6433, grad_norm: 1.3614, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9671, loss/aux0: 1.9671 2020-10-18 23:04:16,080 - mmaction - INFO - Epoch [52][240/396] lr: 2.716e-01, eta: 1 day, 16:29:11, time: 0.927, data_time: 0.000, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6417, loss_cls: 2.6841, loss: 2.6841, grad_norm: 1.3146, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0040, loss/aux0: 2.0040 2020-10-18 23:04:17,096 - mmaction - INFO - Epoch [52][240/396] lr: 2.716e-01, eta: 1 day, 16:30:25, time: 0.931, data_time: 0.003, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6417, loss_cls: 2.6841, loss: 2.6841, grad_norm: 1.3165, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7633, loss_cls/aux0: 1.9912, loss/aux0: 1.9912 2020-10-18 23:04:53,449 - mmaction - INFO - Epoch [52][260/396] lr: 2.716e-01, eta: 1 day, 16:28:40, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6492, loss_cls: 2.6332, loss: 2.6332, grad_norm: 1.3295, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0382, loss/aux0: 2.0382 2020-10-18 23:04:54,402 - mmaction - INFO - Epoch [52][260/396] lr: 2.716e-01, eta: 1 day, 16:29:54, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6492, loss_cls: 2.6332, loss: 2.6332, grad_norm: 1.3313, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0516, loss/aux0: 2.0516 2020-10-18 23:05:30,817 - mmaction - INFO - Epoch [52][280/396] lr: 2.716e-01, eta: 1 day, 16:28:09, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6490, loss_cls: 2.6562, loss: 2.6562, grad_norm: 1.3364, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9943, loss/aux0: 1.9943 2020-10-18 23:05:31,841 - mmaction - INFO - Epoch [52][280/396] lr: 2.716e-01, eta: 1 day, 16:29:23, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6490, loss_cls: 2.6562, loss: 2.6562, grad_norm: 1.3414, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7706, loss_cls/aux0: 2.0005, loss/aux0: 2.0005 2020-10-18 23:06:08,232 - mmaction - INFO - Epoch [52][300/396] lr: 2.716e-01, eta: 1 day, 16:27:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6458, loss_cls: 2.6501, loss: 2.6501, grad_norm: 1.3438, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9887, loss/aux0: 1.9887 2020-10-18 23:06:09,219 - mmaction - INFO - Epoch [52][300/396] lr: 2.716e-01, eta: 1 day, 16:28:53, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6458, loss_cls: 2.6501, loss: 2.6501, grad_norm: 1.3357, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9794, loss/aux0: 1.9794 2020-10-18 23:06:45,724 - mmaction - INFO - Epoch [52][320/396] lr: 2.716e-01, eta: 1 day, 16:27:08, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3633, top5_acc: 0.6357, loss_cls: 2.7142, loss: 2.7142, grad_norm: 1.3487, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0003, loss/aux0: 2.0003 2020-10-18 23:06:46,674 - mmaction - INFO - Epoch [52][320/396] lr: 2.716e-01, eta: 1 day, 16:28:22, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3633, top5_acc: 0.6357, loss_cls: 2.7142, loss: 2.7142, grad_norm: 1.3518, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9928, loss/aux0: 1.9928 2020-10-18 23:07:23,011 - mmaction - INFO - Epoch [52][340/396] lr: 2.716e-01, eta: 1 day, 16:26:38, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6339, loss_cls: 2.7247, loss: 2.7247, grad_norm: 1.3400, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0630, loss/aux0: 2.0630 2020-10-18 23:07:23,947 - mmaction - INFO - Epoch [52][340/396] lr: 2.716e-01, eta: 1 day, 16:27:51, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6339, loss_cls: 2.7247, loss: 2.7247, grad_norm: 1.3361, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0577, loss/aux0: 2.0577 2020-10-18 23:08:00,299 - mmaction - INFO - Epoch [52][360/396] lr: 2.716e-01, eta: 1 day, 16:26:07, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3562, top5_acc: 0.6406, loss_cls: 2.7232, loss: 2.7232, grad_norm: 1.3551, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0080, loss/aux0: 2.0080 2020-10-18 23:08:01,223 - mmaction - INFO - Epoch [52][360/396] lr: 2.716e-01, eta: 1 day, 16:27:20, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.3562, top5_acc: 0.6406, loss_cls: 2.7232, loss: 2.7232, grad_norm: 1.3612, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0163, loss/aux0: 2.0163 2020-10-18 23:08:37,630 - mmaction - INFO - Epoch [52][380/396] lr: 2.716e-01, eta: 1 day, 16:25:36, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6372, loss_cls: 2.6824, loss: 2.6824, grad_norm: 1.3266, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0115, loss/aux0: 2.0115 2020-10-18 23:08:38,623 - mmaction - INFO - Epoch [52][380/396] lr: 2.716e-01, eta: 1 day, 16:26:49, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6372, loss_cls: 2.6824, loss: 2.6824, grad_norm: 1.3222, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0109, loss/aux0: 2.0109 2020-10-18 23:12:57,313 - mmaction - INFO - Epoch [53][20/396] lr: 2.705e-01, eta: 1 day, 16:22:43, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3609, top5_acc: 0.6326, loss_cls: 2.6728, loss: 2.6728, grad_norm: 1.3269, top1_acc/aux0: 0.5022, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0293, loss/aux0: 2.0293 2020-10-18 23:12:58,291 - mmaction - INFO - Epoch [53][20/396] lr: 2.705e-01, eta: 1 day, 16:23:56, time: 0.934, data_time: 0.004, memory: 8462, top1_acc: 0.3609, top5_acc: 0.6326, loss_cls: 2.6728, loss: 2.6728, grad_norm: 1.3390, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0394, loss/aux0: 2.0394 2020-10-18 23:13:34,603 - mmaction - INFO - Epoch [53][40/396] lr: 2.705e-01, eta: 1 day, 16:22:12, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6552, loss_cls: 2.6219, loss: 2.6219, grad_norm: 1.3487, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9715, loss/aux0: 1.9715 2020-10-18 23:13:35,593 - mmaction - INFO - Epoch [53][40/396] lr: 2.705e-01, eta: 1 day, 16:23:25, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6552, loss_cls: 2.6219, loss: 2.6219, grad_norm: 1.3521, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9722, loss/aux0: 1.9722 2020-10-18 23:14:11,994 - mmaction - INFO - Epoch [53][60/396] lr: 2.705e-01, eta: 1 day, 16:21:42, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3695, top5_acc: 0.6380, loss_cls: 2.6738, loss: 2.6738, grad_norm: 1.3286, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0149, loss/aux0: 2.0149 2020-10-18 23:14:12,984 - mmaction - INFO - Epoch [53][60/396] lr: 2.705e-01, eta: 1 day, 16:22:55, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3695, top5_acc: 0.6380, loss_cls: 2.6738, loss: 2.6738, grad_norm: 1.3235, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0082, loss/aux0: 2.0082 2020-10-18 23:14:49,469 - mmaction - INFO - Epoch [53][80/396] lr: 2.705e-01, eta: 1 day, 16:21:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6404, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.3038, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0089, loss/aux0: 2.0089 2020-10-18 23:14:50,432 - mmaction - INFO - Epoch [53][80/396] lr: 2.705e-01, eta: 1 day, 16:22:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6404, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.3077, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0085, loss/aux0: 2.0085 2020-10-18 23:15:26,852 - mmaction - INFO - Epoch [53][100/396] lr: 2.705e-01, eta: 1 day, 16:20:40, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6383, loss_cls: 2.6336, loss: 2.6336, grad_norm: 1.3402, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0451, loss/aux0: 2.0451 2020-10-18 23:15:27,890 - mmaction - INFO - Epoch [53][100/396] lr: 2.705e-01, eta: 1 day, 16:21:54, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6383, loss_cls: 2.6336, loss: 2.6336, grad_norm: 1.3405, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0332, loss/aux0: 2.0332 2020-10-18 23:16:04,306 - mmaction - INFO - Epoch [53][120/396] lr: 2.705e-01, eta: 1 day, 16:20:10, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3885, top5_acc: 0.6474, loss_cls: 2.6236, loss: 2.6236, grad_norm: 1.3236, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0488, loss/aux0: 2.0488 2020-10-18 23:16:05,321 - mmaction - INFO - Epoch [53][120/396] lr: 2.705e-01, eta: 1 day, 16:21:23, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3885, top5_acc: 0.6474, loss_cls: 2.6236, loss: 2.6236, grad_norm: 1.3145, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0517, loss/aux0: 2.0517 2020-10-18 23:16:41,775 - mmaction - INFO - Epoch [53][140/396] lr: 2.705e-01, eta: 1 day, 16:19:40, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3854, top5_acc: 0.6523, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.3491, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9491, loss/aux0: 1.9491 2020-10-18 23:16:42,774 - mmaction - INFO - Epoch [53][140/396] lr: 2.705e-01, eta: 1 day, 16:20:52, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3854, top5_acc: 0.6523, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.3510, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9473, loss/aux0: 1.9473 2020-10-18 23:17:19,272 - mmaction - INFO - Epoch [53][160/396] lr: 2.705e-01, eta: 1 day, 16:19:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6510, loss_cls: 2.6632, loss: 2.6632, grad_norm: 1.3401, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0118, loss/aux0: 2.0118 2020-10-18 23:17:20,291 - mmaction - INFO - Epoch [53][160/396] lr: 2.705e-01, eta: 1 day, 16:20:22, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6510, loss_cls: 2.6632, loss: 2.6632, grad_norm: 1.3343, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0282, loss/aux0: 2.0282 2020-10-18 23:17:56,822 - mmaction - INFO - Epoch [53][180/396] lr: 2.705e-01, eta: 1 day, 16:18:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6521, loss_cls: 2.6155, loss: 2.6155, grad_norm: 1.3620, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9705, loss/aux0: 1.9705 2020-10-18 23:17:57,816 - mmaction - INFO - Epoch [53][180/396] lr: 2.705e-01, eta: 1 day, 16:19:52, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6521, loss_cls: 2.6155, loss: 2.6155, grad_norm: 1.3646, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9571, loss/aux0: 1.9571 2020-10-18 23:18:34,208 - mmaction - INFO - Epoch [53][200/396] lr: 2.705e-01, eta: 1 day, 16:18:09, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6500, loss_cls: 2.6395, loss: 2.6395, grad_norm: 1.3579, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9914, loss/aux0: 1.9914 2020-10-18 23:18:35,216 - mmaction - INFO - Epoch [53][200/396] lr: 2.705e-01, eta: 1 day, 16:19:21, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6500, loss_cls: 2.6395, loss: 2.6395, grad_norm: 1.3612, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9954, loss/aux0: 1.9954 2020-10-18 23:19:11,579 - mmaction - INFO - Epoch [53][220/396] lr: 2.705e-01, eta: 1 day, 16:17:38, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6513, loss_cls: 2.6356, loss: 2.6356, grad_norm: 1.3666, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0153, loss/aux0: 2.0153 2020-10-18 23:19:12,566 - mmaction - INFO - Epoch [53][220/396] lr: 2.705e-01, eta: 1 day, 16:18:50, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6513, loss_cls: 2.6356, loss: 2.6356, grad_norm: 1.3741, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0184, loss/aux0: 2.0184 2020-10-18 23:19:49,012 - mmaction - INFO - Epoch [53][240/396] lr: 2.705e-01, eta: 1 day, 16:17:07, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3607, top5_acc: 0.6323, loss_cls: 2.7080, loss: 2.7080, grad_norm: 1.3308, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0347, loss/aux0: 2.0347 2020-10-18 23:19:49,999 - mmaction - INFO - Epoch [53][240/396] lr: 2.705e-01, eta: 1 day, 16:18:20, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3607, top5_acc: 0.6323, loss_cls: 2.7080, loss: 2.7080, grad_norm: 1.3364, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0249, loss/aux0: 2.0249 2020-10-18 23:20:26,542 - mmaction - INFO - Epoch [53][260/396] lr: 2.705e-01, eta: 1 day, 16:16:37, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3799, top5_acc: 0.6427, loss_cls: 2.6608, loss: 2.6608, grad_norm: 1.3219, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9951, loss/aux0: 1.9951 2020-10-18 23:20:27,574 - mmaction - INFO - Epoch [53][260/396] lr: 2.705e-01, eta: 1 day, 16:17:49, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3799, top5_acc: 0.6427, loss_cls: 2.6608, loss: 2.6608, grad_norm: 1.3191, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9881, loss/aux0: 1.9881 2020-10-18 23:21:03,888 - mmaction - INFO - Epoch [53][280/396] lr: 2.705e-01, eta: 1 day, 16:16:06, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6424, loss_cls: 2.6721, loss: 2.6721, grad_norm: 1.3564, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9804, loss/aux0: 1.9804 2020-10-18 23:21:04,896 - mmaction - INFO - Epoch [53][280/396] lr: 2.705e-01, eta: 1 day, 16:17:18, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6424, loss_cls: 2.6721, loss: 2.6721, grad_norm: 1.3576, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0007, loss/aux0: 2.0007 2020-10-18 23:21:41,310 - mmaction - INFO - Epoch [53][300/396] lr: 2.705e-01, eta: 1 day, 16:15:35, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3615, top5_acc: 0.6349, loss_cls: 2.7057, loss: 2.7057, grad_norm: 1.3185, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0326, loss/aux0: 2.0326 2020-10-18 23:21:42,251 - mmaction - INFO - Epoch [53][300/396] lr: 2.705e-01, eta: 1 day, 16:16:47, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3615, top5_acc: 0.6349, loss_cls: 2.7057, loss: 2.7057, grad_norm: 1.3105, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0249, loss/aux0: 2.0249 2020-10-18 23:22:18,679 - mmaction - INFO - Epoch [53][320/396] lr: 2.705e-01, eta: 1 day, 16:15:04, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6474, loss_cls: 2.6587, loss: 2.6587, grad_norm: 1.3239, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0098, loss/aux0: 2.0098 2020-10-18 23:22:19,713 - mmaction - INFO - Epoch [53][320/396] lr: 2.705e-01, eta: 1 day, 16:16:16, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6474, loss_cls: 2.6587, loss: 2.6587, grad_norm: 1.3288, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0069, loss/aux0: 2.0069 2020-10-18 23:22:56,155 - mmaction - INFO - Epoch [53][340/396] lr: 2.705e-01, eta: 1 day, 16:14:33, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6445, loss_cls: 2.6776, loss: 2.6776, grad_norm: 1.3826, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0109, loss/aux0: 2.0109 2020-10-18 23:22:57,171 - mmaction - INFO - Epoch [53][340/396] lr: 2.705e-01, eta: 1 day, 16:15:46, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6445, loss_cls: 2.6776, loss: 2.6776, grad_norm: 1.3843, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0191, loss/aux0: 2.0191 2020-10-18 23:23:33,571 - mmaction - INFO - Epoch [53][360/396] lr: 2.705e-01, eta: 1 day, 16:14:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3667, top5_acc: 0.6396, loss_cls: 2.6900, loss: 2.6900, grad_norm: 1.3280, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0585, loss/aux0: 2.0585 2020-10-18 23:23:34,556 - mmaction - INFO - Epoch [53][360/396] lr: 2.705e-01, eta: 1 day, 16:15:15, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3667, top5_acc: 0.6396, loss_cls: 2.6900, loss: 2.6900, grad_norm: 1.3286, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0568, loss/aux0: 2.0568 2020-10-18 23:24:10,940 - mmaction - INFO - Epoch [53][380/396] lr: 2.705e-01, eta: 1 day, 16:13:33, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6500, loss_cls: 2.6447, loss: 2.6447, grad_norm: 1.3464, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0292, loss/aux0: 2.0292 2020-10-18 23:24:11,966 - mmaction - INFO - Epoch [53][380/396] lr: 2.705e-01, eta: 1 day, 16:14:45, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6500, loss_cls: 2.6447, loss: 2.6447, grad_norm: 1.3449, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0254, loss/aux0: 2.0254 2020-10-18 23:28:31,769 - mmaction - INFO - Epoch [54][20/396] lr: 2.694e-01, eta: 1 day, 16:10:43, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3789, top5_acc: 0.6409, loss_cls: 2.6354, loss: 2.6354, grad_norm: 1.3558, top1_acc/aux0: 0.4942, top5_acc/aux0: 0.7623, loss_cls/aux0: 2.0449, loss/aux0: 2.0449 2020-10-18 23:28:32,724 - mmaction - INFO - Epoch [54][20/396] lr: 2.694e-01, eta: 1 day, 16:11:54, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.3789, top5_acc: 0.6409, loss_cls: 2.6354, loss: 2.6354, grad_norm: 1.3519, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0444, loss/aux0: 2.0444 2020-10-18 23:29:09,046 - mmaction - INFO - Epoch [54][40/396] lr: 2.694e-01, eta: 1 day, 16:10:11, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6430, loss_cls: 2.6625, loss: 2.6625, grad_norm: 1.2985, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0555, loss/aux0: 2.0555 2020-10-18 23:29:10,056 - mmaction - INFO - Epoch [54][40/396] lr: 2.694e-01, eta: 1 day, 16:11:23, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6430, loss_cls: 2.6625, loss: 2.6625, grad_norm: 1.3017, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0591, loss/aux0: 2.0591 2020-10-18 23:29:46,368 - mmaction - INFO - Epoch [54][60/396] lr: 2.694e-01, eta: 1 day, 16:09:40, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3742, top5_acc: 0.6469, loss_cls: 2.6518, loss: 2.6518, grad_norm: 1.3371, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0431, loss/aux0: 2.0431 2020-10-18 23:29:47,335 - mmaction - INFO - Epoch [54][60/396] lr: 2.694e-01, eta: 1 day, 16:10:52, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3742, top5_acc: 0.6469, loss_cls: 2.6518, loss: 2.6518, grad_norm: 1.3408, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0350, loss/aux0: 2.0350 2020-10-18 23:30:23,775 - mmaction - INFO - Epoch [54][80/396] lr: 2.694e-01, eta: 1 day, 16:09:10, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6490, loss_cls: 2.6267, loss: 2.6267, grad_norm: 1.3473, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0128, loss/aux0: 2.0128 2020-10-18 23:30:24,729 - mmaction - INFO - Epoch [54][80/396] lr: 2.694e-01, eta: 1 day, 16:10:21, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6490, loss_cls: 2.6267, loss: 2.6267, grad_norm: 1.3526, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0143, loss/aux0: 2.0143 2020-10-18 23:31:01,205 - mmaction - INFO - Epoch [54][100/396] lr: 2.694e-01, eta: 1 day, 16:08:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3706, top5_acc: 0.6432, loss_cls: 2.6792, loss: 2.6792, grad_norm: 1.3478, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0397, loss/aux0: 2.0397 2020-10-18 23:31:02,191 - mmaction - INFO - Epoch [54][100/396] lr: 2.694e-01, eta: 1 day, 16:09:51, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3706, top5_acc: 0.6432, loss_cls: 2.6792, loss: 2.6792, grad_norm: 1.3476, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0377, loss/aux0: 2.0377 2020-10-18 23:31:38,670 - mmaction - INFO - Epoch [54][120/396] lr: 2.694e-01, eta: 1 day, 16:08:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3687, top5_acc: 0.6388, loss_cls: 2.6726, loss: 2.6726, grad_norm: 1.3131, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9853, loss/aux0: 1.9853 2020-10-18 23:31:39,683 - mmaction - INFO - Epoch [54][120/396] lr: 2.694e-01, eta: 1 day, 16:09:20, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3687, top5_acc: 0.6388, loss_cls: 2.6726, loss: 2.6726, grad_norm: 1.3205, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9913, loss/aux0: 1.9913 2020-10-18 23:32:16,154 - mmaction - INFO - Epoch [54][140/396] lr: 2.694e-01, eta: 1 day, 16:07:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6479, loss_cls: 2.6641, loss: 2.6641, grad_norm: 1.3062, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0398, loss/aux0: 2.0398 2020-10-18 23:32:17,134 - mmaction - INFO - Epoch [54][140/396] lr: 2.694e-01, eta: 1 day, 16:08:50, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6479, loss_cls: 2.6641, loss: 2.6641, grad_norm: 1.3031, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0362, loss/aux0: 2.0362 2020-10-18 23:32:53,510 - mmaction - INFO - Epoch [54][160/396] lr: 2.694e-01, eta: 1 day, 16:07:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6464, loss_cls: 2.6049, loss: 2.6049, grad_norm: 1.3375, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9630, loss/aux0: 1.9630 2020-10-18 23:32:54,481 - mmaction - INFO - Epoch [54][160/396] lr: 2.694e-01, eta: 1 day, 16:08:19, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6464, loss_cls: 2.6049, loss: 2.6049, grad_norm: 1.3329, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9643, loss/aux0: 1.9643 2020-10-18 23:33:30,884 - mmaction - INFO - Epoch [54][180/396] lr: 2.694e-01, eta: 1 day, 16:06:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6505, loss_cls: 2.6481, loss: 2.6481, grad_norm: 1.3261, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0417, loss/aux0: 2.0417 2020-10-18 23:33:31,902 - mmaction - INFO - Epoch [54][180/396] lr: 2.694e-01, eta: 1 day, 16:07:49, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6505, loss_cls: 2.6481, loss: 2.6481, grad_norm: 1.3240, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0331, loss/aux0: 2.0331 2020-10-18 23:34:08,390 - mmaction - INFO - Epoch [54][200/396] lr: 2.694e-01, eta: 1 day, 16:06:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6500, loss_cls: 2.6287, loss: 2.6287, grad_norm: 1.3431, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0185, loss/aux0: 2.0185 2020-10-18 23:34:09,421 - mmaction - INFO - Epoch [54][200/396] lr: 2.694e-01, eta: 1 day, 16:07:18, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6500, loss_cls: 2.6287, loss: 2.6287, grad_norm: 1.3494, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0204, loss/aux0: 2.0204 2020-10-18 23:34:45,814 - mmaction - INFO - Epoch [54][220/396] lr: 2.694e-01, eta: 1 day, 16:05:37, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3836, top5_acc: 0.6456, loss_cls: 2.6349, loss: 2.6349, grad_norm: 1.3339, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0334, loss/aux0: 2.0334 2020-10-18 23:34:46,782 - mmaction - INFO - Epoch [54][220/396] lr: 2.694e-01, eta: 1 day, 16:06:47, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3836, top5_acc: 0.6456, loss_cls: 2.6349, loss: 2.6349, grad_norm: 1.3317, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0334, loss/aux0: 2.0334 2020-10-18 23:35:23,146 - mmaction - INFO - Epoch [54][240/396] lr: 2.694e-01, eta: 1 day, 16:05:05, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6391, loss_cls: 2.6707, loss: 2.6707, grad_norm: 1.3672, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9695, loss/aux0: 1.9695 2020-10-18 23:35:24,171 - mmaction - INFO - Epoch [54][240/396] lr: 2.694e-01, eta: 1 day, 16:06:16, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6391, loss_cls: 2.6707, loss: 2.6707, grad_norm: 1.3679, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9684, loss/aux0: 1.9684 2020-10-18 23:36:00,608 - mmaction - INFO - Epoch [54][260/396] lr: 2.694e-01, eta: 1 day, 16:04:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3727, top5_acc: 0.6458, loss_cls: 2.6494, loss: 2.6494, grad_norm: 1.3466, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0008, loss/aux0: 2.0008 2020-10-18 23:36:01,619 - mmaction - INFO - Epoch [54][260/396] lr: 2.694e-01, eta: 1 day, 16:05:46, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3727, top5_acc: 0.6458, loss_cls: 2.6494, loss: 2.6494, grad_norm: 1.3509, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0229, loss/aux0: 2.0229 2020-10-18 23:36:38,093 - mmaction - INFO - Epoch [54][280/396] lr: 2.694e-01, eta: 1 day, 16:04:04, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6471, loss_cls: 2.6351, loss: 2.6351, grad_norm: 1.3056, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0453, loss/aux0: 2.0453 2020-10-18 23:36:39,092 - mmaction - INFO - Epoch [54][280/396] lr: 2.694e-01, eta: 1 day, 16:05:15, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6471, loss_cls: 2.6351, loss: 2.6351, grad_norm: 1.3025, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0373, loss/aux0: 2.0373 2020-10-18 23:37:15,570 - mmaction - INFO - Epoch [54][300/396] lr: 2.694e-01, eta: 1 day, 16:03:34, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6398, loss_cls: 2.6742, loss: 2.6742, grad_norm: 1.3589, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9984, loss/aux0: 1.9984 2020-10-18 23:37:16,584 - mmaction - INFO - Epoch [54][300/396] lr: 2.694e-01, eta: 1 day, 16:04:44, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6398, loss_cls: 2.6742, loss: 2.6742, grad_norm: 1.3600, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9916, loss/aux0: 1.9916 2020-10-18 23:37:52,956 - mmaction - INFO - Epoch [54][320/396] lr: 2.694e-01, eta: 1 day, 16:03:03, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3716, top5_acc: 0.6411, loss_cls: 2.6802, loss: 2.6802, grad_norm: 1.3471, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0481, loss/aux0: 2.0481 2020-10-18 23:37:53,971 - mmaction - INFO - Epoch [54][320/396] lr: 2.694e-01, eta: 1 day, 16:04:13, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3716, top5_acc: 0.6411, loss_cls: 2.6802, loss: 2.6802, grad_norm: 1.3428, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0558, loss/aux0: 2.0558 2020-10-18 23:38:30,358 - mmaction - INFO - Epoch [54][340/396] lr: 2.694e-01, eta: 1 day, 16:02:32, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6451, loss_cls: 2.6449, loss: 2.6449, grad_norm: 1.3701, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9934, loss/aux0: 1.9934 2020-10-18 23:38:31,361 - mmaction - INFO - Epoch [54][340/396] lr: 2.694e-01, eta: 1 day, 16:03:42, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6451, loss_cls: 2.6449, loss: 2.6449, grad_norm: 1.3787, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0038, loss/aux0: 2.0038 2020-10-18 23:39:07,717 - mmaction - INFO - Epoch [54][360/396] lr: 2.694e-01, eta: 1 day, 16:02:01, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6307, loss_cls: 2.6721, loss: 2.6721, grad_norm: 1.3278, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0223, loss/aux0: 2.0223 2020-10-18 23:39:08,718 - mmaction - INFO - Epoch [54][360/396] lr: 2.694e-01, eta: 1 day, 16:03:11, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6307, loss_cls: 2.6721, loss: 2.6721, grad_norm: 1.3185, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7641, loss_cls/aux0: 1.9884, loss/aux0: 1.9884 2020-10-18 23:39:45,144 - mmaction - INFO - Epoch [54][380/396] lr: 2.694e-01, eta: 1 day, 16:01:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6438, loss_cls: 2.6866, loss: 2.6866, grad_norm: 1.3273, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9471, loss/aux0: 1.9471 2020-10-18 23:39:46,159 - mmaction - INFO - Epoch [54][380/396] lr: 2.694e-01, eta: 1 day, 16:02:41, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6438, loss_cls: 2.6866, loss: 2.6866, grad_norm: 1.3266, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9561, loss/aux0: 1.9561 2020-10-18 23:44:06,524 - mmaction - INFO - Epoch [55][20/396] lr: 2.683e-01, eta: 1 day, 15:58:43, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3674, top5_acc: 0.6474, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.3392, top1_acc/aux0: 0.5173, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9964, loss/aux0: 1.9964 2020-10-18 23:44:07,527 - mmaction - INFO - Epoch [55][20/396] lr: 2.683e-01, eta: 1 day, 15:59:53, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3674, top5_acc: 0.6474, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.3395, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9945, loss/aux0: 1.9945 2020-10-18 23:44:43,838 - mmaction - INFO - Epoch [55][40/396] lr: 2.683e-01, eta: 1 day, 15:58:12, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3917, top5_acc: 0.6591, loss_cls: 2.5892, loss: 2.5892, grad_norm: 1.3472, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0297, loss/aux0: 2.0297 2020-10-18 23:44:44,817 - mmaction - INFO - Epoch [55][40/396] lr: 2.683e-01, eta: 1 day, 15:59:22, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.3917, top5_acc: 0.6591, loss_cls: 2.5892, loss: 2.5892, grad_norm: 1.3463, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0283, loss/aux0: 2.0283 2020-10-18 23:45:21,261 - mmaction - INFO - Epoch [55][60/396] lr: 2.683e-01, eta: 1 day, 15:57:41, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3878, top5_acc: 0.6456, loss_cls: 2.6280, loss: 2.6280, grad_norm: 1.3306, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0042, loss/aux0: 2.0042 2020-10-18 23:45:22,219 - mmaction - INFO - Epoch [55][60/396] lr: 2.683e-01, eta: 1 day, 15:58:51, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3878, top5_acc: 0.6456, loss_cls: 2.6280, loss: 2.6280, grad_norm: 1.3392, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0079, loss/aux0: 2.0079 2020-10-18 23:45:58,502 - mmaction - INFO - Epoch [55][80/396] lr: 2.683e-01, eta: 1 day, 15:57:10, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6526, loss_cls: 2.6196, loss: 2.6196, grad_norm: 1.3297, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9809, loss/aux0: 1.9809 2020-10-18 23:45:59,498 - mmaction - INFO - Epoch [55][80/396] lr: 2.683e-01, eta: 1 day, 15:58:19, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6526, loss_cls: 2.6196, loss: 2.6196, grad_norm: 1.3304, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9843, loss/aux0: 1.9843 2020-10-18 23:46:35,994 - mmaction - INFO - Epoch [55][100/396] lr: 2.683e-01, eta: 1 day, 15:56:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3818, top5_acc: 0.6578, loss_cls: 2.6007, loss: 2.6007, grad_norm: 1.3578, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9790, loss/aux0: 1.9790 2020-10-18 23:46:36,971 - mmaction - INFO - Epoch [55][100/396] lr: 2.683e-01, eta: 1 day, 15:57:49, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3818, top5_acc: 0.6578, loss_cls: 2.6007, loss: 2.6007, grad_norm: 1.3622, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9752, loss/aux0: 1.9752 2020-10-18 23:47:13,339 - mmaction - INFO - Epoch [55][120/396] lr: 2.683e-01, eta: 1 day, 15:56:08, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6409, loss_cls: 2.6870, loss: 2.6870, grad_norm: 1.3293, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0015, loss/aux0: 2.0015 2020-10-18 23:47:14,327 - mmaction - INFO - Epoch [55][120/396] lr: 2.683e-01, eta: 1 day, 15:57:17, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6409, loss_cls: 2.6870, loss: 2.6870, grad_norm: 1.3438, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0117, loss/aux0: 2.0117 2020-10-18 23:47:50,811 - mmaction - INFO - Epoch [55][140/396] lr: 2.683e-01, eta: 1 day, 15:55:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3826, top5_acc: 0.6518, loss_cls: 2.6292, loss: 2.6292, grad_norm: 1.3265, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0446, loss/aux0: 2.0446 2020-10-18 23:47:51,808 - mmaction - INFO - Epoch [55][140/396] lr: 2.683e-01, eta: 1 day, 15:56:47, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3826, top5_acc: 0.6518, loss_cls: 2.6292, loss: 2.6292, grad_norm: 1.3271, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0383, loss/aux0: 2.0383 2020-10-18 23:48:28,209 - mmaction - INFO - Epoch [55][160/396] lr: 2.683e-01, eta: 1 day, 15:55:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3539, top5_acc: 0.6490, loss_cls: 2.6642, loss: 2.6642, grad_norm: 1.3397, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0180, loss/aux0: 2.0180 2020-10-18 23:48:29,231 - mmaction - INFO - Epoch [55][160/396] lr: 2.683e-01, eta: 1 day, 15:56:16, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3539, top5_acc: 0.6490, loss_cls: 2.6642, loss: 2.6642, grad_norm: 1.3326, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0006, loss/aux0: 2.0006 2020-10-18 23:49:05,680 - mmaction - INFO - Epoch [55][180/396] lr: 2.683e-01, eta: 1 day, 15:54:36, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6409, loss_cls: 2.6526, loss: 2.6526, grad_norm: 1.3436, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9132, loss/aux0: 1.9132 2020-10-18 23:49:06,694 - mmaction - INFO - Epoch [55][180/396] lr: 2.683e-01, eta: 1 day, 15:55:46, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6409, loss_cls: 2.6526, loss: 2.6526, grad_norm: 1.3436, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9278, loss/aux0: 1.9278 2020-10-18 23:49:43,069 - mmaction - INFO - Epoch [55][200/396] lr: 2.683e-01, eta: 1 day, 15:54:06, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6357, loss_cls: 2.6428, loss: 2.6428, grad_norm: 1.3396, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0231, loss/aux0: 2.0231 2020-10-18 23:49:44,063 - mmaction - INFO - Epoch [55][200/396] lr: 2.683e-01, eta: 1 day, 15:55:15, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6357, loss_cls: 2.6428, loss: 2.6428, grad_norm: 1.3439, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0410, loss/aux0: 2.0410 2020-10-18 23:50:20,492 - mmaction - INFO - Epoch [55][220/396] lr: 2.683e-01, eta: 1 day, 15:53:35, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6544, loss_cls: 2.6632, loss: 2.6632, grad_norm: 1.3184, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0154, loss/aux0: 2.0154 2020-10-18 23:50:21,499 - mmaction - INFO - Epoch [55][220/396] lr: 2.683e-01, eta: 1 day, 15:54:44, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6544, loss_cls: 2.6632, loss: 2.6632, grad_norm: 1.3205, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9892, loss/aux0: 1.9892 2020-10-18 23:50:57,977 - mmaction - INFO - Epoch [55][240/396] lr: 2.683e-01, eta: 1 day, 15:53:04, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3612, top5_acc: 0.6406, loss_cls: 2.6521, loss: 2.6521, grad_norm: 1.3806, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0056, loss/aux0: 2.0056 2020-10-18 23:50:58,954 - mmaction - INFO - Epoch [55][240/396] lr: 2.683e-01, eta: 1 day, 15:54:13, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3612, top5_acc: 0.6406, loss_cls: 2.6521, loss: 2.6521, grad_norm: 1.3802, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0103, loss/aux0: 2.0103 2020-10-18 23:51:35,384 - mmaction - INFO - Epoch [55][260/396] lr: 2.683e-01, eta: 1 day, 15:52:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6409, loss_cls: 2.6563, loss: 2.6563, grad_norm: 1.2969, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0475, loss/aux0: 2.0475 2020-10-18 23:51:36,374 - mmaction - INFO - Epoch [55][260/396] lr: 2.683e-01, eta: 1 day, 15:53:43, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6409, loss_cls: 2.6563, loss: 2.6563, grad_norm: 1.3084, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0611, loss/aux0: 2.0611 2020-10-18 23:52:12,740 - mmaction - INFO - Epoch [55][280/396] lr: 2.683e-01, eta: 1 day, 15:52:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3846, top5_acc: 0.6490, loss_cls: 2.6239, loss: 2.6239, grad_norm: 1.3573, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0279, loss/aux0: 2.0279 2020-10-18 23:52:13,736 - mmaction - INFO - Epoch [55][280/396] lr: 2.683e-01, eta: 1 day, 15:53:12, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3846, top5_acc: 0.6490, loss_cls: 2.6239, loss: 2.6239, grad_norm: 1.3650, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7706, loss_cls/aux0: 2.0188, loss/aux0: 2.0188 2020-10-18 23:52:50,153 - mmaction - INFO - Epoch [55][300/396] lr: 2.683e-01, eta: 1 day, 15:51:32, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3839, top5_acc: 0.6453, loss_cls: 2.6520, loss: 2.6520, grad_norm: 1.3419, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9645, loss/aux0: 1.9645 2020-10-18 23:52:51,176 - mmaction - INFO - Epoch [55][300/396] lr: 2.683e-01, eta: 1 day, 15:52:41, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.3839, top5_acc: 0.6453, loss_cls: 2.6520, loss: 2.6520, grad_norm: 1.3475, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9632, loss/aux0: 1.9632 2020-10-18 23:53:27,607 - mmaction - INFO - Epoch [55][320/396] lr: 2.683e-01, eta: 1 day, 15:51:01, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6451, loss_cls: 2.6883, loss: 2.6883, grad_norm: 1.3478, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0340, loss/aux0: 2.0340 2020-10-18 23:53:28,548 - mmaction - INFO - Epoch [55][320/396] lr: 2.683e-01, eta: 1 day, 15:52:10, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6451, loss_cls: 2.6883, loss: 2.6883, grad_norm: 1.3485, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0375, loss/aux0: 2.0375 2020-10-18 23:54:04,945 - mmaction - INFO - Epoch [55][340/396] lr: 2.683e-01, eta: 1 day, 15:50:30, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6448, loss_cls: 2.6828, loss: 2.6828, grad_norm: 1.3548, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9673, loss/aux0: 1.9673 2020-10-18 23:54:05,964 - mmaction - INFO - Epoch [55][340/396] lr: 2.683e-01, eta: 1 day, 15:51:39, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6448, loss_cls: 2.6828, loss: 2.6828, grad_norm: 1.3482, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9597, loss/aux0: 1.9597 2020-10-18 23:54:42,293 - mmaction - INFO - Epoch [55][360/396] lr: 2.683e-01, eta: 1 day, 15:49:59, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3617, top5_acc: 0.6393, loss_cls: 2.6798, loss: 2.6798, grad_norm: 1.3080, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9775, loss/aux0: 1.9775 2020-10-18 23:54:43,267 - mmaction - INFO - Epoch [55][360/396] lr: 2.683e-01, eta: 1 day, 15:51:07, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3617, top5_acc: 0.6393, loss_cls: 2.6798, loss: 2.6798, grad_norm: 1.3168, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9740, loss/aux0: 1.9740 2020-10-18 23:55:19,735 - mmaction - INFO - Epoch [55][380/396] lr: 2.683e-01, eta: 1 day, 15:49:28, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3794, top5_acc: 0.6560, loss_cls: 2.6202, loss: 2.6202, grad_norm: 1.3615, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9430, loss/aux0: 1.9430 2020-10-18 23:55:20,762 - mmaction - INFO - Epoch [55][380/396] lr: 2.683e-01, eta: 1 day, 15:50:37, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3794, top5_acc: 0.6560, loss_cls: 2.6202, loss: 2.6202, grad_norm: 1.3647, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9528, loss/aux0: 1.9528 2020-10-18 23:59:37,740 - mmaction - INFO - Epoch [56][20/396] lr: 2.671e-01, eta: 1 day, 15:46:43, time: 0.926, data_time: 0.000, memory: 8462, top1_acc: 0.3802, top5_acc: 0.6422, loss_cls: 2.6278, loss: 2.6278, grad_norm: 1.3241, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7733, loss_cls/aux0: 1.9828, loss/aux0: 1.9828 2020-10-18 23:59:38,732 - mmaction - INFO - Epoch [56][20/396] lr: 2.671e-01, eta: 1 day, 15:47:51, time: 0.931, data_time: 0.004, memory: 8462, top1_acc: 0.3802, top5_acc: 0.6422, loss_cls: 2.6278, loss: 2.6278, grad_norm: 1.3192, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9806, loss/aux0: 1.9806 2020-10-19 00:00:19,456 - mmaction - INFO - Epoch [56][40/396] lr: 2.671e-01, eta: 1 day, 15:46:28, time: 1.153, data_time: 0.004, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6602, loss_cls: 2.5969, loss: 2.5969, grad_norm: 1.3566, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0030, loss/aux0: 2.0030 2020-10-19 00:00:20,458 - mmaction - INFO - Epoch [56][40/396] lr: 2.671e-01, eta: 1 day, 15:47:52, time: 1.157, data_time: 0.010, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6602, loss_cls: 2.5969, loss: 2.5969, grad_norm: 1.3559, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0099, loss/aux0: 2.0099 2020-10-19 00:00:56,783 - mmaction - INFO - Epoch [56][60/396] lr: 2.671e-01, eta: 1 day, 15:46:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6615, loss_cls: 2.5909, loss: 2.5909, grad_norm: 1.3180, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9524, loss/aux0: 1.9524 2020-10-19 00:00:57,736 - mmaction - INFO - Epoch [56][60/396] lr: 2.671e-01, eta: 1 day, 15:47:21, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6615, loss_cls: 2.5909, loss: 2.5909, grad_norm: 1.3263, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9461, loss/aux0: 1.9461 2020-10-19 00:01:34,140 - mmaction - INFO - Epoch [56][80/396] lr: 2.671e-01, eta: 1 day, 15:45:42, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6576, loss_cls: 2.6051, loss: 2.6051, grad_norm: 1.3568, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9792, loss/aux0: 1.9792 2020-10-19 00:01:35,099 - mmaction - INFO - Epoch [56][80/396] lr: 2.671e-01, eta: 1 day, 15:46:50, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6576, loss_cls: 2.6051, loss: 2.6051, grad_norm: 1.3548, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9771, loss/aux0: 1.9771 2020-10-19 00:02:11,576 - mmaction - INFO - Epoch [56][100/396] lr: 2.671e-01, eta: 1 day, 15:45:11, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3820, top5_acc: 0.6513, loss_cls: 2.6046, loss: 2.6046, grad_norm: 1.3093, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0001, loss/aux0: 2.0001 2020-10-19 00:02:12,585 - mmaction - INFO - Epoch [56][100/396] lr: 2.671e-01, eta: 1 day, 15:46:19, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3820, top5_acc: 0.6513, loss_cls: 2.6046, loss: 2.6046, grad_norm: 1.3182, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0026, loss/aux0: 2.0026 2020-10-19 00:02:49,040 - mmaction - INFO - Epoch [56][120/396] lr: 2.671e-01, eta: 1 day, 15:44:40, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6443, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.3774, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0146, loss/aux0: 2.0146 2020-10-19 00:02:50,011 - mmaction - INFO - Epoch [56][120/396] lr: 2.671e-01, eta: 1 day, 15:45:48, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6443, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.3703, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0116, loss/aux0: 2.0116 2020-10-19 00:03:26,553 - mmaction - INFO - Epoch [56][140/396] lr: 2.671e-01, eta: 1 day, 15:44:09, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3813, top5_acc: 0.6471, loss_cls: 2.6540, loss: 2.6540, grad_norm: 1.3394, top1_acc/aux0: 0.5063, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9889, loss/aux0: 1.9889 2020-10-19 00:03:27,574 - mmaction - INFO - Epoch [56][140/396] lr: 2.671e-01, eta: 1 day, 15:45:17, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3813, top5_acc: 0.6471, loss_cls: 2.6540, loss: 2.6540, grad_norm: 1.3414, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9889, loss/aux0: 1.9889 2020-10-19 00:04:04,128 - mmaction - INFO - Epoch [56][160/396] lr: 2.671e-01, eta: 1 day, 15:43:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6565, loss_cls: 2.6101, loss: 2.6101, grad_norm: 1.3381, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0229, loss/aux0: 2.0229 2020-10-19 00:04:05,140 - mmaction - INFO - Epoch [56][160/396] lr: 2.671e-01, eta: 1 day, 15:44:47, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6565, loss_cls: 2.6101, loss: 2.6101, grad_norm: 1.3494, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0304, loss/aux0: 2.0304 2020-10-19 00:04:41,555 - mmaction - INFO - Epoch [56][180/396] lr: 2.671e-01, eta: 1 day, 15:43:08, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3807, top5_acc: 0.6419, loss_cls: 2.6297, loss: 2.6297, grad_norm: 1.3322, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9714, loss/aux0: 1.9714 2020-10-19 00:04:42,553 - mmaction - INFO - Epoch [56][180/396] lr: 2.671e-01, eta: 1 day, 15:44:16, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3807, top5_acc: 0.6419, loss_cls: 2.6297, loss: 2.6297, grad_norm: 1.3369, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9743, loss/aux0: 1.9743 2020-10-19 00:05:18,954 - mmaction - INFO - Epoch [56][200/396] lr: 2.671e-01, eta: 1 day, 15:42:37, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6255, loss_cls: 2.7048, loss: 2.7048, grad_norm: 1.3430, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9817, loss/aux0: 1.9817 2020-10-19 00:05:19,963 - mmaction - INFO - Epoch [56][200/396] lr: 2.671e-01, eta: 1 day, 15:43:45, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6255, loss_cls: 2.7048, loss: 2.7048, grad_norm: 1.3467, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9699, loss/aux0: 1.9699 2020-10-19 00:05:56,375 - mmaction - INFO - Epoch [56][220/396] lr: 2.671e-01, eta: 1 day, 15:42:06, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6521, loss_cls: 2.6420, loss: 2.6420, grad_norm: 1.3276, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0354, loss/aux0: 2.0354 2020-10-19 00:05:57,346 - mmaction - INFO - Epoch [56][220/396] lr: 2.671e-01, eta: 1 day, 15:43:13, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.3737, top5_acc: 0.6521, loss_cls: 2.6420, loss: 2.6420, grad_norm: 1.3219, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0372, loss/aux0: 2.0372 2020-10-19 00:06:33,806 - mmaction - INFO - Epoch [56][240/396] lr: 2.671e-01, eta: 1 day, 15:41:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3667, top5_acc: 0.6458, loss_cls: 2.6426, loss: 2.6426, grad_norm: 1.3193, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0006, loss/aux0: 2.0006 2020-10-19 00:06:34,806 - mmaction - INFO - Epoch [56][240/396] lr: 2.671e-01, eta: 1 day, 15:42:42, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3667, top5_acc: 0.6458, loss_cls: 2.6426, loss: 2.6426, grad_norm: 1.3227, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7596, loss_cls/aux0: 1.9987, loss/aux0: 1.9987 2020-10-19 00:07:11,242 - mmaction - INFO - Epoch [56][260/396] lr: 2.671e-01, eta: 1 day, 15:41:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6430, loss_cls: 2.6203, loss: 2.6203, grad_norm: 1.3508, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9983, loss/aux0: 1.9983 2020-10-19 00:07:12,188 - mmaction - INFO - Epoch [56][260/396] lr: 2.671e-01, eta: 1 day, 15:42:11, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6430, loss_cls: 2.6203, loss: 2.6203, grad_norm: 1.3512, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0116, loss/aux0: 2.0116 2020-10-19 00:07:48,657 - mmaction - INFO - Epoch [56][280/396] lr: 2.671e-01, eta: 1 day, 15:40:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6443, loss_cls: 2.6637, loss: 2.6637, grad_norm: 1.3577, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0241, loss/aux0: 2.0241 2020-10-19 00:07:49,610 - mmaction - INFO - Epoch [56][280/396] lr: 2.671e-01, eta: 1 day, 15:41:41, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6443, loss_cls: 2.6637, loss: 2.6637, grad_norm: 1.3637, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0323, loss/aux0: 2.0323 2020-10-19 00:08:26,226 - mmaction - INFO - Epoch [56][300/396] lr: 2.671e-01, eta: 1 day, 15:40:02, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3807, top5_acc: 0.6482, loss_cls: 2.6080, loss: 2.6080, grad_norm: 1.3384, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0019, loss/aux0: 2.0019 2020-10-19 00:08:27,196 - mmaction - INFO - Epoch [56][300/396] lr: 2.671e-01, eta: 1 day, 15:41:09, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3807, top5_acc: 0.6482, loss_cls: 2.6080, loss: 2.6080, grad_norm: 1.3292, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9812, loss/aux0: 1.9812 2020-10-19 00:09:03,693 - mmaction - INFO - Epoch [56][320/396] lr: 2.671e-01, eta: 1 day, 15:39:31, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3799, top5_acc: 0.6432, loss_cls: 2.6477, loss: 2.6477, grad_norm: 1.3101, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9191, loss/aux0: 1.9191 2020-10-19 00:09:04,640 - mmaction - INFO - Epoch [56][320/396] lr: 2.671e-01, eta: 1 day, 15:40:38, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3799, top5_acc: 0.6432, loss_cls: 2.6477, loss: 2.6477, grad_norm: 1.3212, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9369, loss/aux0: 1.9369 2020-10-19 00:09:41,187 - mmaction - INFO - Epoch [56][340/396] lr: 2.671e-01, eta: 1 day, 15:39:00, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3872, top5_acc: 0.6555, loss_cls: 2.5985, loss: 2.5985, grad_norm: 1.3266, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0274, loss/aux0: 2.0274 2020-10-19 00:09:42,196 - mmaction - INFO - Epoch [56][340/396] lr: 2.671e-01, eta: 1 day, 15:40:08, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3872, top5_acc: 0.6555, loss_cls: 2.5985, loss: 2.5985, grad_norm: 1.3331, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0096, loss/aux0: 2.0096 2020-10-19 00:10:18,707 - mmaction - INFO - Epoch [56][360/396] lr: 2.671e-01, eta: 1 day, 15:38:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6266, loss_cls: 2.7288, loss: 2.7288, grad_norm: 1.3581, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.9270, loss/aux0: 1.9270 2020-10-19 00:10:19,659 - mmaction - INFO - Epoch [56][360/396] lr: 2.671e-01, eta: 1 day, 15:39:37, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6266, loss_cls: 2.7288, loss: 2.7288, grad_norm: 1.3564, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.9226, loss/aux0: 1.9226 2020-10-19 00:10:56,231 - mmaction - INFO - Epoch [56][380/396] lr: 2.671e-01, eta: 1 day, 15:37:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3826, top5_acc: 0.6448, loss_cls: 2.6387, loss: 2.6387, grad_norm: 1.3449, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7706, loss_cls/aux0: 2.0058, loss/aux0: 2.0058 2020-10-19 00:10:57,205 - mmaction - INFO - Epoch [56][380/396] lr: 2.671e-01, eta: 1 day, 15:39:06, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3826, top5_acc: 0.6448, loss_cls: 2.6387, loss: 2.6387, grad_norm: 1.3457, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0202, loss/aux0: 2.0202 2020-10-19 00:11:31,268 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-19 00:13:22,372 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 00:13:22,491 - mmaction - INFO - top1_acc 0.4605 top5_acc 0.7191 2020-10-19 00:13:22,491 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 00:13:22,512 - mmaction - INFO - mean_acc 0.4598 2020-10-19 00:13:22,514 - mmaction - INFO - Epoch(val) [56][396] top1_acc: 0.4605, top5_acc: 0.7191, mean_class_accuracy: 0.4598 2020-10-19 00:17:09,760 - mmaction - INFO - Epoch [57][20/396] lr: 2.660e-01, eta: 1 day, 15:35:16, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6573, loss_cls: 2.5960, loss: 2.5960, grad_norm: 1.3711, top1_acc/aux0: 0.5079, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0090, loss/aux0: 2.0090 2020-10-19 00:17:10,714 - mmaction - INFO - Epoch [57][20/396] lr: 2.660e-01, eta: 1 day, 15:36:23, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6573, loss_cls: 2.5960, loss: 2.5960, grad_norm: 1.3771, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0234, loss/aux0: 2.0234 2020-10-19 00:17:47,169 - mmaction - INFO - Epoch [57][40/396] lr: 2.660e-01, eta: 1 day, 15:34:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3768, top5_acc: 0.6529, loss_cls: 2.6219, loss: 2.6219, grad_norm: 1.3609, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0237, loss/aux0: 2.0237 2020-10-19 00:17:48,121 - mmaction - INFO - Epoch [57][40/396] lr: 2.660e-01, eta: 1 day, 15:35:52, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3768, top5_acc: 0.6529, loss_cls: 2.6219, loss: 2.6219, grad_norm: 1.3613, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0051, loss/aux0: 2.0051 2020-10-19 00:18:24,679 - mmaction - INFO - Epoch [57][60/396] lr: 2.660e-01, eta: 1 day, 15:34:14, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3706, top5_acc: 0.6445, loss_cls: 2.6759, loss: 2.6759, grad_norm: 1.3168, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0217, loss/aux0: 2.0217 2020-10-19 00:18:25,639 - mmaction - INFO - Epoch [57][60/396] lr: 2.660e-01, eta: 1 day, 15:35:21, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3706, top5_acc: 0.6445, loss_cls: 2.6759, loss: 2.6759, grad_norm: 1.3169, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0220, loss/aux0: 2.0220 2020-10-19 00:19:02,254 - mmaction - INFO - Epoch [57][80/396] lr: 2.660e-01, eta: 1 day, 15:33:44, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6461, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.3238, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9267, loss/aux0: 1.9267 2020-10-19 00:19:03,252 - mmaction - INFO - Epoch [57][80/396] lr: 2.660e-01, eta: 1 day, 15:34:51, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6461, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.3236, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9260, loss/aux0: 1.9260 2020-10-19 00:19:39,948 - mmaction - INFO - Epoch [57][100/396] lr: 2.660e-01, eta: 1 day, 15:33:14, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6529, loss_cls: 2.6045, loss: 2.6045, grad_norm: 1.3550, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0099, loss/aux0: 2.0099 2020-10-19 00:19:40,915 - mmaction - INFO - Epoch [57][100/396] lr: 2.660e-01, eta: 1 day, 15:34:21, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6529, loss_cls: 2.6045, loss: 2.6045, grad_norm: 1.3550, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0030, loss/aux0: 2.0030 2020-10-19 00:20:17,473 - mmaction - INFO - Epoch [57][120/396] lr: 2.660e-01, eta: 1 day, 15:32:44, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6521, loss_cls: 2.5800, loss: 2.5800, grad_norm: 1.3667, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9836, loss/aux0: 1.9836 2020-10-19 00:20:18,427 - mmaction - INFO - Epoch [57][120/396] lr: 2.660e-01, eta: 1 day, 15:33:51, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6521, loss_cls: 2.5800, loss: 2.5800, grad_norm: 1.3689, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7630, loss_cls/aux0: 1.9986, loss/aux0: 1.9986 2020-10-19 00:20:55,220 - mmaction - INFO - Epoch [57][140/396] lr: 2.660e-01, eta: 1 day, 15:32:14, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.3914, top5_acc: 0.6589, loss_cls: 2.5815, loss: 2.5815, grad_norm: 1.3696, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0216, loss/aux0: 2.0216 2020-10-19 00:20:56,193 - mmaction - INFO - Epoch [57][140/396] lr: 2.660e-01, eta: 1 day, 15:33:21, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.3914, top5_acc: 0.6589, loss_cls: 2.5815, loss: 2.5815, grad_norm: 1.3661, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0128, loss/aux0: 2.0128 2020-10-19 00:21:32,833 - mmaction - INFO - Epoch [57][160/396] lr: 2.660e-01, eta: 1 day, 15:31:44, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3763, top5_acc: 0.6443, loss_cls: 2.6606, loss: 2.6606, grad_norm: 1.3186, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0101, loss/aux0: 2.0101 2020-10-19 00:21:33,849 - mmaction - INFO - Epoch [57][160/396] lr: 2.660e-01, eta: 1 day, 15:32:50, time: 0.944, data_time: 0.004, memory: 8462, top1_acc: 0.3763, top5_acc: 0.6443, loss_cls: 2.6606, loss: 2.6606, grad_norm: 1.3257, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0235, loss/aux0: 2.0235 2020-10-19 00:22:10,404 - mmaction - INFO - Epoch [57][180/396] lr: 2.660e-01, eta: 1 day, 15:31:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6443, loss_cls: 2.6666, loss: 2.6666, grad_norm: 1.3417, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0651, loss/aux0: 2.0651 2020-10-19 00:22:11,368 - mmaction - INFO - Epoch [57][180/396] lr: 2.660e-01, eta: 1 day, 15:32:19, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6443, loss_cls: 2.6666, loss: 2.6666, grad_norm: 1.3285, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0472, loss/aux0: 2.0472 2020-10-19 00:22:47,990 - mmaction - INFO - Epoch [57][200/396] lr: 2.660e-01, eta: 1 day, 15:30:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6510, loss_cls: 2.6105, loss: 2.6105, grad_norm: 1.3582, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0636, loss/aux0: 2.0636 2020-10-19 00:22:48,938 - mmaction - INFO - Epoch [57][200/396] lr: 2.660e-01, eta: 1 day, 15:31:49, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6510, loss_cls: 2.6105, loss: 2.6105, grad_norm: 1.3533, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0668, loss/aux0: 2.0668 2020-10-19 00:23:25,522 - mmaction - INFO - Epoch [57][220/396] lr: 2.660e-01, eta: 1 day, 15:30:12, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6396, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.3059, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9382, loss/aux0: 1.9382 2020-10-19 00:23:26,539 - mmaction - INFO - Epoch [57][220/396] lr: 2.660e-01, eta: 1 day, 15:31:18, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6396, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.3114, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9456, loss/aux0: 1.9456 2020-10-19 00:24:03,140 - mmaction - INFO - Epoch [57][240/396] lr: 2.660e-01, eta: 1 day, 15:29:42, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6508, loss_cls: 2.6413, loss: 2.6413, grad_norm: 1.3591, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9656, loss/aux0: 1.9656 2020-10-19 00:24:04,077 - mmaction - INFO - Epoch [57][240/396] lr: 2.660e-01, eta: 1 day, 15:30:48, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6508, loss_cls: 2.6413, loss: 2.6413, grad_norm: 1.3660, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9655, loss/aux0: 1.9655 2020-10-19 00:24:40,680 - mmaction - INFO - Epoch [57][260/396] lr: 2.660e-01, eta: 1 day, 15:29:11, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3885, top5_acc: 0.6505, loss_cls: 2.6225, loss: 2.6225, grad_norm: 1.3240, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9999, loss/aux0: 1.9999 2020-10-19 00:24:41,641 - mmaction - INFO - Epoch [57][260/396] lr: 2.660e-01, eta: 1 day, 15:30:17, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3885, top5_acc: 0.6505, loss_cls: 2.6225, loss: 2.6225, grad_norm: 1.3265, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9980, loss/aux0: 1.9980 2020-10-19 00:25:18,183 - mmaction - INFO - Epoch [57][280/396] lr: 2.660e-01, eta: 1 day, 15:28:40, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6495, loss_cls: 2.6270, loss: 2.6270, grad_norm: 1.3819, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0656, loss/aux0: 2.0656 2020-10-19 00:25:19,150 - mmaction - INFO - Epoch [57][280/396] lr: 2.660e-01, eta: 1 day, 15:29:46, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6495, loss_cls: 2.6270, loss: 2.6270, grad_norm: 1.3783, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0572, loss/aux0: 2.0572 2020-10-19 00:25:55,777 - mmaction - INFO - Epoch [57][300/396] lr: 2.660e-01, eta: 1 day, 15:28:09, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3807, top5_acc: 0.6594, loss_cls: 2.5750, loss: 2.5750, grad_norm: 1.3799, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9327, loss/aux0: 1.9327 2020-10-19 00:25:56,773 - mmaction - INFO - Epoch [57][300/396] lr: 2.660e-01, eta: 1 day, 15:29:15, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.3807, top5_acc: 0.6594, loss_cls: 2.5750, loss: 2.5750, grad_norm: 1.3860, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9444, loss/aux0: 1.9444 2020-10-19 00:26:33,270 - mmaction - INFO - Epoch [57][320/396] lr: 2.660e-01, eta: 1 day, 15:27:38, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6479, loss_cls: 2.6255, loss: 2.6255, grad_norm: 1.3346, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0519, loss/aux0: 2.0519 2020-10-19 00:26:34,296 - mmaction - INFO - Epoch [57][320/396] lr: 2.660e-01, eta: 1 day, 15:28:44, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6479, loss_cls: 2.6255, loss: 2.6255, grad_norm: 1.3339, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0501, loss/aux0: 2.0501 2020-10-19 00:27:11,020 - mmaction - INFO - Epoch [57][340/396] lr: 2.660e-01, eta: 1 day, 15:27:08, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6526, loss_cls: 2.6357, loss: 2.6357, grad_norm: 1.3298, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9979, loss/aux0: 1.9979 2020-10-19 00:27:12,002 - mmaction - INFO - Epoch [57][340/396] lr: 2.660e-01, eta: 1 day, 15:28:15, time: 0.947, data_time: 0.003, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6526, loss_cls: 2.6357, loss: 2.6357, grad_norm: 1.3287, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7646, loss_cls/aux0: 1.9918, loss/aux0: 1.9918 2020-10-19 00:27:48,472 - mmaction - INFO - Epoch [57][360/396] lr: 2.660e-01, eta: 1 day, 15:26:38, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6372, loss_cls: 2.6589, loss: 2.6589, grad_norm: 1.3208, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0254, loss/aux0: 2.0254 2020-10-19 00:27:49,397 - mmaction - INFO - Epoch [57][360/396] lr: 2.660e-01, eta: 1 day, 15:27:43, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6372, loss_cls: 2.6589, loss: 2.6589, grad_norm: 1.3125, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0287, loss/aux0: 2.0287 2020-10-19 00:28:25,828 - mmaction - INFO - Epoch [57][380/396] lr: 2.660e-01, eta: 1 day, 15:26:07, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6510, loss_cls: 2.6368, loss: 2.6368, grad_norm: 1.3462, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9919, loss/aux0: 1.9919 2020-10-19 00:28:26,793 - mmaction - INFO - Epoch [57][380/396] lr: 2.660e-01, eta: 1 day, 15:27:12, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6510, loss_cls: 2.6368, loss: 2.6368, grad_norm: 1.3531, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0006, loss/aux0: 2.0006 2020-10-19 00:32:46,467 - mmaction - INFO - Epoch [58][20/396] lr: 2.648e-01, eta: 1 day, 15:23:26, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6609, loss_cls: 2.5807, loss: 2.5807, grad_norm: 1.3481, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0114, loss/aux0: 2.0114 2020-10-19 00:32:47,422 - mmaction - INFO - Epoch [58][20/396] lr: 2.648e-01, eta: 1 day, 15:24:31, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6609, loss_cls: 2.5807, loss: 2.5807, grad_norm: 1.3426, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0070, loss/aux0: 2.0070 2020-10-19 00:33:23,787 - mmaction - INFO - Epoch [58][40/396] lr: 2.648e-01, eta: 1 day, 15:22:54, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6497, loss_cls: 2.6168, loss: 2.6168, grad_norm: 1.3370, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0125, loss/aux0: 2.0125 2020-10-19 00:33:24,727 - mmaction - INFO - Epoch [58][40/396] lr: 2.648e-01, eta: 1 day, 15:23:59, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6497, loss_cls: 2.6168, loss: 2.6168, grad_norm: 1.3415, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0155, loss/aux0: 2.0155 2020-10-19 00:34:01,134 - mmaction - INFO - Epoch [58][60/396] lr: 2.648e-01, eta: 1 day, 15:22:23, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6578, loss_cls: 2.5701, loss: 2.5701, grad_norm: 1.3444, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9827, loss/aux0: 1.9827 2020-10-19 00:34:02,083 - mmaction - INFO - Epoch [58][60/396] lr: 2.648e-01, eta: 1 day, 15:23:28, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6578, loss_cls: 2.5701, loss: 2.5701, grad_norm: 1.3450, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9891, loss/aux0: 1.9891 2020-10-19 00:34:38,477 - mmaction - INFO - Epoch [58][80/396] lr: 2.648e-01, eta: 1 day, 15:21:52, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6523, loss_cls: 2.6042, loss: 2.6042, grad_norm: 1.3761, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0022, loss/aux0: 2.0022 2020-10-19 00:34:39,403 - mmaction - INFO - Epoch [58][80/396] lr: 2.648e-01, eta: 1 day, 15:22:57, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6523, loss_cls: 2.6042, loss: 2.6042, grad_norm: 1.3732, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9890, loss/aux0: 1.9890 2020-10-19 00:35:15,954 - mmaction - INFO - Epoch [58][100/396] lr: 2.648e-01, eta: 1 day, 15:21:21, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6586, loss_cls: 2.5761, loss: 2.5761, grad_norm: 1.3430, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9808, loss/aux0: 1.9808 2020-10-19 00:35:16,926 - mmaction - INFO - Epoch [58][100/396] lr: 2.648e-01, eta: 1 day, 15:22:26, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6586, loss_cls: 2.5761, loss: 2.5761, grad_norm: 1.3464, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9959, loss/aux0: 1.9959 2020-10-19 00:35:53,518 - mmaction - INFO - Epoch [58][120/396] lr: 2.648e-01, eta: 1 day, 15:20:50, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6544, loss_cls: 2.6196, loss: 2.6196, grad_norm: 1.3647, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9354, loss/aux0: 1.9354 2020-10-19 00:35:54,483 - mmaction - INFO - Epoch [58][120/396] lr: 2.648e-01, eta: 1 day, 15:21:56, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6544, loss_cls: 2.6196, loss: 2.6196, grad_norm: 1.3689, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9296, loss/aux0: 1.9296 2020-10-19 00:36:31,047 - mmaction - INFO - Epoch [58][140/396] lr: 2.648e-01, eta: 1 day, 15:20:20, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6615, loss_cls: 2.6034, loss: 2.6034, grad_norm: 1.3383, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0126, loss/aux0: 2.0126 2020-10-19 00:36:32,012 - mmaction - INFO - Epoch [58][140/396] lr: 2.648e-01, eta: 1 day, 15:21:25, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6615, loss_cls: 2.6034, loss: 2.6034, grad_norm: 1.3303, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0017, loss/aux0: 2.0017 2020-10-19 00:37:08,725 - mmaction - INFO - Epoch [58][160/396] lr: 2.648e-01, eta: 1 day, 15:19:49, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6469, loss_cls: 2.6363, loss: 2.6363, grad_norm: 1.3300, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9346, loss/aux0: 1.9346 2020-10-19 00:37:09,677 - mmaction - INFO - Epoch [58][160/396] lr: 2.648e-01, eta: 1 day, 15:20:55, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6469, loss_cls: 2.6363, loss: 2.6363, grad_norm: 1.3244, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9398, loss/aux0: 1.9398 2020-10-19 00:37:46,333 - mmaction - INFO - Epoch [58][180/396] lr: 2.648e-01, eta: 1 day, 15:19:19, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6529, loss_cls: 2.6128, loss: 2.6128, grad_norm: 1.3517, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9824, loss/aux0: 1.9824 2020-10-19 00:37:47,286 - mmaction - INFO - Epoch [58][180/396] lr: 2.648e-01, eta: 1 day, 15:20:24, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6529, loss_cls: 2.6128, loss: 2.6128, grad_norm: 1.3483, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9825, loss/aux0: 1.9825 2020-10-19 00:38:23,841 - mmaction - INFO - Epoch [58][200/396] lr: 2.648e-01, eta: 1 day, 15:18:49, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3833, top5_acc: 0.6523, loss_cls: 2.6046, loss: 2.6046, grad_norm: 1.3124, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9789, loss/aux0: 1.9789 2020-10-19 00:38:24,812 - mmaction - INFO - Epoch [58][200/396] lr: 2.648e-01, eta: 1 day, 15:19:53, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3833, top5_acc: 0.6523, loss_cls: 2.6046, loss: 2.6046, grad_norm: 1.3072, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9779, loss/aux0: 1.9779 2020-10-19 00:39:01,411 - mmaction - INFO - Epoch [58][220/396] lr: 2.648e-01, eta: 1 day, 15:18:18, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3878, top5_acc: 0.6526, loss_cls: 2.5977, loss: 2.5977, grad_norm: 1.3536, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0080, loss/aux0: 2.0080 2020-10-19 00:39:02,354 - mmaction - INFO - Epoch [58][220/396] lr: 2.648e-01, eta: 1 day, 15:19:23, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3878, top5_acc: 0.6526, loss_cls: 2.5977, loss: 2.5977, grad_norm: 1.3545, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0168, loss/aux0: 2.0168 2020-10-19 00:39:38,978 - mmaction - INFO - Epoch [58][240/396] lr: 2.648e-01, eta: 1 day, 15:17:47, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3794, top5_acc: 0.6581, loss_cls: 2.6127, loss: 2.6127, grad_norm: 1.3300, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0021, loss/aux0: 2.0021 2020-10-19 00:39:39,933 - mmaction - INFO - Epoch [58][240/396] lr: 2.648e-01, eta: 1 day, 15:18:52, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3794, top5_acc: 0.6581, loss_cls: 2.6127, loss: 2.6127, grad_norm: 1.3307, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7638, loss_cls/aux0: 1.9896, loss/aux0: 1.9896 2020-10-19 00:40:16,472 - mmaction - INFO - Epoch [58][260/396] lr: 2.648e-01, eta: 1 day, 15:17:16, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6385, loss_cls: 2.6813, loss: 2.6813, grad_norm: 1.3104, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0070, loss/aux0: 2.0070 2020-10-19 00:40:17,422 - mmaction - INFO - Epoch [58][260/396] lr: 2.648e-01, eta: 1 day, 15:18:21, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6385, loss_cls: 2.6813, loss: 2.6813, grad_norm: 1.3121, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0174, loss/aux0: 2.0174 2020-10-19 00:40:53,990 - mmaction - INFO - Epoch [58][280/396] lr: 2.648e-01, eta: 1 day, 15:16:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6604, loss_cls: 2.5612, loss: 2.5612, grad_norm: 1.3472, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9590, loss/aux0: 1.9590 2020-10-19 00:40:55,000 - mmaction - INFO - Epoch [58][280/396] lr: 2.648e-01, eta: 1 day, 15:17:50, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6604, loss_cls: 2.5612, loss: 2.5612, grad_norm: 1.3519, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9601, loss/aux0: 1.9601 2020-10-19 00:41:31,547 - mmaction - INFO - Epoch [58][300/396] lr: 2.648e-01, eta: 1 day, 15:16:15, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3859, top5_acc: 0.6578, loss_cls: 2.6027, loss: 2.6027, grad_norm: 1.3595, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9315, loss/aux0: 1.9315 2020-10-19 00:41:32,510 - mmaction - INFO - Epoch [58][300/396] lr: 2.648e-01, eta: 1 day, 15:17:19, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3859, top5_acc: 0.6578, loss_cls: 2.6027, loss: 2.6027, grad_norm: 1.3490, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9175, loss/aux0: 1.9175 2020-10-19 00:42:09,023 - mmaction - INFO - Epoch [58][320/396] lr: 2.648e-01, eta: 1 day, 15:15:44, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3695, top5_acc: 0.6411, loss_cls: 2.6703, loss: 2.6703, grad_norm: 1.3595, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0393, loss/aux0: 2.0393 2020-10-19 00:42:10,003 - mmaction - INFO - Epoch [58][320/396] lr: 2.648e-01, eta: 1 day, 15:16:48, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3695, top5_acc: 0.6411, loss_cls: 2.6703, loss: 2.6703, grad_norm: 1.3637, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0612, loss/aux0: 2.0612 2020-10-19 00:42:46,468 - mmaction - INFO - Epoch [58][340/396] lr: 2.648e-01, eta: 1 day, 15:15:13, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6560, loss_cls: 2.6107, loss: 2.6107, grad_norm: 1.3573, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0194, loss/aux0: 2.0194 2020-10-19 00:42:47,433 - mmaction - INFO - Epoch [58][340/396] lr: 2.648e-01, eta: 1 day, 15:16:17, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6560, loss_cls: 2.6107, loss: 2.6107, grad_norm: 1.3511, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7620, loss_cls/aux0: 1.9967, loss/aux0: 1.9967 2020-10-19 00:43:24,051 - mmaction - INFO - Epoch [58][360/396] lr: 2.648e-01, eta: 1 day, 15:14:42, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6534, loss_cls: 2.6295, loss: 2.6295, grad_norm: 1.3452, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9401, loss/aux0: 1.9401 2020-10-19 00:43:24,998 - mmaction - INFO - Epoch [58][360/396] lr: 2.648e-01, eta: 1 day, 15:15:46, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6534, loss_cls: 2.6295, loss: 2.6295, grad_norm: 1.3449, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9595, loss/aux0: 1.9595 2020-10-19 00:44:01,568 - mmaction - INFO - Epoch [58][380/396] lr: 2.648e-01, eta: 1 day, 15:14:11, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6336, loss_cls: 2.6782, loss: 2.6782, grad_norm: 1.3379, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9440, loss/aux0: 1.9440 2020-10-19 00:44:02,515 - mmaction - INFO - Epoch [58][380/396] lr: 2.648e-01, eta: 1 day, 15:15:15, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6336, loss_cls: 2.6782, loss: 2.6782, grad_norm: 1.3322, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9374, loss/aux0: 1.9374 2020-10-19 00:48:23,042 - mmaction - INFO - Epoch [59][20/396] lr: 2.636e-01, eta: 1 day, 15:11:33, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6742, loss_cls: 2.5401, loss: 2.5401, grad_norm: 1.3601, top1_acc/aux0: 0.5129, top5_acc/aux0: 0.7730, loss_cls/aux0: 1.9761, loss/aux0: 1.9761 2020-10-19 00:48:23,988 - mmaction - INFO - Epoch [59][20/396] lr: 2.636e-01, eta: 1 day, 15:12:37, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6742, loss_cls: 2.5401, loss: 2.5401, grad_norm: 1.3655, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9791, loss/aux0: 1.9791 2020-10-19 00:49:00,501 - mmaction - INFO - Epoch [59][40/396] lr: 2.636e-01, eta: 1 day, 15:11:02, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6581, loss_cls: 2.6042, loss: 2.6042, grad_norm: 1.3570, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9863, loss/aux0: 1.9863 2020-10-19 00:49:01,462 - mmaction - INFO - Epoch [59][40/396] lr: 2.636e-01, eta: 1 day, 15:12:06, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6581, loss_cls: 2.6042, loss: 2.6042, grad_norm: 1.3521, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9839, loss/aux0: 1.9839 2020-10-19 00:49:37,947 - mmaction - INFO - Epoch [59][60/396] lr: 2.636e-01, eta: 1 day, 15:10:31, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6526, loss_cls: 2.6468, loss: 2.6468, grad_norm: 1.3555, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9884, loss/aux0: 1.9884 2020-10-19 00:49:38,899 - mmaction - INFO - Epoch [59][60/396] lr: 2.636e-01, eta: 1 day, 15:11:35, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6526, loss_cls: 2.6468, loss: 2.6468, grad_norm: 1.3537, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9868, loss/aux0: 1.9868 2020-10-19 00:50:15,495 - mmaction - INFO - Epoch [59][80/396] lr: 2.636e-01, eta: 1 day, 15:10:00, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6573, loss_cls: 2.6062, loss: 2.6062, grad_norm: 1.3330, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9281, loss/aux0: 1.9281 2020-10-19 00:50:16,453 - mmaction - INFO - Epoch [59][80/396] lr: 2.636e-01, eta: 1 day, 15:11:04, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6573, loss_cls: 2.6062, loss: 2.6062, grad_norm: 1.3335, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9408, loss/aux0: 1.9408 2020-10-19 00:50:53,030 - mmaction - INFO - Epoch [59][100/396] lr: 2.636e-01, eta: 1 day, 15:09:29, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6438, loss_cls: 2.6670, loss: 2.6670, grad_norm: 1.3537, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0060, loss/aux0: 2.0060 2020-10-19 00:50:53,986 - mmaction - INFO - Epoch [59][100/396] lr: 2.636e-01, eta: 1 day, 15:10:33, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6438, loss_cls: 2.6670, loss: 2.6670, grad_norm: 1.3472, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9835, loss/aux0: 1.9835 2020-10-19 00:51:30,575 - mmaction - INFO - Epoch [59][120/396] lr: 2.636e-01, eta: 1 day, 15:08:58, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3760, top5_acc: 0.6396, loss_cls: 2.6522, loss: 2.6522, grad_norm: 1.3443, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9915, loss/aux0: 1.9915 2020-10-19 00:51:31,527 - mmaction - INFO - Epoch [59][120/396] lr: 2.636e-01, eta: 1 day, 15:10:02, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3760, top5_acc: 0.6396, loss_cls: 2.6522, loss: 2.6522, grad_norm: 1.3409, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9955, loss/aux0: 1.9955 2020-10-19 00:52:08,151 - mmaction - INFO - Epoch [59][140/396] lr: 2.636e-01, eta: 1 day, 15:08:28, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6565, loss_cls: 2.5920, loss: 2.5920, grad_norm: 1.3591, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9697, loss/aux0: 1.9697 2020-10-19 00:52:09,111 - mmaction - INFO - Epoch [59][140/396] lr: 2.636e-01, eta: 1 day, 15:09:32, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6565, loss_cls: 2.5920, loss: 2.5920, grad_norm: 1.3567, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9669, loss/aux0: 1.9669 2020-10-19 00:52:45,626 - mmaction - INFO - Epoch [59][160/396] lr: 2.636e-01, eta: 1 day, 15:07:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6516, loss_cls: 2.6028, loss: 2.6028, grad_norm: 1.3335, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9810, loss/aux0: 1.9810 2020-10-19 00:52:46,573 - mmaction - INFO - Epoch [59][160/396] lr: 2.636e-01, eta: 1 day, 15:09:00, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6516, loss_cls: 2.6028, loss: 2.6028, grad_norm: 1.3356, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0045, loss/aux0: 2.0045 2020-10-19 00:53:23,236 - mmaction - INFO - Epoch [59][180/396] lr: 2.636e-01, eta: 1 day, 15:07:26, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6464, loss_cls: 2.6321, loss: 2.6321, grad_norm: 1.3791, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9711, loss/aux0: 1.9711 2020-10-19 00:53:24,194 - mmaction - INFO - Epoch [59][180/396] lr: 2.636e-01, eta: 1 day, 15:08:29, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6464, loss_cls: 2.6321, loss: 2.6321, grad_norm: 1.3680, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9440, loss/aux0: 1.9440 2020-10-19 00:54:00,838 - mmaction - INFO - Epoch [59][200/396] lr: 2.636e-01, eta: 1 day, 15:06:55, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3706, top5_acc: 0.6466, loss_cls: 2.6711, loss: 2.6711, grad_norm: 1.3441, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9848, loss/aux0: 1.9848 2020-10-19 00:54:01,794 - mmaction - INFO - Epoch [59][200/396] lr: 2.636e-01, eta: 1 day, 15:07:59, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.3706, top5_acc: 0.6466, loss_cls: 2.6711, loss: 2.6711, grad_norm: 1.3464, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9968, loss/aux0: 1.9968 2020-10-19 00:54:38,348 - mmaction - INFO - Epoch [59][220/396] lr: 2.636e-01, eta: 1 day, 15:06:24, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3714, top5_acc: 0.6461, loss_cls: 2.6659, loss: 2.6659, grad_norm: 1.3466, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7622, loss_cls/aux0: 1.9873, loss/aux0: 1.9873 2020-10-19 00:54:39,308 - mmaction - INFO - Epoch [59][220/396] lr: 2.636e-01, eta: 1 day, 15:07:27, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3714, top5_acc: 0.6461, loss_cls: 2.6659, loss: 2.6659, grad_norm: 1.3446, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7641, loss_cls/aux0: 1.9875, loss/aux0: 1.9875 2020-10-19 00:55:15,884 - mmaction - INFO - Epoch [59][240/396] lr: 2.636e-01, eta: 1 day, 15:05:53, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3826, top5_acc: 0.6591, loss_cls: 2.6112, loss: 2.6112, grad_norm: 1.3946, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0056, loss/aux0: 2.0056 2020-10-19 00:55:16,836 - mmaction - INFO - Epoch [59][240/396] lr: 2.636e-01, eta: 1 day, 15:06:57, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3826, top5_acc: 0.6591, loss_cls: 2.6112, loss: 2.6112, grad_norm: 1.3932, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0143, loss/aux0: 2.0143 2020-10-19 00:55:53,384 - mmaction - INFO - Epoch [59][260/396] lr: 2.636e-01, eta: 1 day, 15:05:23, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6411, loss_cls: 2.6552, loss: 2.6552, grad_norm: 1.3672, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0085, loss/aux0: 2.0085 2020-10-19 00:55:54,333 - mmaction - INFO - Epoch [59][260/396] lr: 2.636e-01, eta: 1 day, 15:06:26, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6411, loss_cls: 2.6552, loss: 2.6552, grad_norm: 1.3742, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0142, loss/aux0: 2.0142 2020-10-19 00:56:30,937 - mmaction - INFO - Epoch [59][280/396] lr: 2.636e-01, eta: 1 day, 15:04:52, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6549, loss_cls: 2.6131, loss: 2.6131, grad_norm: 1.3481, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9667, loss/aux0: 1.9667 2020-10-19 00:56:31,899 - mmaction - INFO - Epoch [59][280/396] lr: 2.636e-01, eta: 1 day, 15:05:55, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6549, loss_cls: 2.6131, loss: 2.6131, grad_norm: 1.3541, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9575, loss/aux0: 1.9575 2020-10-19 00:57:08,519 - mmaction - INFO - Epoch [59][300/396] lr: 2.636e-01, eta: 1 day, 15:04:21, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6604, loss_cls: 2.5733, loss: 2.5733, grad_norm: 1.3552, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9286, loss/aux0: 1.9286 2020-10-19 00:57:09,473 - mmaction - INFO - Epoch [59][300/396] lr: 2.636e-01, eta: 1 day, 15:05:24, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6604, loss_cls: 2.5733, loss: 2.5733, grad_norm: 1.3576, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9205, loss/aux0: 1.9205 2020-10-19 00:57:45,987 - mmaction - INFO - Epoch [59][320/396] lr: 2.636e-01, eta: 1 day, 15:03:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6417, loss_cls: 2.6461, loss: 2.6461, grad_norm: 1.3940, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0360, loss/aux0: 2.0360 2020-10-19 00:57:46,941 - mmaction - INFO - Epoch [59][320/396] lr: 2.636e-01, eta: 1 day, 15:04:53, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6417, loss_cls: 2.6461, loss: 2.6461, grad_norm: 1.3901, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0390, loss/aux0: 2.0390 2020-10-19 00:58:23,589 - mmaction - INFO - Epoch [59][340/396] lr: 2.636e-01, eta: 1 day, 15:03:19, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3922, top5_acc: 0.6589, loss_cls: 2.5860, loss: 2.5860, grad_norm: 1.3618, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7622, loss_cls/aux0: 1.9786, loss/aux0: 1.9786 2020-10-19 00:58:24,541 - mmaction - INFO - Epoch [59][340/396] lr: 2.636e-01, eta: 1 day, 15:04:22, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.3922, top5_acc: 0.6589, loss_cls: 2.5860, loss: 2.5860, grad_norm: 1.3632, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7625, loss_cls/aux0: 1.9844, loss/aux0: 1.9844 2020-10-19 00:59:01,046 - mmaction - INFO - Epoch [59][360/396] lr: 2.636e-01, eta: 1 day, 15:02:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3797, top5_acc: 0.6396, loss_cls: 2.6569, loss: 2.6569, grad_norm: 1.3878, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9538, loss/aux0: 1.9538 2020-10-19 00:59:02,001 - mmaction - INFO - Epoch [59][360/396] lr: 2.636e-01, eta: 1 day, 15:03:51, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3797, top5_acc: 0.6396, loss_cls: 2.6569, loss: 2.6569, grad_norm: 1.3791, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9491, loss/aux0: 1.9491 2020-10-19 00:59:38,561 - mmaction - INFO - Epoch [59][380/396] lr: 2.636e-01, eta: 1 day, 15:02:17, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6521, loss_cls: 2.6246, loss: 2.6246, grad_norm: 1.3383, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9760, loss/aux0: 1.9760 2020-10-19 00:59:39,527 - mmaction - INFO - Epoch [59][380/396] lr: 2.636e-01, eta: 1 day, 15:03:20, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6521, loss_cls: 2.6246, loss: 2.6246, grad_norm: 1.3393, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9782, loss/aux0: 1.9782 2020-10-19 01:03:59,999 - mmaction - INFO - Epoch [60][20/396] lr: 2.624e-01, eta: 1 day, 14:59:41, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6383, loss_cls: 2.6339, loss: 2.6339, grad_norm: 1.3837, top1_acc/aux0: 0.5041, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0648, loss/aux0: 2.0648 2020-10-19 01:04:00,960 - mmaction - INFO - Epoch [60][20/396] lr: 2.624e-01, eta: 1 day, 15:00:43, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6383, loss_cls: 2.6339, loss: 2.6339, grad_norm: 1.3828, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0689, loss/aux0: 2.0689 2020-10-19 01:04:37,473 - mmaction - INFO - Epoch [60][40/396] lr: 2.624e-01, eta: 1 day, 14:59:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6706, loss_cls: 2.5558, loss: 2.5558, grad_norm: 1.3504, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9487, loss/aux0: 1.9487 2020-10-19 01:04:38,406 - mmaction - INFO - Epoch [60][40/396] lr: 2.624e-01, eta: 1 day, 15:00:11, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6706, loss_cls: 2.5558, loss: 2.5558, grad_norm: 1.3544, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9403, loss/aux0: 1.9403 2020-10-19 01:05:14,780 - mmaction - INFO - Epoch [60][60/396] lr: 2.624e-01, eta: 1 day, 14:58:38, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3961, top5_acc: 0.6594, loss_cls: 2.5800, loss: 2.5800, grad_norm: 1.3201, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9429, loss/aux0: 1.9429 2020-10-19 01:05:15,743 - mmaction - INFO - Epoch [60][60/396] lr: 2.624e-01, eta: 1 day, 14:59:40, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3961, top5_acc: 0.6594, loss_cls: 2.5800, loss: 2.5800, grad_norm: 1.3334, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9554, loss/aux0: 1.9554 2020-10-19 01:05:52,365 - mmaction - INFO - Epoch [60][80/396] lr: 2.624e-01, eta: 1 day, 14:58:07, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6656, loss_cls: 2.6037, loss: 2.6037, grad_norm: 1.3752, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9479, loss/aux0: 1.9479 2020-10-19 01:05:53,322 - mmaction - INFO - Epoch [60][80/396] lr: 2.624e-01, eta: 1 day, 14:59:09, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6656, loss_cls: 2.6037, loss: 2.6037, grad_norm: 1.3770, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9260, loss/aux0: 1.9260 2020-10-19 01:06:29,917 - mmaction - INFO - Epoch [60][100/396] lr: 2.624e-01, eta: 1 day, 14:57:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6482, loss_cls: 2.6127, loss: 2.6127, grad_norm: 1.3438, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9566, loss/aux0: 1.9566 2020-10-19 01:06:30,868 - mmaction - INFO - Epoch [60][100/396] lr: 2.624e-01, eta: 1 day, 14:58:38, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6482, loss_cls: 2.6127, loss: 2.6127, grad_norm: 1.3430, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9587, loss/aux0: 1.9587 2020-10-19 01:07:07,463 - mmaction - INFO - Epoch [60][120/396] lr: 2.624e-01, eta: 1 day, 14:57:05, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3654, top5_acc: 0.6440, loss_cls: 2.6750, loss: 2.6750, grad_norm: 1.3374, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.9092, loss/aux0: 1.9092 2020-10-19 01:07:08,411 - mmaction - INFO - Epoch [60][120/396] lr: 2.624e-01, eta: 1 day, 14:58:07, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3654, top5_acc: 0.6440, loss_cls: 2.6750, loss: 2.6750, grad_norm: 1.3515, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.9176, loss/aux0: 1.9176 2020-10-19 01:07:45,007 - mmaction - INFO - Epoch [60][140/396] lr: 2.624e-01, eta: 1 day, 14:56:34, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3669, top5_acc: 0.6500, loss_cls: 2.6384, loss: 2.6384, grad_norm: 1.3864, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9424, loss/aux0: 1.9424 2020-10-19 01:07:45,953 - mmaction - INFO - Epoch [60][140/396] lr: 2.624e-01, eta: 1 day, 14:57:36, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3669, top5_acc: 0.6500, loss_cls: 2.6384, loss: 2.6384, grad_norm: 1.3828, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9337, loss/aux0: 1.9337 2020-10-19 01:08:22,509 - mmaction - INFO - Epoch [60][160/396] lr: 2.624e-01, eta: 1 day, 14:56:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6458, loss_cls: 2.6347, loss: 2.6347, grad_norm: 1.3780, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0038, loss/aux0: 2.0038 2020-10-19 01:08:23,462 - mmaction - INFO - Epoch [60][160/396] lr: 2.624e-01, eta: 1 day, 14:57:04, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6458, loss_cls: 2.6347, loss: 2.6347, grad_norm: 1.3757, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0049, loss/aux0: 2.0049 2020-10-19 01:08:59,961 - mmaction - INFO - Epoch [60][180/396] lr: 2.624e-01, eta: 1 day, 14:55:31, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6534, loss_cls: 2.6000, loss: 2.6000, grad_norm: 1.3713, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9103, loss/aux0: 1.9103 2020-10-19 01:09:00,928 - mmaction - INFO - Epoch [60][180/396] lr: 2.624e-01, eta: 1 day, 14:56:33, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6534, loss_cls: 2.6000, loss: 2.6000, grad_norm: 1.3734, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9309, loss/aux0: 1.9309 2020-10-19 01:09:37,520 - mmaction - INFO - Epoch [60][200/396] lr: 2.624e-01, eta: 1 day, 14:55:00, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6503, loss_cls: 2.6198, loss: 2.6198, grad_norm: 1.2974, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9788, loss/aux0: 1.9788 2020-10-19 01:09:38,470 - mmaction - INFO - Epoch [60][200/396] lr: 2.624e-01, eta: 1 day, 14:56:02, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6503, loss_cls: 2.6198, loss: 2.6198, grad_norm: 1.3085, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9663, loss/aux0: 1.9663 2020-10-19 01:10:15,079 - mmaction - INFO - Epoch [60][220/396] lr: 2.624e-01, eta: 1 day, 14:54:29, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6430, loss_cls: 2.6611, loss: 2.6611, grad_norm: 1.3905, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9664, loss/aux0: 1.9664 2020-10-19 01:10:16,026 - mmaction - INFO - Epoch [60][220/396] lr: 2.624e-01, eta: 1 day, 14:55:31, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6430, loss_cls: 2.6611, loss: 2.6611, grad_norm: 1.3910, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9606, loss/aux0: 1.9606 2020-10-19 01:10:52,627 - mmaction - INFO - Epoch [60][240/396] lr: 2.624e-01, eta: 1 day, 14:53:58, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6378, loss_cls: 2.6674, loss: 2.6674, grad_norm: 1.3969, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0185, loss/aux0: 2.0185 2020-10-19 01:10:53,558 - mmaction - INFO - Epoch [60][240/396] lr: 2.624e-01, eta: 1 day, 14:55:00, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3711, top5_acc: 0.6378, loss_cls: 2.6674, loss: 2.6674, grad_norm: 1.4014, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0208, loss/aux0: 2.0208 2020-10-19 01:11:30,113 - mmaction - INFO - Epoch [60][260/396] lr: 2.624e-01, eta: 1 day, 14:53:27, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3826, top5_acc: 0.6529, loss_cls: 2.6173, loss: 2.6173, grad_norm: 1.3701, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9130, loss/aux0: 1.9130 2020-10-19 01:11:31,078 - mmaction - INFO - Epoch [60][260/396] lr: 2.624e-01, eta: 1 day, 14:54:29, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3826, top5_acc: 0.6529, loss_cls: 2.6173, loss: 2.6173, grad_norm: 1.3747, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9168, loss/aux0: 1.9168 2020-10-19 01:12:07,696 - mmaction - INFO - Epoch [60][280/396] lr: 2.624e-01, eta: 1 day, 14:52:56, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6604, loss_cls: 2.5825, loss: 2.5825, grad_norm: 1.3513, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9196, loss/aux0: 1.9196 2020-10-19 01:12:08,653 - mmaction - INFO - Epoch [60][280/396] lr: 2.624e-01, eta: 1 day, 14:53:58, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6604, loss_cls: 2.5825, loss: 2.5825, grad_norm: 1.3551, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9257, loss/aux0: 1.9257 2020-10-19 01:12:45,064 - mmaction - INFO - Epoch [60][300/396] lr: 2.624e-01, eta: 1 day, 14:52:25, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6552, loss_cls: 2.5856, loss: 2.5856, grad_norm: 1.3933, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9857, loss/aux0: 1.9857 2020-10-19 01:12:46,015 - mmaction - INFO - Epoch [60][300/396] lr: 2.624e-01, eta: 1 day, 14:53:27, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6552, loss_cls: 2.5856, loss: 2.5856, grad_norm: 1.3852, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9801, loss/aux0: 1.9801 2020-10-19 01:13:22,439 - mmaction - INFO - Epoch [60][320/396] lr: 2.624e-01, eta: 1 day, 14:51:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3706, top5_acc: 0.6445, loss_cls: 2.6532, loss: 2.6532, grad_norm: 1.3531, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9716, loss/aux0: 1.9716 2020-10-19 01:13:23,451 - mmaction - INFO - Epoch [60][320/396] lr: 2.624e-01, eta: 1 day, 14:52:55, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3706, top5_acc: 0.6445, loss_cls: 2.6532, loss: 2.6532, grad_norm: 1.3545, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9683, loss/aux0: 1.9683 2020-10-19 01:14:00,087 - mmaction - INFO - Epoch [60][340/396] lr: 2.624e-01, eta: 1 day, 14:51:23, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6547, loss_cls: 2.6159, loss: 2.6159, grad_norm: 1.3450, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9239, loss/aux0: 1.9239 2020-10-19 01:14:01,022 - mmaction - INFO - Epoch [60][340/396] lr: 2.624e-01, eta: 1 day, 14:52:24, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6547, loss_cls: 2.6159, loss: 2.6159, grad_norm: 1.3510, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.9249, loss/aux0: 1.9249 2020-10-19 01:14:37,503 - mmaction - INFO - Epoch [60][360/396] lr: 2.624e-01, eta: 1 day, 14:50:52, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3831, top5_acc: 0.6440, loss_cls: 2.6198, loss: 2.6198, grad_norm: 1.3584, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9212, loss/aux0: 1.9212 2020-10-19 01:14:38,470 - mmaction - INFO - Epoch [60][360/396] lr: 2.624e-01, eta: 1 day, 14:51:53, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3831, top5_acc: 0.6440, loss_cls: 2.6198, loss: 2.6198, grad_norm: 1.3654, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9232, loss/aux0: 1.9232 2020-10-19 01:15:14,971 - mmaction - INFO - Epoch [60][380/396] lr: 2.624e-01, eta: 1 day, 14:50:21, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6352, loss_cls: 2.6579, loss: 2.6579, grad_norm: 1.3410, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7698, loss_cls/aux0: 2.0019, loss/aux0: 2.0019 2020-10-19 01:15:15,908 - mmaction - INFO - Epoch [60][380/396] lr: 2.624e-01, eta: 1 day, 14:51:22, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6352, loss_cls: 2.6579, loss: 2.6579, grad_norm: 1.3366, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9963, loss/aux0: 1.9963 2020-10-19 01:20:23,756 - mmaction - INFO - Epoch [61][20/396] lr: 2.611e-01, eta: 1 day, 14:47:46, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.3802, top5_acc: 0.6529, loss_cls: 2.5839, loss: 2.5839, grad_norm: 1.3430, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9261, loss/aux0: 1.9261 2020-10-19 01:20:24,703 - mmaction - INFO - Epoch [61][20/396] lr: 2.611e-01, eta: 1 day, 14:48:47, time: 0.930, data_time: 0.001, memory: 8462, top1_acc: 0.3802, top5_acc: 0.6529, loss_cls: 2.5839, loss: 2.5839, grad_norm: 1.3467, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9367, loss/aux0: 1.9367 2020-10-19 01:21:01,158 - mmaction - INFO - Epoch [61][40/396] lr: 2.611e-01, eta: 1 day, 14:47:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6529, loss_cls: 2.6230, loss: 2.6230, grad_norm: 1.3596, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9355, loss/aux0: 1.9355 2020-10-19 01:21:02,124 - mmaction - INFO - Epoch [61][40/396] lr: 2.611e-01, eta: 1 day, 14:48:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6529, loss_cls: 2.6230, loss: 2.6230, grad_norm: 1.3554, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9216, loss/aux0: 1.9216 2020-10-19 01:21:38,665 - mmaction - INFO - Epoch [61][60/396] lr: 2.611e-01, eta: 1 day, 14:46:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3930, top5_acc: 0.6641, loss_cls: 2.5892, loss: 2.5892, grad_norm: 1.3609, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9543, loss/aux0: 1.9543 2020-10-19 01:21:39,617 - mmaction - INFO - Epoch [61][60/396] lr: 2.611e-01, eta: 1 day, 14:47:44, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3930, top5_acc: 0.6641, loss_cls: 2.5892, loss: 2.5892, grad_norm: 1.3584, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9461, loss/aux0: 1.9461 2020-10-19 01:22:16,186 - mmaction - INFO - Epoch [61][80/396] lr: 2.611e-01, eta: 1 day, 14:46:12, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6508, loss_cls: 2.6113, loss: 2.6113, grad_norm: 1.3783, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9241, loss/aux0: 1.9241 2020-10-19 01:22:17,157 - mmaction - INFO - Epoch [61][80/396] lr: 2.611e-01, eta: 1 day, 14:47:14, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6508, loss_cls: 2.6113, loss: 2.6113, grad_norm: 1.3788, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9295, loss/aux0: 1.9295 2020-10-19 01:22:53,555 - mmaction - INFO - Epoch [61][100/396] lr: 2.611e-01, eta: 1 day, 14:45:41, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6576, loss_cls: 2.5851, loss: 2.5851, grad_norm: 1.3967, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9391, loss/aux0: 1.9391 2020-10-19 01:22:54,519 - mmaction - INFO - Epoch [61][100/396] lr: 2.611e-01, eta: 1 day, 14:46:42, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6576, loss_cls: 2.5851, loss: 2.5851, grad_norm: 1.4025, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9558, loss/aux0: 1.9558 2020-10-19 01:23:31,067 - mmaction - INFO - Epoch [61][120/396] lr: 2.611e-01, eta: 1 day, 14:45:10, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6638, loss_cls: 2.5966, loss: 2.5966, grad_norm: 1.3733, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9983, loss/aux0: 1.9983 2020-10-19 01:23:32,091 - mmaction - INFO - Epoch [61][120/396] lr: 2.611e-01, eta: 1 day, 14:46:11, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6638, loss_cls: 2.5966, loss: 2.5966, grad_norm: 1.3650, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9845, loss/aux0: 1.9845 2020-10-19 01:24:08,669 - mmaction - INFO - Epoch [61][140/396] lr: 2.611e-01, eta: 1 day, 14:44:39, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6576, loss_cls: 2.5678, loss: 2.5678, grad_norm: 1.3844, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9882, loss/aux0: 1.9882 2020-10-19 01:24:09,696 - mmaction - INFO - Epoch [61][140/396] lr: 2.611e-01, eta: 1 day, 14:45:40, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6576, loss_cls: 2.5678, loss: 2.5678, grad_norm: 1.3809, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9893, loss/aux0: 1.9893 2020-10-19 01:24:46,184 - mmaction - INFO - Epoch [61][160/396] lr: 2.611e-01, eta: 1 day, 14:44:08, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3750, top5_acc: 0.6432, loss_cls: 2.6647, loss: 2.6647, grad_norm: 1.3621, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0088, loss/aux0: 2.0088 2020-10-19 01:24:47,150 - mmaction - INFO - Epoch [61][160/396] lr: 2.611e-01, eta: 1 day, 14:45:08, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3750, top5_acc: 0.6432, loss_cls: 2.6647, loss: 2.6647, grad_norm: 1.3611, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7687, loss_cls/aux0: 2.0128, loss/aux0: 2.0128 2020-10-19 01:25:23,784 - mmaction - INFO - Epoch [61][180/396] lr: 2.611e-01, eta: 1 day, 14:43:37, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6599, loss_cls: 2.5746, loss: 2.5746, grad_norm: 1.3715, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9639, loss/aux0: 1.9639 2020-10-19 01:25:24,734 - mmaction - INFO - Epoch [61][180/396] lr: 2.611e-01, eta: 1 day, 14:44:38, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6599, loss_cls: 2.5746, loss: 2.5746, grad_norm: 1.3728, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9610, loss/aux0: 1.9610 2020-10-19 01:26:01,371 - mmaction - INFO - Epoch [61][200/396] lr: 2.611e-01, eta: 1 day, 14:43:06, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3833, top5_acc: 0.6516, loss_cls: 2.6103, loss: 2.6103, grad_norm: 1.3728, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9759, loss/aux0: 1.9759 2020-10-19 01:26:02,314 - mmaction - INFO - Epoch [61][200/396] lr: 2.611e-01, eta: 1 day, 14:44:07, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3833, top5_acc: 0.6516, loss_cls: 2.6103, loss: 2.6103, grad_norm: 1.3727, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9746, loss/aux0: 1.9746 2020-10-19 01:26:38,835 - mmaction - INFO - Epoch [61][220/396] lr: 2.611e-01, eta: 1 day, 14:42:35, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3753, top5_acc: 0.6487, loss_cls: 2.6131, loss: 2.6131, grad_norm: 1.3846, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0058, loss/aux0: 2.0058 2020-10-19 01:26:39,811 - mmaction - INFO - Epoch [61][220/396] lr: 2.611e-01, eta: 1 day, 14:43:36, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3753, top5_acc: 0.6487, loss_cls: 2.6131, loss: 2.6131, grad_norm: 1.3837, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0143, loss/aux0: 2.0143 2020-10-19 01:27:16,546 - mmaction - INFO - Epoch [61][240/396] lr: 2.611e-01, eta: 1 day, 14:42:04, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6451, loss_cls: 2.5914, loss: 2.5914, grad_norm: 1.3231, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9209, loss/aux0: 1.9209 2020-10-19 01:27:17,528 - mmaction - INFO - Epoch [61][240/396] lr: 2.611e-01, eta: 1 day, 14:43:05, time: 0.946, data_time: 0.004, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6451, loss_cls: 2.5914, loss: 2.5914, grad_norm: 1.3223, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9160, loss/aux0: 1.9160 2020-10-19 01:27:54,139 - mmaction - INFO - Epoch [61][260/396] lr: 2.611e-01, eta: 1 day, 14:41:34, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6581, loss_cls: 2.5734, loss: 2.5734, grad_norm: 1.3632, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9985, loss/aux0: 1.9985 2020-10-19 01:27:55,079 - mmaction - INFO - Epoch [61][260/396] lr: 2.611e-01, eta: 1 day, 14:42:34, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6581, loss_cls: 2.5734, loss: 2.5734, grad_norm: 1.3616, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9943, loss/aux0: 1.9943 2020-10-19 01:28:31,608 - mmaction - INFO - Epoch [61][280/396] lr: 2.611e-01, eta: 1 day, 14:41:03, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3938, top5_acc: 0.6521, loss_cls: 2.5740, loss: 2.5740, grad_norm: 1.3370, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9630, loss/aux0: 1.9630 2020-10-19 01:28:32,530 - mmaction - INFO - Epoch [61][280/396] lr: 2.611e-01, eta: 1 day, 14:42:03, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3938, top5_acc: 0.6521, loss_cls: 2.5740, loss: 2.5740, grad_norm: 1.3341, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9645, loss/aux0: 1.9645 2020-10-19 01:29:09,061 - mmaction - INFO - Epoch [61][300/396] lr: 2.611e-01, eta: 1 day, 14:40:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6557, loss_cls: 2.6164, loss: 2.6164, grad_norm: 1.3626, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9647, loss/aux0: 1.9647 2020-10-19 01:29:10,071 - mmaction - INFO - Epoch [61][300/396] lr: 2.611e-01, eta: 1 day, 14:41:32, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3784, top5_acc: 0.6557, loss_cls: 2.6164, loss: 2.6164, grad_norm: 1.3607, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9575, loss/aux0: 1.9575 2020-10-19 01:29:46,521 - mmaction - INFO - Epoch [61][320/396] lr: 2.611e-01, eta: 1 day, 14:40:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6445, loss_cls: 2.6115, loss: 2.6115, grad_norm: 1.3682, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9655, loss/aux0: 1.9655 2020-10-19 01:29:47,475 - mmaction - INFO - Epoch [61][320/396] lr: 2.611e-01, eta: 1 day, 14:41:00, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6445, loss_cls: 2.6115, loss: 2.6115, grad_norm: 1.3756, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9846, loss/aux0: 1.9846 2020-10-19 01:30:24,014 - mmaction - INFO - Epoch [61][340/396] lr: 2.611e-01, eta: 1 day, 14:39:29, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6479, loss_cls: 2.6163, loss: 2.6163, grad_norm: 1.3833, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0049, loss/aux0: 2.0049 2020-10-19 01:30:24,989 - mmaction - INFO - Epoch [61][340/396] lr: 2.611e-01, eta: 1 day, 14:40:29, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6479, loss_cls: 2.6163, loss: 2.6163, grad_norm: 1.3864, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7646, loss_cls/aux0: 1.9972, loss/aux0: 1.9972 2020-10-19 01:31:01,676 - mmaction - INFO - Epoch [61][360/396] lr: 2.611e-01, eta: 1 day, 14:38:58, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6448, loss_cls: 2.6690, loss: 2.6690, grad_norm: 1.3951, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9669, loss/aux0: 1.9669 2020-10-19 01:31:02,697 - mmaction - INFO - Epoch [61][360/396] lr: 2.611e-01, eta: 1 day, 14:39:59, time: 0.948, data_time: 0.001, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6448, loss_cls: 2.6690, loss: 2.6690, grad_norm: 1.3940, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9704, loss/aux0: 1.9704 2020-10-19 01:31:39,229 - mmaction - INFO - Epoch [61][380/396] lr: 2.611e-01, eta: 1 day, 14:38:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4003, top5_acc: 0.6581, loss_cls: 2.5370, loss: 2.5370, grad_norm: 1.3473, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9269, loss/aux0: 1.9269 2020-10-19 01:31:40,173 - mmaction - INFO - Epoch [61][380/396] lr: 2.611e-01, eta: 1 day, 14:39:27, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4003, top5_acc: 0.6581, loss_cls: 2.5370, loss: 2.5370, grad_norm: 1.3526, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9301, loss/aux0: 1.9301 2020-10-19 01:35:58,560 - mmaction - INFO - Epoch [62][20/396] lr: 2.599e-01, eta: 1 day, 14:35:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6542, loss_cls: 2.5469, loss: 2.5469, grad_norm: 1.3663, top1_acc/aux0: 0.5217, top5_acc/aux0: 0.7769, loss_cls/aux0: 1.9292, loss/aux0: 1.9292 2020-10-19 01:35:59,524 - mmaction - INFO - Epoch [62][20/396] lr: 2.599e-01, eta: 1 day, 14:36:55, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6542, loss_cls: 2.5469, loss: 2.5469, grad_norm: 1.3676, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9315, loss/aux0: 1.9315 2020-10-19 01:36:35,950 - mmaction - INFO - Epoch [62][40/396] lr: 2.599e-01, eta: 1 day, 14:35:24, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6583, loss_cls: 2.5581, loss: 2.5581, grad_norm: 1.4101, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9482, loss/aux0: 1.9482 2020-10-19 01:36:36,945 - mmaction - INFO - Epoch [62][40/396] lr: 2.599e-01, eta: 1 day, 14:36:23, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6583, loss_cls: 2.5581, loss: 2.5581, grad_norm: 1.4076, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9458, loss/aux0: 1.9458 2020-10-19 01:37:13,405 - mmaction - INFO - Epoch [62][60/396] lr: 2.599e-01, eta: 1 day, 14:34:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3943, top5_acc: 0.6510, loss_cls: 2.5712, loss: 2.5712, grad_norm: 1.4021, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9557, loss/aux0: 1.9557 2020-10-19 01:37:14,363 - mmaction - INFO - Epoch [62][60/396] lr: 2.599e-01, eta: 1 day, 14:35:52, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3943, top5_acc: 0.6510, loss_cls: 2.5712, loss: 2.5712, grad_norm: 1.4080, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9635, loss/aux0: 1.9635 2020-10-19 01:37:50,919 - mmaction - INFO - Epoch [62][80/396] lr: 2.599e-01, eta: 1 day, 14:34:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4031, top5_acc: 0.6620, loss_cls: 2.5347, loss: 2.5347, grad_norm: 1.3588, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9786, loss/aux0: 1.9786 2020-10-19 01:37:51,864 - mmaction - INFO - Epoch [62][80/396] lr: 2.599e-01, eta: 1 day, 14:35:20, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4031, top5_acc: 0.6620, loss_cls: 2.5347, loss: 2.5347, grad_norm: 1.3601, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9788, loss/aux0: 1.9788 2020-10-19 01:38:28,443 - mmaction - INFO - Epoch [62][100/396] lr: 2.599e-01, eta: 1 day, 14:33:50, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.3979, top5_acc: 0.6635, loss_cls: 2.5612, loss: 2.5612, grad_norm: 1.3740, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7643, loss_cls/aux0: 1.9864, loss/aux0: 1.9864 2020-10-19 01:38:29,391 - mmaction - INFO - Epoch [62][100/396] lr: 2.599e-01, eta: 1 day, 14:34:50, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3979, top5_acc: 0.6635, loss_cls: 2.5612, loss: 2.5612, grad_norm: 1.3735, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9757, loss/aux0: 1.9757 2020-10-19 01:39:05,951 - mmaction - INFO - Epoch [62][120/396] lr: 2.599e-01, eta: 1 day, 14:33:19, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3909, top5_acc: 0.6568, loss_cls: 2.5820, loss: 2.5820, grad_norm: 1.3776, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0041, loss/aux0: 2.0041 2020-10-19 01:39:06,887 - mmaction - INFO - Epoch [62][120/396] lr: 2.599e-01, eta: 1 day, 14:34:18, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3909, top5_acc: 0.6568, loss_cls: 2.5820, loss: 2.5820, grad_norm: 1.3674, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0031, loss/aux0: 2.0031 2020-10-19 01:39:43,421 - mmaction - INFO - Epoch [62][140/396] lr: 2.599e-01, eta: 1 day, 14:32:48, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3833, top5_acc: 0.6500, loss_cls: 2.6241, loss: 2.6241, grad_norm: 1.3613, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9589, loss/aux0: 1.9589 2020-10-19 01:39:44,366 - mmaction - INFO - Epoch [62][140/396] lr: 2.599e-01, eta: 1 day, 14:33:47, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3833, top5_acc: 0.6500, loss_cls: 2.6241, loss: 2.6241, grad_norm: 1.3582, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9662, loss/aux0: 1.9662 2020-10-19 01:40:21,048 - mmaction - INFO - Epoch [62][160/396] lr: 2.599e-01, eta: 1 day, 14:32:17, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6542, loss_cls: 2.6293, loss: 2.6293, grad_norm: 1.3693, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9529, loss/aux0: 1.9529 2020-10-19 01:40:22,010 - mmaction - INFO - Epoch [62][160/396] lr: 2.599e-01, eta: 1 day, 14:33:17, time: 0.946, data_time: 0.001, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6542, loss_cls: 2.6293, loss: 2.6293, grad_norm: 1.3716, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9522, loss/aux0: 1.9522 2020-10-19 01:40:58,445 - mmaction - INFO - Epoch [62][180/396] lr: 2.599e-01, eta: 1 day, 14:31:46, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3854, top5_acc: 0.6586, loss_cls: 2.6001, loss: 2.6001, grad_norm: 1.3881, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0018, loss/aux0: 2.0018 2020-10-19 01:40:59,398 - mmaction - INFO - Epoch [62][180/396] lr: 2.599e-01, eta: 1 day, 14:32:45, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3854, top5_acc: 0.6586, loss_cls: 2.6001, loss: 2.6001, grad_norm: 1.3847, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9960, loss/aux0: 1.9960 2020-10-19 01:41:35,950 - mmaction - INFO - Epoch [62][200/396] lr: 2.599e-01, eta: 1 day, 14:31:15, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3789, top5_acc: 0.6396, loss_cls: 2.6541, loss: 2.6541, grad_norm: 1.3493, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9353, loss/aux0: 1.9353 2020-10-19 01:41:36,906 - mmaction - INFO - Epoch [62][200/396] lr: 2.599e-01, eta: 1 day, 14:32:14, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3789, top5_acc: 0.6396, loss_cls: 2.6541, loss: 2.6541, grad_norm: 1.3574, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9328, loss/aux0: 1.9328 2020-10-19 01:42:13,340 - mmaction - INFO - Epoch [62][220/396] lr: 2.599e-01, eta: 1 day, 14:30:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3961, top5_acc: 0.6703, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.3715, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9538, loss/aux0: 1.9538 2020-10-19 01:42:14,294 - mmaction - INFO - Epoch [62][220/396] lr: 2.599e-01, eta: 1 day, 14:31:43, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3961, top5_acc: 0.6703, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.3599, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9534, loss/aux0: 1.9534 2020-10-19 01:42:50,807 - mmaction - INFO - Epoch [62][240/396] lr: 2.599e-01, eta: 1 day, 14:30:12, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6536, loss_cls: 2.6385, loss: 2.6385, grad_norm: 1.3664, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9970, loss/aux0: 1.9970 2020-10-19 01:42:51,765 - mmaction - INFO - Epoch [62][240/396] lr: 2.599e-01, eta: 1 day, 14:31:11, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6536, loss_cls: 2.6385, loss: 2.6385, grad_norm: 1.3686, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7719, loss_cls/aux0: 2.0042, loss/aux0: 2.0042 2020-10-19 01:43:28,283 - mmaction - INFO - Epoch [62][260/396] lr: 2.599e-01, eta: 1 day, 14:29:41, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6607, loss_cls: 2.6034, loss: 2.6034, grad_norm: 1.3528, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0286, loss/aux0: 2.0286 2020-10-19 01:43:29,270 - mmaction - INFO - Epoch [62][260/396] lr: 2.599e-01, eta: 1 day, 14:30:40, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6607, loss_cls: 2.6034, loss: 2.6034, grad_norm: 1.3512, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0195, loss/aux0: 2.0195 2020-10-19 01:44:05,664 - mmaction - INFO - Epoch [62][280/396] lr: 2.599e-01, eta: 1 day, 14:29:09, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3836, top5_acc: 0.6529, loss_cls: 2.5942, loss: 2.5942, grad_norm: 1.3673, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9820, loss/aux0: 1.9820 2020-10-19 01:44:06,637 - mmaction - INFO - Epoch [62][280/396] lr: 2.599e-01, eta: 1 day, 14:30:08, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3836, top5_acc: 0.6529, loss_cls: 2.5942, loss: 2.5942, grad_norm: 1.3600, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9830, loss/aux0: 1.9830 2020-10-19 01:44:43,062 - mmaction - INFO - Epoch [62][300/396] lr: 2.599e-01, eta: 1 day, 14:28:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6518, loss_cls: 2.6245, loss: 2.6245, grad_norm: 1.4063, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9468, loss/aux0: 1.9468 2020-10-19 01:44:44,092 - mmaction - INFO - Epoch [62][300/396] lr: 2.599e-01, eta: 1 day, 14:29:37, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6518, loss_cls: 2.6245, loss: 2.6245, grad_norm: 1.3999, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9564, loss/aux0: 1.9564 2020-10-19 01:45:20,535 - mmaction - INFO - Epoch [62][320/396] lr: 2.599e-01, eta: 1 day, 14:28:06, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3727, top5_acc: 0.6448, loss_cls: 2.6541, loss: 2.6541, grad_norm: 1.3508, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9511, loss/aux0: 1.9511 2020-10-19 01:45:21,493 - mmaction - INFO - Epoch [62][320/396] lr: 2.599e-01, eta: 1 day, 14:29:05, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3727, top5_acc: 0.6448, loss_cls: 2.6541, loss: 2.6541, grad_norm: 1.3432, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9536, loss/aux0: 1.9536 2020-10-19 01:45:58,007 - mmaction - INFO - Epoch [62][340/396] lr: 2.599e-01, eta: 1 day, 14:27:35, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6661, loss_cls: 2.5496, loss: 2.5496, grad_norm: 1.3514, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9655, loss/aux0: 1.9655 2020-10-19 01:45:58,951 - mmaction - INFO - Epoch [62][340/396] lr: 2.599e-01, eta: 1 day, 14:28:33, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6661, loss_cls: 2.5496, loss: 2.5496, grad_norm: 1.3532, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9588, loss/aux0: 1.9588 2020-10-19 01:46:35,410 - mmaction - INFO - Epoch [62][360/396] lr: 2.599e-01, eta: 1 day, 14:27:03, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6484, loss_cls: 2.6277, loss: 2.6277, grad_norm: 1.3776, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9457, loss/aux0: 1.9457 2020-10-19 01:46:36,348 - mmaction - INFO - Epoch [62][360/396] lr: 2.599e-01, eta: 1 day, 14:28:02, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6484, loss_cls: 2.6277, loss: 2.6277, grad_norm: 1.3679, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9365, loss/aux0: 1.9365 2020-10-19 01:47:12,932 - mmaction - INFO - Epoch [62][380/396] lr: 2.599e-01, eta: 1 day, 14:26:32, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3763, top5_acc: 0.6495, loss_cls: 2.6352, loss: 2.6352, grad_norm: 1.3732, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9054, loss/aux0: 1.9054 2020-10-19 01:47:13,866 - mmaction - INFO - Epoch [62][380/396] lr: 2.599e-01, eta: 1 day, 14:27:31, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3763, top5_acc: 0.6495, loss_cls: 2.6352, loss: 2.6352, grad_norm: 1.3718, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9136, loss/aux0: 1.9136 2020-10-19 01:51:36,994 - mmaction - INFO - Epoch [63][20/396] lr: 2.586e-01, eta: 1 day, 14:24:01, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3714, top5_acc: 0.6417, loss_cls: 2.6639, loss: 2.6639, grad_norm: 1.3677, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7681, loss_cls/aux0: 1.9597, loss/aux0: 1.9597 2020-10-19 01:51:37,968 - mmaction - INFO - Epoch [63][20/396] lr: 2.586e-01, eta: 1 day, 14:25:00, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3714, top5_acc: 0.6417, loss_cls: 2.6639, loss: 2.6639, grad_norm: 1.3671, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9686, loss/aux0: 1.9686 2020-10-19 01:52:14,392 - mmaction - INFO - Epoch [63][40/396] lr: 2.586e-01, eta: 1 day, 14:23:30, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6531, loss_cls: 2.5855, loss: 2.5855, grad_norm: 1.3617, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7625, loss_cls/aux0: 1.9999, loss/aux0: 1.9999 2020-10-19 01:52:15,376 - mmaction - INFO - Epoch [63][40/396] lr: 2.586e-01, eta: 1 day, 14:24:28, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6531, loss_cls: 2.5855, loss: 2.5855, grad_norm: 1.3626, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9894, loss/aux0: 1.9894 2020-10-19 01:52:51,828 - mmaction - INFO - Epoch [63][60/396] lr: 2.586e-01, eta: 1 day, 14:22:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3862, top5_acc: 0.6497, loss_cls: 2.6103, loss: 2.6103, grad_norm: 1.4087, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9888, loss/aux0: 1.9888 2020-10-19 01:52:52,788 - mmaction - INFO - Epoch [63][60/396] lr: 2.586e-01, eta: 1 day, 14:23:56, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3862, top5_acc: 0.6497, loss_cls: 2.6103, loss: 2.6103, grad_norm: 1.4146, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9851, loss/aux0: 1.9851 2020-10-19 01:53:29,320 - mmaction - INFO - Epoch [63][80/396] lr: 2.586e-01, eta: 1 day, 14:22:27, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3914, top5_acc: 0.6552, loss_cls: 2.5853, loss: 2.5853, grad_norm: 1.3572, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9430, loss/aux0: 1.9430 2020-10-19 01:53:30,273 - mmaction - INFO - Epoch [63][80/396] lr: 2.586e-01, eta: 1 day, 14:23:25, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3914, top5_acc: 0.6552, loss_cls: 2.5853, loss: 2.5853, grad_norm: 1.3672, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9532, loss/aux0: 1.9532 2020-10-19 01:54:06,782 - mmaction - INFO - Epoch [63][100/396] lr: 2.586e-01, eta: 1 day, 14:21:55, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6526, loss_cls: 2.6123, loss: 2.6123, grad_norm: 1.3582, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9791, loss/aux0: 1.9791 2020-10-19 01:54:07,710 - mmaction - INFO - Epoch [63][100/396] lr: 2.586e-01, eta: 1 day, 14:22:54, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6526, loss_cls: 2.6123, loss: 2.6123, grad_norm: 1.3532, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9823, loss/aux0: 1.9823 2020-10-19 01:54:44,241 - mmaction - INFO - Epoch [63][120/396] lr: 2.586e-01, eta: 1 day, 14:21:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6490, loss_cls: 2.6428, loss: 2.6428, grad_norm: 1.3864, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9801, loss/aux0: 1.9801 2020-10-19 01:54:45,196 - mmaction - INFO - Epoch [63][120/396] lr: 2.586e-01, eta: 1 day, 14:22:22, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6490, loss_cls: 2.6428, loss: 2.6428, grad_norm: 1.3832, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9702, loss/aux0: 1.9702 2020-10-19 01:55:21,756 - mmaction - INFO - Epoch [63][140/396] lr: 2.586e-01, eta: 1 day, 14:20:52, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6576, loss_cls: 2.5960, loss: 2.5960, grad_norm: 1.3579, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9432, loss/aux0: 1.9432 2020-10-19 01:55:22,710 - mmaction - INFO - Epoch [63][140/396] lr: 2.586e-01, eta: 1 day, 14:21:50, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6576, loss_cls: 2.5960, loss: 2.5960, grad_norm: 1.3563, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9507, loss/aux0: 1.9507 2020-10-19 01:55:59,258 - mmaction - INFO - Epoch [63][160/396] lr: 2.586e-01, eta: 1 day, 14:20:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3807, top5_acc: 0.6536, loss_cls: 2.5967, loss: 2.5967, grad_norm: 1.3624, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9170, loss/aux0: 1.9170 2020-10-19 01:56:00,227 - mmaction - INFO - Epoch [63][160/396] lr: 2.586e-01, eta: 1 day, 14:21:19, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3807, top5_acc: 0.6536, loss_cls: 2.5967, loss: 2.5967, grad_norm: 1.3675, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9156, loss/aux0: 1.9156 2020-10-19 01:56:36,776 - mmaction - INFO - Epoch [63][180/396] lr: 2.586e-01, eta: 1 day, 14:19:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6628, loss_cls: 2.5630, loss: 2.5630, grad_norm: 1.3810, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9930, loss/aux0: 1.9930 2020-10-19 01:56:37,733 - mmaction - INFO - Epoch [63][180/396] lr: 2.586e-01, eta: 1 day, 14:20:48, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6628, loss_cls: 2.5630, loss: 2.5630, grad_norm: 1.3764, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9961, loss/aux0: 1.9961 2020-10-19 01:57:14,314 - mmaction - INFO - Epoch [63][200/396] lr: 2.586e-01, eta: 1 day, 14:19:18, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6542, loss_cls: 2.5935, loss: 2.5935, grad_norm: 1.3737, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0352, loss/aux0: 2.0352 2020-10-19 01:57:15,276 - mmaction - INFO - Epoch [63][200/396] lr: 2.586e-01, eta: 1 day, 14:20:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6542, loss_cls: 2.5935, loss: 2.5935, grad_norm: 1.3765, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0234, loss/aux0: 2.0234 2020-10-19 01:57:51,873 - mmaction - INFO - Epoch [63][220/396] lr: 2.586e-01, eta: 1 day, 14:18:47, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6667, loss_cls: 2.5842, loss: 2.5842, grad_norm: 1.3684, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9631, loss/aux0: 1.9631 2020-10-19 01:57:52,821 - mmaction - INFO - Epoch [63][220/396] lr: 2.586e-01, eta: 1 day, 14:19:45, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3779, top5_acc: 0.6667, loss_cls: 2.5842, loss: 2.5842, grad_norm: 1.3534, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9581, loss/aux0: 1.9581 2020-10-19 01:58:29,286 - mmaction - INFO - Epoch [63][240/396] lr: 2.586e-01, eta: 1 day, 14:18:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6607, loss_cls: 2.5562, loss: 2.5562, grad_norm: 1.3524, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9372, loss/aux0: 1.9372 2020-10-19 01:58:30,243 - mmaction - INFO - Epoch [63][240/396] lr: 2.586e-01, eta: 1 day, 14:19:13, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6607, loss_cls: 2.5562, loss: 2.5562, grad_norm: 1.3557, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9436, loss/aux0: 1.9436 2020-10-19 01:59:06,754 - mmaction - INFO - Epoch [63][260/396] lr: 2.586e-01, eta: 1 day, 14:17:44, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6628, loss_cls: 2.5660, loss: 2.5660, grad_norm: 1.3981, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9893, loss/aux0: 1.9893 2020-10-19 01:59:07,708 - mmaction - INFO - Epoch [63][260/396] lr: 2.586e-01, eta: 1 day, 14:18:42, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6628, loss_cls: 2.5660, loss: 2.5660, grad_norm: 1.4057, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0007, loss/aux0: 2.0007 2020-10-19 01:59:44,401 - mmaction - INFO - Epoch [63][280/396] lr: 2.586e-01, eta: 1 day, 14:17:13, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.3836, top5_acc: 0.6495, loss_cls: 2.6335, loss: 2.6335, grad_norm: 1.3448, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9480, loss/aux0: 1.9480 2020-10-19 01:59:45,361 - mmaction - INFO - Epoch [63][280/396] lr: 2.586e-01, eta: 1 day, 14:18:11, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.3836, top5_acc: 0.6495, loss_cls: 2.6335, loss: 2.6335, grad_norm: 1.3369, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9294, loss/aux0: 1.9294 2020-10-19 02:00:21,882 - mmaction - INFO - Epoch [63][300/396] lr: 2.586e-01, eta: 1 day, 14:16:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6562, loss_cls: 2.5760, loss: 2.5760, grad_norm: 1.3527, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7638, loss_cls/aux0: 1.9537, loss/aux0: 1.9537 2020-10-19 02:00:22,896 - mmaction - INFO - Epoch [63][300/396] lr: 2.586e-01, eta: 1 day, 14:17:40, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6562, loss_cls: 2.5760, loss: 2.5760, grad_norm: 1.3615, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9560, loss/aux0: 1.9560 2020-10-19 02:00:59,411 - mmaction - INFO - Epoch [63][320/396] lr: 2.586e-01, eta: 1 day, 14:16:10, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6581, loss_cls: 2.5836, loss: 2.5836, grad_norm: 1.3976, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9187, loss/aux0: 1.9187 2020-10-19 02:01:00,362 - mmaction - INFO - Epoch [63][320/396] lr: 2.586e-01, eta: 1 day, 14:17:08, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6581, loss_cls: 2.5836, loss: 2.5836, grad_norm: 1.3913, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9253, loss/aux0: 1.9253 2020-10-19 02:01:36,935 - mmaction - INFO - Epoch [63][340/396] lr: 2.586e-01, eta: 1 day, 14:15:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6451, loss_cls: 2.6480, loss: 2.6480, grad_norm: 1.3847, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9378, loss/aux0: 1.9378 2020-10-19 02:01:37,876 - mmaction - INFO - Epoch [63][340/396] lr: 2.586e-01, eta: 1 day, 14:16:37, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6451, loss_cls: 2.6480, loss: 2.6480, grad_norm: 1.3780, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9308, loss/aux0: 1.9308 2020-10-19 02:02:14,309 - mmaction - INFO - Epoch [63][360/396] lr: 2.586e-01, eta: 1 day, 14:15:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6583, loss_cls: 2.5892, loss: 2.5892, grad_norm: 1.3686, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9312, loss/aux0: 1.9312 2020-10-19 02:02:15,274 - mmaction - INFO - Epoch [63][360/396] lr: 2.586e-01, eta: 1 day, 14:16:05, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6583, loss_cls: 2.5892, loss: 2.5892, grad_norm: 1.3661, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9253, loss/aux0: 1.9253 2020-10-19 02:02:51,855 - mmaction - INFO - Epoch [63][380/396] lr: 2.586e-01, eta: 1 day, 14:14:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3888, top5_acc: 0.6690, loss_cls: 2.5646, loss: 2.5646, grad_norm: 1.3955, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9610, loss/aux0: 1.9610 2020-10-19 02:02:52,803 - mmaction - INFO - Epoch [63][380/396] lr: 2.586e-01, eta: 1 day, 14:15:33, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3888, top5_acc: 0.6690, loss_cls: 2.5646, loss: 2.5646, grad_norm: 1.3882, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9664, loss/aux0: 1.9664 2020-10-19 02:07:11,575 - mmaction - INFO - Epoch [64][20/396] lr: 2.574e-01, eta: 1 day, 14:12:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6690, loss_cls: 2.5402, loss: 2.5402, grad_norm: 1.3943, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7637, loss_cls/aux0: 2.0041, loss/aux0: 2.0041 2020-10-19 02:07:12,585 - mmaction - INFO - Epoch [64][20/396] lr: 2.574e-01, eta: 1 day, 14:13:05, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6690, loss_cls: 2.5402, loss: 2.5402, grad_norm: 1.3930, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0041, loss/aux0: 2.0041 2020-10-19 02:07:49,030 - mmaction - INFO - Epoch [64][40/396] lr: 2.574e-01, eta: 1 day, 14:11:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6484, loss_cls: 2.5837, loss: 2.5837, grad_norm: 1.3612, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9308, loss/aux0: 1.9308 2020-10-19 02:07:49,978 - mmaction - INFO - Epoch [64][40/396] lr: 2.574e-01, eta: 1 day, 14:12:33, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6484, loss_cls: 2.5837, loss: 2.5837, grad_norm: 1.3558, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9306, loss/aux0: 1.9306 2020-10-19 02:08:26,487 - mmaction - INFO - Epoch [64][60/396] lr: 2.574e-01, eta: 1 day, 14:11:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6609, loss_cls: 2.5705, loss: 2.5705, grad_norm: 1.4015, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9446, loss/aux0: 1.9446 2020-10-19 02:08:27,436 - mmaction - INFO - Epoch [64][60/396] lr: 2.574e-01, eta: 1 day, 14:12:02, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6609, loss_cls: 2.5705, loss: 2.5705, grad_norm: 1.3980, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9367, loss/aux0: 1.9367 2020-10-19 02:09:03,983 - mmaction - INFO - Epoch [64][80/396] lr: 2.574e-01, eta: 1 day, 14:10:33, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6565, loss_cls: 2.6083, loss: 2.6083, grad_norm: 1.3698, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9341, loss/aux0: 1.9341 2020-10-19 02:09:04,973 - mmaction - INFO - Epoch [64][80/396] lr: 2.574e-01, eta: 1 day, 14:11:30, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6565, loss_cls: 2.6083, loss: 2.6083, grad_norm: 1.3743, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9436, loss/aux0: 1.9436 2020-10-19 02:09:41,614 - mmaction - INFO - Epoch [64][100/396] lr: 2.574e-01, eta: 1 day, 14:10:01, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3935, top5_acc: 0.6604, loss_cls: 2.5430, loss: 2.5430, grad_norm: 1.3776, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9454, loss/aux0: 1.9454 2020-10-19 02:09:42,563 - mmaction - INFO - Epoch [64][100/396] lr: 2.574e-01, eta: 1 day, 14:10:59, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3935, top5_acc: 0.6604, loss_cls: 2.5430, loss: 2.5430, grad_norm: 1.3865, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9453, loss/aux0: 1.9453 2020-10-19 02:10:19,126 - mmaction - INFO - Epoch [64][120/396] lr: 2.574e-01, eta: 1 day, 14:09:30, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6604, loss_cls: 2.6014, loss: 2.6014, grad_norm: 1.3456, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9322, loss/aux0: 1.9322 2020-10-19 02:10:20,096 - mmaction - INFO - Epoch [64][120/396] lr: 2.574e-01, eta: 1 day, 14:10:27, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6604, loss_cls: 2.6014, loss: 2.6014, grad_norm: 1.3367, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9244, loss/aux0: 1.9244 2020-10-19 02:10:56,588 - mmaction - INFO - Epoch [64][140/396] lr: 2.574e-01, eta: 1 day, 14:08:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6422, loss_cls: 2.6483, loss: 2.6483, grad_norm: 1.4032, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9597, loss/aux0: 1.9597 2020-10-19 02:10:57,540 - mmaction - INFO - Epoch [64][140/396] lr: 2.574e-01, eta: 1 day, 14:09:56, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6422, loss_cls: 2.6483, loss: 2.6483, grad_norm: 1.4051, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9708, loss/aux0: 1.9708 2020-10-19 02:11:33,985 - mmaction - INFO - Epoch [64][160/396] lr: 2.574e-01, eta: 1 day, 14:08:27, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3958, top5_acc: 0.6763, loss_cls: 2.5279, loss: 2.5279, grad_norm: 1.3975, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7625, loss_cls/aux0: 1.9732, loss/aux0: 1.9732 2020-10-19 02:11:34,938 - mmaction - INFO - Epoch [64][160/396] lr: 2.574e-01, eta: 1 day, 14:09:24, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3958, top5_acc: 0.6763, loss_cls: 2.5279, loss: 2.5279, grad_norm: 1.3972, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7620, loss_cls/aux0: 1.9677, loss/aux0: 1.9677 2020-10-19 02:12:11,616 - mmaction - INFO - Epoch [64][180/396] lr: 2.574e-01, eta: 1 day, 14:07:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6568, loss_cls: 2.5979, loss: 2.5979, grad_norm: 1.3795, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9591, loss/aux0: 1.9591 2020-10-19 02:12:12,565 - mmaction - INFO - Epoch [64][180/396] lr: 2.574e-01, eta: 1 day, 14:08:53, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6568, loss_cls: 2.5979, loss: 2.5979, grad_norm: 1.3828, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9642, loss/aux0: 1.9642 2020-10-19 02:12:49,073 - mmaction - INFO - Epoch [64][200/396] lr: 2.574e-01, eta: 1 day, 14:07:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6521, loss_cls: 2.6146, loss: 2.6146, grad_norm: 1.3774, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9792, loss/aux0: 1.9792 2020-10-19 02:12:50,027 - mmaction - INFO - Epoch [64][200/396] lr: 2.574e-01, eta: 1 day, 14:08:21, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3732, top5_acc: 0.6521, loss_cls: 2.6146, loss: 2.6146, grad_norm: 1.3787, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9843, loss/aux0: 1.9843 2020-10-19 02:13:26,515 - mmaction - INFO - Epoch [64][220/396] lr: 2.574e-01, eta: 1 day, 14:06:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4042, top5_acc: 0.6732, loss_cls: 2.5202, loss: 2.5202, grad_norm: 1.4130, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9386, loss/aux0: 1.9386 2020-10-19 02:13:27,500 - mmaction - INFO - Epoch [64][220/396] lr: 2.574e-01, eta: 1 day, 14:07:49, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4042, top5_acc: 0.6732, loss_cls: 2.5202, loss: 2.5202, grad_norm: 1.4096, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9300, loss/aux0: 1.9300 2020-10-19 02:14:04,074 - mmaction - INFO - Epoch [64][240/396] lr: 2.574e-01, eta: 1 day, 14:06:21, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3799, top5_acc: 0.6628, loss_cls: 2.5751, loss: 2.5751, grad_norm: 1.3812, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9713, loss/aux0: 1.9713 2020-10-19 02:14:05,031 - mmaction - INFO - Epoch [64][240/396] lr: 2.574e-01, eta: 1 day, 14:07:18, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3799, top5_acc: 0.6628, loss_cls: 2.5751, loss: 2.5751, grad_norm: 1.3841, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9694, loss/aux0: 1.9694 2020-10-19 02:14:41,563 - mmaction - INFO - Epoch [64][260/396] lr: 2.574e-01, eta: 1 day, 14:05:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3844, top5_acc: 0.6576, loss_cls: 2.5746, loss: 2.5746, grad_norm: 1.3661, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9999, loss/aux0: 1.9999 2020-10-19 02:14:42,560 - mmaction - INFO - Epoch [64][260/396] lr: 2.574e-01, eta: 1 day, 14:06:46, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3844, top5_acc: 0.6576, loss_cls: 2.5746, loss: 2.5746, grad_norm: 1.3670, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0045, loss/aux0: 2.0045 2020-10-19 02:15:19,105 - mmaction - INFO - Epoch [64][280/396] lr: 2.574e-01, eta: 1 day, 14:05:18, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6586, loss_cls: 2.5360, loss: 2.5360, grad_norm: 1.3610, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9918, loss/aux0: 1.9918 2020-10-19 02:15:20,077 - mmaction - INFO - Epoch [64][280/396] lr: 2.574e-01, eta: 1 day, 14:06:15, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6586, loss_cls: 2.5360, loss: 2.5360, grad_norm: 1.3652, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9809, loss/aux0: 1.9809 2020-10-19 02:15:56,639 - mmaction - INFO - Epoch [64][300/396] lr: 2.574e-01, eta: 1 day, 14:04:47, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3742, top5_acc: 0.6469, loss_cls: 2.6453, loss: 2.6453, grad_norm: 1.3381, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9022, loss/aux0: 1.9022 2020-10-19 02:15:57,581 - mmaction - INFO - Epoch [64][300/396] lr: 2.574e-01, eta: 1 day, 14:05:43, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3742, top5_acc: 0.6469, loss_cls: 2.6453, loss: 2.6453, grad_norm: 1.3325, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.8996, loss/aux0: 1.8996 2020-10-19 02:16:34,157 - mmaction - INFO - Epoch [64][320/396] lr: 2.574e-01, eta: 1 day, 14:04:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6516, loss_cls: 2.6129, loss: 2.6129, grad_norm: 1.3530, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9412, loss/aux0: 1.9412 2020-10-19 02:16:35,168 - mmaction - INFO - Epoch [64][320/396] lr: 2.574e-01, eta: 1 day, 14:05:12, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6516, loss_cls: 2.6129, loss: 2.6129, grad_norm: 1.3696, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9697, loss/aux0: 1.9697 2020-10-19 02:17:11,615 - mmaction - INFO - Epoch [64][340/396] lr: 2.574e-01, eta: 1 day, 14:03:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6615, loss_cls: 2.5845, loss: 2.5845, grad_norm: 1.3645, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9727, loss/aux0: 1.9727 2020-10-19 02:17:12,573 - mmaction - INFO - Epoch [64][340/396] lr: 2.574e-01, eta: 1 day, 14:04:40, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6615, loss_cls: 2.5845, loss: 2.5845, grad_norm: 1.3638, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9349, loss/aux0: 1.9349 2020-10-19 02:17:49,091 - mmaction - INFO - Epoch [64][360/396] lr: 2.574e-01, eta: 1 day, 14:03:12, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6487, loss_cls: 2.6043, loss: 2.6043, grad_norm: 1.3821, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9541, loss/aux0: 1.9541 2020-10-19 02:17:50,036 - mmaction - INFO - Epoch [64][360/396] lr: 2.574e-01, eta: 1 day, 14:04:08, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3810, top5_acc: 0.6487, loss_cls: 2.6043, loss: 2.6043, grad_norm: 1.3782, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9667, loss/aux0: 1.9667 2020-10-19 02:18:26,490 - mmaction - INFO - Epoch [64][380/396] lr: 2.574e-01, eta: 1 day, 14:02:40, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6534, loss_cls: 2.5696, loss: 2.5696, grad_norm: 1.3743, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9638, loss/aux0: 1.9638 2020-10-19 02:18:27,454 - mmaction - INFO - Epoch [64][380/396] lr: 2.574e-01, eta: 1 day, 14:03:36, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6534, loss_cls: 2.5696, loss: 2.5696, grad_norm: 1.3758, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9603, loss/aux0: 1.9603 2020-10-19 02:18:59,402 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-19 02:20:42,973 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 02:20:43,094 - mmaction - INFO - top1_acc 0.4841 top5_acc 0.7695 2020-10-19 02:20:43,095 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 02:20:43,118 - mmaction - INFO - mean_acc 0.4840 2020-10-19 02:20:43,118 - mmaction - INFO - Now best checkpoint is epoch_64.pth 2020-10-19 02:20:43,134 - mmaction - INFO - Epoch(val) [64][396] top1_acc: 0.4841, top5_acc: 0.7695, mean_class_accuracy: 0.4840 2020-10-19 02:24:30,175 - mmaction - INFO - Epoch [65][20/396] lr: 2.561e-01, eta: 1 day, 14:00:13, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6622, loss_cls: 2.5472, loss: 2.5472, grad_norm: 1.3711, top1_acc/aux0: 0.5329, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9297, loss/aux0: 1.9297 2020-10-19 02:24:31,152 - mmaction - INFO - Epoch [65][20/396] lr: 2.561e-01, eta: 1 day, 14:01:09, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6622, loss_cls: 2.5472, loss: 2.5472, grad_norm: 1.3832, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9329, loss/aux0: 1.9329 2020-10-19 02:25:07,578 - mmaction - INFO - Epoch [65][40/396] lr: 2.561e-01, eta: 1 day, 13:59:41, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6445, loss_cls: 2.6033, loss: 2.6033, grad_norm: 1.3639, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9688, loss/aux0: 1.9688 2020-10-19 02:25:08,535 - mmaction - INFO - Epoch [65][40/396] lr: 2.561e-01, eta: 1 day, 14:00:37, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6445, loss_cls: 2.6033, loss: 2.6033, grad_norm: 1.3610, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9674, loss/aux0: 1.9674 2020-10-19 02:25:45,077 - mmaction - INFO - Epoch [65][60/396] lr: 2.561e-01, eta: 1 day, 13:59:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6503, loss_cls: 2.5879, loss: 2.5879, grad_norm: 1.3638, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9633, loss/aux0: 1.9633 2020-10-19 02:25:46,028 - mmaction - INFO - Epoch [65][60/396] lr: 2.561e-01, eta: 1 day, 14:00:05, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6503, loss_cls: 2.5879, loss: 2.5879, grad_norm: 1.3660, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9615, loss/aux0: 1.9615 2020-10-19 02:26:22,487 - mmaction - INFO - Epoch [65][80/396] lr: 2.561e-01, eta: 1 day, 13:58:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6638, loss_cls: 2.5892, loss: 2.5892, grad_norm: 1.4017, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9775, loss/aux0: 1.9775 2020-10-19 02:26:23,440 - mmaction - INFO - Epoch [65][80/396] lr: 2.561e-01, eta: 1 day, 13:59:34, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6638, loss_cls: 2.5892, loss: 2.5892, grad_norm: 1.4046, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9691, loss/aux0: 1.9691 2020-10-19 02:27:00,044 - mmaction - INFO - Epoch [65][100/396] lr: 2.561e-01, eta: 1 day, 13:58:06, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6487, loss_cls: 2.5999, loss: 2.5999, grad_norm: 1.3684, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9038, loss/aux0: 1.9038 2020-10-19 02:27:01,001 - mmaction - INFO - Epoch [65][100/396] lr: 2.561e-01, eta: 1 day, 13:59:02, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6487, loss_cls: 2.5999, loss: 2.5999, grad_norm: 1.3745, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9251, loss/aux0: 1.9251 2020-10-19 02:27:37,512 - mmaction - INFO - Epoch [65][120/396] lr: 2.561e-01, eta: 1 day, 13:57:35, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3844, top5_acc: 0.6547, loss_cls: 2.5979, loss: 2.5979, grad_norm: 1.3769, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0347, loss/aux0: 2.0347 2020-10-19 02:27:38,446 - mmaction - INFO - Epoch [65][120/396] lr: 2.561e-01, eta: 1 day, 13:58:31, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3844, top5_acc: 0.6547, loss_cls: 2.5979, loss: 2.5979, grad_norm: 1.3771, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0237, loss/aux0: 2.0237 2020-10-19 02:28:14,928 - mmaction - INFO - Epoch [65][140/396] lr: 2.561e-01, eta: 1 day, 13:57:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3802, top5_acc: 0.6560, loss_cls: 2.6051, loss: 2.6051, grad_norm: 1.3709, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9345, loss/aux0: 1.9345 2020-10-19 02:28:15,864 - mmaction - INFO - Epoch [65][140/396] lr: 2.561e-01, eta: 1 day, 13:57:59, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3802, top5_acc: 0.6560, loss_cls: 2.6051, loss: 2.6051, grad_norm: 1.3690, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9316, loss/aux0: 1.9316 2020-10-19 02:28:52,454 - mmaction - INFO - Epoch [65][160/396] lr: 2.561e-01, eta: 1 day, 13:56:32, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6492, loss_cls: 2.6010, loss: 2.6010, grad_norm: 1.3432, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9404, loss/aux0: 1.9404 2020-10-19 02:28:53,484 - mmaction - INFO - Epoch [65][160/396] lr: 2.561e-01, eta: 1 day, 13:57:28, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6492, loss_cls: 2.6010, loss: 2.6010, grad_norm: 1.3447, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9405, loss/aux0: 1.9405 2020-10-19 02:29:30,039 - mmaction - INFO - Epoch [65][180/396] lr: 2.561e-01, eta: 1 day, 13:56:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6661, loss_cls: 2.5637, loss: 2.5637, grad_norm: 1.3701, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9348, loss/aux0: 1.9348 2020-10-19 02:29:30,995 - mmaction - INFO - Epoch [65][180/396] lr: 2.561e-01, eta: 1 day, 13:56:56, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6661, loss_cls: 2.5637, loss: 2.5637, grad_norm: 1.3721, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9372, loss/aux0: 1.9372 2020-10-19 02:30:07,572 - mmaction - INFO - Epoch [65][200/396] lr: 2.561e-01, eta: 1 day, 13:55:29, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6565, loss_cls: 2.6370, loss: 2.6370, grad_norm: 1.3755, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9815, loss/aux0: 1.9815 2020-10-19 02:30:08,518 - mmaction - INFO - Epoch [65][200/396] lr: 2.561e-01, eta: 1 day, 13:56:24, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6565, loss_cls: 2.6370, loss: 2.6370, grad_norm: 1.3746, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9836, loss/aux0: 1.9836 2020-10-19 02:30:45,012 - mmaction - INFO - Epoch [65][220/396] lr: 2.561e-01, eta: 1 day, 13:54:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6581, loss_cls: 2.5701, loss: 2.5701, grad_norm: 1.3402, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9144, loss/aux0: 1.9144 2020-10-19 02:30:45,975 - mmaction - INFO - Epoch [65][220/396] lr: 2.561e-01, eta: 1 day, 13:55:53, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6581, loss_cls: 2.5701, loss: 2.5701, grad_norm: 1.3404, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9108, loss/aux0: 1.9108 2020-10-19 02:31:22,462 - mmaction - INFO - Epoch [65][240/396] lr: 2.561e-01, eta: 1 day, 13:54:25, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6536, loss_cls: 2.5874, loss: 2.5874, grad_norm: 1.3529, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8680, loss/aux0: 1.8680 2020-10-19 02:31:23,423 - mmaction - INFO - Epoch [65][240/396] lr: 2.561e-01, eta: 1 day, 13:55:21, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6536, loss_cls: 2.5874, loss: 2.5874, grad_norm: 1.3576, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8698, loss/aux0: 1.8698 2020-10-19 02:31:59,969 - mmaction - INFO - Epoch [65][260/396] lr: 2.561e-01, eta: 1 day, 13:53:54, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3797, top5_acc: 0.6641, loss_cls: 2.5678, loss: 2.5678, grad_norm: 1.3793, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9746, loss/aux0: 1.9746 2020-10-19 02:32:00,966 - mmaction - INFO - Epoch [65][260/396] lr: 2.561e-01, eta: 1 day, 13:54:49, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3797, top5_acc: 0.6641, loss_cls: 2.5678, loss: 2.5678, grad_norm: 1.3735, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9718, loss/aux0: 1.9718 2020-10-19 02:32:37,514 - mmaction - INFO - Epoch [65][280/396] lr: 2.561e-01, eta: 1 day, 13:53:22, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6523, loss_cls: 2.6304, loss: 2.6304, grad_norm: 1.3818, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9536, loss/aux0: 1.9536 2020-10-19 02:32:38,479 - mmaction - INFO - Epoch [65][280/396] lr: 2.561e-01, eta: 1 day, 13:54:17, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6523, loss_cls: 2.6304, loss: 2.6304, grad_norm: 1.3810, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9647, loss/aux0: 1.9647 2020-10-19 02:33:14,987 - mmaction - INFO - Epoch [65][300/396] lr: 2.561e-01, eta: 1 day, 13:52:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6482, loss_cls: 2.6360, loss: 2.6360, grad_norm: 1.3515, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9898, loss/aux0: 1.9898 2020-10-19 02:33:15,965 - mmaction - INFO - Epoch [65][300/396] lr: 2.561e-01, eta: 1 day, 13:53:46, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3758, top5_acc: 0.6482, loss_cls: 2.6360, loss: 2.6360, grad_norm: 1.3564, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9780, loss/aux0: 1.9780 2020-10-19 02:33:52,409 - mmaction - INFO - Epoch [65][320/396] lr: 2.561e-01, eta: 1 day, 13:52:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6633, loss_cls: 2.5576, loss: 2.5576, grad_norm: 1.3778, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9882, loss/aux0: 1.9882 2020-10-19 02:33:53,371 - mmaction - INFO - Epoch [65][320/396] lr: 2.561e-01, eta: 1 day, 13:53:14, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6633, loss_cls: 2.5576, loss: 2.5576, grad_norm: 1.3797, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9933, loss/aux0: 1.9933 2020-10-19 02:34:29,848 - mmaction - INFO - Epoch [65][340/396] lr: 2.561e-01, eta: 1 day, 13:51:47, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3919, top5_acc: 0.6477, loss_cls: 2.6021, loss: 2.6021, grad_norm: 1.3577, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9372, loss/aux0: 1.9372 2020-10-19 02:34:30,803 - mmaction - INFO - Epoch [65][340/396] lr: 2.561e-01, eta: 1 day, 13:52:42, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3919, top5_acc: 0.6477, loss_cls: 2.6021, loss: 2.6021, grad_norm: 1.3567, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9385, loss/aux0: 1.9385 2020-10-19 02:35:07,219 - mmaction - INFO - Epoch [65][360/396] lr: 2.561e-01, eta: 1 day, 13:51:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6570, loss_cls: 2.5835, loss: 2.5835, grad_norm: 1.3708, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9451, loss/aux0: 1.9451 2020-10-19 02:35:08,160 - mmaction - INFO - Epoch [65][360/396] lr: 2.561e-01, eta: 1 day, 13:52:10, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6570, loss_cls: 2.5835, loss: 2.5835, grad_norm: 1.3762, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9375, loss/aux0: 1.9375 2020-10-19 02:35:44,689 - mmaction - INFO - Epoch [65][380/396] lr: 2.561e-01, eta: 1 day, 13:50:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6505, loss_cls: 2.5780, loss: 2.5780, grad_norm: 1.3462, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9288, loss/aux0: 1.9288 2020-10-19 02:35:45,622 - mmaction - INFO - Epoch [65][380/396] lr: 2.561e-01, eta: 1 day, 13:51:38, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6505, loss_cls: 2.5780, loss: 2.5780, grad_norm: 1.3504, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9358, loss/aux0: 1.9358 2020-10-19 02:40:05,757 - mmaction - INFO - Epoch [66][20/396] lr: 2.548e-01, eta: 1 day, 13:48:17, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4023, top5_acc: 0.6753, loss_cls: 2.5205, loss: 2.5205, grad_norm: 1.3682, top1_acc/aux0: 0.5118, top5_acc/aux0: 0.7697, loss_cls/aux0: 1.9710, loss/aux0: 1.9710 2020-10-19 02:40:06,695 - mmaction - INFO - Epoch [66][20/396] lr: 2.548e-01, eta: 1 day, 13:49:12, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4023, top5_acc: 0.6753, loss_cls: 2.5205, loss: 2.5205, grad_norm: 1.3606, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9698, loss/aux0: 1.9698 2020-10-19 02:40:43,111 - mmaction - INFO - Epoch [66][40/396] lr: 2.548e-01, eta: 1 day, 13:47:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3958, top5_acc: 0.6771, loss_cls: 2.5334, loss: 2.5334, grad_norm: 1.3776, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9907, loss/aux0: 1.9907 2020-10-19 02:40:44,063 - mmaction - INFO - Epoch [66][40/396] lr: 2.548e-01, eta: 1 day, 13:48:40, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3958, top5_acc: 0.6771, loss_cls: 2.5334, loss: 2.5334, grad_norm: 1.3710, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9844, loss/aux0: 1.9844 2020-10-19 02:41:20,618 - mmaction - INFO - Epoch [66][60/396] lr: 2.548e-01, eta: 1 day, 13:47:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6422, loss_cls: 2.6444, loss: 2.6444, grad_norm: 1.3229, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8624, loss/aux0: 1.8624 2020-10-19 02:41:21,608 - mmaction - INFO - Epoch [66][60/396] lr: 2.548e-01, eta: 1 day, 13:48:09, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6422, loss_cls: 2.6444, loss: 2.6444, grad_norm: 1.3211, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8626, loss/aux0: 1.8626 2020-10-19 02:41:58,163 - mmaction - INFO - Epoch [66][80/396] lr: 2.548e-01, eta: 1 day, 13:46:42, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6526, loss_cls: 2.5983, loss: 2.5983, grad_norm: 1.3792, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9214, loss/aux0: 1.9214 2020-10-19 02:41:59,120 - mmaction - INFO - Epoch [66][80/396] lr: 2.548e-01, eta: 1 day, 13:47:37, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6526, loss_cls: 2.5983, loss: 2.5983, grad_norm: 1.3836, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9420, loss/aux0: 1.9420 2020-10-19 02:42:35,607 - mmaction - INFO - Epoch [66][100/396] lr: 2.548e-01, eta: 1 day, 13:46:11, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6513, loss_cls: 2.5931, loss: 2.5931, grad_norm: 1.3718, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9484, loss/aux0: 1.9484 2020-10-19 02:42:36,568 - mmaction - INFO - Epoch [66][100/396] lr: 2.548e-01, eta: 1 day, 13:47:06, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6513, loss_cls: 2.5931, loss: 2.5931, grad_norm: 1.3754, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9392, loss/aux0: 1.9392 2020-10-19 02:43:13,055 - mmaction - INFO - Epoch [66][120/396] lr: 2.548e-01, eta: 1 day, 13:45:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6396, loss_cls: 2.6301, loss: 2.6301, grad_norm: 1.3825, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9214, loss/aux0: 1.9214 2020-10-19 02:43:14,065 - mmaction - INFO - Epoch [66][120/396] lr: 2.548e-01, eta: 1 day, 13:46:34, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3747, top5_acc: 0.6396, loss_cls: 2.6301, loss: 2.6301, grad_norm: 1.3835, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9228, loss/aux0: 1.9228 2020-10-19 02:43:50,630 - mmaction - INFO - Epoch [66][140/396] lr: 2.548e-01, eta: 1 day, 13:45:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6552, loss_cls: 2.5777, loss: 2.5777, grad_norm: 1.3934, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9492, loss/aux0: 1.9492 2020-10-19 02:43:51,654 - mmaction - INFO - Epoch [66][140/396] lr: 2.548e-01, eta: 1 day, 13:46:02, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6552, loss_cls: 2.5777, loss: 2.5777, grad_norm: 1.4022, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9639, loss/aux0: 1.9639 2020-10-19 02:44:28,148 - mmaction - INFO - Epoch [66][160/396] lr: 2.548e-01, eta: 1 day, 13:44:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3836, top5_acc: 0.6591, loss_cls: 2.5739, loss: 2.5739, grad_norm: 1.3759, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0053, loss/aux0: 2.0053 2020-10-19 02:44:29,108 - mmaction - INFO - Epoch [66][160/396] lr: 2.548e-01, eta: 1 day, 13:45:30, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3836, top5_acc: 0.6591, loss_cls: 2.5739, loss: 2.5739, grad_norm: 1.3719, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9799, loss/aux0: 1.9799 2020-10-19 02:45:05,678 - mmaction - INFO - Epoch [66][180/396] lr: 2.548e-01, eta: 1 day, 13:44:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6615, loss_cls: 2.5686, loss: 2.5686, grad_norm: 1.3689, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8998, loss/aux0: 1.8998 2020-10-19 02:45:06,630 - mmaction - INFO - Epoch [66][180/396] lr: 2.548e-01, eta: 1 day, 13:44:59, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6615, loss_cls: 2.5686, loss: 2.5686, grad_norm: 1.3628, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8946, loss/aux0: 1.8946 2020-10-19 02:45:43,109 - mmaction - INFO - Epoch [66][200/396] lr: 2.548e-01, eta: 1 day, 13:43:33, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3917, top5_acc: 0.6565, loss_cls: 2.6200, loss: 2.6200, grad_norm: 1.3941, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8751, loss/aux0: 1.8751 2020-10-19 02:45:44,063 - mmaction - INFO - Epoch [66][200/396] lr: 2.548e-01, eta: 1 day, 13:44:27, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3917, top5_acc: 0.6565, loss_cls: 2.6200, loss: 2.6200, grad_norm: 1.3944, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8851, loss/aux0: 1.8851 2020-10-19 02:46:20,693 - mmaction - INFO - Epoch [66][220/396] lr: 2.548e-01, eta: 1 day, 13:43:01, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3935, top5_acc: 0.6599, loss_cls: 2.5729, loss: 2.5729, grad_norm: 1.3618, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9593, loss/aux0: 1.9593 2020-10-19 02:46:21,659 - mmaction - INFO - Epoch [66][220/396] lr: 2.548e-01, eta: 1 day, 13:43:56, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3935, top5_acc: 0.6599, loss_cls: 2.5729, loss: 2.5729, grad_norm: 1.3587, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9630, loss/aux0: 1.9630 2020-10-19 02:46:58,199 - mmaction - INFO - Epoch [66][240/396] lr: 2.548e-01, eta: 1 day, 13:42:29, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3820, top5_acc: 0.6641, loss_cls: 2.5630, loss: 2.5630, grad_norm: 1.4259, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9663, loss/aux0: 1.9663 2020-10-19 02:46:59,147 - mmaction - INFO - Epoch [66][240/396] lr: 2.548e-01, eta: 1 day, 13:43:24, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3820, top5_acc: 0.6641, loss_cls: 2.5630, loss: 2.5630, grad_norm: 1.4287, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9624, loss/aux0: 1.9624 2020-10-19 02:47:35,716 - mmaction - INFO - Epoch [66][260/396] lr: 2.548e-01, eta: 1 day, 13:41:58, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6508, loss_cls: 2.6146, loss: 2.6146, grad_norm: 1.3905, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9119, loss/aux0: 1.9119 2020-10-19 02:47:36,660 - mmaction - INFO - Epoch [66][260/396] lr: 2.548e-01, eta: 1 day, 13:42:52, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6508, loss_cls: 2.6146, loss: 2.6146, grad_norm: 1.3880, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9006, loss/aux0: 1.9006 2020-10-19 02:48:13,119 - mmaction - INFO - Epoch [66][280/396] lr: 2.548e-01, eta: 1 day, 13:41:26, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3846, top5_acc: 0.6510, loss_cls: 2.6199, loss: 2.6199, grad_norm: 1.3720, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9177, loss/aux0: 1.9177 2020-10-19 02:48:14,077 - mmaction - INFO - Epoch [66][280/396] lr: 2.548e-01, eta: 1 day, 13:42:20, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3846, top5_acc: 0.6510, loss_cls: 2.6199, loss: 2.6199, grad_norm: 1.3770, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9315, loss/aux0: 1.9315 2020-10-19 02:48:50,605 - mmaction - INFO - Epoch [66][300/396] lr: 2.548e-01, eta: 1 day, 13:40:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6448, loss_cls: 2.6402, loss: 2.6402, grad_norm: 1.3680, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9283, loss/aux0: 1.9283 2020-10-19 02:48:51,542 - mmaction - INFO - Epoch [66][300/396] lr: 2.548e-01, eta: 1 day, 13:41:48, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6448, loss_cls: 2.6402, loss: 2.6402, grad_norm: 1.3715, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9287, loss/aux0: 1.9287 2020-10-19 02:49:28,062 - mmaction - INFO - Epoch [66][320/396] lr: 2.548e-01, eta: 1 day, 13:40:22, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6542, loss_cls: 2.5830, loss: 2.5830, grad_norm: 1.3579, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9956, loss/aux0: 1.9956 2020-10-19 02:49:28,999 - mmaction - INFO - Epoch [66][320/396] lr: 2.548e-01, eta: 1 day, 13:41:16, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6542, loss_cls: 2.5830, loss: 2.5830, grad_norm: 1.3592, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0091, loss/aux0: 2.0091 2020-10-19 02:50:05,598 - mmaction - INFO - Epoch [66][340/396] lr: 2.548e-01, eta: 1 day, 13:39:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3854, top5_acc: 0.6565, loss_cls: 2.5831, loss: 2.5831, grad_norm: 1.3522, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9683, loss/aux0: 1.9683 2020-10-19 02:50:06,589 - mmaction - INFO - Epoch [66][340/396] lr: 2.548e-01, eta: 1 day, 13:40:45, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3854, top5_acc: 0.6565, loss_cls: 2.5831, loss: 2.5831, grad_norm: 1.3571, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9564, loss/aux0: 1.9564 2020-10-19 02:50:43,047 - mmaction - INFO - Epoch [66][360/396] lr: 2.548e-01, eta: 1 day, 13:39:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3891, top5_acc: 0.6484, loss_cls: 2.6018, loss: 2.6018, grad_norm: 1.3800, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9430, loss/aux0: 1.9430 2020-10-19 02:50:44,002 - mmaction - INFO - Epoch [66][360/396] lr: 2.548e-01, eta: 1 day, 13:40:13, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3891, top5_acc: 0.6484, loss_cls: 2.6018, loss: 2.6018, grad_norm: 1.3785, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9291, loss/aux0: 1.9291 2020-10-19 02:51:20,524 - mmaction - INFO - Epoch [66][380/396] lr: 2.548e-01, eta: 1 day, 13:38:47, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6622, loss_cls: 2.5781, loss: 2.5781, grad_norm: 1.3929, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9885, loss/aux0: 1.9885 2020-10-19 02:51:21,478 - mmaction - INFO - Epoch [66][380/396] lr: 2.548e-01, eta: 1 day, 13:39:41, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6622, loss_cls: 2.5781, loss: 2.5781, grad_norm: 1.3867, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7622, loss_cls/aux0: 1.9999, loss/aux0: 1.9999 2020-10-19 02:55:44,057 - mmaction - INFO - Epoch [67][20/396] lr: 2.534e-01, eta: 1 day, 13:36:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6784, loss_cls: 2.5046, loss: 2.5046, grad_norm: 1.3872, top1_acc/aux0: 0.5181, top5_acc/aux0: 0.7717, loss_cls/aux0: 1.9620, loss/aux0: 1.9620 2020-10-19 02:55:45,003 - mmaction - INFO - Epoch [67][20/396] lr: 2.534e-01, eta: 1 day, 13:37:17, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6784, loss_cls: 2.5046, loss: 2.5046, grad_norm: 1.3864, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9666, loss/aux0: 1.9666 2020-10-19 02:56:21,531 - mmaction - INFO - Epoch [67][40/396] lr: 2.534e-01, eta: 1 day, 13:35:51, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3966, top5_acc: 0.6630, loss_cls: 2.5525, loss: 2.5525, grad_norm: 1.3979, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.9261, loss/aux0: 1.9261 2020-10-19 02:56:22,517 - mmaction - INFO - Epoch [67][40/396] lr: 2.534e-01, eta: 1 day, 13:36:45, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3966, top5_acc: 0.6630, loss_cls: 2.5525, loss: 2.5525, grad_norm: 1.3879, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.9170, loss/aux0: 1.9170 2020-10-19 02:56:58,881 - mmaction - INFO - Epoch [67][60/396] lr: 2.534e-01, eta: 1 day, 13:35:19, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6458, loss_cls: 2.6180, loss: 2.6180, grad_norm: 1.4088, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9914, loss/aux0: 1.9914 2020-10-19 02:56:59,824 - mmaction - INFO - Epoch [67][60/396] lr: 2.534e-01, eta: 1 day, 13:36:13, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6458, loss_cls: 2.6180, loss: 2.6180, grad_norm: 1.4016, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9887, loss/aux0: 1.9887 2020-10-19 02:57:36,293 - mmaction - INFO - Epoch [67][80/396] lr: 2.534e-01, eta: 1 day, 13:34:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3833, top5_acc: 0.6534, loss_cls: 2.6140, loss: 2.6140, grad_norm: 1.3868, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7638, loss_cls/aux0: 1.9585, loss/aux0: 1.9585 2020-10-19 02:57:37,247 - mmaction - INFO - Epoch [67][80/396] lr: 2.534e-01, eta: 1 day, 13:35:41, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3833, top5_acc: 0.6534, loss_cls: 2.6140, loss: 2.6140, grad_norm: 1.3846, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9587, loss/aux0: 1.9587 2020-10-19 02:58:13,757 - mmaction - INFO - Epoch [67][100/396] lr: 2.534e-01, eta: 1 day, 13:34:16, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3909, top5_acc: 0.6609, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.3579, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9352, loss/aux0: 1.9352 2020-10-19 02:58:14,685 - mmaction - INFO - Epoch [67][100/396] lr: 2.534e-01, eta: 1 day, 13:35:09, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3909, top5_acc: 0.6609, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.3632, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9401, loss/aux0: 1.9401 2020-10-19 02:58:51,188 - mmaction - INFO - Epoch [67][120/396] lr: 2.534e-01, eta: 1 day, 13:33:44, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6547, loss_cls: 2.6070, loss: 2.6070, grad_norm: 1.4002, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9860, loss/aux0: 1.9860 2020-10-19 02:58:52,148 - mmaction - INFO - Epoch [67][120/396] lr: 2.534e-01, eta: 1 day, 13:34:38, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6547, loss_cls: 2.6070, loss: 2.6070, grad_norm: 1.3915, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9792, loss/aux0: 1.9792 2020-10-19 02:59:28,579 - mmaction - INFO - Epoch [67][140/396] lr: 2.534e-01, eta: 1 day, 13:33:12, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3966, top5_acc: 0.6661, loss_cls: 2.5183, loss: 2.5183, grad_norm: 1.3958, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7633, loss_cls/aux0: 1.9754, loss/aux0: 1.9754 2020-10-19 02:59:29,570 - mmaction - INFO - Epoch [67][140/396] lr: 2.534e-01, eta: 1 day, 13:34:06, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3966, top5_acc: 0.6661, loss_cls: 2.5183, loss: 2.5183, grad_norm: 1.3964, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7622, loss_cls/aux0: 1.9957, loss/aux0: 1.9957 2020-10-19 03:00:09,805 - mmaction - INFO - Epoch [67][160/396] lr: 2.534e-01, eta: 1 day, 13:32:51, time: 1.121, data_time: 0.002, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6698, loss_cls: 2.5601, loss: 2.5601, grad_norm: 1.3412, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9402, loss/aux0: 1.9402 2020-10-19 03:00:10,951 - mmaction - INFO - Epoch [67][160/396] lr: 2.534e-01, eta: 1 day, 13:33:56, time: 1.136, data_time: 0.017, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6698, loss_cls: 2.5601, loss: 2.5601, grad_norm: 1.3434, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9179, loss/aux0: 1.9179 2020-10-19 03:00:47,415 - mmaction - INFO - Epoch [67][180/396] lr: 2.534e-01, eta: 1 day, 13:32:31, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4049, top5_acc: 0.6604, loss_cls: 2.5439, loss: 2.5439, grad_norm: 1.3998, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9128, loss/aux0: 1.9128 2020-10-19 03:00:48,377 - mmaction - INFO - Epoch [67][180/396] lr: 2.534e-01, eta: 1 day, 13:33:24, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4049, top5_acc: 0.6604, loss_cls: 2.5439, loss: 2.5439, grad_norm: 1.3993, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9181, loss/aux0: 1.9181 2020-10-19 03:01:24,936 - mmaction - INFO - Epoch [67][200/396] lr: 2.534e-01, eta: 1 day, 13:31:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6469, loss_cls: 2.6328, loss: 2.6328, grad_norm: 1.3706, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9466, loss/aux0: 1.9466 2020-10-19 03:01:25,890 - mmaction - INFO - Epoch [67][200/396] lr: 2.534e-01, eta: 1 day, 13:32:52, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6469, loss_cls: 2.6328, loss: 2.6328, grad_norm: 1.3727, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7638, loss_cls/aux0: 1.9534, loss/aux0: 1.9534 2020-10-19 03:02:02,418 - mmaction - INFO - Epoch [67][220/396] lr: 2.534e-01, eta: 1 day, 13:31:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6474, loss_cls: 2.6097, loss: 2.6097, grad_norm: 1.3543, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8696, loss/aux0: 1.8696 2020-10-19 03:02:03,417 - mmaction - INFO - Epoch [67][220/396] lr: 2.534e-01, eta: 1 day, 13:32:20, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6474, loss_cls: 2.6097, loss: 2.6097, grad_norm: 1.3671, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8742, loss/aux0: 1.8742 2020-10-19 03:02:39,892 - mmaction - INFO - Epoch [67][240/396] lr: 2.534e-01, eta: 1 day, 13:30:55, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6440, loss_cls: 2.6385, loss: 2.6385, grad_norm: 1.4077, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9301, loss/aux0: 1.9301 2020-10-19 03:02:40,842 - mmaction - INFO - Epoch [67][240/396] lr: 2.534e-01, eta: 1 day, 13:31:48, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6440, loss_cls: 2.6385, loss: 2.6385, grad_norm: 1.4095, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9261, loss/aux0: 1.9261 2020-10-19 03:03:17,420 - mmaction - INFO - Epoch [67][260/396] lr: 2.534e-01, eta: 1 day, 13:30:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6555, loss_cls: 2.5929, loss: 2.5929, grad_norm: 1.3798, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9233, loss/aux0: 1.9233 2020-10-19 03:03:18,445 - mmaction - INFO - Epoch [67][260/396] lr: 2.534e-01, eta: 1 day, 13:31:16, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6555, loss_cls: 2.5929, loss: 2.5929, grad_norm: 1.3753, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9379, loss/aux0: 1.9379 2020-10-19 03:03:54,977 - mmaction - INFO - Epoch [67][280/396] lr: 2.534e-01, eta: 1 day, 13:29:51, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4039, top5_acc: 0.6646, loss_cls: 2.5474, loss: 2.5474, grad_norm: 1.4118, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9069, loss/aux0: 1.9069 2020-10-19 03:03:55,942 - mmaction - INFO - Epoch [67][280/396] lr: 2.534e-01, eta: 1 day, 13:30:45, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4039, top5_acc: 0.6646, loss_cls: 2.5474, loss: 2.5474, grad_norm: 1.4109, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8945, loss/aux0: 1.8945 2020-10-19 03:04:32,442 - mmaction - INFO - Epoch [67][300/396] lr: 2.534e-01, eta: 1 day, 13:29:20, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3982, top5_acc: 0.6664, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.4042, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9512, loss/aux0: 1.9512 2020-10-19 03:04:33,389 - mmaction - INFO - Epoch [67][300/396] lr: 2.534e-01, eta: 1 day, 13:30:13, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3982, top5_acc: 0.6664, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.4103, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9396, loss/aux0: 1.9396 2020-10-19 03:05:09,917 - mmaction - INFO - Epoch [67][320/396] lr: 2.534e-01, eta: 1 day, 13:28:48, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6570, loss_cls: 2.6301, loss: 2.6301, grad_norm: 1.3783, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9296, loss/aux0: 1.9296 2020-10-19 03:05:10,851 - mmaction - INFO - Epoch [67][320/396] lr: 2.534e-01, eta: 1 day, 13:29:41, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3805, top5_acc: 0.6570, loss_cls: 2.6301, loss: 2.6301, grad_norm: 1.3677, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9285, loss/aux0: 1.9285 2020-10-19 03:05:47,401 - mmaction - INFO - Epoch [67][340/396] lr: 2.534e-01, eta: 1 day, 13:28:16, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4013, top5_acc: 0.6536, loss_cls: 2.5562, loss: 2.5562, grad_norm: 1.3654, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9178, loss/aux0: 1.9178 2020-10-19 03:05:48,340 - mmaction - INFO - Epoch [67][340/396] lr: 2.534e-01, eta: 1 day, 13:29:10, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4013, top5_acc: 0.6536, loss_cls: 2.5562, loss: 2.5562, grad_norm: 1.3600, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9080, loss/aux0: 1.9080 2020-10-19 03:06:24,966 - mmaction - INFO - Epoch [67][360/396] lr: 2.534e-01, eta: 1 day, 13:27:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6604, loss_cls: 2.5554, loss: 2.5554, grad_norm: 1.3818, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9228, loss/aux0: 1.9228 2020-10-19 03:06:25,903 - mmaction - INFO - Epoch [67][360/396] lr: 2.534e-01, eta: 1 day, 13:28:37, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6604, loss_cls: 2.5554, loss: 2.5554, grad_norm: 1.3923, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9448, loss/aux0: 1.9448 2020-10-19 03:07:02,422 - mmaction - INFO - Epoch [67][380/396] lr: 2.534e-01, eta: 1 day, 13:27:13, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6589, loss_cls: 2.6131, loss: 2.6131, grad_norm: 1.3687, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0148, loss/aux0: 2.0148 2020-10-19 03:07:03,376 - mmaction - INFO - Epoch [67][380/396] lr: 2.534e-01, eta: 1 day, 13:28:06, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6589, loss_cls: 2.6131, loss: 2.6131, grad_norm: 1.3648, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0066, loss/aux0: 2.0066 2020-10-19 03:12:00,353 - mmaction - INFO - Epoch [68][20/396] lr: 2.521e-01, eta: 1 day, 13:24:51, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4039, top5_acc: 0.6701, loss_cls: 2.5143, loss: 2.5143, grad_norm: 1.3680, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9649, loss/aux0: 1.9649 2020-10-19 03:12:01,306 - mmaction - INFO - Epoch [68][20/396] lr: 2.521e-01, eta: 1 day, 13:25:43, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4039, top5_acc: 0.6701, loss_cls: 2.5143, loss: 2.5143, grad_norm: 1.3635, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9499, loss/aux0: 1.9499 2020-10-19 03:12:37,732 - mmaction - INFO - Epoch [68][40/396] lr: 2.521e-01, eta: 1 day, 13:24:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6773, loss_cls: 2.4890, loss: 2.4890, grad_norm: 1.3694, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9215, loss/aux0: 1.9215 2020-10-19 03:12:38,723 - mmaction - INFO - Epoch [68][40/396] lr: 2.521e-01, eta: 1 day, 13:25:11, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6773, loss_cls: 2.4890, loss: 2.4890, grad_norm: 1.3706, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9351, loss/aux0: 1.9351 2020-10-19 03:13:15,263 - mmaction - INFO - Epoch [68][60/396] lr: 2.521e-01, eta: 1 day, 13:23:47, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6693, loss_cls: 2.5463, loss: 2.5463, grad_norm: 1.3853, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9475, loss/aux0: 1.9475 2020-10-19 03:13:16,240 - mmaction - INFO - Epoch [68][60/396] lr: 2.521e-01, eta: 1 day, 13:24:40, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6693, loss_cls: 2.5463, loss: 2.5463, grad_norm: 1.3842, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9419, loss/aux0: 1.9419 2020-10-19 03:13:52,791 - mmaction - INFO - Epoch [68][80/396] lr: 2.521e-01, eta: 1 day, 13:23:15, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6711, loss_cls: 2.5703, loss: 2.5703, grad_norm: 1.3873, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9526, loss/aux0: 1.9526 2020-10-19 03:13:53,770 - mmaction - INFO - Epoch [68][80/396] lr: 2.521e-01, eta: 1 day, 13:24:08, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6711, loss_cls: 2.5703, loss: 2.5703, grad_norm: 1.3827, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9511, loss/aux0: 1.9511 2020-10-19 03:14:30,159 - mmaction - INFO - Epoch [68][100/396] lr: 2.521e-01, eta: 1 day, 13:22:43, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6589, loss_cls: 2.5722, loss: 2.5722, grad_norm: 1.3814, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9783, loss/aux0: 1.9783 2020-10-19 03:14:31,161 - mmaction - INFO - Epoch [68][100/396] lr: 2.521e-01, eta: 1 day, 13:23:35, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6589, loss_cls: 2.5722, loss: 2.5722, grad_norm: 1.3762, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9840, loss/aux0: 1.9840 2020-10-19 03:15:07,678 - mmaction - INFO - Epoch [68][120/396] lr: 2.521e-01, eta: 1 day, 13:22:11, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3969, top5_acc: 0.6656, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.3993, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9531, loss/aux0: 1.9531 2020-10-19 03:15:08,598 - mmaction - INFO - Epoch [68][120/396] lr: 2.521e-01, eta: 1 day, 13:23:03, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3969, top5_acc: 0.6656, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.3795, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9419, loss/aux0: 1.9419 2020-10-19 03:15:45,125 - mmaction - INFO - Epoch [68][140/396] lr: 2.521e-01, eta: 1 day, 13:21:39, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6544, loss_cls: 2.5917, loss: 2.5917, grad_norm: 1.3739, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9456, loss/aux0: 1.9456 2020-10-19 03:15:46,082 - mmaction - INFO - Epoch [68][140/396] lr: 2.521e-01, eta: 1 day, 13:22:32, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6544, loss_cls: 2.5917, loss: 2.5917, grad_norm: 1.3832, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9616, loss/aux0: 1.9616 2020-10-19 03:16:22,575 - mmaction - INFO - Epoch [68][160/396] lr: 2.521e-01, eta: 1 day, 13:21:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3867, top5_acc: 0.6531, loss_cls: 2.6062, loss: 2.6062, grad_norm: 1.3574, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9207, loss/aux0: 1.9207 2020-10-19 03:16:23,532 - mmaction - INFO - Epoch [68][160/396] lr: 2.521e-01, eta: 1 day, 13:22:00, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3867, top5_acc: 0.6531, loss_cls: 2.6062, loss: 2.6062, grad_norm: 1.3619, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9151, loss/aux0: 1.9151 2020-10-19 03:17:00,018 - mmaction - INFO - Epoch [68][180/396] lr: 2.521e-01, eta: 1 day, 13:20:35, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3844, top5_acc: 0.6536, loss_cls: 2.6040, loss: 2.6040, grad_norm: 1.3699, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9368, loss/aux0: 1.9368 2020-10-19 03:17:01,020 - mmaction - INFO - Epoch [68][180/396] lr: 2.521e-01, eta: 1 day, 13:21:27, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.3844, top5_acc: 0.6536, loss_cls: 2.6040, loss: 2.6040, grad_norm: 1.3671, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9335, loss/aux0: 1.9335 2020-10-19 03:17:37,448 - mmaction - INFO - Epoch [68][200/396] lr: 2.521e-01, eta: 1 day, 13:20:03, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6497, loss_cls: 2.5981, loss: 2.5981, grad_norm: 1.3650, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9494, loss/aux0: 1.9494 2020-10-19 03:17:38,473 - mmaction - INFO - Epoch [68][200/396] lr: 2.521e-01, eta: 1 day, 13:20:55, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6497, loss_cls: 2.5981, loss: 2.5981, grad_norm: 1.3724, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7643, loss_cls/aux0: 1.9753, loss/aux0: 1.9753 2020-10-19 03:18:14,936 - mmaction - INFO - Epoch [68][220/396] lr: 2.521e-01, eta: 1 day, 13:19:31, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6628, loss_cls: 2.5871, loss: 2.5871, grad_norm: 1.3977, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9273, loss/aux0: 1.9273 2020-10-19 03:18:15,924 - mmaction - INFO - Epoch [68][220/396] lr: 2.521e-01, eta: 1 day, 13:20:23, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6628, loss_cls: 2.5871, loss: 2.5871, grad_norm: 1.3996, top1_acc/aux0: 0.5313, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9141, loss/aux0: 1.9141 2020-10-19 03:18:52,507 - mmaction - INFO - Epoch [68][240/396] lr: 2.521e-01, eta: 1 day, 13:18:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6581, loss_cls: 2.5741, loss: 2.5741, grad_norm: 1.3762, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9288, loss/aux0: 1.9288 2020-10-19 03:18:53,464 - mmaction - INFO - Epoch [68][240/396] lr: 2.521e-01, eta: 1 day, 13:19:51, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6581, loss_cls: 2.5741, loss: 2.5741, grad_norm: 1.3827, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9223, loss/aux0: 1.9223 2020-10-19 03:19:29,896 - mmaction - INFO - Epoch [68][260/396] lr: 2.521e-01, eta: 1 day, 13:18:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3872, top5_acc: 0.6602, loss_cls: 2.5772, loss: 2.5772, grad_norm: 1.3757, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9356, loss/aux0: 1.9356 2020-10-19 03:19:30,844 - mmaction - INFO - Epoch [68][260/396] lr: 2.521e-01, eta: 1 day, 13:19:19, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3872, top5_acc: 0.6602, loss_cls: 2.5772, loss: 2.5772, grad_norm: 1.3695, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9277, loss/aux0: 1.9277 2020-10-19 03:20:07,320 - mmaction - INFO - Epoch [68][280/396] lr: 2.521e-01, eta: 1 day, 13:17:55, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3799, top5_acc: 0.6549, loss_cls: 2.6152, loss: 2.6152, grad_norm: 1.3978, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9370, loss/aux0: 1.9370 2020-10-19 03:20:08,282 - mmaction - INFO - Epoch [68][280/396] lr: 2.521e-01, eta: 1 day, 13:18:47, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3799, top5_acc: 0.6549, loss_cls: 2.6152, loss: 2.6152, grad_norm: 1.3995, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9416, loss/aux0: 1.9416 2020-10-19 03:20:44,695 - mmaction - INFO - Epoch [68][300/396] lr: 2.521e-01, eta: 1 day, 13:17:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6661, loss_cls: 2.5735, loss: 2.5735, grad_norm: 1.4102, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9581, loss/aux0: 1.9581 2020-10-19 03:20:45,648 - mmaction - INFO - Epoch [68][300/396] lr: 2.521e-01, eta: 1 day, 13:18:15, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6661, loss_cls: 2.5735, loss: 2.5735, grad_norm: 1.4158, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9632, loss/aux0: 1.9632 2020-10-19 03:21:22,089 - mmaction - INFO - Epoch [68][320/396] lr: 2.521e-01, eta: 1 day, 13:16:51, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6583, loss_cls: 2.5552, loss: 2.5552, grad_norm: 1.3815, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8963, loss/aux0: 1.8963 2020-10-19 03:21:23,108 - mmaction - INFO - Epoch [68][320/396] lr: 2.521e-01, eta: 1 day, 13:17:43, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6583, loss_cls: 2.5552, loss: 2.5552, grad_norm: 1.3888, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9125, loss/aux0: 1.9125 2020-10-19 03:21:59,507 - mmaction - INFO - Epoch [68][340/396] lr: 2.521e-01, eta: 1 day, 13:16:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6440, loss_cls: 2.6323, loss: 2.6323, grad_norm: 1.3975, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9894, loss/aux0: 1.9894 2020-10-19 03:22:00,484 - mmaction - INFO - Epoch [68][340/396] lr: 2.521e-01, eta: 1 day, 13:17:11, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3773, top5_acc: 0.6440, loss_cls: 2.6323, loss: 2.6323, grad_norm: 1.3962, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9660, loss/aux0: 1.9660 2020-10-19 03:22:36,916 - mmaction - INFO - Epoch [68][360/396] lr: 2.521e-01, eta: 1 day, 13:15:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6531, loss_cls: 2.6088, loss: 2.6088, grad_norm: 1.3460, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9572, loss/aux0: 1.9572 2020-10-19 03:22:37,863 - mmaction - INFO - Epoch [68][360/396] lr: 2.521e-01, eta: 1 day, 13:16:39, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6531, loss_cls: 2.6088, loss: 2.6088, grad_norm: 1.3435, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9492, loss/aux0: 1.9492 2020-10-19 03:23:14,325 - mmaction - INFO - Epoch [68][380/396] lr: 2.521e-01, eta: 1 day, 13:15:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6570, loss_cls: 2.5862, loss: 2.5862, grad_norm: 1.3558, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.8931, loss/aux0: 1.8931 2020-10-19 03:23:15,281 - mmaction - INFO - Epoch [68][380/396] lr: 2.521e-01, eta: 1 day, 13:16:07, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6570, loss_cls: 2.5862, loss: 2.5862, grad_norm: 1.3653, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9162, loss/aux0: 1.9162 2020-10-19 03:28:10,037 - mmaction - INFO - Epoch [69][20/396] lr: 2.507e-01, eta: 1 day, 13:12:54, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3917, top5_acc: 0.6583, loss_cls: 2.5474, loss: 2.5474, grad_norm: 1.3762, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7980, loss_cls/aux0: 1.8744, loss/aux0: 1.8744 2020-10-19 03:28:10,999 - mmaction - INFO - Epoch [69][20/396] lr: 2.507e-01, eta: 1 day, 13:13:46, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3917, top5_acc: 0.6583, loss_cls: 2.5474, loss: 2.5474, grad_norm: 1.3779, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8785, loss/aux0: 1.8785 2020-10-19 03:28:47,404 - mmaction - INFO - Epoch [69][40/396] lr: 2.507e-01, eta: 1 day, 13:12:22, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3872, top5_acc: 0.6615, loss_cls: 2.5750, loss: 2.5750, grad_norm: 1.3994, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9597, loss/aux0: 1.9597 2020-10-19 03:28:48,362 - mmaction - INFO - Epoch [69][40/396] lr: 2.507e-01, eta: 1 day, 13:13:13, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3872, top5_acc: 0.6615, loss_cls: 2.5750, loss: 2.5750, grad_norm: 1.4058, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9656, loss/aux0: 1.9656 2020-10-19 03:29:24,745 - mmaction - INFO - Epoch [69][60/396] lr: 2.507e-01, eta: 1 day, 13:11:50, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3846, top5_acc: 0.6552, loss_cls: 2.6067, loss: 2.6067, grad_norm: 1.4071, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0022, loss/aux0: 2.0022 2020-10-19 03:29:25,759 - mmaction - INFO - Epoch [69][60/396] lr: 2.507e-01, eta: 1 day, 13:12:41, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.3846, top5_acc: 0.6552, loss_cls: 2.6067, loss: 2.6067, grad_norm: 1.4075, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0055, loss/aux0: 2.0055 2020-10-19 03:30:02,160 - mmaction - INFO - Epoch [69][80/396] lr: 2.507e-01, eta: 1 day, 13:11:17, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6578, loss_cls: 2.5822, loss: 2.5822, grad_norm: 1.3918, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9141, loss/aux0: 1.9141 2020-10-19 03:30:03,146 - mmaction - INFO - Epoch [69][80/396] lr: 2.507e-01, eta: 1 day, 13:12:09, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6578, loss_cls: 2.5822, loss: 2.5822, grad_norm: 1.3813, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.8961, loss/aux0: 1.8961 2020-10-19 03:30:39,653 - mmaction - INFO - Epoch [69][100/396] lr: 2.507e-01, eta: 1 day, 13:10:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3893, top5_acc: 0.6578, loss_cls: 2.5976, loss: 2.5976, grad_norm: 1.3716, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9274, loss/aux0: 1.9274 2020-10-19 03:30:40,670 - mmaction - INFO - Epoch [69][100/396] lr: 2.507e-01, eta: 1 day, 13:11:37, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3893, top5_acc: 0.6578, loss_cls: 2.5976, loss: 2.5976, grad_norm: 1.3714, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9465, loss/aux0: 1.9465 2020-10-19 03:31:17,249 - mmaction - INFO - Epoch [69][120/396] lr: 2.507e-01, eta: 1 day, 13:10:14, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3893, top5_acc: 0.6669, loss_cls: 2.5426, loss: 2.5426, grad_norm: 1.3526, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8780, loss/aux0: 1.8780 2020-10-19 03:31:18,243 - mmaction - INFO - Epoch [69][120/396] lr: 2.507e-01, eta: 1 day, 13:11:06, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.3893, top5_acc: 0.6669, loss_cls: 2.5426, loss: 2.5426, grad_norm: 1.3485, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8667, loss/aux0: 1.8667 2020-10-19 03:31:54,721 - mmaction - INFO - Epoch [69][140/396] lr: 2.507e-01, eta: 1 day, 13:09:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3943, top5_acc: 0.6763, loss_cls: 2.5299, loss: 2.5299, grad_norm: 1.3910, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9616, loss/aux0: 1.9616 2020-10-19 03:31:55,671 - mmaction - INFO - Epoch [69][140/396] lr: 2.507e-01, eta: 1 day, 13:10:33, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3943, top5_acc: 0.6763, loss_cls: 2.5299, loss: 2.5299, grad_norm: 1.3912, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9713, loss/aux0: 1.9713 2020-10-19 03:32:32,285 - mmaction - INFO - Epoch [69][160/396] lr: 2.507e-01, eta: 1 day, 13:09:10, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6534, loss_cls: 2.5766, loss: 2.5766, grad_norm: 1.3655, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9277, loss/aux0: 1.9277 2020-10-19 03:32:33,278 - mmaction - INFO - Epoch [69][160/396] lr: 2.507e-01, eta: 1 day, 13:10:02, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6534, loss_cls: 2.5766, loss: 2.5766, grad_norm: 1.3670, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9166, loss/aux0: 1.9166 2020-10-19 03:33:09,767 - mmaction - INFO - Epoch [69][180/396] lr: 2.507e-01, eta: 1 day, 13:08:38, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6669, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.3890, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9286, loss/aux0: 1.9286 2020-10-19 03:33:10,704 - mmaction - INFO - Epoch [69][180/396] lr: 2.507e-01, eta: 1 day, 13:09:29, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6669, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.3890, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9385, loss/aux0: 1.9385 2020-10-19 03:33:47,231 - mmaction - INFO - Epoch [69][200/396] lr: 2.507e-01, eta: 1 day, 13:08:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6576, loss_cls: 2.5988, loss: 2.5988, grad_norm: 1.4027, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9435, loss/aux0: 1.9435 2020-10-19 03:33:48,177 - mmaction - INFO - Epoch [69][200/396] lr: 2.507e-01, eta: 1 day, 13:08:57, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6576, loss_cls: 2.5988, loss: 2.5988, grad_norm: 1.4029, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9291, loss/aux0: 1.9291 2020-10-19 03:34:24,581 - mmaction - INFO - Epoch [69][220/396] lr: 2.507e-01, eta: 1 day, 13:07:33, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6568, loss_cls: 2.5898, loss: 2.5898, grad_norm: 1.4041, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9165, loss/aux0: 1.9165 2020-10-19 03:34:25,596 - mmaction - INFO - Epoch [69][220/396] lr: 2.507e-01, eta: 1 day, 13:08:25, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6568, loss_cls: 2.5898, loss: 2.5898, grad_norm: 1.4072, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9276, loss/aux0: 1.9276 2020-10-19 03:35:02,088 - mmaction - INFO - Epoch [69][240/396] lr: 2.507e-01, eta: 1 day, 13:07:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3945, top5_acc: 0.6747, loss_cls: 2.5125, loss: 2.5125, grad_norm: 1.3731, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9348, loss/aux0: 1.9348 2020-10-19 03:35:03,029 - mmaction - INFO - Epoch [69][240/396] lr: 2.507e-01, eta: 1 day, 13:07:53, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3945, top5_acc: 0.6747, loss_cls: 2.5125, loss: 2.5125, grad_norm: 1.3834, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9442, loss/aux0: 1.9442 2020-10-19 03:35:39,514 - mmaction - INFO - Epoch [69][260/396] lr: 2.507e-01, eta: 1 day, 13:06:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3867, top5_acc: 0.6464, loss_cls: 2.6090, loss: 2.6090, grad_norm: 1.4266, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9825, loss/aux0: 1.9825 2020-10-19 03:35:40,547 - mmaction - INFO - Epoch [69][260/396] lr: 2.507e-01, eta: 1 day, 13:07:21, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3867, top5_acc: 0.6464, loss_cls: 2.6090, loss: 2.6090, grad_norm: 1.4215, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9766, loss/aux0: 1.9766 2020-10-19 03:36:17,043 - mmaction - INFO - Epoch [69][280/396] lr: 2.507e-01, eta: 1 day, 13:05:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3820, top5_acc: 0.6672, loss_cls: 2.5804, loss: 2.5804, grad_norm: 1.3659, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9500, loss/aux0: 1.9500 2020-10-19 03:36:18,001 - mmaction - INFO - Epoch [69][280/396] lr: 2.507e-01, eta: 1 day, 13:06:49, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3820, top5_acc: 0.6672, loss_cls: 2.5804, loss: 2.5804, grad_norm: 1.3750, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9421, loss/aux0: 1.9421 2020-10-19 03:36:54,474 - mmaction - INFO - Epoch [69][300/396] lr: 2.507e-01, eta: 1 day, 13:05:25, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6513, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.3702, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9368, loss/aux0: 1.9368 2020-10-19 03:36:55,410 - mmaction - INFO - Epoch [69][300/396] lr: 2.507e-01, eta: 1 day, 13:06:16, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6513, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.3698, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9439, loss/aux0: 1.9439 2020-10-19 03:37:31,936 - mmaction - INFO - Epoch [69][320/396] lr: 2.507e-01, eta: 1 day, 13:04:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6521, loss_cls: 2.6066, loss: 2.6066, grad_norm: 1.4009, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9679, loss/aux0: 1.9679 2020-10-19 03:37:32,887 - mmaction - INFO - Epoch [69][320/396] lr: 2.507e-01, eta: 1 day, 13:05:44, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6521, loss_cls: 2.6066, loss: 2.6066, grad_norm: 1.4096, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9727, loss/aux0: 1.9727 2020-10-19 03:38:09,291 - mmaction - INFO - Epoch [69][340/396] lr: 2.507e-01, eta: 1 day, 13:04:21, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3891, top5_acc: 0.6594, loss_cls: 2.5751, loss: 2.5751, grad_norm: 1.4123, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9103, loss/aux0: 1.9103 2020-10-19 03:38:10,297 - mmaction - INFO - Epoch [69][340/396] lr: 2.507e-01, eta: 1 day, 13:05:12, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3891, top5_acc: 0.6594, loss_cls: 2.5751, loss: 2.5751, grad_norm: 1.4176, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9059, loss/aux0: 1.9059 2020-10-19 03:38:46,863 - mmaction - INFO - Epoch [69][360/396] lr: 2.507e-01, eta: 1 day, 13:03:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6568, loss_cls: 2.6277, loss: 2.6277, grad_norm: 1.3670, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9849, loss/aux0: 1.9849 2020-10-19 03:38:47,804 - mmaction - INFO - Epoch [69][360/396] lr: 2.507e-01, eta: 1 day, 13:04:39, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3701, top5_acc: 0.6568, loss_cls: 2.6277, loss: 2.6277, grad_norm: 1.3739, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9806, loss/aux0: 1.9806 2020-10-19 03:39:24,341 - mmaction - INFO - Epoch [69][380/396] lr: 2.507e-01, eta: 1 day, 13:03:16, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3742, top5_acc: 0.6570, loss_cls: 2.6307, loss: 2.6307, grad_norm: 1.3782, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9500, loss/aux0: 1.9500 2020-10-19 03:39:25,368 - mmaction - INFO - Epoch [69][380/396] lr: 2.507e-01, eta: 1 day, 13:04:07, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3742, top5_acc: 0.6570, loss_cls: 2.6307, loss: 2.6307, grad_norm: 1.3842, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9552, loss/aux0: 1.9552 2020-10-19 03:44:00,496 - mmaction - INFO - Epoch [70][20/396] lr: 2.494e-01, eta: 1 day, 13:00:57, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6547, loss_cls: 2.5743, loss: 2.5743, grad_norm: 1.3666, top1_acc/aux0: 0.5241, top5_acc/aux0: 0.7845, loss_cls/aux0: 1.9383, loss/aux0: 1.9383 2020-10-19 03:44:01,440 - mmaction - INFO - Epoch [70][20/396] lr: 2.494e-01, eta: 1 day, 13:01:48, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6547, loss_cls: 2.5743, loss: 2.5743, grad_norm: 1.3673, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9399, loss/aux0: 1.9399 2020-10-19 03:44:37,855 - mmaction - INFO - Epoch [70][40/396] lr: 2.494e-01, eta: 1 day, 13:00:25, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6596, loss_cls: 2.5933, loss: 2.5933, grad_norm: 1.3887, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9727, loss/aux0: 1.9727 2020-10-19 03:44:38,840 - mmaction - INFO - Epoch [70][40/396] lr: 2.494e-01, eta: 1 day, 13:01:15, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6596, loss_cls: 2.5933, loss: 2.5933, grad_norm: 1.3842, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9662, loss/aux0: 1.9662 2020-10-19 03:45:15,375 - mmaction - INFO - Epoch [70][60/396] lr: 2.494e-01, eta: 1 day, 12:59:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3820, top5_acc: 0.6628, loss_cls: 2.5772, loss: 2.5772, grad_norm: 1.3663, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9535, loss/aux0: 1.9535 2020-10-19 03:45:16,394 - mmaction - INFO - Epoch [70][60/396] lr: 2.494e-01, eta: 1 day, 13:00:43, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3820, top5_acc: 0.6628, loss_cls: 2.5772, loss: 2.5772, grad_norm: 1.3737, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9603, loss/aux0: 1.9603 2020-10-19 03:45:52,887 - mmaction - INFO - Epoch [70][80/396] lr: 2.494e-01, eta: 1 day, 12:59:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6451, loss_cls: 2.5879, loss: 2.5879, grad_norm: 1.3601, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8532, loss/aux0: 1.8532 2020-10-19 03:45:53,832 - mmaction - INFO - Epoch [70][80/396] lr: 2.494e-01, eta: 1 day, 13:00:11, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6451, loss_cls: 2.5879, loss: 2.5879, grad_norm: 1.3518, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8432, loss/aux0: 1.8432 2020-10-19 03:46:30,414 - mmaction - INFO - Epoch [70][100/396] lr: 2.494e-01, eta: 1 day, 12:58:49, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6615, loss_cls: 2.5470, loss: 2.5470, grad_norm: 1.3788, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9306, loss/aux0: 1.9306 2020-10-19 03:46:31,386 - mmaction - INFO - Epoch [70][100/396] lr: 2.494e-01, eta: 1 day, 12:59:39, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6615, loss_cls: 2.5470, loss: 2.5470, grad_norm: 1.3728, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9373, loss/aux0: 1.9373 2020-10-19 03:47:07,828 - mmaction - INFO - Epoch [70][120/396] lr: 2.494e-01, eta: 1 day, 12:58:17, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6654, loss_cls: 2.5841, loss: 2.5841, grad_norm: 1.4059, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9289, loss/aux0: 1.9289 2020-10-19 03:47:08,775 - mmaction - INFO - Epoch [70][120/396] lr: 2.494e-01, eta: 1 day, 12:59:07, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6654, loss_cls: 2.5841, loss: 2.5841, grad_norm: 1.4086, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9418, loss/aux0: 1.9418 2020-10-19 03:47:45,323 - mmaction - INFO - Epoch [70][140/396] lr: 2.494e-01, eta: 1 day, 12:57:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6680, loss_cls: 2.5069, loss: 2.5069, grad_norm: 1.3911, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9039, loss/aux0: 1.9039 2020-10-19 03:47:46,337 - mmaction - INFO - Epoch [70][140/396] lr: 2.494e-01, eta: 1 day, 12:58:35, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6680, loss_cls: 2.5069, loss: 2.5069, grad_norm: 1.3907, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.8921, loss/aux0: 1.8921 2020-10-19 03:48:22,892 - mmaction - INFO - Epoch [70][160/396] lr: 2.494e-01, eta: 1 day, 12:57:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6706, loss_cls: 2.5447, loss: 2.5447, grad_norm: 1.4239, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9451, loss/aux0: 1.9451 2020-10-19 03:48:23,827 - mmaction - INFO - Epoch [70][160/396] lr: 2.494e-01, eta: 1 day, 12:58:03, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6706, loss_cls: 2.5447, loss: 2.5447, grad_norm: 1.4223, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9502, loss/aux0: 1.9502 2020-10-19 03:49:00,408 - mmaction - INFO - Epoch [70][180/396] lr: 2.494e-01, eta: 1 day, 12:56:41, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6500, loss_cls: 2.5952, loss: 2.5952, grad_norm: 1.3383, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9615, loss/aux0: 1.9615 2020-10-19 03:49:01,362 - mmaction - INFO - Epoch [70][180/396] lr: 2.494e-01, eta: 1 day, 12:57:31, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6500, loss_cls: 2.5952, loss: 2.5952, grad_norm: 1.3387, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9538, loss/aux0: 1.9538 2020-10-19 03:49:37,805 - mmaction - INFO - Epoch [70][200/396] lr: 2.494e-01, eta: 1 day, 12:56:09, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3818, top5_acc: 0.6453, loss_cls: 2.6018, loss: 2.6018, grad_norm: 1.3924, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7714, loss_cls/aux0: 2.0004, loss/aux0: 2.0004 2020-10-19 03:49:38,764 - mmaction - INFO - Epoch [70][200/396] lr: 2.494e-01, eta: 1 day, 12:56:59, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3818, top5_acc: 0.6453, loss_cls: 2.6018, loss: 2.6018, grad_norm: 1.3900, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7727, loss_cls/aux0: 2.0013, loss/aux0: 2.0013 2020-10-19 03:50:15,228 - mmaction - INFO - Epoch [70][220/396] lr: 2.494e-01, eta: 1 day, 12:55:36, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3750, top5_acc: 0.6570, loss_cls: 2.5714, loss: 2.5714, grad_norm: 1.3861, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8822, loss/aux0: 1.8822 2020-10-19 03:50:16,169 - mmaction - INFO - Epoch [70][220/396] lr: 2.494e-01, eta: 1 day, 12:56:26, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3750, top5_acc: 0.6570, loss_cls: 2.5714, loss: 2.5714, grad_norm: 1.3854, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8693, loss/aux0: 1.8693 2020-10-19 03:50:52,592 - mmaction - INFO - Epoch [70][240/396] lr: 2.494e-01, eta: 1 day, 12:55:04, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3815, top5_acc: 0.6542, loss_cls: 2.5766, loss: 2.5766, grad_norm: 1.3927, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9743, loss/aux0: 1.9743 2020-10-19 03:50:53,554 - mmaction - INFO - Epoch [70][240/396] lr: 2.494e-01, eta: 1 day, 12:55:54, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3815, top5_acc: 0.6542, loss_cls: 2.5766, loss: 2.5766, grad_norm: 1.3937, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9986, loss/aux0: 1.9986 2020-10-19 03:51:30,083 - mmaction - INFO - Epoch [70][260/396] lr: 2.494e-01, eta: 1 day, 12:54:32, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6669, loss_cls: 2.5676, loss: 2.5676, grad_norm: 1.3723, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9680, loss/aux0: 1.9680 2020-10-19 03:51:31,022 - mmaction - INFO - Epoch [70][260/396] lr: 2.494e-01, eta: 1 day, 12:55:22, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6669, loss_cls: 2.5676, loss: 2.5676, grad_norm: 1.3755, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9670, loss/aux0: 1.9670 2020-10-19 03:52:07,513 - mmaction - INFO - Epoch [70][280/396] lr: 2.494e-01, eta: 1 day, 12:53:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6529, loss_cls: 2.5545, loss: 2.5545, grad_norm: 1.3761, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9030, loss/aux0: 1.9030 2020-10-19 03:52:08,532 - mmaction - INFO - Epoch [70][280/396] lr: 2.494e-01, eta: 1 day, 12:54:50, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6529, loss_cls: 2.5545, loss: 2.5545, grad_norm: 1.3770, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8819, loss/aux0: 1.8819 2020-10-19 03:52:45,013 - mmaction - INFO - Epoch [70][300/396] lr: 2.494e-01, eta: 1 day, 12:53:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4125, top5_acc: 0.6672, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.4092, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9668, loss/aux0: 1.9668 2020-10-19 03:52:45,973 - mmaction - INFO - Epoch [70][300/396] lr: 2.494e-01, eta: 1 day, 12:54:18, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4125, top5_acc: 0.6672, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.4140, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9860, loss/aux0: 1.9860 2020-10-19 03:53:22,345 - mmaction - INFO - Epoch [70][320/396] lr: 2.494e-01, eta: 1 day, 12:52:55, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6659, loss_cls: 2.5254, loss: 2.5254, grad_norm: 1.3550, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9655, loss/aux0: 1.9655 2020-10-19 03:53:23,368 - mmaction - INFO - Epoch [70][320/396] lr: 2.494e-01, eta: 1 day, 12:53:45, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6659, loss_cls: 2.5254, loss: 2.5254, grad_norm: 1.3653, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9666, loss/aux0: 1.9666 2020-10-19 03:53:59,855 - mmaction - INFO - Epoch [70][340/396] lr: 2.494e-01, eta: 1 day, 12:52:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3969, top5_acc: 0.6635, loss_cls: 2.5403, loss: 2.5403, grad_norm: 1.3878, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9433, loss/aux0: 1.9433 2020-10-19 03:54:00,849 - mmaction - INFO - Epoch [70][340/396] lr: 2.494e-01, eta: 1 day, 12:53:13, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3969, top5_acc: 0.6635, loss_cls: 2.5403, loss: 2.5403, grad_norm: 1.3969, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9338, loss/aux0: 1.9338 2020-10-19 03:54:37,320 - mmaction - INFO - Epoch [70][360/396] lr: 2.494e-01, eta: 1 day, 12:51:51, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3893, top5_acc: 0.6586, loss_cls: 2.6069, loss: 2.6069, grad_norm: 1.3883, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9469, loss/aux0: 1.9469 2020-10-19 03:54:38,269 - mmaction - INFO - Epoch [70][360/396] lr: 2.494e-01, eta: 1 day, 12:52:41, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3893, top5_acc: 0.6586, loss_cls: 2.6069, loss: 2.6069, grad_norm: 1.3809, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9517, loss/aux0: 1.9517 2020-10-19 03:55:14,751 - mmaction - INFO - Epoch [70][380/396] lr: 2.494e-01, eta: 1 day, 12:51:19, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3914, top5_acc: 0.6664, loss_cls: 2.5552, loss: 2.5552, grad_norm: 1.3565, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8915, loss/aux0: 1.8915 2020-10-19 03:55:15,710 - mmaction - INFO - Epoch [70][380/396] lr: 2.494e-01, eta: 1 day, 12:52:09, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3914, top5_acc: 0.6664, loss_cls: 2.5552, loss: 2.5552, grad_norm: 1.3635, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9013, loss/aux0: 1.9013 2020-10-19 03:59:34,600 - mmaction - INFO - Epoch [71][20/396] lr: 2.480e-01, eta: 1 day, 12:49:01, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4060, top5_acc: 0.6635, loss_cls: 2.5305, loss: 2.5305, grad_norm: 1.3706, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9788, loss/aux0: 1.9788 2020-10-19 03:59:35,566 - mmaction - INFO - Epoch [71][20/396] lr: 2.480e-01, eta: 1 day, 12:49:51, time: 0.931, data_time: 0.003, memory: 8462, top1_acc: 0.4060, top5_acc: 0.6635, loss_cls: 2.5305, loss: 2.5305, grad_norm: 1.3651, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9714, loss/aux0: 1.9714 2020-10-19 04:00:11,945 - mmaction - INFO - Epoch [71][40/396] lr: 2.480e-01, eta: 1 day, 12:48:29, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4086, top5_acc: 0.6745, loss_cls: 2.4664, loss: 2.4664, grad_norm: 1.3983, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9512, loss/aux0: 1.9512 2020-10-19 04:00:12,893 - mmaction - INFO - Epoch [71][40/396] lr: 2.480e-01, eta: 1 day, 12:49:18, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4086, top5_acc: 0.6745, loss_cls: 2.4664, loss: 2.4664, grad_norm: 1.4029, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9434, loss/aux0: 1.9434 2020-10-19 04:00:49,308 - mmaction - INFO - Epoch [71][60/396] lr: 2.480e-01, eta: 1 day, 12:47:56, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6617, loss_cls: 2.5499, loss: 2.5499, grad_norm: 1.4091, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8663, loss/aux0: 1.8663 2020-10-19 04:00:50,285 - mmaction - INFO - Epoch [71][60/396] lr: 2.480e-01, eta: 1 day, 12:48:46, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6617, loss_cls: 2.5499, loss: 2.5499, grad_norm: 1.4172, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8866, loss/aux0: 1.8866 2020-10-19 04:01:26,884 - mmaction - INFO - Epoch [71][80/396] lr: 2.480e-01, eta: 1 day, 12:47:24, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6594, loss_cls: 2.5749, loss: 2.5749, grad_norm: 1.4073, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9524, loss/aux0: 1.9524 2020-10-19 04:01:27,849 - mmaction - INFO - Epoch [71][80/396] lr: 2.480e-01, eta: 1 day, 12:48:14, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6594, loss_cls: 2.5749, loss: 2.5749, grad_norm: 1.4124, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9581, loss/aux0: 1.9581 2020-10-19 04:02:04,380 - mmaction - INFO - Epoch [71][100/396] lr: 2.480e-01, eta: 1 day, 12:46:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6719, loss_cls: 2.5070, loss: 2.5070, grad_norm: 1.4129, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9515, loss/aux0: 1.9515 2020-10-19 04:02:05,350 - mmaction - INFO - Epoch [71][100/396] lr: 2.480e-01, eta: 1 day, 12:47:42, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6719, loss_cls: 2.5070, loss: 2.5070, grad_norm: 1.4133, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9428, loss/aux0: 1.9428 2020-10-19 04:02:41,803 - mmaction - INFO - Epoch [71][120/396] lr: 2.480e-01, eta: 1 day, 12:46:20, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3979, top5_acc: 0.6747, loss_cls: 2.5308, loss: 2.5308, grad_norm: 1.4010, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9633, loss/aux0: 1.9633 2020-10-19 04:02:42,736 - mmaction - INFO - Epoch [71][120/396] lr: 2.480e-01, eta: 1 day, 12:47:10, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3979, top5_acc: 0.6747, loss_cls: 2.5308, loss: 2.5308, grad_norm: 1.4102, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9715, loss/aux0: 1.9715 2020-10-19 04:03:19,171 - mmaction - INFO - Epoch [71][140/396] lr: 2.480e-01, eta: 1 day, 12:45:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3935, top5_acc: 0.6648, loss_cls: 2.5704, loss: 2.5704, grad_norm: 1.4218, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9115, loss/aux0: 1.9115 2020-10-19 04:03:20,181 - mmaction - INFO - Epoch [71][140/396] lr: 2.480e-01, eta: 1 day, 12:46:38, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3935, top5_acc: 0.6648, loss_cls: 2.5704, loss: 2.5704, grad_norm: 1.4167, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.8896, loss/aux0: 1.8896 2020-10-19 04:03:56,634 - mmaction - INFO - Epoch [71][160/396] lr: 2.480e-01, eta: 1 day, 12:45:16, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4013, top5_acc: 0.6672, loss_cls: 2.5463, loss: 2.5463, grad_norm: 1.3855, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9664, loss/aux0: 1.9664 2020-10-19 04:03:57,593 - mmaction - INFO - Epoch [71][160/396] lr: 2.480e-01, eta: 1 day, 12:46:05, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4013, top5_acc: 0.6672, loss_cls: 2.5463, loss: 2.5463, grad_norm: 1.3865, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9683, loss/aux0: 1.9683 2020-10-19 04:04:34,017 - mmaction - INFO - Epoch [71][180/396] lr: 2.480e-01, eta: 1 day, 12:44:44, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6589, loss_cls: 2.5763, loss: 2.5763, grad_norm: 1.4123, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9124, loss/aux0: 1.9124 2020-10-19 04:04:34,990 - mmaction - INFO - Epoch [71][180/396] lr: 2.480e-01, eta: 1 day, 12:45:33, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6589, loss_cls: 2.5763, loss: 2.5763, grad_norm: 1.4120, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9250, loss/aux0: 1.9250 2020-10-19 04:05:11,440 - mmaction - INFO - Epoch [71][200/396] lr: 2.480e-01, eta: 1 day, 12:44:11, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6648, loss_cls: 2.5675, loss: 2.5675, grad_norm: 1.3987, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9271, loss/aux0: 1.9271 2020-10-19 04:05:12,420 - mmaction - INFO - Epoch [71][200/396] lr: 2.480e-01, eta: 1 day, 12:45:01, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6648, loss_cls: 2.5675, loss: 2.5675, grad_norm: 1.4007, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9372, loss/aux0: 1.9372 2020-10-19 04:05:48,876 - mmaction - INFO - Epoch [71][220/396] lr: 2.480e-01, eta: 1 day, 12:43:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6513, loss_cls: 2.6298, loss: 2.6298, grad_norm: 1.3890, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9303, loss/aux0: 1.9303 2020-10-19 04:05:49,806 - mmaction - INFO - Epoch [71][220/396] lr: 2.480e-01, eta: 1 day, 12:44:28, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6513, loss_cls: 2.6298, loss: 2.6298, grad_norm: 1.3823, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9075, loss/aux0: 1.9075 2020-10-19 04:06:26,202 - mmaction - INFO - Epoch [71][240/396] lr: 2.480e-01, eta: 1 day, 12:43:07, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6562, loss_cls: 2.5750, loss: 2.5750, grad_norm: 1.4000, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8889, loss/aux0: 1.8889 2020-10-19 04:06:27,179 - mmaction - INFO - Epoch [71][240/396] lr: 2.480e-01, eta: 1 day, 12:43:56, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6562, loss_cls: 2.5750, loss: 2.5750, grad_norm: 1.3909, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8960, loss/aux0: 1.8960 2020-10-19 04:07:03,722 - mmaction - INFO - Epoch [71][260/396] lr: 2.480e-01, eta: 1 day, 12:42:34, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6589, loss_cls: 2.5941, loss: 2.5941, grad_norm: 1.4049, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8986, loss/aux0: 1.8986 2020-10-19 04:07:04,667 - mmaction - INFO - Epoch [71][260/396] lr: 2.480e-01, eta: 1 day, 12:43:23, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3841, top5_acc: 0.6589, loss_cls: 2.5941, loss: 2.5941, grad_norm: 1.4050, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8972, loss/aux0: 1.8972 2020-10-19 04:07:41,111 - mmaction - INFO - Epoch [71][280/396] lr: 2.480e-01, eta: 1 day, 12:42:02, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6547, loss_cls: 2.5665, loss: 2.5665, grad_norm: 1.3564, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9575, loss/aux0: 1.9575 2020-10-19 04:07:42,086 - mmaction - INFO - Epoch [71][280/396] lr: 2.480e-01, eta: 1 day, 12:42:51, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6547, loss_cls: 2.5665, loss: 2.5665, grad_norm: 1.3587, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9502, loss/aux0: 1.9502 2020-10-19 04:08:18,516 - mmaction - INFO - Epoch [71][300/396] lr: 2.480e-01, eta: 1 day, 12:41:30, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6503, loss_cls: 2.6123, loss: 2.6123, grad_norm: 1.3911, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9121, loss/aux0: 1.9121 2020-10-19 04:08:19,534 - mmaction - INFO - Epoch [71][300/396] lr: 2.480e-01, eta: 1 day, 12:42:19, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6503, loss_cls: 2.6123, loss: 2.6123, grad_norm: 1.3913, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9218, loss/aux0: 1.9218 2020-10-19 04:08:56,040 - mmaction - INFO - Epoch [71][320/396] lr: 2.480e-01, eta: 1 day, 12:40:58, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6604, loss_cls: 2.6102, loss: 2.6102, grad_norm: 1.3827, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9247, loss/aux0: 1.9247 2020-10-19 04:08:57,058 - mmaction - INFO - Epoch [71][320/396] lr: 2.480e-01, eta: 1 day, 12:41:47, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6604, loss_cls: 2.6102, loss: 2.6102, grad_norm: 1.3877, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9330, loss/aux0: 1.9330 2020-10-19 04:09:33,550 - mmaction - INFO - Epoch [71][340/396] lr: 2.480e-01, eta: 1 day, 12:40:26, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6531, loss_cls: 2.6222, loss: 2.6222, grad_norm: 1.3841, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9143, loss/aux0: 1.9143 2020-10-19 04:09:34,509 - mmaction - INFO - Epoch [71][340/396] lr: 2.480e-01, eta: 1 day, 12:41:15, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6531, loss_cls: 2.6222, loss: 2.6222, grad_norm: 1.3840, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9233, loss/aux0: 1.9233 2020-10-19 04:10:11,081 - mmaction - INFO - Epoch [71][360/396] lr: 2.480e-01, eta: 1 day, 12:39:54, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3745, top5_acc: 0.6490, loss_cls: 2.6117, loss: 2.6117, grad_norm: 1.3780, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9315, loss/aux0: 1.9315 2020-10-19 04:10:12,113 - mmaction - INFO - Epoch [71][360/396] lr: 2.480e-01, eta: 1 day, 12:40:43, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.3745, top5_acc: 0.6490, loss_cls: 2.6117, loss: 2.6117, grad_norm: 1.3781, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9058, loss/aux0: 1.9058 2020-10-19 04:10:48,605 - mmaction - INFO - Epoch [71][380/396] lr: 2.480e-01, eta: 1 day, 12:39:22, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6612, loss_cls: 2.5811, loss: 2.5811, grad_norm: 1.4228, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9491, loss/aux0: 1.9491 2020-10-19 04:10:49,560 - mmaction - INFO - Epoch [71][380/396] lr: 2.480e-01, eta: 1 day, 12:40:10, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3852, top5_acc: 0.6612, loss_cls: 2.5811, loss: 2.5811, grad_norm: 1.4217, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.9558, loss/aux0: 1.9558 2020-10-19 04:15:08,507 - mmaction - INFO - Epoch [72][20/396] lr: 2.466e-01, eta: 1 day, 12:37:05, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6750, loss_cls: 2.4998, loss: 2.4998, grad_norm: 1.4013, top1_acc/aux0: 0.5074, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9904, loss/aux0: 1.9904 2020-10-19 04:15:09,470 - mmaction - INFO - Epoch [72][20/396] lr: 2.466e-01, eta: 1 day, 12:37:54, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6750, loss_cls: 2.4998, loss: 2.4998, grad_norm: 1.4011, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9822, loss/aux0: 1.9822 2020-10-19 04:15:45,937 - mmaction - INFO - Epoch [72][40/396] lr: 2.466e-01, eta: 1 day, 12:36:33, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6576, loss_cls: 2.5539, loss: 2.5539, grad_norm: 1.4127, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9181, loss/aux0: 1.9181 2020-10-19 04:15:46,900 - mmaction - INFO - Epoch [72][40/396] lr: 2.466e-01, eta: 1 day, 12:37:21, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6576, loss_cls: 2.5539, loss: 2.5539, grad_norm: 1.4079, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9187, loss/aux0: 1.9187 2020-10-19 04:16:23,407 - mmaction - INFO - Epoch [72][60/396] lr: 2.466e-01, eta: 1 day, 12:36:00, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6620, loss_cls: 2.5584, loss: 2.5584, grad_norm: 1.3925, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9107, loss/aux0: 1.9107 2020-10-19 04:16:24,372 - mmaction - INFO - Epoch [72][60/396] lr: 2.466e-01, eta: 1 day, 12:36:49, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6620, loss_cls: 2.5584, loss: 2.5584, grad_norm: 1.3952, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9146, loss/aux0: 1.9146 2020-10-19 04:17:00,784 - mmaction - INFO - Epoch [72][80/396] lr: 2.466e-01, eta: 1 day, 12:35:28, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6646, loss_cls: 2.5575, loss: 2.5575, grad_norm: 1.4267, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9154, loss/aux0: 1.9154 2020-10-19 04:17:01,820 - mmaction - INFO - Epoch [72][80/396] lr: 2.466e-01, eta: 1 day, 12:36:17, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6646, loss_cls: 2.5575, loss: 2.5575, grad_norm: 1.4271, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9111, loss/aux0: 1.9111 2020-10-19 04:17:38,349 - mmaction - INFO - Epoch [72][100/396] lr: 2.466e-01, eta: 1 day, 12:34:56, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6635, loss_cls: 2.5327, loss: 2.5327, grad_norm: 1.4051, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8777, loss/aux0: 1.8777 2020-10-19 04:17:39,357 - mmaction - INFO - Epoch [72][100/396] lr: 2.466e-01, eta: 1 day, 12:35:45, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6635, loss_cls: 2.5327, loss: 2.5327, grad_norm: 1.4064, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8827, loss/aux0: 1.8827 2020-10-19 04:18:15,851 - mmaction - INFO - Epoch [72][120/396] lr: 2.466e-01, eta: 1 day, 12:34:24, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6714, loss_cls: 2.4981, loss: 2.4981, grad_norm: 1.3903, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9267, loss/aux0: 1.9267 2020-10-19 04:18:16,852 - mmaction - INFO - Epoch [72][120/396] lr: 2.466e-01, eta: 1 day, 12:35:12, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6714, loss_cls: 2.4981, loss: 2.4981, grad_norm: 1.3880, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9330, loss/aux0: 1.9330 2020-10-19 04:18:53,354 - mmaction - INFO - Epoch [72][140/396] lr: 2.466e-01, eta: 1 day, 12:33:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3885, top5_acc: 0.6516, loss_cls: 2.5742, loss: 2.5742, grad_norm: 1.3909, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9096, loss/aux0: 1.9096 2020-10-19 04:18:54,315 - mmaction - INFO - Epoch [72][140/396] lr: 2.466e-01, eta: 1 day, 12:34:40, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3885, top5_acc: 0.6516, loss_cls: 2.5742, loss: 2.5742, grad_norm: 1.3886, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.9042, loss/aux0: 1.9042 2020-10-19 04:19:30,731 - mmaction - INFO - Epoch [72][160/396] lr: 2.466e-01, eta: 1 day, 12:33:19, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3891, top5_acc: 0.6635, loss_cls: 2.5820, loss: 2.5820, grad_norm: 1.4197, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9022, loss/aux0: 1.9022 2020-10-19 04:19:31,681 - mmaction - INFO - Epoch [72][160/396] lr: 2.466e-01, eta: 1 day, 12:34:08, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3891, top5_acc: 0.6635, loss_cls: 2.5820, loss: 2.5820, grad_norm: 1.4157, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8995, loss/aux0: 1.8995 2020-10-19 04:20:08,208 - mmaction - INFO - Epoch [72][180/396] lr: 2.466e-01, eta: 1 day, 12:32:47, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6544, loss_cls: 2.6150, loss: 2.6150, grad_norm: 1.3874, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8850, loss/aux0: 1.8850 2020-10-19 04:20:09,157 - mmaction - INFO - Epoch [72][180/396] lr: 2.466e-01, eta: 1 day, 12:33:36, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6544, loss_cls: 2.6150, loss: 2.6150, grad_norm: 1.3750, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8733, loss/aux0: 1.8733 2020-10-19 04:20:45,743 - mmaction - INFO - Epoch [72][200/396] lr: 2.466e-01, eta: 1 day, 12:32:15, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6633, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.3798, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9180, loss/aux0: 1.9180 2020-10-19 04:20:46,682 - mmaction - INFO - Epoch [72][200/396] lr: 2.466e-01, eta: 1 day, 12:33:03, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6633, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.3886, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9408, loss/aux0: 1.9408 2020-10-19 04:21:23,198 - mmaction - INFO - Epoch [72][220/396] lr: 2.466e-01, eta: 1 day, 12:31:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3836, top5_acc: 0.6549, loss_cls: 2.6124, loss: 2.6124, grad_norm: 1.4107, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9419, loss/aux0: 1.9419 2020-10-19 04:21:24,239 - mmaction - INFO - Epoch [72][220/396] lr: 2.466e-01, eta: 1 day, 12:32:32, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.3836, top5_acc: 0.6549, loss_cls: 2.6124, loss: 2.6124, grad_norm: 1.4033, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9273, loss/aux0: 1.9273 2020-10-19 04:22:00,640 - mmaction - INFO - Epoch [72][240/396] lr: 2.466e-01, eta: 1 day, 12:31:11, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6573, loss_cls: 2.5912, loss: 2.5912, grad_norm: 1.3787, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9783, loss/aux0: 1.9783 2020-10-19 04:22:01,676 - mmaction - INFO - Epoch [72][240/396] lr: 2.466e-01, eta: 1 day, 12:31:59, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6573, loss_cls: 2.5912, loss: 2.5912, grad_norm: 1.3750, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9719, loss/aux0: 1.9719 2020-10-19 04:22:38,170 - mmaction - INFO - Epoch [72][260/396] lr: 2.466e-01, eta: 1 day, 12:30:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3753, top5_acc: 0.6508, loss_cls: 2.6108, loss: 2.6108, grad_norm: 1.4174, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9506, loss/aux0: 1.9506 2020-10-19 04:22:39,141 - mmaction - INFO - Epoch [72][260/396] lr: 2.466e-01, eta: 1 day, 12:31:27, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3753, top5_acc: 0.6508, loss_cls: 2.6108, loss: 2.6108, grad_norm: 1.4078, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9560, loss/aux0: 1.9560 2020-10-19 04:23:15,648 - mmaction - INFO - Epoch [72][280/396] lr: 2.466e-01, eta: 1 day, 12:30:07, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6708, loss_cls: 2.5180, loss: 2.5180, grad_norm: 1.3814, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9233, loss/aux0: 1.9233 2020-10-19 04:23:16,680 - mmaction - INFO - Epoch [72][280/396] lr: 2.466e-01, eta: 1 day, 12:30:55, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6708, loss_cls: 2.5180, loss: 2.5180, grad_norm: 1.3804, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9320, loss/aux0: 1.9320 2020-10-19 04:23:53,146 - mmaction - INFO - Epoch [72][300/396] lr: 2.466e-01, eta: 1 day, 12:29:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3859, top5_acc: 0.6586, loss_cls: 2.5725, loss: 2.5725, grad_norm: 1.3796, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8737, loss/aux0: 1.8737 2020-10-19 04:23:54,116 - mmaction - INFO - Epoch [72][300/396] lr: 2.466e-01, eta: 1 day, 12:30:23, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3859, top5_acc: 0.6586, loss_cls: 2.5725, loss: 2.5725, grad_norm: 1.3893, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8788, loss/aux0: 1.8788 2020-10-19 04:24:30,622 - mmaction - INFO - Epoch [72][320/396] lr: 2.466e-01, eta: 1 day, 12:29:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6656, loss_cls: 2.5428, loss: 2.5428, grad_norm: 1.3967, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9202, loss/aux0: 1.9202 2020-10-19 04:24:31,581 - mmaction - INFO - Epoch [72][320/396] lr: 2.466e-01, eta: 1 day, 12:29:51, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6656, loss_cls: 2.5428, loss: 2.5428, grad_norm: 1.3967, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9127, loss/aux0: 1.9127 2020-10-19 04:25:07,969 - mmaction - INFO - Epoch [72][340/396] lr: 2.466e-01, eta: 1 day, 12:28:30, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6664, loss_cls: 2.5718, loss: 2.5718, grad_norm: 1.3647, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9639, loss/aux0: 1.9639 2020-10-19 04:25:08,900 - mmaction - INFO - Epoch [72][340/396] lr: 2.466e-01, eta: 1 day, 12:29:18, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6664, loss_cls: 2.5718, loss: 2.5718, grad_norm: 1.3643, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7654, loss_cls/aux0: 1.9698, loss/aux0: 1.9698 2020-10-19 04:25:45,461 - mmaction - INFO - Epoch [72][360/396] lr: 2.466e-01, eta: 1 day, 12:27:58, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6701, loss_cls: 2.5439, loss: 2.5439, grad_norm: 1.4249, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9413, loss/aux0: 1.9413 2020-10-19 04:25:46,406 - mmaction - INFO - Epoch [72][360/396] lr: 2.466e-01, eta: 1 day, 12:28:46, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6701, loss_cls: 2.5439, loss: 2.5439, grad_norm: 1.4264, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9335, loss/aux0: 1.9335 2020-10-19 04:26:22,880 - mmaction - INFO - Epoch [72][380/396] lr: 2.466e-01, eta: 1 day, 12:27:25, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6711, loss_cls: 2.5190, loss: 2.5190, grad_norm: 1.3885, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8732, loss/aux0: 1.8732 2020-10-19 04:26:23,898 - mmaction - INFO - Epoch [72][380/396] lr: 2.466e-01, eta: 1 day, 12:28:13, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6711, loss_cls: 2.5190, loss: 2.5190, grad_norm: 1.3910, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8712, loss/aux0: 1.8712 2020-10-19 04:26:55,001 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-19 04:28:38,293 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 04:28:38,427 - mmaction - INFO - top1_acc 0.4876 top5_acc 0.7561 2020-10-19 04:28:38,427 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 04:28:38,458 - mmaction - INFO - mean_acc 0.4870 2020-10-19 04:28:38,459 - mmaction - INFO - Now best checkpoint is epoch_72.pth 2020-10-19 04:28:38,466 - mmaction - INFO - Epoch(val) [72][396] top1_acc: 0.4876, top5_acc: 0.7561, mean_class_accuracy: 0.4870 2020-10-19 04:32:54,384 - mmaction - INFO - Epoch [73][20/396] lr: 2.452e-01, eta: 1 day, 12:25:10, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4070, top5_acc: 0.6737, loss_cls: 2.5060, loss: 2.5060, grad_norm: 1.3879, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7829, loss_cls/aux0: 1.9322, loss/aux0: 1.9322 2020-10-19 04:32:55,334 - mmaction - INFO - Epoch [73][20/396] lr: 2.452e-01, eta: 1 day, 12:25:58, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4070, top5_acc: 0.6737, loss_cls: 2.5060, loss: 2.5060, grad_norm: 1.3933, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9343, loss/aux0: 1.9343 2020-10-19 04:33:31,675 - mmaction - INFO - Epoch [73][40/396] lr: 2.452e-01, eta: 1 day, 12:24:38, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6740, loss_cls: 2.5173, loss: 2.5173, grad_norm: 1.3704, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8681, loss/aux0: 1.8681 2020-10-19 04:33:32,643 - mmaction - INFO - Epoch [73][40/396] lr: 2.452e-01, eta: 1 day, 12:25:25, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6740, loss_cls: 2.5173, loss: 2.5173, grad_norm: 1.3725, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8644, loss/aux0: 1.8644 2020-10-19 04:34:09,166 - mmaction - INFO - Epoch [73][60/396] lr: 2.452e-01, eta: 1 day, 12:24:05, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3938, top5_acc: 0.6565, loss_cls: 2.5739, loss: 2.5739, grad_norm: 1.4445, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9031, loss/aux0: 1.9031 2020-10-19 04:34:10,186 - mmaction - INFO - Epoch [73][60/396] lr: 2.452e-01, eta: 1 day, 12:24:53, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3938, top5_acc: 0.6565, loss_cls: 2.5739, loss: 2.5739, grad_norm: 1.4446, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9063, loss/aux0: 1.9063 2020-10-19 04:34:46,724 - mmaction - INFO - Epoch [73][80/396] lr: 2.452e-01, eta: 1 day, 12:23:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3938, top5_acc: 0.6549, loss_cls: 2.5474, loss: 2.5474, grad_norm: 1.3863, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7633, loss_cls/aux0: 1.9381, loss/aux0: 1.9381 2020-10-19 04:34:47,744 - mmaction - INFO - Epoch [73][80/396] lr: 2.452e-01, eta: 1 day, 12:24:21, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3938, top5_acc: 0.6549, loss_cls: 2.5474, loss: 2.5474, grad_norm: 1.3809, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9461, loss/aux0: 1.9461 2020-10-19 04:35:24,157 - mmaction - INFO - Epoch [73][100/396] lr: 2.452e-01, eta: 1 day, 12:23:01, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6680, loss_cls: 2.5567, loss: 2.5567, grad_norm: 1.3871, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8680, loss/aux0: 1.8680 2020-10-19 04:35:25,107 - mmaction - INFO - Epoch [73][100/396] lr: 2.452e-01, eta: 1 day, 12:23:48, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6680, loss_cls: 2.5567, loss: 2.5567, grad_norm: 1.3904, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8576, loss/aux0: 1.8576 2020-10-19 04:36:01,668 - mmaction - INFO - Epoch [73][120/396] lr: 2.452e-01, eta: 1 day, 12:22:28, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6672, loss_cls: 2.5775, loss: 2.5775, grad_norm: 1.3550, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9080, loss/aux0: 1.9080 2020-10-19 04:36:02,627 - mmaction - INFO - Epoch [73][120/396] lr: 2.452e-01, eta: 1 day, 12:23:16, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6672, loss_cls: 2.5775, loss: 2.5775, grad_norm: 1.3550, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9045, loss/aux0: 1.9045 2020-10-19 04:36:39,282 - mmaction - INFO - Epoch [73][140/396] lr: 2.452e-01, eta: 1 day, 12:21:56, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4044, top5_acc: 0.6693, loss_cls: 2.5217, loss: 2.5217, grad_norm: 1.3876, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9367, loss/aux0: 1.9367 2020-10-19 04:36:40,233 - mmaction - INFO - Epoch [73][140/396] lr: 2.452e-01, eta: 1 day, 12:22:44, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.4044, top5_acc: 0.6693, loss_cls: 2.5217, loss: 2.5217, grad_norm: 1.3848, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9329, loss/aux0: 1.9329 2020-10-19 04:37:16,678 - mmaction - INFO - Epoch [73][160/396] lr: 2.452e-01, eta: 1 day, 12:21:24, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6565, loss_cls: 2.5809, loss: 2.5809, grad_norm: 1.3818, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9153, loss/aux0: 1.9153 2020-10-19 04:37:17,689 - mmaction - INFO - Epoch [73][160/396] lr: 2.452e-01, eta: 1 day, 12:22:12, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6565, loss_cls: 2.5809, loss: 2.5809, grad_norm: 1.3784, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9199, loss/aux0: 1.9199 2020-10-19 04:37:54,212 - mmaction - INFO - Epoch [73][180/396] lr: 2.452e-01, eta: 1 day, 12:20:52, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4000, top5_acc: 0.6594, loss_cls: 2.5600, loss: 2.5600, grad_norm: 1.4091, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8375, loss/aux0: 1.8375 2020-10-19 04:37:55,181 - mmaction - INFO - Epoch [73][180/396] lr: 2.452e-01, eta: 1 day, 12:21:40, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4000, top5_acc: 0.6594, loss_cls: 2.5600, loss: 2.5600, grad_norm: 1.4122, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8460, loss/aux0: 1.8460 2020-10-19 04:38:31,710 - mmaction - INFO - Epoch [73][200/396] lr: 2.452e-01, eta: 1 day, 12:20:20, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3815, top5_acc: 0.6604, loss_cls: 2.5708, loss: 2.5708, grad_norm: 1.4031, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9592, loss/aux0: 1.9592 2020-10-19 04:38:32,718 - mmaction - INFO - Epoch [73][200/396] lr: 2.452e-01, eta: 1 day, 12:21:08, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.3815, top5_acc: 0.6604, loss_cls: 2.5708, loss: 2.5708, grad_norm: 1.4032, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9600, loss/aux0: 1.9600 2020-10-19 04:39:09,183 - mmaction - INFO - Epoch [73][220/396] lr: 2.452e-01, eta: 1 day, 12:19:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4008, top5_acc: 0.6701, loss_cls: 2.5203, loss: 2.5203, grad_norm: 1.4134, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8974, loss/aux0: 1.8974 2020-10-19 04:39:10,135 - mmaction - INFO - Epoch [73][220/396] lr: 2.452e-01, eta: 1 day, 12:20:36, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4008, top5_acc: 0.6701, loss_cls: 2.5203, loss: 2.5203, grad_norm: 1.4125, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8920, loss/aux0: 1.8920 2020-10-19 04:39:46,600 - mmaction - INFO - Epoch [73][240/396] lr: 2.452e-01, eta: 1 day, 12:19:16, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6628, loss_cls: 2.6015, loss: 2.6015, grad_norm: 1.4178, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9335, loss/aux0: 1.9335 2020-10-19 04:39:47,551 - mmaction - INFO - Epoch [73][240/396] lr: 2.452e-01, eta: 1 day, 12:20:03, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6628, loss_cls: 2.6015, loss: 2.6015, grad_norm: 1.4219, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9301, loss/aux0: 1.9301 2020-10-19 04:40:24,072 - mmaction - INFO - Epoch [73][260/396] lr: 2.452e-01, eta: 1 day, 12:18:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3846, top5_acc: 0.6419, loss_cls: 2.6283, loss: 2.6283, grad_norm: 1.4272, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9554, loss/aux0: 1.9554 2020-10-19 04:40:25,102 - mmaction - INFO - Epoch [73][260/396] lr: 2.452e-01, eta: 1 day, 12:19:31, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3846, top5_acc: 0.6419, loss_cls: 2.6283, loss: 2.6283, grad_norm: 1.4302, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9593, loss/aux0: 1.9593 2020-10-19 04:41:01,644 - mmaction - INFO - Epoch [73][280/396] lr: 2.452e-01, eta: 1 day, 12:18:11, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3854, top5_acc: 0.6495, loss_cls: 2.5898, loss: 2.5898, grad_norm: 1.3706, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9341, loss/aux0: 1.9341 2020-10-19 04:41:02,669 - mmaction - INFO - Epoch [73][280/396] lr: 2.452e-01, eta: 1 day, 12:18:59, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.3854, top5_acc: 0.6495, loss_cls: 2.5898, loss: 2.5898, grad_norm: 1.3816, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9397, loss/aux0: 1.9397 2020-10-19 04:41:39,111 - mmaction - INFO - Epoch [73][300/396] lr: 2.452e-01, eta: 1 day, 12:17:39, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6586, loss_cls: 2.5699, loss: 2.5699, grad_norm: 1.3961, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0106, loss/aux0: 2.0106 2020-10-19 04:41:40,045 - mmaction - INFO - Epoch [73][300/396] lr: 2.452e-01, eta: 1 day, 12:18:26, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6586, loss_cls: 2.5699, loss: 2.5699, grad_norm: 1.4009, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0095, loss/aux0: 2.0095 2020-10-19 04:42:16,592 - mmaction - INFO - Epoch [73][320/396] lr: 2.452e-01, eta: 1 day, 12:17:06, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6685, loss_cls: 2.5677, loss: 2.5677, grad_norm: 1.3629, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9723, loss/aux0: 1.9723 2020-10-19 04:42:17,578 - mmaction - INFO - Epoch [73][320/396] lr: 2.452e-01, eta: 1 day, 12:17:53, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6685, loss_cls: 2.5677, loss: 2.5677, grad_norm: 1.3589, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9705, loss/aux0: 1.9705 2020-10-19 04:42:54,021 - mmaction - INFO - Epoch [73][340/396] lr: 2.452e-01, eta: 1 day, 12:16:34, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6776, loss_cls: 2.5068, loss: 2.5068, grad_norm: 1.4127, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9505, loss/aux0: 1.9505 2020-10-19 04:42:54,971 - mmaction - INFO - Epoch [73][340/396] lr: 2.452e-01, eta: 1 day, 12:17:21, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6776, loss_cls: 2.5068, loss: 2.5068, grad_norm: 1.4184, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9450, loss/aux0: 1.9450 2020-10-19 04:43:31,507 - mmaction - INFO - Epoch [73][360/396] lr: 2.452e-01, eta: 1 day, 12:16:02, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6706, loss_cls: 2.5240, loss: 2.5240, grad_norm: 1.3825, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9679, loss/aux0: 1.9679 2020-10-19 04:43:32,484 - mmaction - INFO - Epoch [73][360/396] lr: 2.452e-01, eta: 1 day, 12:16:49, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6706, loss_cls: 2.5240, loss: 2.5240, grad_norm: 1.3745, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9704, loss/aux0: 1.9704 2020-10-19 04:44:08,862 - mmaction - INFO - Epoch [73][380/396] lr: 2.452e-01, eta: 1 day, 12:15:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6563, loss_cls: 2.5604, loss: 2.5604, grad_norm: 1.3827, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9100, loss/aux0: 1.9100 2020-10-19 04:44:09,812 - mmaction - INFO - Epoch [73][380/396] lr: 2.452e-01, eta: 1 day, 12:16:16, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6563, loss_cls: 2.5604, loss: 2.5604, grad_norm: 1.3763, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9018, loss/aux0: 1.9018 2020-10-19 04:48:29,473 - mmaction - INFO - Epoch [74][20/396] lr: 2.437e-01, eta: 1 day, 12:13:16, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6729, loss_cls: 2.5039, loss: 2.5039, grad_norm: 1.4021, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9383, loss/aux0: 1.9383 2020-10-19 04:48:30,411 - mmaction - INFO - Epoch [74][20/396] lr: 2.437e-01, eta: 1 day, 12:14:02, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6729, loss_cls: 2.5039, loss: 2.5039, grad_norm: 1.4067, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9382, loss/aux0: 1.9382 2020-10-19 04:49:06,926 - mmaction - INFO - Epoch [74][40/396] lr: 2.437e-01, eta: 1 day, 12:12:43, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6667, loss_cls: 2.5288, loss: 2.5288, grad_norm: 1.3776, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9525, loss/aux0: 1.9525 2020-10-19 04:49:07,880 - mmaction - INFO - Epoch [74][40/396] lr: 2.437e-01, eta: 1 day, 12:13:30, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6667, loss_cls: 2.5288, loss: 2.5288, grad_norm: 1.3844, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9446, loss/aux0: 1.9446 2020-10-19 04:49:44,252 - mmaction - INFO - Epoch [74][60/396] lr: 2.437e-01, eta: 1 day, 12:12:11, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4073, top5_acc: 0.6518, loss_cls: 2.5500, loss: 2.5500, grad_norm: 1.4159, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9257, loss/aux0: 1.9257 2020-10-19 04:49:45,274 - mmaction - INFO - Epoch [74][60/396] lr: 2.437e-01, eta: 1 day, 12:12:58, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4073, top5_acc: 0.6518, loss_cls: 2.5500, loss: 2.5500, grad_norm: 1.4138, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9338, loss/aux0: 1.9338 2020-10-19 04:50:21,639 - mmaction - INFO - Epoch [74][80/396] lr: 2.437e-01, eta: 1 day, 12:11:38, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6786, loss_cls: 2.4842, loss: 2.4842, grad_norm: 1.4121, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9420, loss/aux0: 1.9420 2020-10-19 04:50:22,627 - mmaction - INFO - Epoch [74][80/396] lr: 2.437e-01, eta: 1 day, 12:12:25, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6786, loss_cls: 2.4842, loss: 2.4842, grad_norm: 1.4099, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9396, loss/aux0: 1.9396 2020-10-19 04:50:59,169 - mmaction - INFO - Epoch [74][100/396] lr: 2.437e-01, eta: 1 day, 12:11:06, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6628, loss_cls: 2.5651, loss: 2.5651, grad_norm: 1.4570, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9353, loss/aux0: 1.9353 2020-10-19 04:51:00,123 - mmaction - INFO - Epoch [74][100/396] lr: 2.437e-01, eta: 1 day, 12:11:53, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6628, loss_cls: 2.5651, loss: 2.5651, grad_norm: 1.4542, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.9232, loss/aux0: 1.9232 2020-10-19 04:51:36,573 - mmaction - INFO - Epoch [74][120/396] lr: 2.437e-01, eta: 1 day, 12:10:34, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6695, loss_cls: 2.5041, loss: 2.5041, grad_norm: 1.3849, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9312, loss/aux0: 1.9312 2020-10-19 04:51:37,575 - mmaction - INFO - Epoch [74][120/396] lr: 2.437e-01, eta: 1 day, 12:11:21, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6695, loss_cls: 2.5041, loss: 2.5041, grad_norm: 1.3816, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9447, loss/aux0: 1.9447 2020-10-19 04:52:13,942 - mmaction - INFO - Epoch [74][140/396] lr: 2.437e-01, eta: 1 day, 12:10:01, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6656, loss_cls: 2.5686, loss: 2.5686, grad_norm: 1.4139, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7641, loss_cls/aux0: 1.9642, loss/aux0: 1.9642 2020-10-19 04:52:14,876 - mmaction - INFO - Epoch [74][140/396] lr: 2.437e-01, eta: 1 day, 12:10:48, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6656, loss_cls: 2.5686, loss: 2.5686, grad_norm: 1.4063, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9508, loss/aux0: 1.9508 2020-10-19 04:52:51,380 - mmaction - INFO - Epoch [74][160/396] lr: 2.437e-01, eta: 1 day, 12:09:29, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6526, loss_cls: 2.5567, loss: 2.5567, grad_norm: 1.3974, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9200, loss/aux0: 1.9200 2020-10-19 04:52:52,337 - mmaction - INFO - Epoch [74][160/396] lr: 2.437e-01, eta: 1 day, 12:10:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6526, loss_cls: 2.5567, loss: 2.5567, grad_norm: 1.3915, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9351, loss/aux0: 1.9351 2020-10-19 04:53:28,767 - mmaction - INFO - Epoch [74][180/396] lr: 2.437e-01, eta: 1 day, 12:08:56, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6706, loss_cls: 2.5125, loss: 2.5125, grad_norm: 1.3969, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9497, loss/aux0: 1.9497 2020-10-19 04:53:29,783 - mmaction - INFO - Epoch [74][180/396] lr: 2.437e-01, eta: 1 day, 12:09:43, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6706, loss_cls: 2.5125, loss: 2.5125, grad_norm: 1.3933, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9479, loss/aux0: 1.9479 2020-10-19 04:54:06,296 - mmaction - INFO - Epoch [74][200/396] lr: 2.437e-01, eta: 1 day, 12:08:24, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6487, loss_cls: 2.6180, loss: 2.6180, grad_norm: 1.3763, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9175, loss/aux0: 1.9175 2020-10-19 04:54:07,294 - mmaction - INFO - Epoch [74][200/396] lr: 2.437e-01, eta: 1 day, 12:09:11, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6487, loss_cls: 2.6180, loss: 2.6180, grad_norm: 1.3817, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9147, loss/aux0: 1.9147 2020-10-19 04:54:43,833 - mmaction - INFO - Epoch [74][220/396] lr: 2.437e-01, eta: 1 day, 12:07:52, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6581, loss_cls: 2.5582, loss: 2.5582, grad_norm: 1.4118, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8852, loss/aux0: 1.8852 2020-10-19 04:54:44,854 - mmaction - INFO - Epoch [74][220/396] lr: 2.437e-01, eta: 1 day, 12:08:38, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6581, loss_cls: 2.5582, loss: 2.5582, grad_norm: 1.4088, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8929, loss/aux0: 1.8929 2020-10-19 04:55:22,210 - mmaction - INFO - Epoch [74][240/396] lr: 2.437e-01, eta: 1 day, 12:07:19, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4003, top5_acc: 0.6716, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.4046, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9056, loss/aux0: 1.9056 2020-10-19 04:55:23,283 - mmaction - INFO - Epoch [74][240/396] lr: 2.437e-01, eta: 1 day, 12:08:06, time: 0.944, data_time: 0.012, memory: 8462, top1_acc: 0.4003, top5_acc: 0.6716, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.4100, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9087, loss/aux0: 1.9087 2020-10-19 04:55:59,750 - mmaction - INFO - Epoch [74][260/396] lr: 2.437e-01, eta: 1 day, 12:06:47, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3982, top5_acc: 0.6641, loss_cls: 2.5541, loss: 2.5541, grad_norm: 1.3856, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9415, loss/aux0: 1.9415 2020-10-19 04:56:00,733 - mmaction - INFO - Epoch [74][260/396] lr: 2.437e-01, eta: 1 day, 12:07:34, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.3982, top5_acc: 0.6641, loss_cls: 2.5541, loss: 2.5541, grad_norm: 1.3852, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9451, loss/aux0: 1.9451 2020-10-19 04:56:37,121 - mmaction - INFO - Epoch [74][280/396] lr: 2.437e-01, eta: 1 day, 12:06:14, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6583, loss_cls: 2.5753, loss: 2.5753, grad_norm: 1.3487, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8345, loss/aux0: 1.8345 2020-10-19 04:56:38,148 - mmaction - INFO - Epoch [74][280/396] lr: 2.437e-01, eta: 1 day, 12:07:01, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6583, loss_cls: 2.5753, loss: 2.5753, grad_norm: 1.3484, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8197, loss/aux0: 1.8197 2020-10-19 04:57:14,633 - mmaction - INFO - Epoch [74][300/396] lr: 2.437e-01, eta: 1 day, 12:05:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6685, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.3902, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.9120, loss/aux0: 1.9120 2020-10-19 04:57:15,622 - mmaction - INFO - Epoch [74][300/396] lr: 2.437e-01, eta: 1 day, 12:06:28, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6685, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.3970, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.9145, loss/aux0: 1.9145 2020-10-19 04:57:52,147 - mmaction - INFO - Epoch [74][320/396] lr: 2.437e-01, eta: 1 day, 12:05:10, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6643, loss_cls: 2.5950, loss: 2.5950, grad_norm: 1.4179, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9761, loss/aux0: 1.9761 2020-10-19 04:57:53,067 - mmaction - INFO - Epoch [74][320/396] lr: 2.437e-01, eta: 1 day, 12:05:56, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6643, loss_cls: 2.5950, loss: 2.5950, grad_norm: 1.4055, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9708, loss/aux0: 1.9708 2020-10-19 04:58:29,522 - mmaction - INFO - Epoch [74][340/396] lr: 2.437e-01, eta: 1 day, 12:04:37, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6711, loss_cls: 2.5338, loss: 2.5338, grad_norm: 1.3851, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.8800, loss/aux0: 1.8800 2020-10-19 04:58:30,519 - mmaction - INFO - Epoch [74][340/396] lr: 2.437e-01, eta: 1 day, 12:05:23, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6711, loss_cls: 2.5338, loss: 2.5338, grad_norm: 1.3822, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.8838, loss/aux0: 1.8838 2020-10-19 04:59:06,887 - mmaction - INFO - Epoch [74][360/396] lr: 2.437e-01, eta: 1 day, 12:04:04, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6607, loss_cls: 2.5391, loss: 2.5391, grad_norm: 1.3574, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9422, loss/aux0: 1.9422 2020-10-19 04:59:07,916 - mmaction - INFO - Epoch [74][360/396] lr: 2.437e-01, eta: 1 day, 12:04:50, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6607, loss_cls: 2.5391, loss: 2.5391, grad_norm: 1.3505, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9448, loss/aux0: 1.9448 2020-10-19 04:59:44,336 - mmaction - INFO - Epoch [74][380/396] lr: 2.437e-01, eta: 1 day, 12:03:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6609, loss_cls: 2.5633, loss: 2.5633, grad_norm: 1.4251, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8642, loss/aux0: 1.8642 2020-10-19 04:59:45,354 - mmaction - INFO - Epoch [74][380/396] lr: 2.437e-01, eta: 1 day, 12:04:18, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6609, loss_cls: 2.5633, loss: 2.5633, grad_norm: 1.4308, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8600, loss/aux0: 1.8600 2020-10-19 05:04:07,240 - mmaction - INFO - Epoch [75][20/396] lr: 2.423e-01, eta: 1 day, 12:01:19, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6813, loss_cls: 2.4866, loss: 2.4866, grad_norm: 1.4280, top1_acc/aux0: 0.5337, top5_acc/aux0: 0.7840, loss_cls/aux0: 1.8994, loss/aux0: 1.8994 2020-10-19 05:04:08,183 - mmaction - INFO - Epoch [75][20/396] lr: 2.423e-01, eta: 1 day, 12:02:05, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6813, loss_cls: 2.4866, loss: 2.4866, grad_norm: 1.4186, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8970, loss/aux0: 1.8970 2020-10-19 05:04:44,552 - mmaction - INFO - Epoch [75][40/396] lr: 2.423e-01, eta: 1 day, 12:00:47, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6789, loss_cls: 2.5053, loss: 2.5053, grad_norm: 1.3977, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9327, loss/aux0: 1.9327 2020-10-19 05:04:45,540 - mmaction - INFO - Epoch [75][40/396] lr: 2.423e-01, eta: 1 day, 12:01:33, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6789, loss_cls: 2.5053, loss: 2.5053, grad_norm: 1.4085, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9387, loss/aux0: 1.9387 2020-10-19 05:05:21,968 - mmaction - INFO - Epoch [75][60/396] lr: 2.423e-01, eta: 1 day, 12:00:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4034, top5_acc: 0.6802, loss_cls: 2.5095, loss: 2.5095, grad_norm: 1.4252, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9047, loss/aux0: 1.9047 2020-10-19 05:05:22,977 - mmaction - INFO - Epoch [75][60/396] lr: 2.423e-01, eta: 1 day, 12:01:01, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4034, top5_acc: 0.6802, loss_cls: 2.5095, loss: 2.5095, grad_norm: 1.4228, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9017, loss/aux0: 1.9017 2020-10-19 05:05:59,501 - mmaction - INFO - Epoch [75][80/396] lr: 2.423e-01, eta: 1 day, 11:59:42, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6654, loss_cls: 2.5357, loss: 2.5357, grad_norm: 1.4194, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8639, loss/aux0: 1.8639 2020-10-19 05:06:00,464 - mmaction - INFO - Epoch [75][80/396] lr: 2.423e-01, eta: 1 day, 12:00:28, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6654, loss_cls: 2.5357, loss: 2.5357, grad_norm: 1.4294, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8616, loss/aux0: 1.8616 2020-10-19 05:06:36,926 - mmaction - INFO - Epoch [75][100/396] lr: 2.423e-01, eta: 1 day, 11:59:10, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3945, top5_acc: 0.6570, loss_cls: 2.5633, loss: 2.5633, grad_norm: 1.4524, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9158, loss/aux0: 1.9158 2020-10-19 05:06:37,892 - mmaction - INFO - Epoch [75][100/396] lr: 2.423e-01, eta: 1 day, 11:59:56, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3945, top5_acc: 0.6570, loss_cls: 2.5633, loss: 2.5633, grad_norm: 1.4546, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9200, loss/aux0: 1.9200 2020-10-19 05:07:14,340 - mmaction - INFO - Epoch [75][120/396] lr: 2.423e-01, eta: 1 day, 11:58:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3992, top5_acc: 0.6654, loss_cls: 2.5322, loss: 2.5322, grad_norm: 1.4240, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9118, loss/aux0: 1.9118 2020-10-19 05:07:15,286 - mmaction - INFO - Epoch [75][120/396] lr: 2.423e-01, eta: 1 day, 11:59:23, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3992, top5_acc: 0.6654, loss_cls: 2.5322, loss: 2.5322, grad_norm: 1.4251, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9034, loss/aux0: 1.9034 2020-10-19 05:07:51,771 - mmaction - INFO - Epoch [75][140/396] lr: 2.423e-01, eta: 1 day, 11:58:05, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6651, loss_cls: 2.5850, loss: 2.5850, grad_norm: 1.4351, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9376, loss/aux0: 1.9376 2020-10-19 05:07:52,711 - mmaction - INFO - Epoch [75][140/396] lr: 2.423e-01, eta: 1 day, 11:58:51, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6651, loss_cls: 2.5850, loss: 2.5850, grad_norm: 1.4269, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9350, loss/aux0: 1.9350 2020-10-19 05:08:29,178 - mmaction - INFO - Epoch [75][160/396] lr: 2.423e-01, eta: 1 day, 11:57:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6617, loss_cls: 2.5589, loss: 2.5589, grad_norm: 1.3813, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9128, loss/aux0: 1.9128 2020-10-19 05:08:30,161 - mmaction - INFO - Epoch [75][160/396] lr: 2.423e-01, eta: 1 day, 11:58:18, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6617, loss_cls: 2.5589, loss: 2.5589, grad_norm: 1.3862, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9180, loss/aux0: 1.9180 2020-10-19 05:09:06,636 - mmaction - INFO - Epoch [75][180/396] lr: 2.423e-01, eta: 1 day, 11:57:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6698, loss_cls: 2.5337, loss: 2.5337, grad_norm: 1.4106, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9615, loss/aux0: 1.9615 2020-10-19 05:09:07,590 - mmaction - INFO - Epoch [75][180/396] lr: 2.423e-01, eta: 1 day, 11:57:46, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6698, loss_cls: 2.5337, loss: 2.5337, grad_norm: 1.4033, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9603, loss/aux0: 1.9603 2020-10-19 05:09:44,037 - mmaction - INFO - Epoch [75][200/396] lr: 2.423e-01, eta: 1 day, 11:56:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6586, loss_cls: 2.5596, loss: 2.5596, grad_norm: 1.4115, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9681, loss/aux0: 1.9681 2020-10-19 05:09:44,990 - mmaction - INFO - Epoch [75][200/396] lr: 2.423e-01, eta: 1 day, 11:57:13, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6586, loss_cls: 2.5596, loss: 2.5596, grad_norm: 1.4113, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9743, loss/aux0: 1.9743 2020-10-19 05:10:21,500 - mmaction - INFO - Epoch [75][220/396] lr: 2.423e-01, eta: 1 day, 11:55:55, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3885, top5_acc: 0.6669, loss_cls: 2.5659, loss: 2.5659, grad_norm: 1.3945, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9259, loss/aux0: 1.9259 2020-10-19 05:10:22,456 - mmaction - INFO - Epoch [75][220/396] lr: 2.423e-01, eta: 1 day, 11:56:41, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3885, top5_acc: 0.6669, loss_cls: 2.5659, loss: 2.5659, grad_norm: 1.3877, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9115, loss/aux0: 1.9115 2020-10-19 05:10:58,852 - mmaction - INFO - Epoch [75][240/396] lr: 2.423e-01, eta: 1 day, 11:55:22, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6680, loss_cls: 2.5102, loss: 2.5102, grad_norm: 1.3781, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8635, loss/aux0: 1.8635 2020-10-19 05:10:59,792 - mmaction - INFO - Epoch [75][240/396] lr: 2.423e-01, eta: 1 day, 11:56:08, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6680, loss_cls: 2.5102, loss: 2.5102, grad_norm: 1.3867, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8830, loss/aux0: 1.8830 2020-10-19 05:11:36,423 - mmaction - INFO - Epoch [75][260/396] lr: 2.423e-01, eta: 1 day, 11:54:50, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6555, loss_cls: 2.5775, loss: 2.5775, grad_norm: 1.4142, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9441, loss/aux0: 1.9441 2020-10-19 05:11:37,394 - mmaction - INFO - Epoch [75][260/396] lr: 2.423e-01, eta: 1 day, 11:55:36, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6555, loss_cls: 2.5775, loss: 2.5775, grad_norm: 1.4073, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9336, loss/aux0: 1.9336 2020-10-19 05:12:13,836 - mmaction - INFO - Epoch [75][280/396] lr: 2.423e-01, eta: 1 day, 11:54:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3893, top5_acc: 0.6531, loss_cls: 2.5986, loss: 2.5986, grad_norm: 1.4042, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8606, loss/aux0: 1.8606 2020-10-19 05:12:14,789 - mmaction - INFO - Epoch [75][280/396] lr: 2.423e-01, eta: 1 day, 11:55:03, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3893, top5_acc: 0.6531, loss_cls: 2.5986, loss: 2.5986, grad_norm: 1.3994, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8703, loss/aux0: 1.8703 2020-10-19 05:12:51,268 - mmaction - INFO - Epoch [75][300/396] lr: 2.423e-01, eta: 1 day, 11:53:45, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6646, loss_cls: 2.5352, loss: 2.5352, grad_norm: 1.3801, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8915, loss/aux0: 1.8915 2020-10-19 05:12:52,256 - mmaction - INFO - Epoch [75][300/396] lr: 2.423e-01, eta: 1 day, 11:54:30, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6646, loss_cls: 2.5352, loss: 2.5352, grad_norm: 1.3793, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8815, loss/aux0: 1.8815 2020-10-19 05:13:28,658 - mmaction - INFO - Epoch [75][320/396] lr: 2.423e-01, eta: 1 day, 11:53:12, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6680, loss_cls: 2.5669, loss: 2.5669, grad_norm: 1.3726, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8892, loss/aux0: 1.8892 2020-10-19 05:13:29,627 - mmaction - INFO - Epoch [75][320/396] lr: 2.423e-01, eta: 1 day, 11:53:58, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6680, loss_cls: 2.5669, loss: 2.5669, grad_norm: 1.3677, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8971, loss/aux0: 1.8971 2020-10-19 05:14:06,060 - mmaction - INFO - Epoch [75][340/396] lr: 2.423e-01, eta: 1 day, 11:52:40, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4073, top5_acc: 0.6828, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.3973, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9095, loss/aux0: 1.9095 2020-10-19 05:14:07,020 - mmaction - INFO - Epoch [75][340/396] lr: 2.423e-01, eta: 1 day, 11:53:25, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4073, top5_acc: 0.6828, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.3918, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.8970, loss/aux0: 1.8970 2020-10-19 05:14:43,527 - mmaction - INFO - Epoch [75][360/396] lr: 2.423e-01, eta: 1 day, 11:52:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6471, loss_cls: 2.6048, loss: 2.6048, grad_norm: 1.4223, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9018, loss/aux0: 1.9018 2020-10-19 05:14:44,476 - mmaction - INFO - Epoch [75][360/396] lr: 2.423e-01, eta: 1 day, 11:52:53, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6471, loss_cls: 2.6048, loss: 2.6048, grad_norm: 1.4208, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8995, loss/aux0: 1.8995 2020-10-19 05:15:21,012 - mmaction - INFO - Epoch [75][380/396] lr: 2.423e-01, eta: 1 day, 11:51:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4086, top5_acc: 0.6651, loss_cls: 2.5213, loss: 2.5213, grad_norm: 1.3936, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9083, loss/aux0: 1.9083 2020-10-19 05:15:22,035 - mmaction - INFO - Epoch [75][380/396] lr: 2.423e-01, eta: 1 day, 11:52:20, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4086, top5_acc: 0.6651, loss_cls: 2.5213, loss: 2.5213, grad_norm: 1.3940, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9172, loss/aux0: 1.9172 2020-10-19 05:20:04,701 - mmaction - INFO - Epoch [76][20/396] lr: 2.408e-01, eta: 1 day, 11:49:24, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6685, loss_cls: 2.5136, loss: 2.5136, grad_norm: 1.4100, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7717, loss_cls/aux0: 1.9314, loss/aux0: 1.9314 2020-10-19 05:20:05,637 - mmaction - INFO - Epoch [76][20/396] lr: 2.408e-01, eta: 1 day, 11:50:09, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6685, loss_cls: 2.5136, loss: 2.5136, grad_norm: 1.4047, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9347, loss/aux0: 1.9347 2020-10-19 05:20:42,029 - mmaction - INFO - Epoch [76][40/396] lr: 2.408e-01, eta: 1 day, 11:48:51, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6664, loss_cls: 2.5378, loss: 2.5378, grad_norm: 1.3837, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9153, loss/aux0: 1.9153 2020-10-19 05:20:43,032 - mmaction - INFO - Epoch [76][40/396] lr: 2.408e-01, eta: 1 day, 11:49:36, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6664, loss_cls: 2.5378, loss: 2.5378, grad_norm: 1.3749, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9101, loss/aux0: 1.9101 2020-10-19 05:21:19,450 - mmaction - INFO - Epoch [76][60/396] lr: 2.408e-01, eta: 1 day, 11:48:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3992, top5_acc: 0.6591, loss_cls: 2.5813, loss: 2.5813, grad_norm: 1.4122, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.8888, loss/aux0: 1.8888 2020-10-19 05:21:20,387 - mmaction - INFO - Epoch [76][60/396] lr: 2.408e-01, eta: 1 day, 11:49:03, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3992, top5_acc: 0.6591, loss_cls: 2.5813, loss: 2.5813, grad_norm: 1.4064, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.8854, loss/aux0: 1.8854 2020-10-19 05:21:56,795 - mmaction - INFO - Epoch [76][80/396] lr: 2.408e-01, eta: 1 day, 11:47:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6740, loss_cls: 2.4901, loss: 2.4901, grad_norm: 1.4100, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9005, loss/aux0: 1.9005 2020-10-19 05:21:57,741 - mmaction - INFO - Epoch [76][80/396] lr: 2.408e-01, eta: 1 day, 11:48:30, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6740, loss_cls: 2.4901, loss: 2.4901, grad_norm: 1.4052, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9048, loss/aux0: 1.9048 2020-10-19 05:22:34,260 - mmaction - INFO - Epoch [76][100/396] lr: 2.408e-01, eta: 1 day, 11:47:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3966, top5_acc: 0.6721, loss_cls: 2.5224, loss: 2.5224, grad_norm: 1.3870, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8936, loss/aux0: 1.8936 2020-10-19 05:22:35,250 - mmaction - INFO - Epoch [76][100/396] lr: 2.408e-01, eta: 1 day, 11:47:58, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3966, top5_acc: 0.6721, loss_cls: 2.5224, loss: 2.5224, grad_norm: 1.3875, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8794, loss/aux0: 1.8794 2020-10-19 05:23:11,772 - mmaction - INFO - Epoch [76][120/396] lr: 2.408e-01, eta: 1 day, 11:46:41, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4185, top5_acc: 0.6794, loss_cls: 2.4750, loss: 2.4750, grad_norm: 1.4036, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.8983, loss/aux0: 1.8983 2020-10-19 05:23:12,775 - mmaction - INFO - Epoch [76][120/396] lr: 2.408e-01, eta: 1 day, 11:47:26, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4185, top5_acc: 0.6794, loss_cls: 2.4750, loss: 2.4750, grad_norm: 1.3952, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9124, loss/aux0: 1.9124 2020-10-19 05:23:49,261 - mmaction - INFO - Epoch [76][140/396] lr: 2.408e-01, eta: 1 day, 11:46:08, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3917, top5_acc: 0.6615, loss_cls: 2.5381, loss: 2.5381, grad_norm: 1.4110, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.9020, loss/aux0: 1.9020 2020-10-19 05:23:50,285 - mmaction - INFO - Epoch [76][140/396] lr: 2.408e-01, eta: 1 day, 11:46:53, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3917, top5_acc: 0.6615, loss_cls: 2.5381, loss: 2.5381, grad_norm: 1.4043, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.9095, loss/aux0: 1.9095 2020-10-19 05:24:26,776 - mmaction - INFO - Epoch [76][160/396] lr: 2.408e-01, eta: 1 day, 11:45:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6578, loss_cls: 2.5659, loss: 2.5659, grad_norm: 1.3751, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9073, loss/aux0: 1.9073 2020-10-19 05:24:27,793 - mmaction - INFO - Epoch [76][160/396] lr: 2.408e-01, eta: 1 day, 11:46:21, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6578, loss_cls: 2.5659, loss: 2.5659, grad_norm: 1.3828, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.8965, loss/aux0: 1.8965 2020-10-19 05:25:04,475 - mmaction - INFO - Epoch [76][180/396] lr: 2.408e-01, eta: 1 day, 11:45:04, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6578, loss_cls: 2.5690, loss: 2.5690, grad_norm: 1.4171, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8574, loss/aux0: 1.8574 2020-10-19 05:25:05,454 - mmaction - INFO - Epoch [76][180/396] lr: 2.408e-01, eta: 1 day, 11:45:49, time: 0.945, data_time: 0.003, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6578, loss_cls: 2.5690, loss: 2.5690, grad_norm: 1.4242, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8674, loss/aux0: 1.8674 2020-10-19 05:25:41,850 - mmaction - INFO - Epoch [76][200/396] lr: 2.408e-01, eta: 1 day, 11:44:31, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3893, top5_acc: 0.6589, loss_cls: 2.5733, loss: 2.5733, grad_norm: 1.4185, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8796, loss/aux0: 1.8796 2020-10-19 05:25:42,876 - mmaction - INFO - Epoch [76][200/396] lr: 2.408e-01, eta: 1 day, 11:45:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3893, top5_acc: 0.6589, loss_cls: 2.5733, loss: 2.5733, grad_norm: 1.4203, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8771, loss/aux0: 1.8771 2020-10-19 05:26:19,335 - mmaction - INFO - Epoch [76][220/396] lr: 2.408e-01, eta: 1 day, 11:43:59, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6802, loss_cls: 2.4920, loss: 2.4920, grad_norm: 1.3955, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9262, loss/aux0: 1.9262 2020-10-19 05:26:20,336 - mmaction - INFO - Epoch [76][220/396] lr: 2.408e-01, eta: 1 day, 11:44:44, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6802, loss_cls: 2.4920, loss: 2.4920, grad_norm: 1.3983, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9234, loss/aux0: 1.9234 2020-10-19 05:26:56,754 - mmaction - INFO - Epoch [76][240/396] lr: 2.408e-01, eta: 1 day, 11:43:26, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6620, loss_cls: 2.5434, loss: 2.5434, grad_norm: 1.3962, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9254, loss/aux0: 1.9254 2020-10-19 05:26:57,697 - mmaction - INFO - Epoch [76][240/396] lr: 2.408e-01, eta: 1 day, 11:44:11, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6620, loss_cls: 2.5434, loss: 2.5434, grad_norm: 1.4032, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9295, loss/aux0: 1.9295 2020-10-19 05:27:34,118 - mmaction - INFO - Epoch [76][260/396] lr: 2.408e-01, eta: 1 day, 11:42:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6721, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.3911, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9011, loss/aux0: 1.9011 2020-10-19 05:27:35,054 - mmaction - INFO - Epoch [76][260/396] lr: 2.408e-01, eta: 1 day, 11:43:38, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6721, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.3929, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.8939, loss/aux0: 1.8939 2020-10-19 05:28:11,439 - mmaction - INFO - Epoch [76][280/396] lr: 2.408e-01, eta: 1 day, 11:42:21, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3987, top5_acc: 0.6518, loss_cls: 2.5632, loss: 2.5632, grad_norm: 1.3879, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8529, loss/aux0: 1.8529 2020-10-19 05:28:12,467 - mmaction - INFO - Epoch [76][280/396] lr: 2.408e-01, eta: 1 day, 11:43:05, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3987, top5_acc: 0.6518, loss_cls: 2.5632, loss: 2.5632, grad_norm: 1.3867, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8453, loss/aux0: 1.8453 2020-10-19 05:28:48,875 - mmaction - INFO - Epoch [76][300/396] lr: 2.408e-01, eta: 1 day, 11:41:48, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6586, loss_cls: 2.5706, loss: 2.5706, grad_norm: 1.4274, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8425, loss/aux0: 1.8425 2020-10-19 05:28:49,897 - mmaction - INFO - Epoch [76][300/396] lr: 2.408e-01, eta: 1 day, 11:42:33, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6586, loss_cls: 2.5706, loss: 2.5706, grad_norm: 1.4373, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8584, loss/aux0: 1.8584 2020-10-19 05:29:26,240 - mmaction - INFO - Epoch [76][320/396] lr: 2.408e-01, eta: 1 day, 11:41:15, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6651, loss_cls: 2.5701, loss: 2.5701, grad_norm: 1.4238, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9100, loss/aux0: 1.9100 2020-10-19 05:29:27,246 - mmaction - INFO - Epoch [76][320/396] lr: 2.408e-01, eta: 1 day, 11:42:00, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6651, loss_cls: 2.5701, loss: 2.5701, grad_norm: 1.4292, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9081, loss/aux0: 1.9081 2020-10-19 05:30:03,725 - mmaction - INFO - Epoch [76][340/396] lr: 2.408e-01, eta: 1 day, 11:40:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4013, top5_acc: 0.6625, loss_cls: 2.5339, loss: 2.5339, grad_norm: 1.4234, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9105, loss/aux0: 1.9105 2020-10-19 05:30:04,679 - mmaction - INFO - Epoch [76][340/396] lr: 2.408e-01, eta: 1 day, 11:41:27, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4013, top5_acc: 0.6625, loss_cls: 2.5339, loss: 2.5339, grad_norm: 1.4348, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9122, loss/aux0: 1.9122 2020-10-19 05:30:41,079 - mmaction - INFO - Epoch [76][360/396] lr: 2.408e-01, eta: 1 day, 11:40:10, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3943, top5_acc: 0.6638, loss_cls: 2.5653, loss: 2.5653, grad_norm: 1.4485, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9279, loss/aux0: 1.9279 2020-10-19 05:30:42,116 - mmaction - INFO - Epoch [76][360/396] lr: 2.408e-01, eta: 1 day, 11:40:55, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3943, top5_acc: 0.6638, loss_cls: 2.5653, loss: 2.5653, grad_norm: 1.4506, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9255, loss/aux0: 1.9255 2020-10-19 05:31:18,470 - mmaction - INFO - Epoch [76][380/396] lr: 2.408e-01, eta: 1 day, 11:39:37, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6714, loss_cls: 2.5265, loss: 2.5265, grad_norm: 1.3774, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9286, loss/aux0: 1.9286 2020-10-19 05:31:19,414 - mmaction - INFO - Epoch [76][380/396] lr: 2.408e-01, eta: 1 day, 11:40:22, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6714, loss_cls: 2.5265, loss: 2.5265, grad_norm: 1.3755, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9235, loss/aux0: 1.9235 2020-10-19 05:35:40,397 - mmaction - INFO - Epoch [77][20/396] lr: 2.394e-01, eta: 1 day, 11:37:27, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6664, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.4225, top1_acc/aux0: 0.5384, top5_acc/aux0: 0.7840, loss_cls/aux0: 1.8876, loss/aux0: 1.8876 2020-10-19 05:35:41,352 - mmaction - INFO - Epoch [77][20/396] lr: 2.394e-01, eta: 1 day, 11:38:12, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6664, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.4331, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8993, loss/aux0: 1.8993 2020-10-19 05:36:17,732 - mmaction - INFO - Epoch [77][40/396] lr: 2.394e-01, eta: 1 day, 11:36:55, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3961, top5_acc: 0.6586, loss_cls: 2.5548, loss: 2.5548, grad_norm: 1.4226, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9351, loss/aux0: 1.9351 2020-10-19 05:36:18,784 - mmaction - INFO - Epoch [77][40/396] lr: 2.394e-01, eta: 1 day, 11:37:39, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3961, top5_acc: 0.6586, loss_cls: 2.5548, loss: 2.5548, grad_norm: 1.4159, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9260, loss/aux0: 1.9260 2020-10-19 05:36:55,206 - mmaction - INFO - Epoch [77][60/396] lr: 2.394e-01, eta: 1 day, 11:36:22, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6589, loss_cls: 2.5980, loss: 2.5980, grad_norm: 1.3838, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9109, loss/aux0: 1.9109 2020-10-19 05:36:56,160 - mmaction - INFO - Epoch [77][60/396] lr: 2.394e-01, eta: 1 day, 11:37:06, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6589, loss_cls: 2.5980, loss: 2.5980, grad_norm: 1.3790, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9162, loss/aux0: 1.9162 2020-10-19 05:37:32,586 - mmaction - INFO - Epoch [77][80/396] lr: 2.394e-01, eta: 1 day, 11:35:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6698, loss_cls: 2.4954, loss: 2.4954, grad_norm: 1.3966, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9151, loss/aux0: 1.9151 2020-10-19 05:37:33,530 - mmaction - INFO - Epoch [77][80/396] lr: 2.394e-01, eta: 1 day, 11:36:33, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6698, loss_cls: 2.4954, loss: 2.4954, grad_norm: 1.3982, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9093, loss/aux0: 1.9093 2020-10-19 05:38:10,016 - mmaction - INFO - Epoch [77][100/396] lr: 2.394e-01, eta: 1 day, 11:35:17, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6674, loss_cls: 2.5281, loss: 2.5281, grad_norm: 1.4051, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9077, loss/aux0: 1.9077 2020-10-19 05:38:11,017 - mmaction - INFO - Epoch [77][100/396] lr: 2.394e-01, eta: 1 day, 11:36:01, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6674, loss_cls: 2.5281, loss: 2.5281, grad_norm: 1.3944, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9002, loss/aux0: 1.9002 2020-10-19 05:38:47,476 - mmaction - INFO - Epoch [77][120/396] lr: 2.394e-01, eta: 1 day, 11:34:44, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4055, top5_acc: 0.6651, loss_cls: 2.5142, loss: 2.5142, grad_norm: 1.4283, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9195, loss/aux0: 1.9195 2020-10-19 05:38:48,479 - mmaction - INFO - Epoch [77][120/396] lr: 2.394e-01, eta: 1 day, 11:35:28, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4055, top5_acc: 0.6651, loss_cls: 2.5142, loss: 2.5142, grad_norm: 1.4235, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9251, loss/aux0: 1.9251 2020-10-19 05:39:24,906 - mmaction - INFO - Epoch [77][140/396] lr: 2.394e-01, eta: 1 day, 11:34:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6648, loss_cls: 2.5289, loss: 2.5289, grad_norm: 1.4456, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9556, loss/aux0: 1.9556 2020-10-19 05:39:25,883 - mmaction - INFO - Epoch [77][140/396] lr: 2.394e-01, eta: 1 day, 11:34:56, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6648, loss_cls: 2.5289, loss: 2.5289, grad_norm: 1.4317, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9464, loss/aux0: 1.9464 2020-10-19 05:40:02,381 - mmaction - INFO - Epoch [77][160/396] lr: 2.394e-01, eta: 1 day, 11:33:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3872, top5_acc: 0.6734, loss_cls: 2.5613, loss: 2.5613, grad_norm: 1.3703, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8797, loss/aux0: 1.8797 2020-10-19 05:40:03,406 - mmaction - INFO - Epoch [77][160/396] lr: 2.394e-01, eta: 1 day, 11:34:23, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3872, top5_acc: 0.6734, loss_cls: 2.5613, loss: 2.5613, grad_norm: 1.3701, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8824, loss/aux0: 1.8824 2020-10-19 05:40:39,948 - mmaction - INFO - Epoch [77][180/396] lr: 2.394e-01, eta: 1 day, 11:33:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4060, top5_acc: 0.6753, loss_cls: 2.4943, loss: 2.4943, grad_norm: 1.4215, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8418, loss/aux0: 1.8418 2020-10-19 05:40:40,961 - mmaction - INFO - Epoch [77][180/396] lr: 2.394e-01, eta: 1 day, 11:33:51, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.4060, top5_acc: 0.6753, loss_cls: 2.4943, loss: 2.4943, grad_norm: 1.4235, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8555, loss/aux0: 1.8555 2020-10-19 05:41:17,408 - mmaction - INFO - Epoch [77][200/396] lr: 2.394e-01, eta: 1 day, 11:32:34, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6628, loss_cls: 2.5857, loss: 2.5857, grad_norm: 1.3892, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.8956, loss/aux0: 1.8956 2020-10-19 05:41:18,363 - mmaction - INFO - Epoch [77][200/396] lr: 2.394e-01, eta: 1 day, 11:33:18, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6628, loss_cls: 2.5857, loss: 2.5857, grad_norm: 1.3872, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.8854, loss/aux0: 1.8854 2020-10-19 05:41:54,839 - mmaction - INFO - Epoch [77][220/396] lr: 2.394e-01, eta: 1 day, 11:32:02, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6643, loss_cls: 2.5208, loss: 2.5208, grad_norm: 1.4261, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8990, loss/aux0: 1.8990 2020-10-19 05:41:55,792 - mmaction - INFO - Epoch [77][220/396] lr: 2.394e-01, eta: 1 day, 11:32:45, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6643, loss_cls: 2.5208, loss: 2.5208, grad_norm: 1.4298, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8986, loss/aux0: 1.8986 2020-10-19 05:42:32,143 - mmaction - INFO - Epoch [77][240/396] lr: 2.394e-01, eta: 1 day, 11:31:29, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4122, top5_acc: 0.6773, loss_cls: 2.4887, loss: 2.4887, grad_norm: 1.4028, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8837, loss/aux0: 1.8837 2020-10-19 05:42:33,158 - mmaction - INFO - Epoch [77][240/396] lr: 2.394e-01, eta: 1 day, 11:32:13, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4122, top5_acc: 0.6773, loss_cls: 2.4887, loss: 2.4887, grad_norm: 1.4032, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8902, loss/aux0: 1.8902 2020-10-19 05:43:09,620 - mmaction - INFO - Epoch [77][260/396] lr: 2.394e-01, eta: 1 day, 11:30:56, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3987, top5_acc: 0.6659, loss_cls: 2.5394, loss: 2.5394, grad_norm: 1.3910, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8947, loss/aux0: 1.8947 2020-10-19 05:43:10,557 - mmaction - INFO - Epoch [77][260/396] lr: 2.394e-01, eta: 1 day, 11:31:40, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3987, top5_acc: 0.6659, loss_cls: 2.5394, loss: 2.5394, grad_norm: 1.3881, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8900, loss/aux0: 1.8900 2020-10-19 05:43:47,041 - mmaction - INFO - Epoch [77][280/396] lr: 2.394e-01, eta: 1 day, 11:30:23, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6596, loss_cls: 2.5696, loss: 2.5696, grad_norm: 1.4456, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9258, loss/aux0: 1.9258 2020-10-19 05:43:48,046 - mmaction - INFO - Epoch [77][280/396] lr: 2.394e-01, eta: 1 day, 11:31:07, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6596, loss_cls: 2.5696, loss: 2.5696, grad_norm: 1.4400, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9235, loss/aux0: 1.9235 2020-10-19 05:44:24,438 - mmaction - INFO - Epoch [77][300/396] lr: 2.394e-01, eta: 1 day, 11:29:50, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6578, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.3993, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8653, loss/aux0: 1.8653 2020-10-19 05:44:25,430 - mmaction - INFO - Epoch [77][300/396] lr: 2.394e-01, eta: 1 day, 11:30:34, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6578, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.4029, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8675, loss/aux0: 1.8675 2020-10-19 05:45:01,860 - mmaction - INFO - Epoch [77][320/396] lr: 2.394e-01, eta: 1 day, 11:29:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6794, loss_cls: 2.5218, loss: 2.5218, grad_norm: 1.4050, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8428, loss/aux0: 1.8428 2020-10-19 05:45:02,835 - mmaction - INFO - Epoch [77][320/396] lr: 2.394e-01, eta: 1 day, 11:30:02, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6794, loss_cls: 2.5218, loss: 2.5218, grad_norm: 1.3994, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8388, loss/aux0: 1.8388 2020-10-19 05:45:39,274 - mmaction - INFO - Epoch [77][340/396] lr: 2.394e-01, eta: 1 day, 11:28:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6622, loss_cls: 2.5444, loss: 2.5444, grad_norm: 1.4260, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8841, loss/aux0: 1.8841 2020-10-19 05:45:40,311 - mmaction - INFO - Epoch [77][340/396] lr: 2.394e-01, eta: 1 day, 11:29:29, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6622, loss_cls: 2.5444, loss: 2.5444, grad_norm: 1.4342, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8868, loss/aux0: 1.8868 2020-10-19 05:46:16,781 - mmaction - INFO - Epoch [77][360/396] lr: 2.394e-01, eta: 1 day, 11:28:13, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3935, top5_acc: 0.6638, loss_cls: 2.5687, loss: 2.5687, grad_norm: 1.4044, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8862, loss/aux0: 1.8862 2020-10-19 05:46:17,764 - mmaction - INFO - Epoch [77][360/396] lr: 2.394e-01, eta: 1 day, 11:28:56, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3935, top5_acc: 0.6638, loss_cls: 2.5687, loss: 2.5687, grad_norm: 1.4080, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8996, loss/aux0: 1.8996 2020-10-19 05:46:54,233 - mmaction - INFO - Epoch [77][380/396] lr: 2.394e-01, eta: 1 day, 11:27:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6536, loss_cls: 2.5967, loss: 2.5967, grad_norm: 1.3991, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9304, loss/aux0: 1.9304 2020-10-19 05:46:55,222 - mmaction - INFO - Epoch [77][380/396] lr: 2.394e-01, eta: 1 day, 11:28:24, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6536, loss_cls: 2.5967, loss: 2.5967, grad_norm: 1.4088, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9376, loss/aux0: 1.9376 2020-10-19 05:51:13,242 - mmaction - INFO - Epoch [78][20/396] lr: 2.379e-01, eta: 1 day, 11:25:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6661, loss_cls: 2.5318, loss: 2.5318, grad_norm: 1.4200, top1_acc/aux0: 0.5408, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8951, loss/aux0: 1.8951 2020-10-19 05:51:14,194 - mmaction - INFO - Epoch [78][20/396] lr: 2.379e-01, eta: 1 day, 11:26:15, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6661, loss_cls: 2.5318, loss: 2.5318, grad_norm: 1.4156, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9011, loss/aux0: 1.9011 2020-10-19 05:51:50,508 - mmaction - INFO - Epoch [78][40/396] lr: 2.379e-01, eta: 1 day, 11:24:59, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6638, loss_cls: 2.5420, loss: 2.5420, grad_norm: 1.4281, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8498, loss/aux0: 1.8498 2020-10-19 05:51:51,467 - mmaction - INFO - Epoch [78][40/396] lr: 2.379e-01, eta: 1 day, 11:25:42, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6638, loss_cls: 2.5420, loss: 2.5420, grad_norm: 1.4252, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.8404, loss/aux0: 1.8404 2020-10-19 05:52:27,855 - mmaction - INFO - Epoch [78][60/396] lr: 2.379e-01, eta: 1 day, 11:24:26, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6719, loss_cls: 2.5263, loss: 2.5263, grad_norm: 1.4253, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9157, loss/aux0: 1.9157 2020-10-19 05:52:28,802 - mmaction - INFO - Epoch [78][60/396] lr: 2.379e-01, eta: 1 day, 11:25:09, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6719, loss_cls: 2.5263, loss: 2.5263, grad_norm: 1.4142, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.9075, loss/aux0: 1.9075 2020-10-19 05:53:05,322 - mmaction - INFO - Epoch [78][80/396] lr: 2.379e-01, eta: 1 day, 11:23:53, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4031, top5_acc: 0.6727, loss_cls: 2.5070, loss: 2.5070, grad_norm: 1.4536, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8899, loss/aux0: 1.8899 2020-10-19 05:53:06,262 - mmaction - INFO - Epoch [78][80/396] lr: 2.379e-01, eta: 1 day, 11:24:37, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4031, top5_acc: 0.6727, loss_cls: 2.5070, loss: 2.5070, grad_norm: 1.4571, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9123, loss/aux0: 1.9123 2020-10-19 05:53:42,729 - mmaction - INFO - Epoch [78][100/396] lr: 2.379e-01, eta: 1 day, 11:23:21, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6740, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.4304, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.8910, loss/aux0: 1.8910 2020-10-19 05:53:43,669 - mmaction - INFO - Epoch [78][100/396] lr: 2.379e-01, eta: 1 day, 11:24:04, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6740, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.4380, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.8952, loss/aux0: 1.8952 2020-10-19 05:54:20,195 - mmaction - INFO - Epoch [78][120/396] lr: 2.379e-01, eta: 1 day, 11:22:48, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6766, loss_cls: 2.5194, loss: 2.5194, grad_norm: 1.4220, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9067, loss/aux0: 1.9067 2020-10-19 05:54:21,203 - mmaction - INFO - Epoch [78][120/396] lr: 2.379e-01, eta: 1 day, 11:23:32, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6766, loss_cls: 2.5194, loss: 2.5194, grad_norm: 1.4202, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8996, loss/aux0: 1.8996 2020-10-19 05:54:57,627 - mmaction - INFO - Epoch [78][140/396] lr: 2.379e-01, eta: 1 day, 11:22:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6643, loss_cls: 2.5572, loss: 2.5572, grad_norm: 1.4448, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8887, loss/aux0: 1.8887 2020-10-19 05:54:58,646 - mmaction - INFO - Epoch [78][140/396] lr: 2.379e-01, eta: 1 day, 11:22:59, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6643, loss_cls: 2.5572, loss: 2.5572, grad_norm: 1.4450, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8819, loss/aux0: 1.8819 2020-10-19 05:55:35,166 - mmaction - INFO - Epoch [78][160/396] lr: 2.379e-01, eta: 1 day, 11:21:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6779, loss_cls: 2.5161, loss: 2.5161, grad_norm: 1.4035, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9217, loss/aux0: 1.9217 2020-10-19 05:55:36,121 - mmaction - INFO - Epoch [78][160/396] lr: 2.379e-01, eta: 1 day, 11:22:26, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6779, loss_cls: 2.5161, loss: 2.5161, grad_norm: 1.4071, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9201, loss/aux0: 1.9201 2020-10-19 05:56:12,588 - mmaction - INFO - Epoch [78][180/396] lr: 2.379e-01, eta: 1 day, 11:21:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6747, loss_cls: 2.5413, loss: 2.5413, grad_norm: 1.4108, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.8186, loss/aux0: 1.8186 2020-10-19 05:56:13,564 - mmaction - INFO - Epoch [78][180/396] lr: 2.379e-01, eta: 1 day, 11:21:54, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6747, loss_cls: 2.5413, loss: 2.5413, grad_norm: 1.4188, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8281, loss/aux0: 1.8281 2020-10-19 05:56:50,028 - mmaction - INFO - Epoch [78][200/396] lr: 2.379e-01, eta: 1 day, 11:20:38, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3922, top5_acc: 0.6521, loss_cls: 2.6162, loss: 2.6162, grad_norm: 1.4157, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.9014, loss/aux0: 1.9014 2020-10-19 05:56:50,979 - mmaction - INFO - Epoch [78][200/396] lr: 2.379e-01, eta: 1 day, 11:21:21, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3922, top5_acc: 0.6521, loss_cls: 2.6162, loss: 2.6162, grad_norm: 1.4190, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8983, loss/aux0: 1.8983 2020-10-19 05:57:27,391 - mmaction - INFO - Epoch [78][220/396] lr: 2.379e-01, eta: 1 day, 11:20:05, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4013, top5_acc: 0.6672, loss_cls: 2.5495, loss: 2.5495, grad_norm: 1.4349, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9075, loss/aux0: 1.9075 2020-10-19 05:57:28,411 - mmaction - INFO - Epoch [78][220/396] lr: 2.379e-01, eta: 1 day, 11:20:48, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4013, top5_acc: 0.6672, loss_cls: 2.5495, loss: 2.5495, grad_norm: 1.4374, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9088, loss/aux0: 1.9088 2020-10-19 05:58:04,939 - mmaction - INFO - Epoch [78][240/396] lr: 2.379e-01, eta: 1 day, 11:19:33, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6625, loss_cls: 2.5637, loss: 2.5637, grad_norm: 1.3873, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8869, loss/aux0: 1.8869 2020-10-19 05:58:05,914 - mmaction - INFO - Epoch [78][240/396] lr: 2.379e-01, eta: 1 day, 11:20:16, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6625, loss_cls: 2.5637, loss: 2.5637, grad_norm: 1.3933, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8791, loss/aux0: 1.8791 2020-10-19 05:58:42,358 - mmaction - INFO - Epoch [78][260/396] lr: 2.379e-01, eta: 1 day, 11:19:00, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6687, loss_cls: 2.5496, loss: 2.5496, grad_norm: 1.3996, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8690, loss/aux0: 1.8690 2020-10-19 05:58:43,318 - mmaction - INFO - Epoch [78][260/396] lr: 2.379e-01, eta: 1 day, 11:19:43, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3883, top5_acc: 0.6687, loss_cls: 2.5496, loss: 2.5496, grad_norm: 1.3980, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8688, loss/aux0: 1.8688 2020-10-19 05:59:19,742 - mmaction - INFO - Epoch [78][280/396] lr: 2.379e-01, eta: 1 day, 11:18:27, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6836, loss_cls: 2.4799, loss: 2.4799, grad_norm: 1.4725, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9347, loss/aux0: 1.9347 2020-10-19 05:59:20,764 - mmaction - INFO - Epoch [78][280/396] lr: 2.379e-01, eta: 1 day, 11:19:10, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6836, loss_cls: 2.4799, loss: 2.4799, grad_norm: 1.4610, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9290, loss/aux0: 1.9290 2020-10-19 05:59:57,298 - mmaction - INFO - Epoch [78][300/396] lr: 2.379e-01, eta: 1 day, 11:17:55, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4023, top5_acc: 0.6607, loss_cls: 2.5257, loss: 2.5257, grad_norm: 1.3996, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9151, loss/aux0: 1.9151 2020-10-19 05:59:58,245 - mmaction - INFO - Epoch [78][300/396] lr: 2.379e-01, eta: 1 day, 11:18:38, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4023, top5_acc: 0.6607, loss_cls: 2.5257, loss: 2.5257, grad_norm: 1.3948, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9097, loss/aux0: 1.9097 2020-10-19 06:00:40,726 - mmaction - INFO - Epoch [78][320/396] lr: 2.379e-01, eta: 1 day, 11:17:22, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3909, top5_acc: 0.6648, loss_cls: 2.5422, loss: 2.5422, grad_norm: 1.3939, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8149, loss/aux0: 1.8149 2020-10-19 06:00:41,729 - mmaction - INFO - Epoch [78][320/396] lr: 2.379e-01, eta: 1 day, 11:18:05, time: 0.940, data_time: 0.006, memory: 8462, top1_acc: 0.3909, top5_acc: 0.6648, loss_cls: 2.5422, loss: 2.5422, grad_norm: 1.3983, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8337, loss/aux0: 1.8337 2020-10-19 06:01:18,215 - mmaction - INFO - Epoch [78][340/396] lr: 2.379e-01, eta: 1 day, 11:16:49, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6612, loss_cls: 2.5695, loss: 2.5695, grad_norm: 1.3820, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8980, loss/aux0: 1.8980 2020-10-19 06:01:19,243 - mmaction - INFO - Epoch [78][340/396] lr: 2.379e-01, eta: 1 day, 11:17:32, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3857, top5_acc: 0.6612, loss_cls: 2.5695, loss: 2.5695, grad_norm: 1.3727, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8869, loss/aux0: 1.8869 2020-10-19 06:01:55,649 - mmaction - INFO - Epoch [78][360/396] lr: 2.379e-01, eta: 1 day, 11:16:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4094, top5_acc: 0.6898, loss_cls: 2.4718, loss: 2.4718, grad_norm: 1.4324, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8660, loss/aux0: 1.8660 2020-10-19 06:01:56,654 - mmaction - INFO - Epoch [78][360/396] lr: 2.379e-01, eta: 1 day, 11:16:59, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4094, top5_acc: 0.6898, loss_cls: 2.4718, loss: 2.4718, grad_norm: 1.4266, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8626, loss/aux0: 1.8626 2020-10-19 06:02:33,047 - mmaction - INFO - Epoch [78][380/396] lr: 2.379e-01, eta: 1 day, 11:15:44, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6711, loss_cls: 2.4957, loss: 2.4957, grad_norm: 1.4062, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8786, loss/aux0: 1.8786 2020-10-19 06:02:34,002 - mmaction - INFO - Epoch [78][380/396] lr: 2.379e-01, eta: 1 day, 11:16:26, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6711, loss_cls: 2.4957, loss: 2.4957, grad_norm: 1.4118, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.8950, loss/aux0: 1.8950 2020-10-19 06:07:10,395 - mmaction - INFO - Epoch [79][20/396] lr: 2.364e-01, eta: 1 day, 11:13:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4109, top5_acc: 0.6792, loss_cls: 2.4931, loss: 2.4931, grad_norm: 1.4077, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7736, loss_cls/aux0: 1.9352, loss/aux0: 1.9352 2020-10-19 06:07:11,354 - mmaction - INFO - Epoch [79][20/396] lr: 2.364e-01, eta: 1 day, 11:14:19, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4109, top5_acc: 0.6792, loss_cls: 2.4931, loss: 2.4931, grad_norm: 1.4113, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9282, loss/aux0: 1.9282 2020-10-19 06:07:47,806 - mmaction - INFO - Epoch [79][40/396] lr: 2.364e-01, eta: 1 day, 11:13:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4063, top5_acc: 0.6724, loss_cls: 2.5216, loss: 2.5216, grad_norm: 1.4310, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9041, loss/aux0: 1.9041 2020-10-19 06:07:48,836 - mmaction - INFO - Epoch [79][40/396] lr: 2.364e-01, eta: 1 day, 11:13:47, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4063, top5_acc: 0.6724, loss_cls: 2.5216, loss: 2.5216, grad_norm: 1.4285, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9049, loss/aux0: 1.9049 2020-10-19 06:08:25,394 - mmaction - INFO - Epoch [79][60/396] lr: 2.364e-01, eta: 1 day, 11:12:31, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6711, loss_cls: 2.5280, loss: 2.5280, grad_norm: 1.4315, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8409, loss/aux0: 1.8409 2020-10-19 06:08:26,387 - mmaction - INFO - Epoch [79][60/396] lr: 2.364e-01, eta: 1 day, 11:13:14, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6711, loss_cls: 2.5280, loss: 2.5280, grad_norm: 1.4287, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8313, loss/aux0: 1.8313 2020-10-19 06:09:02,739 - mmaction - INFO - Epoch [79][80/396] lr: 2.364e-01, eta: 1 day, 11:11:58, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6719, loss_cls: 2.5351, loss: 2.5351, grad_norm: 1.4364, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9075, loss/aux0: 1.9075 2020-10-19 06:09:03,696 - mmaction - INFO - Epoch [79][80/396] lr: 2.364e-01, eta: 1 day, 11:12:41, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6719, loss_cls: 2.5351, loss: 2.5351, grad_norm: 1.4229, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9074, loss/aux0: 1.9074 2020-10-19 06:09:40,251 - mmaction - INFO - Epoch [79][100/396] lr: 2.364e-01, eta: 1 day, 11:11:26, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4023, top5_acc: 0.6638, loss_cls: 2.5333, loss: 2.5333, grad_norm: 1.4167, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8856, loss/aux0: 1.8856 2020-10-19 06:09:41,273 - mmaction - INFO - Epoch [79][100/396] lr: 2.364e-01, eta: 1 day, 11:12:09, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4023, top5_acc: 0.6638, loss_cls: 2.5333, loss: 2.5333, grad_norm: 1.4230, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9056, loss/aux0: 1.9056 2020-10-19 06:10:17,701 - mmaction - INFO - Epoch [79][120/396] lr: 2.364e-01, eta: 1 day, 11:10:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6839, loss_cls: 2.4941, loss: 2.4941, grad_norm: 1.4176, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8955, loss/aux0: 1.8955 2020-10-19 06:10:18,711 - mmaction - INFO - Epoch [79][120/396] lr: 2.364e-01, eta: 1 day, 11:11:36, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6839, loss_cls: 2.4941, loss: 2.4941, grad_norm: 1.4176, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8854, loss/aux0: 1.8854 2020-10-19 06:10:55,151 - mmaction - INFO - Epoch [79][140/396] lr: 2.364e-01, eta: 1 day, 11:10:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6776, loss_cls: 2.5404, loss: 2.5404, grad_norm: 1.4157, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8727, loss/aux0: 1.8727 2020-10-19 06:10:56,171 - mmaction - INFO - Epoch [79][140/396] lr: 2.364e-01, eta: 1 day, 11:11:03, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6776, loss_cls: 2.5404, loss: 2.5404, grad_norm: 1.4159, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8761, loss/aux0: 1.8761 2020-10-19 06:11:32,618 - mmaction - INFO - Epoch [79][160/396] lr: 2.364e-01, eta: 1 day, 11:09:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4055, top5_acc: 0.6755, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.4110, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8949, loss/aux0: 1.8949 2020-10-19 06:11:33,578 - mmaction - INFO - Epoch [79][160/396] lr: 2.364e-01, eta: 1 day, 11:10:31, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4055, top5_acc: 0.6755, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.4078, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8961, loss/aux0: 1.8961 2020-10-19 06:12:10,008 - mmaction - INFO - Epoch [79][180/396] lr: 2.364e-01, eta: 1 day, 11:09:15, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6750, loss_cls: 2.5038, loss: 2.5038, grad_norm: 1.4296, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9022, loss/aux0: 1.9022 2020-10-19 06:12:10,944 - mmaction - INFO - Epoch [79][180/396] lr: 2.364e-01, eta: 1 day, 11:09:58, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6750, loss_cls: 2.5038, loss: 2.5038, grad_norm: 1.4282, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9005, loss/aux0: 1.9005 2020-10-19 06:12:47,381 - mmaction - INFO - Epoch [79][200/396] lr: 2.364e-01, eta: 1 day, 11:08:42, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6648, loss_cls: 2.5211, loss: 2.5211, grad_norm: 1.3925, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8593, loss/aux0: 1.8593 2020-10-19 06:12:48,401 - mmaction - INFO - Epoch [79][200/396] lr: 2.364e-01, eta: 1 day, 11:09:25, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6648, loss_cls: 2.5211, loss: 2.5211, grad_norm: 1.3917, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8541, loss/aux0: 1.8541 2020-10-19 06:13:24,876 - mmaction - INFO - Epoch [79][220/396] lr: 2.364e-01, eta: 1 day, 11:08:10, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4034, top5_acc: 0.6609, loss_cls: 2.5431, loss: 2.5431, grad_norm: 1.4242, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8818, loss/aux0: 1.8818 2020-10-19 06:13:25,845 - mmaction - INFO - Epoch [79][220/396] lr: 2.364e-01, eta: 1 day, 11:08:52, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4034, top5_acc: 0.6609, loss_cls: 2.5431, loss: 2.5431, grad_norm: 1.4276, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.8885, loss/aux0: 1.8885 2020-10-19 06:14:02,306 - mmaction - INFO - Epoch [79][240/396] lr: 2.364e-01, eta: 1 day, 11:07:37, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6536, loss_cls: 2.5899, loss: 2.5899, grad_norm: 1.3981, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9325, loss/aux0: 1.9325 2020-10-19 06:14:03,260 - mmaction - INFO - Epoch [79][240/396] lr: 2.364e-01, eta: 1 day, 11:08:19, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6536, loss_cls: 2.5899, loss: 2.5899, grad_norm: 1.4023, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9447, loss/aux0: 1.9447 2020-10-19 06:14:39,627 - mmaction - INFO - Epoch [79][260/396] lr: 2.364e-01, eta: 1 day, 11:07:04, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6622, loss_cls: 2.5168, loss: 2.5168, grad_norm: 1.4323, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8919, loss/aux0: 1.8919 2020-10-19 06:14:40,577 - mmaction - INFO - Epoch [79][260/396] lr: 2.364e-01, eta: 1 day, 11:07:46, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6622, loss_cls: 2.5168, loss: 2.5168, grad_norm: 1.4315, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8818, loss/aux0: 1.8818 2020-10-19 06:15:17,058 - mmaction - INFO - Epoch [79][280/396] lr: 2.364e-01, eta: 1 day, 11:06:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3995, top5_acc: 0.6682, loss_cls: 2.5340, loss: 2.5340, grad_norm: 1.4138, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8704, loss/aux0: 1.8704 2020-10-19 06:15:18,069 - mmaction - INFO - Epoch [79][280/396] lr: 2.364e-01, eta: 1 day, 11:07:14, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3995, top5_acc: 0.6682, loss_cls: 2.5340, loss: 2.5340, grad_norm: 1.4181, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8681, loss/aux0: 1.8681 2020-10-19 06:15:54,460 - mmaction - INFO - Epoch [79][300/396] lr: 2.364e-01, eta: 1 day, 11:05:59, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6620, loss_cls: 2.5692, loss: 2.5692, grad_norm: 1.4097, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9097, loss/aux0: 1.9097 2020-10-19 06:15:55,438 - mmaction - INFO - Epoch [79][300/396] lr: 2.364e-01, eta: 1 day, 11:06:41, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6620, loss_cls: 2.5692, loss: 2.5692, grad_norm: 1.4047, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9022, loss/aux0: 1.9022 2020-10-19 06:16:31,884 - mmaction - INFO - Epoch [79][320/396] lr: 2.364e-01, eta: 1 day, 11:05:26, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6677, loss_cls: 2.5382, loss: 2.5382, grad_norm: 1.3989, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9036, loss/aux0: 1.9036 2020-10-19 06:16:32,914 - mmaction - INFO - Epoch [79][320/396] lr: 2.364e-01, eta: 1 day, 11:06:08, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3924, top5_acc: 0.6677, loss_cls: 2.5382, loss: 2.5382, grad_norm: 1.3934, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9015, loss/aux0: 1.9015 2020-10-19 06:17:09,314 - mmaction - INFO - Epoch [79][340/396] lr: 2.364e-01, eta: 1 day, 11:04:53, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4130, top5_acc: 0.6820, loss_cls: 2.4540, loss: 2.4540, grad_norm: 1.4143, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7901, loss/aux0: 1.7901 2020-10-19 06:17:10,272 - mmaction - INFO - Epoch [79][340/396] lr: 2.364e-01, eta: 1 day, 11:05:35, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4130, top5_acc: 0.6820, loss_cls: 2.4540, loss: 2.4540, grad_norm: 1.4018, top1_acc/aux0: 0.5562, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7930, loss/aux0: 1.7930 2020-10-19 06:17:46,729 - mmaction - INFO - Epoch [79][360/396] lr: 2.364e-01, eta: 1 day, 11:04:20, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3979, top5_acc: 0.6591, loss_cls: 2.5662, loss: 2.5662, grad_norm: 1.4517, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.9043, loss/aux0: 1.9043 2020-10-19 06:17:47,675 - mmaction - INFO - Epoch [79][360/396] lr: 2.364e-01, eta: 1 day, 11:05:02, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3979, top5_acc: 0.6591, loss_cls: 2.5662, loss: 2.5662, grad_norm: 1.4536, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.9017, loss/aux0: 1.9017 2020-10-19 06:18:24,073 - mmaction - INFO - Epoch [79][380/396] lr: 2.364e-01, eta: 1 day, 11:03:47, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6469, loss_cls: 2.6315, loss: 2.6315, grad_norm: 1.4227, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9702, loss/aux0: 1.9702 2020-10-19 06:18:25,076 - mmaction - INFO - Epoch [79][380/396] lr: 2.364e-01, eta: 1 day, 11:04:29, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6469, loss_cls: 2.6315, loss: 2.6315, grad_norm: 1.4344, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9711, loss/aux0: 1.9711 2020-10-19 06:22:59,197 - mmaction - INFO - Epoch [80][20/396] lr: 2.349e-01, eta: 1 day, 11:01:41, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4346, top5_acc: 0.6932, loss_cls: 2.3845, loss: 2.3845, grad_norm: 1.4343, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7876, loss_cls/aux0: 1.8831, loss/aux0: 1.8831 2020-10-19 06:23:00,171 - mmaction - INFO - Epoch [80][20/396] lr: 2.349e-01, eta: 1 day, 11:02:23, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.4346, top5_acc: 0.6932, loss_cls: 2.3845, loss: 2.3845, grad_norm: 1.4393, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8930, loss/aux0: 1.8930 2020-10-19 06:23:36,551 - mmaction - INFO - Epoch [80][40/396] lr: 2.349e-01, eta: 1 day, 11:01:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6617, loss_cls: 2.5500, loss: 2.5500, grad_norm: 1.4244, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9282, loss/aux0: 1.9282 2020-10-19 06:23:37,547 - mmaction - INFO - Epoch [80][40/396] lr: 2.349e-01, eta: 1 day, 11:01:50, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6617, loss_cls: 2.5500, loss: 2.5500, grad_norm: 1.4182, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9171, loss/aux0: 1.9171 2020-10-19 06:24:13,987 - mmaction - INFO - Epoch [80][60/396] lr: 2.349e-01, eta: 1 day, 11:00:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3930, top5_acc: 0.6635, loss_cls: 2.5330, loss: 2.5330, grad_norm: 1.4151, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8819, loss/aux0: 1.8819 2020-10-19 06:24:14,958 - mmaction - INFO - Epoch [80][60/396] lr: 2.349e-01, eta: 1 day, 11:01:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3930, top5_acc: 0.6635, loss_cls: 2.5330, loss: 2.5330, grad_norm: 1.4230, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8846, loss/aux0: 1.8846 2020-10-19 06:24:51,510 - mmaction - INFO - Epoch [80][80/396] lr: 2.349e-01, eta: 1 day, 11:00:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6740, loss_cls: 2.5142, loss: 2.5142, grad_norm: 1.4643, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8826, loss/aux0: 1.8826 2020-10-19 06:24:52,506 - mmaction - INFO - Epoch [80][80/396] lr: 2.349e-01, eta: 1 day, 11:00:45, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6740, loss_cls: 2.5142, loss: 2.5142, grad_norm: 1.4692, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8892, loss/aux0: 1.8892 2020-10-19 06:25:29,037 - mmaction - INFO - Epoch [80][100/396] lr: 2.349e-01, eta: 1 day, 10:59:30, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6828, loss_cls: 2.4897, loss: 2.4897, grad_norm: 1.4329, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.9112, loss/aux0: 1.9112 2020-10-19 06:25:30,059 - mmaction - INFO - Epoch [80][100/396] lr: 2.349e-01, eta: 1 day, 11:00:12, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6828, loss_cls: 2.4897, loss: 2.4897, grad_norm: 1.4274, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8908, loss/aux0: 1.8908 2020-10-19 06:26:06,604 - mmaction - INFO - Epoch [80][120/396] lr: 2.349e-01, eta: 1 day, 10:58:58, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4148, top5_acc: 0.6807, loss_cls: 2.4636, loss: 2.4636, grad_norm: 1.3885, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8507, loss/aux0: 1.8507 2020-10-19 06:26:07,552 - mmaction - INFO - Epoch [80][120/396] lr: 2.349e-01, eta: 1 day, 10:59:40, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4148, top5_acc: 0.6807, loss_cls: 2.4636, loss: 2.4636, grad_norm: 1.3876, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8699, loss/aux0: 1.8699 2020-10-19 06:26:44,019 - mmaction - INFO - Epoch [80][140/396] lr: 2.349e-01, eta: 1 day, 10:58:25, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6617, loss_cls: 2.5528, loss: 2.5528, grad_norm: 1.4341, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9136, loss/aux0: 1.9136 2020-10-19 06:26:44,991 - mmaction - INFO - Epoch [80][140/396] lr: 2.349e-01, eta: 1 day, 10:59:07, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6617, loss_cls: 2.5528, loss: 2.5528, grad_norm: 1.4283, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9008, loss/aux0: 1.9008 2020-10-19 06:27:21,470 - mmaction - INFO - Epoch [80][160/396] lr: 2.349e-01, eta: 1 day, 10:57:52, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4089, top5_acc: 0.6643, loss_cls: 2.5138, loss: 2.5138, grad_norm: 1.4224, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8750, loss/aux0: 1.8750 2020-10-19 06:27:22,484 - mmaction - INFO - Epoch [80][160/396] lr: 2.349e-01, eta: 1 day, 10:58:34, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4089, top5_acc: 0.6643, loss_cls: 2.5138, loss: 2.5138, grad_norm: 1.4232, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8815, loss/aux0: 1.8815 2020-10-19 06:27:58,804 - mmaction - INFO - Epoch [80][180/396] lr: 2.349e-01, eta: 1 day, 10:57:20, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6841, loss_cls: 2.4871, loss: 2.4871, grad_norm: 1.4354, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9186, loss/aux0: 1.9186 2020-10-19 06:27:59,806 - mmaction - INFO - Epoch [80][180/396] lr: 2.349e-01, eta: 1 day, 10:58:01, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6841, loss_cls: 2.4871, loss: 2.4871, grad_norm: 1.4333, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9082, loss/aux0: 1.9082 2020-10-19 06:28:36,323 - mmaction - INFO - Epoch [80][200/396] lr: 2.349e-01, eta: 1 day, 10:56:47, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6659, loss_cls: 2.5467, loss: 2.5467, grad_norm: 1.4088, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8251, loss/aux0: 1.8251 2020-10-19 06:28:37,282 - mmaction - INFO - Epoch [80][200/396] lr: 2.349e-01, eta: 1 day, 10:57:28, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6659, loss_cls: 2.5467, loss: 2.5467, grad_norm: 1.3985, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8289, loss/aux0: 1.8289 2020-10-19 06:29:13,736 - mmaction - INFO - Epoch [80][220/396] lr: 2.349e-01, eta: 1 day, 10:56:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6703, loss_cls: 2.5483, loss: 2.5483, grad_norm: 1.4242, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9373, loss/aux0: 1.9373 2020-10-19 06:29:14,682 - mmaction - INFO - Epoch [80][220/396] lr: 2.349e-01, eta: 1 day, 10:56:55, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6703, loss_cls: 2.5483, loss: 2.5483, grad_norm: 1.4231, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9358, loss/aux0: 1.9358 2020-10-19 06:29:51,091 - mmaction - INFO - Epoch [80][240/396] lr: 2.349e-01, eta: 1 day, 10:55:41, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6609, loss_cls: 2.5433, loss: 2.5433, grad_norm: 1.4444, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8878, loss/aux0: 1.8878 2020-10-19 06:29:52,125 - mmaction - INFO - Epoch [80][240/396] lr: 2.349e-01, eta: 1 day, 10:56:22, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6609, loss_cls: 2.5433, loss: 2.5433, grad_norm: 1.4485, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9007, loss/aux0: 1.9007 2020-10-19 06:30:28,647 - mmaction - INFO - Epoch [80][260/396] lr: 2.349e-01, eta: 1 day, 10:55:08, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6685, loss_cls: 2.5383, loss: 2.5383, grad_norm: 1.4290, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8910, loss/aux0: 1.8910 2020-10-19 06:30:29,654 - mmaction - INFO - Epoch [80][260/396] lr: 2.349e-01, eta: 1 day, 10:55:50, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6685, loss_cls: 2.5383, loss: 2.5383, grad_norm: 1.4268, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8890, loss/aux0: 1.8890 2020-10-19 06:31:06,104 - mmaction - INFO - Epoch [80][280/396] lr: 2.349e-01, eta: 1 day, 10:54:35, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6656, loss_cls: 2.5439, loss: 2.5439, grad_norm: 1.4475, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9091, loss/aux0: 1.9091 2020-10-19 06:31:07,090 - mmaction - INFO - Epoch [80][280/396] lr: 2.349e-01, eta: 1 day, 10:55:16, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6656, loss_cls: 2.5439, loss: 2.5439, grad_norm: 1.4398, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.8922, loss/aux0: 1.8922 2020-10-19 06:31:43,565 - mmaction - INFO - Epoch [80][300/396] lr: 2.349e-01, eta: 1 day, 10:54:02, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4039, top5_acc: 0.6766, loss_cls: 2.4990, loss: 2.4990, grad_norm: 1.4321, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8594, loss/aux0: 1.8594 2020-10-19 06:31:44,532 - mmaction - INFO - Epoch [80][300/396] lr: 2.349e-01, eta: 1 day, 10:54:43, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4039, top5_acc: 0.6766, loss_cls: 2.4990, loss: 2.4990, grad_norm: 1.4329, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8672, loss/aux0: 1.8672 2020-10-19 06:32:21,013 - mmaction - INFO - Epoch [80][320/396] lr: 2.349e-01, eta: 1 day, 10:53:29, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3909, top5_acc: 0.6583, loss_cls: 2.6137, loss: 2.6137, grad_norm: 1.4031, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8755, loss/aux0: 1.8755 2020-10-19 06:32:21,989 - mmaction - INFO - Epoch [80][320/396] lr: 2.349e-01, eta: 1 day, 10:54:10, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3909, top5_acc: 0.6583, loss_cls: 2.6137, loss: 2.6137, grad_norm: 1.4134, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8790, loss/aux0: 1.8790 2020-10-19 06:32:58,476 - mmaction - INFO - Epoch [80][340/396] lr: 2.349e-01, eta: 1 day, 10:52:56, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3919, top5_acc: 0.6659, loss_cls: 2.5417, loss: 2.5417, grad_norm: 1.4538, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8978, loss/aux0: 1.8978 2020-10-19 06:32:59,415 - mmaction - INFO - Epoch [80][340/396] lr: 2.349e-01, eta: 1 day, 10:53:37, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3919, top5_acc: 0.6659, loss_cls: 2.5417, loss: 2.5417, grad_norm: 1.4434, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.9017, loss/aux0: 1.9017 2020-10-19 06:33:35,858 - mmaction - INFO - Epoch [80][360/396] lr: 2.349e-01, eta: 1 day, 10:52:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6654, loss_cls: 2.5766, loss: 2.5766, grad_norm: 1.4224, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9185, loss/aux0: 1.9185 2020-10-19 06:33:36,874 - mmaction - INFO - Epoch [80][360/396] lr: 2.349e-01, eta: 1 day, 10:53:05, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6654, loss_cls: 2.5766, loss: 2.5766, grad_norm: 1.4219, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9263, loss/aux0: 1.9263 2020-10-19 06:34:13,361 - mmaction - INFO - Epoch [80][380/396] lr: 2.349e-01, eta: 1 day, 10:51:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6695, loss_cls: 2.5540, loss: 2.5540, grad_norm: 1.4083, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8508, loss/aux0: 1.8508 2020-10-19 06:34:14,309 - mmaction - INFO - Epoch [80][380/396] lr: 2.349e-01, eta: 1 day, 10:52:32, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6695, loss_cls: 2.5540, loss: 2.5540, grad_norm: 1.4086, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8455, loss/aux0: 1.8455 2020-10-19 06:34:45,881 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-19 06:36:29,214 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 06:36:29,373 - mmaction - INFO - top1_acc 0.4930 top5_acc 0.7559 2020-10-19 06:36:29,374 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 06:36:29,419 - mmaction - INFO - mean_acc 0.4929 2020-10-19 06:36:29,419 - mmaction - INFO - Now best checkpoint is epoch_80.pth 2020-10-19 06:36:29,449 - mmaction - INFO - Epoch(val) [80][396] top1_acc: 0.4930, top5_acc: 0.7559, mean_class_accuracy: 0.4929 2020-10-19 06:40:15,918 - mmaction - INFO - Epoch [81][20/396] lr: 2.333e-01, eta: 1 day, 10:49:45, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4221, top5_acc: 0.6839, loss_cls: 2.4468, loss: 2.4468, grad_norm: 1.3959, top1_acc/aux0: 0.5488, top5_acc/aux0: 0.7941, loss_cls/aux0: 1.8357, loss/aux0: 1.8357 2020-10-19 06:40:16,886 - mmaction - INFO - Epoch [81][20/396] lr: 2.333e-01, eta: 1 day, 10:50:26, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4221, top5_acc: 0.6839, loss_cls: 2.4468, loss: 2.4468, grad_norm: 1.3941, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8271, loss/aux0: 1.8271 2020-10-19 06:40:53,286 - mmaction - INFO - Epoch [81][40/396] lr: 2.333e-01, eta: 1 day, 10:49:12, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6690, loss_cls: 2.5180, loss: 2.5180, grad_norm: 1.4205, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8750, loss/aux0: 1.8750 2020-10-19 06:40:54,322 - mmaction - INFO - Epoch [81][40/396] lr: 2.333e-01, eta: 1 day, 10:49:54, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6690, loss_cls: 2.5180, loss: 2.5180, grad_norm: 1.4189, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8657, loss/aux0: 1.8657 2020-10-19 06:41:30,840 - mmaction - INFO - Epoch [81][60/396] lr: 2.333e-01, eta: 1 day, 10:48:40, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4122, top5_acc: 0.6857, loss_cls: 2.4471, loss: 2.4471, grad_norm: 1.4049, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.7998, loss/aux0: 1.7998 2020-10-19 06:41:31,838 - mmaction - INFO - Epoch [81][60/396] lr: 2.333e-01, eta: 1 day, 10:49:21, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4122, top5_acc: 0.6857, loss_cls: 2.4471, loss: 2.4471, grad_norm: 1.4090, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8146, loss/aux0: 1.8146 2020-10-19 06:42:08,305 - mmaction - INFO - Epoch [81][80/396] lr: 2.333e-01, eta: 1 day, 10:48:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4044, top5_acc: 0.6693, loss_cls: 2.5014, loss: 2.5014, grad_norm: 1.4419, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8943, loss/aux0: 1.8943 2020-10-19 06:42:09,259 - mmaction - INFO - Epoch [81][80/396] lr: 2.333e-01, eta: 1 day, 10:48:48, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4044, top5_acc: 0.6693, loss_cls: 2.5014, loss: 2.5014, grad_norm: 1.4425, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.9120, loss/aux0: 1.9120 2020-10-19 06:42:45,743 - mmaction - INFO - Epoch [81][100/396] lr: 2.333e-01, eta: 1 day, 10:47:34, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6615, loss_cls: 2.5271, loss: 2.5271, grad_norm: 1.4509, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8920, loss/aux0: 1.8920 2020-10-19 06:42:46,761 - mmaction - INFO - Epoch [81][100/396] lr: 2.333e-01, eta: 1 day, 10:48:15, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6615, loss_cls: 2.5271, loss: 2.5271, grad_norm: 1.4503, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8863, loss/aux0: 1.8863 2020-10-19 06:43:23,206 - mmaction - INFO - Epoch [81][120/396] lr: 2.333e-01, eta: 1 day, 10:47:01, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6766, loss_cls: 2.4760, loss: 2.4760, grad_norm: 1.4655, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8737, loss/aux0: 1.8737 2020-10-19 06:43:24,230 - mmaction - INFO - Epoch [81][120/396] lr: 2.333e-01, eta: 1 day, 10:47:43, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6766, loss_cls: 2.4760, loss: 2.4760, grad_norm: 1.4697, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8646, loss/aux0: 1.8646 2020-10-19 06:44:00,678 - mmaction - INFO - Epoch [81][140/396] lr: 2.333e-01, eta: 1 day, 10:46:29, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6685, loss_cls: 2.5161, loss: 2.5161, grad_norm: 1.4174, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8939, loss/aux0: 1.8939 2020-10-19 06:44:01,691 - mmaction - INFO - Epoch [81][140/396] lr: 2.333e-01, eta: 1 day, 10:47:10, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6685, loss_cls: 2.5161, loss: 2.5161, grad_norm: 1.4219, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8890, loss/aux0: 1.8890 2020-10-19 06:44:38,374 - mmaction - INFO - Epoch [81][160/396] lr: 2.333e-01, eta: 1 day, 10:45:56, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6760, loss_cls: 2.5344, loss: 2.5344, grad_norm: 1.4389, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8925, loss/aux0: 1.8925 2020-10-19 06:44:39,397 - mmaction - INFO - Epoch [81][160/396] lr: 2.333e-01, eta: 1 day, 10:46:37, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6760, loss_cls: 2.5344, loss: 2.5344, grad_norm: 1.4348, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.8930, loss/aux0: 1.8930 2020-10-19 06:45:15,841 - mmaction - INFO - Epoch [81][180/396] lr: 2.333e-01, eta: 1 day, 10:45:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6544, loss_cls: 2.5765, loss: 2.5765, grad_norm: 1.3972, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8565, loss/aux0: 1.8565 2020-10-19 06:45:16,862 - mmaction - INFO - Epoch [81][180/396] lr: 2.333e-01, eta: 1 day, 10:46:04, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6544, loss_cls: 2.5765, loss: 2.5765, grad_norm: 1.4051, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8636, loss/aux0: 1.8636 2020-10-19 06:45:53,287 - mmaction - INFO - Epoch [81][200/396] lr: 2.333e-01, eta: 1 day, 10:44:50, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3888, top5_acc: 0.6641, loss_cls: 2.5572, loss: 2.5572, grad_norm: 1.4262, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9083, loss/aux0: 1.9083 2020-10-19 06:45:54,265 - mmaction - INFO - Epoch [81][200/396] lr: 2.333e-01, eta: 1 day, 10:45:31, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3888, top5_acc: 0.6641, loss_cls: 2.5572, loss: 2.5572, grad_norm: 1.4256, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.8993, loss/aux0: 1.8993 2020-10-19 06:46:30,699 - mmaction - INFO - Epoch [81][220/396] lr: 2.333e-01, eta: 1 day, 10:44:17, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3969, top5_acc: 0.6760, loss_cls: 2.5426, loss: 2.5426, grad_norm: 1.4498, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8795, loss/aux0: 1.8795 2020-10-19 06:46:31,665 - mmaction - INFO - Epoch [81][220/396] lr: 2.333e-01, eta: 1 day, 10:44:58, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3969, top5_acc: 0.6760, loss_cls: 2.5426, loss: 2.5426, grad_norm: 1.4577, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9012, loss/aux0: 1.9012 2020-10-19 06:47:08,182 - mmaction - INFO - Epoch [81][240/396] lr: 2.333e-01, eta: 1 day, 10:43:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4159, top5_acc: 0.6760, loss_cls: 2.4762, loss: 2.4762, grad_norm: 1.4176, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8904, loss/aux0: 1.8904 2020-10-19 06:47:09,134 - mmaction - INFO - Epoch [81][240/396] lr: 2.333e-01, eta: 1 day, 10:44:26, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4159, top5_acc: 0.6760, loss_cls: 2.4762, loss: 2.4762, grad_norm: 1.4086, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8731, loss/aux0: 1.8731 2020-10-19 06:47:45,522 - mmaction - INFO - Epoch [81][260/396] lr: 2.333e-01, eta: 1 day, 10:43:12, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6599, loss_cls: 2.5754, loss: 2.5754, grad_norm: 1.4515, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8839, loss/aux0: 1.8839 2020-10-19 06:47:46,532 - mmaction - INFO - Epoch [81][260/396] lr: 2.333e-01, eta: 1 day, 10:43:53, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6599, loss_cls: 2.5754, loss: 2.5754, grad_norm: 1.4476, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8901, loss/aux0: 1.8901 2020-10-19 06:48:23,031 - mmaction - INFO - Epoch [81][280/396] lr: 2.333e-01, eta: 1 day, 10:42:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6641, loss_cls: 2.5269, loss: 2.5269, grad_norm: 1.4136, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8766, loss/aux0: 1.8766 2020-10-19 06:48:23,983 - mmaction - INFO - Epoch [81][280/396] lr: 2.333e-01, eta: 1 day, 10:43:20, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6641, loss_cls: 2.5269, loss: 2.5269, grad_norm: 1.4140, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8687, loss/aux0: 1.8687 2020-10-19 06:49:00,440 - mmaction - INFO - Epoch [81][300/396] lr: 2.333e-01, eta: 1 day, 10:42:06, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6716, loss_cls: 2.5063, loss: 2.5063, grad_norm: 1.4156, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8307, loss/aux0: 1.8307 2020-10-19 06:49:01,453 - mmaction - INFO - Epoch [81][300/396] lr: 2.333e-01, eta: 1 day, 10:42:47, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6716, loss_cls: 2.5063, loss: 2.5063, grad_norm: 1.4183, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8361, loss/aux0: 1.8361 2020-10-19 06:49:37,808 - mmaction - INFO - Epoch [81][320/396] lr: 2.333e-01, eta: 1 day, 10:41:33, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3945, top5_acc: 0.6495, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.4148, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8870, loss/aux0: 1.8870 2020-10-19 06:49:38,826 - mmaction - INFO - Epoch [81][320/396] lr: 2.333e-01, eta: 1 day, 10:42:14, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3945, top5_acc: 0.6495, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.4113, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8778, loss/aux0: 1.8778 2020-10-19 06:50:15,305 - mmaction - INFO - Epoch [81][340/396] lr: 2.333e-01, eta: 1 day, 10:41:00, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6620, loss_cls: 2.5298, loss: 2.5298, grad_norm: 1.4291, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8742, loss/aux0: 1.8742 2020-10-19 06:50:16,332 - mmaction - INFO - Epoch [81][340/396] lr: 2.333e-01, eta: 1 day, 10:41:41, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6620, loss_cls: 2.5298, loss: 2.5298, grad_norm: 1.4343, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.8901, loss/aux0: 1.8901 2020-10-19 06:50:52,806 - mmaction - INFO - Epoch [81][360/396] lr: 2.333e-01, eta: 1 day, 10:40:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4086, top5_acc: 0.6633, loss_cls: 2.5210, loss: 2.5210, grad_norm: 1.4265, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8364, loss/aux0: 1.8364 2020-10-19 06:50:53,812 - mmaction - INFO - Epoch [81][360/396] lr: 2.333e-01, eta: 1 day, 10:41:08, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4086, top5_acc: 0.6633, loss_cls: 2.5210, loss: 2.5210, grad_norm: 1.4214, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8241, loss/aux0: 1.8241 2020-10-19 06:51:30,261 - mmaction - INFO - Epoch [81][380/396] lr: 2.333e-01, eta: 1 day, 10:39:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6669, loss_cls: 2.5517, loss: 2.5517, grad_norm: 1.4569, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.8751, loss/aux0: 1.8751 2020-10-19 06:51:31,248 - mmaction - INFO - Epoch [81][380/396] lr: 2.333e-01, eta: 1 day, 10:40:35, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.3898, top5_acc: 0.6669, loss_cls: 2.5517, loss: 2.5517, grad_norm: 1.4528, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.8765, loss/aux0: 1.8765 2020-10-19 06:56:08,550 - mmaction - INFO - Epoch [82][20/396] lr: 2.318e-01, eta: 1 day, 10:37:50, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3969, top5_acc: 0.6716, loss_cls: 2.5082, loss: 2.5082, grad_norm: 1.4201, top1_acc/aux0: 0.5444, top5_acc/aux0: 0.7939, loss_cls/aux0: 1.8489, loss/aux0: 1.8489 2020-10-19 06:56:09,543 - mmaction - INFO - Epoch [82][20/396] lr: 2.318e-01, eta: 1 day, 10:38:31, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.3969, top5_acc: 0.6716, loss_cls: 2.5082, loss: 2.5082, grad_norm: 1.4230, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8535, loss/aux0: 1.8535 2020-10-19 06:56:45,971 - mmaction - INFO - Epoch [82][40/396] lr: 2.318e-01, eta: 1 day, 10:37:17, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6732, loss_cls: 2.5050, loss: 2.5050, grad_norm: 1.4324, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9054, loss/aux0: 1.9054 2020-10-19 06:56:46,915 - mmaction - INFO - Epoch [82][40/396] lr: 2.318e-01, eta: 1 day, 10:37:58, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6732, loss_cls: 2.5050, loss: 2.5050, grad_norm: 1.4352, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8939, loss/aux0: 1.8939 2020-10-19 06:57:23,420 - mmaction - INFO - Epoch [82][60/396] lr: 2.318e-01, eta: 1 day, 10:36:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6773, loss_cls: 2.5071, loss: 2.5071, grad_norm: 1.4510, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8972, loss/aux0: 1.8972 2020-10-19 06:57:24,418 - mmaction - INFO - Epoch [82][60/396] lr: 2.318e-01, eta: 1 day, 10:37:25, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6773, loss_cls: 2.5071, loss: 2.5071, grad_norm: 1.4491, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8997, loss/aux0: 1.8997 2020-10-19 06:58:00,888 - mmaction - INFO - Epoch [82][80/396] lr: 2.318e-01, eta: 1 day, 10:36:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6750, loss_cls: 2.4677, loss: 2.4677, grad_norm: 1.4096, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8645, loss/aux0: 1.8645 2020-10-19 06:58:01,843 - mmaction - INFO - Epoch [82][80/396] lr: 2.318e-01, eta: 1 day, 10:36:52, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6750, loss_cls: 2.4677, loss: 2.4677, grad_norm: 1.4086, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8718, loss/aux0: 1.8718 2020-10-19 06:58:38,333 - mmaction - INFO - Epoch [82][100/396] lr: 2.318e-01, eta: 1 day, 10:35:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4102, top5_acc: 0.6781, loss_cls: 2.4846, loss: 2.4846, grad_norm: 1.4331, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8381, loss/aux0: 1.8381 2020-10-19 06:58:39,366 - mmaction - INFO - Epoch [82][100/396] lr: 2.318e-01, eta: 1 day, 10:36:19, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4102, top5_acc: 0.6781, loss_cls: 2.4846, loss: 2.4846, grad_norm: 1.4325, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8366, loss/aux0: 1.8366 2020-10-19 06:59:15,878 - mmaction - INFO - Epoch [82][120/396] lr: 2.318e-01, eta: 1 day, 10:35:06, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6648, loss_cls: 2.5262, loss: 2.5262, grad_norm: 1.4326, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8753, loss/aux0: 1.8753 2020-10-19 06:59:16,828 - mmaction - INFO - Epoch [82][120/396] lr: 2.318e-01, eta: 1 day, 10:35:47, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6648, loss_cls: 2.5262, loss: 2.5262, grad_norm: 1.4330, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8756, loss/aux0: 1.8756 2020-10-19 06:59:53,271 - mmaction - INFO - Epoch [82][140/396] lr: 2.318e-01, eta: 1 day, 10:34:34, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6810, loss_cls: 2.4893, loss: 2.4893, grad_norm: 1.4408, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9365, loss/aux0: 1.9365 2020-10-19 06:59:54,292 - mmaction - INFO - Epoch [82][140/396] lr: 2.318e-01, eta: 1 day, 10:35:14, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6810, loss_cls: 2.4893, loss: 2.4893, grad_norm: 1.4320, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9321, loss/aux0: 1.9321 2020-10-19 07:00:30,750 - mmaction - INFO - Epoch [82][160/396] lr: 2.318e-01, eta: 1 day, 10:34:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6620, loss_cls: 2.5568, loss: 2.5568, grad_norm: 1.3976, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8541, loss/aux0: 1.8541 2020-10-19 07:00:31,762 - mmaction - INFO - Epoch [82][160/396] lr: 2.318e-01, eta: 1 day, 10:34:41, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3904, top5_acc: 0.6620, loss_cls: 2.5568, loss: 2.5568, grad_norm: 1.4024, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8760, loss/aux0: 1.8760 2020-10-19 07:01:08,185 - mmaction - INFO - Epoch [82][180/396] lr: 2.318e-01, eta: 1 day, 10:33:28, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4060, top5_acc: 0.6638, loss_cls: 2.5245, loss: 2.5245, grad_norm: 1.3732, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.8835, loss/aux0: 1.8835 2020-10-19 07:01:09,130 - mmaction - INFO - Epoch [82][180/396] lr: 2.318e-01, eta: 1 day, 10:34:08, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4060, top5_acc: 0.6638, loss_cls: 2.5245, loss: 2.5245, grad_norm: 1.3746, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8645, loss/aux0: 1.8645 2020-10-19 07:01:45,615 - mmaction - INFO - Epoch [82][200/396] lr: 2.318e-01, eta: 1 day, 10:32:55, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6760, loss_cls: 2.4852, loss: 2.4852, grad_norm: 1.4359, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8941, loss/aux0: 1.8941 2020-10-19 07:01:46,578 - mmaction - INFO - Epoch [82][200/396] lr: 2.318e-01, eta: 1 day, 10:33:35, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6760, loss_cls: 2.4852, loss: 2.4852, grad_norm: 1.4373, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9086, loss/aux0: 1.9086 2020-10-19 07:02:23,124 - mmaction - INFO - Epoch [82][220/396] lr: 2.318e-01, eta: 1 day, 10:32:22, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6680, loss_cls: 2.5311, loss: 2.5311, grad_norm: 1.4056, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8533, loss/aux0: 1.8533 2020-10-19 07:02:24,147 - mmaction - INFO - Epoch [82][220/396] lr: 2.318e-01, eta: 1 day, 10:33:02, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6680, loss_cls: 2.5311, loss: 2.5311, grad_norm: 1.4016, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8312, loss/aux0: 1.8312 2020-10-19 07:03:00,528 - mmaction - INFO - Epoch [82][240/396] lr: 2.318e-01, eta: 1 day, 10:31:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3987, top5_acc: 0.6690, loss_cls: 2.5007, loss: 2.5007, grad_norm: 1.4015, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8606, loss/aux0: 1.8606 2020-10-19 07:03:01,496 - mmaction - INFO - Epoch [82][240/396] lr: 2.318e-01, eta: 1 day, 10:32:29, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3987, top5_acc: 0.6690, loss_cls: 2.5007, loss: 2.5007, grad_norm: 1.3967, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8655, loss/aux0: 1.8655 2020-10-19 07:03:37,919 - mmaction - INFO - Epoch [82][260/396] lr: 2.318e-01, eta: 1 day, 10:31:16, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4112, top5_acc: 0.6781, loss_cls: 2.4591, loss: 2.4591, grad_norm: 1.4548, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8888, loss/aux0: 1.8888 2020-10-19 07:03:38,938 - mmaction - INFO - Epoch [82][260/396] lr: 2.318e-01, eta: 1 day, 10:31:56, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4112, top5_acc: 0.6781, loss_cls: 2.4591, loss: 2.4591, grad_norm: 1.4531, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8993, loss/aux0: 1.8993 2020-10-19 07:04:15,494 - mmaction - INFO - Epoch [82][280/396] lr: 2.318e-01, eta: 1 day, 10:30:43, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3935, top5_acc: 0.6721, loss_cls: 2.5307, loss: 2.5307, grad_norm: 1.4309, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8628, loss/aux0: 1.8628 2020-10-19 07:04:16,452 - mmaction - INFO - Epoch [82][280/396] lr: 2.318e-01, eta: 1 day, 10:31:24, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3935, top5_acc: 0.6721, loss_cls: 2.5307, loss: 2.5307, grad_norm: 1.4369, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8582, loss/aux0: 1.8582 2020-10-19 07:04:52,861 - mmaction - INFO - Epoch [82][300/396] lr: 2.318e-01, eta: 1 day, 10:30:11, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4185, top5_acc: 0.6805, loss_cls: 2.4800, loss: 2.4800, grad_norm: 1.4699, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8245, loss/aux0: 1.8245 2020-10-19 07:04:53,802 - mmaction - INFO - Epoch [82][300/396] lr: 2.318e-01, eta: 1 day, 10:30:50, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4185, top5_acc: 0.6805, loss_cls: 2.4800, loss: 2.4800, grad_norm: 1.4730, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8230, loss/aux0: 1.8230 2020-10-19 07:05:30,364 - mmaction - INFO - Epoch [82][320/396] lr: 2.318e-01, eta: 1 day, 10:29:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3862, top5_acc: 0.6583, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.3755, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8829, loss/aux0: 1.8829 2020-10-19 07:05:31,385 - mmaction - INFO - Epoch [82][320/396] lr: 2.318e-01, eta: 1 day, 10:30:18, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.3862, top5_acc: 0.6583, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.3834, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8933, loss/aux0: 1.8933 2020-10-19 07:06:07,813 - mmaction - INFO - Epoch [82][340/396] lr: 2.318e-01, eta: 1 day, 10:29:05, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6659, loss_cls: 2.5442, loss: 2.5442, grad_norm: 1.4359, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8669, loss/aux0: 1.8669 2020-10-19 07:06:08,756 - mmaction - INFO - Epoch [82][340/396] lr: 2.318e-01, eta: 1 day, 10:29:44, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6659, loss_cls: 2.5442, loss: 2.5442, grad_norm: 1.4268, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8527, loss/aux0: 1.8527 2020-10-19 07:06:45,135 - mmaction - INFO - Epoch [82][360/396] lr: 2.318e-01, eta: 1 day, 10:28:31, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4094, top5_acc: 0.6724, loss_cls: 2.4900, loss: 2.4900, grad_norm: 1.4812, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9235, loss/aux0: 1.9235 2020-10-19 07:06:46,083 - mmaction - INFO - Epoch [82][360/396] lr: 2.318e-01, eta: 1 day, 10:29:11, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4094, top5_acc: 0.6724, loss_cls: 2.4900, loss: 2.4900, grad_norm: 1.4811, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9310, loss/aux0: 1.9310 2020-10-19 07:07:22,550 - mmaction - INFO - Epoch [82][380/396] lr: 2.318e-01, eta: 1 day, 10:27:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4039, top5_acc: 0.6591, loss_cls: 2.5421, loss: 2.5421, grad_norm: 1.3978, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9297, loss/aux0: 1.9297 2020-10-19 07:07:23,581 - mmaction - INFO - Epoch [82][380/396] lr: 2.318e-01, eta: 1 day, 10:28:38, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4039, top5_acc: 0.6591, loss_cls: 2.5421, loss: 2.5421, grad_norm: 1.4012, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9258, loss/aux0: 1.9258 2020-10-19 07:11:58,766 - mmaction - INFO - Epoch [83][20/396] lr: 2.302e-01, eta: 1 day, 10:25:55, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4039, top5_acc: 0.6693, loss_cls: 2.5171, loss: 2.5171, grad_norm: 1.4220, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8461, loss/aux0: 1.8461 2020-10-19 07:11:59,706 - mmaction - INFO - Epoch [83][20/396] lr: 2.302e-01, eta: 1 day, 10:26:35, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4039, top5_acc: 0.6693, loss_cls: 2.5171, loss: 2.5171, grad_norm: 1.4250, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8397, loss/aux0: 1.8397 2020-10-19 07:12:36,093 - mmaction - INFO - Epoch [83][40/396] lr: 2.302e-01, eta: 1 day, 10:25:22, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6656, loss_cls: 2.4840, loss: 2.4840, grad_norm: 1.4148, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9229, loss/aux0: 1.9229 2020-10-19 07:12:37,034 - mmaction - INFO - Epoch [83][40/396] lr: 2.302e-01, eta: 1 day, 10:26:02, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6656, loss_cls: 2.4840, loss: 2.4840, grad_norm: 1.4065, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9240, loss/aux0: 1.9240 2020-10-19 07:13:13,427 - mmaction - INFO - Epoch [83][60/396] lr: 2.302e-01, eta: 1 day, 10:24:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6807, loss_cls: 2.5051, loss: 2.5051, grad_norm: 1.4477, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8660, loss/aux0: 1.8660 2020-10-19 07:13:14,377 - mmaction - INFO - Epoch [83][60/396] lr: 2.302e-01, eta: 1 day, 10:25:29, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6807, loss_cls: 2.5051, loss: 2.5051, grad_norm: 1.4402, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8691, loss/aux0: 1.8691 2020-10-19 07:13:50,799 - mmaction - INFO - Epoch [83][80/396] lr: 2.302e-01, eta: 1 day, 10:24:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4008, top5_acc: 0.6727, loss_cls: 2.4933, loss: 2.4933, grad_norm: 1.4215, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8964, loss/aux0: 1.8964 2020-10-19 07:13:51,737 - mmaction - INFO - Epoch [83][80/396] lr: 2.302e-01, eta: 1 day, 10:24:56, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4008, top5_acc: 0.6727, loss_cls: 2.4933, loss: 2.4933, grad_norm: 1.4223, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9038, loss/aux0: 1.9038 2020-10-19 07:14:28,308 - mmaction - INFO - Epoch [83][100/396] lr: 2.302e-01, eta: 1 day, 10:23:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4044, top5_acc: 0.6695, loss_cls: 2.5105, loss: 2.5105, grad_norm: 1.4368, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8557, loss/aux0: 1.8557 2020-10-19 07:14:29,265 - mmaction - INFO - Epoch [83][100/396] lr: 2.302e-01, eta: 1 day, 10:24:23, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4044, top5_acc: 0.6695, loss_cls: 2.5105, loss: 2.5105, grad_norm: 1.4388, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8500, loss/aux0: 1.8500 2020-10-19 07:15:05,877 - mmaction - INFO - Epoch [83][120/396] lr: 2.302e-01, eta: 1 day, 10:23:11, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.3958, top5_acc: 0.6565, loss_cls: 2.5485, loss: 2.5485, grad_norm: 1.4541, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9332, loss/aux0: 1.9332 2020-10-19 07:15:06,836 - mmaction - INFO - Epoch [83][120/396] lr: 2.302e-01, eta: 1 day, 10:23:51, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3958, top5_acc: 0.6565, loss_cls: 2.5485, loss: 2.5485, grad_norm: 1.4542, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9315, loss/aux0: 1.9315 2020-10-19 07:15:43,252 - mmaction - INFO - Epoch [83][140/396] lr: 2.302e-01, eta: 1 day, 10:22:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.3961, top5_acc: 0.6771, loss_cls: 2.4882, loss: 2.4882, grad_norm: 1.4299, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8764, loss/aux0: 1.8764 2020-10-19 07:15:44,257 - mmaction - INFO - Epoch [83][140/396] lr: 2.302e-01, eta: 1 day, 10:23:18, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3961, top5_acc: 0.6771, loss_cls: 2.4882, loss: 2.4882, grad_norm: 1.4252, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8749, loss/aux0: 1.8749 2020-10-19 07:16:20,676 - mmaction - INFO - Epoch [83][160/396] lr: 2.302e-01, eta: 1 day, 10:22:05, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6664, loss_cls: 2.5214, loss: 2.5214, grad_norm: 1.4520, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8927, loss/aux0: 1.8927 2020-10-19 07:16:21,710 - mmaction - INFO - Epoch [83][160/396] lr: 2.302e-01, eta: 1 day, 10:22:45, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6664, loss_cls: 2.5214, loss: 2.5214, grad_norm: 1.4612, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9043, loss/aux0: 1.9043 2020-10-19 07:16:58,124 - mmaction - INFO - Epoch [83][180/396] lr: 2.302e-01, eta: 1 day, 10:21:32, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4000, top5_acc: 0.6651, loss_cls: 2.5211, loss: 2.5211, grad_norm: 1.4191, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.8512, loss/aux0: 1.8512 2020-10-19 07:16:59,141 - mmaction - INFO - Epoch [83][180/396] lr: 2.302e-01, eta: 1 day, 10:22:12, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4000, top5_acc: 0.6651, loss_cls: 2.5211, loss: 2.5211, grad_norm: 1.4240, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.8432, loss/aux0: 1.8432 2020-10-19 07:17:35,630 - mmaction - INFO - Epoch [83][200/396] lr: 2.302e-01, eta: 1 day, 10:21:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6565, loss_cls: 2.5592, loss: 2.5592, grad_norm: 1.4466, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8230, loss/aux0: 1.8230 2020-10-19 07:17:36,574 - mmaction - INFO - Epoch [83][200/396] lr: 2.302e-01, eta: 1 day, 10:21:39, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3940, top5_acc: 0.6565, loss_cls: 2.5592, loss: 2.5592, grad_norm: 1.4619, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8371, loss/aux0: 1.8371 2020-10-19 07:18:13,055 - mmaction - INFO - Epoch [83][220/396] lr: 2.302e-01, eta: 1 day, 10:20:27, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6737, loss_cls: 2.4671, loss: 2.4671, grad_norm: 1.3924, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8753, loss/aux0: 1.8753 2020-10-19 07:18:14,012 - mmaction - INFO - Epoch [83][220/396] lr: 2.302e-01, eta: 1 day, 10:21:06, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6737, loss_cls: 2.4671, loss: 2.4671, grad_norm: 1.3969, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8659, loss/aux0: 1.8659 2020-10-19 07:18:50,468 - mmaction - INFO - Epoch [83][240/396] lr: 2.302e-01, eta: 1 day, 10:19:54, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6602, loss_cls: 2.5370, loss: 2.5370, grad_norm: 1.4438, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8748, loss/aux0: 1.8748 2020-10-19 07:18:51,483 - mmaction - INFO - Epoch [83][240/396] lr: 2.302e-01, eta: 1 day, 10:20:33, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6602, loss_cls: 2.5370, loss: 2.5370, grad_norm: 1.4385, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8626, loss/aux0: 1.8626 2020-10-19 07:19:27,911 - mmaction - INFO - Epoch [83][260/396] lr: 2.302e-01, eta: 1 day, 10:19:21, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6552, loss_cls: 2.5611, loss: 2.5611, grad_norm: 1.4194, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8878, loss/aux0: 1.8878 2020-10-19 07:19:28,883 - mmaction - INFO - Epoch [83][260/396] lr: 2.302e-01, eta: 1 day, 10:20:00, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6552, loss_cls: 2.5611, loss: 2.5611, grad_norm: 1.4191, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9026, loss/aux0: 1.9026 2020-10-19 07:20:05,481 - mmaction - INFO - Epoch [83][280/396] lr: 2.302e-01, eta: 1 day, 10:18:48, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6792, loss_cls: 2.4786, loss: 2.4786, grad_norm: 1.4342, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8776, loss/aux0: 1.8776 2020-10-19 07:20:06,439 - mmaction - INFO - Epoch [83][280/396] lr: 2.302e-01, eta: 1 day, 10:19:28, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6792, loss_cls: 2.4786, loss: 2.4786, grad_norm: 1.4359, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8798, loss/aux0: 1.8798 2020-10-19 07:20:42,875 - mmaction - INFO - Epoch [83][300/396] lr: 2.302e-01, eta: 1 day, 10:18:15, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6779, loss_cls: 2.4595, loss: 2.4595, grad_norm: 1.4379, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8448, loss/aux0: 1.8448 2020-10-19 07:20:43,887 - mmaction - INFO - Epoch [83][300/396] lr: 2.302e-01, eta: 1 day, 10:18:54, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6779, loss_cls: 2.4595, loss: 2.4595, grad_norm: 1.4352, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8476, loss/aux0: 1.8476 2020-10-19 07:21:20,373 - mmaction - INFO - Epoch [83][320/396] lr: 2.302e-01, eta: 1 day, 10:17:42, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6745, loss_cls: 2.4955, loss: 2.4955, grad_norm: 1.4566, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8854, loss/aux0: 1.8854 2020-10-19 07:21:21,365 - mmaction - INFO - Epoch [83][320/396] lr: 2.302e-01, eta: 1 day, 10:18:22, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6745, loss_cls: 2.4955, loss: 2.4955, grad_norm: 1.4593, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8755, loss/aux0: 1.8755 2020-10-19 07:21:57,799 - mmaction - INFO - Epoch [83][340/396] lr: 2.302e-01, eta: 1 day, 10:17:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4159, top5_acc: 0.6841, loss_cls: 2.4807, loss: 2.4807, grad_norm: 1.4381, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9191, loss/aux0: 1.9191 2020-10-19 07:21:58,756 - mmaction - INFO - Epoch [83][340/396] lr: 2.302e-01, eta: 1 day, 10:17:49, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4159, top5_acc: 0.6841, loss_cls: 2.4807, loss: 2.4807, grad_norm: 1.4359, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9089, loss/aux0: 1.9089 2020-10-19 07:22:35,138 - mmaction - INFO - Epoch [83][360/396] lr: 2.302e-01, eta: 1 day, 10:16:36, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6628, loss_cls: 2.5428, loss: 2.5428, grad_norm: 1.4544, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.8690, loss/aux0: 1.8690 2020-10-19 07:22:36,143 - mmaction - INFO - Epoch [83][360/396] lr: 2.302e-01, eta: 1 day, 10:17:15, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6628, loss_cls: 2.5428, loss: 2.5428, grad_norm: 1.4477, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.8749, loss/aux0: 1.8749 2020-10-19 07:23:12,632 - mmaction - INFO - Epoch [83][380/396] lr: 2.302e-01, eta: 1 day, 10:16:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6586, loss_cls: 2.5614, loss: 2.5614, grad_norm: 1.4348, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8809, loss/aux0: 1.8809 2020-10-19 07:23:13,638 - mmaction - INFO - Epoch [83][380/396] lr: 2.302e-01, eta: 1 day, 10:16:43, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6586, loss_cls: 2.5614, loss: 2.5614, grad_norm: 1.4311, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8755, loss/aux0: 1.8755 2020-10-19 07:27:49,371 - mmaction - INFO - Epoch [84][20/396] lr: 2.287e-01, eta: 1 day, 10:14:01, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4164, top5_acc: 0.6870, loss_cls: 2.4565, loss: 2.4565, grad_norm: 1.3839, top1_acc/aux0: 0.5535, top5_acc/aux0: 0.7925, loss_cls/aux0: 1.8189, loss/aux0: 1.8189 2020-10-19 07:27:50,333 - mmaction - INFO - Epoch [84][20/396] lr: 2.287e-01, eta: 1 day, 10:14:40, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4164, top5_acc: 0.6870, loss_cls: 2.4565, loss: 2.4565, grad_norm: 1.3900, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8247, loss/aux0: 1.8247 2020-10-19 07:28:26,728 - mmaction - INFO - Epoch [84][40/396] lr: 2.287e-01, eta: 1 day, 10:13:28, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4211, top5_acc: 0.6841, loss_cls: 2.4520, loss: 2.4520, grad_norm: 1.4429, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8427, loss/aux0: 1.8427 2020-10-19 07:28:27,705 - mmaction - INFO - Epoch [84][40/396] lr: 2.287e-01, eta: 1 day, 10:14:07, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4211, top5_acc: 0.6841, loss_cls: 2.4520, loss: 2.4520, grad_norm: 1.4412, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8355, loss/aux0: 1.8355 2020-10-19 07:29:04,107 - mmaction - INFO - Epoch [84][60/396] lr: 2.287e-01, eta: 1 day, 10:12:55, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6706, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.4520, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8885, loss/aux0: 1.8885 2020-10-19 07:29:05,059 - mmaction - INFO - Epoch [84][60/396] lr: 2.287e-01, eta: 1 day, 10:13:34, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6706, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.4438, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8797, loss/aux0: 1.8797 2020-10-19 07:29:41,546 - mmaction - INFO - Epoch [84][80/396] lr: 2.287e-01, eta: 1 day, 10:12:22, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4021, top5_acc: 0.6714, loss_cls: 2.5254, loss: 2.5254, grad_norm: 1.4257, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8740, loss/aux0: 1.8740 2020-10-19 07:29:42,542 - mmaction - INFO - Epoch [84][80/396] lr: 2.287e-01, eta: 1 day, 10:13:01, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4021, top5_acc: 0.6714, loss_cls: 2.5254, loss: 2.5254, grad_norm: 1.4352, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8991, loss/aux0: 1.8991 2020-10-19 07:30:19,092 - mmaction - INFO - Epoch [84][100/396] lr: 2.287e-01, eta: 1 day, 10:11:49, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3930, top5_acc: 0.6703, loss_cls: 2.5253, loss: 2.5253, grad_norm: 1.4377, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9223, loss/aux0: 1.9223 2020-10-19 07:30:20,124 - mmaction - INFO - Epoch [84][100/396] lr: 2.287e-01, eta: 1 day, 10:12:28, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.3930, top5_acc: 0.6703, loss_cls: 2.5253, loss: 2.5253, grad_norm: 1.4349, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9079, loss/aux0: 1.9079 2020-10-19 07:30:56,549 - mmaction - INFO - Epoch [84][120/396] lr: 2.287e-01, eta: 1 day, 10:11:16, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4219, top5_acc: 0.6854, loss_cls: 2.4597, loss: 2.4597, grad_norm: 1.4533, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8793, loss/aux0: 1.8793 2020-10-19 07:30:57,547 - mmaction - INFO - Epoch [84][120/396] lr: 2.287e-01, eta: 1 day, 10:11:55, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4219, top5_acc: 0.6854, loss_cls: 2.4597, loss: 2.4597, grad_norm: 1.4441, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8793, loss/aux0: 1.8793 2020-10-19 07:31:34,033 - mmaction - INFO - Epoch [84][140/396] lr: 2.287e-01, eta: 1 day, 10:10:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3961, top5_acc: 0.6693, loss_cls: 2.5323, loss: 2.5323, grad_norm: 1.4605, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8608, loss/aux0: 1.8608 2020-10-19 07:31:35,070 - mmaction - INFO - Epoch [84][140/396] lr: 2.287e-01, eta: 1 day, 10:11:22, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.3961, top5_acc: 0.6693, loss_cls: 2.5323, loss: 2.5323, grad_norm: 1.4520, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8457, loss/aux0: 1.8457 2020-10-19 07:32:11,558 - mmaction - INFO - Epoch [84][160/396] lr: 2.287e-01, eta: 1 day, 10:10:11, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6852, loss_cls: 2.4571, loss: 2.4571, grad_norm: 1.4533, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8633, loss/aux0: 1.8633 2020-10-19 07:32:12,514 - mmaction - INFO - Epoch [84][160/396] lr: 2.287e-01, eta: 1 day, 10:10:49, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6852, loss_cls: 2.4571, loss: 2.4571, grad_norm: 1.4500, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8699, loss/aux0: 1.8699 2020-10-19 07:32:48,851 - mmaction - INFO - Epoch [84][180/396] lr: 2.287e-01, eta: 1 day, 10:09:37, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4055, top5_acc: 0.6776, loss_cls: 2.4736, loss: 2.4736, grad_norm: 1.4483, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8688, loss/aux0: 1.8688 2020-10-19 07:32:49,813 - mmaction - INFO - Epoch [84][180/396] lr: 2.287e-01, eta: 1 day, 10:10:16, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4055, top5_acc: 0.6776, loss_cls: 2.4736, loss: 2.4736, grad_norm: 1.4529, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8882, loss/aux0: 1.8882 2020-10-19 07:33:26,207 - mmaction - INFO - Epoch [84][200/396] lr: 2.287e-01, eta: 1 day, 10:09:04, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4073, top5_acc: 0.6568, loss_cls: 2.5442, loss: 2.5442, grad_norm: 1.4427, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9118, loss/aux0: 1.9118 2020-10-19 07:33:27,182 - mmaction - INFO - Epoch [84][200/396] lr: 2.287e-01, eta: 1 day, 10:09:43, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4073, top5_acc: 0.6568, loss_cls: 2.5442, loss: 2.5442, grad_norm: 1.4335, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9114, loss/aux0: 1.9114 2020-10-19 07:34:03,668 - mmaction - INFO - Epoch [84][220/396] lr: 2.287e-01, eta: 1 day, 10:08:31, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6685, loss_cls: 2.5126, loss: 2.5126, grad_norm: 1.4429, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9264, loss/aux0: 1.9264 2020-10-19 07:34:04,632 - mmaction - INFO - Epoch [84][220/396] lr: 2.287e-01, eta: 1 day, 10:09:10, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6685, loss_cls: 2.5126, loss: 2.5126, grad_norm: 1.4498, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9245, loss/aux0: 1.9245 2020-10-19 07:34:41,063 - mmaction - INFO - Epoch [84][240/396] lr: 2.287e-01, eta: 1 day, 10:07:58, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6664, loss_cls: 2.5431, loss: 2.5431, grad_norm: 1.4521, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9148, loss/aux0: 1.9148 2020-10-19 07:34:42,019 - mmaction - INFO - Epoch [84][240/396] lr: 2.287e-01, eta: 1 day, 10:08:37, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4018, top5_acc: 0.6664, loss_cls: 2.5431, loss: 2.5431, grad_norm: 1.4552, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9121, loss/aux0: 1.9121 2020-10-19 07:35:18,506 - mmaction - INFO - Epoch [84][260/396] lr: 2.287e-01, eta: 1 day, 10:07:25, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6727, loss_cls: 2.5013, loss: 2.5013, grad_norm: 1.4236, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8990, loss/aux0: 1.8990 2020-10-19 07:35:19,455 - mmaction - INFO - Epoch [84][260/396] lr: 2.287e-01, eta: 1 day, 10:08:04, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6727, loss_cls: 2.5013, loss: 2.5013, grad_norm: 1.4301, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.8950, loss/aux0: 1.8950 2020-10-19 07:35:55,792 - mmaction - INFO - Epoch [84][280/396] lr: 2.287e-01, eta: 1 day, 10:06:52, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3992, top5_acc: 0.6539, loss_cls: 2.5659, loss: 2.5659, grad_norm: 1.4457, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8673, loss/aux0: 1.8673 2020-10-19 07:35:56,781 - mmaction - INFO - Epoch [84][280/396] lr: 2.287e-01, eta: 1 day, 10:07:30, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3992, top5_acc: 0.6539, loss_cls: 2.5659, loss: 2.5659, grad_norm: 1.4409, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8680, loss/aux0: 1.8680 2020-10-19 07:36:33,281 - mmaction - INFO - Epoch [84][300/396] lr: 2.287e-01, eta: 1 day, 10:06:19, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4107, top5_acc: 0.6943, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.4331, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8407, loss/aux0: 1.8407 2020-10-19 07:36:34,279 - mmaction - INFO - Epoch [84][300/396] lr: 2.287e-01, eta: 1 day, 10:06:57, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4107, top5_acc: 0.6943, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.4377, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8309, loss/aux0: 1.8309 2020-10-19 07:37:10,741 - mmaction - INFO - Epoch [84][320/396] lr: 2.287e-01, eta: 1 day, 10:05:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6648, loss_cls: 2.5290, loss: 2.5290, grad_norm: 1.4459, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8822, loss/aux0: 1.8822 2020-10-19 07:37:11,684 - mmaction - INFO - Epoch [84][320/396] lr: 2.287e-01, eta: 1 day, 10:06:24, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6648, loss_cls: 2.5290, loss: 2.5290, grad_norm: 1.4424, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8840, loss/aux0: 1.8840 2020-10-19 07:37:48,004 - mmaction - INFO - Epoch [84][340/396] lr: 2.287e-01, eta: 1 day, 10:05:12, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6628, loss_cls: 2.5459, loss: 2.5459, grad_norm: 1.4211, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8679, loss/aux0: 1.8679 2020-10-19 07:37:48,954 - mmaction - INFO - Epoch [84][340/396] lr: 2.287e-01, eta: 1 day, 10:05:51, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6628, loss_cls: 2.5459, loss: 2.5459, grad_norm: 1.4215, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8701, loss/aux0: 1.8701 2020-10-19 07:38:25,273 - mmaction - INFO - Epoch [84][360/396] lr: 2.287e-01, eta: 1 day, 10:04:39, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6734, loss_cls: 2.5126, loss: 2.5126, grad_norm: 1.4412, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8615, loss/aux0: 1.8615 2020-10-19 07:38:26,290 - mmaction - INFO - Epoch [84][360/396] lr: 2.287e-01, eta: 1 day, 10:05:17, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6734, loss_cls: 2.5126, loss: 2.5126, grad_norm: 1.4345, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8556, loss/aux0: 1.8556 2020-10-19 07:39:02,683 - mmaction - INFO - Epoch [84][380/396] lr: 2.287e-01, eta: 1 day, 10:04:06, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6633, loss_cls: 2.5177, loss: 2.5177, grad_norm: 1.4299, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8920, loss/aux0: 1.8920 2020-10-19 07:39:03,680 - mmaction - INFO - Epoch [84][380/396] lr: 2.287e-01, eta: 1 day, 10:04:44, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6633, loss_cls: 2.5177, loss: 2.5177, grad_norm: 1.4334, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9064, loss/aux0: 1.9064 2020-10-19 07:43:23,490 - mmaction - INFO - Epoch [85][20/396] lr: 2.271e-01, eta: 1 day, 10:02:05, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4109, top5_acc: 0.6716, loss_cls: 2.5091, loss: 2.5091, grad_norm: 1.4158, top1_acc/aux0: 0.5392, top5_acc/aux0: 0.7895, loss_cls/aux0: 1.8652, loss/aux0: 1.8652 2020-10-19 07:43:24,445 - mmaction - INFO - Epoch [85][20/396] lr: 2.271e-01, eta: 1 day, 10:02:43, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4109, top5_acc: 0.6716, loss_cls: 2.5091, loss: 2.5091, grad_norm: 1.4213, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8679, loss/aux0: 1.8679 2020-10-19 07:44:00,851 - mmaction - INFO - Epoch [85][40/396] lr: 2.271e-01, eta: 1 day, 10:01:31, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6815, loss_cls: 2.4823, loss: 2.4823, grad_norm: 1.4368, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8209, loss/aux0: 1.8209 2020-10-19 07:44:01,837 - mmaction - INFO - Epoch [85][40/396] lr: 2.271e-01, eta: 1 day, 10:02:10, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6815, loss_cls: 2.4823, loss: 2.4823, grad_norm: 1.4370, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8219, loss/aux0: 1.8219 2020-10-19 07:44:38,275 - mmaction - INFO - Epoch [85][60/396] lr: 2.271e-01, eta: 1 day, 10:00:58, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6826, loss_cls: 2.4593, loss: 2.4593, grad_norm: 1.4221, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8293, loss/aux0: 1.8293 2020-10-19 07:44:39,223 - mmaction - INFO - Epoch [85][60/396] lr: 2.271e-01, eta: 1 day, 10:01:36, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6826, loss_cls: 2.4593, loss: 2.4593, grad_norm: 1.4235, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8156, loss/aux0: 1.8156 2020-10-19 07:45:15,750 - mmaction - INFO - Epoch [85][80/396] lr: 2.271e-01, eta: 1 day, 10:00:25, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4167, top5_acc: 0.6661, loss_cls: 2.4855, loss: 2.4855, grad_norm: 1.4263, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.8265, loss/aux0: 1.8265 2020-10-19 07:45:16,710 - mmaction - INFO - Epoch [85][80/396] lr: 2.271e-01, eta: 1 day, 10:01:03, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4167, top5_acc: 0.6661, loss_cls: 2.4855, loss: 2.4855, grad_norm: 1.4271, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.8322, loss/aux0: 1.8322 2020-10-19 07:45:53,234 - mmaction - INFO - Epoch [85][100/396] lr: 2.271e-01, eta: 1 day, 9:59:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3982, top5_acc: 0.6609, loss_cls: 2.5304, loss: 2.5304, grad_norm: 1.4353, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9002, loss/aux0: 1.9002 2020-10-19 07:45:54,187 - mmaction - INFO - Epoch [85][100/396] lr: 2.271e-01, eta: 1 day, 10:00:30, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3982, top5_acc: 0.6609, loss_cls: 2.5304, loss: 2.5304, grad_norm: 1.4402, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9049, loss/aux0: 1.9049 2020-10-19 07:46:30,656 - mmaction - INFO - Epoch [85][120/396] lr: 2.271e-01, eta: 1 day, 9:59:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4125, top5_acc: 0.6826, loss_cls: 2.4718, loss: 2.4718, grad_norm: 1.4410, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8550, loss/aux0: 1.8550 2020-10-19 07:46:31,645 - mmaction - INFO - Epoch [85][120/396] lr: 2.271e-01, eta: 1 day, 9:59:57, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4125, top5_acc: 0.6826, loss_cls: 2.4718, loss: 2.4718, grad_norm: 1.4464, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8480, loss/aux0: 1.8480 2020-10-19 07:47:08,124 - mmaction - INFO - Epoch [85][140/396] lr: 2.271e-01, eta: 1 day, 9:58:46, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3945, top5_acc: 0.6737, loss_cls: 2.4814, loss: 2.4814, grad_norm: 1.4419, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8468, loss/aux0: 1.8468 2020-10-19 07:47:09,091 - mmaction - INFO - Epoch [85][140/396] lr: 2.271e-01, eta: 1 day, 9:59:24, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.3945, top5_acc: 0.6737, loss_cls: 2.4814, loss: 2.4814, grad_norm: 1.4466, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8697, loss/aux0: 1.8697 2020-10-19 07:47:45,542 - mmaction - INFO - Epoch [85][160/396] lr: 2.271e-01, eta: 1 day, 9:58:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3979, top5_acc: 0.6872, loss_cls: 2.4965, loss: 2.4965, grad_norm: 1.4495, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9093, loss/aux0: 1.9093 2020-10-19 07:47:46,488 - mmaction - INFO - Epoch [85][160/396] lr: 2.271e-01, eta: 1 day, 9:58:51, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3979, top5_acc: 0.6872, loss_cls: 2.4965, loss: 2.4965, grad_norm: 1.4450, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9001, loss/aux0: 1.9001 2020-10-19 07:48:22,872 - mmaction - INFO - Epoch [85][180/396] lr: 2.271e-01, eta: 1 day, 9:57:40, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4203, top5_acc: 0.6776, loss_cls: 2.4675, loss: 2.4675, grad_norm: 1.4348, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8733, loss/aux0: 1.8733 2020-10-19 07:48:23,878 - mmaction - INFO - Epoch [85][180/396] lr: 2.271e-01, eta: 1 day, 9:58:18, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4203, top5_acc: 0.6776, loss_cls: 2.4675, loss: 2.4675, grad_norm: 1.4465, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8705, loss/aux0: 1.8705 2020-10-19 07:49:00,246 - mmaction - INFO - Epoch [85][200/396] lr: 2.271e-01, eta: 1 day, 9:57:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6724, loss_cls: 2.5152, loss: 2.5152, grad_norm: 1.4756, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9277, loss/aux0: 1.9277 2020-10-19 07:49:01,201 - mmaction - INFO - Epoch [85][200/396] lr: 2.271e-01, eta: 1 day, 9:57:45, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6724, loss_cls: 2.5152, loss: 2.5152, grad_norm: 1.4709, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.9166, loss/aux0: 1.9166 2020-10-19 07:49:37,725 - mmaction - INFO - Epoch [85][220/396] lr: 2.271e-01, eta: 1 day, 9:56:34, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4154, top5_acc: 0.6771, loss_cls: 2.4667, loss: 2.4667, grad_norm: 1.4666, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8659, loss/aux0: 1.8659 2020-10-19 07:49:38,694 - mmaction - INFO - Epoch [85][220/396] lr: 2.271e-01, eta: 1 day, 9:57:12, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4154, top5_acc: 0.6771, loss_cls: 2.4667, loss: 2.4667, grad_norm: 1.4637, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8542, loss/aux0: 1.8542 2020-10-19 07:50:15,921 - mmaction - INFO - Epoch [85][240/396] lr: 2.271e-01, eta: 1 day, 9:56:02, time: 0.975, data_time: 0.000, memory: 8462, top1_acc: 0.4000, top5_acc: 0.6693, loss_cls: 2.5154, loss: 2.5154, grad_norm: 1.4384, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7875, loss/aux0: 1.7875 2020-10-19 07:50:16,935 - mmaction - INFO - Epoch [85][240/396] lr: 2.271e-01, eta: 1 day, 9:56:42, time: 0.980, data_time: 0.003, memory: 8462, top1_acc: 0.4000, top5_acc: 0.6693, loss_cls: 2.5154, loss: 2.5154, grad_norm: 1.4352, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8215, loss/aux0: 1.8215 2020-10-19 07:50:53,227 - mmaction - INFO - Epoch [85][260/396] lr: 2.271e-01, eta: 1 day, 9:55:31, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6701, loss_cls: 2.5435, loss: 2.5435, grad_norm: 1.4077, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8918, loss/aux0: 1.8918 2020-10-19 07:50:54,151 - mmaction - INFO - Epoch [85][260/396] lr: 2.271e-01, eta: 1 day, 9:56:09, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.3977, top5_acc: 0.6701, loss_cls: 2.5435, loss: 2.5435, grad_norm: 1.4064, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8777, loss/aux0: 1.8777 2020-10-19 07:51:30,644 - mmaction - INFO - Epoch [85][280/396] lr: 2.271e-01, eta: 1 day, 9:54:58, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4232, top5_acc: 0.6836, loss_cls: 2.4409, loss: 2.4409, grad_norm: 1.4751, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.8722, loss/aux0: 1.8722 2020-10-19 07:51:31,645 - mmaction - INFO - Epoch [85][280/396] lr: 2.271e-01, eta: 1 day, 9:55:36, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4232, top5_acc: 0.6836, loss_cls: 2.4409, loss: 2.4409, grad_norm: 1.4769, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8694, loss/aux0: 1.8694 2020-10-19 07:52:08,007 - mmaction - INFO - Epoch [85][300/396] lr: 2.271e-01, eta: 1 day, 9:54:25, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6755, loss_cls: 2.4982, loss: 2.4982, grad_norm: 1.4397, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8837, loss/aux0: 1.8837 2020-10-19 07:52:09,009 - mmaction - INFO - Epoch [85][300/396] lr: 2.271e-01, eta: 1 day, 9:55:03, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6755, loss_cls: 2.4982, loss: 2.4982, grad_norm: 1.4422, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.8932, loss/aux0: 1.8932 2020-10-19 07:52:45,486 - mmaction - INFO - Epoch [85][320/396] lr: 2.271e-01, eta: 1 day, 9:53:51, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6802, loss_cls: 2.4884, loss: 2.4884, grad_norm: 1.4759, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8444, loss/aux0: 1.8444 2020-10-19 07:52:46,440 - mmaction - INFO - Epoch [85][320/396] lr: 2.271e-01, eta: 1 day, 9:54:29, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6802, loss_cls: 2.4884, loss: 2.4884, grad_norm: 1.4865, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8424, loss/aux0: 1.8424 2020-10-19 07:53:22,868 - mmaction - INFO - Epoch [85][340/396] lr: 2.271e-01, eta: 1 day, 9:53:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6638, loss_cls: 2.5198, loss: 2.5198, grad_norm: 1.4113, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8863, loss/aux0: 1.8863 2020-10-19 07:53:23,906 - mmaction - INFO - Epoch [85][340/396] lr: 2.271e-01, eta: 1 day, 9:53:56, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3997, top5_acc: 0.6638, loss_cls: 2.5198, loss: 2.5198, grad_norm: 1.4112, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8773, loss/aux0: 1.8773 2020-10-19 07:54:00,282 - mmaction - INFO - Epoch [85][360/396] lr: 2.271e-01, eta: 1 day, 9:52:45, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6732, loss_cls: 2.5353, loss: 2.5353, grad_norm: 1.3885, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8920, loss/aux0: 1.8920 2020-10-19 07:54:01,236 - mmaction - INFO - Epoch [85][360/396] lr: 2.271e-01, eta: 1 day, 9:53:23, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3956, top5_acc: 0.6732, loss_cls: 2.5353, loss: 2.5353, grad_norm: 1.3857, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8830, loss/aux0: 1.8830 2020-10-19 07:54:37,733 - mmaction - INFO - Epoch [85][380/396] lr: 2.271e-01, eta: 1 day, 9:52:12, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3992, top5_acc: 0.6768, loss_cls: 2.5341, loss: 2.5341, grad_norm: 1.4603, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8060, loss/aux0: 1.8060 2020-10-19 07:54:38,731 - mmaction - INFO - Epoch [85][380/396] lr: 2.271e-01, eta: 1 day, 9:52:50, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3992, top5_acc: 0.6768, loss_cls: 2.5341, loss: 2.5341, grad_norm: 1.4662, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8175, loss/aux0: 1.8175 2020-10-19 07:58:56,731 - mmaction - INFO - Epoch [86][20/396] lr: 2.255e-01, eta: 1 day, 9:50:12, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6656, loss_cls: 2.5096, loss: 2.5096, grad_norm: 1.4427, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8293, loss/aux0: 1.8293 2020-10-19 07:58:57,661 - mmaction - INFO - Epoch [86][20/396] lr: 2.255e-01, eta: 1 day, 9:50:49, time: 0.928, data_time: 0.001, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6656, loss_cls: 2.5096, loss: 2.5096, grad_norm: 1.4456, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8297, loss/aux0: 1.8297 2020-10-19 07:59:34,084 - mmaction - INFO - Epoch [86][40/396] lr: 2.255e-01, eta: 1 day, 9:49:38, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6852, loss_cls: 2.4539, loss: 2.4539, grad_norm: 1.4367, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8555, loss/aux0: 1.8555 2020-10-19 07:59:35,025 - mmaction - INFO - Epoch [86][40/396] lr: 2.255e-01, eta: 1 day, 9:50:16, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6852, loss_cls: 2.4539, loss: 2.4539, grad_norm: 1.4349, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8517, loss/aux0: 1.8517 2020-10-19 08:00:11,470 - mmaction - INFO - Epoch [86][60/396] lr: 2.255e-01, eta: 1 day, 9:49:05, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.3982, top5_acc: 0.6693, loss_cls: 2.5147, loss: 2.5147, grad_norm: 1.5050, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9214, loss/aux0: 1.9214 2020-10-19 08:00:12,497 - mmaction - INFO - Epoch [86][60/396] lr: 2.255e-01, eta: 1 day, 9:49:43, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.3982, top5_acc: 0.6693, loss_cls: 2.5147, loss: 2.5147, grad_norm: 1.4921, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9224, loss/aux0: 1.9224 2020-10-19 08:00:48,893 - mmaction - INFO - Epoch [86][80/396] lr: 2.255e-01, eta: 1 day, 9:48:32, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4055, top5_acc: 0.6721, loss_cls: 2.4987, loss: 2.4987, grad_norm: 1.4218, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8704, loss/aux0: 1.8704 2020-10-19 08:00:49,848 - mmaction - INFO - Epoch [86][80/396] lr: 2.255e-01, eta: 1 day, 9:49:10, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4055, top5_acc: 0.6721, loss_cls: 2.4987, loss: 2.4987, grad_norm: 1.4194, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8698, loss/aux0: 1.8698 2020-10-19 08:01:26,293 - mmaction - INFO - Epoch [86][100/396] lr: 2.255e-01, eta: 1 day, 9:47:59, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4000, top5_acc: 0.6708, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.4936, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.8009, loss/aux0: 1.8009 2020-10-19 08:01:27,254 - mmaction - INFO - Epoch [86][100/396] lr: 2.255e-01, eta: 1 day, 9:48:37, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4000, top5_acc: 0.6708, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.4861, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7982, loss/aux0: 1.7982 2020-10-19 08:02:03,636 - mmaction - INFO - Epoch [86][120/396] lr: 2.255e-01, eta: 1 day, 9:47:26, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4120, top5_acc: 0.6786, loss_cls: 2.4633, loss: 2.4633, grad_norm: 1.4263, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8705, loss/aux0: 1.8705 2020-10-19 08:02:04,596 - mmaction - INFO - Epoch [86][120/396] lr: 2.255e-01, eta: 1 day, 9:48:03, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4120, top5_acc: 0.6786, loss_cls: 2.4633, loss: 2.4633, grad_norm: 1.4277, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8844, loss/aux0: 1.8844 2020-10-19 08:02:41,028 - mmaction - INFO - Epoch [86][140/396] lr: 2.255e-01, eta: 1 day, 9:46:53, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6625, loss_cls: 2.5692, loss: 2.5692, grad_norm: 1.4766, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8955, loss/aux0: 1.8955 2020-10-19 08:02:42,040 - mmaction - INFO - Epoch [86][140/396] lr: 2.255e-01, eta: 1 day, 9:47:30, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6625, loss_cls: 2.5692, loss: 2.5692, grad_norm: 1.4770, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8949, loss/aux0: 1.8949 2020-10-19 08:03:18,409 - mmaction - INFO - Epoch [86][160/396] lr: 2.255e-01, eta: 1 day, 9:46:20, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6742, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.3997, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8784, loss/aux0: 1.8784 2020-10-19 08:03:19,433 - mmaction - INFO - Epoch [86][160/396] lr: 2.255e-01, eta: 1 day, 9:46:57, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6742, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.4035, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8741, loss/aux0: 1.8741 2020-10-19 08:03:55,862 - mmaction - INFO - Epoch [86][180/396] lr: 2.255e-01, eta: 1 day, 9:45:47, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6677, loss_cls: 2.5165, loss: 2.5165, grad_norm: 1.4542, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.8767, loss/aux0: 1.8767 2020-10-19 08:03:56,877 - mmaction - INFO - Epoch [86][180/396] lr: 2.255e-01, eta: 1 day, 9:46:24, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6677, loss_cls: 2.5165, loss: 2.5165, grad_norm: 1.4515, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8615, loss/aux0: 1.8615 2020-10-19 08:04:33,341 - mmaction - INFO - Epoch [86][200/396] lr: 2.255e-01, eta: 1 day, 9:45:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4003, top5_acc: 0.6727, loss_cls: 2.4897, loss: 2.4897, grad_norm: 1.4417, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8762, loss/aux0: 1.8762 2020-10-19 08:04:34,311 - mmaction - INFO - Epoch [86][200/396] lr: 2.255e-01, eta: 1 day, 9:45:51, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4003, top5_acc: 0.6727, loss_cls: 2.4897, loss: 2.4897, grad_norm: 1.4410, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8964, loss/aux0: 1.8964 2020-10-19 08:05:10,670 - mmaction - INFO - Epoch [86][220/396] lr: 2.255e-01, eta: 1 day, 9:44:41, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6760, loss_cls: 2.5034, loss: 2.5034, grad_norm: 1.3906, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8604, loss/aux0: 1.8604 2020-10-19 08:05:11,693 - mmaction - INFO - Epoch [86][220/396] lr: 2.255e-01, eta: 1 day, 9:45:18, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6760, loss_cls: 2.5034, loss: 2.5034, grad_norm: 1.3940, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8531, loss/aux0: 1.8531 2020-10-19 08:05:48,034 - mmaction - INFO - Epoch [86][240/396] lr: 2.255e-01, eta: 1 day, 9:44:08, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4130, top5_acc: 0.6833, loss_cls: 2.4557, loss: 2.4557, grad_norm: 1.4491, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8032, loss/aux0: 1.8032 2020-10-19 08:05:48,999 - mmaction - INFO - Epoch [86][240/396] lr: 2.255e-01, eta: 1 day, 9:44:45, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4130, top5_acc: 0.6833, loss_cls: 2.4557, loss: 2.4557, grad_norm: 1.4460, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8059, loss/aux0: 1.8059 2020-10-19 08:06:25,410 - mmaction - INFO - Epoch [86][260/396] lr: 2.255e-01, eta: 1 day, 9:43:34, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4042, top5_acc: 0.6797, loss_cls: 2.4708, loss: 2.4708, grad_norm: 1.4475, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8617, loss/aux0: 1.8617 2020-10-19 08:06:26,377 - mmaction - INFO - Epoch [86][260/396] lr: 2.255e-01, eta: 1 day, 9:44:12, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4042, top5_acc: 0.6797, loss_cls: 2.4708, loss: 2.4708, grad_norm: 1.4415, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8455, loss/aux0: 1.8455 2020-10-19 08:07:02,749 - mmaction - INFO - Epoch [86][280/396] lr: 2.255e-01, eta: 1 day, 9:43:01, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6771, loss_cls: 2.4873, loss: 2.4873, grad_norm: 1.4335, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8954, loss/aux0: 1.8954 2020-10-19 08:07:03,708 - mmaction - INFO - Epoch [86][280/396] lr: 2.255e-01, eta: 1 day, 9:43:38, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6771, loss_cls: 2.4873, loss: 2.4873, grad_norm: 1.4303, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9068, loss/aux0: 1.9068 2020-10-19 08:07:40,158 - mmaction - INFO - Epoch [86][300/396] lr: 2.255e-01, eta: 1 day, 9:42:28, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4099, top5_acc: 0.6672, loss_cls: 2.5037, loss: 2.5037, grad_norm: 1.4591, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.9006, loss/aux0: 1.9006 2020-10-19 08:07:41,113 - mmaction - INFO - Epoch [86][300/396] lr: 2.255e-01, eta: 1 day, 9:43:05, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.4099, top5_acc: 0.6672, loss_cls: 2.5037, loss: 2.5037, grad_norm: 1.4569, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8917, loss/aux0: 1.8917 2020-10-19 08:08:17,531 - mmaction - INFO - Epoch [86][320/396] lr: 2.255e-01, eta: 1 day, 9:41:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3914, top5_acc: 0.6714, loss_cls: 2.5253, loss: 2.5253, grad_norm: 1.4724, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8394, loss/aux0: 1.8394 2020-10-19 08:08:18,462 - mmaction - INFO - Epoch [86][320/396] lr: 2.255e-01, eta: 1 day, 9:42:32, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3914, top5_acc: 0.6714, loss_cls: 2.5253, loss: 2.5253, grad_norm: 1.4651, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8349, loss/aux0: 1.8349 2020-10-19 08:08:54,809 - mmaction - INFO - Epoch [86][340/396] lr: 2.255e-01, eta: 1 day, 9:41:21, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6878, loss_cls: 2.4777, loss: 2.4777, grad_norm: 1.4448, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8463, loss/aux0: 1.8463 2020-10-19 08:08:55,827 - mmaction - INFO - Epoch [86][340/396] lr: 2.255e-01, eta: 1 day, 9:41:58, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6878, loss_cls: 2.4777, loss: 2.4777, grad_norm: 1.4422, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8444, loss/aux0: 1.8444 2020-10-19 08:09:32,229 - mmaction - INFO - Epoch [86][360/396] lr: 2.255e-01, eta: 1 day, 9:40:48, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3966, top5_acc: 0.6693, loss_cls: 2.5136, loss: 2.5136, grad_norm: 1.4500, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8315, loss/aux0: 1.8315 2020-10-19 08:09:33,171 - mmaction - INFO - Epoch [86][360/396] lr: 2.255e-01, eta: 1 day, 9:41:25, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.3966, top5_acc: 0.6693, loss_cls: 2.5136, loss: 2.5136, grad_norm: 1.4471, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8475, loss/aux0: 1.8475 2020-10-19 08:10:09,532 - mmaction - INFO - Epoch [86][380/396] lr: 2.255e-01, eta: 1 day, 9:40:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4122, top5_acc: 0.6701, loss_cls: 2.4749, loss: 2.4749, grad_norm: 1.4344, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.9015, loss/aux0: 1.9015 2020-10-19 08:10:10,484 - mmaction - INFO - Epoch [86][380/396] lr: 2.255e-01, eta: 1 day, 9:40:52, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4122, top5_acc: 0.6701, loss_cls: 2.4749, loss: 2.4749, grad_norm: 1.4355, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8984, loss/aux0: 1.8984 2020-10-19 08:14:32,682 - mmaction - INFO - Epoch [87][20/396] lr: 2.239e-01, eta: 1 day, 9:38:15, time: 0.928, data_time: 0.000, memory: 8462, top1_acc: 0.4125, top5_acc: 0.6839, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.4458, top1_acc/aux0: 0.5373, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9020, loss/aux0: 1.9020 2020-10-19 08:14:33,655 - mmaction - INFO - Epoch [87][20/396] lr: 2.239e-01, eta: 1 day, 9:38:52, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4125, top5_acc: 0.6839, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.4455, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8907, loss/aux0: 1.8907 2020-10-19 08:15:10,067 - mmaction - INFO - Epoch [87][40/396] lr: 2.239e-01, eta: 1 day, 9:37:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6891, loss_cls: 2.4418, loss: 2.4418, grad_norm: 1.4292, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8528, loss/aux0: 1.8528 2020-10-19 08:15:11,028 - mmaction - INFO - Epoch [87][40/396] lr: 2.239e-01, eta: 1 day, 9:38:19, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6891, loss_cls: 2.4418, loss: 2.4418, grad_norm: 1.4383, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8652, loss/aux0: 1.8652 2020-10-19 08:15:47,525 - mmaction - INFO - Epoch [87][60/396] lr: 2.239e-01, eta: 1 day, 9:37:09, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4182, top5_acc: 0.6867, loss_cls: 2.4388, loss: 2.4388, grad_norm: 1.4706, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8311, loss/aux0: 1.8311 2020-10-19 08:15:48,507 - mmaction - INFO - Epoch [87][60/396] lr: 2.239e-01, eta: 1 day, 9:37:46, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.4182, top5_acc: 0.6867, loss_cls: 2.4388, loss: 2.4388, grad_norm: 1.4586, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8256, loss/aux0: 1.8256 2020-10-19 08:16:25,030 - mmaction - INFO - Epoch [87][80/396] lr: 2.239e-01, eta: 1 day, 9:36:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4125, top5_acc: 0.6635, loss_cls: 2.5086, loss: 2.5086, grad_norm: 1.4515, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9112, loss/aux0: 1.9112 2020-10-19 08:16:26,025 - mmaction - INFO - Epoch [87][80/396] lr: 2.239e-01, eta: 1 day, 9:37:13, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4125, top5_acc: 0.6635, loss_cls: 2.5086, loss: 2.5086, grad_norm: 1.4561, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9287, loss/aux0: 1.9287 2020-10-19 08:17:02,568 - mmaction - INFO - Epoch [87][100/396] lr: 2.239e-01, eta: 1 day, 9:36:03, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6794, loss_cls: 2.4912, loss: 2.4912, grad_norm: 1.4327, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8506, loss/aux0: 1.8506 2020-10-19 08:17:03,527 - mmaction - INFO - Epoch [87][100/396] lr: 2.239e-01, eta: 1 day, 9:36:40, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6794, loss_cls: 2.4912, loss: 2.4912, grad_norm: 1.4294, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8379, loss/aux0: 1.8379 2020-10-19 08:17:39,898 - mmaction - INFO - Epoch [87][120/396] lr: 2.239e-01, eta: 1 day, 9:35:30, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6786, loss_cls: 2.4794, loss: 2.4794, grad_norm: 1.4291, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8589, loss/aux0: 1.8589 2020-10-19 08:17:40,860 - mmaction - INFO - Epoch [87][120/396] lr: 2.239e-01, eta: 1 day, 9:36:07, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6786, loss_cls: 2.4794, loss: 2.4794, grad_norm: 1.4295, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8549, loss/aux0: 1.8549 2020-10-19 08:18:17,239 - mmaction - INFO - Epoch [87][140/396] lr: 2.239e-01, eta: 1 day, 9:34:57, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6609, loss_cls: 2.5408, loss: 2.5408, grad_norm: 1.4294, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9091, loss/aux0: 1.9091 2020-10-19 08:18:18,237 - mmaction - INFO - Epoch [87][140/396] lr: 2.239e-01, eta: 1 day, 9:35:34, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6609, loss_cls: 2.5408, loss: 2.5408, grad_norm: 1.4223, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9050, loss/aux0: 1.9050 2020-10-19 08:18:54,627 - mmaction - INFO - Epoch [87][160/396] lr: 2.239e-01, eta: 1 day, 9:34:24, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6714, loss_cls: 2.4896, loss: 2.4896, grad_norm: 1.4177, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9452, loss/aux0: 1.9452 2020-10-19 08:18:55,636 - mmaction - INFO - Epoch [87][160/396] lr: 2.239e-01, eta: 1 day, 9:35:00, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6714, loss_cls: 2.4896, loss: 2.4896, grad_norm: 1.4167, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9444, loss/aux0: 1.9444 2020-10-19 08:19:32,046 - mmaction - INFO - Epoch [87][180/396] lr: 2.239e-01, eta: 1 day, 9:33:50, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6805, loss_cls: 2.4745, loss: 2.4745, grad_norm: 1.4620, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8623, loss/aux0: 1.8623 2020-10-19 08:19:33,001 - mmaction - INFO - Epoch [87][180/396] lr: 2.239e-01, eta: 1 day, 9:34:27, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6805, loss_cls: 2.4745, loss: 2.4745, grad_norm: 1.4579, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8754, loss/aux0: 1.8754 2020-10-19 08:20:09,418 - mmaction - INFO - Epoch [87][200/396] lr: 2.239e-01, eta: 1 day, 9:33:17, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4062, top5_acc: 0.6841, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.4353, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9005, loss/aux0: 1.9005 2020-10-19 08:20:10,362 - mmaction - INFO - Epoch [87][200/396] lr: 2.239e-01, eta: 1 day, 9:33:54, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4062, top5_acc: 0.6841, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.4311, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.8998, loss/aux0: 1.8998 2020-10-19 08:20:46,755 - mmaction - INFO - Epoch [87][220/396] lr: 2.239e-01, eta: 1 day, 9:32:44, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4099, top5_acc: 0.6771, loss_cls: 2.4909, loss: 2.4909, grad_norm: 1.4445, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8209, loss/aux0: 1.8209 2020-10-19 08:20:47,715 - mmaction - INFO - Epoch [87][220/396] lr: 2.239e-01, eta: 1 day, 9:33:20, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4099, top5_acc: 0.6771, loss_cls: 2.4909, loss: 2.4909, grad_norm: 1.4452, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8209, loss/aux0: 1.8209 2020-10-19 08:21:24,165 - mmaction - INFO - Epoch [87][240/396] lr: 2.239e-01, eta: 1 day, 9:32:11, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6875, loss_cls: 2.4139, loss: 2.4139, grad_norm: 1.4562, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8772, loss/aux0: 1.8772 2020-10-19 08:21:25,184 - mmaction - INFO - Epoch [87][240/396] lr: 2.239e-01, eta: 1 day, 9:32:47, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6875, loss_cls: 2.4139, loss: 2.4139, grad_norm: 1.4656, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8761, loss/aux0: 1.8761 2020-10-19 08:22:01,520 - mmaction - INFO - Epoch [87][260/396] lr: 2.239e-01, eta: 1 day, 9:31:37, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3867, top5_acc: 0.6638, loss_cls: 2.5524, loss: 2.5524, grad_norm: 1.4411, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8966, loss/aux0: 1.8966 2020-10-19 08:22:02,459 - mmaction - INFO - Epoch [87][260/396] lr: 2.239e-01, eta: 1 day, 9:32:14, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.3867, top5_acc: 0.6638, loss_cls: 2.5524, loss: 2.5524, grad_norm: 1.4382, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8961, loss/aux0: 1.8961 2020-10-19 08:22:38,942 - mmaction - INFO - Epoch [87][280/396] lr: 2.239e-01, eta: 1 day, 9:31:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3966, top5_acc: 0.6667, loss_cls: 2.5043, loss: 2.5043, grad_norm: 1.4790, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.8818, loss/aux0: 1.8818 2020-10-19 08:22:39,893 - mmaction - INFO - Epoch [87][280/396] lr: 2.239e-01, eta: 1 day, 9:31:41, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.3966, top5_acc: 0.6667, loss_cls: 2.5043, loss: 2.5043, grad_norm: 1.4800, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8837, loss/aux0: 1.8837 2020-10-19 08:23:16,316 - mmaction - INFO - Epoch [87][300/396] lr: 2.239e-01, eta: 1 day, 9:30:31, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4049, top5_acc: 0.6719, loss_cls: 2.5102, loss: 2.5102, grad_norm: 1.4388, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8636, loss/aux0: 1.8636 2020-10-19 08:23:17,282 - mmaction - INFO - Epoch [87][300/396] lr: 2.239e-01, eta: 1 day, 9:31:07, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4049, top5_acc: 0.6719, loss_cls: 2.5102, loss: 2.5102, grad_norm: 1.4387, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8579, loss/aux0: 1.8579 2020-10-19 08:23:53,682 - mmaction - INFO - Epoch [87][320/396] lr: 2.239e-01, eta: 1 day, 9:29:58, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4164, top5_acc: 0.6836, loss_cls: 2.4567, loss: 2.4567, grad_norm: 1.4853, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8799, loss/aux0: 1.8799 2020-10-19 08:23:54,696 - mmaction - INFO - Epoch [87][320/396] lr: 2.239e-01, eta: 1 day, 9:30:34, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4164, top5_acc: 0.6836, loss_cls: 2.4567, loss: 2.4567, grad_norm: 1.4794, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8814, loss/aux0: 1.8814 2020-10-19 08:24:31,030 - mmaction - INFO - Epoch [87][340/396] lr: 2.239e-01, eta: 1 day, 9:29:24, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6789, loss_cls: 2.5152, loss: 2.5152, grad_norm: 1.4617, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8500, loss/aux0: 1.8500 2020-10-19 08:24:31,987 - mmaction - INFO - Epoch [87][340/396] lr: 2.239e-01, eta: 1 day, 9:30:01, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6789, loss_cls: 2.5152, loss: 2.5152, grad_norm: 1.4518, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8337, loss/aux0: 1.8337 2020-10-19 08:25:08,398 - mmaction - INFO - Epoch [87][360/396] lr: 2.239e-01, eta: 1 day, 9:28:51, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4161, top5_acc: 0.6708, loss_cls: 2.4795, loss: 2.4795, grad_norm: 1.4281, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8689, loss/aux0: 1.8689 2020-10-19 08:25:09,419 - mmaction - INFO - Epoch [87][360/396] lr: 2.239e-01, eta: 1 day, 9:29:28, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4161, top5_acc: 0.6708, loss_cls: 2.4795, loss: 2.4795, grad_norm: 1.4285, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8741, loss/aux0: 1.8741 2020-10-19 08:25:45,788 - mmaction - INFO - Epoch [87][380/396] lr: 2.239e-01, eta: 1 day, 9:28:18, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6771, loss_cls: 2.5084, loss: 2.5084, grad_norm: 1.4389, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8479, loss/aux0: 1.8479 2020-10-19 08:25:46,750 - mmaction - INFO - Epoch [87][380/396] lr: 2.239e-01, eta: 1 day, 9:28:54, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3971, top5_acc: 0.6771, loss_cls: 2.5084, loss: 2.5084, grad_norm: 1.4359, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8551, loss/aux0: 1.8551 2020-10-19 08:30:06,159 - mmaction - INFO - Epoch [88][20/396] lr: 2.223e-01, eta: 1 day, 9:26:20, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6807, loss_cls: 2.4485, loss: 2.4485, grad_norm: 1.4630, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8627, loss/aux0: 1.8627 2020-10-19 08:30:07,104 - mmaction - INFO - Epoch [88][20/396] lr: 2.223e-01, eta: 1 day, 9:26:56, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6807, loss_cls: 2.4485, loss: 2.4485, grad_norm: 1.4536, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8517, loss/aux0: 1.8517 2020-10-19 08:30:43,463 - mmaction - INFO - Epoch [88][40/396] lr: 2.223e-01, eta: 1 day, 9:25:46, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6786, loss_cls: 2.4922, loss: 2.4922, grad_norm: 1.4197, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8792, loss/aux0: 1.8792 2020-10-19 08:30:44,424 - mmaction - INFO - Epoch [88][40/396] lr: 2.223e-01, eta: 1 day, 9:26:23, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6786, loss_cls: 2.4922, loss: 2.4922, grad_norm: 1.4331, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9010, loss/aux0: 1.9010 2020-10-19 08:31:20,793 - mmaction - INFO - Epoch [88][60/396] lr: 2.223e-01, eta: 1 day, 9:25:13, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4003, top5_acc: 0.6701, loss_cls: 2.4995, loss: 2.4995, grad_norm: 1.4282, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8534, loss/aux0: 1.8534 2020-10-19 08:31:21,784 - mmaction - INFO - Epoch [88][60/396] lr: 2.223e-01, eta: 1 day, 9:25:49, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4003, top5_acc: 0.6701, loss_cls: 2.4995, loss: 2.4995, grad_norm: 1.4238, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8275, loss/aux0: 1.8275 2020-10-19 08:31:58,183 - mmaction - INFO - Epoch [88][80/396] lr: 2.223e-01, eta: 1 day, 9:24:40, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6747, loss_cls: 2.4869, loss: 2.4869, grad_norm: 1.4013, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8481, loss/aux0: 1.8481 2020-10-19 08:31:59,209 - mmaction - INFO - Epoch [88][80/396] lr: 2.223e-01, eta: 1 day, 9:25:16, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6747, loss_cls: 2.4869, loss: 2.4869, grad_norm: 1.3923, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8589, loss/aux0: 1.8589 2020-10-19 08:32:35,706 - mmaction - INFO - Epoch [88][100/396] lr: 2.223e-01, eta: 1 day, 9:24:07, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4318, top5_acc: 0.6823, loss_cls: 2.4173, loss: 2.4173, grad_norm: 1.4734, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8434, loss/aux0: 1.8434 2020-10-19 08:32:36,661 - mmaction - INFO - Epoch [88][100/396] lr: 2.223e-01, eta: 1 day, 9:24:43, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4318, top5_acc: 0.6823, loss_cls: 2.4173, loss: 2.4173, grad_norm: 1.4765, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8429, loss/aux0: 1.8429 2020-10-19 08:33:13,269 - mmaction - INFO - Epoch [88][120/396] lr: 2.223e-01, eta: 1 day, 9:23:33, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6792, loss_cls: 2.4796, loss: 2.4796, grad_norm: 1.4344, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8305, loss/aux0: 1.8305 2020-10-19 08:33:14,275 - mmaction - INFO - Epoch [88][120/396] lr: 2.223e-01, eta: 1 day, 9:24:10, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6792, loss_cls: 2.4796, loss: 2.4796, grad_norm: 1.4322, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8290, loss/aux0: 1.8290 2020-10-19 08:33:50,723 - mmaction - INFO - Epoch [88][140/396] lr: 2.223e-01, eta: 1 day, 9:23:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4112, top5_acc: 0.6680, loss_cls: 2.4990, loss: 2.4990, grad_norm: 1.4544, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7709, loss/aux0: 1.7709 2020-10-19 08:33:51,742 - mmaction - INFO - Epoch [88][140/396] lr: 2.223e-01, eta: 1 day, 9:23:37, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4112, top5_acc: 0.6680, loss_cls: 2.4990, loss: 2.4990, grad_norm: 1.4492, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7746, loss/aux0: 1.7746 2020-10-19 08:34:28,247 - mmaction - INFO - Epoch [88][160/396] lr: 2.223e-01, eta: 1 day, 9:22:28, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4089, top5_acc: 0.6706, loss_cls: 2.4658, loss: 2.4658, grad_norm: 1.4516, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8450, loss/aux0: 1.8450 2020-10-19 08:34:29,265 - mmaction - INFO - Epoch [88][160/396] lr: 2.223e-01, eta: 1 day, 9:23:04, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.4089, top5_acc: 0.6706, loss_cls: 2.4658, loss: 2.4658, grad_norm: 1.4488, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8582, loss/aux0: 1.8582 2020-10-19 08:35:06,762 - mmaction - INFO - Epoch [88][180/396] lr: 2.223e-01, eta: 1 day, 9:21:57, time: 0.989, data_time: 0.000, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6737, loss_cls: 2.5001, loss: 2.5001, grad_norm: 1.4634, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8758, loss/aux0: 1.8758 2020-10-19 08:35:07,773 - mmaction - INFO - Epoch [88][180/396] lr: 2.223e-01, eta: 1 day, 9:22:35, time: 0.994, data_time: 0.002, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6737, loss_cls: 2.5001, loss: 2.5001, grad_norm: 1.4553, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8586, loss/aux0: 1.8586 2020-10-19 08:35:44,228 - mmaction - INFO - Epoch [88][200/396] lr: 2.223e-01, eta: 1 day, 9:21:26, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6687, loss_cls: 2.5065, loss: 2.5065, grad_norm: 1.4633, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8511, loss/aux0: 1.8511 2020-10-19 08:35:45,257 - mmaction - INFO - Epoch [88][200/396] lr: 2.223e-01, eta: 1 day, 9:22:02, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6687, loss_cls: 2.5065, loss: 2.5065, grad_norm: 1.4581, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8486, loss/aux0: 1.8486 2020-10-19 08:36:21,697 - mmaction - INFO - Epoch [88][220/396] lr: 2.223e-01, eta: 1 day, 9:20:53, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6776, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.4658, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9082, loss/aux0: 1.9082 2020-10-19 08:36:22,717 - mmaction - INFO - Epoch [88][220/396] lr: 2.223e-01, eta: 1 day, 9:21:29, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6776, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.4595, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9134, loss/aux0: 1.9134 2020-10-19 08:36:59,027 - mmaction - INFO - Epoch [88][240/396] lr: 2.223e-01, eta: 1 day, 9:20:20, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4130, top5_acc: 0.6823, loss_cls: 2.4836, loss: 2.4836, grad_norm: 1.4487, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9019, loss/aux0: 1.9019 2020-10-19 08:37:00,056 - mmaction - INFO - Epoch [88][240/396] lr: 2.223e-01, eta: 1 day, 9:20:56, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4130, top5_acc: 0.6823, loss_cls: 2.4836, loss: 2.4836, grad_norm: 1.4521, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9076, loss/aux0: 1.9076 2020-10-19 08:37:36,520 - mmaction - INFO - Epoch [88][260/396] lr: 2.223e-01, eta: 1 day, 9:19:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6997, loss_cls: 2.4166, loss: 2.4166, grad_norm: 1.4432, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7750, loss/aux0: 1.7750 2020-10-19 08:37:37,533 - mmaction - INFO - Epoch [88][260/396] lr: 2.223e-01, eta: 1 day, 9:20:22, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6997, loss_cls: 2.4166, loss: 2.4166, grad_norm: 1.4459, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7747, loss/aux0: 1.7747 2020-10-19 08:38:13,920 - mmaction - INFO - Epoch [88][280/396] lr: 2.223e-01, eta: 1 day, 9:19:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4042, top5_acc: 0.6766, loss_cls: 2.4793, loss: 2.4793, grad_norm: 1.4437, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8376, loss/aux0: 1.8376 2020-10-19 08:38:14,903 - mmaction - INFO - Epoch [88][280/396] lr: 2.223e-01, eta: 1 day, 9:19:49, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4042, top5_acc: 0.6766, loss_cls: 2.4793, loss: 2.4793, grad_norm: 1.4494, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8382, loss/aux0: 1.8382 2020-10-19 08:38:51,278 - mmaction - INFO - Epoch [88][300/396] lr: 2.223e-01, eta: 1 day, 9:18:40, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.3930, top5_acc: 0.6794, loss_cls: 2.4930, loss: 2.4930, grad_norm: 1.4502, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.8878, loss/aux0: 1.8878 2020-10-19 08:38:52,303 - mmaction - INFO - Epoch [88][300/396] lr: 2.223e-01, eta: 1 day, 9:19:16, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.3930, top5_acc: 0.6794, loss_cls: 2.4930, loss: 2.4930, grad_norm: 1.4553, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.8810, loss/aux0: 1.8810 2020-10-19 08:39:28,737 - mmaction - INFO - Epoch [88][320/396] lr: 2.223e-01, eta: 1 day, 9:18:06, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6719, loss_cls: 2.5323, loss: 2.5323, grad_norm: 1.4531, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8011, loss/aux0: 1.8011 2020-10-19 08:39:29,723 - mmaction - INFO - Epoch [88][320/396] lr: 2.223e-01, eta: 1 day, 9:18:42, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6719, loss_cls: 2.5323, loss: 2.5323, grad_norm: 1.4559, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7952, loss/aux0: 1.7952 2020-10-19 08:40:06,198 - mmaction - INFO - Epoch [88][340/396] lr: 2.223e-01, eta: 1 day, 9:17:33, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4003, top5_acc: 0.6781, loss_cls: 2.4877, loss: 2.4877, grad_norm: 1.4453, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8803, loss/aux0: 1.8803 2020-10-19 08:40:07,147 - mmaction - INFO - Epoch [88][340/396] lr: 2.223e-01, eta: 1 day, 9:18:09, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4003, top5_acc: 0.6781, loss_cls: 2.4877, loss: 2.4877, grad_norm: 1.4426, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8815, loss/aux0: 1.8815 2020-10-19 08:40:43,600 - mmaction - INFO - Epoch [88][360/396] lr: 2.223e-01, eta: 1 day, 9:17:00, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3987, top5_acc: 0.6794, loss_cls: 2.4977, loss: 2.4977, grad_norm: 1.4535, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8604, loss/aux0: 1.8604 2020-10-19 08:40:44,622 - mmaction - INFO - Epoch [88][360/396] lr: 2.223e-01, eta: 1 day, 9:17:36, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.3987, top5_acc: 0.6794, loss_cls: 2.4977, loss: 2.4977, grad_norm: 1.4583, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8682, loss/aux0: 1.8682 2020-10-19 08:41:21,077 - mmaction - INFO - Epoch [88][380/396] lr: 2.223e-01, eta: 1 day, 9:16:27, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6932, loss_cls: 2.4292, loss: 2.4292, grad_norm: 1.4409, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8240, loss/aux0: 1.8240 2020-10-19 08:41:22,104 - mmaction - INFO - Epoch [88][380/396] lr: 2.223e-01, eta: 1 day, 9:17:03, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6932, loss_cls: 2.4292, loss: 2.4292, grad_norm: 1.4404, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8255, loss/aux0: 1.8255 2020-10-19 08:41:53,208 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-19 08:43:37,561 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 08:43:37,703 - mmaction - INFO - top1_acc 0.5112 top5_acc 0.7782 2020-10-19 08:43:37,703 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 08:43:37,747 - mmaction - INFO - mean_acc 0.5108 2020-10-19 08:43:37,748 - mmaction - INFO - Now best checkpoint is epoch_88.pth 2020-10-19 08:43:37,771 - mmaction - INFO - Epoch(val) [88][396] top1_acc: 0.5112, top5_acc: 0.7782, mean_class_accuracy: 0.5108 2020-10-19 08:47:26,199 - mmaction - INFO - Epoch [89][20/396] lr: 2.207e-01, eta: 1 day, 9:14:30, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6703, loss_cls: 2.4988, loss: 2.4988, grad_norm: 1.4815, top1_acc/aux0: 0.5381, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8545, loss/aux0: 1.8545 2020-10-19 08:47:27,121 - mmaction - INFO - Epoch [89][20/396] lr: 2.207e-01, eta: 1 day, 9:15:05, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6703, loss_cls: 2.4988, loss: 2.4988, grad_norm: 1.4770, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8458, loss/aux0: 1.8458 2020-10-19 08:48:03,443 - mmaction - INFO - Epoch [89][40/396] lr: 2.207e-01, eta: 1 day, 9:13:56, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4203, top5_acc: 0.6799, loss_cls: 2.4667, loss: 2.4667, grad_norm: 1.4510, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9146, loss/aux0: 1.9146 2020-10-19 08:48:04,463 - mmaction - INFO - Epoch [89][40/396] lr: 2.207e-01, eta: 1 day, 9:14:32, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4203, top5_acc: 0.6799, loss_cls: 2.4667, loss: 2.4667, grad_norm: 1.4479, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9215, loss/aux0: 1.9215 2020-10-19 08:48:40,896 - mmaction - INFO - Epoch [89][60/396] lr: 2.207e-01, eta: 1 day, 9:13:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4221, top5_acc: 0.6833, loss_cls: 2.4497, loss: 2.4497, grad_norm: 1.4216, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7854, loss/aux0: 1.7854 2020-10-19 08:48:41,915 - mmaction - INFO - Epoch [89][60/396] lr: 2.207e-01, eta: 1 day, 9:13:59, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4221, top5_acc: 0.6833, loss_cls: 2.4497, loss: 2.4497, grad_norm: 1.4302, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7876, loss/aux0: 1.7876 2020-10-19 08:49:18,380 - mmaction - INFO - Epoch [89][80/396] lr: 2.207e-01, eta: 1 day, 9:12:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6831, loss_cls: 2.4676, loss: 2.4676, grad_norm: 1.4702, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8710, loss/aux0: 1.8710 2020-10-19 08:49:19,340 - mmaction - INFO - Epoch [89][80/396] lr: 2.207e-01, eta: 1 day, 9:13:26, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6831, loss_cls: 2.4676, loss: 2.4676, grad_norm: 1.4752, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8747, loss/aux0: 1.8747 2020-10-19 08:49:55,674 - mmaction - INFO - Epoch [89][100/396] lr: 2.207e-01, eta: 1 day, 9:12:17, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6727, loss_cls: 2.5249, loss: 2.5249, grad_norm: 1.4620, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.8886, loss/aux0: 1.8886 2020-10-19 08:49:56,700 - mmaction - INFO - Epoch [89][100/396] lr: 2.207e-01, eta: 1 day, 9:12:52, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6727, loss_cls: 2.5249, loss: 2.5249, grad_norm: 1.4615, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.8934, loss/aux0: 1.8934 2020-10-19 08:50:33,395 - mmaction - INFO - Epoch [89][120/396] lr: 2.207e-01, eta: 1 day, 9:11:43, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6865, loss_cls: 2.4252, loss: 2.4252, grad_norm: 1.4706, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9373, loss/aux0: 1.9373 2020-10-19 08:50:34,351 - mmaction - INFO - Epoch [89][120/396] lr: 2.207e-01, eta: 1 day, 9:12:19, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6865, loss_cls: 2.4252, loss: 2.4252, grad_norm: 1.4686, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9312, loss/aux0: 1.9312 2020-10-19 08:51:10,861 - mmaction - INFO - Epoch [89][140/396] lr: 2.207e-01, eta: 1 day, 9:11:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6862, loss_cls: 2.4558, loss: 2.4558, grad_norm: 1.4694, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8354, loss/aux0: 1.8354 2020-10-19 08:51:11,822 - mmaction - INFO - Epoch [89][140/396] lr: 2.207e-01, eta: 1 day, 9:11:46, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6862, loss_cls: 2.4558, loss: 2.4558, grad_norm: 1.4753, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8372, loss/aux0: 1.8372 2020-10-19 08:51:48,324 - mmaction - INFO - Epoch [89][160/396] lr: 2.207e-01, eta: 1 day, 9:10:37, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6661, loss_cls: 2.5099, loss: 2.5099, grad_norm: 1.4637, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9214, loss/aux0: 1.9214 2020-10-19 08:51:49,351 - mmaction - INFO - Epoch [89][160/396] lr: 2.207e-01, eta: 1 day, 9:11:13, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6661, loss_cls: 2.5099, loss: 2.5099, grad_norm: 1.4680, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9215, loss/aux0: 1.9215 2020-10-19 08:52:25,848 - mmaction - INFO - Epoch [89][180/396] lr: 2.207e-01, eta: 1 day, 9:10:04, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6763, loss_cls: 2.4444, loss: 2.4444, grad_norm: 1.4587, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8299, loss/aux0: 1.8299 2020-10-19 08:52:26,800 - mmaction - INFO - Epoch [89][180/396] lr: 2.207e-01, eta: 1 day, 9:10:40, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6763, loss_cls: 2.4444, loss: 2.4444, grad_norm: 1.4624, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8351, loss/aux0: 1.8351 2020-10-19 08:53:03,246 - mmaction - INFO - Epoch [89][200/396] lr: 2.207e-01, eta: 1 day, 9:09:31, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4258, top5_acc: 0.6909, loss_cls: 2.4039, loss: 2.4039, grad_norm: 1.4361, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.9008, loss/aux0: 1.9008 2020-10-19 08:53:04,249 - mmaction - INFO - Epoch [89][200/396] lr: 2.207e-01, eta: 1 day, 9:10:07, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4258, top5_acc: 0.6909, loss_cls: 2.4039, loss: 2.4039, grad_norm: 1.4323, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8910, loss/aux0: 1.8910 2020-10-19 08:53:40,754 - mmaction - INFO - Epoch [89][220/396] lr: 2.207e-01, eta: 1 day, 9:08:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6672, loss_cls: 2.5156, loss: 2.5156, grad_norm: 1.4632, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8776, loss/aux0: 1.8776 2020-10-19 08:53:41,735 - mmaction - INFO - Epoch [89][220/396] lr: 2.207e-01, eta: 1 day, 9:09:33, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6672, loss_cls: 2.5156, loss: 2.5156, grad_norm: 1.4556, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8774, loss/aux0: 1.8774 2020-10-19 08:54:18,137 - mmaction - INFO - Epoch [89][240/396] lr: 2.207e-01, eta: 1 day, 9:08:25, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4135, top5_acc: 0.6745, loss_cls: 2.4682, loss: 2.4682, grad_norm: 1.4634, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8397, loss/aux0: 1.8397 2020-10-19 08:54:19,070 - mmaction - INFO - Epoch [89][240/396] lr: 2.207e-01, eta: 1 day, 9:09:00, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4135, top5_acc: 0.6745, loss_cls: 2.4682, loss: 2.4682, grad_norm: 1.4559, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8336, loss/aux0: 1.8336 2020-10-19 08:54:55,314 - mmaction - INFO - Epoch [89][260/396] lr: 2.207e-01, eta: 1 day, 9:07:51, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6737, loss_cls: 2.5063, loss: 2.5063, grad_norm: 1.4483, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8811, loss/aux0: 1.8811 2020-10-19 08:54:56,335 - mmaction - INFO - Epoch [89][260/396] lr: 2.207e-01, eta: 1 day, 9:08:26, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6737, loss_cls: 2.5063, loss: 2.5063, grad_norm: 1.4340, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8910, loss/aux0: 1.8910 2020-10-19 08:55:32,748 - mmaction - INFO - Epoch [89][280/396] lr: 2.207e-01, eta: 1 day, 9:07:18, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4094, top5_acc: 0.6805, loss_cls: 2.4694, loss: 2.4694, grad_norm: 1.4359, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8657, loss/aux0: 1.8657 2020-10-19 08:55:33,759 - mmaction - INFO - Epoch [89][280/396] lr: 2.207e-01, eta: 1 day, 9:07:53, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4094, top5_acc: 0.6805, loss_cls: 2.4694, loss: 2.4694, grad_norm: 1.4269, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8617, loss/aux0: 1.8617 2020-10-19 08:56:10,207 - mmaction - INFO - Epoch [89][300/396] lr: 2.207e-01, eta: 1 day, 9:06:44, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6820, loss_cls: 2.4539, loss: 2.4539, grad_norm: 1.4750, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8558, loss/aux0: 1.8558 2020-10-19 08:56:11,189 - mmaction - INFO - Epoch [89][300/396] lr: 2.207e-01, eta: 1 day, 9:07:19, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6820, loss_cls: 2.4539, loss: 2.4539, grad_norm: 1.4778, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8600, loss/aux0: 1.8600 2020-10-19 08:56:47,570 - mmaction - INFO - Epoch [89][320/396] lr: 2.207e-01, eta: 1 day, 9:06:11, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6841, loss_cls: 2.4410, loss: 2.4410, grad_norm: 1.4684, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9096, loss/aux0: 1.9096 2020-10-19 08:56:48,561 - mmaction - INFO - Epoch [89][320/396] lr: 2.207e-01, eta: 1 day, 9:06:46, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6841, loss_cls: 2.4410, loss: 2.4410, grad_norm: 1.4689, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9042, loss/aux0: 1.9042 2020-10-19 08:57:24,977 - mmaction - INFO - Epoch [89][340/396] lr: 2.207e-01, eta: 1 day, 9:05:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4070, top5_acc: 0.6745, loss_cls: 2.4983, loss: 2.4983, grad_norm: 1.4312, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8249, loss/aux0: 1.8249 2020-10-19 08:57:25,934 - mmaction - INFO - Epoch [89][340/396] lr: 2.207e-01, eta: 1 day, 9:06:13, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4070, top5_acc: 0.6745, loss_cls: 2.4983, loss: 2.4983, grad_norm: 1.4365, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8219, loss/aux0: 1.8219 2020-10-19 08:58:02,346 - mmaction - INFO - Epoch [89][360/396] lr: 2.207e-01, eta: 1 day, 9:05:04, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6766, loss_cls: 2.5076, loss: 2.5076, grad_norm: 1.4648, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8636, loss/aux0: 1.8636 2020-10-19 08:58:03,284 - mmaction - INFO - Epoch [89][360/396] lr: 2.207e-01, eta: 1 day, 9:05:39, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6766, loss_cls: 2.5076, loss: 2.5076, grad_norm: 1.4636, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8602, loss/aux0: 1.8602 2020-10-19 08:58:39,713 - mmaction - INFO - Epoch [89][380/396] lr: 2.207e-01, eta: 1 day, 9:04:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6815, loss_cls: 2.4609, loss: 2.4609, grad_norm: 1.4823, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8659, loss/aux0: 1.8659 2020-10-19 08:58:40,684 - mmaction - INFO - Epoch [89][380/396] lr: 2.207e-01, eta: 1 day, 9:05:06, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6815, loss_cls: 2.4609, loss: 2.4609, grad_norm: 1.4800, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8702, loss/aux0: 1.8702 2020-10-19 09:03:19,095 - mmaction - INFO - Epoch [90][20/396] lr: 2.191e-01, eta: 1 day, 9:02:34, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4161, top5_acc: 0.6883, loss_cls: 2.4656, loss: 2.4656, grad_norm: 1.4519, top1_acc/aux0: 0.5556, top5_acc/aux0: 0.7947, loss_cls/aux0: 1.8453, loss/aux0: 1.8453 2020-10-19 09:03:20,050 - mmaction - INFO - Epoch [90][20/396] lr: 2.191e-01, eta: 1 day, 9:03:09, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4161, top5_acc: 0.6883, loss_cls: 2.4656, loss: 2.4656, grad_norm: 1.4536, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8458, loss/aux0: 1.8458 2020-10-19 09:03:56,381 - mmaction - INFO - Epoch [90][40/396] lr: 2.191e-01, eta: 1 day, 9:02:01, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4206, top5_acc: 0.6805, loss_cls: 2.4537, loss: 2.4537, grad_norm: 1.4515, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8771, loss/aux0: 1.8771 2020-10-19 09:03:57,370 - mmaction - INFO - Epoch [90][40/396] lr: 2.191e-01, eta: 1 day, 9:02:36, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.4206, top5_acc: 0.6805, loss_cls: 2.4537, loss: 2.4537, grad_norm: 1.4590, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8793, loss/aux0: 1.8793 2020-10-19 09:04:33,814 - mmaction - INFO - Epoch [90][60/396] lr: 2.191e-01, eta: 1 day, 9:01:27, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6789, loss_cls: 2.4764, loss: 2.4764, grad_norm: 1.5095, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8320, loss/aux0: 1.8320 2020-10-19 09:04:34,811 - mmaction - INFO - Epoch [90][60/396] lr: 2.191e-01, eta: 1 day, 9:02:03, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6789, loss_cls: 2.4764, loss: 2.4764, grad_norm: 1.5110, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8359, loss/aux0: 1.8359 2020-10-19 09:05:11,234 - mmaction - INFO - Epoch [90][80/396] lr: 2.191e-01, eta: 1 day, 9:00:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4167, top5_acc: 0.6737, loss_cls: 2.4550, loss: 2.4550, grad_norm: 1.4624, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8272, loss/aux0: 1.8272 2020-10-19 09:05:12,178 - mmaction - INFO - Epoch [90][80/396] lr: 2.191e-01, eta: 1 day, 9:01:29, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4167, top5_acc: 0.6737, loss_cls: 2.4550, loss: 2.4550, grad_norm: 1.4611, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8226, loss/aux0: 1.8226 2020-10-19 09:05:48,717 - mmaction - INFO - Epoch [90][100/396] lr: 2.191e-01, eta: 1 day, 9:00:21, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6646, loss_cls: 2.5173, loss: 2.5173, grad_norm: 1.4017, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8459, loss/aux0: 1.8459 2020-10-19 09:05:49,674 - mmaction - INFO - Epoch [90][100/396] lr: 2.191e-01, eta: 1 day, 9:00:56, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6646, loss_cls: 2.5173, loss: 2.5173, grad_norm: 1.4085, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8362, loss/aux0: 1.8362 2020-10-19 09:06:26,135 - mmaction - INFO - Epoch [90][120/396] lr: 2.191e-01, eta: 1 day, 8:59:47, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6849, loss_cls: 2.4351, loss: 2.4351, grad_norm: 1.4789, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8398, loss/aux0: 1.8398 2020-10-19 09:06:27,130 - mmaction - INFO - Epoch [90][120/396] lr: 2.191e-01, eta: 1 day, 9:00:22, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6849, loss_cls: 2.4351, loss: 2.4351, grad_norm: 1.4765, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8537, loss/aux0: 1.8537 2020-10-19 09:07:03,578 - mmaction - INFO - Epoch [90][140/396] lr: 2.191e-01, eta: 1 day, 8:59:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4159, top5_acc: 0.6732, loss_cls: 2.4799, loss: 2.4799, grad_norm: 1.4339, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8693, loss/aux0: 1.8693 2020-10-19 09:07:04,587 - mmaction - INFO - Epoch [90][140/396] lr: 2.191e-01, eta: 1 day, 8:59:49, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4159, top5_acc: 0.6732, loss_cls: 2.4799, loss: 2.4799, grad_norm: 1.4323, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8597, loss/aux0: 1.8597 2020-10-19 09:07:41,029 - mmaction - INFO - Epoch [90][160/396] lr: 2.191e-01, eta: 1 day, 8:58:41, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4031, top5_acc: 0.6680, loss_cls: 2.4886, loss: 2.4886, grad_norm: 1.4639, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7469, loss/aux0: 1.7469 2020-10-19 09:07:42,050 - mmaction - INFO - Epoch [90][160/396] lr: 2.191e-01, eta: 1 day, 8:59:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4031, top5_acc: 0.6680, loss_cls: 2.4886, loss: 2.4886, grad_norm: 1.4762, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7504, loss/aux0: 1.7504 2020-10-19 09:08:18,430 - mmaction - INFO - Epoch [90][180/396] lr: 2.191e-01, eta: 1 day, 8:58:08, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6635, loss_cls: 2.5148, loss: 2.5148, grad_norm: 1.4593, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8605, loss/aux0: 1.8605 2020-10-19 09:08:19,369 - mmaction - INFO - Epoch [90][180/396] lr: 2.191e-01, eta: 1 day, 8:58:42, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6635, loss_cls: 2.5148, loss: 2.5148, grad_norm: 1.4557, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8513, loss/aux0: 1.8513 2020-10-19 09:08:56,060 - mmaction - INFO - Epoch [90][200/396] lr: 2.191e-01, eta: 1 day, 8:57:35, time: 0.948, data_time: 0.000, memory: 8462, top1_acc: 0.4094, top5_acc: 0.6693, loss_cls: 2.5033, loss: 2.5033, grad_norm: 1.4489, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8404, loss/aux0: 1.8404 2020-10-19 09:08:57,002 - mmaction - INFO - Epoch [90][200/396] lr: 2.191e-01, eta: 1 day, 8:58:10, time: 0.948, data_time: 0.002, memory: 8462, top1_acc: 0.4094, top5_acc: 0.6693, loss_cls: 2.5033, loss: 2.5033, grad_norm: 1.4516, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8451, loss/aux0: 1.8451 2020-10-19 09:09:33,490 - mmaction - INFO - Epoch [90][220/396] lr: 2.191e-01, eta: 1 day, 8:57:02, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6771, loss_cls: 2.4617, loss: 2.4617, grad_norm: 1.4638, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8406, loss/aux0: 1.8406 2020-10-19 09:09:34,481 - mmaction - INFO - Epoch [90][220/396] lr: 2.191e-01, eta: 1 day, 8:57:37, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6771, loss_cls: 2.4617, loss: 2.4617, grad_norm: 1.4572, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8495, loss/aux0: 1.8495 2020-10-19 09:10:11,055 - mmaction - INFO - Epoch [90][240/396] lr: 2.191e-01, eta: 1 day, 8:56:29, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6810, loss_cls: 2.4628, loss: 2.4628, grad_norm: 1.4559, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9131, loss/aux0: 1.9131 2020-10-19 09:10:11,997 - mmaction - INFO - Epoch [90][240/396] lr: 2.191e-01, eta: 1 day, 8:57:04, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6810, loss_cls: 2.4628, loss: 2.4628, grad_norm: 1.4431, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8981, loss/aux0: 1.8981 2020-10-19 09:10:48,525 - mmaction - INFO - Epoch [90][260/396] lr: 2.191e-01, eta: 1 day, 8:55:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4102, top5_acc: 0.6740, loss_cls: 2.4739, loss: 2.4739, grad_norm: 1.4368, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8144, loss/aux0: 1.8144 2020-10-19 09:10:49,525 - mmaction - INFO - Epoch [90][260/396] lr: 2.191e-01, eta: 1 day, 8:56:31, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.4102, top5_acc: 0.6740, loss_cls: 2.4739, loss: 2.4739, grad_norm: 1.4393, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8239, loss/aux0: 1.8239 2020-10-19 09:11:25,958 - mmaction - INFO - Epoch [90][280/396] lr: 2.191e-01, eta: 1 day, 8:55:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6688, loss_cls: 2.5188, loss: 2.5188, grad_norm: 1.4623, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8447, loss/aux0: 1.8447 2020-10-19 09:11:26,985 - mmaction - INFO - Epoch [90][280/396] lr: 2.191e-01, eta: 1 day, 8:55:58, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4029, top5_acc: 0.6688, loss_cls: 2.5188, loss: 2.5188, grad_norm: 1.4662, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8498, loss/aux0: 1.8498 2020-10-19 09:12:03,351 - mmaction - INFO - Epoch [90][300/396] lr: 2.191e-01, eta: 1 day, 8:54:50, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4143, top5_acc: 0.6758, loss_cls: 2.4912, loss: 2.4912, grad_norm: 1.4469, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8264, loss/aux0: 1.8264 2020-10-19 09:12:04,343 - mmaction - INFO - Epoch [90][300/396] lr: 2.191e-01, eta: 1 day, 8:55:24, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4143, top5_acc: 0.6758, loss_cls: 2.4912, loss: 2.4912, grad_norm: 1.4465, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8168, loss/aux0: 1.8168 2020-10-19 09:12:40,805 - mmaction - INFO - Epoch [90][320/396] lr: 2.191e-01, eta: 1 day, 8:54:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4164, top5_acc: 0.6826, loss_cls: 2.4460, loss: 2.4460, grad_norm: 1.4840, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8384, loss/aux0: 1.8384 2020-10-19 09:12:41,809 - mmaction - INFO - Epoch [90][320/396] lr: 2.191e-01, eta: 1 day, 8:54:51, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4164, top5_acc: 0.6826, loss_cls: 2.4460, loss: 2.4460, grad_norm: 1.4821, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8419, loss/aux0: 1.8419 2020-10-19 09:13:18,217 - mmaction - INFO - Epoch [90][340/396] lr: 2.191e-01, eta: 1 day, 8:53:43, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6745, loss_cls: 2.5058, loss: 2.5058, grad_norm: 1.4862, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8961, loss/aux0: 1.8961 2020-10-19 09:13:19,152 - mmaction - INFO - Epoch [90][340/396] lr: 2.191e-01, eta: 1 day, 8:54:18, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6745, loss_cls: 2.5058, loss: 2.5058, grad_norm: 1.4907, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9135, loss/aux0: 1.9135 2020-10-19 09:13:55,521 - mmaction - INFO - Epoch [90][360/396] lr: 2.191e-01, eta: 1 day, 8:53:09, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4240, top5_acc: 0.6956, loss_cls: 2.3793, loss: 2.3793, grad_norm: 1.4525, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8600, loss/aux0: 1.8600 2020-10-19 09:13:56,471 - mmaction - INFO - Epoch [90][360/396] lr: 2.191e-01, eta: 1 day, 8:53:44, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4240, top5_acc: 0.6956, loss_cls: 2.3793, loss: 2.3793, grad_norm: 1.4531, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8554, loss/aux0: 1.8554 2020-10-19 09:14:32,928 - mmaction - INFO - Epoch [90][380/396] lr: 2.191e-01, eta: 1 day, 8:52:36, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4049, top5_acc: 0.6635, loss_cls: 2.5093, loss: 2.5093, grad_norm: 1.4468, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8373, loss/aux0: 1.8373 2020-10-19 09:14:33,883 - mmaction - INFO - Epoch [90][380/396] lr: 2.191e-01, eta: 1 day, 8:53:10, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.4049, top5_acc: 0.6635, loss_cls: 2.5093, loss: 2.5093, grad_norm: 1.4488, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8235, loss/aux0: 1.8235 2020-10-19 09:18:53,770 - mmaction - INFO - Epoch [91][20/396] lr: 2.174e-01, eta: 1 day, 8:50:40, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4187, top5_acc: 0.6826, loss_cls: 2.4284, loss: 2.4284, grad_norm: 1.5005, top1_acc/aux0: 0.5463, top5_acc/aux0: 0.7955, loss_cls/aux0: 1.8384, loss/aux0: 1.8384 2020-10-19 09:18:54,722 - mmaction - INFO - Epoch [91][20/396] lr: 2.174e-01, eta: 1 day, 8:51:15, time: 0.930, data_time: 0.002, memory: 8462, top1_acc: 0.4187, top5_acc: 0.6826, loss_cls: 2.4284, loss: 2.4284, grad_norm: 1.4928, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8469, loss/aux0: 1.8469 2020-10-19 09:19:31,069 - mmaction - INFO - Epoch [91][40/396] lr: 2.174e-01, eta: 1 day, 8:50:07, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4135, top5_acc: 0.6854, loss_cls: 2.4679, loss: 2.4679, grad_norm: 1.4335, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8581, loss/aux0: 1.8581 2020-10-19 09:19:32,082 - mmaction - INFO - Epoch [91][40/396] lr: 2.174e-01, eta: 1 day, 8:50:41, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4135, top5_acc: 0.6854, loss_cls: 2.4679, loss: 2.4679, grad_norm: 1.4383, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8510, loss/aux0: 1.8510 2020-10-19 09:20:08,484 - mmaction - INFO - Epoch [91][60/396] lr: 2.174e-01, eta: 1 day, 8:49:33, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4229, top5_acc: 0.6914, loss_cls: 2.3925, loss: 2.3925, grad_norm: 1.4521, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8792, loss/aux0: 1.8792 2020-10-19 09:20:09,505 - mmaction - INFO - Epoch [91][60/396] lr: 2.174e-01, eta: 1 day, 8:50:08, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4229, top5_acc: 0.6914, loss_cls: 2.3925, loss: 2.3925, grad_norm: 1.4520, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8645, loss/aux0: 1.8645 2020-10-19 09:20:45,843 - mmaction - INFO - Epoch [91][80/396] lr: 2.174e-01, eta: 1 day, 8:49:00, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6784, loss_cls: 2.4589, loss: 2.4589, grad_norm: 1.4645, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8641, loss/aux0: 1.8641 2020-10-19 09:20:46,772 - mmaction - INFO - Epoch [91][80/396] lr: 2.174e-01, eta: 1 day, 8:49:34, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6784, loss_cls: 2.4589, loss: 2.4589, grad_norm: 1.4555, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8732, loss/aux0: 1.8732 2020-10-19 09:21:23,235 - mmaction - INFO - Epoch [91][100/396] lr: 2.174e-01, eta: 1 day, 8:48:27, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6648, loss_cls: 2.5261, loss: 2.5261, grad_norm: 1.4899, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8021, loss/aux0: 1.8021 2020-10-19 09:21:24,252 - mmaction - INFO - Epoch [91][100/396] lr: 2.174e-01, eta: 1 day, 8:49:01, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6648, loss_cls: 2.5261, loss: 2.5261, grad_norm: 1.4913, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8056, loss/aux0: 1.8056 2020-10-19 09:22:00,655 - mmaction - INFO - Epoch [91][120/396] lr: 2.174e-01, eta: 1 day, 8:47:54, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4266, top5_acc: 0.6870, loss_cls: 2.4188, loss: 2.4188, grad_norm: 1.4644, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8654, loss/aux0: 1.8654 2020-10-19 09:22:01,608 - mmaction - INFO - Epoch [91][120/396] lr: 2.174e-01, eta: 1 day, 8:48:28, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4266, top5_acc: 0.6870, loss_cls: 2.4188, loss: 2.4188, grad_norm: 1.4597, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8630, loss/aux0: 1.8630 2020-10-19 09:22:38,020 - mmaction - INFO - Epoch [91][140/396] lr: 2.174e-01, eta: 1 day, 8:47:20, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4021, top5_acc: 0.6669, loss_cls: 2.5282, loss: 2.5282, grad_norm: 1.4780, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8238, loss/aux0: 1.8238 2020-10-19 09:22:39,033 - mmaction - INFO - Epoch [91][140/396] lr: 2.174e-01, eta: 1 day, 8:47:54, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4021, top5_acc: 0.6669, loss_cls: 2.5282, loss: 2.5282, grad_norm: 1.4880, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8359, loss/aux0: 1.8359 2020-10-19 09:23:15,443 - mmaction - INFO - Epoch [91][160/396] lr: 2.174e-01, eta: 1 day, 8:46:47, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6951, loss_cls: 2.3847, loss: 2.3847, grad_norm: 1.5024, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8611, loss/aux0: 1.8611 2020-10-19 09:23:16,406 - mmaction - INFO - Epoch [91][160/396] lr: 2.174e-01, eta: 1 day, 8:47:21, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6951, loss_cls: 2.3847, loss: 2.3847, grad_norm: 1.5069, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8562, loss/aux0: 1.8562 2020-10-19 09:23:52,783 - mmaction - INFO - Epoch [91][180/396] lr: 2.174e-01, eta: 1 day, 8:46:13, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4146, top5_acc: 0.6846, loss_cls: 2.4520, loss: 2.4520, grad_norm: 1.4600, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8201, loss/aux0: 1.8201 2020-10-19 09:23:53,813 - mmaction - INFO - Epoch [91][180/396] lr: 2.174e-01, eta: 1 day, 8:46:48, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4146, top5_acc: 0.6846, loss_cls: 2.4520, loss: 2.4520, grad_norm: 1.4564, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8080, loss/aux0: 1.8080 2020-10-19 09:24:30,254 - mmaction - INFO - Epoch [91][200/396] lr: 2.174e-01, eta: 1 day, 8:45:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6789, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4934, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8372, loss/aux0: 1.8372 2020-10-19 09:24:31,293 - mmaction - INFO - Epoch [91][200/396] lr: 2.174e-01, eta: 1 day, 8:46:14, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6789, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4879, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8356, loss/aux0: 1.8356 2020-10-19 09:25:07,684 - mmaction - INFO - Epoch [91][220/396] lr: 2.174e-01, eta: 1 day, 8:45:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6737, loss_cls: 2.4726, loss: 2.4726, grad_norm: 1.4652, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8123, loss/aux0: 1.8123 2020-10-19 09:25:08,707 - mmaction - INFO - Epoch [91][220/396] lr: 2.174e-01, eta: 1 day, 8:45:41, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6737, loss_cls: 2.4726, loss: 2.4726, grad_norm: 1.4568, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8139, loss/aux0: 1.8139 2020-10-19 09:25:44,949 - mmaction - INFO - Epoch [91][240/396] lr: 2.174e-01, eta: 1 day, 8:44:33, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4161, top5_acc: 0.6797, loss_cls: 2.4605, loss: 2.4605, grad_norm: 1.4826, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.8972, loss/aux0: 1.8972 2020-10-19 09:25:45,907 - mmaction - INFO - Epoch [91][240/396] lr: 2.174e-01, eta: 1 day, 8:45:07, time: 0.930, data_time: 0.002, memory: 8462, top1_acc: 0.4161, top5_acc: 0.6797, loss_cls: 2.4605, loss: 2.4605, grad_norm: 1.4844, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9046, loss/aux0: 1.9046 2020-10-19 09:26:22,217 - mmaction - INFO - Epoch [91][260/396] lr: 2.174e-01, eta: 1 day, 8:43:59, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6815, loss_cls: 2.4551, loss: 2.4551, grad_norm: 1.4297, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8371, loss/aux0: 1.8371 2020-10-19 09:26:23,239 - mmaction - INFO - Epoch [91][260/396] lr: 2.174e-01, eta: 1 day, 8:44:34, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6815, loss_cls: 2.4551, loss: 2.4551, grad_norm: 1.4436, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8524, loss/aux0: 1.8524 2020-10-19 09:26:59,634 - mmaction - INFO - Epoch [91][280/396] lr: 2.174e-01, eta: 1 day, 8:43:26, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4070, top5_acc: 0.6740, loss_cls: 2.4950, loss: 2.4950, grad_norm: 1.4555, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8483, loss/aux0: 1.8483 2020-10-19 09:27:00,621 - mmaction - INFO - Epoch [91][280/396] lr: 2.174e-01, eta: 1 day, 8:44:00, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4070, top5_acc: 0.6740, loss_cls: 2.4950, loss: 2.4950, grad_norm: 1.4525, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8311, loss/aux0: 1.8311 2020-10-19 09:27:37,245 - mmaction - INFO - Epoch [91][300/396] lr: 2.174e-01, eta: 1 day, 8:42:52, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4203, top5_acc: 0.6807, loss_cls: 2.4741, loss: 2.4741, grad_norm: 1.4554, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8282, loss/aux0: 1.8282 2020-10-19 09:27:38,237 - mmaction - INFO - Epoch [91][300/396] lr: 2.174e-01, eta: 1 day, 8:43:26, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4203, top5_acc: 0.6807, loss_cls: 2.4741, loss: 2.4741, grad_norm: 1.4580, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8423, loss/aux0: 1.8423 2020-10-19 09:28:14,684 - mmaction - INFO - Epoch [91][320/396] lr: 2.174e-01, eta: 1 day, 8:42:19, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6828, loss_cls: 2.4587, loss: 2.4587, grad_norm: 1.4567, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8437, loss/aux0: 1.8437 2020-10-19 09:28:15,628 - mmaction - INFO - Epoch [91][320/396] lr: 2.174e-01, eta: 1 day, 8:42:53, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6828, loss_cls: 2.4587, loss: 2.4587, grad_norm: 1.4635, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8278, loss/aux0: 1.8278 2020-10-19 09:28:52,086 - mmaction - INFO - Epoch [91][340/396] lr: 2.174e-01, eta: 1 day, 8:41:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6818, loss_cls: 2.4774, loss: 2.4774, grad_norm: 1.4530, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7781, loss/aux0: 1.7781 2020-10-19 09:28:53,019 - mmaction - INFO - Epoch [91][340/396] lr: 2.174e-01, eta: 1 day, 8:42:19, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6818, loss_cls: 2.4774, loss: 2.4774, grad_norm: 1.4640, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7879, loss/aux0: 1.7879 2020-10-19 09:29:29,379 - mmaction - INFO - Epoch [91][360/396] lr: 2.174e-01, eta: 1 day, 8:41:12, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4206, top5_acc: 0.6823, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4714, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.8948, loss/aux0: 1.8948 2020-10-19 09:29:30,393 - mmaction - INFO - Epoch [91][360/396] lr: 2.174e-01, eta: 1 day, 8:41:46, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4206, top5_acc: 0.6823, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4676, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8852, loss/aux0: 1.8852 2020-10-19 09:30:06,899 - mmaction - INFO - Epoch [91][380/396] lr: 2.174e-01, eta: 1 day, 8:40:39, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.3995, top5_acc: 0.6760, loss_cls: 2.5095, loss: 2.5095, grad_norm: 1.4892, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8809, loss/aux0: 1.8809 2020-10-19 09:30:07,859 - mmaction - INFO - Epoch [91][380/396] lr: 2.174e-01, eta: 1 day, 8:41:13, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.3995, top5_acc: 0.6760, loss_cls: 2.5095, loss: 2.5095, grad_norm: 1.4816, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.8936, loss/aux0: 1.8936 2020-10-19 09:34:26,226 - mmaction - INFO - Epoch [92][20/396] lr: 2.158e-01, eta: 1 day, 8:38:44, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6820, loss_cls: 2.4414, loss: 2.4414, grad_norm: 1.4932, top1_acc/aux0: 0.5387, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.8777, loss/aux0: 1.8777 2020-10-19 09:34:27,177 - mmaction - INFO - Epoch [92][20/396] lr: 2.158e-01, eta: 1 day, 8:39:18, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6820, loss_cls: 2.4414, loss: 2.4414, grad_norm: 1.4831, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8696, loss/aux0: 1.8696 2020-10-19 09:35:03,565 - mmaction - INFO - Epoch [92][40/396] lr: 2.158e-01, eta: 1 day, 8:38:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4161, top5_acc: 0.6760, loss_cls: 2.4853, loss: 2.4853, grad_norm: 1.4879, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8373, loss/aux0: 1.8373 2020-10-19 09:35:04,538 - mmaction - INFO - Epoch [92][40/396] lr: 2.158e-01, eta: 1 day, 8:38:45, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4161, top5_acc: 0.6760, loss_cls: 2.4853, loss: 2.4853, grad_norm: 1.4948, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8571, loss/aux0: 1.8571 2020-10-19 09:35:40,987 - mmaction - INFO - Epoch [92][60/396] lr: 2.158e-01, eta: 1 day, 8:37:37, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6831, loss_cls: 2.4493, loss: 2.4493, grad_norm: 1.4283, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8285, loss/aux0: 1.8285 2020-10-19 09:35:41,992 - mmaction - INFO - Epoch [92][60/396] lr: 2.158e-01, eta: 1 day, 8:38:11, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6831, loss_cls: 2.4493, loss: 2.4493, grad_norm: 1.4294, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8120, loss/aux0: 1.8120 2020-10-19 09:36:18,535 - mmaction - INFO - Epoch [92][80/396] lr: 2.158e-01, eta: 1 day, 8:37:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4055, top5_acc: 0.6693, loss_cls: 2.4934, loss: 2.4934, grad_norm: 1.4212, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8391, loss/aux0: 1.8391 2020-10-19 09:36:19,471 - mmaction - INFO - Epoch [92][80/396] lr: 2.158e-01, eta: 1 day, 8:37:38, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4055, top5_acc: 0.6693, loss_cls: 2.4934, loss: 2.4934, grad_norm: 1.4146, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8346, loss/aux0: 1.8346 2020-10-19 09:36:55,966 - mmaction - INFO - Epoch [92][100/396] lr: 2.158e-01, eta: 1 day, 8:36:31, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6737, loss_cls: 2.4590, loss: 2.4590, grad_norm: 1.4910, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.8066, loss/aux0: 1.8066 2020-10-19 09:36:56,920 - mmaction - INFO - Epoch [92][100/396] lr: 2.158e-01, eta: 1 day, 8:37:05, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6737, loss_cls: 2.4590, loss: 2.4590, grad_norm: 1.4983, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8119, loss/aux0: 1.8119 2020-10-19 09:37:33,407 - mmaction - INFO - Epoch [92][120/396] lr: 2.158e-01, eta: 1 day, 8:35:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6802, loss_cls: 2.4581, loss: 2.4581, grad_norm: 1.4687, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8300, loss/aux0: 1.8300 2020-10-19 09:37:34,420 - mmaction - INFO - Epoch [92][120/396] lr: 2.158e-01, eta: 1 day, 8:36:31, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6802, loss_cls: 2.4581, loss: 2.4581, grad_norm: 1.4602, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8297, loss/aux0: 1.8297 2020-10-19 09:38:10,908 - mmaction - INFO - Epoch [92][140/396] lr: 2.158e-01, eta: 1 day, 8:35:24, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6841, loss_cls: 2.4676, loss: 2.4676, grad_norm: 1.4767, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8169, loss/aux0: 1.8169 2020-10-19 09:38:11,933 - mmaction - INFO - Epoch [92][140/396] lr: 2.158e-01, eta: 1 day, 8:35:58, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6841, loss_cls: 2.4676, loss: 2.4676, grad_norm: 1.4773, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8223, loss/aux0: 1.8223 2020-10-19 09:38:48,401 - mmaction - INFO - Epoch [92][160/396] lr: 2.158e-01, eta: 1 day, 8:34:51, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4245, top5_acc: 0.6839, loss_cls: 2.4514, loss: 2.4514, grad_norm: 1.4678, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7697, loss/aux0: 1.7697 2020-10-19 09:38:49,402 - mmaction - INFO - Epoch [92][160/396] lr: 2.158e-01, eta: 1 day, 8:35:25, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4245, top5_acc: 0.6839, loss_cls: 2.4514, loss: 2.4514, grad_norm: 1.4627, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7567, loss/aux0: 1.7567 2020-10-19 09:39:25,898 - mmaction - INFO - Epoch [92][180/396] lr: 2.158e-01, eta: 1 day, 8:34:18, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4232, top5_acc: 0.6839, loss_cls: 2.4423, loss: 2.4423, grad_norm: 1.4740, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8339, loss/aux0: 1.8339 2020-10-19 09:39:26,887 - mmaction - INFO - Epoch [92][180/396] lr: 2.158e-01, eta: 1 day, 8:34:52, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4232, top5_acc: 0.6839, loss_cls: 2.4423, loss: 2.4423, grad_norm: 1.4682, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8316, loss/aux0: 1.8316 2020-10-19 09:40:03,442 - mmaction - INFO - Epoch [92][200/396] lr: 2.158e-01, eta: 1 day, 8:33:45, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4099, top5_acc: 0.6768, loss_cls: 2.5079, loss: 2.5079, grad_norm: 1.4576, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7752, loss/aux0: 1.7752 2020-10-19 09:40:04,408 - mmaction - INFO - Epoch [92][200/396] lr: 2.158e-01, eta: 1 day, 8:34:19, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4099, top5_acc: 0.6768, loss_cls: 2.5079, loss: 2.5079, grad_norm: 1.4673, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7886, loss/aux0: 1.7886 2020-10-19 09:40:40,836 - mmaction - INFO - Epoch [92][220/396] lr: 2.158e-01, eta: 1 day, 8:33:12, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4224, top5_acc: 0.6914, loss_cls: 2.3954, loss: 2.3954, grad_norm: 1.5035, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8467, loss/aux0: 1.8467 2020-10-19 09:40:41,853 - mmaction - INFO - Epoch [92][220/396] lr: 2.158e-01, eta: 1 day, 8:33:45, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4224, top5_acc: 0.6914, loss_cls: 2.3954, loss: 2.3954, grad_norm: 1.5003, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8362, loss/aux0: 1.8362 2020-10-19 09:41:18,371 - mmaction - INFO - Epoch [92][240/396] lr: 2.158e-01, eta: 1 day, 8:32:38, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4346, top5_acc: 0.6917, loss_cls: 2.3967, loss: 2.3967, grad_norm: 1.4696, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7656, loss/aux0: 1.7656 2020-10-19 09:41:19,314 - mmaction - INFO - Epoch [92][240/396] lr: 2.158e-01, eta: 1 day, 8:33:12, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4346, top5_acc: 0.6917, loss_cls: 2.3967, loss: 2.3967, grad_norm: 1.4671, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7764, loss/aux0: 1.7764 2020-10-19 09:41:55,695 - mmaction - INFO - Epoch [92][260/396] lr: 2.158e-01, eta: 1 day, 8:32:05, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6609, loss_cls: 2.5475, loss: 2.5475, grad_norm: 1.4955, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8824, loss/aux0: 1.8824 2020-10-19 09:41:56,641 - mmaction - INFO - Epoch [92][260/396] lr: 2.158e-01, eta: 1 day, 8:32:38, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.3951, top5_acc: 0.6609, loss_cls: 2.5475, loss: 2.5475, grad_norm: 1.5003, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8747, loss/aux0: 1.8747 2020-10-19 09:42:33,074 - mmaction - INFO - Epoch [92][280/396] lr: 2.158e-01, eta: 1 day, 8:31:31, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6826, loss_cls: 2.4746, loss: 2.4746, grad_norm: 1.4597, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8641, loss/aux0: 1.8641 2020-10-19 09:42:34,083 - mmaction - INFO - Epoch [92][280/396] lr: 2.158e-01, eta: 1 day, 8:32:05, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6826, loss_cls: 2.4746, loss: 2.4746, grad_norm: 1.4621, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.8683, loss/aux0: 1.8683 2020-10-19 09:43:10,635 - mmaction - INFO - Epoch [92][300/396] lr: 2.158e-01, eta: 1 day, 8:30:58, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6693, loss_cls: 2.5045, loss: 2.5045, grad_norm: 1.4824, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7871, loss/aux0: 1.7871 2020-10-19 09:43:11,585 - mmaction - INFO - Epoch [92][300/396] lr: 2.158e-01, eta: 1 day, 8:31:32, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6693, loss_cls: 2.5045, loss: 2.5045, grad_norm: 1.4802, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7810, loss/aux0: 1.7810 2020-10-19 09:43:48,124 - mmaction - INFO - Epoch [92][320/396] lr: 2.158e-01, eta: 1 day, 8:30:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6792, loss_cls: 2.4542, loss: 2.4542, grad_norm: 1.4437, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8325, loss/aux0: 1.8325 2020-10-19 09:43:49,130 - mmaction - INFO - Epoch [92][320/396] lr: 2.158e-01, eta: 1 day, 8:30:58, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6792, loss_cls: 2.4542, loss: 2.4542, grad_norm: 1.4547, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8469, loss/aux0: 1.8469 2020-10-19 09:44:25,626 - mmaction - INFO - Epoch [92][340/396] lr: 2.158e-01, eta: 1 day, 8:29:51, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6766, loss_cls: 2.5110, loss: 2.5110, grad_norm: 1.4674, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8831, loss/aux0: 1.8831 2020-10-19 09:44:26,592 - mmaction - INFO - Epoch [92][340/396] lr: 2.158e-01, eta: 1 day, 8:30:25, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6766, loss_cls: 2.5110, loss: 2.5110, grad_norm: 1.4595, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8701, loss/aux0: 1.8701 2020-10-19 09:45:03,153 - mmaction - INFO - Epoch [92][360/396] lr: 2.158e-01, eta: 1 day, 8:29:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4023, top5_acc: 0.6661, loss_cls: 2.5306, loss: 2.5306, grad_norm: 1.4465, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8258, loss/aux0: 1.8258 2020-10-19 09:45:04,102 - mmaction - INFO - Epoch [92][360/396] lr: 2.158e-01, eta: 1 day, 8:29:51, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4023, top5_acc: 0.6661, loss_cls: 2.5306, loss: 2.5306, grad_norm: 1.4472, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8391, loss/aux0: 1.8391 2020-10-19 09:45:40,658 - mmaction - INFO - Epoch [92][380/396] lr: 2.158e-01, eta: 1 day, 8:28:44, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6799, loss_cls: 2.4457, loss: 2.4457, grad_norm: 1.4591, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8193, loss/aux0: 1.8193 2020-10-19 09:45:41,606 - mmaction - INFO - Epoch [92][380/396] lr: 2.158e-01, eta: 1 day, 8:29:18, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6799, loss_cls: 2.4457, loss: 2.4457, grad_norm: 1.4661, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8210, loss/aux0: 1.8210 2020-10-19 09:50:17,505 - mmaction - INFO - Epoch [93][20/396] lr: 2.141e-01, eta: 1 day, 8:26:51, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4214, top5_acc: 0.6901, loss_cls: 2.4029, loss: 2.4029, grad_norm: 1.4641, top1_acc/aux0: 0.5288, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9292, loss/aux0: 1.9292 2020-10-19 09:50:18,459 - mmaction - INFO - Epoch [93][20/396] lr: 2.141e-01, eta: 1 day, 8:27:24, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4214, top5_acc: 0.6901, loss_cls: 2.4029, loss: 2.4029, grad_norm: 1.4624, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9197, loss/aux0: 1.9197 2020-10-19 09:50:54,890 - mmaction - INFO - Epoch [93][40/396] lr: 2.141e-01, eta: 1 day, 8:26:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6768, loss_cls: 2.4601, loss: 2.4601, grad_norm: 1.4886, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.7965, loss/aux0: 1.7965 2020-10-19 09:50:55,832 - mmaction - INFO - Epoch [93][40/396] lr: 2.141e-01, eta: 1 day, 8:26:51, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4138, top5_acc: 0.6768, loss_cls: 2.4601, loss: 2.4601, grad_norm: 1.4947, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8070, loss/aux0: 1.8070 2020-10-19 09:51:32,234 - mmaction - INFO - Epoch [93][60/396] lr: 2.141e-01, eta: 1 day, 8:25:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4188, top5_acc: 0.6755, loss_cls: 2.4692, loss: 2.4692, grad_norm: 1.4806, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8502, loss/aux0: 1.8502 2020-10-19 09:51:33,175 - mmaction - INFO - Epoch [93][60/396] lr: 2.141e-01, eta: 1 day, 8:26:17, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4188, top5_acc: 0.6755, loss_cls: 2.4692, loss: 2.4692, grad_norm: 1.4749, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8425, loss/aux0: 1.8425 2020-10-19 09:52:09,702 - mmaction - INFO - Epoch [93][80/396] lr: 2.141e-01, eta: 1 day, 8:25:11, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4148, top5_acc: 0.6779, loss_cls: 2.4633, loss: 2.4633, grad_norm: 1.4829, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8791, loss/aux0: 1.8791 2020-10-19 09:52:10,680 - mmaction - INFO - Epoch [93][80/396] lr: 2.141e-01, eta: 1 day, 8:25:44, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4148, top5_acc: 0.6779, loss_cls: 2.4633, loss: 2.4633, grad_norm: 1.4842, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8888, loss/aux0: 1.8888 2020-10-19 09:52:47,323 - mmaction - INFO - Epoch [93][100/396] lr: 2.141e-01, eta: 1 day, 8:24:37, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6797, loss_cls: 2.4537, loss: 2.4537, grad_norm: 1.4761, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8943, loss/aux0: 1.8943 2020-10-19 09:52:48,282 - mmaction - INFO - Epoch [93][100/396] lr: 2.141e-01, eta: 1 day, 8:25:11, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6797, loss_cls: 2.4537, loss: 2.4537, grad_norm: 1.4762, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8941, loss/aux0: 1.8941 2020-10-19 09:53:24,913 - mmaction - INFO - Epoch [93][120/396] lr: 2.141e-01, eta: 1 day, 8:24:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4234, top5_acc: 0.6893, loss_cls: 2.4268, loss: 2.4268, grad_norm: 1.4735, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8651, loss/aux0: 1.8651 2020-10-19 09:53:25,885 - mmaction - INFO - Epoch [93][120/396] lr: 2.141e-01, eta: 1 day, 8:24:38, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.4234, top5_acc: 0.6893, loss_cls: 2.4268, loss: 2.4268, grad_norm: 1.4699, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8533, loss/aux0: 1.8533 2020-10-19 09:54:02,473 - mmaction - INFO - Epoch [93][140/396] lr: 2.141e-01, eta: 1 day, 8:23:31, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4190, top5_acc: 0.6813, loss_cls: 2.4477, loss: 2.4477, grad_norm: 1.4385, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8189, loss/aux0: 1.8189 2020-10-19 09:54:03,424 - mmaction - INFO - Epoch [93][140/396] lr: 2.141e-01, eta: 1 day, 8:24:04, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4190, top5_acc: 0.6813, loss_cls: 2.4477, loss: 2.4477, grad_norm: 1.4402, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8217, loss/aux0: 1.8217 2020-10-19 09:54:39,984 - mmaction - INFO - Epoch [93][160/396] lr: 2.141e-01, eta: 1 day, 8:22:58, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4198, top5_acc: 0.6841, loss_cls: 2.4546, loss: 2.4546, grad_norm: 1.4563, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8263, loss/aux0: 1.8263 2020-10-19 09:54:40,938 - mmaction - INFO - Epoch [93][160/396] lr: 2.141e-01, eta: 1 day, 8:23:31, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4198, top5_acc: 0.6841, loss_cls: 2.4546, loss: 2.4546, grad_norm: 1.4635, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8342, loss/aux0: 1.8342 2020-10-19 09:55:17,512 - mmaction - INFO - Epoch [93][180/396] lr: 2.141e-01, eta: 1 day, 8:22:24, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4195, top5_acc: 0.6685, loss_cls: 2.4646, loss: 2.4646, grad_norm: 1.4199, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8319, loss/aux0: 1.8319 2020-10-19 09:55:18,535 - mmaction - INFO - Epoch [93][180/396] lr: 2.141e-01, eta: 1 day, 8:22:58, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4195, top5_acc: 0.6685, loss_cls: 2.4646, loss: 2.4646, grad_norm: 1.4227, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8257, loss/aux0: 1.8257 2020-10-19 09:55:55,188 - mmaction - INFO - Epoch [93][200/396] lr: 2.141e-01, eta: 1 day, 8:21:51, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4237, top5_acc: 0.6872, loss_cls: 2.4183, loss: 2.4183, grad_norm: 1.4798, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8397, loss/aux0: 1.8397 2020-10-19 09:55:56,147 - mmaction - INFO - Epoch [93][200/396] lr: 2.141e-01, eta: 1 day, 8:22:25, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4237, top5_acc: 0.6872, loss_cls: 2.4183, loss: 2.4183, grad_norm: 1.4869, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8474, loss/aux0: 1.8474 2020-10-19 09:56:32,724 - mmaction - INFO - Epoch [93][220/396] lr: 2.141e-01, eta: 1 day, 8:21:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4182, top5_acc: 0.6878, loss_cls: 2.4237, loss: 2.4237, grad_norm: 1.4598, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8404, loss/aux0: 1.8404 2020-10-19 09:56:33,726 - mmaction - INFO - Epoch [93][220/396] lr: 2.141e-01, eta: 1 day, 8:21:51, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4182, top5_acc: 0.6878, loss_cls: 2.4237, loss: 2.4237, grad_norm: 1.4675, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8333, loss/aux0: 1.8333 2020-10-19 09:57:10,193 - mmaction - INFO - Epoch [93][240/396] lr: 2.141e-01, eta: 1 day, 8:20:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4120, top5_acc: 0.6820, loss_cls: 2.4537, loss: 2.4537, grad_norm: 1.4955, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8307, loss/aux0: 1.8307 2020-10-19 09:57:11,141 - mmaction - INFO - Epoch [93][240/396] lr: 2.141e-01, eta: 1 day, 8:21:18, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4120, top5_acc: 0.6820, loss_cls: 2.4537, loss: 2.4537, grad_norm: 1.4950, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8359, loss/aux0: 1.8359 2020-10-19 09:57:47,789 - mmaction - INFO - Epoch [93][260/396] lr: 2.141e-01, eta: 1 day, 8:20:11, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4258, top5_acc: 0.6880, loss_cls: 2.4175, loss: 2.4175, grad_norm: 1.4872, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8366, loss/aux0: 1.8366 2020-10-19 09:57:48,727 - mmaction - INFO - Epoch [93][260/396] lr: 2.141e-01, eta: 1 day, 8:20:44, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4258, top5_acc: 0.6880, loss_cls: 2.4175, loss: 2.4175, grad_norm: 1.4943, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8334, loss/aux0: 1.8334 2020-10-19 09:58:25,347 - mmaction - INFO - Epoch [93][280/396] lr: 2.141e-01, eta: 1 day, 8:19:38, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6698, loss_cls: 2.5054, loss: 2.5054, grad_norm: 1.5005, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8481, loss/aux0: 1.8481 2020-10-19 09:58:26,296 - mmaction - INFO - Epoch [93][280/396] lr: 2.141e-01, eta: 1 day, 8:20:11, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6698, loss_cls: 2.5054, loss: 2.5054, grad_norm: 1.5058, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8444, loss/aux0: 1.8444 2020-10-19 09:59:02,891 - mmaction - INFO - Epoch [93][300/396] lr: 2.141e-01, eta: 1 day, 8:19:05, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4206, top5_acc: 0.6880, loss_cls: 2.4454, loss: 2.4454, grad_norm: 1.4930, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8145, loss/aux0: 1.8145 2020-10-19 09:59:03,828 - mmaction - INFO - Epoch [93][300/396] lr: 2.141e-01, eta: 1 day, 8:19:38, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4206, top5_acc: 0.6880, loss_cls: 2.4454, loss: 2.4454, grad_norm: 1.4873, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8066, loss/aux0: 1.8066 2020-10-19 09:59:40,340 - mmaction - INFO - Epoch [93][320/396] lr: 2.141e-01, eta: 1 day, 8:18:31, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4107, top5_acc: 0.6888, loss_cls: 2.4524, loss: 2.4524, grad_norm: 1.4910, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7703, loss/aux0: 1.7703 2020-10-19 09:59:41,360 - mmaction - INFO - Epoch [93][320/396] lr: 2.141e-01, eta: 1 day, 8:19:05, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4107, top5_acc: 0.6888, loss_cls: 2.4524, loss: 2.4524, grad_norm: 1.4951, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7982, loss/aux0: 1.7982 2020-10-19 10:00:21,173 - mmaction - INFO - Epoch [93][340/396] lr: 2.141e-01, eta: 1 day, 8:18:04, time: 1.100, data_time: 0.004, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6677, loss_cls: 2.5042, loss: 2.5042, grad_norm: 1.4544, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8543, loss/aux0: 1.8543 2020-10-19 10:00:22,282 - mmaction - INFO - Epoch [93][340/396] lr: 2.141e-01, eta: 1 day, 8:18:43, time: 1.111, data_time: 0.016, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6677, loss_cls: 2.5042, loss: 2.5042, grad_norm: 1.4649, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8399, loss/aux0: 1.8399 2020-10-19 10:00:58,756 - mmaction - INFO - Epoch [93][360/396] lr: 2.141e-01, eta: 1 day, 8:17:36, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4148, top5_acc: 0.6641, loss_cls: 2.4868, loss: 2.4868, grad_norm: 1.4621, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7923, loss/aux0: 1.7923 2020-10-19 10:00:59,712 - mmaction - INFO - Epoch [93][360/396] lr: 2.141e-01, eta: 1 day, 8:18:09, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4148, top5_acc: 0.6641, loss_cls: 2.4868, loss: 2.4868, grad_norm: 1.4642, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7912, loss/aux0: 1.7912 2020-10-19 10:01:36,258 - mmaction - INFO - Epoch [93][380/396] lr: 2.141e-01, eta: 1 day, 8:17:03, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.3982, top5_acc: 0.6625, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.4543, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8484, loss/aux0: 1.8484 2020-10-19 10:01:37,192 - mmaction - INFO - Epoch [93][380/396] lr: 2.141e-01, eta: 1 day, 8:17:36, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.3982, top5_acc: 0.6625, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.4504, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8420, loss/aux0: 1.8420 2020-10-19 10:06:00,955 - mmaction - INFO - Epoch [94][20/396] lr: 2.125e-01, eta: 1 day, 8:15:10, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4289, top5_acc: 0.6932, loss_cls: 2.3960, loss: 2.3960, grad_norm: 1.4742, top1_acc/aux0: 0.5567, top5_acc/aux0: 0.7952, loss_cls/aux0: 1.8148, loss/aux0: 1.8148 2020-10-19 10:06:01,905 - mmaction - INFO - Epoch [94][20/396] lr: 2.125e-01, eta: 1 day, 8:15:43, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4289, top5_acc: 0.6932, loss_cls: 2.3960, loss: 2.3960, grad_norm: 1.4736, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8103, loss/aux0: 1.8103 2020-10-19 10:06:38,387 - mmaction - INFO - Epoch [94][40/396] lr: 2.125e-01, eta: 1 day, 8:14:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6945, loss_cls: 2.4016, loss: 2.4016, grad_norm: 1.5069, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8170, loss/aux0: 1.8170 2020-10-19 10:06:39,339 - mmaction - INFO - Epoch [94][40/396] lr: 2.125e-01, eta: 1 day, 8:15:09, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6945, loss_cls: 2.4016, loss: 2.4016, grad_norm: 1.5095, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8146, loss/aux0: 1.8146 2020-10-19 10:07:15,925 - mmaction - INFO - Epoch [94][60/396] lr: 2.125e-01, eta: 1 day, 8:14:03, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6839, loss_cls: 2.4457, loss: 2.4457, grad_norm: 1.4173, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.8118, loss/aux0: 1.8118 2020-10-19 10:07:16,868 - mmaction - INFO - Epoch [94][60/396] lr: 2.125e-01, eta: 1 day, 8:14:36, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6839, loss_cls: 2.4457, loss: 2.4457, grad_norm: 1.4161, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8089, loss/aux0: 1.8089 2020-10-19 10:07:53,297 - mmaction - INFO - Epoch [94][80/396] lr: 2.125e-01, eta: 1 day, 8:13:30, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4193, top5_acc: 0.6841, loss_cls: 2.4257, loss: 2.4257, grad_norm: 1.4888, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7409, loss/aux0: 1.7409 2020-10-19 10:07:54,273 - mmaction - INFO - Epoch [94][80/396] lr: 2.125e-01, eta: 1 day, 8:14:03, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4193, top5_acc: 0.6841, loss_cls: 2.4257, loss: 2.4257, grad_norm: 1.4820, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7544, loss/aux0: 1.7544 2020-10-19 10:08:30,837 - mmaction - INFO - Epoch [94][100/396] lr: 2.125e-01, eta: 1 day, 8:12:56, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6758, loss_cls: 2.4640, loss: 2.4640, grad_norm: 1.4988, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8229, loss/aux0: 1.8229 2020-10-19 10:08:31,804 - mmaction - INFO - Epoch [94][100/396] lr: 2.125e-01, eta: 1 day, 8:13:29, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6758, loss_cls: 2.4640, loss: 2.4640, grad_norm: 1.4967, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8187, loss/aux0: 1.8187 2020-10-19 10:09:08,481 - mmaction - INFO - Epoch [94][120/396] lr: 2.125e-01, eta: 1 day, 8:12:23, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6831, loss_cls: 2.4236, loss: 2.4236, grad_norm: 1.4689, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8370, loss/aux0: 1.8370 2020-10-19 10:09:09,442 - mmaction - INFO - Epoch [94][120/396] lr: 2.125e-01, eta: 1 day, 8:12:56, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6831, loss_cls: 2.4236, loss: 2.4236, grad_norm: 1.4667, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8334, loss/aux0: 1.8334 2020-10-19 10:09:45,948 - mmaction - INFO - Epoch [94][140/396] lr: 2.125e-01, eta: 1 day, 8:11:50, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6828, loss_cls: 2.4297, loss: 2.4297, grad_norm: 1.4546, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8467, loss/aux0: 1.8467 2020-10-19 10:09:46,923 - mmaction - INFO - Epoch [94][140/396] lr: 2.125e-01, eta: 1 day, 8:12:22, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6828, loss_cls: 2.4297, loss: 2.4297, grad_norm: 1.4527, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8524, loss/aux0: 1.8524 2020-10-19 10:10:23,524 - mmaction - INFO - Epoch [94][160/396] lr: 2.125e-01, eta: 1 day, 8:11:16, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6789, loss_cls: 2.4363, loss: 2.4363, grad_norm: 1.4939, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7689, loss/aux0: 1.7689 2020-10-19 10:10:24,471 - mmaction - INFO - Epoch [94][160/396] lr: 2.125e-01, eta: 1 day, 8:11:49, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6789, loss_cls: 2.4363, loss: 2.4363, grad_norm: 1.4921, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7581, loss/aux0: 1.7581 2020-10-19 10:11:01,045 - mmaction - INFO - Epoch [94][180/396] lr: 2.125e-01, eta: 1 day, 8:10:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4135, top5_acc: 0.6836, loss_cls: 2.4408, loss: 2.4408, grad_norm: 1.4928, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8062, loss/aux0: 1.8062 2020-10-19 10:11:02,007 - mmaction - INFO - Epoch [94][180/396] lr: 2.125e-01, eta: 1 day, 8:11:16, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4135, top5_acc: 0.6836, loss_cls: 2.4408, loss: 2.4408, grad_norm: 1.4933, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8190, loss/aux0: 1.8190 2020-10-19 10:11:38,532 - mmaction - INFO - Epoch [94][200/396] lr: 2.125e-01, eta: 1 day, 8:10:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6747, loss_cls: 2.4863, loss: 2.4863, grad_norm: 1.5222, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8312, loss/aux0: 1.8312 2020-10-19 10:11:39,506 - mmaction - INFO - Epoch [94][200/396] lr: 2.125e-01, eta: 1 day, 8:10:42, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6747, loss_cls: 2.4863, loss: 2.4863, grad_norm: 1.5196, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8331, loss/aux0: 1.8331 2020-10-19 10:12:16,286 - mmaction - INFO - Epoch [94][220/396] lr: 2.125e-01, eta: 1 day, 8:09:37, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4302, top5_acc: 0.6852, loss_cls: 2.4073, loss: 2.4073, grad_norm: 1.4861, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8228, loss/aux0: 1.8228 2020-10-19 10:12:17,246 - mmaction - INFO - Epoch [94][220/396] lr: 2.125e-01, eta: 1 day, 8:10:09, time: 0.946, data_time: 0.002, memory: 8462, top1_acc: 0.4302, top5_acc: 0.6852, loss_cls: 2.4073, loss: 2.4073, grad_norm: 1.4921, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8278, loss/aux0: 1.8278 2020-10-19 10:12:53,807 - mmaction - INFO - Epoch [94][240/396] lr: 2.125e-01, eta: 1 day, 8:09:03, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4310, top5_acc: 0.6893, loss_cls: 2.4391, loss: 2.4391, grad_norm: 1.4536, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8104, loss/aux0: 1.8104 2020-10-19 10:12:54,796 - mmaction - INFO - Epoch [94][240/396] lr: 2.125e-01, eta: 1 day, 8:09:36, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4310, top5_acc: 0.6893, loss_cls: 2.4391, loss: 2.4391, grad_norm: 1.4434, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8055, loss/aux0: 1.8055 2020-10-19 10:13:31,374 - mmaction - INFO - Epoch [94][260/396] lr: 2.125e-01, eta: 1 day, 8:08:30, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6852, loss_cls: 2.4459, loss: 2.4459, grad_norm: 1.5175, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8260, loss/aux0: 1.8260 2020-10-19 10:13:32,330 - mmaction - INFO - Epoch [94][260/396] lr: 2.125e-01, eta: 1 day, 8:09:03, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6852, loss_cls: 2.4459, loss: 2.4459, grad_norm: 1.5224, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8368, loss/aux0: 1.8368 2020-10-19 10:14:08,875 - mmaction - INFO - Epoch [94][280/396] lr: 2.125e-01, eta: 1 day, 8:07:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6794, loss_cls: 2.4734, loss: 2.4734, grad_norm: 1.4709, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8603, loss/aux0: 1.8603 2020-10-19 10:14:09,806 - mmaction - INFO - Epoch [94][280/396] lr: 2.125e-01, eta: 1 day, 8:08:29, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6794, loss_cls: 2.4734, loss: 2.4734, grad_norm: 1.4706, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8498, loss/aux0: 1.8498 2020-10-19 10:14:46,300 - mmaction - INFO - Epoch [94][300/396] lr: 2.125e-01, eta: 1 day, 8:07:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6841, loss_cls: 2.4567, loss: 2.4567, grad_norm: 1.4372, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8371, loss/aux0: 1.8371 2020-10-19 10:14:47,247 - mmaction - INFO - Epoch [94][300/396] lr: 2.125e-01, eta: 1 day, 8:07:56, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6841, loss_cls: 2.4567, loss: 2.4567, grad_norm: 1.4335, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8367, loss/aux0: 1.8367 2020-10-19 10:15:23,899 - mmaction - INFO - Epoch [94][320/396] lr: 2.125e-01, eta: 1 day, 8:06:50, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4206, top5_acc: 0.6841, loss_cls: 2.4281, loss: 2.4281, grad_norm: 1.4998, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8080, loss/aux0: 1.8080 2020-10-19 10:15:24,861 - mmaction - INFO - Epoch [94][320/396] lr: 2.125e-01, eta: 1 day, 8:07:23, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4206, top5_acc: 0.6841, loss_cls: 2.4281, loss: 2.4281, grad_norm: 1.5026, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7971, loss/aux0: 1.7971 2020-10-19 10:16:01,297 - mmaction - INFO - Epoch [94][340/396] lr: 2.125e-01, eta: 1 day, 8:06:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4206, top5_acc: 0.6852, loss_cls: 2.4529, loss: 2.4529, grad_norm: 1.4455, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7603, loss/aux0: 1.7603 2020-10-19 10:16:02,264 - mmaction - INFO - Epoch [94][340/396] lr: 2.125e-01, eta: 1 day, 8:06:49, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4206, top5_acc: 0.6852, loss_cls: 2.4529, loss: 2.4529, grad_norm: 1.4366, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7628, loss/aux0: 1.7628 2020-10-19 10:16:38,794 - mmaction - INFO - Epoch [94][360/396] lr: 2.125e-01, eta: 1 day, 8:05:43, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4099, top5_acc: 0.6831, loss_cls: 2.4525, loss: 2.4525, grad_norm: 1.4781, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7664, loss/aux0: 1.7664 2020-10-19 10:16:39,751 - mmaction - INFO - Epoch [94][360/396] lr: 2.125e-01, eta: 1 day, 8:06:16, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4099, top5_acc: 0.6831, loss_cls: 2.4525, loss: 2.4525, grad_norm: 1.4859, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7700, loss/aux0: 1.7700 2020-10-19 10:17:16,244 - mmaction - INFO - Epoch [94][380/396] lr: 2.125e-01, eta: 1 day, 8:05:10, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6745, loss_cls: 2.5125, loss: 2.5125, grad_norm: 1.4835, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8037, loss/aux0: 1.8037 2020-10-19 10:17:17,247 - mmaction - INFO - Epoch [94][380/396] lr: 2.125e-01, eta: 1 day, 8:05:42, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6745, loss_cls: 2.5125, loss: 2.5125, grad_norm: 1.4769, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8017, loss/aux0: 1.8017 2020-10-19 10:21:34,981 - mmaction - INFO - Epoch [95][20/396] lr: 2.108e-01, eta: 1 day, 8:03:18, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6883, loss_cls: 2.4539, loss: 2.4539, grad_norm: 1.4462, top1_acc/aux0: 0.5537, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8058, loss/aux0: 1.8058 2020-10-19 10:21:35,942 - mmaction - INFO - Epoch [95][20/396] lr: 2.108e-01, eta: 1 day, 8:03:50, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6883, loss_cls: 2.4539, loss: 2.4539, grad_norm: 1.4486, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8094, loss/aux0: 1.8094 2020-10-19 10:22:12,322 - mmaction - INFO - Epoch [95][40/396] lr: 2.108e-01, eta: 1 day, 8:02:44, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4438, top5_acc: 0.6932, loss_cls: 2.3814, loss: 2.3814, grad_norm: 1.5114, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7839, loss/aux0: 1.7839 2020-10-19 10:22:13,278 - mmaction - INFO - Epoch [95][40/396] lr: 2.108e-01, eta: 1 day, 8:03:16, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4438, top5_acc: 0.6932, loss_cls: 2.3814, loss: 2.3814, grad_norm: 1.5012, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7759, loss/aux0: 1.7759 2020-10-19 10:22:49,840 - mmaction - INFO - Epoch [95][60/396] lr: 2.108e-01, eta: 1 day, 8:02:11, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6859, loss_cls: 2.4650, loss: 2.4650, grad_norm: 1.4806, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7674, loss/aux0: 1.7674 2020-10-19 10:22:50,806 - mmaction - INFO - Epoch [95][60/396] lr: 2.108e-01, eta: 1 day, 8:02:43, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6859, loss_cls: 2.4650, loss: 2.4650, grad_norm: 1.4843, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7779, loss/aux0: 1.7779 2020-10-19 10:23:27,427 - mmaction - INFO - Epoch [95][80/396] lr: 2.108e-01, eta: 1 day, 8:01:37, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4086, top5_acc: 0.6698, loss_cls: 2.4959, loss: 2.4959, grad_norm: 1.4350, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8341, loss/aux0: 1.8341 2020-10-19 10:23:28,377 - mmaction - INFO - Epoch [95][80/396] lr: 2.108e-01, eta: 1 day, 8:02:10, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4086, top5_acc: 0.6698, loss_cls: 2.4959, loss: 2.4959, grad_norm: 1.4363, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8321, loss/aux0: 1.8321 2020-10-19 10:24:04,872 - mmaction - INFO - Epoch [95][100/396] lr: 2.108e-01, eta: 1 day, 8:01:04, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4346, top5_acc: 0.6956, loss_cls: 2.3799, loss: 2.3799, grad_norm: 1.4937, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8247, loss/aux0: 1.8247 2020-10-19 10:24:05,899 - mmaction - INFO - Epoch [95][100/396] lr: 2.108e-01, eta: 1 day, 8:01:36, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4346, top5_acc: 0.6956, loss_cls: 2.3799, loss: 2.3799, grad_norm: 1.4860, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8213, loss/aux0: 1.8213 2020-10-19 10:24:42,352 - mmaction - INFO - Epoch [95][120/396] lr: 2.108e-01, eta: 1 day, 8:00:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6802, loss_cls: 2.4400, loss: 2.4400, grad_norm: 1.4923, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8018, loss/aux0: 1.8018 2020-10-19 10:24:43,305 - mmaction - INFO - Epoch [95][120/396] lr: 2.108e-01, eta: 1 day, 8:01:03, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6802, loss_cls: 2.4400, loss: 2.4400, grad_norm: 1.4854, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8061, loss/aux0: 1.8061 2020-10-19 10:25:19,832 - mmaction - INFO - Epoch [95][140/396] lr: 2.108e-01, eta: 1 day, 7:59:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4159, top5_acc: 0.6805, loss_cls: 2.4521, loss: 2.4521, grad_norm: 1.4644, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8666, loss/aux0: 1.8666 2020-10-19 10:25:20,802 - mmaction - INFO - Epoch [95][140/396] lr: 2.108e-01, eta: 1 day, 8:00:29, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4159, top5_acc: 0.6805, loss_cls: 2.4521, loss: 2.4521, grad_norm: 1.4678, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8695, loss/aux0: 1.8695 2020-10-19 10:25:57,169 - mmaction - INFO - Epoch [95][160/396] lr: 2.108e-01, eta: 1 day, 7:59:23, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4143, top5_acc: 0.6807, loss_cls: 2.4803, loss: 2.4803, grad_norm: 1.4873, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8041, loss/aux0: 1.8041 2020-10-19 10:25:58,122 - mmaction - INFO - Epoch [95][160/396] lr: 2.108e-01, eta: 1 day, 7:59:55, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4143, top5_acc: 0.6807, loss_cls: 2.4803, loss: 2.4803, grad_norm: 1.4983, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7963, loss/aux0: 1.7963 2020-10-19 10:26:34,624 - mmaction - INFO - Epoch [95][180/396] lr: 2.108e-01, eta: 1 day, 7:58:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6711, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.4750, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8372, loss/aux0: 1.8372 2020-10-19 10:26:35,561 - mmaction - INFO - Epoch [95][180/396] lr: 2.108e-01, eta: 1 day, 7:59:22, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6711, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.4732, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8356, loss/aux0: 1.8356 2020-10-19 10:27:12,008 - mmaction - INFO - Epoch [95][200/396] lr: 2.108e-01, eta: 1 day, 7:58:16, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4122, top5_acc: 0.6974, loss_cls: 2.4151, loss: 2.4151, grad_norm: 1.5119, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.8027, loss/aux0: 1.8027 2020-10-19 10:27:12,951 - mmaction - INFO - Epoch [95][200/396] lr: 2.108e-01, eta: 1 day, 7:58:48, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4122, top5_acc: 0.6974, loss_cls: 2.4151, loss: 2.4151, grad_norm: 1.5061, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7999, loss/aux0: 1.7999 2020-10-19 10:27:49,563 - mmaction - INFO - Epoch [95][220/396] lr: 2.108e-01, eta: 1 day, 7:57:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4268, top5_acc: 0.6836, loss_cls: 2.4524, loss: 2.4524, grad_norm: 1.4786, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8167, loss/aux0: 1.8167 2020-10-19 10:27:50,533 - mmaction - INFO - Epoch [95][220/396] lr: 2.108e-01, eta: 1 day, 7:58:15, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4268, top5_acc: 0.6836, loss_cls: 2.4524, loss: 2.4524, grad_norm: 1.4751, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8235, loss/aux0: 1.8235 2020-10-19 10:28:27,016 - mmaction - INFO - Epoch [95][240/396] lr: 2.108e-01, eta: 1 day, 7:57:10, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6747, loss_cls: 2.4919, loss: 2.4919, grad_norm: 1.5041, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8282, loss/aux0: 1.8282 2020-10-19 10:28:27,985 - mmaction - INFO - Epoch [95][240/396] lr: 2.108e-01, eta: 1 day, 7:57:42, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6747, loss_cls: 2.4919, loss: 2.4919, grad_norm: 1.5036, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8222, loss/aux0: 1.8222 2020-10-19 10:29:04,439 - mmaction - INFO - Epoch [95][260/396] lr: 2.108e-01, eta: 1 day, 7:56:36, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4185, top5_acc: 0.6745, loss_cls: 2.4589, loss: 2.4589, grad_norm: 1.4745, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7800, loss/aux0: 1.7800 2020-10-19 10:29:05,372 - mmaction - INFO - Epoch [95][260/396] lr: 2.108e-01, eta: 1 day, 7:57:08, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4185, top5_acc: 0.6745, loss_cls: 2.4589, loss: 2.4589, grad_norm: 1.4747, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7827, loss/aux0: 1.7827 2020-10-19 10:29:41,948 - mmaction - INFO - Epoch [95][280/396] lr: 2.108e-01, eta: 1 day, 7:56:03, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4159, top5_acc: 0.6771, loss_cls: 2.4717, loss: 2.4717, grad_norm: 1.5171, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8243, loss/aux0: 1.8243 2020-10-19 10:29:42,886 - mmaction - INFO - Epoch [95][280/396] lr: 2.108e-01, eta: 1 day, 7:56:35, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4159, top5_acc: 0.6771, loss_cls: 2.4717, loss: 2.4717, grad_norm: 1.5133, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8220, loss/aux0: 1.8220 2020-10-19 10:30:19,388 - mmaction - INFO - Epoch [95][300/396] lr: 2.108e-01, eta: 1 day, 7:55:29, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6763, loss_cls: 2.4632, loss: 2.4632, grad_norm: 1.4837, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8320, loss/aux0: 1.8320 2020-10-19 10:30:20,346 - mmaction - INFO - Epoch [95][300/396] lr: 2.108e-01, eta: 1 day, 7:56:01, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6763, loss_cls: 2.4632, loss: 2.4632, grad_norm: 1.4838, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8340, loss/aux0: 1.8340 2020-10-19 10:30:56,969 - mmaction - INFO - Epoch [95][320/396] lr: 2.108e-01, eta: 1 day, 7:54:56, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6807, loss_cls: 2.4764, loss: 2.4764, grad_norm: 1.4806, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8317, loss/aux0: 1.8317 2020-10-19 10:30:57,926 - mmaction - INFO - Epoch [95][320/396] lr: 2.108e-01, eta: 1 day, 7:55:28, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6807, loss_cls: 2.4764, loss: 2.4764, grad_norm: 1.4743, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8363, loss/aux0: 1.8363 2020-10-19 10:31:34,561 - mmaction - INFO - Epoch [95][340/396] lr: 2.108e-01, eta: 1 day, 7:54:23, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6922, loss_cls: 2.3927, loss: 2.3927, grad_norm: 1.4479, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8067, loss/aux0: 1.8067 2020-10-19 10:31:35,496 - mmaction - INFO - Epoch [95][340/396] lr: 2.108e-01, eta: 1 day, 7:54:55, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6922, loss_cls: 2.3927, loss: 2.3927, grad_norm: 1.4593, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.7987, loss/aux0: 1.7987 2020-10-19 10:32:11,997 - mmaction - INFO - Epoch [95][360/396] lr: 2.108e-01, eta: 1 day, 7:53:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4211, top5_acc: 0.6875, loss_cls: 2.4430, loss: 2.4430, grad_norm: 1.4884, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7820, loss/aux0: 1.7820 2020-10-19 10:32:12,946 - mmaction - INFO - Epoch [95][360/396] lr: 2.108e-01, eta: 1 day, 7:54:21, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4211, top5_acc: 0.6875, loss_cls: 2.4430, loss: 2.4430, grad_norm: 1.4860, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.7962, loss/aux0: 1.7962 2020-10-19 10:32:49,428 - mmaction - INFO - Epoch [95][380/396] lr: 2.108e-01, eta: 1 day, 7:53:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4221, top5_acc: 0.6878, loss_cls: 2.4401, loss: 2.4401, grad_norm: 1.4932, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8453, loss/aux0: 1.8453 2020-10-19 10:32:50,377 - mmaction - INFO - Epoch [95][380/396] lr: 2.108e-01, eta: 1 day, 7:53:48, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4221, top5_acc: 0.6878, loss_cls: 2.4401, loss: 2.4401, grad_norm: 1.4950, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8454, loss/aux0: 1.8454 2020-10-19 10:37:10,395 - mmaction - INFO - Epoch [96][20/396] lr: 2.091e-01, eta: 1 day, 7:51:24, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4182, top5_acc: 0.6841, loss_cls: 2.4116, loss: 2.4116, grad_norm: 1.4790, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8007, loss_cls/aux0: 1.7709, loss/aux0: 1.7709 2020-10-19 10:37:11,359 - mmaction - INFO - Epoch [96][20/396] lr: 2.091e-01, eta: 1 day, 7:51:56, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4182, top5_acc: 0.6841, loss_cls: 2.4116, loss: 2.4116, grad_norm: 1.4903, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7709, loss/aux0: 1.7709 2020-10-19 10:37:47,748 - mmaction - INFO - Epoch [96][40/396] lr: 2.091e-01, eta: 1 day, 7:50:51, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4279, top5_acc: 0.6924, loss_cls: 2.3975, loss: 2.3975, grad_norm: 1.4870, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7915, loss/aux0: 1.7915 2020-10-19 10:37:48,726 - mmaction - INFO - Epoch [96][40/396] lr: 2.091e-01, eta: 1 day, 7:51:22, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4279, top5_acc: 0.6924, loss_cls: 2.3975, loss: 2.3975, grad_norm: 1.4804, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7989, loss/aux0: 1.7989 2020-10-19 10:38:25,308 - mmaction - INFO - Epoch [96][60/396] lr: 2.091e-01, eta: 1 day, 7:50:17, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6940, loss_cls: 2.3953, loss: 2.3953, grad_norm: 1.4742, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8518, loss/aux0: 1.8518 2020-10-19 10:38:26,251 - mmaction - INFO - Epoch [96][60/396] lr: 2.091e-01, eta: 1 day, 7:50:49, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6940, loss_cls: 2.3953, loss: 2.3953, grad_norm: 1.4811, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8413, loss/aux0: 1.8413 2020-10-19 10:39:02,830 - mmaction - INFO - Epoch [96][80/396] lr: 2.091e-01, eta: 1 day, 7:49:44, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6740, loss_cls: 2.4332, loss: 2.4332, grad_norm: 1.4561, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7993, loss/aux0: 1.7993 2020-10-19 10:39:03,792 - mmaction - INFO - Epoch [96][80/396] lr: 2.091e-01, eta: 1 day, 7:50:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6740, loss_cls: 2.4332, loss: 2.4332, grad_norm: 1.4603, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8106, loss/aux0: 1.8106 2020-10-19 10:39:40,307 - mmaction - INFO - Epoch [96][100/396] lr: 2.091e-01, eta: 1 day, 7:49:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4174, top5_acc: 0.6828, loss_cls: 2.4488, loss: 2.4488, grad_norm: 1.4860, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8270, loss/aux0: 1.8270 2020-10-19 10:39:41,242 - mmaction - INFO - Epoch [96][100/396] lr: 2.091e-01, eta: 1 day, 7:49:42, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4174, top5_acc: 0.6828, loss_cls: 2.4488, loss: 2.4488, grad_norm: 1.4814, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8188, loss/aux0: 1.8188 2020-10-19 10:40:17,761 - mmaction - INFO - Epoch [96][120/396] lr: 2.091e-01, eta: 1 day, 7:48:37, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6729, loss_cls: 2.4861, loss: 2.4861, grad_norm: 1.4727, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8352, loss/aux0: 1.8352 2020-10-19 10:40:18,720 - mmaction - INFO - Epoch [96][120/396] lr: 2.091e-01, eta: 1 day, 7:49:09, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4081, top5_acc: 0.6729, loss_cls: 2.4861, loss: 2.4861, grad_norm: 1.4712, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8431, loss/aux0: 1.8431 2020-10-19 10:40:55,290 - mmaction - INFO - Epoch [96][140/396] lr: 2.091e-01, eta: 1 day, 7:48:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4188, top5_acc: 0.7013, loss_cls: 2.4037, loss: 2.4037, grad_norm: 1.4678, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.7921, loss/aux0: 1.7921 2020-10-19 10:40:56,256 - mmaction - INFO - Epoch [96][140/396] lr: 2.091e-01, eta: 1 day, 7:48:35, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4188, top5_acc: 0.7013, loss_cls: 2.4037, loss: 2.4037, grad_norm: 1.4658, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.7924, loss/aux0: 1.7924 2020-10-19 10:41:32,941 - mmaction - INFO - Epoch [96][160/396] lr: 2.091e-01, eta: 1 day, 7:47:30, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4146, top5_acc: 0.6773, loss_cls: 2.4565, loss: 2.4565, grad_norm: 1.4715, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8166, loss/aux0: 1.8166 2020-10-19 10:41:33,898 - mmaction - INFO - Epoch [96][160/396] lr: 2.091e-01, eta: 1 day, 7:48:02, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.4146, top5_acc: 0.6773, loss_cls: 2.4565, loss: 2.4565, grad_norm: 1.4616, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8031, loss/aux0: 1.8031 2020-10-19 10:42:10,434 - mmaction - INFO - Epoch [96][180/396] lr: 2.091e-01, eta: 1 day, 7:46:57, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4271, top5_acc: 0.6820, loss_cls: 2.4383, loss: 2.4383, grad_norm: 1.5002, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8195, loss/aux0: 1.8195 2020-10-19 10:42:11,410 - mmaction - INFO - Epoch [96][180/396] lr: 2.091e-01, eta: 1 day, 7:47:29, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4271, top5_acc: 0.6820, loss_cls: 2.4383, loss: 2.4383, grad_norm: 1.5038, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8317, loss/aux0: 1.8317 2020-10-19 10:42:47,909 - mmaction - INFO - Epoch [96][200/396] lr: 2.091e-01, eta: 1 day, 7:46:24, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6810, loss_cls: 2.4238, loss: 2.4238, grad_norm: 1.4689, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7713, loss/aux0: 1.7713 2020-10-19 10:42:48,857 - mmaction - INFO - Epoch [96][200/396] lr: 2.091e-01, eta: 1 day, 7:46:55, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6810, loss_cls: 2.4238, loss: 2.4238, grad_norm: 1.4662, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7583, loss/aux0: 1.7583 2020-10-19 10:43:25,530 - mmaction - INFO - Epoch [96][220/396] lr: 2.091e-01, eta: 1 day, 7:45:50, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4258, top5_acc: 0.6872, loss_cls: 2.4209, loss: 2.4209, grad_norm: 1.4903, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8140, loss/aux0: 1.8140 2020-10-19 10:43:26,494 - mmaction - INFO - Epoch [96][220/396] lr: 2.091e-01, eta: 1 day, 7:46:22, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4258, top5_acc: 0.6872, loss_cls: 2.4209, loss: 2.4209, grad_norm: 1.4882, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8267, loss/aux0: 1.8267 2020-10-19 10:44:03,057 - mmaction - INFO - Epoch [96][240/396] lr: 2.091e-01, eta: 1 day, 7:45:17, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4148, top5_acc: 0.6690, loss_cls: 2.4995, loss: 2.4995, grad_norm: 1.4886, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7878, loss/aux0: 1.7878 2020-10-19 10:44:04,056 - mmaction - INFO - Epoch [96][240/396] lr: 2.091e-01, eta: 1 day, 7:45:49, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4148, top5_acc: 0.6690, loss_cls: 2.4995, loss: 2.4995, grad_norm: 1.4772, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7885, loss/aux0: 1.7885 2020-10-19 10:44:40,583 - mmaction - INFO - Epoch [96][260/396] lr: 2.091e-01, eta: 1 day, 7:44:44, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6849, loss_cls: 2.4376, loss: 2.4376, grad_norm: 1.4948, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8219, loss/aux0: 1.8219 2020-10-19 10:44:41,530 - mmaction - INFO - Epoch [96][260/396] lr: 2.091e-01, eta: 1 day, 7:45:15, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6849, loss_cls: 2.4376, loss: 2.4376, grad_norm: 1.5072, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8343, loss/aux0: 1.8343 2020-10-19 10:45:18,014 - mmaction - INFO - Epoch [96][280/396] lr: 2.091e-01, eta: 1 day, 7:44:10, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6943, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.5136, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8220, loss/aux0: 1.8220 2020-10-19 10:45:18,995 - mmaction - INFO - Epoch [96][280/396] lr: 2.091e-01, eta: 1 day, 7:44:42, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6943, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.5212, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7998, loss/aux0: 1.7998 2020-10-19 10:45:55,405 - mmaction - INFO - Epoch [96][300/396] lr: 2.091e-01, eta: 1 day, 7:43:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6648, loss_cls: 2.5059, loss: 2.5059, grad_norm: 1.4894, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8183, loss/aux0: 1.8183 2020-10-19 10:45:56,351 - mmaction - INFO - Epoch [96][300/396] lr: 2.091e-01, eta: 1 day, 7:44:08, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6648, loss_cls: 2.5059, loss: 2.5059, grad_norm: 1.4842, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8204, loss/aux0: 1.8204 2020-10-19 10:46:32,915 - mmaction - INFO - Epoch [96][320/396] lr: 2.091e-01, eta: 1 day, 7:43:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4219, top5_acc: 0.6823, loss_cls: 2.4142, loss: 2.4142, grad_norm: 1.4740, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8589, loss/aux0: 1.8589 2020-10-19 10:46:33,861 - mmaction - INFO - Epoch [96][320/396] lr: 2.091e-01, eta: 1 day, 7:43:34, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4219, top5_acc: 0.6823, loss_cls: 2.4142, loss: 2.4142, grad_norm: 1.4804, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8676, loss/aux0: 1.8676 2020-10-19 10:47:10,434 - mmaction - INFO - Epoch [96][340/396] lr: 2.091e-01, eta: 1 day, 7:42:29, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6896, loss_cls: 2.4297, loss: 2.4297, grad_norm: 1.4921, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7971, loss/aux0: 1.7971 2020-10-19 10:47:11,392 - mmaction - INFO - Epoch [96][340/396] lr: 2.091e-01, eta: 1 day, 7:43:01, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6896, loss_cls: 2.4297, loss: 2.4297, grad_norm: 1.4861, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7987, loss/aux0: 1.7987 2020-10-19 10:47:48,080 - mmaction - INFO - Epoch [96][360/396] lr: 2.091e-01, eta: 1 day, 7:41:56, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6839, loss_cls: 2.4722, loss: 2.4722, grad_norm: 1.4832, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8741, loss/aux0: 1.8741 2020-10-19 10:47:49,025 - mmaction - INFO - Epoch [96][360/396] lr: 2.091e-01, eta: 1 day, 7:42:28, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6839, loss_cls: 2.4722, loss: 2.4722, grad_norm: 1.4899, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8749, loss/aux0: 1.8749 2020-10-19 10:48:25,505 - mmaction - INFO - Epoch [96][380/396] lr: 2.091e-01, eta: 1 day, 7:41:23, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6716, loss_cls: 2.4653, loss: 2.4653, grad_norm: 1.4772, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8346, loss/aux0: 1.8346 2020-10-19 10:48:26,467 - mmaction - INFO - Epoch [96][380/396] lr: 2.091e-01, eta: 1 day, 7:41:54, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6716, loss_cls: 2.4653, loss: 2.4653, grad_norm: 1.4725, top1_acc/aux0: 0.5562, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8261, loss/aux0: 1.8261 2020-10-19 10:48:58,063 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-19 10:50:39,377 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 10:50:39,498 - mmaction - INFO - top1_acc 0.5372 top5_acc 0.7937 2020-10-19 10:50:39,498 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 10:50:39,520 - mmaction - INFO - mean_acc 0.5381 2020-10-19 10:50:39,521 - mmaction - INFO - Now best checkpoint is epoch_96.pth 2020-10-19 10:50:39,526 - mmaction - INFO - Epoch(val) [96][396] top1_acc: 0.5372, top5_acc: 0.7937, mean_class_accuracy: 0.5381 2020-10-19 10:54:42,540 - mmaction - INFO - Epoch [97][20/396] lr: 2.074e-01, eta: 1 day, 7:39:32, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4260, top5_acc: 0.6935, loss_cls: 2.3985, loss: 2.3985, grad_norm: 1.4759, top1_acc/aux0: 0.5496, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8392, loss/aux0: 1.8392 2020-10-19 10:54:43,491 - mmaction - INFO - Epoch [97][20/396] lr: 2.074e-01, eta: 1 day, 7:40:03, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4260, top5_acc: 0.6935, loss_cls: 2.3985, loss: 2.3985, grad_norm: 1.4824, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8369, loss/aux0: 1.8369 2020-10-19 10:55:19,936 - mmaction - INFO - Epoch [97][40/396] lr: 2.074e-01, eta: 1 day, 7:38:58, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4362, top5_acc: 0.6995, loss_cls: 2.3457, loss: 2.3457, grad_norm: 1.4925, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7912, loss/aux0: 1.7912 2020-10-19 10:55:20,898 - mmaction - INFO - Epoch [97][40/396] lr: 2.074e-01, eta: 1 day, 7:39:29, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4362, top5_acc: 0.6995, loss_cls: 2.3457, loss: 2.3457, grad_norm: 1.4974, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.8033, loss/aux0: 1.8033 2020-10-19 10:55:57,453 - mmaction - INFO - Epoch [97][60/396] lr: 2.074e-01, eta: 1 day, 7:38:25, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6917, loss_cls: 2.4513, loss: 2.4513, grad_norm: 1.4841, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8618, loss/aux0: 1.8618 2020-10-19 10:55:58,437 - mmaction - INFO - Epoch [97][60/396] lr: 2.074e-01, eta: 1 day, 7:38:56, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6917, loss_cls: 2.4513, loss: 2.4513, grad_norm: 1.4874, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8440, loss/aux0: 1.8440 2020-10-19 10:56:35,005 - mmaction - INFO - Epoch [97][80/396] lr: 2.074e-01, eta: 1 day, 7:37:51, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4331, top5_acc: 0.6935, loss_cls: 2.4243, loss: 2.4243, grad_norm: 1.4656, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8041, loss/aux0: 1.8041 2020-10-19 10:56:35,959 - mmaction - INFO - Epoch [97][80/396] lr: 2.074e-01, eta: 1 day, 7:38:22, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4331, top5_acc: 0.6935, loss_cls: 2.4243, loss: 2.4243, grad_norm: 1.4635, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8113, loss/aux0: 1.8113 2020-10-19 10:57:12,510 - mmaction - INFO - Epoch [97][100/396] lr: 2.074e-01, eta: 1 day, 7:37:18, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4198, top5_acc: 0.6964, loss_cls: 2.3911, loss: 2.3911, grad_norm: 1.4743, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7979, loss/aux0: 1.7979 2020-10-19 10:57:13,482 - mmaction - INFO - Epoch [97][100/396] lr: 2.074e-01, eta: 1 day, 7:37:49, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4198, top5_acc: 0.6964, loss_cls: 2.3911, loss: 2.3911, grad_norm: 1.4766, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7910, loss/aux0: 1.7910 2020-10-19 10:57:49,972 - mmaction - INFO - Epoch [97][120/396] lr: 2.074e-01, eta: 1 day, 7:36:44, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6826, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.5138, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7836, loss/aux0: 1.7836 2020-10-19 10:57:50,930 - mmaction - INFO - Epoch [97][120/396] lr: 2.074e-01, eta: 1 day, 7:37:15, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6826, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.5014, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7852, loss/aux0: 1.7852 2020-10-19 10:58:27,483 - mmaction - INFO - Epoch [97][140/396] lr: 2.074e-01, eta: 1 day, 7:36:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6935, loss_cls: 2.4059, loss: 2.4059, grad_norm: 1.5065, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7903, loss/aux0: 1.7903 2020-10-19 10:58:28,448 - mmaction - INFO - Epoch [97][140/396] lr: 2.074e-01, eta: 1 day, 7:36:42, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6935, loss_cls: 2.4059, loss: 2.4059, grad_norm: 1.5059, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7962, loss/aux0: 1.7962 2020-10-19 10:59:04,974 - mmaction - INFO - Epoch [97][160/396] lr: 2.074e-01, eta: 1 day, 7:35:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4234, top5_acc: 0.6893, loss_cls: 2.4232, loss: 2.4232, grad_norm: 1.5041, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8129, loss/aux0: 1.8129 2020-10-19 10:59:05,913 - mmaction - INFO - Epoch [97][160/396] lr: 2.074e-01, eta: 1 day, 7:36:08, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4234, top5_acc: 0.6893, loss_cls: 2.4232, loss: 2.4232, grad_norm: 1.5114, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8138, loss/aux0: 1.8138 2020-10-19 10:59:42,438 - mmaction - INFO - Epoch [97][180/396] lr: 2.074e-01, eta: 1 day, 7:35:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6969, loss_cls: 2.4008, loss: 2.4008, grad_norm: 1.5168, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8226, loss/aux0: 1.8226 2020-10-19 10:59:43,419 - mmaction - INFO - Epoch [97][180/396] lr: 2.074e-01, eta: 1 day, 7:35:34, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6969, loss_cls: 2.4008, loss: 2.4008, grad_norm: 1.5157, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8222, loss/aux0: 1.8222 2020-10-19 11:00:19,871 - mmaction - INFO - Epoch [97][200/396] lr: 2.074e-01, eta: 1 day, 7:34:30, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4187, top5_acc: 0.6805, loss_cls: 2.4206, loss: 2.4206, grad_norm: 1.4784, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8155, loss/aux0: 1.8155 2020-10-19 11:00:20,836 - mmaction - INFO - Epoch [97][200/396] lr: 2.074e-01, eta: 1 day, 7:35:01, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.4187, top5_acc: 0.6805, loss_cls: 2.4206, loss: 2.4206, grad_norm: 1.4736, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8030, loss/aux0: 1.8030 2020-10-19 11:00:57,430 - mmaction - INFO - Epoch [97][220/396] lr: 2.074e-01, eta: 1 day, 7:33:56, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4167, top5_acc: 0.6857, loss_cls: 2.4656, loss: 2.4656, grad_norm: 1.5309, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8160, loss/aux0: 1.8160 2020-10-19 11:00:58,359 - mmaction - INFO - Epoch [97][220/396] lr: 2.074e-01, eta: 1 day, 7:34:27, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4167, top5_acc: 0.6857, loss_cls: 2.4656, loss: 2.4656, grad_norm: 1.5355, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8341, loss/aux0: 1.8341 2020-10-19 11:01:34,873 - mmaction - INFO - Epoch [97][240/396] lr: 2.074e-01, eta: 1 day, 7:33:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6695, loss_cls: 2.4813, loss: 2.4813, grad_norm: 1.4914, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8171, loss/aux0: 1.8171 2020-10-19 11:01:35,819 - mmaction - INFO - Epoch [97][240/396] lr: 2.074e-01, eta: 1 day, 7:33:53, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6695, loss_cls: 2.4813, loss: 2.4813, grad_norm: 1.4872, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.8046, loss/aux0: 1.8046 2020-10-19 11:02:12,252 - mmaction - INFO - Epoch [97][260/396] lr: 2.074e-01, eta: 1 day, 7:32:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4333, top5_acc: 0.6935, loss_cls: 2.4136, loss: 2.4136, grad_norm: 1.4846, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.8254, loss/aux0: 1.8254 2020-10-19 11:02:13,205 - mmaction - INFO - Epoch [97][260/396] lr: 2.074e-01, eta: 1 day, 7:33:20, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4333, top5_acc: 0.6935, loss_cls: 2.4136, loss: 2.4136, grad_norm: 1.4888, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8321, loss/aux0: 1.8321 2020-10-19 11:02:49,780 - mmaction - INFO - Epoch [97][280/396] lr: 2.074e-01, eta: 1 day, 7:32:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4224, top5_acc: 0.6849, loss_cls: 2.4241, loss: 2.4241, grad_norm: 1.5200, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7849, loss/aux0: 1.7849 2020-10-19 11:02:50,750 - mmaction - INFO - Epoch [97][280/396] lr: 2.074e-01, eta: 1 day, 7:32:46, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4224, top5_acc: 0.6849, loss_cls: 2.4241, loss: 2.4241, grad_norm: 1.5213, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7875, loss/aux0: 1.7875 2020-10-19 11:03:27,217 - mmaction - INFO - Epoch [97][300/396] lr: 2.074e-01, eta: 1 day, 7:31:42, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4107, top5_acc: 0.6799, loss_cls: 2.4707, loss: 2.4707, grad_norm: 1.4874, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7833, loss/aux0: 1.7833 2020-10-19 11:03:28,183 - mmaction - INFO - Epoch [97][300/396] lr: 2.074e-01, eta: 1 day, 7:32:13, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4107, top5_acc: 0.6799, loss_cls: 2.4707, loss: 2.4707, grad_norm: 1.4734, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7749, loss/aux0: 1.7749 2020-10-19 11:04:04,573 - mmaction - INFO - Epoch [97][320/396] lr: 2.074e-01, eta: 1 day, 7:31:08, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4219, top5_acc: 0.6732, loss_cls: 2.4436, loss: 2.4436, grad_norm: 1.4608, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7791, loss/aux0: 1.7791 2020-10-19 11:04:05,578 - mmaction - INFO - Epoch [97][320/396] lr: 2.074e-01, eta: 1 day, 7:31:39, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4219, top5_acc: 0.6732, loss_cls: 2.4436, loss: 2.4436, grad_norm: 1.4746, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7982, loss/aux0: 1.7982 2020-10-19 11:04:42,077 - mmaction - INFO - Epoch [97][340/396] lr: 2.074e-01, eta: 1 day, 7:30:34, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6880, loss_cls: 2.4220, loss: 2.4220, grad_norm: 1.4660, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.7962, loss/aux0: 1.7962 2020-10-19 11:04:43,017 - mmaction - INFO - Epoch [97][340/396] lr: 2.074e-01, eta: 1 day, 7:31:05, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6880, loss_cls: 2.4220, loss: 2.4220, grad_norm: 1.4741, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.7796, loss/aux0: 1.7796 2020-10-19 11:05:19,574 - mmaction - INFO - Epoch [97][360/396] lr: 2.074e-01, eta: 1 day, 7:30:01, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4143, top5_acc: 0.6771, loss_cls: 2.4398, loss: 2.4398, grad_norm: 1.4881, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7479, loss/aux0: 1.7479 2020-10-19 11:05:20,564 - mmaction - INFO - Epoch [97][360/396] lr: 2.074e-01, eta: 1 day, 7:30:31, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4143, top5_acc: 0.6771, loss_cls: 2.4398, loss: 2.4398, grad_norm: 1.4966, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7428, loss/aux0: 1.7428 2020-10-19 11:05:57,160 - mmaction - INFO - Epoch [97][380/396] lr: 2.074e-01, eta: 1 day, 7:29:27, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6763, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.4784, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8036, loss/aux0: 1.8036 2020-10-19 11:05:58,111 - mmaction - INFO - Epoch [97][380/396] lr: 2.074e-01, eta: 1 day, 7:29:58, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4065, top5_acc: 0.6763, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.4671, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8061, loss/aux0: 1.8061 2020-10-19 11:10:50,049 - mmaction - INFO - Epoch [98][20/396] lr: 2.057e-01, eta: 1 day, 7:27:37, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4195, top5_acc: 0.6846, loss_cls: 2.4098, loss: 2.4098, grad_norm: 1.5181, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8046, loss_cls/aux0: 1.7863, loss/aux0: 1.7863 2020-10-19 11:10:51,011 - mmaction - INFO - Epoch [98][20/396] lr: 2.057e-01, eta: 1 day, 7:28:08, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4195, top5_acc: 0.6846, loss_cls: 2.4098, loss: 2.4098, grad_norm: 1.5068, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7704, loss/aux0: 1.7704 2020-10-19 11:11:27,515 - mmaction - INFO - Epoch [98][40/396] lr: 2.057e-01, eta: 1 day, 7:27:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6760, loss_cls: 2.4550, loss: 2.4550, grad_norm: 1.5070, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7307, loss/aux0: 1.7307 2020-10-19 11:11:28,478 - mmaction - INFO - Epoch [98][40/396] lr: 2.057e-01, eta: 1 day, 7:27:34, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6760, loss_cls: 2.4550, loss: 2.4550, grad_norm: 1.5082, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7538, loss/aux0: 1.7538 2020-10-19 11:12:04,889 - mmaction - INFO - Epoch [98][60/396] lr: 2.057e-01, eta: 1 day, 7:26:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4297, top5_acc: 0.6844, loss_cls: 2.4282, loss: 2.4282, grad_norm: 1.5354, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8409, loss/aux0: 1.8409 2020-10-19 11:12:05,812 - mmaction - INFO - Epoch [98][60/396] lr: 2.057e-01, eta: 1 day, 7:27:01, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4297, top5_acc: 0.6844, loss_cls: 2.4282, loss: 2.4282, grad_norm: 1.5304, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8408, loss/aux0: 1.8408 2020-10-19 11:12:42,350 - mmaction - INFO - Epoch [98][80/396] lr: 2.057e-01, eta: 1 day, 7:25:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4193, top5_acc: 0.6867, loss_cls: 2.4369, loss: 2.4369, grad_norm: 1.4988, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8323, loss/aux0: 1.8323 2020-10-19 11:12:43,314 - mmaction - INFO - Epoch [98][80/396] lr: 2.057e-01, eta: 1 day, 7:26:27, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4193, top5_acc: 0.6867, loss_cls: 2.4369, loss: 2.4369, grad_norm: 1.4949, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.8241, loss/aux0: 1.8241 2020-10-19 11:13:19,815 - mmaction - INFO - Epoch [98][100/396] lr: 2.057e-01, eta: 1 day, 7:25:23, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6727, loss_cls: 2.4930, loss: 2.4930, grad_norm: 1.5120, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7845, loss/aux0: 1.7845 2020-10-19 11:13:20,750 - mmaction - INFO - Epoch [98][100/396] lr: 2.057e-01, eta: 1 day, 7:25:53, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6727, loss_cls: 2.4930, loss: 2.4930, grad_norm: 1.5229, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8044, loss/aux0: 1.8044 2020-10-19 11:13:57,234 - mmaction - INFO - Epoch [98][120/396] lr: 2.057e-01, eta: 1 day, 7:24:49, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4102, top5_acc: 0.6846, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4781, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7738, loss/aux0: 1.7738 2020-10-19 11:13:58,200 - mmaction - INFO - Epoch [98][120/396] lr: 2.057e-01, eta: 1 day, 7:25:20, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4102, top5_acc: 0.6846, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4791, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7516, loss/aux0: 1.7516 2020-10-19 11:14:34,636 - mmaction - INFO - Epoch [98][140/396] lr: 2.057e-01, eta: 1 day, 7:24:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6833, loss_cls: 2.4446, loss: 2.4446, grad_norm: 1.4855, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8192, loss/aux0: 1.8192 2020-10-19 11:14:35,594 - mmaction - INFO - Epoch [98][140/396] lr: 2.057e-01, eta: 1 day, 7:24:46, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6833, loss_cls: 2.4446, loss: 2.4446, grad_norm: 1.4831, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8235, loss/aux0: 1.8235 2020-10-19 11:15:12,078 - mmaction - INFO - Epoch [98][160/396] lr: 2.057e-01, eta: 1 day, 7:23:42, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4276, top5_acc: 0.6893, loss_cls: 2.4008, loss: 2.4008, grad_norm: 1.5000, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8032, loss/aux0: 1.8032 2020-10-19 11:15:13,111 - mmaction - INFO - Epoch [98][160/396] lr: 2.057e-01, eta: 1 day, 7:24:13, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4276, top5_acc: 0.6893, loss_cls: 2.4008, loss: 2.4008, grad_norm: 1.5043, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8052, loss/aux0: 1.8052 2020-10-19 11:15:49,577 - mmaction - INFO - Epoch [98][180/396] lr: 2.057e-01, eta: 1 day, 7:23:09, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6953, loss_cls: 2.4040, loss: 2.4040, grad_norm: 1.4771, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8521, loss/aux0: 1.8521 2020-10-19 11:15:50,534 - mmaction - INFO - Epoch [98][180/396] lr: 2.057e-01, eta: 1 day, 7:23:39, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6953, loss_cls: 2.4040, loss: 2.4040, grad_norm: 1.4802, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8510, loss/aux0: 1.8510 2020-10-19 11:16:27,060 - mmaction - INFO - Epoch [98][200/396] lr: 2.057e-01, eta: 1 day, 7:22:35, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4336, top5_acc: 0.6977, loss_cls: 2.3756, loss: 2.3756, grad_norm: 1.4983, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7698, loss/aux0: 1.7698 2020-10-19 11:16:27,998 - mmaction - INFO - Epoch [98][200/396] lr: 2.057e-01, eta: 1 day, 7:23:06, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4336, top5_acc: 0.6977, loss_cls: 2.3756, loss: 2.3756, grad_norm: 1.4969, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7533, loss/aux0: 1.7533 2020-10-19 11:17:04,470 - mmaction - INFO - Epoch [98][220/396] lr: 2.057e-01, eta: 1 day, 7:22:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4099, top5_acc: 0.6820, loss_cls: 2.4600, loss: 2.4600, grad_norm: 1.5096, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7628, loss/aux0: 1.7628 2020-10-19 11:17:05,408 - mmaction - INFO - Epoch [98][220/396] lr: 2.057e-01, eta: 1 day, 7:22:32, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4099, top5_acc: 0.6820, loss_cls: 2.4600, loss: 2.4600, grad_norm: 1.4968, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7757, loss/aux0: 1.7757 2020-10-19 11:17:41,919 - mmaction - INFO - Epoch [98][240/396] lr: 2.057e-01, eta: 1 day, 7:21:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6628, loss_cls: 2.5230, loss: 2.5230, grad_norm: 1.4529, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8400, loss/aux0: 1.8400 2020-10-19 11:17:42,869 - mmaction - INFO - Epoch [98][240/396] lr: 2.057e-01, eta: 1 day, 7:21:58, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6628, loss_cls: 2.5230, loss: 2.5230, grad_norm: 1.4598, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8558, loss/aux0: 1.8558 2020-10-19 11:18:19,414 - mmaction - INFO - Epoch [98][260/396] lr: 2.057e-01, eta: 1 day, 7:20:54, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6815, loss_cls: 2.4429, loss: 2.4429, grad_norm: 1.5214, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7843, loss/aux0: 1.7843 2020-10-19 11:18:20,353 - mmaction - INFO - Epoch [98][260/396] lr: 2.057e-01, eta: 1 day, 7:21:25, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4096, top5_acc: 0.6815, loss_cls: 2.4429, loss: 2.4429, grad_norm: 1.5110, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7654, loss/aux0: 1.7654 2020-10-19 11:18:56,917 - mmaction - INFO - Epoch [98][280/396] lr: 2.057e-01, eta: 1 day, 7:20:21, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6862, loss_cls: 2.4433, loss: 2.4433, grad_norm: 1.5095, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.8838, loss/aux0: 1.8838 2020-10-19 11:18:57,843 - mmaction - INFO - Epoch [98][280/396] lr: 2.057e-01, eta: 1 day, 7:20:51, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6862, loss_cls: 2.4433, loss: 2.4433, grad_norm: 1.4982, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.8825, loss/aux0: 1.8825 2020-10-19 11:19:34,254 - mmaction - INFO - Epoch [98][300/396] lr: 2.057e-01, eta: 1 day, 7:19:47, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6779, loss_cls: 2.4509, loss: 2.4509, grad_norm: 1.4940, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7782, loss/aux0: 1.7782 2020-10-19 11:19:35,229 - mmaction - INFO - Epoch [98][300/396] lr: 2.057e-01, eta: 1 day, 7:20:17, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6779, loss_cls: 2.4509, loss: 2.4509, grad_norm: 1.4885, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7812, loss/aux0: 1.7812 2020-10-19 11:20:11,785 - mmaction - INFO - Epoch [98][320/396] lr: 2.057e-01, eta: 1 day, 7:19:13, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4365, top5_acc: 0.6878, loss_cls: 2.4233, loss: 2.4233, grad_norm: 1.4972, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8284, loss/aux0: 1.8284 2020-10-19 11:20:12,748 - mmaction - INFO - Epoch [98][320/396] lr: 2.057e-01, eta: 1 day, 7:19:44, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4365, top5_acc: 0.6878, loss_cls: 2.4233, loss: 2.4233, grad_norm: 1.5006, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8289, loss/aux0: 1.8289 2020-10-19 11:20:49,246 - mmaction - INFO - Epoch [98][340/396] lr: 2.057e-01, eta: 1 day, 7:18:40, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4234, top5_acc: 0.6812, loss_cls: 2.4569, loss: 2.4569, grad_norm: 1.4842, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8117, loss/aux0: 1.8117 2020-10-19 11:20:50,192 - mmaction - INFO - Epoch [98][340/396] lr: 2.057e-01, eta: 1 day, 7:19:10, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4234, top5_acc: 0.6812, loss_cls: 2.4569, loss: 2.4569, grad_norm: 1.4872, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8224, loss/aux0: 1.8224 2020-10-19 11:21:26,646 - mmaction - INFO - Epoch [98][360/396] lr: 2.057e-01, eta: 1 day, 7:18:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4221, top5_acc: 0.6836, loss_cls: 2.4214, loss: 2.4214, grad_norm: 1.4795, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8091, loss/aux0: 1.8091 2020-10-19 11:21:27,598 - mmaction - INFO - Epoch [98][360/396] lr: 2.057e-01, eta: 1 day, 7:18:36, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4221, top5_acc: 0.6836, loss_cls: 2.4214, loss: 2.4214, grad_norm: 1.4770, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8043, loss/aux0: 1.8043 2020-10-19 11:22:04,143 - mmaction - INFO - Epoch [98][380/396] lr: 2.057e-01, eta: 1 day, 7:17:32, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4190, top5_acc: 0.6807, loss_cls: 2.4440, loss: 2.4440, grad_norm: 1.5548, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8267, loss/aux0: 1.8267 2020-10-19 11:22:05,089 - mmaction - INFO - Epoch [98][380/396] lr: 2.057e-01, eta: 1 day, 7:18:03, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4190, top5_acc: 0.6807, loss_cls: 2.4440, loss: 2.4440, grad_norm: 1.5459, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8219, loss/aux0: 1.8219 2020-10-19 11:27:40,086 - mmaction - INFO - Epoch [99][20/396] lr: 2.040e-01, eta: 1 day, 7:15:43, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4279, top5_acc: 0.7031, loss_cls: 2.3725, loss: 2.3725, grad_norm: 1.4805, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7378, loss/aux0: 1.7378 2020-10-19 11:27:41,092 - mmaction - INFO - Epoch [99][20/396] lr: 2.040e-01, eta: 1 day, 7:16:13, time: 0.934, data_time: 0.005, memory: 8462, top1_acc: 0.4279, top5_acc: 0.7031, loss_cls: 2.3725, loss: 2.3725, grad_norm: 1.4786, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7424, loss/aux0: 1.7424 2020-10-19 11:28:17,599 - mmaction - INFO - Epoch [99][40/396] lr: 2.040e-01, eta: 1 day, 7:15:09, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6771, loss_cls: 2.4578, loss: 2.4578, grad_norm: 1.5300, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.7867, loss/aux0: 1.7867 2020-10-19 11:28:18,555 - mmaction - INFO - Epoch [99][40/396] lr: 2.040e-01, eta: 1 day, 7:15:39, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6771, loss_cls: 2.4578, loss: 2.4578, grad_norm: 1.5302, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7828, loss/aux0: 1.7828 2020-10-19 11:28:54,912 - mmaction - INFO - Epoch [99][60/396] lr: 2.040e-01, eta: 1 day, 7:14:36, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4411, top5_acc: 0.6969, loss_cls: 2.3543, loss: 2.3543, grad_norm: 1.5006, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7803, loss/aux0: 1.7803 2020-10-19 11:28:55,847 - mmaction - INFO - Epoch [99][60/396] lr: 2.040e-01, eta: 1 day, 7:15:05, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4411, top5_acc: 0.6969, loss_cls: 2.3543, loss: 2.3543, grad_norm: 1.5011, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.7839, loss/aux0: 1.7839 2020-10-19 11:29:32,231 - mmaction - INFO - Epoch [99][80/396] lr: 2.040e-01, eta: 1 day, 7:14:02, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4318, top5_acc: 0.6935, loss_cls: 2.3838, loss: 2.3838, grad_norm: 1.5081, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8448, loss/aux0: 1.8448 2020-10-19 11:29:33,196 - mmaction - INFO - Epoch [99][80/396] lr: 2.040e-01, eta: 1 day, 7:14:31, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4318, top5_acc: 0.6935, loss_cls: 2.3838, loss: 2.3838, grad_norm: 1.5095, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8440, loss/aux0: 1.8440 2020-10-19 11:30:09,701 - mmaction - INFO - Epoch [99][100/396] lr: 2.040e-01, eta: 1 day, 7:13:28, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6893, loss_cls: 2.4465, loss: 2.4465, grad_norm: 1.4940, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8156, loss/aux0: 1.8156 2020-10-19 11:30:10,669 - mmaction - INFO - Epoch [99][100/396] lr: 2.040e-01, eta: 1 day, 7:13:58, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6893, loss_cls: 2.4465, loss: 2.4465, grad_norm: 1.5040, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8260, loss/aux0: 1.8260 2020-10-19 11:30:47,396 - mmaction - INFO - Epoch [99][120/396] lr: 2.040e-01, eta: 1 day, 7:12:54, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.4112, top5_acc: 0.6773, loss_cls: 2.4704, loss: 2.4704, grad_norm: 1.4637, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8551, loss/aux0: 1.8551 2020-10-19 11:30:48,352 - mmaction - INFO - Epoch [99][120/396] lr: 2.040e-01, eta: 1 day, 7:13:25, time: 0.946, data_time: 0.002, memory: 8462, top1_acc: 0.4112, top5_acc: 0.6773, loss_cls: 2.4704, loss: 2.4704, grad_norm: 1.4698, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8399, loss/aux0: 1.8399 2020-10-19 11:31:24,725 - mmaction - INFO - Epoch [99][140/396] lr: 2.040e-01, eta: 1 day, 7:12:21, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4326, top5_acc: 0.6760, loss_cls: 2.4202, loss: 2.4202, grad_norm: 1.5102, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7259, loss/aux0: 1.7259 2020-10-19 11:31:25,700 - mmaction - INFO - Epoch [99][140/396] lr: 2.040e-01, eta: 1 day, 7:12:51, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4326, top5_acc: 0.6760, loss_cls: 2.4202, loss: 2.4202, grad_norm: 1.5070, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7279, loss/aux0: 1.7279 2020-10-19 11:32:02,122 - mmaction - INFO - Epoch [99][160/396] lr: 2.040e-01, eta: 1 day, 7:11:47, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4266, top5_acc: 0.6862, loss_cls: 2.4346, loss: 2.4346, grad_norm: 1.4989, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8031, loss/aux0: 1.8031 2020-10-19 11:32:03,126 - mmaction - INFO - Epoch [99][160/396] lr: 2.040e-01, eta: 1 day, 7:12:17, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4266, top5_acc: 0.6862, loss_cls: 2.4346, loss: 2.4346, grad_norm: 1.5001, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8113, loss/aux0: 1.8113 2020-10-19 11:32:39,562 - mmaction - INFO - Epoch [99][180/396] lr: 2.040e-01, eta: 1 day, 7:11:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4336, top5_acc: 0.6984, loss_cls: 2.4017, loss: 2.4017, grad_norm: 1.4907, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8295, loss/aux0: 1.8295 2020-10-19 11:32:40,539 - mmaction - INFO - Epoch [99][180/396] lr: 2.040e-01, eta: 1 day, 7:11:43, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4336, top5_acc: 0.6984, loss_cls: 2.4017, loss: 2.4017, grad_norm: 1.4934, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8270, loss/aux0: 1.8270 2020-10-19 11:33:16,883 - mmaction - INFO - Epoch [99][200/396] lr: 2.040e-01, eta: 1 day, 7:10:40, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4203, top5_acc: 0.6857, loss_cls: 2.4196, loss: 2.4196, grad_norm: 1.4963, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8090, loss/aux0: 1.8090 2020-10-19 11:33:17,842 - mmaction - INFO - Epoch [99][200/396] lr: 2.040e-01, eta: 1 day, 7:11:09, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4203, top5_acc: 0.6857, loss_cls: 2.4196, loss: 2.4196, grad_norm: 1.5041, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8047, loss/aux0: 1.8047 2020-10-19 11:33:54,061 - mmaction - INFO - Epoch [99][220/396] lr: 2.040e-01, eta: 1 day, 7:10:06, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4357, top5_acc: 0.7044, loss_cls: 2.3249, loss: 2.3249, grad_norm: 1.4808, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8091, loss/aux0: 1.8091 2020-10-19 11:33:55,001 - mmaction - INFO - Epoch [99][220/396] lr: 2.040e-01, eta: 1 day, 7:10:35, time: 0.929, data_time: 0.002, memory: 8462, top1_acc: 0.4357, top5_acc: 0.7044, loss_cls: 2.3249, loss: 2.3249, grad_norm: 1.4764, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8115, loss/aux0: 1.8115 2020-10-19 11:34:31,545 - mmaction - INFO - Epoch [99][240/396] lr: 2.040e-01, eta: 1 day, 7:09:32, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4229, top5_acc: 0.6828, loss_cls: 2.4110, loss: 2.4110, grad_norm: 1.5087, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7915, loss/aux0: 1.7915 2020-10-19 11:34:32,493 - mmaction - INFO - Epoch [99][240/396] lr: 2.040e-01, eta: 1 day, 7:10:02, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4229, top5_acc: 0.6828, loss_cls: 2.4110, loss: 2.4110, grad_norm: 1.5160, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7946, loss/aux0: 1.7946 2020-10-19 11:35:09,006 - mmaction - INFO - Epoch [99][260/396] lr: 2.040e-01, eta: 1 day, 7:08:58, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4185, top5_acc: 0.6820, loss_cls: 2.4467, loss: 2.4467, grad_norm: 1.5031, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8030, loss/aux0: 1.8030 2020-10-19 11:35:09,993 - mmaction - INFO - Epoch [99][260/396] lr: 2.040e-01, eta: 1 day, 7:09:28, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4185, top5_acc: 0.6820, loss_cls: 2.4467, loss: 2.4467, grad_norm: 1.5078, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8096, loss/aux0: 1.8096 2020-10-19 11:35:46,299 - mmaction - INFO - Epoch [99][280/396] lr: 2.040e-01, eta: 1 day, 7:08:24, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6940, loss_cls: 2.4085, loss: 2.4085, grad_norm: 1.5018, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8350, loss/aux0: 1.8350 2020-10-19 11:35:47,256 - mmaction - INFO - Epoch [99][280/396] lr: 2.040e-01, eta: 1 day, 7:08:54, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6940, loss_cls: 2.4085, loss: 2.4085, grad_norm: 1.5056, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8326, loss/aux0: 1.8326 2020-10-19 11:36:23,769 - mmaction - INFO - Epoch [99][300/396] lr: 2.040e-01, eta: 1 day, 7:07:50, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6875, loss_cls: 2.4547, loss: 2.4547, grad_norm: 1.4837, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8143, loss/aux0: 1.8143 2020-10-19 11:36:24,700 - mmaction - INFO - Epoch [99][300/396] lr: 2.040e-01, eta: 1 day, 7:08:20, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6875, loss_cls: 2.4547, loss: 2.4547, grad_norm: 1.4849, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8029, loss/aux0: 1.8029 2020-10-19 11:37:01,290 - mmaction - INFO - Epoch [99][320/396] lr: 2.040e-01, eta: 1 day, 7:07:17, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4154, top5_acc: 0.6841, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.5152, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7854, loss/aux0: 1.7854 2020-10-19 11:37:02,299 - mmaction - INFO - Epoch [99][320/396] lr: 2.040e-01, eta: 1 day, 7:07:47, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4154, top5_acc: 0.6841, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.5165, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7965, loss/aux0: 1.7965 2020-10-19 11:37:38,835 - mmaction - INFO - Epoch [99][340/396] lr: 2.040e-01, eta: 1 day, 7:06:43, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6865, loss_cls: 2.4363, loss: 2.4363, grad_norm: 1.4911, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7784, loss/aux0: 1.7784 2020-10-19 11:37:39,780 - mmaction - INFO - Epoch [99][340/396] lr: 2.040e-01, eta: 1 day, 7:07:13, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6865, loss_cls: 2.4363, loss: 2.4363, grad_norm: 1.4800, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7683, loss/aux0: 1.7683 2020-10-19 11:38:16,270 - mmaction - INFO - Epoch [99][360/396] lr: 2.040e-01, eta: 1 day, 7:06:10, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6818, loss_cls: 2.4333, loss: 2.4333, grad_norm: 1.5091, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7737, loss/aux0: 1.7737 2020-10-19 11:38:17,226 - mmaction - INFO - Epoch [99][360/396] lr: 2.040e-01, eta: 1 day, 7:06:39, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6818, loss_cls: 2.4333, loss: 2.4333, grad_norm: 1.5080, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7771, loss/aux0: 1.7771 2020-10-19 11:38:53,761 - mmaction - INFO - Epoch [99][380/396] lr: 2.040e-01, eta: 1 day, 7:05:36, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6831, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.5179, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7709, loss/aux0: 1.7709 2020-10-19 11:38:54,713 - mmaction - INFO - Epoch [99][380/396] lr: 2.040e-01, eta: 1 day, 7:06:06, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6831, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.5232, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7692, loss/aux0: 1.7692 2020-10-19 11:44:31,387 - mmaction - INFO - Epoch [100][20/396] lr: 2.023e-01, eta: 1 day, 7:03:48, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4398, top5_acc: 0.6969, loss_cls: 2.3554, loss: 2.3554, grad_norm: 1.4863, top1_acc/aux0: 0.5441, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8128, loss/aux0: 1.8128 2020-10-19 11:44:32,401 - mmaction - INFO - Epoch [100][20/396] lr: 2.023e-01, eta: 1 day, 7:04:17, time: 0.932, data_time: 0.005, memory: 8462, top1_acc: 0.4398, top5_acc: 0.6969, loss_cls: 2.3554, loss: 2.3554, grad_norm: 1.4956, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8066, loss/aux0: 1.8066 2020-10-19 11:45:08,678 - mmaction - INFO - Epoch [100][40/396] lr: 2.023e-01, eta: 1 day, 7:03:14, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6883, loss_cls: 2.4329, loss: 2.4329, grad_norm: 1.5311, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8235, loss/aux0: 1.8235 2020-10-19 11:45:09,638 - mmaction - INFO - Epoch [100][40/396] lr: 2.023e-01, eta: 1 day, 7:03:43, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4128, top5_acc: 0.6883, loss_cls: 2.4329, loss: 2.4329, grad_norm: 1.5324, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8249, loss/aux0: 1.8249 2020-10-19 11:45:46,068 - mmaction - INFO - Epoch [100][60/396] lr: 2.023e-01, eta: 1 day, 7:02:40, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6742, loss_cls: 2.4837, loss: 2.4837, grad_norm: 1.5060, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7973, loss/aux0: 1.7973 2020-10-19 11:45:47,023 - mmaction - INFO - Epoch [100][60/396] lr: 2.023e-01, eta: 1 day, 7:03:10, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6742, loss_cls: 2.4837, loss: 2.4837, grad_norm: 1.4954, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.7995, loss/aux0: 1.7995 2020-10-19 11:46:23,574 - mmaction - INFO - Epoch [100][80/396] lr: 2.023e-01, eta: 1 day, 7:02:06, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4122, top5_acc: 0.6914, loss_cls: 2.4191, loss: 2.4191, grad_norm: 1.5047, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7515, loss/aux0: 1.7515 2020-10-19 11:46:24,519 - mmaction - INFO - Epoch [100][80/396] lr: 2.023e-01, eta: 1 day, 7:02:36, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4122, top5_acc: 0.6914, loss_cls: 2.4191, loss: 2.4191, grad_norm: 1.5035, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7366, loss/aux0: 1.7366 2020-10-19 11:47:01,200 - mmaction - INFO - Epoch [100][100/396] lr: 2.023e-01, eta: 1 day, 7:01:33, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6919, loss_cls: 2.4024, loss: 2.4024, grad_norm: 1.5045, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7733, loss/aux0: 1.7733 2020-10-19 11:47:02,156 - mmaction - INFO - Epoch [100][100/396] lr: 2.023e-01, eta: 1 day, 7:02:03, time: 0.948, data_time: 0.003, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6919, loss_cls: 2.4024, loss: 2.4024, grad_norm: 1.4974, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7934, loss/aux0: 1.7934 2020-10-19 11:47:38,648 - mmaction - INFO - Epoch [100][120/396] lr: 2.023e-01, eta: 1 day, 7:01:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6839, loss_cls: 2.4400, loss: 2.4400, grad_norm: 1.5403, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7210, loss/aux0: 1.7210 2020-10-19 11:47:39,594 - mmaction - INFO - Epoch [100][120/396] lr: 2.023e-01, eta: 1 day, 7:01:29, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6839, loss_cls: 2.4400, loss: 2.4400, grad_norm: 1.5423, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7150, loss/aux0: 1.7150 2020-10-19 11:48:16,043 - mmaction - INFO - Epoch [100][140/396] lr: 2.023e-01, eta: 1 day, 7:00:26, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4268, top5_acc: 0.6865, loss_cls: 2.4447, loss: 2.4447, grad_norm: 1.5070, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7591, loss/aux0: 1.7591 2020-10-19 11:48:16,998 - mmaction - INFO - Epoch [100][140/396] lr: 2.023e-01, eta: 1 day, 7:00:55, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4268, top5_acc: 0.6865, loss_cls: 2.4447, loss: 2.4447, grad_norm: 1.5111, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7625, loss/aux0: 1.7625 2020-10-19 11:48:53,472 - mmaction - INFO - Epoch [100][160/396] lr: 2.023e-01, eta: 1 day, 6:59:52, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4198, top5_acc: 0.6747, loss_cls: 2.4568, loss: 2.4568, grad_norm: 1.4984, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8179, loss/aux0: 1.8179 2020-10-19 11:48:54,405 - mmaction - INFO - Epoch [100][160/396] lr: 2.023e-01, eta: 1 day, 7:00:21, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4198, top5_acc: 0.6747, loss_cls: 2.4568, loss: 2.4568, grad_norm: 1.4995, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8132, loss/aux0: 1.8132 2020-10-19 11:49:31,032 - mmaction - INFO - Epoch [100][180/396] lr: 2.023e-01, eta: 1 day, 6:59:18, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6844, loss_cls: 2.4628, loss: 2.4628, grad_norm: 1.5008, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.8247, loss/aux0: 1.8247 2020-10-19 11:49:31,979 - mmaction - INFO - Epoch [100][180/396] lr: 2.023e-01, eta: 1 day, 6:59:48, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6844, loss_cls: 2.4628, loss: 2.4628, grad_norm: 1.4918, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.8162, loss/aux0: 1.8162 2020-10-19 11:50:08,621 - mmaction - INFO - Epoch [100][200/396] lr: 2.023e-01, eta: 1 day, 6:58:45, time: 0.946, data_time: 0.000, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6867, loss_cls: 2.4269, loss: 2.4269, grad_norm: 1.5105, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7425, loss/aux0: 1.7425 2020-10-19 11:50:09,560 - mmaction - INFO - Epoch [100][200/396] lr: 2.023e-01, eta: 1 day, 6:59:15, time: 0.946, data_time: 0.001, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6867, loss_cls: 2.4269, loss: 2.4269, grad_norm: 1.5178, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7674, loss/aux0: 1.7674 2020-10-19 11:50:46,152 - mmaction - INFO - Epoch [100][220/396] lr: 2.023e-01, eta: 1 day, 6:58:12, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6917, loss_cls: 2.4110, loss: 2.4110, grad_norm: 1.5260, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7568, loss/aux0: 1.7568 2020-10-19 11:50:47,096 - mmaction - INFO - Epoch [100][220/396] lr: 2.023e-01, eta: 1 day, 6:58:41, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6917, loss_cls: 2.4110, loss: 2.4110, grad_norm: 1.5316, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7491, loss/aux0: 1.7491 2020-10-19 11:51:23,546 - mmaction - INFO - Epoch [100][240/396] lr: 2.023e-01, eta: 1 day, 6:57:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4232, top5_acc: 0.6896, loss_cls: 2.4006, loss: 2.4006, grad_norm: 1.4970, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8568, loss/aux0: 1.8568 2020-10-19 11:51:24,499 - mmaction - INFO - Epoch [100][240/396] lr: 2.023e-01, eta: 1 day, 6:58:07, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4232, top5_acc: 0.6896, loss_cls: 2.4006, loss: 2.4006, grad_norm: 1.5004, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8519, loss/aux0: 1.8519 2020-10-19 11:52:00,981 - mmaction - INFO - Epoch [100][260/396] lr: 2.023e-01, eta: 1 day, 6:57:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6867, loss_cls: 2.4446, loss: 2.4446, grad_norm: 1.5407, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7599, loss/aux0: 1.7599 2020-10-19 11:52:01,927 - mmaction - INFO - Epoch [100][260/396] lr: 2.023e-01, eta: 1 day, 6:57:34, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6867, loss_cls: 2.4446, loss: 2.4446, grad_norm: 1.5459, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7552, loss/aux0: 1.7552 2020-10-19 11:52:38,314 - mmaction - INFO - Epoch [100][280/396] lr: 2.023e-01, eta: 1 day, 6:56:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6911, loss_cls: 2.4078, loss: 2.4078, grad_norm: 1.5187, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.7812, loss/aux0: 1.7812 2020-10-19 11:52:39,245 - mmaction - INFO - Epoch [100][280/396] lr: 2.023e-01, eta: 1 day, 6:57:00, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4169, top5_acc: 0.6911, loss_cls: 2.4078, loss: 2.4078, grad_norm: 1.5251, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.7893, loss/aux0: 1.7893 2020-10-19 11:53:15,698 - mmaction - INFO - Epoch [100][300/396] lr: 2.023e-01, eta: 1 day, 6:55:57, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.3992, top5_acc: 0.6737, loss_cls: 2.4816, loss: 2.4816, grad_norm: 1.5305, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7913, loss/aux0: 1.7913 2020-10-19 11:53:16,651 - mmaction - INFO - Epoch [100][300/396] lr: 2.023e-01, eta: 1 day, 6:56:26, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.3992, top5_acc: 0.6737, loss_cls: 2.4816, loss: 2.4816, grad_norm: 1.5257, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7973, loss/aux0: 1.7973 2020-10-19 11:53:53,069 - mmaction - INFO - Epoch [100][320/396] lr: 2.023e-01, eta: 1 day, 6:55:23, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4247, top5_acc: 0.6956, loss_cls: 2.4113, loss: 2.4113, grad_norm: 1.5095, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.7999, loss/aux0: 1.7999 2020-10-19 11:53:53,998 - mmaction - INFO - Epoch [100][320/396] lr: 2.023e-01, eta: 1 day, 6:55:52, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4247, top5_acc: 0.6956, loss_cls: 2.4113, loss: 2.4113, grad_norm: 1.5068, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.7964, loss/aux0: 1.7964 2020-10-19 11:54:30,405 - mmaction - INFO - Epoch [100][340/396] lr: 2.023e-01, eta: 1 day, 6:54:49, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4167, top5_acc: 0.6878, loss_cls: 2.4227, loss: 2.4227, grad_norm: 1.4885, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7542, loss/aux0: 1.7542 2020-10-19 11:54:31,355 - mmaction - INFO - Epoch [100][340/396] lr: 2.023e-01, eta: 1 day, 6:55:18, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4167, top5_acc: 0.6878, loss_cls: 2.4227, loss: 2.4227, grad_norm: 1.4961, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7526, loss/aux0: 1.7526 2020-10-19 11:55:07,853 - mmaction - INFO - Epoch [100][360/396] lr: 2.023e-01, eta: 1 day, 6:54:15, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6815, loss_cls: 2.4449, loss: 2.4449, grad_norm: 1.5197, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7592, loss/aux0: 1.7592 2020-10-19 11:55:08,820 - mmaction - INFO - Epoch [100][360/396] lr: 2.023e-01, eta: 1 day, 6:54:44, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6815, loss_cls: 2.4449, loss: 2.4449, grad_norm: 1.5321, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7623, loss/aux0: 1.7623 2020-10-19 11:55:45,410 - mmaction - INFO - Epoch [100][380/396] lr: 2.023e-01, eta: 1 day, 6:53:42, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4044, top5_acc: 0.6802, loss_cls: 2.4661, loss: 2.4661, grad_norm: 1.5239, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7948, loss/aux0: 1.7948 2020-10-19 11:55:46,360 - mmaction - INFO - Epoch [100][380/396] lr: 2.023e-01, eta: 1 day, 6:54:11, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4044, top5_acc: 0.6802, loss_cls: 2.4661, loss: 2.4661, grad_norm: 1.5257, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7906, loss/aux0: 1.7906 2020-10-19 12:01:01,276 - mmaction - INFO - Epoch [101][20/396] lr: 2.005e-01, eta: 1 day, 6:51:54, time: 0.927, data_time: 0.000, memory: 8462, top1_acc: 0.4195, top5_acc: 0.6870, loss_cls: 2.4231, loss: 2.4231, grad_norm: 1.5335, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7848, loss_cls/aux0: 1.8560, loss/aux0: 1.8560 2020-10-19 12:01:02,242 - mmaction - INFO - Epoch [101][20/396] lr: 2.005e-01, eta: 1 day, 6:52:23, time: 0.932, data_time: 0.004, memory: 8462, top1_acc: 0.4195, top5_acc: 0.6870, loss_cls: 2.4231, loss: 2.4231, grad_norm: 1.5260, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8509, loss/aux0: 1.8509 2020-10-19 12:01:38,670 - mmaction - INFO - Epoch [101][40/396] lr: 2.005e-01, eta: 1 day, 6:51:20, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4271, top5_acc: 0.6911, loss_cls: 2.3892, loss: 2.3892, grad_norm: 1.5082, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7393, loss/aux0: 1.7393 2020-10-19 12:01:39,602 - mmaction - INFO - Epoch [101][40/396] lr: 2.005e-01, eta: 1 day, 6:51:49, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4271, top5_acc: 0.6911, loss_cls: 2.3892, loss: 2.3892, grad_norm: 1.5076, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7474, loss/aux0: 1.7474 2020-10-19 12:02:16,222 - mmaction - INFO - Epoch [101][60/396] lr: 2.005e-01, eta: 1 day, 6:50:47, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4310, top5_acc: 0.6917, loss_cls: 2.3752, loss: 2.3752, grad_norm: 1.4814, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7972, loss/aux0: 1.7972 2020-10-19 12:02:17,194 - mmaction - INFO - Epoch [101][60/396] lr: 2.005e-01, eta: 1 day, 6:51:16, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.4310, top5_acc: 0.6917, loss_cls: 2.3752, loss: 2.3752, grad_norm: 1.4874, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7880, loss/aux0: 1.7880 2020-10-19 12:02:53,561 - mmaction - INFO - Epoch [101][80/396] lr: 2.005e-01, eta: 1 day, 6:50:13, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4318, top5_acc: 0.6964, loss_cls: 2.3925, loss: 2.3925, grad_norm: 1.5402, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7897, loss/aux0: 1.7897 2020-10-19 12:02:54,584 - mmaction - INFO - Epoch [101][80/396] lr: 2.005e-01, eta: 1 day, 6:50:42, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4318, top5_acc: 0.6964, loss_cls: 2.3925, loss: 2.3925, grad_norm: 1.5459, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7984, loss/aux0: 1.7984 2020-10-19 12:03:30,967 - mmaction - INFO - Epoch [101][100/396] lr: 2.005e-01, eta: 1 day, 6:49:39, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6789, loss_cls: 2.4617, loss: 2.4617, grad_norm: 1.5077, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8341, loss/aux0: 1.8341 2020-10-19 12:03:31,969 - mmaction - INFO - Epoch [101][100/396] lr: 2.005e-01, eta: 1 day, 6:50:09, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6789, loss_cls: 2.4617, loss: 2.4617, grad_norm: 1.5063, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8318, loss/aux0: 1.8318 2020-10-19 12:04:08,373 - mmaction - INFO - Epoch [101][120/396] lr: 2.005e-01, eta: 1 day, 6:49:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4417, top5_acc: 0.7086, loss_cls: 2.3278, loss: 2.3278, grad_norm: 1.5034, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7927, loss/aux0: 1.7927 2020-10-19 12:04:09,319 - mmaction - INFO - Epoch [101][120/396] lr: 2.005e-01, eta: 1 day, 6:49:35, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4417, top5_acc: 0.7086, loss_cls: 2.3278, loss: 2.3278, grad_norm: 1.4935, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7820, loss/aux0: 1.7820 2020-10-19 12:04:45,772 - mmaction - INFO - Epoch [101][140/396] lr: 2.005e-01, eta: 1 day, 6:48:32, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4289, top5_acc: 0.6885, loss_cls: 2.4338, loss: 2.4338, grad_norm: 1.5027, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7677, loss/aux0: 1.7677 2020-10-19 12:04:46,719 - mmaction - INFO - Epoch [101][140/396] lr: 2.005e-01, eta: 1 day, 6:49:01, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4289, top5_acc: 0.6885, loss_cls: 2.4338, loss: 2.4338, grad_norm: 1.4999, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7718, loss/aux0: 1.7718 2020-10-19 12:05:23,190 - mmaction - INFO - Epoch [101][160/396] lr: 2.005e-01, eta: 1 day, 6:47:58, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4378, top5_acc: 0.6964, loss_cls: 2.3741, loss: 2.3741, grad_norm: 1.4936, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8573, loss/aux0: 1.8573 2020-10-19 12:05:24,135 - mmaction - INFO - Epoch [101][160/396] lr: 2.005e-01, eta: 1 day, 6:48:27, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4378, top5_acc: 0.6964, loss_cls: 2.3741, loss: 2.3741, grad_norm: 1.4982, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8721, loss/aux0: 1.8721 2020-10-19 12:06:00,574 - mmaction - INFO - Epoch [101][180/396] lr: 2.005e-01, eta: 1 day, 6:47:24, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6909, loss_cls: 2.4225, loss: 2.4225, grad_norm: 1.5011, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7718, loss/aux0: 1.7718 2020-10-19 12:06:01,533 - mmaction - INFO - Epoch [101][180/396] lr: 2.005e-01, eta: 1 day, 6:47:53, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4083, top5_acc: 0.6909, loss_cls: 2.4225, loss: 2.4225, grad_norm: 1.4980, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7584, loss/aux0: 1.7584 2020-10-19 12:06:38,025 - mmaction - INFO - Epoch [101][200/396] lr: 2.005e-01, eta: 1 day, 6:46:51, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6799, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.4883, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7531, loss/aux0: 1.7531 2020-10-19 12:06:38,964 - mmaction - INFO - Epoch [101][200/396] lr: 2.005e-01, eta: 1 day, 6:47:19, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6799, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.4829, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7436, loss/aux0: 1.7436 2020-10-19 12:07:15,514 - mmaction - INFO - Epoch [101][220/396] lr: 2.005e-01, eta: 1 day, 6:46:17, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4214, top5_acc: 0.6883, loss_cls: 2.4398, loss: 2.4398, grad_norm: 1.4700, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7649, loss/aux0: 1.7649 2020-10-19 12:07:16,473 - mmaction - INFO - Epoch [101][220/396] lr: 2.005e-01, eta: 1 day, 6:46:46, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4214, top5_acc: 0.6883, loss_cls: 2.4398, loss: 2.4398, grad_norm: 1.4727, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7738, loss/aux0: 1.7738 2020-10-19 12:07:52,957 - mmaction - INFO - Epoch [101][240/396] lr: 2.005e-01, eta: 1 day, 6:45:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4242, top5_acc: 0.7039, loss_cls: 2.3805, loss: 2.3805, grad_norm: 1.5072, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7591, loss/aux0: 1.7591 2020-10-19 12:07:53,915 - mmaction - INFO - Epoch [101][240/396] lr: 2.005e-01, eta: 1 day, 6:46:12, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4242, top5_acc: 0.7039, loss_cls: 2.3805, loss: 2.3805, grad_norm: 1.5059, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7565, loss/aux0: 1.7565 2020-10-19 12:08:30,425 - mmaction - INFO - Epoch [101][260/396] lr: 2.005e-01, eta: 1 day, 6:45:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6820, loss_cls: 2.4454, loss: 2.4454, grad_norm: 1.5218, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7388, loss/aux0: 1.7388 2020-10-19 12:08:31,385 - mmaction - INFO - Epoch [101][260/396] lr: 2.005e-01, eta: 1 day, 6:45:38, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6820, loss_cls: 2.4454, loss: 2.4454, grad_norm: 1.5213, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7513, loss/aux0: 1.7513 2020-10-19 12:09:07,857 - mmaction - INFO - Epoch [101][280/396] lr: 2.005e-01, eta: 1 day, 6:44:36, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6799, loss_cls: 2.4648, loss: 2.4648, grad_norm: 1.5085, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8346, loss/aux0: 1.8346 2020-10-19 12:09:08,833 - mmaction - INFO - Epoch [101][280/396] lr: 2.005e-01, eta: 1 day, 6:45:05, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6799, loss_cls: 2.4648, loss: 2.4648, grad_norm: 1.5131, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8237, loss/aux0: 1.8237 2020-10-19 12:09:45,384 - mmaction - INFO - Epoch [101][300/396] lr: 2.005e-01, eta: 1 day, 6:44:02, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4219, top5_acc: 0.6823, loss_cls: 2.4029, loss: 2.4029, grad_norm: 1.5584, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8216, loss/aux0: 1.8216 2020-10-19 12:09:46,354 - mmaction - INFO - Epoch [101][300/396] lr: 2.005e-01, eta: 1 day, 6:44:31, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4219, top5_acc: 0.6823, loss_cls: 2.4029, loss: 2.4029, grad_norm: 1.5479, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8110, loss/aux0: 1.8110 2020-10-19 12:10:23,113 - mmaction - INFO - Epoch [101][320/396] lr: 2.005e-01, eta: 1 day, 6:43:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4234, top5_acc: 0.6849, loss_cls: 2.4367, loss: 2.4367, grad_norm: 1.5312, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7342, loss/aux0: 1.7342 2020-10-19 12:10:24,057 - mmaction - INFO - Epoch [101][320/396] lr: 2.005e-01, eta: 1 day, 6:43:57, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4234, top5_acc: 0.6849, loss_cls: 2.4367, loss: 2.4367, grad_norm: 1.5284, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7387, loss/aux0: 1.7387 2020-10-19 12:11:00,509 - mmaction - INFO - Epoch [101][340/396] lr: 2.005e-01, eta: 1 day, 6:42:55, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4229, top5_acc: 0.6792, loss_cls: 2.4279, loss: 2.4279, grad_norm: 1.5233, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7566, loss/aux0: 1.7566 2020-10-19 12:11:01,473 - mmaction - INFO - Epoch [101][340/396] lr: 2.005e-01, eta: 1 day, 6:43:23, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4229, top5_acc: 0.6792, loss_cls: 2.4279, loss: 2.4279, grad_norm: 1.5274, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7699, loss/aux0: 1.7699 2020-10-19 12:11:37,842 - mmaction - INFO - Epoch [101][360/396] lr: 2.005e-01, eta: 1 day, 6:42:21, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6992, loss_cls: 2.3300, loss: 2.3300, grad_norm: 1.5216, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7436, loss/aux0: 1.7436 2020-10-19 12:11:38,779 - mmaction - INFO - Epoch [101][360/396] lr: 2.005e-01, eta: 1 day, 6:42:49, time: 0.930, data_time: 0.002, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6992, loss_cls: 2.3300, loss: 2.3300, grad_norm: 1.5264, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7448, loss/aux0: 1.7448 2020-10-19 12:12:15,347 - mmaction - INFO - Epoch [101][380/396] lr: 2.005e-01, eta: 1 day, 6:41:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6805, loss_cls: 2.4594, loss: 2.4594, grad_norm: 1.5043, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7789, loss/aux0: 1.7789 2020-10-19 12:12:16,301 - mmaction - INFO - Epoch [101][380/396] lr: 2.005e-01, eta: 1 day, 6:42:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4076, top5_acc: 0.6805, loss_cls: 2.4594, loss: 2.4594, grad_norm: 1.5095, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7849, loss/aux0: 1.7849 2020-10-19 12:16:47,987 - mmaction - INFO - Epoch [102][20/396] lr: 1.988e-01, eta: 1 day, 6:40:00, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4367, top5_acc: 0.6930, loss_cls: 2.4011, loss: 2.4011, grad_norm: 1.4981, top1_acc/aux0: 0.5770, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7509, loss/aux0: 1.7509 2020-10-19 12:16:48,931 - mmaction - INFO - Epoch [102][20/396] lr: 1.988e-01, eta: 1 day, 6:40:28, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4367, top5_acc: 0.6930, loss_cls: 2.4011, loss: 2.4011, grad_norm: 1.4993, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7498, loss/aux0: 1.7498 2020-10-19 12:17:25,441 - mmaction - INFO - Epoch [102][40/396] lr: 1.988e-01, eta: 1 day, 6:39:26, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4273, top5_acc: 0.6948, loss_cls: 2.3799, loss: 2.3799, grad_norm: 1.5589, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7606, loss/aux0: 1.7606 2020-10-19 12:17:26,406 - mmaction - INFO - Epoch [102][40/396] lr: 1.988e-01, eta: 1 day, 6:39:55, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4273, top5_acc: 0.6948, loss_cls: 2.3799, loss: 2.3799, grad_norm: 1.5511, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7642, loss/aux0: 1.7642 2020-10-19 12:18:02,829 - mmaction - INFO - Epoch [102][60/396] lr: 1.988e-01, eta: 1 day, 6:38:52, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4182, top5_acc: 0.6862, loss_cls: 2.4135, loss: 2.4135, grad_norm: 1.5386, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8126, loss/aux0: 1.8126 2020-10-19 12:18:03,778 - mmaction - INFO - Epoch [102][60/396] lr: 1.988e-01, eta: 1 day, 6:39:21, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4182, top5_acc: 0.6862, loss_cls: 2.4135, loss: 2.4135, grad_norm: 1.5366, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8142, loss/aux0: 1.8142 2020-10-19 12:18:40,235 - mmaction - INFO - Epoch [102][80/396] lr: 1.988e-01, eta: 1 day, 6:38:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4234, top5_acc: 0.7003, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.5051, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8161, loss/aux0: 1.8161 2020-10-19 12:18:41,186 - mmaction - INFO - Epoch [102][80/396] lr: 1.988e-01, eta: 1 day, 6:38:47, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4234, top5_acc: 0.7003, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.5016, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8158, loss/aux0: 1.8158 2020-10-19 12:19:17,501 - mmaction - INFO - Epoch [102][100/396] lr: 1.988e-01, eta: 1 day, 6:37:44, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6924, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.5145, top1_acc/aux0: 0.5562, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7778, loss/aux0: 1.7778 2020-10-19 12:19:18,450 - mmaction - INFO - Epoch [102][100/396] lr: 1.988e-01, eta: 1 day, 6:38:13, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6924, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.5229, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7830, loss/aux0: 1.7830 2020-10-19 12:19:54,849 - mmaction - INFO - Epoch [102][120/396] lr: 1.988e-01, eta: 1 day, 6:37:10, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4276, top5_acc: 0.6802, loss_cls: 2.4390, loss: 2.4390, grad_norm: 1.5112, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8080, loss/aux0: 1.8080 2020-10-19 12:19:55,792 - mmaction - INFO - Epoch [102][120/396] lr: 1.988e-01, eta: 1 day, 6:37:39, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4276, top5_acc: 0.6802, loss_cls: 2.4390, loss: 2.4390, grad_norm: 1.5173, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8012, loss/aux0: 1.8012 2020-10-19 12:20:32,608 - mmaction - INFO - Epoch [102][140/396] lr: 1.988e-01, eta: 1 day, 6:36:37, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4320, top5_acc: 0.6956, loss_cls: 2.3701, loss: 2.3701, grad_norm: 1.4633, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7958, loss/aux0: 1.7958 2020-10-19 12:20:33,580 - mmaction - INFO - Epoch [102][140/396] lr: 1.988e-01, eta: 1 day, 6:37:05, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4320, top5_acc: 0.6956, loss_cls: 2.3701, loss: 2.3701, grad_norm: 1.4654, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7976, loss/aux0: 1.7976 2020-10-19 12:21:09,961 - mmaction - INFO - Epoch [102][160/396] lr: 1.988e-01, eta: 1 day, 6:36:03, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6810, loss_cls: 2.4105, loss: 2.4105, grad_norm: 1.5203, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8125, loss/aux0: 1.8125 2020-10-19 12:21:10,889 - mmaction - INFO - Epoch [102][160/396] lr: 1.988e-01, eta: 1 day, 6:36:31, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6810, loss_cls: 2.4105, loss: 2.4105, grad_norm: 1.5242, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8126, loss/aux0: 1.8126 2020-10-19 12:21:47,318 - mmaction - INFO - Epoch [102][180/396] lr: 1.988e-01, eta: 1 day, 6:35:29, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4237, top5_acc: 0.6875, loss_cls: 2.3935, loss: 2.3935, grad_norm: 1.5146, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7993, loss/aux0: 1.7993 2020-10-19 12:21:48,266 - mmaction - INFO - Epoch [102][180/396] lr: 1.988e-01, eta: 1 day, 6:35:57, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4237, top5_acc: 0.6875, loss_cls: 2.3935, loss: 2.3935, grad_norm: 1.5180, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.8023, loss/aux0: 1.8023 2020-10-19 12:22:24,972 - mmaction - INFO - Epoch [102][200/396] lr: 1.988e-01, eta: 1 day, 6:34:55, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6794, loss_cls: 2.4359, loss: 2.4359, grad_norm: 1.5401, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7229, loss/aux0: 1.7229 2020-10-19 12:22:25,950 - mmaction - INFO - Epoch [102][200/396] lr: 1.988e-01, eta: 1 day, 6:35:24, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6794, loss_cls: 2.4359, loss: 2.4359, grad_norm: 1.5438, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7174, loss/aux0: 1.7174 2020-10-19 12:23:02,322 - mmaction - INFO - Epoch [102][220/396] lr: 1.988e-01, eta: 1 day, 6:34:22, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4320, top5_acc: 0.6898, loss_cls: 2.3941, loss: 2.3941, grad_norm: 1.4999, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7776, loss/aux0: 1.7776 2020-10-19 12:23:03,328 - mmaction - INFO - Epoch [102][220/396] lr: 1.988e-01, eta: 1 day, 6:34:50, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4320, top5_acc: 0.6898, loss_cls: 2.3941, loss: 2.3941, grad_norm: 1.4965, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7779, loss/aux0: 1.7779 2020-10-19 12:23:39,807 - mmaction - INFO - Epoch [102][240/396] lr: 1.988e-01, eta: 1 day, 6:33:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6870, loss_cls: 2.3985, loss: 2.3985, grad_norm: 1.5315, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8082, loss/aux0: 1.8082 2020-10-19 12:23:40,733 - mmaction - INFO - Epoch [102][240/396] lr: 1.988e-01, eta: 1 day, 6:34:16, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6870, loss_cls: 2.3985, loss: 2.3985, grad_norm: 1.5340, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.8007, loss/aux0: 1.8007 2020-10-19 12:24:17,237 - mmaction - INFO - Epoch [102][260/396] lr: 1.988e-01, eta: 1 day, 6:33:14, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6833, loss_cls: 2.4017, loss: 2.4017, grad_norm: 1.4983, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7310, loss/aux0: 1.7310 2020-10-19 12:24:18,188 - mmaction - INFO - Epoch [102][260/396] lr: 1.988e-01, eta: 1 day, 6:33:43, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6833, loss_cls: 2.4017, loss: 2.4017, grad_norm: 1.5016, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7319, loss/aux0: 1.7319 2020-10-19 12:24:54,670 - mmaction - INFO - Epoch [102][280/396] lr: 1.988e-01, eta: 1 day, 6:32:40, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6951, loss_cls: 2.3856, loss: 2.3856, grad_norm: 1.5442, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7249, loss/aux0: 1.7249 2020-10-19 12:24:55,620 - mmaction - INFO - Epoch [102][280/396] lr: 1.988e-01, eta: 1 day, 6:33:09, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6951, loss_cls: 2.3856, loss: 2.3856, grad_norm: 1.5407, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7240, loss/aux0: 1.7240 2020-10-19 12:25:32,103 - mmaction - INFO - Epoch [102][300/396] lr: 1.988e-01, eta: 1 day, 6:32:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4268, top5_acc: 0.6870, loss_cls: 2.4209, loss: 2.4209, grad_norm: 1.5019, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.7958, loss/aux0: 1.7958 2020-10-19 12:25:33,072 - mmaction - INFO - Epoch [102][300/396] lr: 1.988e-01, eta: 1 day, 6:32:35, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4268, top5_acc: 0.6870, loss_cls: 2.4209, loss: 2.4209, grad_norm: 1.5040, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8101, loss/aux0: 1.8101 2020-10-19 12:26:09,536 - mmaction - INFO - Epoch [102][320/396] lr: 1.988e-01, eta: 1 day, 6:31:33, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4320, top5_acc: 0.6914, loss_cls: 2.3897, loss: 2.3897, grad_norm: 1.5316, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8347, loss/aux0: 1.8347 2020-10-19 12:26:10,502 - mmaction - INFO - Epoch [102][320/396] lr: 1.988e-01, eta: 1 day, 6:32:01, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4320, top5_acc: 0.6914, loss_cls: 2.3897, loss: 2.3897, grad_norm: 1.5247, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.8322, loss/aux0: 1.8322 2020-10-19 12:26:46,868 - mmaction - INFO - Epoch [102][340/396] lr: 1.988e-01, eta: 1 day, 6:30:59, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6797, loss_cls: 2.4191, loss: 2.4191, grad_norm: 1.5269, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7447, loss/aux0: 1.7447 2020-10-19 12:26:47,835 - mmaction - INFO - Epoch [102][340/396] lr: 1.988e-01, eta: 1 day, 6:31:27, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6797, loss_cls: 2.4191, loss: 2.4191, grad_norm: 1.5289, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7475, loss/aux0: 1.7475 2020-10-19 12:27:24,216 - mmaction - INFO - Epoch [102][360/396] lr: 1.988e-01, eta: 1 day, 6:30:25, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4260, top5_acc: 0.6911, loss_cls: 2.4043, loss: 2.4043, grad_norm: 1.5220, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8166, loss/aux0: 1.8166 2020-10-19 12:27:25,172 - mmaction - INFO - Epoch [102][360/396] lr: 1.988e-01, eta: 1 day, 6:30:53, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4260, top5_acc: 0.6911, loss_cls: 2.4043, loss: 2.4043, grad_norm: 1.5194, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8068, loss/aux0: 1.8068 2020-10-19 12:28:01,577 - mmaction - INFO - Epoch [102][380/396] lr: 1.988e-01, eta: 1 day, 6:29:51, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4164, top5_acc: 0.6771, loss_cls: 2.4883, loss: 2.4883, grad_norm: 1.5153, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7923, loss/aux0: 1.7923 2020-10-19 12:28:02,534 - mmaction - INFO - Epoch [102][380/396] lr: 1.988e-01, eta: 1 day, 6:30:19, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4164, top5_acc: 0.6771, loss_cls: 2.4883, loss: 2.4883, grad_norm: 1.5100, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7952, loss/aux0: 1.7952 2020-10-19 12:32:20,778 - mmaction - INFO - Epoch [103][20/396] lr: 1.971e-01, eta: 1 day, 6:28:05, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4211, top5_acc: 0.6849, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.4936, top1_acc/aux0: 0.5863, top5_acc/aux0: 0.8147, loss_cls/aux0: 1.6521, loss/aux0: 1.6521 2020-10-19 12:32:21,729 - mmaction - INFO - Epoch [103][20/396] lr: 1.971e-01, eta: 1 day, 6:28:33, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4211, top5_acc: 0.6849, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.4988, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6527, loss/aux0: 1.6527 2020-10-19 12:32:58,188 - mmaction - INFO - Epoch [103][40/396] lr: 1.971e-01, eta: 1 day, 6:27:31, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4174, top5_acc: 0.6867, loss_cls: 2.4288, loss: 2.4288, grad_norm: 1.5287, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7036, loss/aux0: 1.7036 2020-10-19 12:32:59,146 - mmaction - INFO - Epoch [103][40/396] lr: 1.971e-01, eta: 1 day, 6:27:59, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4174, top5_acc: 0.6867, loss_cls: 2.4288, loss: 2.4288, grad_norm: 1.5280, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7074, loss/aux0: 1.7074 2020-10-19 12:33:35,640 - mmaction - INFO - Epoch [103][60/396] lr: 1.971e-01, eta: 1 day, 6:26:57, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6836, loss_cls: 2.4321, loss: 2.4321, grad_norm: 1.5374, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7960, loss/aux0: 1.7960 2020-10-19 12:33:36,577 - mmaction - INFO - Epoch [103][60/396] lr: 1.971e-01, eta: 1 day, 6:27:25, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6836, loss_cls: 2.4321, loss: 2.4321, grad_norm: 1.5468, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8030, loss/aux0: 1.8030 2020-10-19 12:34:13,202 - mmaction - INFO - Epoch [103][80/396] lr: 1.971e-01, eta: 1 day, 6:26:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4362, top5_acc: 0.6992, loss_cls: 2.4119, loss: 2.4119, grad_norm: 1.5260, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8361, loss/aux0: 1.8361 2020-10-19 12:34:14,143 - mmaction - INFO - Epoch [103][80/396] lr: 1.971e-01, eta: 1 day, 6:26:52, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4362, top5_acc: 0.6992, loss_cls: 2.4119, loss: 2.4119, grad_norm: 1.5300, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8319, loss/aux0: 1.8319 2020-10-19 12:34:50,784 - mmaction - INFO - Epoch [103][100/396] lr: 1.971e-01, eta: 1 day, 6:25:50, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6906, loss_cls: 2.4140, loss: 2.4140, grad_norm: 1.4945, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.7913, loss/aux0: 1.7913 2020-10-19 12:34:51,737 - mmaction - INFO - Epoch [103][100/396] lr: 1.971e-01, eta: 1 day, 6:26:18, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6906, loss_cls: 2.4140, loss: 2.4140, grad_norm: 1.4911, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7895, loss/aux0: 1.7895 2020-10-19 12:35:28,287 - mmaction - INFO - Epoch [103][120/396] lr: 1.971e-01, eta: 1 day, 6:25:16, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6786, loss_cls: 2.4168, loss: 2.4168, grad_norm: 1.5105, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8360, loss/aux0: 1.8360 2020-10-19 12:35:29,239 - mmaction - INFO - Epoch [103][120/396] lr: 1.971e-01, eta: 1 day, 6:25:44, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6786, loss_cls: 2.4168, loss: 2.4168, grad_norm: 1.5145, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8455, loss/aux0: 1.8455 2020-10-19 12:36:05,656 - mmaction - INFO - Epoch [103][140/396] lr: 1.971e-01, eta: 1 day, 6:24:42, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6896, loss_cls: 2.4024, loss: 2.4024, grad_norm: 1.5095, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7771, loss/aux0: 1.7771 2020-10-19 12:36:06,616 - mmaction - INFO - Epoch [103][140/396] lr: 1.971e-01, eta: 1 day, 6:25:10, time: 0.933, data_time: 0.004, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6896, loss_cls: 2.4024, loss: 2.4024, grad_norm: 1.5015, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7582, loss/aux0: 1.7582 2020-10-19 12:36:43,074 - mmaction - INFO - Epoch [103][160/396] lr: 1.971e-01, eta: 1 day, 6:24:08, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4383, top5_acc: 0.7065, loss_cls: 2.3329, loss: 2.3329, grad_norm: 1.5107, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7354, loss/aux0: 1.7354 2020-10-19 12:36:44,075 - mmaction - INFO - Epoch [103][160/396] lr: 1.971e-01, eta: 1 day, 6:24:36, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4383, top5_acc: 0.7065, loss_cls: 2.3329, loss: 2.3329, grad_norm: 1.5169, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7551, loss/aux0: 1.7551 2020-10-19 12:37:20,551 - mmaction - INFO - Epoch [103][180/396] lr: 1.971e-01, eta: 1 day, 6:23:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4292, top5_acc: 0.6844, loss_cls: 2.4191, loss: 2.4191, grad_norm: 1.5264, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.7258, loss/aux0: 1.7258 2020-10-19 12:37:21,500 - mmaction - INFO - Epoch [103][180/396] lr: 1.971e-01, eta: 1 day, 6:24:03, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4292, top5_acc: 0.6844, loss_cls: 2.4191, loss: 2.4191, grad_norm: 1.5358, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.7177, loss/aux0: 1.7177 2020-10-19 12:37:57,873 - mmaction - INFO - Epoch [103][200/396] lr: 1.971e-01, eta: 1 day, 6:23:01, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4297, top5_acc: 0.6961, loss_cls: 2.3908, loss: 2.3908, grad_norm: 1.5120, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7281, loss/aux0: 1.7281 2020-10-19 12:37:58,822 - mmaction - INFO - Epoch [103][200/396] lr: 1.971e-01, eta: 1 day, 6:23:29, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4297, top5_acc: 0.6961, loss_cls: 2.3908, loss: 2.3908, grad_norm: 1.5170, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7322, loss/aux0: 1.7322 2020-10-19 12:38:35,250 - mmaction - INFO - Epoch [103][220/396] lr: 1.971e-01, eta: 1 day, 6:22:27, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4359, top5_acc: 0.7065, loss_cls: 2.3433, loss: 2.3433, grad_norm: 1.5616, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7400, loss/aux0: 1.7400 2020-10-19 12:38:36,196 - mmaction - INFO - Epoch [103][220/396] lr: 1.971e-01, eta: 1 day, 6:22:55, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4359, top5_acc: 0.7065, loss_cls: 2.3433, loss: 2.3433, grad_norm: 1.5692, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7477, loss/aux0: 1.7477 2020-10-19 12:39:12,721 - mmaction - INFO - Epoch [103][240/396] lr: 1.971e-01, eta: 1 day, 6:21:53, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4107, top5_acc: 0.6758, loss_cls: 2.4634, loss: 2.4634, grad_norm: 1.5193, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8118, loss/aux0: 1.8118 2020-10-19 12:39:13,670 - mmaction - INFO - Epoch [103][240/396] lr: 1.971e-01, eta: 1 day, 6:22:21, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4107, top5_acc: 0.6758, loss_cls: 2.4634, loss: 2.4634, grad_norm: 1.5247, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7962, loss/aux0: 1.7962 2020-10-19 12:39:50,182 - mmaction - INFO - Epoch [103][260/396] lr: 1.971e-01, eta: 1 day, 6:21:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6979, loss_cls: 2.3970, loss: 2.3970, grad_norm: 1.5203, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.7824, loss/aux0: 1.7824 2020-10-19 12:39:51,141 - mmaction - INFO - Epoch [103][260/396] lr: 1.971e-01, eta: 1 day, 6:21:47, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6979, loss_cls: 2.3970, loss: 2.3970, grad_norm: 1.5240, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.7855, loss/aux0: 1.7855 2020-10-19 12:40:27,514 - mmaction - INFO - Epoch [103][280/396] lr: 1.971e-01, eta: 1 day, 6:20:45, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4232, top5_acc: 0.6823, loss_cls: 2.4085, loss: 2.4085, grad_norm: 1.5022, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7888, loss/aux0: 1.7888 2020-10-19 12:40:28,475 - mmaction - INFO - Epoch [103][280/396] lr: 1.971e-01, eta: 1 day, 6:21:13, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4232, top5_acc: 0.6823, loss_cls: 2.4085, loss: 2.4085, grad_norm: 1.5028, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7776, loss/aux0: 1.7776 2020-10-19 12:41:04,877 - mmaction - INFO - Epoch [103][300/396] lr: 1.971e-01, eta: 1 day, 6:20:11, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6865, loss_cls: 2.4295, loss: 2.4295, grad_norm: 1.5225, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7539, loss/aux0: 1.7539 2020-10-19 12:41:05,817 - mmaction - INFO - Epoch [103][300/396] lr: 1.971e-01, eta: 1 day, 6:20:39, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4117, top5_acc: 0.6865, loss_cls: 2.4295, loss: 2.4295, grad_norm: 1.5256, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7711, loss/aux0: 1.7711 2020-10-19 12:41:42,310 - mmaction - INFO - Epoch [103][320/396] lr: 1.971e-01, eta: 1 day, 6:19:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6859, loss_cls: 2.4118, loss: 2.4118, grad_norm: 1.4908, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8018, loss/aux0: 1.8018 2020-10-19 12:41:43,276 - mmaction - INFO - Epoch [103][320/396] lr: 1.971e-01, eta: 1 day, 6:20:05, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6859, loss_cls: 2.4118, loss: 2.4118, grad_norm: 1.4981, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7972, loss/aux0: 1.7972 2020-10-19 12:42:19,671 - mmaction - INFO - Epoch [103][340/396] lr: 1.971e-01, eta: 1 day, 6:19:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6846, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.5464, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.7210, loss/aux0: 1.7210 2020-10-19 12:42:20,612 - mmaction - INFO - Epoch [103][340/396] lr: 1.971e-01, eta: 1 day, 6:19:31, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6846, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.5480, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.7199, loss/aux0: 1.7199 2020-10-19 12:42:57,004 - mmaction - INFO - Epoch [103][360/396] lr: 1.971e-01, eta: 1 day, 6:18:29, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6937, loss_cls: 2.3825, loss: 2.3825, grad_norm: 1.5234, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8280, loss/aux0: 1.8280 2020-10-19 12:42:57,952 - mmaction - INFO - Epoch [103][360/396] lr: 1.971e-01, eta: 1 day, 6:18:57, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6937, loss_cls: 2.3825, loss: 2.3825, grad_norm: 1.5143, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8208, loss/aux0: 1.8208 2020-10-19 12:43:34,469 - mmaction - INFO - Epoch [103][380/396] lr: 1.971e-01, eta: 1 day, 6:17:55, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4174, top5_acc: 0.6940, loss_cls: 2.4043, loss: 2.4043, grad_norm: 1.5109, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.7661, loss/aux0: 1.7661 2020-10-19 12:43:35,484 - mmaction - INFO - Epoch [103][380/396] lr: 1.971e-01, eta: 1 day, 6:18:23, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4174, top5_acc: 0.6940, loss_cls: 2.4043, loss: 2.4043, grad_norm: 1.5127, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.7677, loss/aux0: 1.7677 2020-10-19 12:47:56,597 - mmaction - INFO - Epoch [104][20/396] lr: 1.953e-01, eta: 1 day, 6:16:09, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6924, loss_cls: 2.3652, loss: 2.3652, grad_norm: 1.5450, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.7980, loss_cls/aux0: 1.7730, loss/aux0: 1.7730 2020-10-19 12:47:57,553 - mmaction - INFO - Epoch [104][20/396] lr: 1.953e-01, eta: 1 day, 6:16:37, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6924, loss_cls: 2.3652, loss: 2.3652, grad_norm: 1.5418, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7638, loss/aux0: 1.7638 2020-10-19 12:48:33,989 - mmaction - INFO - Epoch [104][40/396] lr: 1.953e-01, eta: 1 day, 6:15:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6779, loss_cls: 2.4602, loss: 2.4602, grad_norm: 1.5465, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7803, loss/aux0: 1.7803 2020-10-19 12:48:34,936 - mmaction - INFO - Epoch [104][40/396] lr: 1.953e-01, eta: 1 day, 6:16:03, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6779, loss_cls: 2.4602, loss: 2.4602, grad_norm: 1.5538, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7982, loss/aux0: 1.7982 2020-10-19 12:49:11,401 - mmaction - INFO - Epoch [104][60/396] lr: 1.953e-01, eta: 1 day, 6:15:02, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4333, top5_acc: 0.6974, loss_cls: 2.3600, loss: 2.3600, grad_norm: 1.4962, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8352, loss/aux0: 1.8352 2020-10-19 12:49:12,379 - mmaction - INFO - Epoch [104][60/396] lr: 1.953e-01, eta: 1 day, 6:15:30, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4333, top5_acc: 0.6974, loss_cls: 2.3600, loss: 2.3600, grad_norm: 1.4911, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8347, loss/aux0: 1.8347 2020-10-19 12:49:48,851 - mmaction - INFO - Epoch [104][80/396] lr: 1.953e-01, eta: 1 day, 6:14:28, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4326, top5_acc: 0.6932, loss_cls: 2.3851, loss: 2.3851, grad_norm: 1.4980, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7624, loss/aux0: 1.7624 2020-10-19 12:49:49,814 - mmaction - INFO - Epoch [104][80/396] lr: 1.953e-01, eta: 1 day, 6:14:56, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4326, top5_acc: 0.6932, loss_cls: 2.3851, loss: 2.3851, grad_norm: 1.4842, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7450, loss/aux0: 1.7450 2020-10-19 12:50:26,296 - mmaction - INFO - Epoch [104][100/396] lr: 1.953e-01, eta: 1 day, 6:13:54, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4518, top5_acc: 0.7052, loss_cls: 2.3238, loss: 2.3238, grad_norm: 1.5366, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7342, loss/aux0: 1.7342 2020-10-19 12:50:27,248 - mmaction - INFO - Epoch [104][100/396] lr: 1.953e-01, eta: 1 day, 6:14:22, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.4518, top5_acc: 0.7052, loss_cls: 2.3238, loss: 2.3238, grad_norm: 1.5303, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7350, loss/aux0: 1.7350 2020-10-19 12:51:04,005 - mmaction - INFO - Epoch [104][120/396] lr: 1.953e-01, eta: 1 day, 6:13:20, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4224, top5_acc: 0.6930, loss_cls: 2.3799, loss: 2.3799, grad_norm: 1.5321, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7532, loss/aux0: 1.7532 2020-10-19 12:51:04,959 - mmaction - INFO - Epoch [104][120/396] lr: 1.953e-01, eta: 1 day, 6:13:48, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4224, top5_acc: 0.6930, loss_cls: 2.3799, loss: 2.3799, grad_norm: 1.5298, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7701, loss/aux0: 1.7701 2020-10-19 12:51:41,488 - mmaction - INFO - Epoch [104][140/396] lr: 1.953e-01, eta: 1 day, 6:12:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4229, top5_acc: 0.6807, loss_cls: 2.4144, loss: 2.4144, grad_norm: 1.5446, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7283, loss/aux0: 1.7283 2020-10-19 12:51:42,463 - mmaction - INFO - Epoch [104][140/396] lr: 1.953e-01, eta: 1 day, 6:13:14, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4229, top5_acc: 0.6807, loss_cls: 2.4144, loss: 2.4144, grad_norm: 1.5434, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7182, loss/aux0: 1.7182 2020-10-19 12:52:19,015 - mmaction - INFO - Epoch [104][160/396] lr: 1.953e-01, eta: 1 day, 6:12:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4268, top5_acc: 0.6904, loss_cls: 2.4104, loss: 2.4104, grad_norm: 1.5256, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7402, loss/aux0: 1.7402 2020-10-19 12:52:20,006 - mmaction - INFO - Epoch [104][160/396] lr: 1.953e-01, eta: 1 day, 6:12:41, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4268, top5_acc: 0.6904, loss_cls: 2.4104, loss: 2.4104, grad_norm: 1.5319, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7451, loss/aux0: 1.7451 2020-10-19 12:52:56,510 - mmaction - INFO - Epoch [104][180/396] lr: 1.953e-01, eta: 1 day, 6:11:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4135, top5_acc: 0.6654, loss_cls: 2.4749, loss: 2.4749, grad_norm: 1.5711, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7494, loss/aux0: 1.7494 2020-10-19 12:52:57,486 - mmaction - INFO - Epoch [104][180/396] lr: 1.953e-01, eta: 1 day, 6:12:07, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4135, top5_acc: 0.6654, loss_cls: 2.4749, loss: 2.4749, grad_norm: 1.5702, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7465, loss/aux0: 1.7465 2020-10-19 12:53:34,068 - mmaction - INFO - Epoch [104][200/396] lr: 1.953e-01, eta: 1 day, 6:11:06, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6818, loss_cls: 2.4305, loss: 2.4305, grad_norm: 1.5053, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7737, loss/aux0: 1.7737 2020-10-19 12:53:35,027 - mmaction - INFO - Epoch [104][200/396] lr: 1.953e-01, eta: 1 day, 6:11:33, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6818, loss_cls: 2.4305, loss: 2.4305, grad_norm: 1.5101, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7815, loss/aux0: 1.7815 2020-10-19 12:54:11,614 - mmaction - INFO - Epoch [104][220/396] lr: 1.953e-01, eta: 1 day, 6:10:32, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6940, loss_cls: 2.4261, loss: 2.4261, grad_norm: 1.5264, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7696, loss/aux0: 1.7696 2020-10-19 12:54:12,573 - mmaction - INFO - Epoch [104][220/396] lr: 1.953e-01, eta: 1 day, 6:11:00, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6940, loss_cls: 2.4261, loss: 2.4261, grad_norm: 1.5265, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7651, loss/aux0: 1.7651 2020-10-19 12:54:49,312 - mmaction - INFO - Epoch [104][240/396] lr: 1.953e-01, eta: 1 day, 6:09:58, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6937, loss_cls: 2.4409, loss: 2.4409, grad_norm: 1.5108, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.7675, loss/aux0: 1.7675 2020-10-19 12:54:50,254 - mmaction - INFO - Epoch [104][240/396] lr: 1.953e-01, eta: 1 day, 6:10:26, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6937, loss_cls: 2.4409, loss: 2.4409, grad_norm: 1.5195, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.7568, loss/aux0: 1.7568 2020-10-19 12:55:26,830 - mmaction - INFO - Epoch [104][260/396] lr: 1.953e-01, eta: 1 day, 6:09:25, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6870, loss_cls: 2.4251, loss: 2.4251, grad_norm: 1.5135, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7687, loss/aux0: 1.7687 2020-10-19 12:55:27,788 - mmaction - INFO - Epoch [104][260/396] lr: 1.953e-01, eta: 1 day, 6:09:52, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4133, top5_acc: 0.6870, loss_cls: 2.4251, loss: 2.4251, grad_norm: 1.5298, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7888, loss/aux0: 1.7888 2020-10-19 12:56:04,243 - mmaction - INFO - Epoch [104][280/396] lr: 1.953e-01, eta: 1 day, 6:08:51, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4372, top5_acc: 0.6857, loss_cls: 2.4152, loss: 2.4152, grad_norm: 1.5632, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8323, loss/aux0: 1.8323 2020-10-19 12:56:05,208 - mmaction - INFO - Epoch [104][280/396] lr: 1.953e-01, eta: 1 day, 6:09:18, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4372, top5_acc: 0.6857, loss_cls: 2.4152, loss: 2.4152, grad_norm: 1.5645, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8227, loss/aux0: 1.8227 2020-10-19 12:56:41,868 - mmaction - INFO - Epoch [104][300/396] lr: 1.953e-01, eta: 1 day, 6:08:17, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4164, top5_acc: 0.6721, loss_cls: 2.4863, loss: 2.4863, grad_norm: 1.4836, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8182, loss/aux0: 1.8182 2020-10-19 12:56:42,838 - mmaction - INFO - Epoch [104][300/396] lr: 1.953e-01, eta: 1 day, 6:08:45, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4164, top5_acc: 0.6721, loss_cls: 2.4863, loss: 2.4863, grad_norm: 1.4870, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8205, loss/aux0: 1.8205 2020-10-19 12:57:19,334 - mmaction - INFO - Epoch [104][320/396] lr: 1.953e-01, eta: 1 day, 6:07:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4393, top5_acc: 0.6935, loss_cls: 2.3576, loss: 2.3576, grad_norm: 1.5131, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.7710, loss/aux0: 1.7710 2020-10-19 12:57:20,273 - mmaction - INFO - Epoch [104][320/396] lr: 1.953e-01, eta: 1 day, 6:08:11, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4393, top5_acc: 0.6935, loss_cls: 2.3576, loss: 2.3576, grad_norm: 1.5257, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.7681, loss/aux0: 1.7681 2020-10-19 12:57:56,709 - mmaction - INFO - Epoch [104][340/396] lr: 1.953e-01, eta: 1 day, 6:07:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4349, top5_acc: 0.6823, loss_cls: 2.4004, loss: 2.4004, grad_norm: 1.4907, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7928, loss/aux0: 1.7928 2020-10-19 12:57:57,672 - mmaction - INFO - Epoch [104][340/396] lr: 1.953e-01, eta: 1 day, 6:07:37, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4349, top5_acc: 0.6823, loss_cls: 2.4004, loss: 2.4004, grad_norm: 1.4819, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7848, loss/aux0: 1.7848 2020-10-19 12:58:34,236 - mmaction - INFO - Epoch [104][360/396] lr: 1.953e-01, eta: 1 day, 6:06:36, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4250, top5_acc: 0.6953, loss_cls: 2.3993, loss: 2.3993, grad_norm: 1.5348, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7552, loss/aux0: 1.7552 2020-10-19 12:58:35,209 - mmaction - INFO - Epoch [104][360/396] lr: 1.953e-01, eta: 1 day, 6:07:03, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4250, top5_acc: 0.6953, loss_cls: 2.3993, loss: 2.3993, grad_norm: 1.5407, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7584, loss/aux0: 1.7584 2020-10-19 12:59:11,686 - mmaction - INFO - Epoch [104][380/396] lr: 1.953e-01, eta: 1 day, 6:06:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6896, loss_cls: 2.4511, loss: 2.4511, grad_norm: 1.5306, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7754, loss/aux0: 1.7754 2020-10-19 12:59:12,713 - mmaction - INFO - Epoch [104][380/396] lr: 1.953e-01, eta: 1 day, 6:06:29, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6896, loss_cls: 2.4511, loss: 2.4511, grad_norm: 1.5302, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7734, loss/aux0: 1.7734 2020-10-19 12:59:43,805 - mmaction - INFO - Saving checkpoint at 104 epochs 2020-10-19 13:01:28,090 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 13:01:28,212 - mmaction - INFO - top1_acc 0.5289 top5_acc 0.7826 2020-10-19 13:01:28,212 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 13:01:28,237 - mmaction - INFO - mean_acc 0.5292 2020-10-19 13:01:28,239 - mmaction - INFO - Epoch(val) [104][396] top1_acc: 0.5289, top5_acc: 0.7826, mean_class_accuracy: 0.5292 2020-10-19 13:05:46,406 - mmaction - INFO - Epoch [105][20/396] lr: 1.935e-01, eta: 1 day, 6:04:17, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4266, top5_acc: 0.6896, loss_cls: 2.4223, loss: 2.4223, grad_norm: 1.5012, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.7884, loss_cls/aux0: 1.7719, loss/aux0: 1.7719 2020-10-19 13:05:47,380 - mmaction - INFO - Epoch [105][20/396] lr: 1.935e-01, eta: 1 day, 6:04:44, time: 0.932, data_time: 0.003, memory: 8462, top1_acc: 0.4266, top5_acc: 0.6896, loss_cls: 2.4223, loss: 2.4223, grad_norm: 1.5029, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.7626, loss/aux0: 1.7626 2020-10-19 13:06:23,874 - mmaction - INFO - Epoch [105][40/396] lr: 1.935e-01, eta: 1 day, 6:03:43, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4398, top5_acc: 0.6961, loss_cls: 2.3692, loss: 2.3692, grad_norm: 1.5654, top1_acc/aux0: 0.5688, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7535, loss/aux0: 1.7535 2020-10-19 13:06:24,865 - mmaction - INFO - Epoch [105][40/396] lr: 1.935e-01, eta: 1 day, 6:04:10, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.4398, top5_acc: 0.6961, loss_cls: 2.3692, loss: 2.3692, grad_norm: 1.5647, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7642, loss/aux0: 1.7642 2020-10-19 13:07:01,312 - mmaction - INFO - Epoch [105][60/396] lr: 1.935e-01, eta: 1 day, 6:03:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6844, loss_cls: 2.4318, loss: 2.4318, grad_norm: 1.5259, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8372, loss/aux0: 1.8372 2020-10-19 13:07:02,279 - mmaction - INFO - Epoch [105][60/396] lr: 1.935e-01, eta: 1 day, 6:03:36, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6844, loss_cls: 2.4318, loss: 2.4318, grad_norm: 1.5236, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8313, loss/aux0: 1.8313 2020-10-19 13:07:38,858 - mmaction - INFO - Epoch [105][80/396] lr: 1.935e-01, eta: 1 day, 6:02:35, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4240, top5_acc: 0.6781, loss_cls: 2.4192, loss: 2.4192, grad_norm: 1.5625, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7344, loss/aux0: 1.7344 2020-10-19 13:07:39,805 - mmaction - INFO - Epoch [105][80/396] lr: 1.935e-01, eta: 1 day, 6:03:02, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4240, top5_acc: 0.6781, loss_cls: 2.4192, loss: 2.4192, grad_norm: 1.5600, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7398, loss/aux0: 1.7398 2020-10-19 13:08:16,266 - mmaction - INFO - Epoch [105][100/396] lr: 1.935e-01, eta: 1 day, 6:02:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4320, top5_acc: 0.6891, loss_cls: 2.3864, loss: 2.3864, grad_norm: 1.5488, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7723, loss/aux0: 1.7723 2020-10-19 13:08:17,239 - mmaction - INFO - Epoch [105][100/396] lr: 1.935e-01, eta: 1 day, 6:02:29, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4320, top5_acc: 0.6891, loss_cls: 2.3864, loss: 2.3864, grad_norm: 1.5486, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7741, loss/aux0: 1.7741 2020-10-19 13:08:53,883 - mmaction - INFO - Epoch [105][120/396] lr: 1.935e-01, eta: 1 day, 6:01:28, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6898, loss_cls: 2.3942, loss: 2.3942, grad_norm: 1.4974, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8266, loss/aux0: 1.8266 2020-10-19 13:08:54,832 - mmaction - INFO - Epoch [105][120/396] lr: 1.935e-01, eta: 1 day, 6:01:55, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6898, loss_cls: 2.3942, loss: 2.3942, grad_norm: 1.5059, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8278, loss/aux0: 1.8278 2020-10-19 13:09:31,327 - mmaction - INFO - Epoch [105][140/396] lr: 1.935e-01, eta: 1 day, 6:00:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6932, loss_cls: 2.3786, loss: 2.3786, grad_norm: 1.5130, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7383, loss/aux0: 1.7383 2020-10-19 13:09:32,288 - mmaction - INFO - Epoch [105][140/396] lr: 1.935e-01, eta: 1 day, 6:01:21, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6932, loss_cls: 2.3786, loss: 2.3786, grad_norm: 1.5144, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7289, loss/aux0: 1.7289 2020-10-19 13:10:08,791 - mmaction - INFO - Epoch [105][160/396] lr: 1.935e-01, eta: 1 day, 6:00:20, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4357, top5_acc: 0.6966, loss_cls: 2.3620, loss: 2.3620, grad_norm: 1.5013, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6854, loss/aux0: 1.6854 2020-10-19 13:10:09,739 - mmaction - INFO - Epoch [105][160/396] lr: 1.935e-01, eta: 1 day, 6:00:47, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4357, top5_acc: 0.6966, loss_cls: 2.3620, loss: 2.3620, grad_norm: 1.5121, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7033, loss/aux0: 1.7033 2020-10-19 13:10:46,234 - mmaction - INFO - Epoch [105][180/396] lr: 1.935e-01, eta: 1 day, 5:59:46, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4198, top5_acc: 0.6919, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.4918, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7115, loss/aux0: 1.7115 2020-10-19 13:10:47,179 - mmaction - INFO - Epoch [105][180/396] lr: 1.935e-01, eta: 1 day, 6:00:13, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4198, top5_acc: 0.6919, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.4967, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6994, loss/aux0: 1.6994 2020-10-19 13:11:23,791 - mmaction - INFO - Epoch [105][200/396] lr: 1.935e-01, eta: 1 day, 5:59:12, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4146, top5_acc: 0.6948, loss_cls: 2.4127, loss: 2.4127, grad_norm: 1.5447, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7731, loss/aux0: 1.7731 2020-10-19 13:11:24,767 - mmaction - INFO - Epoch [105][200/396] lr: 1.935e-01, eta: 1 day, 5:59:39, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4146, top5_acc: 0.6948, loss_cls: 2.4127, loss: 2.4127, grad_norm: 1.5354, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7746, loss/aux0: 1.7746 2020-10-19 13:12:01,268 - mmaction - INFO - Epoch [105][220/396] lr: 1.935e-01, eta: 1 day, 5:58:38, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4328, top5_acc: 0.6966, loss_cls: 2.3681, loss: 2.3681, grad_norm: 1.5435, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8401, loss/aux0: 1.8401 2020-10-19 13:12:02,227 - mmaction - INFO - Epoch [105][220/396] lr: 1.935e-01, eta: 1 day, 5:59:05, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4328, top5_acc: 0.6966, loss_cls: 2.3681, loss: 2.3681, grad_norm: 1.5384, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8401, loss/aux0: 1.8401 2020-10-19 13:12:38,681 - mmaction - INFO - Epoch [105][240/396] lr: 1.935e-01, eta: 1 day, 5:58:04, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6836, loss_cls: 2.4502, loss: 2.4502, grad_norm: 1.5688, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7886, loss/aux0: 1.7886 2020-10-19 13:12:39,681 - mmaction - INFO - Epoch [105][240/396] lr: 1.935e-01, eta: 1 day, 5:58:32, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6836, loss_cls: 2.4502, loss: 2.4502, grad_norm: 1.5657, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7788, loss/aux0: 1.7788 2020-10-19 13:13:16,279 - mmaction - INFO - Epoch [105][260/396] lr: 1.935e-01, eta: 1 day, 5:57:31, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4323, top5_acc: 0.6990, loss_cls: 2.3802, loss: 2.3802, grad_norm: 1.5372, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8282, loss/aux0: 1.8282 2020-10-19 13:13:17,245 - mmaction - INFO - Epoch [105][260/396] lr: 1.935e-01, eta: 1 day, 5:57:58, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4323, top5_acc: 0.6990, loss_cls: 2.3802, loss: 2.3802, grad_norm: 1.5366, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8348, loss/aux0: 1.8348 2020-10-19 13:13:53,857 - mmaction - INFO - Epoch [105][280/396] lr: 1.935e-01, eta: 1 day, 5:56:57, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4297, top5_acc: 0.6901, loss_cls: 2.4005, loss: 2.4005, grad_norm: 1.5401, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8056, loss/aux0: 1.8056 2020-10-19 13:13:54,803 - mmaction - INFO - Epoch [105][280/396] lr: 1.935e-01, eta: 1 day, 5:57:24, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4297, top5_acc: 0.6901, loss_cls: 2.4005, loss: 2.4005, grad_norm: 1.5421, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8042, loss/aux0: 1.8042 2020-10-19 13:14:31,268 - mmaction - INFO - Epoch [105][300/396] lr: 1.935e-01, eta: 1 day, 5:56:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4271, top5_acc: 0.6964, loss_cls: 2.3537, loss: 2.3537, grad_norm: 1.5515, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7768, loss/aux0: 1.7768 2020-10-19 13:14:32,226 - mmaction - INFO - Epoch [105][300/396] lr: 1.935e-01, eta: 1 day, 5:56:50, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4271, top5_acc: 0.6964, loss_cls: 2.3537, loss: 2.3537, grad_norm: 1.5343, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7707, loss/aux0: 1.7707 2020-10-19 13:15:08,832 - mmaction - INFO - Epoch [105][320/396] lr: 1.935e-01, eta: 1 day, 5:55:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6901, loss_cls: 2.4119, loss: 2.4119, grad_norm: 1.5445, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7595, loss/aux0: 1.7595 2020-10-19 13:15:09,831 - mmaction - INFO - Epoch [105][320/396] lr: 1.935e-01, eta: 1 day, 5:56:16, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6901, loss_cls: 2.4119, loss: 2.4119, grad_norm: 1.5403, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7668, loss/aux0: 1.7668 2020-10-19 13:15:46,273 - mmaction - INFO - Epoch [105][340/396] lr: 1.935e-01, eta: 1 day, 5:55:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4232, top5_acc: 0.6987, loss_cls: 2.4168, loss: 2.4168, grad_norm: 1.5377, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8035, loss/aux0: 1.8035 2020-10-19 13:15:47,239 - mmaction - INFO - Epoch [105][340/396] lr: 1.935e-01, eta: 1 day, 5:55:43, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4232, top5_acc: 0.6987, loss_cls: 2.4168, loss: 2.4168, grad_norm: 1.5315, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.8065, loss/aux0: 1.8065 2020-10-19 13:16:23,759 - mmaction - INFO - Epoch [105][360/396] lr: 1.935e-01, eta: 1 day, 5:54:42, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4211, top5_acc: 0.6940, loss_cls: 2.3976, loss: 2.3976, grad_norm: 1.5937, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8411, loss/aux0: 1.8411 2020-10-19 13:16:24,730 - mmaction - INFO - Epoch [105][360/396] lr: 1.935e-01, eta: 1 day, 5:55:09, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.4211, top5_acc: 0.6940, loss_cls: 2.3976, loss: 2.3976, grad_norm: 1.5971, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8372, loss/aux0: 1.8372 2020-10-19 13:17:01,407 - mmaction - INFO - Epoch [105][380/396] lr: 1.935e-01, eta: 1 day, 5:54:08, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4453, top5_acc: 0.7063, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.5209, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7485, loss/aux0: 1.7485 2020-10-19 13:17:02,418 - mmaction - INFO - Epoch [105][380/396] lr: 1.935e-01, eta: 1 day, 5:54:35, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.4453, top5_acc: 0.7063, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.5187, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7502, loss/aux0: 1.7502 2020-10-19 13:21:35,006 - mmaction - INFO - Epoch [106][20/396] lr: 1.918e-01, eta: 1 day, 5:52:24, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7049, loss_cls: 2.3641, loss: 2.3641, grad_norm: 1.5526, top1_acc/aux0: 0.5699, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7078, loss/aux0: 1.7078 2020-10-19 13:21:35,964 - mmaction - INFO - Epoch [106][20/396] lr: 1.918e-01, eta: 1 day, 5:52:51, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7049, loss_cls: 2.3641, loss: 2.3641, grad_norm: 1.5492, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7052, loss/aux0: 1.7052 2020-10-19 13:22:12,495 - mmaction - INFO - Epoch [106][40/396] lr: 1.918e-01, eta: 1 day, 5:51:50, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4375, top5_acc: 0.7013, loss_cls: 2.3401, loss: 2.3401, grad_norm: 1.5426, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7926, loss/aux0: 1.7926 2020-10-19 13:22:13,460 - mmaction - INFO - Epoch [106][40/396] lr: 1.918e-01, eta: 1 day, 5:52:17, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4375, top5_acc: 0.7013, loss_cls: 2.3401, loss: 2.3401, grad_norm: 1.5422, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8003, loss/aux0: 1.8003 2020-10-19 13:22:49,892 - mmaction - INFO - Epoch [106][60/396] lr: 1.918e-01, eta: 1 day, 5:51:16, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4341, top5_acc: 0.7096, loss_cls: 2.3259, loss: 2.3259, grad_norm: 1.5248, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.8010, loss/aux0: 1.8010 2020-10-19 13:22:50,842 - mmaction - INFO - Epoch [106][60/396] lr: 1.918e-01, eta: 1 day, 5:51:43, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.4341, top5_acc: 0.7096, loss_cls: 2.3259, loss: 2.3259, grad_norm: 1.5285, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.8025, loss/aux0: 1.8025 2020-10-19 13:23:27,392 - mmaction - INFO - Epoch [106][80/396] lr: 1.918e-01, eta: 1 day, 5:50:42, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4292, top5_acc: 0.7016, loss_cls: 2.3832, loss: 2.3832, grad_norm: 1.5314, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7735, loss/aux0: 1.7735 2020-10-19 13:23:28,366 - mmaction - INFO - Epoch [106][80/396] lr: 1.918e-01, eta: 1 day, 5:51:09, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4292, top5_acc: 0.7016, loss_cls: 2.3832, loss: 2.3832, grad_norm: 1.5326, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7653, loss/aux0: 1.7653 2020-10-19 13:24:04,914 - mmaction - INFO - Epoch [106][100/396] lr: 1.918e-01, eta: 1 day, 5:50:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4310, top5_acc: 0.6987, loss_cls: 2.3871, loss: 2.3871, grad_norm: 1.5490, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7770, loss/aux0: 1.7770 2020-10-19 13:24:05,883 - mmaction - INFO - Epoch [106][100/396] lr: 1.918e-01, eta: 1 day, 5:50:35, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4310, top5_acc: 0.6987, loss_cls: 2.3871, loss: 2.3871, grad_norm: 1.5301, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7652, loss/aux0: 1.7652 2020-10-19 13:24:42,451 - mmaction - INFO - Epoch [106][120/396] lr: 1.918e-01, eta: 1 day, 5:49:35, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4331, top5_acc: 0.6974, loss_cls: 2.3562, loss: 2.3562, grad_norm: 1.5724, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7766, loss/aux0: 1.7766 2020-10-19 13:24:43,387 - mmaction - INFO - Epoch [106][120/396] lr: 1.918e-01, eta: 1 day, 5:50:01, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4331, top5_acc: 0.6974, loss_cls: 2.3562, loss: 2.3562, grad_norm: 1.5749, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7964, loss/aux0: 1.7964 2020-10-19 13:25:19,885 - mmaction - INFO - Epoch [106][140/396] lr: 1.918e-01, eta: 1 day, 5:49:01, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6943, loss_cls: 2.4226, loss: 2.4226, grad_norm: 1.5011, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7464, loss/aux0: 1.7464 2020-10-19 13:25:20,842 - mmaction - INFO - Epoch [106][140/396] lr: 1.918e-01, eta: 1 day, 5:49:27, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4216, top5_acc: 0.6943, loss_cls: 2.4226, loss: 2.4226, grad_norm: 1.5016, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7423, loss/aux0: 1.7423 2020-10-19 13:25:57,311 - mmaction - INFO - Epoch [106][160/396] lr: 1.918e-01, eta: 1 day, 5:48:27, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6943, loss_cls: 2.3752, loss: 2.3752, grad_norm: 1.5446, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7687, loss/aux0: 1.7687 2020-10-19 13:25:58,283 - mmaction - INFO - Epoch [106][160/396] lr: 1.918e-01, eta: 1 day, 5:48:54, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6943, loss_cls: 2.3752, loss: 2.3752, grad_norm: 1.5492, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7816, loss/aux0: 1.7816 2020-10-19 13:26:34,874 - mmaction - INFO - Epoch [106][180/396] lr: 1.918e-01, eta: 1 day, 5:47:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4326, top5_acc: 0.6990, loss_cls: 2.3750, loss: 2.3750, grad_norm: 1.5485, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7524, loss/aux0: 1.7524 2020-10-19 13:26:35,836 - mmaction - INFO - Epoch [106][180/396] lr: 1.918e-01, eta: 1 day, 5:48:20, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4326, top5_acc: 0.6990, loss_cls: 2.3750, loss: 2.3750, grad_norm: 1.5552, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7467, loss/aux0: 1.7467 2020-10-19 13:27:12,390 - mmaction - INFO - Epoch [106][200/396] lr: 1.918e-01, eta: 1 day, 5:47:19, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4315, top5_acc: 0.7003, loss_cls: 2.3670, loss: 2.3670, grad_norm: 1.5430, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.7915, loss/aux0: 1.7915 2020-10-19 13:27:13,376 - mmaction - INFO - Epoch [106][200/396] lr: 1.918e-01, eta: 1 day, 5:47:46, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4315, top5_acc: 0.7003, loss_cls: 2.3670, loss: 2.3670, grad_norm: 1.5390, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.7793, loss/aux0: 1.7793 2020-10-19 13:27:49,932 - mmaction - INFO - Epoch [106][220/396] lr: 1.918e-01, eta: 1 day, 5:46:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6927, loss_cls: 2.4000, loss: 2.4000, grad_norm: 1.5306, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7799, loss/aux0: 1.7799 2020-10-19 13:27:50,880 - mmaction - INFO - Epoch [106][220/396] lr: 1.918e-01, eta: 1 day, 5:47:12, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6927, loss_cls: 2.4000, loss: 2.4000, grad_norm: 1.5284, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7803, loss/aux0: 1.7803 2020-10-19 13:28:27,423 - mmaction - INFO - Epoch [106][240/396] lr: 1.918e-01, eta: 1 day, 5:46:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4203, top5_acc: 0.6799, loss_cls: 2.4583, loss: 2.4583, grad_norm: 1.5303, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7471, loss/aux0: 1.7471 2020-10-19 13:28:28,388 - mmaction - INFO - Epoch [106][240/396] lr: 1.918e-01, eta: 1 day, 5:46:38, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4203, top5_acc: 0.6799, loss_cls: 2.4583, loss: 2.4583, grad_norm: 1.5319, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7493, loss/aux0: 1.7493 2020-10-19 13:29:05,038 - mmaction - INFO - Epoch [106][260/396] lr: 1.918e-01, eta: 1 day, 5:45:38, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6927, loss_cls: 2.4179, loss: 2.4179, grad_norm: 1.5400, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7457, loss/aux0: 1.7457 2020-10-19 13:29:05,969 - mmaction - INFO - Epoch [106][260/396] lr: 1.918e-01, eta: 1 day, 5:46:04, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6927, loss_cls: 2.4179, loss: 2.4179, grad_norm: 1.5429, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.7550, loss/aux0: 1.7550 2020-10-19 13:29:42,619 - mmaction - INFO - Epoch [106][280/396] lr: 1.918e-01, eta: 1 day, 5:45:04, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4266, top5_acc: 0.6945, loss_cls: 2.3771, loss: 2.3771, grad_norm: 1.5089, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7108, loss/aux0: 1.7108 2020-10-19 13:29:43,564 - mmaction - INFO - Epoch [106][280/396] lr: 1.918e-01, eta: 1 day, 5:45:31, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.4266, top5_acc: 0.6945, loss_cls: 2.3771, loss: 2.3771, grad_norm: 1.5199, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7081, loss/aux0: 1.7081 2020-10-19 13:30:20,085 - mmaction - INFO - Epoch [106][300/396] lr: 1.918e-01, eta: 1 day, 5:44:30, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4354, top5_acc: 0.6917, loss_cls: 2.3792, loss: 2.3792, grad_norm: 1.5559, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7747, loss/aux0: 1.7747 2020-10-19 13:30:21,033 - mmaction - INFO - Epoch [106][300/396] lr: 1.918e-01, eta: 1 day, 5:44:57, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4354, top5_acc: 0.6917, loss_cls: 2.3792, loss: 2.3792, grad_norm: 1.5719, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7773, loss/aux0: 1.7773 2020-10-19 13:30:57,595 - mmaction - INFO - Epoch [106][320/396] lr: 1.918e-01, eta: 1 day, 5:43:56, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4307, top5_acc: 0.6896, loss_cls: 2.3857, loss: 2.3857, grad_norm: 1.5070, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.7744, loss/aux0: 1.7744 2020-10-19 13:30:58,606 - mmaction - INFO - Epoch [106][320/396] lr: 1.918e-01, eta: 1 day, 5:44:23, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4307, top5_acc: 0.6896, loss_cls: 2.3857, loss: 2.3857, grad_norm: 1.5063, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7671, loss/aux0: 1.7671 2020-10-19 13:31:35,746 - mmaction - INFO - Epoch [106][340/396] lr: 1.918e-01, eta: 1 day, 5:43:23, time: 0.965, data_time: 0.000, memory: 8462, top1_acc: 0.4323, top5_acc: 0.6943, loss_cls: 2.3758, loss: 2.3758, grad_norm: 1.5006, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7641, loss/aux0: 1.7641 2020-10-19 13:31:36,699 - mmaction - INFO - Epoch [106][340/396] lr: 1.918e-01, eta: 1 day, 5:43:51, time: 0.966, data_time: 0.001, memory: 8462, top1_acc: 0.4323, top5_acc: 0.6943, loss_cls: 2.3758, loss: 2.3758, grad_norm: 1.5013, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7652, loss/aux0: 1.7652 2020-10-19 13:32:13,428 - mmaction - INFO - Epoch [106][360/396] lr: 1.918e-01, eta: 1 day, 5:42:50, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4339, top5_acc: 0.6904, loss_cls: 2.3684, loss: 2.3684, grad_norm: 1.5173, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7183, loss/aux0: 1.7183 2020-10-19 13:32:14,380 - mmaction - INFO - Epoch [106][360/396] lr: 1.918e-01, eta: 1 day, 5:43:17, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4339, top5_acc: 0.6904, loss_cls: 2.3684, loss: 2.3684, grad_norm: 1.5280, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7332, loss/aux0: 1.7332 2020-10-19 13:32:50,945 - mmaction - INFO - Epoch [106][380/396] lr: 1.918e-01, eta: 1 day, 5:42:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4260, top5_acc: 0.6914, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.5035, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7717, loss/aux0: 1.7717 2020-10-19 13:32:51,967 - mmaction - INFO - Epoch [106][380/396] lr: 1.918e-01, eta: 1 day, 5:42:43, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4260, top5_acc: 0.6914, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.5040, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7511, loss/aux0: 1.7511 2020-10-19 13:37:13,769 - mmaction - INFO - Epoch [107][20/396] lr: 1.900e-01, eta: 1 day, 5:40:33, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4555, top5_acc: 0.6940, loss_cls: 2.3164, loss: 2.3164, grad_norm: 1.4922, top1_acc/aux0: 0.5699, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.7204, loss/aux0: 1.7204 2020-10-19 13:37:14,741 - mmaction - INFO - Epoch [107][20/396] lr: 1.900e-01, eta: 1 day, 5:40:59, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4555, top5_acc: 0.6940, loss_cls: 2.3164, loss: 2.3164, grad_norm: 1.4896, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.7166, loss/aux0: 1.7166 2020-10-19 13:37:51,234 - mmaction - INFO - Epoch [107][40/396] lr: 1.900e-01, eta: 1 day, 5:39:59, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4372, top5_acc: 0.6982, loss_cls: 2.3597, loss: 2.3597, grad_norm: 1.5568, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7576, loss/aux0: 1.7576 2020-10-19 13:37:52,195 - mmaction - INFO - Epoch [107][40/396] lr: 1.900e-01, eta: 1 day, 5:40:26, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4372, top5_acc: 0.6982, loss_cls: 2.3597, loss: 2.3597, grad_norm: 1.5716, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7766, loss/aux0: 1.7766 2020-10-19 13:38:28,666 - mmaction - INFO - Epoch [107][60/396] lr: 1.900e-01, eta: 1 day, 5:39:25, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4292, top5_acc: 0.6930, loss_cls: 2.3866, loss: 2.3866, grad_norm: 1.5173, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8098, loss/aux0: 1.8098 2020-10-19 13:38:29,724 - mmaction - INFO - Epoch [107][60/396] lr: 1.900e-01, eta: 1 day, 5:39:52, time: 0.941, data_time: 0.009, memory: 8462, top1_acc: 0.4292, top5_acc: 0.6930, loss_cls: 2.3866, loss: 2.3866, grad_norm: 1.5200, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.7957, loss/aux0: 1.7957 2020-10-19 13:39:06,263 - mmaction - INFO - Epoch [107][80/396] lr: 1.900e-01, eta: 1 day, 5:38:51, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6794, loss_cls: 2.4355, loss: 2.4355, grad_norm: 1.5394, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7273, loss/aux0: 1.7273 2020-10-19 13:39:07,228 - mmaction - INFO - Epoch [107][80/396] lr: 1.900e-01, eta: 1 day, 5:39:18, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4201, top5_acc: 0.6794, loss_cls: 2.4355, loss: 2.4355, grad_norm: 1.5444, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7374, loss/aux0: 1.7374 2020-10-19 13:39:43,875 - mmaction - INFO - Epoch [107][100/396] lr: 1.900e-01, eta: 1 day, 5:38:18, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4286, top5_acc: 0.7016, loss_cls: 2.3846, loss: 2.3846, grad_norm: 1.5302, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7762, loss/aux0: 1.7762 2020-10-19 13:39:44,875 - mmaction - INFO - Epoch [107][100/396] lr: 1.900e-01, eta: 1 day, 5:38:44, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.4286, top5_acc: 0.7016, loss_cls: 2.3846, loss: 2.3846, grad_norm: 1.5262, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7531, loss/aux0: 1.7531 2020-10-19 13:40:21,471 - mmaction - INFO - Epoch [107][120/396] lr: 1.900e-01, eta: 1 day, 5:37:44, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4305, top5_acc: 0.7000, loss_cls: 2.3478, loss: 2.3478, grad_norm: 1.4909, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7166, loss/aux0: 1.7166 2020-10-19 13:40:22,423 - mmaction - INFO - Epoch [107][120/396] lr: 1.900e-01, eta: 1 day, 5:38:10, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4305, top5_acc: 0.7000, loss_cls: 2.3478, loss: 2.3478, grad_norm: 1.4905, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7254, loss/aux0: 1.7254 2020-10-19 13:40:58,922 - mmaction - INFO - Epoch [107][140/396] lr: 1.900e-01, eta: 1 day, 5:37:10, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4346, top5_acc: 0.6870, loss_cls: 2.3858, loss: 2.3858, grad_norm: 1.5835, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7165, loss/aux0: 1.7165 2020-10-19 13:40:59,878 - mmaction - INFO - Epoch [107][140/396] lr: 1.900e-01, eta: 1 day, 5:37:36, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4346, top5_acc: 0.6870, loss_cls: 2.3858, loss: 2.3858, grad_norm: 1.5814, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7243, loss/aux0: 1.7243 2020-10-19 13:41:36,449 - mmaction - INFO - Epoch [107][160/396] lr: 1.900e-01, eta: 1 day, 5:36:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4336, top5_acc: 0.7003, loss_cls: 2.3426, loss: 2.3426, grad_norm: 1.5661, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7478, loss/aux0: 1.7478 2020-10-19 13:41:37,408 - mmaction - INFO - Epoch [107][160/396] lr: 1.900e-01, eta: 1 day, 5:37:02, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4336, top5_acc: 0.7003, loss_cls: 2.3426, loss: 2.3426, grad_norm: 1.5628, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7295, loss/aux0: 1.7295 2020-10-19 13:42:14,074 - mmaction - INFO - Epoch [107][180/396] lr: 1.900e-01, eta: 1 day, 5:36:02, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4383, top5_acc: 0.6891, loss_cls: 2.3724, loss: 2.3724, grad_norm: 1.5506, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.6953, loss/aux0: 1.6953 2020-10-19 13:42:15,067 - mmaction - INFO - Epoch [107][180/396] lr: 1.900e-01, eta: 1 day, 5:36:29, time: 0.944, data_time: 0.004, memory: 8462, top1_acc: 0.4383, top5_acc: 0.6891, loss_cls: 2.3724, loss: 2.3724, grad_norm: 1.5488, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7140, loss/aux0: 1.7140 2020-10-19 13:42:51,623 - mmaction - INFO - Epoch [107][200/396] lr: 1.900e-01, eta: 1 day, 5:35:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4375, top5_acc: 0.6914, loss_cls: 2.3703, loss: 2.3703, grad_norm: 1.5596, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.7045, loss/aux0: 1.7045 2020-10-19 13:42:52,579 - mmaction - INFO - Epoch [107][200/396] lr: 1.900e-01, eta: 1 day, 5:35:55, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4375, top5_acc: 0.6914, loss_cls: 2.3703, loss: 2.3703, grad_norm: 1.5632, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.7065, loss/aux0: 1.7065 2020-10-19 13:43:29,109 - mmaction - INFO - Epoch [107][220/396] lr: 1.900e-01, eta: 1 day, 5:34:55, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4299, top5_acc: 0.6906, loss_cls: 2.4119, loss: 2.4119, grad_norm: 1.5602, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7776, loss/aux0: 1.7776 2020-10-19 13:43:30,068 - mmaction - INFO - Epoch [107][220/396] lr: 1.900e-01, eta: 1 day, 5:35:21, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4299, top5_acc: 0.6906, loss_cls: 2.4119, loss: 2.4119, grad_norm: 1.5741, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7823, loss/aux0: 1.7823 2020-10-19 13:44:06,514 - mmaction - INFO - Epoch [107][240/396] lr: 1.900e-01, eta: 1 day, 5:34:21, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4279, top5_acc: 0.6880, loss_cls: 2.4166, loss: 2.4166, grad_norm: 1.5279, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7357, loss/aux0: 1.7357 2020-10-19 13:44:07,450 - mmaction - INFO - Epoch [107][240/396] lr: 1.900e-01, eta: 1 day, 5:34:47, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4279, top5_acc: 0.6880, loss_cls: 2.4166, loss: 2.4166, grad_norm: 1.5234, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7169, loss/aux0: 1.7169 2020-10-19 13:44:43,967 - mmaction - INFO - Epoch [107][260/396] lr: 1.900e-01, eta: 1 day, 5:33:47, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4279, top5_acc: 0.6961, loss_cls: 2.3858, loss: 2.3858, grad_norm: 1.5496, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7678, loss/aux0: 1.7678 2020-10-19 13:44:44,908 - mmaction - INFO - Epoch [107][260/396] lr: 1.900e-01, eta: 1 day, 5:34:13, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4279, top5_acc: 0.6961, loss_cls: 2.3858, loss: 2.3858, grad_norm: 1.5459, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7855, loss/aux0: 1.7855 2020-10-19 13:45:21,440 - mmaction - INFO - Epoch [107][280/396] lr: 1.900e-01, eta: 1 day, 5:33:13, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4328, top5_acc: 0.6937, loss_cls: 2.3932, loss: 2.3932, grad_norm: 1.5724, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.7898, loss/aux0: 1.7898 2020-10-19 13:45:22,385 - mmaction - INFO - Epoch [107][280/396] lr: 1.900e-01, eta: 1 day, 5:33:39, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4328, top5_acc: 0.6937, loss_cls: 2.3932, loss: 2.3932, grad_norm: 1.5674, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.7789, loss/aux0: 1.7789 2020-10-19 13:45:58,868 - mmaction - INFO - Epoch [107][300/396] lr: 1.900e-01, eta: 1 day, 5:32:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4367, top5_acc: 0.6990, loss_cls: 2.3613, loss: 2.3613, grad_norm: 1.5217, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7523, loss/aux0: 1.7523 2020-10-19 13:45:59,840 - mmaction - INFO - Epoch [107][300/396] lr: 1.900e-01, eta: 1 day, 5:33:05, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4367, top5_acc: 0.6990, loss_cls: 2.3613, loss: 2.3613, grad_norm: 1.5216, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7466, loss/aux0: 1.7466 2020-10-19 13:46:36,342 - mmaction - INFO - Epoch [107][320/396] lr: 1.900e-01, eta: 1 day, 5:32:05, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4237, top5_acc: 0.6872, loss_cls: 2.4015, loss: 2.4015, grad_norm: 1.5713, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7313, loss/aux0: 1.7313 2020-10-19 13:46:37,290 - mmaction - INFO - Epoch [107][320/396] lr: 1.900e-01, eta: 1 day, 5:32:31, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4237, top5_acc: 0.6872, loss_cls: 2.4015, loss: 2.4015, grad_norm: 1.5739, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7521, loss/aux0: 1.7521 2020-10-19 13:47:13,829 - mmaction - INFO - Epoch [107][340/396] lr: 1.900e-01, eta: 1 day, 5:31:31, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4383, top5_acc: 0.6974, loss_cls: 2.3647, loss: 2.3647, grad_norm: 1.5370, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8193, loss/aux0: 1.8193 2020-10-19 13:47:14,788 - mmaction - INFO - Epoch [107][340/396] lr: 1.900e-01, eta: 1 day, 5:31:57, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4383, top5_acc: 0.6974, loss_cls: 2.3647, loss: 2.3647, grad_norm: 1.5463, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8027, loss/aux0: 1.8027 2020-10-19 13:47:51,382 - mmaction - INFO - Epoch [107][360/396] lr: 1.900e-01, eta: 1 day, 5:30:57, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6909, loss_cls: 2.4067, loss: 2.4067, grad_norm: 1.5322, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.7949, loss/aux0: 1.7949 2020-10-19 13:47:52,334 - mmaction - INFO - Epoch [107][360/396] lr: 1.900e-01, eta: 1 day, 5:31:23, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6909, loss_cls: 2.4067, loss: 2.4067, grad_norm: 1.5284, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8141, loss/aux0: 1.8141 2020-10-19 13:48:28,828 - mmaction - INFO - Epoch [107][380/396] lr: 1.900e-01, eta: 1 day, 5:30:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4242, top5_acc: 0.6958, loss_cls: 2.3833, loss: 2.3833, grad_norm: 1.5001, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7716, loss/aux0: 1.7716 2020-10-19 13:48:29,791 - mmaction - INFO - Epoch [107][380/396] lr: 1.900e-01, eta: 1 day, 5:30:49, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4242, top5_acc: 0.6958, loss_cls: 2.3833, loss: 2.3833, grad_norm: 1.4993, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7621, loss/aux0: 1.7621 2020-10-19 13:52:50,255 - mmaction - INFO - Epoch [108][20/396] lr: 1.882e-01, eta: 1 day, 5:28:40, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4526, top5_acc: 0.7174, loss_cls: 2.3011, loss: 2.3011, grad_norm: 1.5783, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8067, loss_cls/aux0: 1.7370, loss/aux0: 1.7370 2020-10-19 13:52:51,211 - mmaction - INFO - Epoch [108][20/396] lr: 1.882e-01, eta: 1 day, 5:29:06, time: 0.930, data_time: 0.002, memory: 8462, top1_acc: 0.4526, top5_acc: 0.7174, loss_cls: 2.3011, loss: 2.3011, grad_norm: 1.5749, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7284, loss/aux0: 1.7284 2020-10-19 13:53:27,758 - mmaction - INFO - Epoch [108][40/396] lr: 1.882e-01, eta: 1 day, 5:28:06, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6914, loss_cls: 2.3948, loss: 2.3948, grad_norm: 1.5462, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7175, loss/aux0: 1.7175 2020-10-19 13:53:28,711 - mmaction - INFO - Epoch [108][40/396] lr: 1.882e-01, eta: 1 day, 5:28:32, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6914, loss_cls: 2.3948, loss: 2.3948, grad_norm: 1.5418, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7199, loss/aux0: 1.7199 2020-10-19 13:54:05,225 - mmaction - INFO - Epoch [108][60/396] lr: 1.882e-01, eta: 1 day, 5:27:33, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4365, top5_acc: 0.7130, loss_cls: 2.3316, loss: 2.3316, grad_norm: 1.5295, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7858, loss/aux0: 1.7858 2020-10-19 13:54:06,161 - mmaction - INFO - Epoch [108][60/396] lr: 1.882e-01, eta: 1 day, 5:27:59, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4365, top5_acc: 0.7130, loss_cls: 2.3316, loss: 2.3316, grad_norm: 1.5252, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7922, loss/aux0: 1.7922 2020-10-19 13:54:42,759 - mmaction - INFO - Epoch [108][80/396] lr: 1.882e-01, eta: 1 day, 5:26:59, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6909, loss_cls: 2.3899, loss: 2.3899, grad_norm: 1.5402, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6939, loss/aux0: 1.6939 2020-10-19 13:54:43,695 - mmaction - INFO - Epoch [108][80/396] lr: 1.882e-01, eta: 1 day, 5:27:25, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6909, loss_cls: 2.3899, loss: 2.3899, grad_norm: 1.5368, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6935, loss/aux0: 1.6935 2020-10-19 13:55:20,230 - mmaction - INFO - Epoch [108][100/396] lr: 1.882e-01, eta: 1 day, 5:26:25, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6937, loss_cls: 2.3746, loss: 2.3746, grad_norm: 1.5676, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7396, loss/aux0: 1.7396 2020-10-19 13:55:21,248 - mmaction - INFO - Epoch [108][100/396] lr: 1.882e-01, eta: 1 day, 5:26:51, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6937, loss_cls: 2.3746, loss: 2.3746, grad_norm: 1.5616, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7433, loss/aux0: 1.7433 2020-10-19 13:55:57,807 - mmaction - INFO - Epoch [108][120/396] lr: 1.882e-01, eta: 1 day, 5:25:51, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4294, top5_acc: 0.7026, loss_cls: 2.3620, loss: 2.3620, grad_norm: 1.5668, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7401, loss/aux0: 1.7401 2020-10-19 13:55:58,761 - mmaction - INFO - Epoch [108][120/396] lr: 1.882e-01, eta: 1 day, 5:26:17, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4294, top5_acc: 0.7026, loss_cls: 2.3620, loss: 2.3620, grad_norm: 1.5663, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7424, loss/aux0: 1.7424 2020-10-19 13:56:35,386 - mmaction - INFO - Epoch [108][140/396] lr: 1.882e-01, eta: 1 day, 5:25:17, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6826, loss_cls: 2.4199, loss: 2.4199, grad_norm: 1.4934, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7516, loss/aux0: 1.7516 2020-10-19 13:56:36,353 - mmaction - INFO - Epoch [108][140/396] lr: 1.882e-01, eta: 1 day, 5:25:43, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6826, loss_cls: 2.4199, loss: 2.4199, grad_norm: 1.4881, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7386, loss/aux0: 1.7386 2020-10-19 13:57:12,892 - mmaction - INFO - Epoch [108][160/396] lr: 1.882e-01, eta: 1 day, 5:24:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4237, top5_acc: 0.7013, loss_cls: 2.3664, loss: 2.3664, grad_norm: 1.5651, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7820, loss/aux0: 1.7820 2020-10-19 13:57:13,846 - mmaction - INFO - Epoch [108][160/396] lr: 1.882e-01, eta: 1 day, 5:25:09, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4237, top5_acc: 0.7013, loss_cls: 2.3664, loss: 2.3664, grad_norm: 1.5552, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7827, loss/aux0: 1.7827 2020-10-19 13:57:50,417 - mmaction - INFO - Epoch [108][180/396] lr: 1.882e-01, eta: 1 day, 5:24:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4328, top5_acc: 0.7055, loss_cls: 2.3611, loss: 2.3611, grad_norm: 1.5459, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7083, loss/aux0: 1.7083 2020-10-19 13:57:51,372 - mmaction - INFO - Epoch [108][180/396] lr: 1.882e-01, eta: 1 day, 5:24:35, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4328, top5_acc: 0.7055, loss_cls: 2.3611, loss: 2.3611, grad_norm: 1.5433, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7054, loss/aux0: 1.7054 2020-10-19 13:58:28,018 - mmaction - INFO - Epoch [108][200/396] lr: 1.882e-01, eta: 1 day, 5:23:36, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6833, loss_cls: 2.4066, loss: 2.4066, grad_norm: 1.5706, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7228, loss/aux0: 1.7228 2020-10-19 13:58:28,974 - mmaction - INFO - Epoch [108][200/396] lr: 1.882e-01, eta: 1 day, 5:24:02, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6833, loss_cls: 2.4066, loss: 2.4066, grad_norm: 1.5797, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7467, loss/aux0: 1.7467 2020-10-19 13:59:05,558 - mmaction - INFO - Epoch [108][220/396] lr: 1.882e-01, eta: 1 day, 5:23:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4271, top5_acc: 0.6820, loss_cls: 2.4286, loss: 2.4286, grad_norm: 1.5505, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7639, loss/aux0: 1.7639 2020-10-19 13:59:06,521 - mmaction - INFO - Epoch [108][220/396] lr: 1.882e-01, eta: 1 day, 5:23:28, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4271, top5_acc: 0.6820, loss_cls: 2.4286, loss: 2.4286, grad_norm: 1.5490, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7500, loss/aux0: 1.7500 2020-10-19 13:59:43,103 - mmaction - INFO - Epoch [108][240/396] lr: 1.882e-01, eta: 1 day, 5:22:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4393, top5_acc: 0.7005, loss_cls: 2.3348, loss: 2.3348, grad_norm: 1.5201, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7332, loss/aux0: 1.7332 2020-10-19 13:59:44,055 - mmaction - INFO - Epoch [108][240/396] lr: 1.882e-01, eta: 1 day, 5:22:54, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4393, top5_acc: 0.7005, loss_cls: 2.3348, loss: 2.3348, grad_norm: 1.5225, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7296, loss/aux0: 1.7296 2020-10-19 14:00:20,680 - mmaction - INFO - Epoch [108][260/396] lr: 1.882e-01, eta: 1 day, 5:21:54, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4294, top5_acc: 0.6977, loss_cls: 2.3681, loss: 2.3681, grad_norm: 1.5597, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7656, loss/aux0: 1.7656 2020-10-19 14:00:21,671 - mmaction - INFO - Epoch [108][260/396] lr: 1.882e-01, eta: 1 day, 5:22:20, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.4294, top5_acc: 0.6977, loss_cls: 2.3681, loss: 2.3681, grad_norm: 1.5612, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7601, loss/aux0: 1.7601 2020-10-19 14:00:58,355 - mmaction - INFO - Epoch [108][280/396] lr: 1.882e-01, eta: 1 day, 5:21:21, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6844, loss_cls: 2.4218, loss: 2.4218, grad_norm: 1.5271, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7463, loss/aux0: 1.7463 2020-10-19 14:00:59,313 - mmaction - INFO - Epoch [108][280/396] lr: 1.882e-01, eta: 1 day, 5:21:47, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6844, loss_cls: 2.4218, loss: 2.4218, grad_norm: 1.5264, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7523, loss/aux0: 1.7523 2020-10-19 14:01:35,814 - mmaction - INFO - Epoch [108][300/396] lr: 1.882e-01, eta: 1 day, 5:20:47, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4284, top5_acc: 0.6966, loss_cls: 2.3754, loss: 2.3754, grad_norm: 1.5652, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7649, loss/aux0: 1.7649 2020-10-19 14:01:36,763 - mmaction - INFO - Epoch [108][300/396] lr: 1.882e-01, eta: 1 day, 5:21:13, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4284, top5_acc: 0.6966, loss_cls: 2.3754, loss: 2.3754, grad_norm: 1.5737, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.7758, loss/aux0: 1.7758 2020-10-19 14:02:13,310 - mmaction - INFO - Epoch [108][320/396] lr: 1.882e-01, eta: 1 day, 5:20:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6823, loss_cls: 2.4227, loss: 2.4227, grad_norm: 1.5623, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7053, loss/aux0: 1.7053 2020-10-19 14:02:14,245 - mmaction - INFO - Epoch [108][320/396] lr: 1.882e-01, eta: 1 day, 5:20:39, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6823, loss_cls: 2.4227, loss: 2.4227, grad_norm: 1.5567, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7044, loss/aux0: 1.7044 2020-10-19 14:02:50,763 - mmaction - INFO - Epoch [108][340/396] lr: 1.882e-01, eta: 1 day, 5:19:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4336, top5_acc: 0.6917, loss_cls: 2.3973, loss: 2.3973, grad_norm: 1.5794, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7432, loss/aux0: 1.7432 2020-10-19 14:02:51,735 - mmaction - INFO - Epoch [108][340/396] lr: 1.882e-01, eta: 1 day, 5:20:04, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4336, top5_acc: 0.6917, loss_cls: 2.3973, loss: 2.3973, grad_norm: 1.5914, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7478, loss/aux0: 1.7478 2020-10-19 14:03:28,343 - mmaction - INFO - Epoch [108][360/396] lr: 1.882e-01, eta: 1 day, 5:19:05, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6974, loss_cls: 2.4055, loss: 2.4055, grad_norm: 1.5541, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8202, loss/aux0: 1.8202 2020-10-19 14:03:29,287 - mmaction - INFO - Epoch [108][360/396] lr: 1.882e-01, eta: 1 day, 5:19:31, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4180, top5_acc: 0.6974, loss_cls: 2.4055, loss: 2.4055, grad_norm: 1.5483, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8095, loss/aux0: 1.8095 2020-10-19 14:04:05,837 - mmaction - INFO - Epoch [108][380/396] lr: 1.882e-01, eta: 1 day, 5:18:31, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4289, top5_acc: 0.6971, loss_cls: 2.4055, loss: 2.4055, grad_norm: 1.4857, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8023, loss/aux0: 1.8023 2020-10-19 14:04:06,782 - mmaction - INFO - Epoch [108][380/396] lr: 1.882e-01, eta: 1 day, 5:18:57, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4289, top5_acc: 0.6971, loss_cls: 2.4055, loss: 2.4055, grad_norm: 1.4867, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8002, loss/aux0: 1.8002 2020-10-19 14:08:48,757 - mmaction - INFO - Epoch [109][20/396] lr: 1.864e-01, eta: 1 day, 5:16:49, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4529, top5_acc: 0.7078, loss_cls: 2.2790, loss: 2.2790, grad_norm: 1.5395, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8015, loss_cls/aux0: 1.7604, loss/aux0: 1.7604 2020-10-19 14:08:49,767 - mmaction - INFO - Epoch [109][20/396] lr: 1.864e-01, eta: 1 day, 5:17:14, time: 0.936, data_time: 0.005, memory: 8462, top1_acc: 0.4529, top5_acc: 0.7078, loss_cls: 2.2790, loss: 2.2790, grad_norm: 1.5330, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7548, loss/aux0: 1.7548 2020-10-19 14:09:26,217 - mmaction - INFO - Epoch [109][40/396] lr: 1.864e-01, eta: 1 day, 5:16:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6922, loss_cls: 2.4054, loss: 2.4054, grad_norm: 1.5502, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7271, loss/aux0: 1.7271 2020-10-19 14:09:27,154 - mmaction - INFO - Epoch [109][40/396] lr: 1.864e-01, eta: 1 day, 5:16:40, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4253, top5_acc: 0.6922, loss_cls: 2.4054, loss: 2.4054, grad_norm: 1.5578, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7602, loss/aux0: 1.7602 2020-10-19 14:10:03,627 - mmaction - INFO - Epoch [109][60/396] lr: 1.864e-01, eta: 1 day, 5:15:41, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6987, loss_cls: 2.3951, loss: 2.3951, grad_norm: 1.5369, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7709, loss/aux0: 1.7709 2020-10-19 14:10:04,584 - mmaction - INFO - Epoch [109][60/396] lr: 1.864e-01, eta: 1 day, 5:16:06, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6987, loss_cls: 2.3951, loss: 2.3951, grad_norm: 1.5257, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7408, loss/aux0: 1.7408 2020-10-19 14:10:41,124 - mmaction - INFO - Epoch [109][80/396] lr: 1.864e-01, eta: 1 day, 5:15:07, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4312, top5_acc: 0.7039, loss_cls: 2.3473, loss: 2.3473, grad_norm: 1.5772, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7351, loss/aux0: 1.7351 2020-10-19 14:10:42,080 - mmaction - INFO - Epoch [109][80/396] lr: 1.864e-01, eta: 1 day, 5:15:32, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4312, top5_acc: 0.7039, loss_cls: 2.3473, loss: 2.3473, grad_norm: 1.5780, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7395, loss/aux0: 1.7395 2020-10-19 14:11:18,506 - mmaction - INFO - Epoch [109][100/396] lr: 1.864e-01, eta: 1 day, 5:14:33, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4302, top5_acc: 0.6964, loss_cls: 2.3760, loss: 2.3760, grad_norm: 1.5532, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7876, loss/aux0: 1.7876 2020-10-19 14:11:19,468 - mmaction - INFO - Epoch [109][100/396] lr: 1.864e-01, eta: 1 day, 5:14:58, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4302, top5_acc: 0.6964, loss_cls: 2.3760, loss: 2.3760, grad_norm: 1.5476, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7774, loss/aux0: 1.7774 2020-10-19 14:11:56,003 - mmaction - INFO - Epoch [109][120/396] lr: 1.864e-01, eta: 1 day, 5:13:59, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4247, top5_acc: 0.6885, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.5294, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6978, loss/aux0: 1.6978 2020-10-19 14:11:56,999 - mmaction - INFO - Epoch [109][120/396] lr: 1.864e-01, eta: 1 day, 5:14:24, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4247, top5_acc: 0.6885, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.5319, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7113, loss/aux0: 1.7113 2020-10-19 14:12:33,595 - mmaction - INFO - Epoch [109][140/396] lr: 1.864e-01, eta: 1 day, 5:13:25, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4375, top5_acc: 0.6922, loss_cls: 2.3604, loss: 2.3604, grad_norm: 1.4972, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7301, loss/aux0: 1.7301 2020-10-19 14:12:34,582 - mmaction - INFO - Epoch [109][140/396] lr: 1.864e-01, eta: 1 day, 5:13:51, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4375, top5_acc: 0.6922, loss_cls: 2.3604, loss: 2.3604, grad_norm: 1.5011, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7215, loss/aux0: 1.7215 2020-10-19 14:13:11,097 - mmaction - INFO - Epoch [109][160/396] lr: 1.864e-01, eta: 1 day, 5:12:51, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6844, loss_cls: 2.4325, loss: 2.4325, grad_norm: 1.5658, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7369, loss/aux0: 1.7369 2020-10-19 14:13:12,056 - mmaction - INFO - Epoch [109][160/396] lr: 1.864e-01, eta: 1 day, 5:13:17, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6844, loss_cls: 2.4325, loss: 2.4325, grad_norm: 1.5561, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7249, loss/aux0: 1.7249 2020-10-19 14:13:48,573 - mmaction - INFO - Epoch [109][180/396] lr: 1.864e-01, eta: 1 day, 5:12:17, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4380, top5_acc: 0.6880, loss_cls: 2.3779, loss: 2.3779, grad_norm: 1.5721, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7013, loss/aux0: 1.7013 2020-10-19 14:13:49,496 - mmaction - INFO - Epoch [109][180/396] lr: 1.864e-01, eta: 1 day, 5:12:43, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4380, top5_acc: 0.6880, loss_cls: 2.3779, loss: 2.3779, grad_norm: 1.5667, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7136, loss/aux0: 1.7136 2020-10-19 14:14:26,109 - mmaction - INFO - Epoch [109][200/396] lr: 1.864e-01, eta: 1 day, 5:11:43, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4318, top5_acc: 0.7096, loss_cls: 2.3359, loss: 2.3359, grad_norm: 1.5861, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7844, loss/aux0: 1.7844 2020-10-19 14:14:27,060 - mmaction - INFO - Epoch [109][200/396] lr: 1.864e-01, eta: 1 day, 5:12:09, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4318, top5_acc: 0.7096, loss_cls: 2.3359, loss: 2.3359, grad_norm: 1.5961, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7897, loss/aux0: 1.7897 2020-10-19 14:15:03,751 - mmaction - INFO - Epoch [109][220/396] lr: 1.864e-01, eta: 1 day, 5:11:10, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4422, top5_acc: 0.7091, loss_cls: 2.2947, loss: 2.2947, grad_norm: 1.5142, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7783, loss/aux0: 1.7783 2020-10-19 14:15:04,732 - mmaction - INFO - Epoch [109][220/396] lr: 1.864e-01, eta: 1 day, 5:11:35, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.4422, top5_acc: 0.7091, loss_cls: 2.2947, loss: 2.2947, grad_norm: 1.5191, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7723, loss/aux0: 1.7723 2020-10-19 14:15:41,433 - mmaction - INFO - Epoch [109][240/396] lr: 1.864e-01, eta: 1 day, 5:10:36, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4333, top5_acc: 0.6938, loss_cls: 2.3772, loss: 2.3772, grad_norm: 1.5717, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7038, loss/aux0: 1.7038 2020-10-19 14:15:42,392 - mmaction - INFO - Epoch [109][240/396] lr: 1.864e-01, eta: 1 day, 5:11:01, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4333, top5_acc: 0.6938, loss_cls: 2.3772, loss: 2.3772, grad_norm: 1.5744, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7021, loss/aux0: 1.7021 2020-10-19 14:16:18,893 - mmaction - INFO - Epoch [109][260/396] lr: 1.864e-01, eta: 1 day, 5:10:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4294, top5_acc: 0.6927, loss_cls: 2.3695, loss: 2.3695, grad_norm: 1.5695, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7599, loss/aux0: 1.7599 2020-10-19 14:16:19,850 - mmaction - INFO - Epoch [109][260/396] lr: 1.864e-01, eta: 1 day, 5:10:27, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4294, top5_acc: 0.6927, loss_cls: 2.3695, loss: 2.3695, grad_norm: 1.5655, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7743, loss/aux0: 1.7743 2020-10-19 14:16:56,427 - mmaction - INFO - Epoch [109][280/396] lr: 1.864e-01, eta: 1 day, 5:09:28, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6948, loss_cls: 2.3592, loss: 2.3592, grad_norm: 1.5632, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8219, loss/aux0: 1.8219 2020-10-19 14:16:57,374 - mmaction - INFO - Epoch [109][280/396] lr: 1.864e-01, eta: 1 day, 5:09:54, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6948, loss_cls: 2.3592, loss: 2.3592, grad_norm: 1.5630, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8202, loss/aux0: 1.8202 2020-10-19 14:17:33,900 - mmaction - INFO - Epoch [109][300/396] lr: 1.864e-01, eta: 1 day, 5:08:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4352, top5_acc: 0.7013, loss_cls: 2.3598, loss: 2.3598, grad_norm: 1.5588, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7300, loss/aux0: 1.7300 2020-10-19 14:17:34,831 - mmaction - INFO - Epoch [109][300/396] lr: 1.864e-01, eta: 1 day, 5:09:20, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4352, top5_acc: 0.7013, loss_cls: 2.3598, loss: 2.3598, grad_norm: 1.5642, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7226, loss/aux0: 1.7226 2020-10-19 14:18:11,301 - mmaction - INFO - Epoch [109][320/396] lr: 1.864e-01, eta: 1 day, 5:08:20, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4326, top5_acc: 0.6932, loss_cls: 2.3905, loss: 2.3905, grad_norm: 1.5276, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7348, loss/aux0: 1.7348 2020-10-19 14:18:12,249 - mmaction - INFO - Epoch [109][320/396] lr: 1.864e-01, eta: 1 day, 5:08:45, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4326, top5_acc: 0.6932, loss_cls: 2.3905, loss: 2.3905, grad_norm: 1.5287, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7229, loss/aux0: 1.7229 2020-10-19 14:18:48,783 - mmaction - INFO - Epoch [109][340/396] lr: 1.864e-01, eta: 1 day, 5:07:46, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4229, top5_acc: 0.6930, loss_cls: 2.3967, loss: 2.3967, grad_norm: 1.5754, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7136, loss/aux0: 1.7136 2020-10-19 14:18:49,719 - mmaction - INFO - Epoch [109][340/396] lr: 1.864e-01, eta: 1 day, 5:08:11, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4229, top5_acc: 0.6930, loss_cls: 2.3967, loss: 2.3967, grad_norm: 1.5823, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7326, loss/aux0: 1.7326 2020-10-19 14:19:26,173 - mmaction - INFO - Epoch [109][360/396] lr: 1.864e-01, eta: 1 day, 5:07:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4401, top5_acc: 0.7065, loss_cls: 2.3422, loss: 2.3422, grad_norm: 1.5191, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7946, loss/aux0: 1.7946 2020-10-19 14:19:27,171 - mmaction - INFO - Epoch [109][360/396] lr: 1.864e-01, eta: 1 day, 5:07:37, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4401, top5_acc: 0.7065, loss_cls: 2.3422, loss: 2.3422, grad_norm: 1.5123, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7885, loss/aux0: 1.7885 2020-10-19 14:20:03,706 - mmaction - INFO - Epoch [109][380/396] lr: 1.864e-01, eta: 1 day, 5:06:38, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4310, top5_acc: 0.6937, loss_cls: 2.3759, loss: 2.3759, grad_norm: 1.5753, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7359, loss/aux0: 1.7359 2020-10-19 14:20:04,646 - mmaction - INFO - Epoch [109][380/396] lr: 1.864e-01, eta: 1 day, 5:07:03, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4310, top5_acc: 0.6937, loss_cls: 2.3759, loss: 2.3759, grad_norm: 1.5713, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7328, loss/aux0: 1.7328 2020-10-19 14:24:24,525 - mmaction - INFO - Epoch [110][20/396] lr: 1.847e-01, eta: 1 day, 5:04:56, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4221, top5_acc: 0.6854, loss_cls: 2.3975, loss: 2.3975, grad_norm: 1.5495, top1_acc/aux0: 0.5696, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.7478, loss/aux0: 1.7478 2020-10-19 14:24:25,454 - mmaction - INFO - Epoch [110][20/396] lr: 1.847e-01, eta: 1 day, 5:05:22, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4221, top5_acc: 0.6854, loss_cls: 2.3975, loss: 2.3975, grad_norm: 1.5314, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.7328, loss/aux0: 1.7328 2020-10-19 14:25:01,851 - mmaction - INFO - Epoch [110][40/396] lr: 1.847e-01, eta: 1 day, 5:04:22, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7008, loss_cls: 2.3303, loss: 2.3303, grad_norm: 1.5727, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7192, loss/aux0: 1.7192 2020-10-19 14:25:02,810 - mmaction - INFO - Epoch [110][40/396] lr: 1.847e-01, eta: 1 day, 5:04:47, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7008, loss_cls: 2.3303, loss: 2.3303, grad_norm: 1.5696, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7361, loss/aux0: 1.7361 2020-10-19 14:25:39,322 - mmaction - INFO - Epoch [110][60/396] lr: 1.847e-01, eta: 1 day, 5:03:48, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4430, top5_acc: 0.7003, loss_cls: 2.3560, loss: 2.3560, grad_norm: 1.5017, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7541, loss/aux0: 1.7541 2020-10-19 14:25:40,273 - mmaction - INFO - Epoch [110][60/396] lr: 1.847e-01, eta: 1 day, 5:04:13, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4430, top5_acc: 0.7003, loss_cls: 2.3560, loss: 2.3560, grad_norm: 1.4881, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7450, loss/aux0: 1.7450 2020-10-19 14:26:16,828 - mmaction - INFO - Epoch [110][80/396] lr: 1.847e-01, eta: 1 day, 5:03:14, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4302, top5_acc: 0.6924, loss_cls: 2.3935, loss: 2.3935, grad_norm: 1.5302, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7383, loss/aux0: 1.7383 2020-10-19 14:26:17,800 - mmaction - INFO - Epoch [110][80/396] lr: 1.847e-01, eta: 1 day, 5:03:40, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4302, top5_acc: 0.6924, loss_cls: 2.3935, loss: 2.3935, grad_norm: 1.5361, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7399, loss/aux0: 1.7399 2020-10-19 14:26:54,343 - mmaction - INFO - Epoch [110][100/396] lr: 1.847e-01, eta: 1 day, 5:02:40, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4279, top5_acc: 0.6846, loss_cls: 2.3719, loss: 2.3719, grad_norm: 1.5482, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6574, loss/aux0: 1.6574 2020-10-19 14:26:55,369 - mmaction - INFO - Epoch [110][100/396] lr: 1.847e-01, eta: 1 day, 5:03:05, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4279, top5_acc: 0.6846, loss_cls: 2.3719, loss: 2.3719, grad_norm: 1.5536, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6654, loss/aux0: 1.6654 2020-10-19 14:27:31,816 - mmaction - INFO - Epoch [110][120/396] lr: 1.847e-01, eta: 1 day, 5:02:06, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4328, top5_acc: 0.6966, loss_cls: 2.3657, loss: 2.3657, grad_norm: 1.5375, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8192, loss/aux0: 1.8192 2020-10-19 14:27:32,780 - mmaction - INFO - Epoch [110][120/396] lr: 1.847e-01, eta: 1 day, 5:02:31, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4328, top5_acc: 0.6966, loss_cls: 2.3657, loss: 2.3657, grad_norm: 1.5269, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8132, loss/aux0: 1.8132 2020-10-19 14:28:09,494 - mmaction - INFO - Epoch [110][140/396] lr: 1.847e-01, eta: 1 day, 5:01:32, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4391, top5_acc: 0.6995, loss_cls: 2.3336, loss: 2.3336, grad_norm: 1.5186, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6994, loss/aux0: 1.6994 2020-10-19 14:28:10,496 - mmaction - INFO - Epoch [110][140/396] lr: 1.847e-01, eta: 1 day, 5:01:58, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4391, top5_acc: 0.6995, loss_cls: 2.3336, loss: 2.3336, grad_norm: 1.5115, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7052, loss/aux0: 1.7052 2020-10-19 14:28:47,020 - mmaction - INFO - Epoch [110][160/396] lr: 1.847e-01, eta: 1 day, 5:00:59, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7156, loss_cls: 2.3205, loss: 2.3205, grad_norm: 1.5876, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7610, loss/aux0: 1.7610 2020-10-19 14:28:47,977 - mmaction - INFO - Epoch [110][160/396] lr: 1.847e-01, eta: 1 day, 5:01:24, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7156, loss_cls: 2.3205, loss: 2.3205, grad_norm: 1.5985, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7705, loss/aux0: 1.7705 2020-10-19 14:29:24,449 - mmaction - INFO - Epoch [110][180/396] lr: 1.847e-01, eta: 1 day, 5:00:24, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4365, top5_acc: 0.7000, loss_cls: 2.3619, loss: 2.3619, grad_norm: 1.5679, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7475, loss/aux0: 1.7475 2020-10-19 14:29:25,412 - mmaction - INFO - Epoch [110][180/396] lr: 1.847e-01, eta: 1 day, 5:00:50, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4365, top5_acc: 0.7000, loss_cls: 2.3619, loss: 2.3619, grad_norm: 1.5634, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7183, loss/aux0: 1.7183 2020-10-19 14:30:01,889 - mmaction - INFO - Epoch [110][200/396] lr: 1.847e-01, eta: 1 day, 4:59:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4432, top5_acc: 0.6883, loss_cls: 2.3560, loss: 2.3560, grad_norm: 1.5415, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7772, loss/aux0: 1.7772 2020-10-19 14:30:02,870 - mmaction - INFO - Epoch [110][200/396] lr: 1.847e-01, eta: 1 day, 5:00:16, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4432, top5_acc: 0.6883, loss_cls: 2.3560, loss: 2.3560, grad_norm: 1.5467, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8004, loss/aux0: 1.8004 2020-10-19 14:30:39,497 - mmaction - INFO - Epoch [110][220/396] lr: 1.847e-01, eta: 1 day, 4:59:17, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4328, top5_acc: 0.7003, loss_cls: 2.3428, loss: 2.3428, grad_norm: 1.5322, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7642, loss/aux0: 1.7642 2020-10-19 14:30:40,455 - mmaction - INFO - Epoch [110][220/396] lr: 1.847e-01, eta: 1 day, 4:59:42, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4328, top5_acc: 0.7003, loss_cls: 2.3428, loss: 2.3428, grad_norm: 1.5336, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7533, loss/aux0: 1.7533 2020-10-19 14:31:17,019 - mmaction - INFO - Epoch [110][240/396] lr: 1.847e-01, eta: 1 day, 4:58:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6982, loss_cls: 2.3883, loss: 2.3883, grad_norm: 1.5293, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7025, loss/aux0: 1.7025 2020-10-19 14:31:17,967 - mmaction - INFO - Epoch [110][240/396] lr: 1.847e-01, eta: 1 day, 4:59:08, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6982, loss_cls: 2.3883, loss: 2.3883, grad_norm: 1.5269, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7028, loss/aux0: 1.7028 2020-10-19 14:31:54,567 - mmaction - INFO - Epoch [110][260/396] lr: 1.847e-01, eta: 1 day, 4:58:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4388, top5_acc: 0.6927, loss_cls: 2.3738, loss: 2.3738, grad_norm: 1.5489, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7584, loss/aux0: 1.7584 2020-10-19 14:31:55,536 - mmaction - INFO - Epoch [110][260/396] lr: 1.847e-01, eta: 1 day, 4:58:34, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4388, top5_acc: 0.6927, loss_cls: 2.3738, loss: 2.3738, grad_norm: 1.5344, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7711, loss/aux0: 1.7711 2020-10-19 14:32:32,144 - mmaction - INFO - Epoch [110][280/396] lr: 1.847e-01, eta: 1 day, 4:57:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4414, top5_acc: 0.6904, loss_cls: 2.3552, loss: 2.3552, grad_norm: 1.5403, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7007, loss/aux0: 1.7007 2020-10-19 14:32:33,077 - mmaction - INFO - Epoch [110][280/396] lr: 1.847e-01, eta: 1 day, 4:58:00, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4414, top5_acc: 0.6904, loss_cls: 2.3552, loss: 2.3552, grad_norm: 1.5358, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6862, loss/aux0: 1.6862 2020-10-19 14:33:09,607 - mmaction - INFO - Epoch [110][300/396] lr: 1.847e-01, eta: 1 day, 4:57:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4302, top5_acc: 0.7055, loss_cls: 2.3831, loss: 2.3831, grad_norm: 1.5978, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7218, loss/aux0: 1.7218 2020-10-19 14:33:10,574 - mmaction - INFO - Epoch [110][300/396] lr: 1.847e-01, eta: 1 day, 4:57:26, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4302, top5_acc: 0.7055, loss_cls: 2.3831, loss: 2.3831, grad_norm: 1.5866, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7230, loss/aux0: 1.7230 2020-10-19 14:33:47,278 - mmaction - INFO - Epoch [110][320/396] lr: 1.847e-01, eta: 1 day, 4:56:27, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4289, top5_acc: 0.6857, loss_cls: 2.4216, loss: 2.4216, grad_norm: 1.5533, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7503, loss/aux0: 1.7503 2020-10-19 14:33:48,245 - mmaction - INFO - Epoch [110][320/396] lr: 1.847e-01, eta: 1 day, 4:56:52, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4289, top5_acc: 0.6857, loss_cls: 2.4216, loss: 2.4216, grad_norm: 1.5501, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7542, loss/aux0: 1.7542 2020-10-19 14:34:24,801 - mmaction - INFO - Epoch [110][340/396] lr: 1.847e-01, eta: 1 day, 4:55:53, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4367, top5_acc: 0.7026, loss_cls: 2.3311, loss: 2.3311, grad_norm: 1.5384, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7174, loss/aux0: 1.7174 2020-10-19 14:34:25,759 - mmaction - INFO - Epoch [110][340/396] lr: 1.847e-01, eta: 1 day, 4:56:18, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4367, top5_acc: 0.7026, loss_cls: 2.3311, loss: 2.3311, grad_norm: 1.5410, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7201, loss/aux0: 1.7201 2020-10-19 14:35:02,251 - mmaction - INFO - Epoch [110][360/396] lr: 1.847e-01, eta: 1 day, 4:55:19, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4260, top5_acc: 0.6888, loss_cls: 2.4089, loss: 2.4089, grad_norm: 1.5603, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7708, loss/aux0: 1.7708 2020-10-19 14:35:03,204 - mmaction - INFO - Epoch [110][360/396] lr: 1.847e-01, eta: 1 day, 4:55:44, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4260, top5_acc: 0.6888, loss_cls: 2.4089, loss: 2.4089, grad_norm: 1.5632, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7793, loss/aux0: 1.7793 2020-10-19 14:35:39,690 - mmaction - INFO - Epoch [110][380/396] lr: 1.847e-01, eta: 1 day, 4:54:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4432, top5_acc: 0.6919, loss_cls: 2.3699, loss: 2.3699, grad_norm: 1.5672, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.7751, loss/aux0: 1.7751 2020-10-19 14:35:40,702 - mmaction - INFO - Epoch [110][380/396] lr: 1.847e-01, eta: 1 day, 4:55:10, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4432, top5_acc: 0.6919, loss_cls: 2.3699, loss: 2.3699, grad_norm: 1.5772, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.7689, loss/aux0: 1.7689 2020-10-19 14:40:02,673 - mmaction - INFO - Epoch [111][20/396] lr: 1.829e-01, eta: 1 day, 4:53:04, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7115, loss_cls: 2.2954, loss: 2.2954, grad_norm: 1.5660, top1_acc/aux0: 0.5748, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7020, loss/aux0: 1.7020 2020-10-19 14:40:03,608 - mmaction - INFO - Epoch [111][20/396] lr: 1.829e-01, eta: 1 day, 4:53:29, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7115, loss_cls: 2.2954, loss: 2.2954, grad_norm: 1.5624, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7001, loss/aux0: 1.7001 2020-10-19 14:40:40,097 - mmaction - INFO - Epoch [111][40/396] lr: 1.829e-01, eta: 1 day, 4:52:30, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4388, top5_acc: 0.7122, loss_cls: 2.3195, loss: 2.3195, grad_norm: 1.5559, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7512, loss/aux0: 1.7512 2020-10-19 14:40:41,044 - mmaction - INFO - Epoch [111][40/396] lr: 1.829e-01, eta: 1 day, 4:52:54, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4388, top5_acc: 0.7122, loss_cls: 2.3195, loss: 2.3195, grad_norm: 1.5621, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7534, loss/aux0: 1.7534 2020-10-19 14:41:17,545 - mmaction - INFO - Epoch [111][60/396] lr: 1.829e-01, eta: 1 day, 4:51:56, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4258, top5_acc: 0.6956, loss_cls: 2.3917, loss: 2.3917, grad_norm: 1.5560, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7346, loss/aux0: 1.7346 2020-10-19 14:41:18,502 - mmaction - INFO - Epoch [111][60/396] lr: 1.829e-01, eta: 1 day, 4:52:20, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4258, top5_acc: 0.6956, loss_cls: 2.3917, loss: 2.3917, grad_norm: 1.5435, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7327, loss/aux0: 1.7327 2020-10-19 14:41:55,059 - mmaction - INFO - Epoch [111][80/396] lr: 1.829e-01, eta: 1 day, 4:51:22, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4466, top5_acc: 0.7112, loss_cls: 2.3276, loss: 2.3276, grad_norm: 1.5291, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7505, loss/aux0: 1.7505 2020-10-19 14:41:55,997 - mmaction - INFO - Epoch [111][80/396] lr: 1.829e-01, eta: 1 day, 4:51:46, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4466, top5_acc: 0.7112, loss_cls: 2.3276, loss: 2.3276, grad_norm: 1.5364, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7646, loss/aux0: 1.7646 2020-10-19 14:42:32,600 - mmaction - INFO - Epoch [111][100/396] lr: 1.829e-01, eta: 1 day, 4:50:48, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4406, top5_acc: 0.7068, loss_cls: 2.3091, loss: 2.3091, grad_norm: 1.5543, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7257, loss/aux0: 1.7257 2020-10-19 14:42:33,605 - mmaction - INFO - Epoch [111][100/396] lr: 1.829e-01, eta: 1 day, 4:51:12, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.4406, top5_acc: 0.7068, loss_cls: 2.3091, loss: 2.3091, grad_norm: 1.5609, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7159, loss/aux0: 1.7159 2020-10-19 14:43:10,171 - mmaction - INFO - Epoch [111][120/396] lr: 1.829e-01, eta: 1 day, 4:50:14, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4354, top5_acc: 0.6870, loss_cls: 2.3923, loss: 2.3923, grad_norm: 1.5466, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7662, loss/aux0: 1.7662 2020-10-19 14:43:11,124 - mmaction - INFO - Epoch [111][120/396] lr: 1.829e-01, eta: 1 day, 4:50:38, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4354, top5_acc: 0.6870, loss_cls: 2.3923, loss: 2.3923, grad_norm: 1.5488, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7715, loss/aux0: 1.7715 2020-10-19 14:43:47,744 - mmaction - INFO - Epoch [111][140/396] lr: 1.829e-01, eta: 1 day, 4:49:40, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4474, top5_acc: 0.7099, loss_cls: 2.3208, loss: 2.3208, grad_norm: 1.5979, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.7076, loss/aux0: 1.7076 2020-10-19 14:43:48,698 - mmaction - INFO - Epoch [111][140/396] lr: 1.829e-01, eta: 1 day, 4:50:04, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4474, top5_acc: 0.7099, loss_cls: 2.3208, loss: 2.3208, grad_norm: 1.5948, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6976, loss/aux0: 1.6976 2020-10-19 14:44:25,237 - mmaction - INFO - Epoch [111][160/396] lr: 1.829e-01, eta: 1 day, 4:49:06, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4326, top5_acc: 0.6852, loss_cls: 2.4198, loss: 2.4198, grad_norm: 1.5942, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.7606, loss/aux0: 1.7606 2020-10-19 14:44:26,153 - mmaction - INFO - Epoch [111][160/396] lr: 1.829e-01, eta: 1 day, 4:49:30, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4326, top5_acc: 0.6852, loss_cls: 2.4198, loss: 2.4198, grad_norm: 1.5877, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.7744, loss/aux0: 1.7744 2020-10-19 14:45:02,739 - mmaction - INFO - Epoch [111][180/396] lr: 1.829e-01, eta: 1 day, 4:48:32, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4456, top5_acc: 0.7094, loss_cls: 2.3548, loss: 2.3548, grad_norm: 1.6436, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8113, loss/aux0: 1.8113 2020-10-19 14:45:03,693 - mmaction - INFO - Epoch [111][180/396] lr: 1.829e-01, eta: 1 day, 4:48:56, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4456, top5_acc: 0.7094, loss_cls: 2.3548, loss: 2.3548, grad_norm: 1.6354, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.8016, loss/aux0: 1.8016 2020-10-19 14:45:40,272 - mmaction - INFO - Epoch [111][200/396] lr: 1.829e-01, eta: 1 day, 4:47:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4365, top5_acc: 0.7052, loss_cls: 2.3312, loss: 2.3312, grad_norm: 1.6003, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8009, loss/aux0: 1.8009 2020-10-19 14:45:41,213 - mmaction - INFO - Epoch [111][200/396] lr: 1.829e-01, eta: 1 day, 4:48:22, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4365, top5_acc: 0.7052, loss_cls: 2.3312, loss: 2.3312, grad_norm: 1.6056, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8032, loss/aux0: 1.8032 2020-10-19 14:46:17,704 - mmaction - INFO - Epoch [111][220/396] lr: 1.829e-01, eta: 1 day, 4:47:23, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7010, loss_cls: 2.3347, loss: 2.3347, grad_norm: 1.5578, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7362, loss/aux0: 1.7362 2020-10-19 14:46:18,655 - mmaction - INFO - Epoch [111][220/396] lr: 1.829e-01, eta: 1 day, 4:47:48, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7010, loss_cls: 2.3347, loss: 2.3347, grad_norm: 1.5695, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7404, loss/aux0: 1.7404 2020-10-19 14:46:55,319 - mmaction - INFO - Epoch [111][240/396] lr: 1.829e-01, eta: 1 day, 4:46:49, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7021, loss_cls: 2.3789, loss: 2.3789, grad_norm: 1.5352, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8001, loss/aux0: 1.8001 2020-10-19 14:46:56,269 - mmaction - INFO - Epoch [111][240/396] lr: 1.829e-01, eta: 1 day, 4:47:14, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7021, loss_cls: 2.3789, loss: 2.3789, grad_norm: 1.5367, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7756, loss/aux0: 1.7756 2020-10-19 14:47:32,835 - mmaction - INFO - Epoch [111][260/396] lr: 1.829e-01, eta: 1 day, 4:46:16, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4401, top5_acc: 0.6917, loss_cls: 2.3636, loss: 2.3636, grad_norm: 1.5221, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6485, loss/aux0: 1.6485 2020-10-19 14:47:33,782 - mmaction - INFO - Epoch [111][260/396] lr: 1.829e-01, eta: 1 day, 4:46:40, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4401, top5_acc: 0.6917, loss_cls: 2.3636, loss: 2.3636, grad_norm: 1.5225, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6672, loss/aux0: 1.6672 2020-10-19 14:48:10,432 - mmaction - INFO - Epoch [111][280/396] lr: 1.829e-01, eta: 1 day, 4:45:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6987, loss_cls: 2.3884, loss: 2.3884, grad_norm: 1.5923, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7342, loss/aux0: 1.7342 2020-10-19 14:48:11,398 - mmaction - INFO - Epoch [111][280/396] lr: 1.829e-01, eta: 1 day, 4:46:06, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6987, loss_cls: 2.3884, loss: 2.3884, grad_norm: 1.6004, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7396, loss/aux0: 1.7396 2020-10-19 14:48:47,834 - mmaction - INFO - Epoch [111][300/396] lr: 1.829e-01, eta: 1 day, 4:45:07, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4339, top5_acc: 0.6987, loss_cls: 2.3936, loss: 2.3936, grad_norm: 1.6071, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7597, loss/aux0: 1.7597 2020-10-19 14:48:48,832 - mmaction - INFO - Epoch [111][300/396] lr: 1.829e-01, eta: 1 day, 4:45:32, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4339, top5_acc: 0.6987, loss_cls: 2.3936, loss: 2.3936, grad_norm: 1.6109, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7651, loss/aux0: 1.7651 2020-10-19 14:49:25,365 - mmaction - INFO - Epoch [111][320/396] lr: 1.829e-01, eta: 1 day, 4:44:34, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4276, top5_acc: 0.6865, loss_cls: 2.4474, loss: 2.4474, grad_norm: 1.5304, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7583, loss/aux0: 1.7583 2020-10-19 14:49:26,293 - mmaction - INFO - Epoch [111][320/396] lr: 1.829e-01, eta: 1 day, 4:44:58, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4276, top5_acc: 0.6865, loss_cls: 2.4474, loss: 2.4474, grad_norm: 1.5313, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7380, loss/aux0: 1.7380 2020-10-19 14:50:02,815 - mmaction - INFO - Epoch [111][340/396] lr: 1.829e-01, eta: 1 day, 4:44:00, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4341, top5_acc: 0.7034, loss_cls: 2.3555, loss: 2.3555, grad_norm: 1.5568, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7338, loss/aux0: 1.7338 2020-10-19 14:50:03,751 - mmaction - INFO - Epoch [111][340/396] lr: 1.829e-01, eta: 1 day, 4:44:24, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4341, top5_acc: 0.7034, loss_cls: 2.3555, loss: 2.3555, grad_norm: 1.5676, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7403, loss/aux0: 1.7403 2020-10-19 14:50:40,188 - mmaction - INFO - Epoch [111][360/396] lr: 1.829e-01, eta: 1 day, 4:43:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4339, top5_acc: 0.6932, loss_cls: 2.3888, loss: 2.3888, grad_norm: 1.5775, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7554, loss/aux0: 1.7554 2020-10-19 14:50:41,129 - mmaction - INFO - Epoch [111][360/396] lr: 1.829e-01, eta: 1 day, 4:43:50, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4339, top5_acc: 0.6932, loss_cls: 2.3888, loss: 2.3888, grad_norm: 1.5775, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7613, loss/aux0: 1.7613 2020-10-19 14:51:17,533 - mmaction - INFO - Epoch [111][380/396] lr: 1.829e-01, eta: 1 day, 4:42:51, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4302, top5_acc: 0.6930, loss_cls: 2.3745, loss: 2.3745, grad_norm: 1.5616, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7609, loss/aux0: 1.7609 2020-10-19 14:51:18,504 - mmaction - INFO - Epoch [111][380/396] lr: 1.829e-01, eta: 1 day, 4:43:16, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4302, top5_acc: 0.6930, loss_cls: 2.3745, loss: 2.3745, grad_norm: 1.5626, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7700, loss/aux0: 1.7700 2020-10-19 14:55:55,931 - mmaction - INFO - Epoch [112][20/396] lr: 1.811e-01, eta: 1 day, 4:41:11, time: 0.928, data_time: 0.000, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7062, loss_cls: 2.2910, loss: 2.2910, grad_norm: 1.6045, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8048, loss_cls/aux0: 1.7522, loss/aux0: 1.7522 2020-10-19 14:55:56,876 - mmaction - INFO - Epoch [112][20/396] lr: 1.811e-01, eta: 1 day, 4:41:35, time: 0.928, data_time: 0.001, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7062, loss_cls: 2.2910, loss: 2.2910, grad_norm: 1.6084, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7561, loss/aux0: 1.7561 2020-10-19 14:56:33,358 - mmaction - INFO - Epoch [112][40/396] lr: 1.811e-01, eta: 1 day, 4:40:36, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4445, top5_acc: 0.7115, loss_cls: 2.3155, loss: 2.3155, grad_norm: 1.5746, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7661, loss/aux0: 1.7661 2020-10-19 14:56:34,300 - mmaction - INFO - Epoch [112][40/396] lr: 1.811e-01, eta: 1 day, 4:41:00, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4445, top5_acc: 0.7115, loss_cls: 2.3155, loss: 2.3155, grad_norm: 1.5679, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7510, loss/aux0: 1.7510 2020-10-19 14:57:10,594 - mmaction - INFO - Epoch [112][60/396] lr: 1.811e-01, eta: 1 day, 4:40:02, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7076, loss_cls: 2.3306, loss: 2.3306, grad_norm: 1.5861, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7998, loss/aux0: 1.7998 2020-10-19 14:57:11,526 - mmaction - INFO - Epoch [112][60/396] lr: 1.811e-01, eta: 1 day, 4:40:26, time: 0.929, data_time: 0.001, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7076, loss_cls: 2.3306, loss: 2.3306, grad_norm: 1.5813, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.8160, loss/aux0: 1.8160 2020-10-19 14:57:47,988 - mmaction - INFO - Epoch [112][80/396] lr: 1.811e-01, eta: 1 day, 4:39:27, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4409, top5_acc: 0.7083, loss_cls: 2.3264, loss: 2.3264, grad_norm: 1.5506, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7285, loss/aux0: 1.7285 2020-10-19 14:57:48,936 - mmaction - INFO - Epoch [112][80/396] lr: 1.811e-01, eta: 1 day, 4:39:52, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4409, top5_acc: 0.7083, loss_cls: 2.3264, loss: 2.3264, grad_norm: 1.5509, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7311, loss/aux0: 1.7311 2020-10-19 14:58:25,455 - mmaction - INFO - Epoch [112][100/396] lr: 1.811e-01, eta: 1 day, 4:38:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4352, top5_acc: 0.6935, loss_cls: 2.3658, loss: 2.3658, grad_norm: 1.6059, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7599, loss/aux0: 1.7599 2020-10-19 14:58:26,461 - mmaction - INFO - Epoch [112][100/396] lr: 1.811e-01, eta: 1 day, 4:39:18, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4352, top5_acc: 0.6935, loss_cls: 2.3658, loss: 2.3658, grad_norm: 1.6040, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.7496, loss/aux0: 1.7496 2020-10-19 14:59:03,009 - mmaction - INFO - Epoch [112][120/396] lr: 1.811e-01, eta: 1 day, 4:38:19, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7055, loss_cls: 2.3432, loss: 2.3432, grad_norm: 1.5743, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7594, loss/aux0: 1.7594 2020-10-19 14:59:03,943 - mmaction - INFO - Epoch [112][120/396] lr: 1.811e-01, eta: 1 day, 4:38:44, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7055, loss_cls: 2.3432, loss: 2.3432, grad_norm: 1.5748, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7687, loss/aux0: 1.7687 2020-10-19 14:59:40,335 - mmaction - INFO - Epoch [112][140/396] lr: 1.811e-01, eta: 1 day, 4:37:45, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7021, loss_cls: 2.3315, loss: 2.3315, grad_norm: 1.5623, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7575, loss/aux0: 1.7575 2020-10-19 14:59:41,295 - mmaction - INFO - Epoch [112][140/396] lr: 1.811e-01, eta: 1 day, 4:38:10, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7021, loss_cls: 2.3315, loss: 2.3315, grad_norm: 1.5673, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7365, loss/aux0: 1.7365 2020-10-19 15:00:22,403 - mmaction - INFO - Epoch [112][160/396] lr: 1.811e-01, eta: 1 day, 4:37:17, time: 1.166, data_time: 0.001, memory: 8462, top1_acc: 0.4477, top5_acc: 0.7016, loss_cls: 2.3348, loss: 2.3348, grad_norm: 1.5695, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7210, loss/aux0: 1.7210 2020-10-19 15:00:23,434 - mmaction - INFO - Epoch [112][160/396] lr: 1.811e-01, eta: 1 day, 4:37:48, time: 1.172, data_time: 0.010, memory: 8462, top1_acc: 0.4477, top5_acc: 0.7016, loss_cls: 2.3348, loss: 2.3348, grad_norm: 1.5704, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7313, loss/aux0: 1.7313 2020-10-19 15:01:00,075 - mmaction - INFO - Epoch [112][180/396] lr: 1.811e-01, eta: 1 day, 4:36:49, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4346, top5_acc: 0.7063, loss_cls: 2.3399, loss: 2.3399, grad_norm: 1.5895, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7492, loss/aux0: 1.7492 2020-10-19 15:01:01,009 - mmaction - INFO - Epoch [112][180/396] lr: 1.811e-01, eta: 1 day, 4:37:14, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.4346, top5_acc: 0.7063, loss_cls: 2.3399, loss: 2.3399, grad_norm: 1.5924, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7641, loss/aux0: 1.7641 2020-10-19 15:01:37,743 - mmaction - INFO - Epoch [112][200/396] lr: 1.811e-01, eta: 1 day, 4:36:16, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4451, top5_acc: 0.6958, loss_cls: 2.3238, loss: 2.3238, grad_norm: 1.5459, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7559, loss/aux0: 1.7559 2020-10-19 15:01:38,689 - mmaction - INFO - Epoch [112][200/396] lr: 1.811e-01, eta: 1 day, 4:36:40, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4451, top5_acc: 0.6958, loss_cls: 2.3238, loss: 2.3238, grad_norm: 1.5490, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7296, loss/aux0: 1.7296 2020-10-19 15:02:15,296 - mmaction - INFO - Epoch [112][220/396] lr: 1.811e-01, eta: 1 day, 4:35:42, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4370, top5_acc: 0.6982, loss_cls: 2.3562, loss: 2.3562, grad_norm: 1.5809, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7271, loss/aux0: 1.7271 2020-10-19 15:02:16,312 - mmaction - INFO - Epoch [112][220/396] lr: 1.811e-01, eta: 1 day, 4:36:06, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4370, top5_acc: 0.6982, loss_cls: 2.3562, loss: 2.3562, grad_norm: 1.5932, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7410, loss/aux0: 1.7410 2020-10-19 15:02:52,815 - mmaction - INFO - Epoch [112][240/396] lr: 1.811e-01, eta: 1 day, 4:35:07, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4250, top5_acc: 0.6932, loss_cls: 2.3727, loss: 2.3727, grad_norm: 1.5525, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7057, loss/aux0: 1.7057 2020-10-19 15:02:53,757 - mmaction - INFO - Epoch [112][240/396] lr: 1.811e-01, eta: 1 day, 4:35:32, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4250, top5_acc: 0.6932, loss_cls: 2.3727, loss: 2.3727, grad_norm: 1.5490, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7039, loss/aux0: 1.7039 2020-10-19 15:03:30,347 - mmaction - INFO - Epoch [112][260/396] lr: 1.811e-01, eta: 1 day, 4:34:33, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7109, loss_cls: 2.3076, loss: 2.3076, grad_norm: 1.5260, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7019, loss/aux0: 1.7019 2020-10-19 15:03:31,287 - mmaction - INFO - Epoch [112][260/396] lr: 1.811e-01, eta: 1 day, 4:34:58, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7109, loss_cls: 2.3076, loss: 2.3076, grad_norm: 1.5280, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7044, loss/aux0: 1.7044 2020-10-19 15:04:07,971 - mmaction - INFO - Epoch [112][280/396] lr: 1.811e-01, eta: 1 day, 4:33:59, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4357, top5_acc: 0.6854, loss_cls: 2.3912, loss: 2.3912, grad_norm: 1.6173, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7880, loss/aux0: 1.7880 2020-10-19 15:04:08,929 - mmaction - INFO - Epoch [112][280/396] lr: 1.811e-01, eta: 1 day, 4:34:24, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4357, top5_acc: 0.6854, loss_cls: 2.3912, loss: 2.3912, grad_norm: 1.6109, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7889, loss/aux0: 1.7889 2020-10-19 15:04:45,652 - mmaction - INFO - Epoch [112][300/396] lr: 1.811e-01, eta: 1 day, 4:33:25, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.4388, top5_acc: 0.6995, loss_cls: 2.3459, loss: 2.3459, grad_norm: 1.5329, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.7129, loss/aux0: 1.7129 2020-10-19 15:04:46,612 - mmaction - INFO - Epoch [112][300/396] lr: 1.811e-01, eta: 1 day, 4:33:50, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.4388, top5_acc: 0.6995, loss_cls: 2.3459, loss: 2.3459, grad_norm: 1.5427, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7121, loss/aux0: 1.7121 2020-10-19 15:05:23,102 - mmaction - INFO - Epoch [112][320/396] lr: 1.811e-01, eta: 1 day, 4:32:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4273, top5_acc: 0.7005, loss_cls: 2.3513, loss: 2.3513, grad_norm: 1.5782, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7559, loss/aux0: 1.7559 2020-10-19 15:05:24,044 - mmaction - INFO - Epoch [112][320/396] lr: 1.811e-01, eta: 1 day, 4:33:16, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4273, top5_acc: 0.7005, loss_cls: 2.3513, loss: 2.3513, grad_norm: 1.5654, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7457, loss/aux0: 1.7457 2020-10-19 15:06:00,592 - mmaction - INFO - Epoch [112][340/396] lr: 1.811e-01, eta: 1 day, 4:32:18, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6794, loss_cls: 2.4034, loss: 2.4034, grad_norm: 1.5884, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7039, loss/aux0: 1.7039 2020-10-19 15:06:01,526 - mmaction - INFO - Epoch [112][340/396] lr: 1.811e-01, eta: 1 day, 4:32:42, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4263, top5_acc: 0.6794, loss_cls: 2.4034, loss: 2.4034, grad_norm: 1.5959, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7195, loss/aux0: 1.7195 2020-10-19 15:06:38,119 - mmaction - INFO - Epoch [112][360/396] lr: 1.811e-01, eta: 1 day, 4:31:44, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4320, top5_acc: 0.7013, loss_cls: 2.3778, loss: 2.3778, grad_norm: 1.5660, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7459, loss/aux0: 1.7459 2020-10-19 15:06:39,093 - mmaction - INFO - Epoch [112][360/396] lr: 1.811e-01, eta: 1 day, 4:32:08, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4320, top5_acc: 0.7013, loss_cls: 2.3778, loss: 2.3778, grad_norm: 1.5659, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7400, loss/aux0: 1.7400 2020-10-19 15:07:15,590 - mmaction - INFO - Epoch [112][380/396] lr: 1.811e-01, eta: 1 day, 4:31:10, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4477, top5_acc: 0.7073, loss_cls: 2.3408, loss: 2.3408, grad_norm: 1.5694, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7456, loss/aux0: 1.7456 2020-10-19 15:07:16,576 - mmaction - INFO - Epoch [112][380/396] lr: 1.811e-01, eta: 1 day, 4:31:34, time: 0.940, data_time: 0.005, memory: 8462, top1_acc: 0.4477, top5_acc: 0.7073, loss_cls: 2.3408, loss: 2.3408, grad_norm: 1.5610, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7473, loss/aux0: 1.7473 2020-10-19 15:07:50,866 - mmaction - INFO - Saving checkpoint at 112 epochs 2020-10-19 15:09:43,143 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 15:09:43,263 - mmaction - INFO - top1_acc 0.5389 top5_acc 0.7894 2020-10-19 15:09:43,263 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 15:09:43,287 - mmaction - INFO - mean_acc 0.5392 2020-10-19 15:09:43,288 - mmaction - INFO - Now best checkpoint is epoch_112.pth 2020-10-19 15:09:43,301 - mmaction - INFO - Epoch(val) [112][396] top1_acc: 0.5389, top5_acc: 0.7894, mean_class_accuracy: 0.5392 2020-10-19 15:13:34,845 - mmaction - INFO - Epoch [113][20/396] lr: 1.793e-01, eta: 1 day, 4:29:30, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6919, loss_cls: 2.3756, loss: 2.3756, grad_norm: 1.5101, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.8004, loss_cls/aux0: 1.7805, loss/aux0: 1.7805 2020-10-19 15:13:35,802 - mmaction - INFO - Epoch [113][20/396] lr: 1.793e-01, eta: 1 day, 4:29:54, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6919, loss_cls: 2.3756, loss: 2.3756, grad_norm: 1.5181, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7813, loss/aux0: 1.7813 2020-10-19 15:14:12,333 - mmaction - INFO - Epoch [113][40/396] lr: 1.793e-01, eta: 1 day, 4:28:56, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7083, loss_cls: 2.3097, loss: 2.3097, grad_norm: 1.5880, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7565, loss/aux0: 1.7565 2020-10-19 15:14:13,271 - mmaction - INFO - Epoch [113][40/396] lr: 1.793e-01, eta: 1 day, 4:29:20, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7083, loss_cls: 2.3097, loss: 2.3097, grad_norm: 1.5869, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7659, loss/aux0: 1.7659 2020-10-19 15:14:49,781 - mmaction - INFO - Epoch [113][60/396] lr: 1.793e-01, eta: 1 day, 4:28:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4341, top5_acc: 0.7018, loss_cls: 2.3454, loss: 2.3454, grad_norm: 1.6011, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7463, loss/aux0: 1.7463 2020-10-19 15:14:50,736 - mmaction - INFO - Epoch [113][60/396] lr: 1.793e-01, eta: 1 day, 4:28:45, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4341, top5_acc: 0.7018, loss_cls: 2.3454, loss: 2.3454, grad_norm: 1.5827, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7251, loss/aux0: 1.7251 2020-10-19 15:15:27,278 - mmaction - INFO - Epoch [113][80/396] lr: 1.793e-01, eta: 1 day, 4:27:47, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4474, top5_acc: 0.7013, loss_cls: 2.3222, loss: 2.3222, grad_norm: 1.5789, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7492, loss/aux0: 1.7492 2020-10-19 15:15:28,224 - mmaction - INFO - Epoch [113][80/396] lr: 1.793e-01, eta: 1 day, 4:28:11, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4474, top5_acc: 0.7013, loss_cls: 2.3222, loss: 2.3222, grad_norm: 1.5798, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7568, loss/aux0: 1.7568 2020-10-19 15:16:04,770 - mmaction - INFO - Epoch [113][100/396] lr: 1.793e-01, eta: 1 day, 4:27:13, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4297, top5_acc: 0.6807, loss_cls: 2.3950, loss: 2.3950, grad_norm: 1.5844, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7644, loss/aux0: 1.7644 2020-10-19 15:16:05,717 - mmaction - INFO - Epoch [113][100/396] lr: 1.793e-01, eta: 1 day, 4:27:37, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4297, top5_acc: 0.6807, loss_cls: 2.3950, loss: 2.3950, grad_norm: 1.5796, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7547, loss/aux0: 1.7547 2020-10-19 15:16:42,374 - mmaction - INFO - Epoch [113][120/396] lr: 1.793e-01, eta: 1 day, 4:26:39, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4411, top5_acc: 0.7076, loss_cls: 2.3080, loss: 2.3080, grad_norm: 1.5704, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7428, loss/aux0: 1.7428 2020-10-19 15:16:43,328 - mmaction - INFO - Epoch [113][120/396] lr: 1.793e-01, eta: 1 day, 4:27:04, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4411, top5_acc: 0.7076, loss_cls: 2.3080, loss: 2.3080, grad_norm: 1.5758, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7615, loss/aux0: 1.7615 2020-10-19 15:17:19,974 - mmaction - INFO - Epoch [113][140/396] lr: 1.793e-01, eta: 1 day, 4:26:06, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4497, top5_acc: 0.6940, loss_cls: 2.3347, loss: 2.3347, grad_norm: 1.5405, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6992, loss/aux0: 1.6992 2020-10-19 15:17:20,909 - mmaction - INFO - Epoch [113][140/396] lr: 1.793e-01, eta: 1 day, 4:26:30, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4497, top5_acc: 0.6940, loss_cls: 2.3347, loss: 2.3347, grad_norm: 1.5417, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6861, loss/aux0: 1.6861 2020-10-19 15:17:57,390 - mmaction - INFO - Epoch [113][160/396] lr: 1.793e-01, eta: 1 day, 4:25:31, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4401, top5_acc: 0.7063, loss_cls: 2.3221, loss: 2.3221, grad_norm: 1.5519, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7012, loss/aux0: 1.7012 2020-10-19 15:17:58,346 - mmaction - INFO - Epoch [113][160/396] lr: 1.793e-01, eta: 1 day, 4:25:55, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4401, top5_acc: 0.7063, loss_cls: 2.3221, loss: 2.3221, grad_norm: 1.5506, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7066, loss/aux0: 1.7066 2020-10-19 15:18:34,960 - mmaction - INFO - Epoch [113][180/396] lr: 1.793e-01, eta: 1 day, 4:24:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4380, top5_acc: 0.6945, loss_cls: 2.3571, loss: 2.3571, grad_norm: 1.5728, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7191, loss/aux0: 1.7191 2020-10-19 15:18:35,917 - mmaction - INFO - Epoch [113][180/396] lr: 1.793e-01, eta: 1 day, 4:25:21, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4380, top5_acc: 0.6945, loss_cls: 2.3571, loss: 2.3571, grad_norm: 1.5728, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7141, loss/aux0: 1.7141 2020-10-19 15:19:12,500 - mmaction - INFO - Epoch [113][200/396] lr: 1.793e-01, eta: 1 day, 4:24:23, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4362, top5_acc: 0.6958, loss_cls: 2.3724, loss: 2.3724, grad_norm: 1.5929, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.7337, loss/aux0: 1.7337 2020-10-19 15:19:13,491 - mmaction - INFO - Epoch [113][200/396] lr: 1.793e-01, eta: 1 day, 4:24:47, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4362, top5_acc: 0.6958, loss_cls: 2.3724, loss: 2.3724, grad_norm: 1.6001, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7452, loss/aux0: 1.7452 2020-10-19 15:19:49,932 - mmaction - INFO - Epoch [113][220/396] lr: 1.793e-01, eta: 1 day, 4:23:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7036, loss_cls: 2.3454, loss: 2.3454, grad_norm: 1.5819, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7210, loss/aux0: 1.7210 2020-10-19 15:19:50,875 - mmaction - INFO - Epoch [113][220/396] lr: 1.793e-01, eta: 1 day, 4:24:13, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7036, loss_cls: 2.3454, loss: 2.3454, grad_norm: 1.5820, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7157, loss/aux0: 1.7157 2020-10-19 15:20:27,427 - mmaction - INFO - Epoch [113][240/396] lr: 1.793e-01, eta: 1 day, 4:23:15, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4404, top5_acc: 0.7120, loss_cls: 2.3178, loss: 2.3178, grad_norm: 1.5768, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7390, loss/aux0: 1.7390 2020-10-19 15:20:28,400 - mmaction - INFO - Epoch [113][240/396] lr: 1.793e-01, eta: 1 day, 4:23:39, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4404, top5_acc: 0.7120, loss_cls: 2.3178, loss: 2.3178, grad_norm: 1.5773, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7298, loss/aux0: 1.7298 2020-10-19 15:21:04,763 - mmaction - INFO - Epoch [113][260/396] lr: 1.793e-01, eta: 1 day, 4:22:41, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4354, top5_acc: 0.7021, loss_cls: 2.3516, loss: 2.3516, grad_norm: 1.5753, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7372, loss/aux0: 1.7372 2020-10-19 15:21:05,691 - mmaction - INFO - Epoch [113][260/396] lr: 1.793e-01, eta: 1 day, 4:23:05, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4354, top5_acc: 0.7021, loss_cls: 2.3516, loss: 2.3516, grad_norm: 1.5798, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7533, loss/aux0: 1.7533 2020-10-19 15:21:42,294 - mmaction - INFO - Epoch [113][280/396] lr: 1.793e-01, eta: 1 day, 4:22:07, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4469, top5_acc: 0.7047, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.5943, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7209, loss/aux0: 1.7209 2020-10-19 15:21:43,246 - mmaction - INFO - Epoch [113][280/396] lr: 1.793e-01, eta: 1 day, 4:22:31, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4469, top5_acc: 0.7047, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.5869, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7111, loss/aux0: 1.7111 2020-10-19 15:22:19,770 - mmaction - INFO - Epoch [113][300/396] lr: 1.793e-01, eta: 1 day, 4:21:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4378, top5_acc: 0.6891, loss_cls: 2.3651, loss: 2.3651, grad_norm: 1.5531, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7846, loss/aux0: 1.7846 2020-10-19 15:22:20,775 - mmaction - INFO - Epoch [113][300/396] lr: 1.793e-01, eta: 1 day, 4:21:57, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.4378, top5_acc: 0.6891, loss_cls: 2.3651, loss: 2.3651, grad_norm: 1.5499, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7928, loss/aux0: 1.7928 2020-10-19 15:22:57,322 - mmaction - INFO - Epoch [113][320/396] lr: 1.793e-01, eta: 1 day, 4:20:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4445, top5_acc: 0.6995, loss_cls: 2.3422, loss: 2.3422, grad_norm: 1.5492, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7294, loss/aux0: 1.7294 2020-10-19 15:22:58,288 - mmaction - INFO - Epoch [113][320/396] lr: 1.793e-01, eta: 1 day, 4:21:23, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4445, top5_acc: 0.6995, loss_cls: 2.3422, loss: 2.3422, grad_norm: 1.5462, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7160, loss/aux0: 1.7160 2020-10-19 15:23:34,888 - mmaction - INFO - Epoch [113][340/396] lr: 1.793e-01, eta: 1 day, 4:20:25, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4404, top5_acc: 0.6945, loss_cls: 2.3673, loss: 2.3673, grad_norm: 1.5716, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7359, loss/aux0: 1.7359 2020-10-19 15:23:35,852 - mmaction - INFO - Epoch [113][340/396] lr: 1.793e-01, eta: 1 day, 4:20:49, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4404, top5_acc: 0.6945, loss_cls: 2.3673, loss: 2.3673, grad_norm: 1.5632, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7333, loss/aux0: 1.7333 2020-10-19 15:24:12,337 - mmaction - INFO - Epoch [113][360/396] lr: 1.793e-01, eta: 1 day, 4:19:51, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4328, top5_acc: 0.7031, loss_cls: 2.3810, loss: 2.3810, grad_norm: 1.5902, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7493, loss/aux0: 1.7493 2020-10-19 15:24:13,287 - mmaction - INFO - Epoch [113][360/396] lr: 1.793e-01, eta: 1 day, 4:20:14, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4328, top5_acc: 0.7031, loss_cls: 2.3810, loss: 2.3810, grad_norm: 1.5923, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7649, loss/aux0: 1.7649 2020-10-19 15:24:49,876 - mmaction - INFO - Epoch [113][380/396] lr: 1.793e-01, eta: 1 day, 4:19:17, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4247, top5_acc: 0.6891, loss_cls: 2.3970, loss: 2.3970, grad_norm: 1.5751, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7246, loss/aux0: 1.7246 2020-10-19 15:24:50,856 - mmaction - INFO - Epoch [113][380/396] lr: 1.793e-01, eta: 1 day, 4:19:40, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4247, top5_acc: 0.6891, loss_cls: 2.3970, loss: 2.3970, grad_norm: 1.5753, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7163, loss/aux0: 1.7163 2020-10-19 15:29:09,931 - mmaction - INFO - Epoch [114][20/396] lr: 1.775e-01, eta: 1 day, 4:17:37, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4609, top5_acc: 0.7078, loss_cls: 2.2830, loss: 2.2830, grad_norm: 1.5316, top1_acc/aux0: 0.5726, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7436, loss/aux0: 1.7436 2020-10-19 15:29:10,882 - mmaction - INFO - Epoch [114][20/396] lr: 1.775e-01, eta: 1 day, 4:18:01, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.4609, top5_acc: 0.7078, loss_cls: 2.2830, loss: 2.2830, grad_norm: 1.5393, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7529, loss/aux0: 1.7529 2020-10-19 15:29:47,359 - mmaction - INFO - Epoch [114][40/396] lr: 1.775e-01, eta: 1 day, 4:17:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4469, top5_acc: 0.7128, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.5887, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7385, loss/aux0: 1.7385 2020-10-19 15:29:48,323 - mmaction - INFO - Epoch [114][40/396] lr: 1.775e-01, eta: 1 day, 4:17:26, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4469, top5_acc: 0.7128, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.5804, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7169, loss/aux0: 1.7169 2020-10-19 15:30:24,733 - mmaction - INFO - Epoch [114][60/396] lr: 1.775e-01, eta: 1 day, 4:16:29, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4336, top5_acc: 0.7083, loss_cls: 2.3242, loss: 2.3242, grad_norm: 1.5952, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6816, loss/aux0: 1.6816 2020-10-19 15:30:25,702 - mmaction - INFO - Epoch [114][60/396] lr: 1.775e-01, eta: 1 day, 4:16:52, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.4336, top5_acc: 0.7083, loss_cls: 2.3242, loss: 2.3242, grad_norm: 1.5868, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6837, loss/aux0: 1.6837 2020-10-19 15:31:02,144 - mmaction - INFO - Epoch [114][80/396] lr: 1.775e-01, eta: 1 day, 4:15:54, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4513, top5_acc: 0.7063, loss_cls: 2.3060, loss: 2.3060, grad_norm: 1.6063, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6904, loss/aux0: 1.6904 2020-10-19 15:31:03,124 - mmaction - INFO - Epoch [114][80/396] lr: 1.775e-01, eta: 1 day, 4:16:18, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4513, top5_acc: 0.7063, loss_cls: 2.3060, loss: 2.3060, grad_norm: 1.6064, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6898, loss/aux0: 1.6898 2020-10-19 15:31:39,601 - mmaction - INFO - Epoch [114][100/396] lr: 1.775e-01, eta: 1 day, 4:15:20, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4414, top5_acc: 0.6990, loss_cls: 2.3374, loss: 2.3374, grad_norm: 1.5637, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6655, loss/aux0: 1.6655 2020-10-19 15:31:40,572 - mmaction - INFO - Epoch [114][100/396] lr: 1.775e-01, eta: 1 day, 4:15:44, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4414, top5_acc: 0.6990, loss_cls: 2.3374, loss: 2.3374, grad_norm: 1.5675, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6722, loss/aux0: 1.6722 2020-10-19 15:32:17,085 - mmaction - INFO - Epoch [114][120/396] lr: 1.775e-01, eta: 1 day, 4:14:46, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4518, top5_acc: 0.7102, loss_cls: 2.3039, loss: 2.3039, grad_norm: 1.5903, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7367, loss/aux0: 1.7367 2020-10-19 15:32:18,030 - mmaction - INFO - Epoch [114][120/396] lr: 1.775e-01, eta: 1 day, 4:15:10, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4518, top5_acc: 0.7102, loss_cls: 2.3039, loss: 2.3039, grad_norm: 1.5880, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7373, loss/aux0: 1.7373 2020-10-19 15:32:54,638 - mmaction - INFO - Epoch [114][140/396] lr: 1.775e-01, eta: 1 day, 4:14:12, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4549, top5_acc: 0.7102, loss_cls: 2.2793, loss: 2.2793, grad_norm: 1.5565, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7199, loss/aux0: 1.7199 2020-10-19 15:32:55,573 - mmaction - INFO - Epoch [114][140/396] lr: 1.775e-01, eta: 1 day, 4:14:36, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4549, top5_acc: 0.7102, loss_cls: 2.2793, loss: 2.2793, grad_norm: 1.5585, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7240, loss/aux0: 1.7240 2020-10-19 15:33:32,096 - mmaction - INFO - Epoch [114][160/396] lr: 1.775e-01, eta: 1 day, 4:13:38, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4560, top5_acc: 0.7138, loss_cls: 2.2976, loss: 2.2976, grad_norm: 1.6309, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6792, loss/aux0: 1.6792 2020-10-19 15:33:33,065 - mmaction - INFO - Epoch [114][160/396] lr: 1.775e-01, eta: 1 day, 4:14:02, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4560, top5_acc: 0.7138, loss_cls: 2.2976, loss: 2.2976, grad_norm: 1.6203, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6709, loss/aux0: 1.6709 2020-10-19 15:34:09,617 - mmaction - INFO - Epoch [114][180/396] lr: 1.775e-01, eta: 1 day, 4:13:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7057, loss_cls: 2.3211, loss: 2.3211, grad_norm: 1.5416, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7290, loss/aux0: 1.7290 2020-10-19 15:34:10,569 - mmaction - INFO - Epoch [114][180/396] lr: 1.775e-01, eta: 1 day, 4:13:28, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7057, loss_cls: 2.3211, loss: 2.3211, grad_norm: 1.5489, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7310, loss/aux0: 1.7310 2020-10-19 15:34:47,099 - mmaction - INFO - Epoch [114][200/396] lr: 1.775e-01, eta: 1 day, 4:12:30, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4393, top5_acc: 0.6927, loss_cls: 2.3561, loss: 2.3561, grad_norm: 1.5923, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7103, loss/aux0: 1.7103 2020-10-19 15:34:48,085 - mmaction - INFO - Epoch [114][200/396] lr: 1.775e-01, eta: 1 day, 4:12:53, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4393, top5_acc: 0.6927, loss_cls: 2.3561, loss: 2.3561, grad_norm: 1.5825, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7169, loss/aux0: 1.7169 2020-10-19 15:35:24,609 - mmaction - INFO - Epoch [114][220/396] lr: 1.775e-01, eta: 1 day, 4:11:56, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4393, top5_acc: 0.7060, loss_cls: 2.3545, loss: 2.3545, grad_norm: 1.5707, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7417, loss/aux0: 1.7417 2020-10-19 15:35:25,548 - mmaction - INFO - Epoch [114][220/396] lr: 1.775e-01, eta: 1 day, 4:12:19, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4393, top5_acc: 0.7060, loss_cls: 2.3545, loss: 2.3545, grad_norm: 1.5654, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7366, loss/aux0: 1.7366 2020-10-19 15:36:02,179 - mmaction - INFO - Epoch [114][240/396] lr: 1.775e-01, eta: 1 day, 4:11:22, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4370, top5_acc: 0.7122, loss_cls: 2.3118, loss: 2.3118, grad_norm: 1.5518, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7223, loss/aux0: 1.7223 2020-10-19 15:36:03,133 - mmaction - INFO - Epoch [114][240/396] lr: 1.775e-01, eta: 1 day, 4:11:45, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4370, top5_acc: 0.7122, loss_cls: 2.3118, loss: 2.3118, grad_norm: 1.5586, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7370, loss/aux0: 1.7370 2020-10-19 15:36:39,667 - mmaction - INFO - Epoch [114][260/396] lr: 1.775e-01, eta: 1 day, 4:10:48, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4443, top5_acc: 0.6992, loss_cls: 2.3359, loss: 2.3359, grad_norm: 1.5883, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6478, loss/aux0: 1.6478 2020-10-19 15:36:40,622 - mmaction - INFO - Epoch [114][260/396] lr: 1.775e-01, eta: 1 day, 4:11:11, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4443, top5_acc: 0.6992, loss_cls: 2.3359, loss: 2.3359, grad_norm: 1.5853, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6397, loss/aux0: 1.6397 2020-10-19 15:37:17,123 - mmaction - INFO - Epoch [114][280/396] lr: 1.775e-01, eta: 1 day, 4:10:13, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4409, top5_acc: 0.6919, loss_cls: 2.3748, loss: 2.3748, grad_norm: 1.6089, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7596, loss/aux0: 1.7596 2020-10-19 15:37:18,094 - mmaction - INFO - Epoch [114][280/396] lr: 1.775e-01, eta: 1 day, 4:10:37, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4409, top5_acc: 0.6919, loss_cls: 2.3748, loss: 2.3748, grad_norm: 1.6078, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7423, loss/aux0: 1.7423 2020-10-19 15:37:54,642 - mmaction - INFO - Epoch [114][300/396] lr: 1.775e-01, eta: 1 day, 4:09:39, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6859, loss_cls: 2.3948, loss: 2.3948, grad_norm: 1.6093, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7301, loss/aux0: 1.7301 2020-10-19 15:37:55,654 - mmaction - INFO - Epoch [114][300/396] lr: 1.775e-01, eta: 1 day, 4:10:03, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4227, top5_acc: 0.6859, loss_cls: 2.3948, loss: 2.3948, grad_norm: 1.5959, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7359, loss/aux0: 1.7359 2020-10-19 15:38:32,204 - mmaction - INFO - Epoch [114][320/396] lr: 1.775e-01, eta: 1 day, 4:09:05, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4456, top5_acc: 0.7008, loss_cls: 2.3316, loss: 2.3316, grad_norm: 1.5903, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7414, loss/aux0: 1.7414 2020-10-19 15:38:33,131 - mmaction - INFO - Epoch [114][320/396] lr: 1.775e-01, eta: 1 day, 4:09:29, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4456, top5_acc: 0.7008, loss_cls: 2.3316, loss: 2.3316, grad_norm: 1.5968, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7488, loss/aux0: 1.7488 2020-10-19 15:39:09,642 - mmaction - INFO - Epoch [114][340/396] lr: 1.775e-01, eta: 1 day, 4:08:31, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7078, loss_cls: 2.3157, loss: 2.3157, grad_norm: 1.6058, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7029, loss/aux0: 1.7029 2020-10-19 15:39:10,593 - mmaction - INFO - Epoch [114][340/396] lr: 1.775e-01, eta: 1 day, 4:08:55, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7078, loss_cls: 2.3157, loss: 2.3157, grad_norm: 1.6045, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6932, loss/aux0: 1.6932 2020-10-19 15:39:47,101 - mmaction - INFO - Epoch [114][360/396] lr: 1.775e-01, eta: 1 day, 4:07:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4448, top5_acc: 0.7057, loss_cls: 2.3287, loss: 2.3287, grad_norm: 1.6089, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7246, loss/aux0: 1.7246 2020-10-19 15:39:48,040 - mmaction - INFO - Epoch [114][360/396] lr: 1.775e-01, eta: 1 day, 4:08:20, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4448, top5_acc: 0.7057, loss_cls: 2.3287, loss: 2.3287, grad_norm: 1.6071, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7329, loss/aux0: 1.7329 2020-10-19 15:40:24,497 - mmaction - INFO - Epoch [114][380/396] lr: 1.775e-01, eta: 1 day, 4:07:23, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4312, top5_acc: 0.7000, loss_cls: 2.3511, loss: 2.3511, grad_norm: 1.5841, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7188, loss/aux0: 1.7188 2020-10-19 15:40:25,471 - mmaction - INFO - Epoch [114][380/396] lr: 1.775e-01, eta: 1 day, 4:07:46, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4312, top5_acc: 0.7000, loss_cls: 2.3511, loss: 2.3511, grad_norm: 1.5911, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7255, loss/aux0: 1.7255 2020-10-19 15:45:08,304 - mmaction - INFO - Epoch [115][20/396] lr: 1.756e-01, eta: 1 day, 4:05:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4529, top5_acc: 0.7115, loss_cls: 2.2649, loss: 2.2649, grad_norm: 1.5874, top1_acc/aux0: 0.5809, top5_acc/aux0: 0.8152, loss_cls/aux0: 1.7250, loss/aux0: 1.7250 2020-10-19 15:45:09,265 - mmaction - INFO - Epoch [115][20/396] lr: 1.756e-01, eta: 1 day, 4:06:07, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4529, top5_acc: 0.7115, loss_cls: 2.2649, loss: 2.2649, grad_norm: 1.5868, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7331, loss/aux0: 1.7331 2020-10-19 15:45:45,773 - mmaction - INFO - Epoch [115][40/396] lr: 1.756e-01, eta: 1 day, 4:05:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4497, top5_acc: 0.7143, loss_cls: 2.3030, loss: 2.3030, grad_norm: 1.5920, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.6973, loss/aux0: 1.6973 2020-10-19 15:45:46,738 - mmaction - INFO - Epoch [115][40/396] lr: 1.756e-01, eta: 1 day, 4:05:33, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4497, top5_acc: 0.7143, loss_cls: 2.3030, loss: 2.3030, grad_norm: 1.5953, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6878, loss/aux0: 1.6878 2020-10-19 15:46:23,380 - mmaction - INFO - Epoch [115][60/396] lr: 1.756e-01, eta: 1 day, 4:04:36, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7065, loss_cls: 2.3139, loss: 2.3139, grad_norm: 1.5995, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6874, loss/aux0: 1.6874 2020-10-19 15:46:24,304 - mmaction - INFO - Epoch [115][60/396] lr: 1.756e-01, eta: 1 day, 4:04:59, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7065, loss_cls: 2.3139, loss: 2.3139, grad_norm: 1.6106, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6905, loss/aux0: 1.6905 2020-10-19 15:47:00,854 - mmaction - INFO - Epoch [115][80/396] lr: 1.756e-01, eta: 1 day, 4:04:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4312, top5_acc: 0.6974, loss_cls: 2.3623, loss: 2.3623, grad_norm: 1.6082, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7358, loss/aux0: 1.7358 2020-10-19 15:47:01,794 - mmaction - INFO - Epoch [115][80/396] lr: 1.756e-01, eta: 1 day, 4:04:25, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4312, top5_acc: 0.6974, loss_cls: 2.3623, loss: 2.3623, grad_norm: 1.6150, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7398, loss/aux0: 1.7398 2020-10-19 15:47:38,396 - mmaction - INFO - Epoch [115][100/396] lr: 1.756e-01, eta: 1 day, 4:03:27, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7130, loss_cls: 2.3198, loss: 2.3198, grad_norm: 1.5764, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6831, loss/aux0: 1.6831 2020-10-19 15:47:39,357 - mmaction - INFO - Epoch [115][100/396] lr: 1.756e-01, eta: 1 day, 4:03:51, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7130, loss_cls: 2.3198, loss: 2.3198, grad_norm: 1.5763, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6755, loss/aux0: 1.6755 2020-10-19 15:48:15,906 - mmaction - INFO - Epoch [115][120/396] lr: 1.756e-01, eta: 1 day, 4:02:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4451, top5_acc: 0.6935, loss_cls: 2.3530, loss: 2.3530, grad_norm: 1.6413, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6924, loss/aux0: 1.6924 2020-10-19 15:48:16,859 - mmaction - INFO - Epoch [115][120/396] lr: 1.756e-01, eta: 1 day, 4:03:17, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4451, top5_acc: 0.6935, loss_cls: 2.3530, loss: 2.3530, grad_norm: 1.6434, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7076, loss/aux0: 1.7076 2020-10-19 15:48:53,338 - mmaction - INFO - Epoch [115][140/396] lr: 1.756e-01, eta: 1 day, 4:02:19, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7180, loss_cls: 2.2980, loss: 2.2980, grad_norm: 1.5996, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7465, loss/aux0: 1.7465 2020-10-19 15:48:54,292 - mmaction - INFO - Epoch [115][140/396] lr: 1.756e-01, eta: 1 day, 4:02:42, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7180, loss_cls: 2.2980, loss: 2.2980, grad_norm: 1.6027, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7387, loss/aux0: 1.7387 2020-10-19 15:49:30,866 - mmaction - INFO - Epoch [115][160/396] lr: 1.756e-01, eta: 1 day, 4:01:45, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4354, top5_acc: 0.7026, loss_cls: 2.3305, loss: 2.3305, grad_norm: 1.5849, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7249, loss/aux0: 1.7249 2020-10-19 15:49:31,824 - mmaction - INFO - Epoch [115][160/396] lr: 1.756e-01, eta: 1 day, 4:02:08, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4354, top5_acc: 0.7026, loss_cls: 2.3305, loss: 2.3305, grad_norm: 1.5791, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7161, loss/aux0: 1.7161 2020-10-19 15:50:08,294 - mmaction - INFO - Epoch [115][180/396] lr: 1.756e-01, eta: 1 day, 4:01:11, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4479, top5_acc: 0.6990, loss_cls: 2.3353, loss: 2.3353, grad_norm: 1.5734, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7124, loss/aux0: 1.7124 2020-10-19 15:50:09,254 - mmaction - INFO - Epoch [115][180/396] lr: 1.756e-01, eta: 1 day, 4:01:34, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4479, top5_acc: 0.6990, loss_cls: 2.3353, loss: 2.3353, grad_norm: 1.5802, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7224, loss/aux0: 1.7224 2020-10-19 15:50:45,745 - mmaction - INFO - Epoch [115][200/396] lr: 1.756e-01, eta: 1 day, 4:00:37, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7023, loss_cls: 2.3425, loss: 2.3425, grad_norm: 1.5763, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7227, loss/aux0: 1.7227 2020-10-19 15:50:46,776 - mmaction - INFO - Epoch [115][200/396] lr: 1.756e-01, eta: 1 day, 4:01:00, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7023, loss_cls: 2.3425, loss: 2.3425, grad_norm: 1.5791, top1_acc/aux0: 0.5688, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7172, loss/aux0: 1.7172 2020-10-19 15:51:23,275 - mmaction - INFO - Epoch [115][220/396] lr: 1.756e-01, eta: 1 day, 4:00:03, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4458, top5_acc: 0.6982, loss_cls: 2.3213, loss: 2.3213, grad_norm: 1.5316, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7191, loss/aux0: 1.7191 2020-10-19 15:51:24,222 - mmaction - INFO - Epoch [115][220/396] lr: 1.756e-01, eta: 1 day, 4:00:26, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4458, top5_acc: 0.6982, loss_cls: 2.3213, loss: 2.3213, grad_norm: 1.5385, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7231, loss/aux0: 1.7231 2020-10-19 15:52:00,771 - mmaction - INFO - Epoch [115][240/396] lr: 1.756e-01, eta: 1 day, 3:59:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4354, top5_acc: 0.7107, loss_cls: 2.3410, loss: 2.3410, grad_norm: 1.5962, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7354, loss/aux0: 1.7354 2020-10-19 15:52:01,722 - mmaction - INFO - Epoch [115][240/396] lr: 1.756e-01, eta: 1 day, 3:59:52, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4354, top5_acc: 0.7107, loss_cls: 2.3410, loss: 2.3410, grad_norm: 1.5949, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7266, loss/aux0: 1.7266 2020-10-19 15:52:38,324 - mmaction - INFO - Epoch [115][260/396] lr: 1.756e-01, eta: 1 day, 3:58:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4352, top5_acc: 0.6891, loss_cls: 2.3795, loss: 2.3795, grad_norm: 1.5868, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7130, loss/aux0: 1.7130 2020-10-19 15:52:39,283 - mmaction - INFO - Epoch [115][260/396] lr: 1.756e-01, eta: 1 day, 3:59:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4352, top5_acc: 0.6891, loss_cls: 2.3795, loss: 2.3795, grad_norm: 1.5751, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7146, loss/aux0: 1.7146 2020-10-19 15:53:15,845 - mmaction - INFO - Epoch [115][280/396] lr: 1.756e-01, eta: 1 day, 3:58:20, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4422, top5_acc: 0.7073, loss_cls: 2.3161, loss: 2.3161, grad_norm: 1.5568, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7800, loss/aux0: 1.7800 2020-10-19 15:53:16,822 - mmaction - INFO - Epoch [115][280/396] lr: 1.756e-01, eta: 1 day, 3:58:43, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4422, top5_acc: 0.7073, loss_cls: 2.3161, loss: 2.3161, grad_norm: 1.5544, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7841, loss/aux0: 1.7841 2020-10-19 15:53:53,284 - mmaction - INFO - Epoch [115][300/396] lr: 1.756e-01, eta: 1 day, 3:57:46, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4401, top5_acc: 0.6977, loss_cls: 2.3247, loss: 2.3247, grad_norm: 1.6036, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7062, loss/aux0: 1.7062 2020-10-19 15:53:54,232 - mmaction - INFO - Epoch [115][300/396] lr: 1.756e-01, eta: 1 day, 3:58:09, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4401, top5_acc: 0.6977, loss_cls: 2.3247, loss: 2.3247, grad_norm: 1.6016, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7020, loss/aux0: 1.7020 2020-10-19 15:54:30,776 - mmaction - INFO - Epoch [115][320/396] lr: 1.756e-01, eta: 1 day, 3:57:12, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7094, loss_cls: 2.2954, loss: 2.2954, grad_norm: 1.5446, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7179, loss/aux0: 1.7179 2020-10-19 15:54:31,737 - mmaction - INFO - Epoch [115][320/396] lr: 1.756e-01, eta: 1 day, 3:57:35, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7094, loss_cls: 2.2954, loss: 2.2954, grad_norm: 1.5514, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7265, loss/aux0: 1.7265 2020-10-19 15:55:08,242 - mmaction - INFO - Epoch [115][340/396] lr: 1.756e-01, eta: 1 day, 3:56:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4542, top5_acc: 0.7112, loss_cls: 2.3176, loss: 2.3176, grad_norm: 1.5638, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7286, loss/aux0: 1.7286 2020-10-19 15:55:09,203 - mmaction - INFO - Epoch [115][340/396] lr: 1.756e-01, eta: 1 day, 3:57:01, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4542, top5_acc: 0.7112, loss_cls: 2.3176, loss: 2.3176, grad_norm: 1.5736, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7259, loss/aux0: 1.7259 2020-10-19 15:55:45,766 - mmaction - INFO - Epoch [115][360/396] lr: 1.756e-01, eta: 1 day, 3:56:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7065, loss_cls: 2.3176, loss: 2.3176, grad_norm: 1.5554, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6967, loss/aux0: 1.6967 2020-10-19 15:55:46,715 - mmaction - INFO - Epoch [115][360/396] lr: 1.756e-01, eta: 1 day, 3:56:27, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7065, loss_cls: 2.3176, loss: 2.3176, grad_norm: 1.5599, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6992, loss/aux0: 1.6992 2020-10-19 15:56:23,392 - mmaction - INFO - Epoch [115][380/396] lr: 1.756e-01, eta: 1 day, 3:55:30, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4320, top5_acc: 0.6971, loss_cls: 2.3523, loss: 2.3523, grad_norm: 1.5695, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7395, loss/aux0: 1.7395 2020-10-19 15:56:24,358 - mmaction - INFO - Epoch [115][380/396] lr: 1.756e-01, eta: 1 day, 3:55:53, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4320, top5_acc: 0.6971, loss_cls: 2.3523, loss: 2.3523, grad_norm: 1.5730, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7437, loss/aux0: 1.7437 2020-10-19 16:00:44,182 - mmaction - INFO - Epoch [116][20/396] lr: 1.738e-01, eta: 1 day, 3:53:51, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7091, loss_cls: 2.3154, loss: 2.3154, grad_norm: 1.5734, top1_acc/aux0: 0.5683, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7424, loss/aux0: 1.7424 2020-10-19 16:00:45,143 - mmaction - INFO - Epoch [116][20/396] lr: 1.738e-01, eta: 1 day, 3:54:14, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7091, loss_cls: 2.3154, loss: 2.3154, grad_norm: 1.5736, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7427, loss/aux0: 1.7427 2020-10-19 16:01:21,540 - mmaction - INFO - Epoch [116][40/396] lr: 1.738e-01, eta: 1 day, 3:53:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4427, top5_acc: 0.7049, loss_cls: 2.3347, loss: 2.3347, grad_norm: 1.5642, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7090, loss/aux0: 1.7090 2020-10-19 16:01:22,504 - mmaction - INFO - Epoch [116][40/396] lr: 1.738e-01, eta: 1 day, 3:53:40, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4427, top5_acc: 0.7049, loss_cls: 2.3347, loss: 2.3347, grad_norm: 1.5666, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7092, loss/aux0: 1.7092 2020-10-19 16:01:58,995 - mmaction - INFO - Epoch [116][60/396] lr: 1.738e-01, eta: 1 day, 3:52:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4469, top5_acc: 0.7125, loss_cls: 2.3035, loss: 2.3035, grad_norm: 1.6000, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7313, loss/aux0: 1.7313 2020-10-19 16:01:59,947 - mmaction - INFO - Epoch [116][60/396] lr: 1.738e-01, eta: 1 day, 3:53:06, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4469, top5_acc: 0.7125, loss_cls: 2.3035, loss: 2.3035, grad_norm: 1.5891, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7296, loss/aux0: 1.7296 2020-10-19 16:02:36,462 - mmaction - INFO - Epoch [116][80/396] lr: 1.738e-01, eta: 1 day, 3:52:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4419, top5_acc: 0.7065, loss_cls: 2.3139, loss: 2.3139, grad_norm: 1.5874, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6682, loss/aux0: 1.6682 2020-10-19 16:02:37,425 - mmaction - INFO - Epoch [116][80/396] lr: 1.738e-01, eta: 1 day, 3:52:31, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4419, top5_acc: 0.7065, loss_cls: 2.3139, loss: 2.3139, grad_norm: 1.5885, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6638, loss/aux0: 1.6638 2020-10-19 16:03:13,939 - mmaction - INFO - Epoch [116][100/396] lr: 1.738e-01, eta: 1 day, 3:51:34, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4312, top5_acc: 0.6966, loss_cls: 2.3485, loss: 2.3485, grad_norm: 1.5989, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6940, loss/aux0: 1.6940 2020-10-19 16:03:14,934 - mmaction - INFO - Epoch [116][100/396] lr: 1.738e-01, eta: 1 day, 3:51:57, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4312, top5_acc: 0.6966, loss_cls: 2.3485, loss: 2.3485, grad_norm: 1.5984, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.7035, loss/aux0: 1.7035 2020-10-19 16:03:51,452 - mmaction - INFO - Epoch [116][120/396] lr: 1.738e-01, eta: 1 day, 3:51:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4349, top5_acc: 0.7120, loss_cls: 2.3210, loss: 2.3210, grad_norm: 1.5903, top1_acc/aux0: 0.5688, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7398, loss/aux0: 1.7398 2020-10-19 16:03:52,407 - mmaction - INFO - Epoch [116][120/396] lr: 1.738e-01, eta: 1 day, 3:51:23, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4349, top5_acc: 0.7120, loss_cls: 2.3210, loss: 2.3210, grad_norm: 1.5968, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7431, loss/aux0: 1.7431 2020-10-19 16:04:28,979 - mmaction - INFO - Epoch [116][140/396] lr: 1.738e-01, eta: 1 day, 3:50:26, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4378, top5_acc: 0.6885, loss_cls: 2.3572, loss: 2.3572, grad_norm: 1.5754, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7099, loss/aux0: 1.7099 2020-10-19 16:04:29,971 - mmaction - INFO - Epoch [116][140/396] lr: 1.738e-01, eta: 1 day, 3:50:49, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4378, top5_acc: 0.6885, loss_cls: 2.3572, loss: 2.3572, grad_norm: 1.5692, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.6959, loss/aux0: 1.6959 2020-10-19 16:05:06,409 - mmaction - INFO - Epoch [116][160/396] lr: 1.738e-01, eta: 1 day, 3:49:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4318, top5_acc: 0.7026, loss_cls: 2.3206, loss: 2.3206, grad_norm: 1.6025, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6541, loss/aux0: 1.6541 2020-10-19 16:05:07,354 - mmaction - INFO - Epoch [116][160/396] lr: 1.738e-01, eta: 1 day, 3:50:14, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4318, top5_acc: 0.7026, loss_cls: 2.3206, loss: 2.3206, grad_norm: 1.6007, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6495, loss/aux0: 1.6495 2020-10-19 16:05:43,954 - mmaction - INFO - Epoch [116][180/396] lr: 1.738e-01, eta: 1 day, 3:49:18, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4411, top5_acc: 0.7057, loss_cls: 2.3409, loss: 2.3409, grad_norm: 1.5981, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7085, loss/aux0: 1.7085 2020-10-19 16:05:44,904 - mmaction - INFO - Epoch [116][180/396] lr: 1.738e-01, eta: 1 day, 3:49:40, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4411, top5_acc: 0.7057, loss_cls: 2.3409, loss: 2.3409, grad_norm: 1.5990, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7195, loss/aux0: 1.7195 2020-10-19 16:06:21,616 - mmaction - INFO - Epoch [116][200/396] lr: 1.738e-01, eta: 1 day, 3:48:44, time: 0.947, data_time: 0.000, memory: 8462, top1_acc: 0.4562, top5_acc: 0.7096, loss_cls: 2.2915, loss: 2.2915, grad_norm: 1.5838, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7403, loss/aux0: 1.7403 2020-10-19 16:06:22,561 - mmaction - INFO - Epoch [116][200/396] lr: 1.738e-01, eta: 1 day, 3:49:07, time: 0.949, data_time: 0.002, memory: 8462, top1_acc: 0.4562, top5_acc: 0.7096, loss_cls: 2.2915, loss: 2.2915, grad_norm: 1.5983, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7442, loss/aux0: 1.7442 2020-10-19 16:06:59,072 - mmaction - INFO - Epoch [116][220/396] lr: 1.738e-01, eta: 1 day, 3:48:10, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7104, loss_cls: 2.3189, loss: 2.3189, grad_norm: 1.5962, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7170, loss/aux0: 1.7170 2020-10-19 16:07:00,021 - mmaction - INFO - Epoch [116][220/396] lr: 1.738e-01, eta: 1 day, 3:48:33, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7104, loss_cls: 2.3189, loss: 2.3189, grad_norm: 1.5986, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.7114, loss/aux0: 1.7114 2020-10-19 16:07:36,552 - mmaction - INFO - Epoch [116][240/396] lr: 1.738e-01, eta: 1 day, 3:47:36, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4474, top5_acc: 0.7128, loss_cls: 2.3029, loss: 2.3029, grad_norm: 1.6240, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7509, loss/aux0: 1.7509 2020-10-19 16:07:37,501 - mmaction - INFO - Epoch [116][240/396] lr: 1.738e-01, eta: 1 day, 3:47:58, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4474, top5_acc: 0.7128, loss_cls: 2.3029, loss: 2.3029, grad_norm: 1.6256, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7529, loss/aux0: 1.7529 2020-10-19 16:08:14,029 - mmaction - INFO - Epoch [116][260/396] lr: 1.738e-01, eta: 1 day, 3:47:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4367, top5_acc: 0.7029, loss_cls: 2.3388, loss: 2.3388, grad_norm: 1.6060, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7040, loss/aux0: 1.7040 2020-10-19 16:08:14,985 - mmaction - INFO - Epoch [116][260/396] lr: 1.738e-01, eta: 1 day, 3:47:24, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4367, top5_acc: 0.7029, loss_cls: 2.3388, loss: 2.3388, grad_norm: 1.5997, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6947, loss/aux0: 1.6947 2020-10-19 16:08:51,586 - mmaction - INFO - Epoch [116][280/396] lr: 1.738e-01, eta: 1 day, 3:46:27, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4380, top5_acc: 0.6964, loss_cls: 2.3722, loss: 2.3722, grad_norm: 1.5707, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7057, loss/aux0: 1.7057 2020-10-19 16:08:52,575 - mmaction - INFO - Epoch [116][280/396] lr: 1.738e-01, eta: 1 day, 3:46:50, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4380, top5_acc: 0.6964, loss_cls: 2.3722, loss: 2.3722, grad_norm: 1.5712, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7300, loss/aux0: 1.7300 2020-10-19 16:09:29,073 - mmaction - INFO - Epoch [116][300/396] lr: 1.738e-01, eta: 1 day, 3:45:53, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4555, top5_acc: 0.7164, loss_cls: 2.2622, loss: 2.2622, grad_norm: 1.5608, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7085, loss/aux0: 1.7085 2020-10-19 16:09:30,022 - mmaction - INFO - Epoch [116][300/396] lr: 1.738e-01, eta: 1 day, 3:46:16, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4555, top5_acc: 0.7164, loss_cls: 2.2622, loss: 2.2622, grad_norm: 1.5627, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6955, loss/aux0: 1.6955 2020-10-19 16:10:06,635 - mmaction - INFO - Epoch [116][320/396] lr: 1.738e-01, eta: 1 day, 3:45:19, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4440, top5_acc: 0.6940, loss_cls: 2.3482, loss: 2.3482, grad_norm: 1.5841, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6943, loss/aux0: 1.6943 2020-10-19 16:10:07,594 - mmaction - INFO - Epoch [116][320/396] lr: 1.738e-01, eta: 1 day, 3:45:41, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4440, top5_acc: 0.6940, loss_cls: 2.3482, loss: 2.3482, grad_norm: 1.5939, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6893, loss/aux0: 1.6893 2020-10-19 16:10:44,129 - mmaction - INFO - Epoch [116][340/396] lr: 1.738e-01, eta: 1 day, 3:44:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4430, top5_acc: 0.7000, loss_cls: 2.3300, loss: 2.3300, grad_norm: 1.5989, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7491, loss/aux0: 1.7491 2020-10-19 16:10:45,088 - mmaction - INFO - Epoch [116][340/396] lr: 1.738e-01, eta: 1 day, 3:45:07, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4430, top5_acc: 0.7000, loss_cls: 2.3300, loss: 2.3300, grad_norm: 1.6029, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7549, loss/aux0: 1.7549 2020-10-19 16:11:21,587 - mmaction - INFO - Epoch [116][360/396] lr: 1.738e-01, eta: 1 day, 3:44:10, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4490, top5_acc: 0.7107, loss_cls: 2.2930, loss: 2.2930, grad_norm: 1.5760, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7347, loss/aux0: 1.7347 2020-10-19 16:11:22,551 - mmaction - INFO - Epoch [116][360/396] lr: 1.738e-01, eta: 1 day, 3:44:33, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4490, top5_acc: 0.7107, loss_cls: 2.2930, loss: 2.2930, grad_norm: 1.5833, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7316, loss/aux0: 1.7316 2020-10-19 16:11:59,006 - mmaction - INFO - Epoch [116][380/396] lr: 1.738e-01, eta: 1 day, 3:43:36, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4430, top5_acc: 0.6974, loss_cls: 2.3408, loss: 2.3408, grad_norm: 1.5854, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7579, loss/aux0: 1.7579 2020-10-19 16:11:59,956 - mmaction - INFO - Epoch [116][380/396] lr: 1.738e-01, eta: 1 day, 3:43:59, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4430, top5_acc: 0.6974, loss_cls: 2.3408, loss: 2.3408, grad_norm: 1.5759, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7433, loss/aux0: 1.7433 2020-10-19 16:16:56,960 - mmaction - INFO - Epoch [117][20/396] lr: 1.720e-01, eta: 1 day, 3:41:58, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4419, top5_acc: 0.7081, loss_cls: 2.2988, loss: 2.2988, grad_norm: 1.6071, top1_acc/aux0: 0.5751, top5_acc/aux0: 0.8087, loss_cls/aux0: 1.7495, loss/aux0: 1.7495 2020-10-19 16:16:57,908 - mmaction - INFO - Epoch [117][20/396] lr: 1.720e-01, eta: 1 day, 3:42:21, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4419, top5_acc: 0.7081, loss_cls: 2.2988, loss: 2.2988, grad_norm: 1.6034, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7533, loss/aux0: 1.7533 2020-10-19 16:17:34,321 - mmaction - INFO - Epoch [117][40/396] lr: 1.720e-01, eta: 1 day, 3:41:24, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7107, loss_cls: 2.2930, loss: 2.2930, grad_norm: 1.5766, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6946, loss/aux0: 1.6946 2020-10-19 16:17:35,289 - mmaction - INFO - Epoch [117][40/396] lr: 1.720e-01, eta: 1 day, 3:41:46, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7107, loss_cls: 2.2930, loss: 2.2930, grad_norm: 1.5931, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6980, loss/aux0: 1.6980 2020-10-19 16:18:11,768 - mmaction - INFO - Epoch [117][60/396] lr: 1.720e-01, eta: 1 day, 3:40:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4445, top5_acc: 0.7016, loss_cls: 2.3330, loss: 2.3330, grad_norm: 1.5810, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6799, loss/aux0: 1.6799 2020-10-19 16:18:12,704 - mmaction - INFO - Epoch [117][60/396] lr: 1.720e-01, eta: 1 day, 3:41:12, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4445, top5_acc: 0.7016, loss_cls: 2.3330, loss: 2.3330, grad_norm: 1.5769, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6628, loss/aux0: 1.6628 2020-10-19 16:18:49,316 - mmaction - INFO - Epoch [117][80/396] lr: 1.720e-01, eta: 1 day, 3:40:16, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4497, top5_acc: 0.7154, loss_cls: 2.2914, loss: 2.2914, grad_norm: 1.6006, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7216, loss/aux0: 1.7216 2020-10-19 16:18:50,284 - mmaction - INFO - Epoch [117][80/396] lr: 1.720e-01, eta: 1 day, 3:40:38, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4497, top5_acc: 0.7154, loss_cls: 2.2914, loss: 2.2914, grad_norm: 1.5973, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7305, loss/aux0: 1.7305 2020-10-19 16:19:26,809 - mmaction - INFO - Epoch [117][100/396] lr: 1.720e-01, eta: 1 day, 3:39:41, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7138, loss_cls: 2.2876, loss: 2.2876, grad_norm: 1.5989, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7135, loss/aux0: 1.7135 2020-10-19 16:19:27,821 - mmaction - INFO - Epoch [117][100/396] lr: 1.720e-01, eta: 1 day, 3:40:04, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7138, loss_cls: 2.2876, loss: 2.2876, grad_norm: 1.5997, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7070, loss/aux0: 1.7070 2020-10-19 16:20:04,318 - mmaction - INFO - Epoch [117][120/396] lr: 1.720e-01, eta: 1 day, 3:39:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4346, top5_acc: 0.6964, loss_cls: 2.3988, loss: 2.3988, grad_norm: 1.6343, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7384, loss/aux0: 1.7384 2020-10-19 16:20:05,259 - mmaction - INFO - Epoch [117][120/396] lr: 1.720e-01, eta: 1 day, 3:39:30, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4346, top5_acc: 0.6964, loss_cls: 2.3988, loss: 2.3988, grad_norm: 1.6413, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7524, loss/aux0: 1.7524 2020-10-19 16:20:41,837 - mmaction - INFO - Epoch [117][140/396] lr: 1.720e-01, eta: 1 day, 3:38:33, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4333, top5_acc: 0.7060, loss_cls: 2.3547, loss: 2.3547, grad_norm: 1.6107, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6765, loss/aux0: 1.6765 2020-10-19 16:20:42,789 - mmaction - INFO - Epoch [117][140/396] lr: 1.720e-01, eta: 1 day, 3:38:56, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4333, top5_acc: 0.7060, loss_cls: 2.3547, loss: 2.3547, grad_norm: 1.6102, top1_acc/aux0: 0.5938, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6750, loss/aux0: 1.6750 2020-10-19 16:21:19,420 - mmaction - INFO - Epoch [117][160/396] lr: 1.720e-01, eta: 1 day, 3:37:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7107, loss_cls: 2.2626, loss: 2.2626, grad_norm: 1.5596, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6679, loss/aux0: 1.6679 2020-10-19 16:21:20,392 - mmaction - INFO - Epoch [117][160/396] lr: 1.720e-01, eta: 1 day, 3:38:21, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7107, loss_cls: 2.2626, loss: 2.2626, grad_norm: 1.5651, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6591, loss/aux0: 1.6591 2020-10-19 16:21:56,941 - mmaction - INFO - Epoch [117][180/396] lr: 1.720e-01, eta: 1 day, 3:37:25, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4427, top5_acc: 0.6953, loss_cls: 2.3415, loss: 2.3415, grad_norm: 1.5871, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7562, loss/aux0: 1.7562 2020-10-19 16:21:57,904 - mmaction - INFO - Epoch [117][180/396] lr: 1.720e-01, eta: 1 day, 3:37:47, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4427, top5_acc: 0.6953, loss_cls: 2.3415, loss: 2.3415, grad_norm: 1.5792, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.7639, loss/aux0: 1.7639 2020-10-19 16:22:34,574 - mmaction - INFO - Epoch [117][200/396] lr: 1.720e-01, eta: 1 day, 3:36:51, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4510, top5_acc: 0.6982, loss_cls: 2.3092, loss: 2.3092, grad_norm: 1.5536, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7101, loss/aux0: 1.7101 2020-10-19 16:22:35,570 - mmaction - INFO - Epoch [117][200/396] lr: 1.720e-01, eta: 1 day, 3:37:13, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4510, top5_acc: 0.6982, loss_cls: 2.3092, loss: 2.3092, grad_norm: 1.5517, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6976, loss/aux0: 1.6976 2020-10-19 16:23:12,145 - mmaction - INFO - Epoch [117][220/396] lr: 1.720e-01, eta: 1 day, 3:36:16, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4451, top5_acc: 0.7076, loss_cls: 2.3356, loss: 2.3356, grad_norm: 1.6078, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6398, loss/aux0: 1.6398 2020-10-19 16:23:13,104 - mmaction - INFO - Epoch [117][220/396] lr: 1.720e-01, eta: 1 day, 3:36:39, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4451, top5_acc: 0.7076, loss_cls: 2.3356, loss: 2.3356, grad_norm: 1.6065, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6419, loss/aux0: 1.6419 2020-10-19 16:23:49,657 - mmaction - INFO - Epoch [117][240/396] lr: 1.720e-01, eta: 1 day, 3:35:42, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4404, top5_acc: 0.7003, loss_cls: 2.3122, loss: 2.3122, grad_norm: 1.5837, top1_acc/aux0: 0.5938, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6912, loss/aux0: 1.6912 2020-10-19 16:23:50,609 - mmaction - INFO - Epoch [117][240/396] lr: 1.720e-01, eta: 1 day, 3:36:05, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4404, top5_acc: 0.7003, loss_cls: 2.3122, loss: 2.3122, grad_norm: 1.5842, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.6910, loss/aux0: 1.6910 2020-10-19 16:24:27,198 - mmaction - INFO - Epoch [117][260/396] lr: 1.720e-01, eta: 1 day, 3:35:08, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4479, top5_acc: 0.7003, loss_cls: 2.3513, loss: 2.3513, grad_norm: 1.5592, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7404, loss/aux0: 1.7404 2020-10-19 16:24:28,172 - mmaction - INFO - Epoch [117][260/396] lr: 1.720e-01, eta: 1 day, 3:35:31, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.4479, top5_acc: 0.7003, loss_cls: 2.3513, loss: 2.3513, grad_norm: 1.5562, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7437, loss/aux0: 1.7437 2020-10-19 16:25:04,656 - mmaction - INFO - Epoch [117][280/396] lr: 1.720e-01, eta: 1 day, 3:34:34, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6951, loss_cls: 2.3646, loss: 2.3646, grad_norm: 1.6034, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7305, loss/aux0: 1.7305 2020-10-19 16:25:05,603 - mmaction - INFO - Epoch [117][280/396] lr: 1.720e-01, eta: 1 day, 3:34:56, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4286, top5_acc: 0.6951, loss_cls: 2.3646, loss: 2.3646, grad_norm: 1.6031, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7246, loss/aux0: 1.7246 2020-10-19 16:25:42,256 - mmaction - INFO - Epoch [117][300/396] lr: 1.720e-01, eta: 1 day, 3:34:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4331, top5_acc: 0.6966, loss_cls: 2.3816, loss: 2.3816, grad_norm: 1.5872, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6794, loss/aux0: 1.6794 2020-10-19 16:25:43,214 - mmaction - INFO - Epoch [117][300/396] lr: 1.720e-01, eta: 1 day, 3:34:22, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.4331, top5_acc: 0.6966, loss_cls: 2.3816, loss: 2.3816, grad_norm: 1.5928, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6834, loss/aux0: 1.6834 2020-10-19 16:26:19,771 - mmaction - INFO - Epoch [117][320/396] lr: 1.720e-01, eta: 1 day, 3:33:25, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4490, top5_acc: 0.7211, loss_cls: 2.2668, loss: 2.2668, grad_norm: 1.6050, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.6887, loss/aux0: 1.6887 2020-10-19 16:26:20,718 - mmaction - INFO - Epoch [117][320/396] lr: 1.720e-01, eta: 1 day, 3:33:48, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4490, top5_acc: 0.7211, loss_cls: 2.2668, loss: 2.2668, grad_norm: 1.5970, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.6852, loss/aux0: 1.6852 2020-10-19 16:26:57,219 - mmaction - INFO - Epoch [117][340/396] lr: 1.720e-01, eta: 1 day, 3:32:51, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4336, top5_acc: 0.6974, loss_cls: 2.3808, loss: 2.3808, grad_norm: 1.5999, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7002, loss/aux0: 1.7002 2020-10-19 16:26:58,160 - mmaction - INFO - Epoch [117][340/396] lr: 1.720e-01, eta: 1 day, 3:33:14, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4336, top5_acc: 0.6974, loss_cls: 2.3808, loss: 2.3808, grad_norm: 1.6047, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7063, loss/aux0: 1.7063 2020-10-19 16:27:34,738 - mmaction - INFO - Epoch [117][360/396] lr: 1.720e-01, eta: 1 day, 3:32:17, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4409, top5_acc: 0.6956, loss_cls: 2.3537, loss: 2.3537, grad_norm: 1.5846, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7077, loss/aux0: 1.7077 2020-10-19 16:27:35,715 - mmaction - INFO - Epoch [117][360/396] lr: 1.720e-01, eta: 1 day, 3:32:40, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.4409, top5_acc: 0.6956, loss_cls: 2.3537, loss: 2.3537, grad_norm: 1.5895, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7077, loss/aux0: 1.7077 2020-10-19 16:28:12,265 - mmaction - INFO - Epoch [117][380/396] lr: 1.720e-01, eta: 1 day, 3:31:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4320, top5_acc: 0.7070, loss_cls: 2.3550, loss: 2.3550, grad_norm: 1.6436, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7491, loss/aux0: 1.7491 2020-10-19 16:28:13,225 - mmaction - INFO - Epoch [117][380/396] lr: 1.720e-01, eta: 1 day, 3:32:05, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4320, top5_acc: 0.7070, loss_cls: 2.3550, loss: 2.3550, grad_norm: 1.6406, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7508, loss/aux0: 1.7508 2020-10-19 16:33:17,790 - mmaction - INFO - Epoch [118][20/396] lr: 1.702e-01, eta: 1 day, 3:30:06, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4518, top5_acc: 0.7182, loss_cls: 2.2625, loss: 2.2625, grad_norm: 1.5625, top1_acc/aux0: 0.5842, top5_acc/aux0: 0.8098, loss_cls/aux0: 1.6822, loss/aux0: 1.6822 2020-10-19 16:33:18,752 - mmaction - INFO - Epoch [118][20/396] lr: 1.702e-01, eta: 1 day, 3:30:28, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4518, top5_acc: 0.7182, loss_cls: 2.2625, loss: 2.2625, grad_norm: 1.5673, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.6902, loss/aux0: 1.6902 2020-10-19 16:33:55,227 - mmaction - INFO - Epoch [118][40/396] lr: 1.702e-01, eta: 1 day, 3:29:31, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7086, loss_cls: 2.2783, loss: 2.2783, grad_norm: 1.6043, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7082, loss/aux0: 1.7082 2020-10-19 16:33:56,229 - mmaction - INFO - Epoch [118][40/396] lr: 1.702e-01, eta: 1 day, 3:29:54, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7086, loss_cls: 2.2783, loss: 2.2783, grad_norm: 1.6027, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7076, loss/aux0: 1.7076 2020-10-19 16:34:32,797 - mmaction - INFO - Epoch [118][60/396] lr: 1.702e-01, eta: 1 day, 3:28:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4331, top5_acc: 0.6870, loss_cls: 2.3959, loss: 2.3959, grad_norm: 1.6154, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6735, loss/aux0: 1.6735 2020-10-19 16:34:33,726 - mmaction - INFO - Epoch [118][60/396] lr: 1.702e-01, eta: 1 day, 3:29:19, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4331, top5_acc: 0.6870, loss_cls: 2.3959, loss: 2.3959, grad_norm: 1.6039, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6605, loss/aux0: 1.6605 2020-10-19 16:35:10,234 - mmaction - INFO - Epoch [118][80/396] lr: 1.702e-01, eta: 1 day, 3:28:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4456, top5_acc: 0.7146, loss_cls: 2.2985, loss: 2.2985, grad_norm: 1.6083, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.7044, loss/aux0: 1.7044 2020-10-19 16:35:11,194 - mmaction - INFO - Epoch [118][80/396] lr: 1.702e-01, eta: 1 day, 3:28:45, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4456, top5_acc: 0.7146, loss_cls: 2.2985, loss: 2.2985, grad_norm: 1.6126, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7352, loss/aux0: 1.7352 2020-10-19 16:35:47,616 - mmaction - INFO - Epoch [118][100/396] lr: 1.702e-01, eta: 1 day, 3:27:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6992, loss_cls: 2.3610, loss: 2.3610, grad_norm: 1.6388, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6838, loss/aux0: 1.6838 2020-10-19 16:35:48,548 - mmaction - INFO - Epoch [118][100/396] lr: 1.702e-01, eta: 1 day, 3:28:11, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4305, top5_acc: 0.6992, loss_cls: 2.3610, loss: 2.3610, grad_norm: 1.6406, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6589, loss/aux0: 1.6589 2020-10-19 16:36:25,065 - mmaction - INFO - Epoch [118][120/396] lr: 1.702e-01, eta: 1 day, 3:27:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7154, loss_cls: 2.2871, loss: 2.2871, grad_norm: 1.6182, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.7018, loss/aux0: 1.7018 2020-10-19 16:36:26,011 - mmaction - INFO - Epoch [118][120/396] lr: 1.702e-01, eta: 1 day, 3:27:37, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7154, loss_cls: 2.2871, loss: 2.2871, grad_norm: 1.6214, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6976, loss/aux0: 1.6976 2020-10-19 16:37:02,525 - mmaction - INFO - Epoch [118][140/396] lr: 1.702e-01, eta: 1 day, 3:26:40, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4474, top5_acc: 0.7057, loss_cls: 2.3255, loss: 2.3255, grad_norm: 1.6085, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7119, loss/aux0: 1.7119 2020-10-19 16:37:03,518 - mmaction - INFO - Epoch [118][140/396] lr: 1.702e-01, eta: 1 day, 3:27:02, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4474, top5_acc: 0.7057, loss_cls: 2.3255, loss: 2.3255, grad_norm: 1.6054, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7309, loss/aux0: 1.7309 2020-10-19 16:37:40,162 - mmaction - INFO - Epoch [118][160/396] lr: 1.702e-01, eta: 1 day, 3:26:06, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4344, top5_acc: 0.7029, loss_cls: 2.3476, loss: 2.3476, grad_norm: 1.6963, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7164, loss/aux0: 1.7164 2020-10-19 16:37:41,106 - mmaction - INFO - Epoch [118][160/396] lr: 1.702e-01, eta: 1 day, 3:26:28, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4344, top5_acc: 0.7029, loss_cls: 2.3476, loss: 2.3476, grad_norm: 1.6848, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7166, loss/aux0: 1.7166 2020-10-19 16:38:17,550 - mmaction - INFO - Epoch [118][180/396] lr: 1.702e-01, eta: 1 day, 3:25:32, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7010, loss_cls: 2.3357, loss: 2.3357, grad_norm: 1.5841, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7262, loss/aux0: 1.7262 2020-10-19 16:38:18,508 - mmaction - INFO - Epoch [118][180/396] lr: 1.702e-01, eta: 1 day, 3:25:54, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7010, loss_cls: 2.3357, loss: 2.3357, grad_norm: 1.5753, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.7052, loss/aux0: 1.7052 2020-10-19 16:38:55,012 - mmaction - INFO - Epoch [118][200/396] lr: 1.702e-01, eta: 1 day, 3:24:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4549, top5_acc: 0.7151, loss_cls: 2.2828, loss: 2.2828, grad_norm: 1.6203, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6985, loss/aux0: 1.6985 2020-10-19 16:38:55,956 - mmaction - INFO - Epoch [118][200/396] lr: 1.702e-01, eta: 1 day, 3:25:20, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4549, top5_acc: 0.7151, loss_cls: 2.2828, loss: 2.2828, grad_norm: 1.6091, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6990, loss/aux0: 1.6990 2020-10-19 16:39:32,518 - mmaction - INFO - Epoch [118][220/396] lr: 1.702e-01, eta: 1 day, 3:24:23, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7034, loss_cls: 2.2819, loss: 2.2819, grad_norm: 1.6065, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7634, loss/aux0: 1.7634 2020-10-19 16:39:33,477 - mmaction - INFO - Epoch [118][220/396] lr: 1.702e-01, eta: 1 day, 3:24:45, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7034, loss_cls: 2.2819, loss: 2.2819, grad_norm: 1.6085, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7810, loss/aux0: 1.7810 2020-10-19 16:40:09,880 - mmaction - INFO - Epoch [118][240/396] lr: 1.702e-01, eta: 1 day, 3:23:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7109, loss_cls: 2.3271, loss: 2.3271, grad_norm: 1.5750, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6750, loss/aux0: 1.6750 2020-10-19 16:40:10,905 - mmaction - INFO - Epoch [118][240/396] lr: 1.702e-01, eta: 1 day, 3:24:11, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7109, loss_cls: 2.3271, loss: 2.3271, grad_norm: 1.5978, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6743, loss/aux0: 1.6743 2020-10-19 16:40:47,461 - mmaction - INFO - Epoch [118][260/396] lr: 1.702e-01, eta: 1 day, 3:23:15, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7089, loss_cls: 2.3326, loss: 2.3326, grad_norm: 1.5779, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7108, loss/aux0: 1.7108 2020-10-19 16:40:48,406 - mmaction - INFO - Epoch [118][260/396] lr: 1.702e-01, eta: 1 day, 3:23:37, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7089, loss_cls: 2.3326, loss: 2.3326, grad_norm: 1.5677, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7055, loss/aux0: 1.7055 2020-10-19 16:41:24,960 - mmaction - INFO - Epoch [118][280/396] lr: 1.702e-01, eta: 1 day, 3:22:41, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4383, top5_acc: 0.6917, loss_cls: 2.3694, loss: 2.3694, grad_norm: 1.6103, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6638, loss/aux0: 1.6638 2020-10-19 16:41:25,916 - mmaction - INFO - Epoch [118][280/396] lr: 1.702e-01, eta: 1 day, 3:23:02, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4383, top5_acc: 0.6917, loss_cls: 2.3694, loss: 2.3694, grad_norm: 1.6108, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6657, loss/aux0: 1.6657 2020-10-19 16:42:02,462 - mmaction - INFO - Epoch [118][300/396] lr: 1.702e-01, eta: 1 day, 3:22:06, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4365, top5_acc: 0.7065, loss_cls: 2.3147, loss: 2.3147, grad_norm: 1.5936, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7389, loss/aux0: 1.7389 2020-10-19 16:42:03,411 - mmaction - INFO - Epoch [118][300/396] lr: 1.702e-01, eta: 1 day, 3:22:28, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4365, top5_acc: 0.7065, loss_cls: 2.3147, loss: 2.3147, grad_norm: 1.5883, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7385, loss/aux0: 1.7385 2020-10-19 16:42:40,107 - mmaction - INFO - Epoch [118][320/396] lr: 1.702e-01, eta: 1 day, 3:21:32, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4409, top5_acc: 0.7133, loss_cls: 2.3388, loss: 2.3388, grad_norm: 1.5666, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6706, loss/aux0: 1.6706 2020-10-19 16:42:41,064 - mmaction - INFO - Epoch [118][320/396] lr: 1.702e-01, eta: 1 day, 3:21:54, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.4409, top5_acc: 0.7133, loss_cls: 2.3388, loss: 2.3388, grad_norm: 1.5798, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6624, loss/aux0: 1.6624 2020-10-19 16:43:17,503 - mmaction - INFO - Epoch [118][340/396] lr: 1.702e-01, eta: 1 day, 3:20:58, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4503, top5_acc: 0.7042, loss_cls: 2.2961, loss: 2.2961, grad_norm: 1.6338, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7217, loss/aux0: 1.7217 2020-10-19 16:43:18,462 - mmaction - INFO - Epoch [118][340/396] lr: 1.702e-01, eta: 1 day, 3:21:20, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4503, top5_acc: 0.7042, loss_cls: 2.2961, loss: 2.2961, grad_norm: 1.6229, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7224, loss/aux0: 1.7224 2020-10-19 16:43:55,083 - mmaction - INFO - Epoch [118][360/396] lr: 1.702e-01, eta: 1 day, 3:20:24, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4404, top5_acc: 0.7023, loss_cls: 2.3418, loss: 2.3418, grad_norm: 1.5775, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6310, loss/aux0: 1.6310 2020-10-19 16:43:56,034 - mmaction - INFO - Epoch [118][360/396] lr: 1.702e-01, eta: 1 day, 3:20:46, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4404, top5_acc: 0.7023, loss_cls: 2.3418, loss: 2.3418, grad_norm: 1.5850, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6340, loss/aux0: 1.6340 2020-10-19 16:44:32,485 - mmaction - INFO - Epoch [118][380/396] lr: 1.702e-01, eta: 1 day, 3:19:50, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4435, top5_acc: 0.6953, loss_cls: 2.3055, loss: 2.3055, grad_norm: 1.6091, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6966, loss/aux0: 1.6966 2020-10-19 16:44:33,514 - mmaction - INFO - Epoch [118][380/396] lr: 1.702e-01, eta: 1 day, 3:20:12, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4435, top5_acc: 0.6953, loss_cls: 2.3055, loss: 2.3055, grad_norm: 1.6045, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6917, loss/aux0: 1.6917 2020-10-19 16:49:09,760 - mmaction - INFO - Epoch [119][20/396] lr: 1.684e-01, eta: 1 day, 3:18:13, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7063, loss_cls: 2.3323, loss: 2.3323, grad_norm: 1.5577, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8024, loss_cls/aux0: 1.7470, loss/aux0: 1.7470 2020-10-19 16:49:10,695 - mmaction - INFO - Epoch [119][20/396] lr: 1.684e-01, eta: 1 day, 3:18:35, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7063, loss_cls: 2.3323, loss: 2.3323, grad_norm: 1.5652, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7489, loss/aux0: 1.7489 2020-10-19 16:49:47,123 - mmaction - INFO - Epoch [119][40/396] lr: 1.684e-01, eta: 1 day, 3:17:38, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4482, top5_acc: 0.7089, loss_cls: 2.2798, loss: 2.2798, grad_norm: 1.5779, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6985, loss/aux0: 1.6985 2020-10-19 16:49:48,096 - mmaction - INFO - Epoch [119][40/396] lr: 1.684e-01, eta: 1 day, 3:18:00, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4482, top5_acc: 0.7089, loss_cls: 2.2798, loss: 2.2798, grad_norm: 1.5652, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6850, loss/aux0: 1.6850 2020-10-19 16:50:24,581 - mmaction - INFO - Epoch [119][60/396] lr: 1.684e-01, eta: 1 day, 3:17:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4414, top5_acc: 0.7078, loss_cls: 2.2996, loss: 2.2996, grad_norm: 1.6273, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7528, loss/aux0: 1.7528 2020-10-19 16:50:25,522 - mmaction - INFO - Epoch [119][60/396] lr: 1.684e-01, eta: 1 day, 3:17:26, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4414, top5_acc: 0.7078, loss_cls: 2.2996, loss: 2.2996, grad_norm: 1.6234, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7583, loss/aux0: 1.7583 2020-10-19 16:51:02,081 - mmaction - INFO - Epoch [119][80/396] lr: 1.684e-01, eta: 1 day, 3:16:30, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4477, top5_acc: 0.7089, loss_cls: 2.2759, loss: 2.2759, grad_norm: 1.5835, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6771, loss/aux0: 1.6771 2020-10-19 16:51:03,030 - mmaction - INFO - Epoch [119][80/396] lr: 1.684e-01, eta: 1 day, 3:16:52, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4477, top5_acc: 0.7089, loss_cls: 2.2759, loss: 2.2759, grad_norm: 1.5851, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.6890, loss/aux0: 1.6890 2020-10-19 16:51:39,506 - mmaction - INFO - Epoch [119][100/396] lr: 1.684e-01, eta: 1 day, 3:15:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7005, loss_cls: 2.3187, loss: 2.3187, grad_norm: 1.5819, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6625, loss/aux0: 1.6625 2020-10-19 16:51:40,448 - mmaction - INFO - Epoch [119][100/396] lr: 1.684e-01, eta: 1 day, 3:16:18, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7005, loss_cls: 2.3187, loss: 2.3187, grad_norm: 1.5876, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6580, loss/aux0: 1.6580 2020-10-19 16:52:17,014 - mmaction - INFO - Epoch [119][120/396] lr: 1.684e-01, eta: 1 day, 3:15:22, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4458, top5_acc: 0.7026, loss_cls: 2.2975, loss: 2.2975, grad_norm: 1.5877, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7182, loss/aux0: 1.7182 2020-10-19 16:52:17,984 - mmaction - INFO - Epoch [119][120/396] lr: 1.684e-01, eta: 1 day, 3:15:43, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4458, top5_acc: 0.7026, loss_cls: 2.2975, loss: 2.2975, grad_norm: 1.5856, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.7117, loss/aux0: 1.7117 2020-10-19 16:52:54,525 - mmaction - INFO - Epoch [119][140/396] lr: 1.684e-01, eta: 1 day, 3:14:47, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4536, top5_acc: 0.7083, loss_cls: 2.2969, loss: 2.2969, grad_norm: 1.6099, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6874, loss/aux0: 1.6874 2020-10-19 16:52:55,552 - mmaction - INFO - Epoch [119][140/396] lr: 1.684e-01, eta: 1 day, 3:15:09, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4536, top5_acc: 0.7083, loss_cls: 2.2969, loss: 2.2969, grad_norm: 1.6210, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6923, loss/aux0: 1.6923 2020-10-19 16:53:32,035 - mmaction - INFO - Epoch [119][160/396] lr: 1.684e-01, eta: 1 day, 3:14:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4341, top5_acc: 0.7034, loss_cls: 2.3288, loss: 2.3288, grad_norm: 1.6411, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7068, loss/aux0: 1.7068 2020-10-19 16:53:32,969 - mmaction - INFO - Epoch [119][160/396] lr: 1.684e-01, eta: 1 day, 3:14:35, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4341, top5_acc: 0.7034, loss_cls: 2.3288, loss: 2.3288, grad_norm: 1.6471, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7174, loss/aux0: 1.7174 2020-10-19 16:54:09,787 - mmaction - INFO - Epoch [119][180/396] lr: 1.684e-01, eta: 1 day, 3:13:39, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4466, top5_acc: 0.7031, loss_cls: 2.3148, loss: 2.3148, grad_norm: 1.5892, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6797, loss/aux0: 1.6797 2020-10-19 16:54:10,776 - mmaction - INFO - Epoch [119][180/396] lr: 1.684e-01, eta: 1 day, 3:14:01, time: 0.946, data_time: 0.004, memory: 8462, top1_acc: 0.4466, top5_acc: 0.7031, loss_cls: 2.3148, loss: 2.3148, grad_norm: 1.5845, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6649, loss/aux0: 1.6649 2020-10-19 16:54:47,355 - mmaction - INFO - Epoch [119][200/396] lr: 1.684e-01, eta: 1 day, 3:13:05, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4388, top5_acc: 0.7023, loss_cls: 2.3479, loss: 2.3479, grad_norm: 1.6065, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6231, loss/aux0: 1.6231 2020-10-19 16:54:48,313 - mmaction - INFO - Epoch [119][200/396] lr: 1.684e-01, eta: 1 day, 3:13:27, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4388, top5_acc: 0.7023, loss_cls: 2.3479, loss: 2.3479, grad_norm: 1.6102, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6303, loss/aux0: 1.6303 2020-10-19 16:55:24,917 - mmaction - INFO - Epoch [119][220/396] lr: 1.684e-01, eta: 1 day, 3:12:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4388, top5_acc: 0.7049, loss_cls: 2.3227, loss: 2.3227, grad_norm: 1.6570, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7372, loss/aux0: 1.7372 2020-10-19 16:55:25,875 - mmaction - INFO - Epoch [119][220/396] lr: 1.684e-01, eta: 1 day, 3:12:53, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4388, top5_acc: 0.7049, loss_cls: 2.3227, loss: 2.3227, grad_norm: 1.6609, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7317, loss/aux0: 1.7317 2020-10-19 16:56:02,331 - mmaction - INFO - Epoch [119][240/396] lr: 1.684e-01, eta: 1 day, 3:11:57, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4583, top5_acc: 0.7122, loss_cls: 2.3051, loss: 2.3051, grad_norm: 1.5787, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7260, loss/aux0: 1.7260 2020-10-19 16:56:03,259 - mmaction - INFO - Epoch [119][240/396] lr: 1.684e-01, eta: 1 day, 3:12:18, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4583, top5_acc: 0.7122, loss_cls: 2.3051, loss: 2.3051, grad_norm: 1.5910, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7346, loss/aux0: 1.7346 2020-10-19 16:56:39,942 - mmaction - INFO - Epoch [119][260/396] lr: 1.684e-01, eta: 1 day, 3:11:22, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4492, top5_acc: 0.6943, loss_cls: 2.3654, loss: 2.3654, grad_norm: 1.5546, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6460, loss/aux0: 1.6460 2020-10-19 16:56:40,902 - mmaction - INFO - Epoch [119][260/396] lr: 1.684e-01, eta: 1 day, 3:11:44, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4492, top5_acc: 0.6943, loss_cls: 2.3654, loss: 2.3654, grad_norm: 1.5668, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6473, loss/aux0: 1.6473 2020-10-19 16:57:17,474 - mmaction - INFO - Epoch [119][280/396] lr: 1.684e-01, eta: 1 day, 3:10:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4411, top5_acc: 0.7115, loss_cls: 2.3144, loss: 2.3144, grad_norm: 1.6277, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6652, loss/aux0: 1.6652 2020-10-19 16:57:18,457 - mmaction - INFO - Epoch [119][280/396] lr: 1.684e-01, eta: 1 day, 3:11:10, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4411, top5_acc: 0.7115, loss_cls: 2.3144, loss: 2.3144, grad_norm: 1.6290, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6538, loss/aux0: 1.6538 2020-10-19 16:57:54,979 - mmaction - INFO - Epoch [119][300/396] lr: 1.684e-01, eta: 1 day, 3:10:14, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4464, top5_acc: 0.7096, loss_cls: 2.2830, loss: 2.2830, grad_norm: 1.6307, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6717, loss/aux0: 1.6717 2020-10-19 16:57:55,939 - mmaction - INFO - Epoch [119][300/396] lr: 1.684e-01, eta: 1 day, 3:10:35, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4464, top5_acc: 0.7096, loss_cls: 2.2830, loss: 2.2830, grad_norm: 1.6261, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6731, loss/aux0: 1.6731 2020-10-19 16:58:32,598 - mmaction - INFO - Epoch [119][320/396] lr: 1.684e-01, eta: 1 day, 3:09:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7201, loss_cls: 2.2690, loss: 2.2690, grad_norm: 1.5778, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6916, loss/aux0: 1.6916 2020-10-19 16:58:33,564 - mmaction - INFO - Epoch [119][320/396] lr: 1.684e-01, eta: 1 day, 3:10:01, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7201, loss_cls: 2.2690, loss: 2.2690, grad_norm: 1.5843, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7019, loss/aux0: 1.7019 2020-10-19 16:59:10,315 - mmaction - INFO - Epoch [119][340/396] lr: 1.684e-01, eta: 1 day, 3:09:05, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4521, top5_acc: 0.7057, loss_cls: 2.3143, loss: 2.3143, grad_norm: 1.5895, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7418, loss/aux0: 1.7418 2020-10-19 16:59:11,268 - mmaction - INFO - Epoch [119][340/396] lr: 1.684e-01, eta: 1 day, 3:09:27, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4521, top5_acc: 0.7057, loss_cls: 2.3143, loss: 2.3143, grad_norm: 1.5813, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7444, loss/aux0: 1.7444 2020-10-19 16:59:47,998 - mmaction - INFO - Epoch [119][360/396] lr: 1.684e-01, eta: 1 day, 3:08:31, time: 0.946, data_time: 0.000, memory: 8462, top1_acc: 0.4385, top5_acc: 0.6940, loss_cls: 2.3771, loss: 2.3771, grad_norm: 1.5986, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.6758, loss/aux0: 1.6758 2020-10-19 16:59:48,938 - mmaction - INFO - Epoch [119][360/396] lr: 1.684e-01, eta: 1 day, 3:08:53, time: 0.947, data_time: 0.002, memory: 8462, top1_acc: 0.4385, top5_acc: 0.6940, loss_cls: 2.3771, loss: 2.3771, grad_norm: 1.5941, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6600, loss/aux0: 1.6600 2020-10-19 17:00:25,471 - mmaction - INFO - Epoch [119][380/396] lr: 1.684e-01, eta: 1 day, 3:07:57, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7094, loss_cls: 2.2985, loss: 2.2985, grad_norm: 1.6099, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6737, loss/aux0: 1.6737 2020-10-19 17:00:26,427 - mmaction - INFO - Epoch [119][380/396] lr: 1.684e-01, eta: 1 day, 3:08:19, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7094, loss_cls: 2.2985, loss: 2.2985, grad_norm: 1.6198, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6821, loss/aux0: 1.6821 2020-10-19 17:05:30,746 - mmaction - INFO - Epoch [120][20/396] lr: 1.665e-01, eta: 1 day, 3:06:21, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4367, top5_acc: 0.7057, loss_cls: 2.3342, loss: 2.3342, grad_norm: 1.5962, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8095, loss_cls/aux0: 1.7218, loss/aux0: 1.7218 2020-10-19 17:05:31,694 - mmaction - INFO - Epoch [120][20/396] lr: 1.665e-01, eta: 1 day, 3:06:42, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4367, top5_acc: 0.7057, loss_cls: 2.3342, loss: 2.3342, grad_norm: 1.5917, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7229, loss/aux0: 1.7229 2020-10-19 17:06:08,221 - mmaction - INFO - Epoch [120][40/396] lr: 1.665e-01, eta: 1 day, 3:05:46, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7081, loss_cls: 2.2961, loss: 2.2961, grad_norm: 1.6374, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7546, loss/aux0: 1.7546 2020-10-19 17:06:09,163 - mmaction - INFO - Epoch [120][40/396] lr: 1.665e-01, eta: 1 day, 3:06:08, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7081, loss_cls: 2.2961, loss: 2.2961, grad_norm: 1.6488, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7545, loss/aux0: 1.7545 2020-10-19 17:06:45,689 - mmaction - INFO - Epoch [120][60/396] lr: 1.665e-01, eta: 1 day, 3:05:12, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4526, top5_acc: 0.7195, loss_cls: 2.2632, loss: 2.2632, grad_norm: 1.5910, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6773, loss/aux0: 1.6773 2020-10-19 17:06:46,643 - mmaction - INFO - Epoch [120][60/396] lr: 1.665e-01, eta: 1 day, 3:05:34, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4526, top5_acc: 0.7195, loss_cls: 2.2632, loss: 2.2632, grad_norm: 1.6011, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6692, loss/aux0: 1.6692 2020-10-19 17:07:23,331 - mmaction - INFO - Epoch [120][80/396] lr: 1.665e-01, eta: 1 day, 3:04:38, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7130, loss_cls: 2.3288, loss: 2.3288, grad_norm: 1.6110, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6690, loss/aux0: 1.6690 2020-10-19 17:07:24,272 - mmaction - INFO - Epoch [120][80/396] lr: 1.665e-01, eta: 1 day, 3:05:00, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7130, loss_cls: 2.3288, loss: 2.3288, grad_norm: 1.6132, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6838, loss/aux0: 1.6838 2020-10-19 17:08:00,971 - mmaction - INFO - Epoch [120][100/396] lr: 1.665e-01, eta: 1 day, 3:04:04, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4560, top5_acc: 0.7010, loss_cls: 2.2971, loss: 2.2971, grad_norm: 1.6199, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6778, loss/aux0: 1.6778 2020-10-19 17:08:01,926 - mmaction - INFO - Epoch [120][100/396] lr: 1.665e-01, eta: 1 day, 3:04:26, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.4560, top5_acc: 0.7010, loss_cls: 2.2971, loss: 2.2971, grad_norm: 1.6222, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6660, loss/aux0: 1.6660 2020-10-19 17:08:38,475 - mmaction - INFO - Epoch [120][120/396] lr: 1.665e-01, eta: 1 day, 3:03:30, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6951, loss_cls: 2.3400, loss: 2.3400, grad_norm: 1.6007, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6740, loss/aux0: 1.6740 2020-10-19 17:08:39,419 - mmaction - INFO - Epoch [120][120/396] lr: 1.665e-01, eta: 1 day, 3:03:51, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4315, top5_acc: 0.6951, loss_cls: 2.3400, loss: 2.3400, grad_norm: 1.6096, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6864, loss/aux0: 1.6864 2020-10-19 17:09:15,898 - mmaction - INFO - Epoch [120][140/396] lr: 1.665e-01, eta: 1 day, 3:02:56, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4417, top5_acc: 0.7070, loss_cls: 2.3246, loss: 2.3246, grad_norm: 1.5974, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.6896, loss/aux0: 1.6896 2020-10-19 17:09:16,852 - mmaction - INFO - Epoch [120][140/396] lr: 1.665e-01, eta: 1 day, 3:03:17, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4417, top5_acc: 0.7070, loss_cls: 2.3246, loss: 2.3246, grad_norm: 1.5875, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6667, loss/aux0: 1.6667 2020-10-19 17:09:53,347 - mmaction - INFO - Epoch [120][160/396] lr: 1.665e-01, eta: 1 day, 3:02:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4492, top5_acc: 0.7242, loss_cls: 2.2465, loss: 2.2465, grad_norm: 1.6443, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6550, loss/aux0: 1.6550 2020-10-19 17:09:54,297 - mmaction - INFO - Epoch [120][160/396] lr: 1.665e-01, eta: 1 day, 3:02:42, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4492, top5_acc: 0.7242, loss_cls: 2.2465, loss: 2.2465, grad_norm: 1.6473, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6768, loss/aux0: 1.6768 2020-10-19 17:10:30,807 - mmaction - INFO - Epoch [120][180/396] lr: 1.665e-01, eta: 1 day, 3:01:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4398, top5_acc: 0.6878, loss_cls: 2.3701, loss: 2.3701, grad_norm: 1.6244, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7000, loss/aux0: 1.7000 2020-10-19 17:10:31,807 - mmaction - INFO - Epoch [120][180/396] lr: 1.665e-01, eta: 1 day, 3:02:08, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4398, top5_acc: 0.6878, loss_cls: 2.3701, loss: 2.3701, grad_norm: 1.6235, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6853, loss/aux0: 1.6853 2020-10-19 17:11:08,411 - mmaction - INFO - Epoch [120][200/396] lr: 1.665e-01, eta: 1 day, 3:01:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4490, top5_acc: 0.7073, loss_cls: 2.3216, loss: 2.3216, grad_norm: 1.6190, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.6071, loss/aux0: 1.6071 2020-10-19 17:11:09,353 - mmaction - INFO - Epoch [120][200/396] lr: 1.665e-01, eta: 1 day, 3:01:34, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4490, top5_acc: 0.7073, loss_cls: 2.3216, loss: 2.3216, grad_norm: 1.6213, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6104, loss/aux0: 1.6104 2020-10-19 17:11:45,945 - mmaction - INFO - Epoch [120][220/396] lr: 1.665e-01, eta: 1 day, 3:00:38, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4609, top5_acc: 0.7117, loss_cls: 2.3043, loss: 2.3043, grad_norm: 1.5787, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6213, loss/aux0: 1.6213 2020-10-19 17:11:46,906 - mmaction - INFO - Epoch [120][220/396] lr: 1.665e-01, eta: 1 day, 3:01:00, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4609, top5_acc: 0.7117, loss_cls: 2.3043, loss: 2.3043, grad_norm: 1.5828, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6275, loss/aux0: 1.6275 2020-10-19 17:12:23,428 - mmaction - INFO - Epoch [120][240/396] lr: 1.665e-01, eta: 1 day, 3:00:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4404, top5_acc: 0.7003, loss_cls: 2.3420, loss: 2.3420, grad_norm: 1.6534, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6959, loss/aux0: 1.6959 2020-10-19 17:12:24,381 - mmaction - INFO - Epoch [120][240/396] lr: 1.665e-01, eta: 1 day, 3:00:25, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4404, top5_acc: 0.7003, loss_cls: 2.3420, loss: 2.3420, grad_norm: 1.6580, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6997, loss/aux0: 1.6997 2020-10-19 17:13:01,007 - mmaction - INFO - Epoch [120][260/396] lr: 1.665e-01, eta: 1 day, 2:59:30, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4461, top5_acc: 0.7021, loss_cls: 2.3050, loss: 2.3050, grad_norm: 1.6056, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6482, loss/aux0: 1.6482 2020-10-19 17:13:01,962 - mmaction - INFO - Epoch [120][260/396] lr: 1.665e-01, eta: 1 day, 2:59:51, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4461, top5_acc: 0.7021, loss_cls: 2.3050, loss: 2.3050, grad_norm: 1.6039, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6438, loss/aux0: 1.6438 2020-10-19 17:13:38,538 - mmaction - INFO - Epoch [120][280/396] lr: 1.665e-01, eta: 1 day, 2:58:56, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4497, top5_acc: 0.7148, loss_cls: 2.2944, loss: 2.2944, grad_norm: 1.6040, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.6859, loss/aux0: 1.6859 2020-10-19 17:13:39,501 - mmaction - INFO - Epoch [120][280/396] lr: 1.665e-01, eta: 1 day, 2:59:17, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4497, top5_acc: 0.7148, loss_cls: 2.2944, loss: 2.2944, grad_norm: 1.6066, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.6825, loss/aux0: 1.6825 2020-10-19 17:14:16,275 - mmaction - INFO - Epoch [120][300/396] lr: 1.665e-01, eta: 1 day, 2:58:22, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7174, loss_cls: 2.2599, loss: 2.2599, grad_norm: 1.6661, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6734, loss/aux0: 1.6734 2020-10-19 17:14:17,234 - mmaction - INFO - Epoch [120][300/396] lr: 1.665e-01, eta: 1 day, 2:58:43, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7174, loss_cls: 2.2599, loss: 2.2599, grad_norm: 1.6699, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6826, loss/aux0: 1.6826 2020-10-19 17:14:53,757 - mmaction - INFO - Epoch [120][320/396] lr: 1.665e-01, eta: 1 day, 2:57:47, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4409, top5_acc: 0.7102, loss_cls: 2.2917, loss: 2.2917, grad_norm: 1.6428, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7089, loss/aux0: 1.7089 2020-10-19 17:14:54,735 - mmaction - INFO - Epoch [120][320/396] lr: 1.665e-01, eta: 1 day, 2:58:09, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4409, top5_acc: 0.7102, loss_cls: 2.2917, loss: 2.2917, grad_norm: 1.6347, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6958, loss/aux0: 1.6958 2020-10-19 17:15:31,235 - mmaction - INFO - Epoch [120][340/396] lr: 1.665e-01, eta: 1 day, 2:57:13, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7013, loss_cls: 2.3279, loss: 2.3279, grad_norm: 1.6348, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.6489, loss/aux0: 1.6489 2020-10-19 17:15:32,197 - mmaction - INFO - Epoch [120][340/396] lr: 1.665e-01, eta: 1 day, 2:57:34, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4440, top5_acc: 0.7013, loss_cls: 2.3279, loss: 2.3279, grad_norm: 1.6349, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6462, loss/aux0: 1.6462 2020-10-19 17:16:08,753 - mmaction - INFO - Epoch [120][360/396] lr: 1.665e-01, eta: 1 day, 2:56:39, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7010, loss_cls: 2.3165, loss: 2.3165, grad_norm: 1.6294, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6367, loss/aux0: 1.6367 2020-10-19 17:16:09,713 - mmaction - INFO - Epoch [120][360/396] lr: 1.665e-01, eta: 1 day, 2:57:00, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7010, loss_cls: 2.3165, loss: 2.3165, grad_norm: 1.6331, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6456, loss/aux0: 1.6456 2020-10-19 17:16:46,231 - mmaction - INFO - Epoch [120][380/396] lr: 1.665e-01, eta: 1 day, 2:56:05, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7086, loss_cls: 2.2996, loss: 2.2996, grad_norm: 1.6412, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6671, loss/aux0: 1.6671 2020-10-19 17:16:47,166 - mmaction - INFO - Epoch [120][380/396] lr: 1.665e-01, eta: 1 day, 2:56:26, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7086, loss_cls: 2.2996, loss: 2.2996, grad_norm: 1.6381, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6629, loss/aux0: 1.6629 2020-10-19 17:17:19,008 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-10-19 17:19:01,267 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 17:19:01,379 - mmaction - INFO - top1_acc 0.5552 top5_acc 0.8129 2020-10-19 17:19:01,379 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 17:19:01,399 - mmaction - INFO - mean_acc 0.5557 2020-10-19 17:19:01,399 - mmaction - INFO - Now best checkpoint is epoch_120.pth 2020-10-19 17:19:01,470 - mmaction - INFO - Epoch(val) [120][396] top1_acc: 0.5552, top5_acc: 0.8129, mean_class_accuracy: 0.5557 2020-10-19 17:22:48,995 - mmaction - INFO - Epoch [121][20/396] lr: 1.647e-01, eta: 1 day, 2:54:29, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7203, loss_cls: 2.2412, loss: 2.2412, grad_norm: 1.5857, top1_acc/aux0: 0.5902, top5_acc/aux0: 0.8353, loss_cls/aux0: 1.6151, loss/aux0: 1.6151 2020-10-19 17:22:49,958 - mmaction - INFO - Epoch [121][20/396] lr: 1.647e-01, eta: 1 day, 2:54:50, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7203, loss_cls: 2.2412, loss: 2.2412, grad_norm: 1.5792, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.6146, loss/aux0: 1.6146 2020-10-19 17:23:26,477 - mmaction - INFO - Epoch [121][40/396] lr: 1.647e-01, eta: 1 day, 2:53:54, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4539, top5_acc: 0.7089, loss_cls: 2.2925, loss: 2.2925, grad_norm: 1.6287, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7106, loss/aux0: 1.7106 2020-10-19 17:23:27,446 - mmaction - INFO - Epoch [121][40/396] lr: 1.647e-01, eta: 1 day, 2:54:16, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4539, top5_acc: 0.7089, loss_cls: 2.2925, loss: 2.2925, grad_norm: 1.6180, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7116, loss/aux0: 1.7116 2020-10-19 17:24:03,963 - mmaction - INFO - Epoch [121][60/396] lr: 1.647e-01, eta: 1 day, 2:53:20, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7185, loss_cls: 2.2533, loss: 2.2533, grad_norm: 1.6592, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.6121, loss/aux0: 1.6121 2020-10-19 17:24:04,925 - mmaction - INFO - Epoch [121][60/396] lr: 1.647e-01, eta: 1 day, 2:53:41, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7185, loss_cls: 2.2533, loss: 2.2533, grad_norm: 1.6776, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.6272, loss/aux0: 1.6272 2020-10-19 17:24:41,493 - mmaction - INFO - Epoch [121][80/396] lr: 1.647e-01, eta: 1 day, 2:52:46, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4490, top5_acc: 0.7125, loss_cls: 2.2671, loss: 2.2671, grad_norm: 1.6516, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6616, loss/aux0: 1.6616 2020-10-19 17:24:42,455 - mmaction - INFO - Epoch [121][80/396] lr: 1.647e-01, eta: 1 day, 2:53:07, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4490, top5_acc: 0.7125, loss_cls: 2.2671, loss: 2.2671, grad_norm: 1.6449, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6393, loss/aux0: 1.6393 2020-10-19 17:25:19,026 - mmaction - INFO - Epoch [121][100/396] lr: 1.647e-01, eta: 1 day, 2:52:12, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4333, top5_acc: 0.7031, loss_cls: 2.3377, loss: 2.3377, grad_norm: 1.6219, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7537, loss/aux0: 1.7537 2020-10-19 17:25:19,998 - mmaction - INFO - Epoch [121][100/396] lr: 1.647e-01, eta: 1 day, 2:52:33, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4333, top5_acc: 0.7031, loss_cls: 2.3377, loss: 2.3377, grad_norm: 1.6182, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7568, loss/aux0: 1.7568 2020-10-19 17:25:56,756 - mmaction - INFO - Epoch [121][120/396] lr: 1.647e-01, eta: 1 day, 2:51:37, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7135, loss_cls: 2.2762, loss: 2.2762, grad_norm: 1.6336, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6631, loss/aux0: 1.6631 2020-10-19 17:25:57,782 - mmaction - INFO - Epoch [121][120/396] lr: 1.647e-01, eta: 1 day, 2:51:59, time: 0.947, data_time: 0.001, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7135, loss_cls: 2.2762, loss: 2.2762, grad_norm: 1.6342, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6756, loss/aux0: 1.6756 2020-10-19 17:26:34,294 - mmaction - INFO - Epoch [121][140/396] lr: 1.647e-01, eta: 1 day, 2:51:03, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4607, top5_acc: 0.7198, loss_cls: 2.2806, loss: 2.2806, grad_norm: 1.6343, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6936, loss/aux0: 1.6936 2020-10-19 17:26:35,245 - mmaction - INFO - Epoch [121][140/396] lr: 1.647e-01, eta: 1 day, 2:51:25, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4607, top5_acc: 0.7198, loss_cls: 2.2806, loss: 2.2806, grad_norm: 1.6472, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6864, loss/aux0: 1.6864 2020-10-19 17:27:11,803 - mmaction - INFO - Epoch [121][160/396] lr: 1.647e-01, eta: 1 day, 2:50:29, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4427, top5_acc: 0.7013, loss_cls: 2.3194, loss: 2.3194, grad_norm: 1.6563, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6867, loss/aux0: 1.6867 2020-10-19 17:27:12,768 - mmaction - INFO - Epoch [121][160/396] lr: 1.647e-01, eta: 1 day, 2:50:50, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4427, top5_acc: 0.7013, loss_cls: 2.3194, loss: 2.3194, grad_norm: 1.6577, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6905, loss/aux0: 1.6905 2020-10-19 17:27:49,287 - mmaction - INFO - Epoch [121][180/396] lr: 1.647e-01, eta: 1 day, 2:49:55, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7125, loss_cls: 2.3012, loss: 2.3012, grad_norm: 1.6056, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.6868, loss/aux0: 1.6868 2020-10-19 17:27:50,248 - mmaction - INFO - Epoch [121][180/396] lr: 1.647e-01, eta: 1 day, 2:50:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7125, loss_cls: 2.3012, loss: 2.3012, grad_norm: 1.6071, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.6878, loss/aux0: 1.6878 2020-10-19 17:28:26,837 - mmaction - INFO - Epoch [121][200/396] lr: 1.647e-01, eta: 1 day, 2:49:21, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4341, top5_acc: 0.6974, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.6541, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6582, loss/aux0: 1.6582 2020-10-19 17:28:27,785 - mmaction - INFO - Epoch [121][200/396] lr: 1.647e-01, eta: 1 day, 2:49:42, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4341, top5_acc: 0.6974, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.6568, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6540, loss/aux0: 1.6540 2020-10-19 17:29:04,353 - mmaction - INFO - Epoch [121][220/396] lr: 1.647e-01, eta: 1 day, 2:48:46, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4482, top5_acc: 0.7070, loss_cls: 2.3116, loss: 2.3116, grad_norm: 1.6506, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7160, loss/aux0: 1.7160 2020-10-19 17:29:05,381 - mmaction - INFO - Epoch [121][220/396] lr: 1.647e-01, eta: 1 day, 2:49:08, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4482, top5_acc: 0.7070, loss_cls: 2.3116, loss: 2.3116, grad_norm: 1.6489, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7208, loss/aux0: 1.7208 2020-10-19 17:29:41,882 - mmaction - INFO - Epoch [121][240/396] lr: 1.647e-01, eta: 1 day, 2:48:12, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4539, top5_acc: 0.7047, loss_cls: 2.3071, loss: 2.3071, grad_norm: 1.6597, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6686, loss/aux0: 1.6686 2020-10-19 17:29:42,830 - mmaction - INFO - Epoch [121][240/396] lr: 1.647e-01, eta: 1 day, 2:48:33, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4539, top5_acc: 0.7047, loss_cls: 2.3071, loss: 2.3071, grad_norm: 1.6591, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6745, loss/aux0: 1.6745 2020-10-19 17:30:19,368 - mmaction - INFO - Epoch [121][260/396] lr: 1.647e-01, eta: 1 day, 2:47:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7247, loss_cls: 2.2460, loss: 2.2460, grad_norm: 1.6243, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6653, loss/aux0: 1.6653 2020-10-19 17:30:20,356 - mmaction - INFO - Epoch [121][260/396] lr: 1.647e-01, eta: 1 day, 2:47:59, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7247, loss_cls: 2.2460, loss: 2.2460, grad_norm: 1.6223, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6558, loss/aux0: 1.6558 2020-10-19 17:30:56,914 - mmaction - INFO - Epoch [121][280/396] lr: 1.647e-01, eta: 1 day, 2:47:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4370, top5_acc: 0.7068, loss_cls: 2.3012, loss: 2.3012, grad_norm: 1.6334, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6218, loss/aux0: 1.6218 2020-10-19 17:30:57,863 - mmaction - INFO - Epoch [121][280/396] lr: 1.647e-01, eta: 1 day, 2:47:25, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4370, top5_acc: 0.7068, loss_cls: 2.3012, loss: 2.3012, grad_norm: 1.6339, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6156, loss/aux0: 1.6156 2020-10-19 17:31:34,465 - mmaction - INFO - Epoch [121][300/396] lr: 1.647e-01, eta: 1 day, 2:46:29, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7164, loss_cls: 2.2951, loss: 2.2951, grad_norm: 1.6011, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6538, loss/aux0: 1.6538 2020-10-19 17:31:35,424 - mmaction - INFO - Epoch [121][300/396] lr: 1.647e-01, eta: 1 day, 2:46:50, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7164, loss_cls: 2.2951, loss: 2.2951, grad_norm: 1.5832, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6552, loss/aux0: 1.6552 2020-10-19 17:32:11,972 - mmaction - INFO - Epoch [121][320/396] lr: 1.647e-01, eta: 1 day, 2:45:55, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4461, top5_acc: 0.7159, loss_cls: 2.2787, loss: 2.2787, grad_norm: 1.6423, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7159, loss/aux0: 1.7159 2020-10-19 17:32:12,923 - mmaction - INFO - Epoch [121][320/396] lr: 1.647e-01, eta: 1 day, 2:46:16, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4461, top5_acc: 0.7159, loss_cls: 2.2787, loss: 2.2787, grad_norm: 1.6355, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7198, loss/aux0: 1.7198 2020-10-19 17:32:49,444 - mmaction - INFO - Epoch [121][340/396] lr: 1.647e-01, eta: 1 day, 2:45:21, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4414, top5_acc: 0.7185, loss_cls: 2.2965, loss: 2.2965, grad_norm: 1.6341, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6904, loss/aux0: 1.6904 2020-10-19 17:32:50,387 - mmaction - INFO - Epoch [121][340/396] lr: 1.647e-01, eta: 1 day, 2:45:41, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4414, top5_acc: 0.7185, loss_cls: 2.2965, loss: 2.2965, grad_norm: 1.6403, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.7020, loss/aux0: 1.7020 2020-10-19 17:33:26,943 - mmaction - INFO - Epoch [121][360/396] lr: 1.647e-01, eta: 1 day, 2:44:46, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4602, top5_acc: 0.7190, loss_cls: 2.2482, loss: 2.2482, grad_norm: 1.6386, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6793, loss/aux0: 1.6793 2020-10-19 17:33:27,900 - mmaction - INFO - Epoch [121][360/396] lr: 1.647e-01, eta: 1 day, 2:45:07, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4602, top5_acc: 0.7190, loss_cls: 2.2482, loss: 2.2482, grad_norm: 1.6371, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6762, loss/aux0: 1.6762 2020-10-19 17:34:04,402 - mmaction - INFO - Epoch [121][380/396] lr: 1.647e-01, eta: 1 day, 2:44:12, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4591, top5_acc: 0.7193, loss_cls: 2.2410, loss: 2.2410, grad_norm: 1.5965, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6398, loss/aux0: 1.6398 2020-10-19 17:34:05,366 - mmaction - INFO - Epoch [121][380/396] lr: 1.647e-01, eta: 1 day, 2:44:33, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4591, top5_acc: 0.7193, loss_cls: 2.2410, loss: 2.2410, grad_norm: 1.6054, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6355, loss/aux0: 1.6355 2020-10-19 17:38:41,162 - mmaction - INFO - Epoch [122][20/396] lr: 1.629e-01, eta: 1 day, 2:42:36, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4581, top5_acc: 0.7128, loss_cls: 2.2595, loss: 2.2595, grad_norm: 1.5647, top1_acc/aux0: 0.6020, top5_acc/aux0: 0.8287, loss_cls/aux0: 1.6248, loss/aux0: 1.6248 2020-10-19 17:38:42,094 - mmaction - INFO - Epoch [122][20/396] lr: 1.629e-01, eta: 1 day, 2:42:57, time: 0.930, data_time: 0.002, memory: 8462, top1_acc: 0.4581, top5_acc: 0.7128, loss_cls: 2.2595, loss: 2.2595, grad_norm: 1.5772, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6276, loss/aux0: 1.6276 2020-10-19 17:39:18,576 - mmaction - INFO - Epoch [122][40/396] lr: 1.629e-01, eta: 1 day, 2:42:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7057, loss_cls: 2.2904, loss: 2.2904, grad_norm: 1.6402, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6569, loss/aux0: 1.6569 2020-10-19 17:39:19,547 - mmaction - INFO - Epoch [122][40/396] lr: 1.629e-01, eta: 1 day, 2:42:23, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7057, loss_cls: 2.2904, loss: 2.2904, grad_norm: 1.6485, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6500, loss/aux0: 1.6500 2020-10-19 17:39:56,028 - mmaction - INFO - Epoch [122][60/396] lr: 1.629e-01, eta: 1 day, 2:41:28, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4539, top5_acc: 0.7135, loss_cls: 2.2724, loss: 2.2724, grad_norm: 1.6282, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.6784, loss/aux0: 1.6784 2020-10-19 17:39:56,976 - mmaction - INFO - Epoch [122][60/396] lr: 1.629e-01, eta: 1 day, 2:41:48, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4539, top5_acc: 0.7135, loss_cls: 2.2724, loss: 2.2724, grad_norm: 1.6265, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.6761, loss/aux0: 1.6761 2020-10-19 17:40:33,600 - mmaction - INFO - Epoch [122][80/396] lr: 1.629e-01, eta: 1 day, 2:40:53, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7146, loss_cls: 2.2881, loss: 2.2881, grad_norm: 1.6368, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7258, loss/aux0: 1.7258 2020-10-19 17:40:34,560 - mmaction - INFO - Epoch [122][80/396] lr: 1.629e-01, eta: 1 day, 2:41:14, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7146, loss_cls: 2.2881, loss: 2.2881, grad_norm: 1.6380, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7371, loss/aux0: 1.7371 2020-10-19 17:41:11,128 - mmaction - INFO - Epoch [122][100/396] lr: 1.629e-01, eta: 1 day, 2:40:19, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4622, top5_acc: 0.7177, loss_cls: 2.2242, loss: 2.2242, grad_norm: 1.6322, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6932, loss/aux0: 1.6932 2020-10-19 17:41:12,154 - mmaction - INFO - Epoch [122][100/396] lr: 1.629e-01, eta: 1 day, 2:40:40, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.4622, top5_acc: 0.7177, loss_cls: 2.2242, loss: 2.2242, grad_norm: 1.6212, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6834, loss/aux0: 1.6834 2020-10-19 17:41:48,745 - mmaction - INFO - Epoch [122][120/396] lr: 1.629e-01, eta: 1 day, 2:39:45, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4492, top5_acc: 0.7102, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.6161, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7175, loss/aux0: 1.7175 2020-10-19 17:41:49,708 - mmaction - INFO - Epoch [122][120/396] lr: 1.629e-01, eta: 1 day, 2:40:06, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4492, top5_acc: 0.7102, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.6130, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7196, loss/aux0: 1.7196 2020-10-19 17:42:26,229 - mmaction - INFO - Epoch [122][140/396] lr: 1.629e-01, eta: 1 day, 2:39:11, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4581, top5_acc: 0.7073, loss_cls: 2.2901, loss: 2.2901, grad_norm: 1.6385, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6338, loss/aux0: 1.6338 2020-10-19 17:42:27,174 - mmaction - INFO - Epoch [122][140/396] lr: 1.629e-01, eta: 1 day, 2:39:31, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.4581, top5_acc: 0.7073, loss_cls: 2.2901, loss: 2.2901, grad_norm: 1.6339, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6322, loss/aux0: 1.6322 2020-10-19 17:43:03,749 - mmaction - INFO - Epoch [122][160/396] lr: 1.629e-01, eta: 1 day, 2:38:36, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4362, top5_acc: 0.7138, loss_cls: 2.3176, loss: 2.3176, grad_norm: 1.6442, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6741, loss/aux0: 1.6741 2020-10-19 17:43:04,723 - mmaction - INFO - Epoch [122][160/396] lr: 1.629e-01, eta: 1 day, 2:38:57, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4362, top5_acc: 0.7138, loss_cls: 2.3176, loss: 2.3176, grad_norm: 1.6412, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6685, loss/aux0: 1.6685 2020-10-19 17:43:41,272 - mmaction - INFO - Epoch [122][180/396] lr: 1.629e-01, eta: 1 day, 2:38:02, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7086, loss_cls: 2.2724, loss: 2.2724, grad_norm: 1.6283, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6399, loss/aux0: 1.6399 2020-10-19 17:43:42,257 - mmaction - INFO - Epoch [122][180/396] lr: 1.629e-01, eta: 1 day, 2:38:23, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7086, loss_cls: 2.2724, loss: 2.2724, grad_norm: 1.6307, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6506, loss/aux0: 1.6506 2020-10-19 17:44:18,766 - mmaction - INFO - Epoch [122][200/396] lr: 1.629e-01, eta: 1 day, 2:37:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4414, top5_acc: 0.6997, loss_cls: 2.3546, loss: 2.3546, grad_norm: 1.6619, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6356, loss/aux0: 1.6356 2020-10-19 17:44:19,731 - mmaction - INFO - Epoch [122][200/396] lr: 1.629e-01, eta: 1 day, 2:37:48, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4414, top5_acc: 0.6997, loss_cls: 2.3546, loss: 2.3546, grad_norm: 1.6628, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6378, loss/aux0: 1.6378 2020-10-19 17:44:56,365 - mmaction - INFO - Epoch [122][220/396] lr: 1.629e-01, eta: 1 day, 2:36:53, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4451, top5_acc: 0.7091, loss_cls: 2.3096, loss: 2.3096, grad_norm: 1.6411, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7107, loss/aux0: 1.7107 2020-10-19 17:44:57,322 - mmaction - INFO - Epoch [122][220/396] lr: 1.629e-01, eta: 1 day, 2:37:14, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4451, top5_acc: 0.7091, loss_cls: 2.3096, loss: 2.3096, grad_norm: 1.6356, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7055, loss/aux0: 1.7055 2020-10-19 17:45:33,866 - mmaction - INFO - Epoch [122][240/396] lr: 1.629e-01, eta: 1 day, 2:36:19, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7135, loss_cls: 2.2440, loss: 2.2440, grad_norm: 1.6626, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7627, loss/aux0: 1.7627 2020-10-19 17:45:34,828 - mmaction - INFO - Epoch [122][240/396] lr: 1.629e-01, eta: 1 day, 2:36:40, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7135, loss_cls: 2.2440, loss: 2.2440, grad_norm: 1.6601, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7659, loss/aux0: 1.7659 2020-10-19 17:46:11,406 - mmaction - INFO - Epoch [122][260/396] lr: 1.629e-01, eta: 1 day, 2:35:45, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7086, loss_cls: 2.3106, loss: 2.3106, grad_norm: 1.6288, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6900, loss/aux0: 1.6900 2020-10-19 17:46:12,369 - mmaction - INFO - Epoch [122][260/396] lr: 1.629e-01, eta: 1 day, 2:36:06, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7086, loss_cls: 2.3106, loss: 2.3106, grad_norm: 1.6173, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6880, loss/aux0: 1.6880 2020-10-19 17:46:48,867 - mmaction - INFO - Epoch [122][280/396] lr: 1.629e-01, eta: 1 day, 2:35:11, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7138, loss_cls: 2.2834, loss: 2.2834, grad_norm: 1.6663, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6745, loss/aux0: 1.6745 2020-10-19 17:46:49,827 - mmaction - INFO - Epoch [122][280/396] lr: 1.629e-01, eta: 1 day, 2:35:31, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7138, loss_cls: 2.2834, loss: 2.2834, grad_norm: 1.6681, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6912, loss/aux0: 1.6912 2020-10-19 17:47:26,274 - mmaction - INFO - Epoch [122][300/396] lr: 1.629e-01, eta: 1 day, 2:34:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4432, top5_acc: 0.6932, loss_cls: 2.3485, loss: 2.3485, grad_norm: 1.6141, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6819, loss/aux0: 1.6819 2020-10-19 17:47:27,224 - mmaction - INFO - Epoch [122][300/396] lr: 1.629e-01, eta: 1 day, 2:34:57, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4432, top5_acc: 0.6932, loss_cls: 2.3485, loss: 2.3485, grad_norm: 1.6043, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6553, loss/aux0: 1.6553 2020-10-19 17:48:03,784 - mmaction - INFO - Epoch [122][320/396] lr: 1.629e-01, eta: 1 day, 2:34:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4544, top5_acc: 0.7026, loss_cls: 2.3059, loss: 2.3059, grad_norm: 1.6251, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6463, loss/aux0: 1.6463 2020-10-19 17:48:04,733 - mmaction - INFO - Epoch [122][320/396] lr: 1.629e-01, eta: 1 day, 2:34:23, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4544, top5_acc: 0.7026, loss_cls: 2.3059, loss: 2.3059, grad_norm: 1.6330, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6716, loss/aux0: 1.6716 2020-10-19 17:48:41,188 - mmaction - INFO - Epoch [122][340/396] lr: 1.629e-01, eta: 1 day, 2:33:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7005, loss_cls: 2.3073, loss: 2.3073, grad_norm: 1.6676, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7479, loss/aux0: 1.7479 2020-10-19 17:48:42,206 - mmaction - INFO - Epoch [122][340/396] lr: 1.629e-01, eta: 1 day, 2:33:48, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7005, loss_cls: 2.3073, loss: 2.3073, grad_norm: 1.6680, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7424, loss/aux0: 1.7424 2020-10-19 17:49:18,787 - mmaction - INFO - Epoch [122][360/396] lr: 1.629e-01, eta: 1 day, 2:32:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4591, top5_acc: 0.7122, loss_cls: 2.2747, loss: 2.2747, grad_norm: 1.6095, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7190, loss/aux0: 1.7190 2020-10-19 17:49:19,782 - mmaction - INFO - Epoch [122][360/396] lr: 1.629e-01, eta: 1 day, 2:33:14, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4591, top5_acc: 0.7122, loss_cls: 2.2747, loss: 2.2747, grad_norm: 1.6149, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7204, loss/aux0: 1.7204 2020-10-19 17:49:56,369 - mmaction - INFO - Epoch [122][380/396] lr: 1.629e-01, eta: 1 day, 2:32:19, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4393, top5_acc: 0.6951, loss_cls: 2.3710, loss: 2.3710, grad_norm: 1.6479, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7061, loss/aux0: 1.7061 2020-10-19 17:49:57,340 - mmaction - INFO - Epoch [122][380/396] lr: 1.629e-01, eta: 1 day, 2:32:40, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4393, top5_acc: 0.6951, loss_cls: 2.3710, loss: 2.3710, grad_norm: 1.6495, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7112, loss/aux0: 1.7112 2020-10-19 17:54:18,991 - mmaction - INFO - Epoch [123][20/396] lr: 1.610e-01, eta: 1 day, 2:30:44, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4510, top5_acc: 0.7164, loss_cls: 2.2571, loss: 2.2571, grad_norm: 1.6408, top1_acc/aux0: 0.5874, top5_acc/aux0: 0.8158, loss_cls/aux0: 1.6599, loss/aux0: 1.6599 2020-10-19 17:54:19,948 - mmaction - INFO - Epoch [123][20/396] lr: 1.610e-01, eta: 1 day, 2:31:05, time: 0.929, data_time: 0.001, memory: 8462, top1_acc: 0.4510, top5_acc: 0.7164, loss_cls: 2.2571, loss: 2.2571, grad_norm: 1.6416, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6537, loss/aux0: 1.6537 2020-10-19 17:54:56,437 - mmaction - INFO - Epoch [123][40/396] lr: 1.610e-01, eta: 1 day, 2:30:10, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4609, top5_acc: 0.7326, loss_cls: 2.2030, loss: 2.2030, grad_norm: 1.6422, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6818, loss/aux0: 1.6818 2020-10-19 17:54:57,394 - mmaction - INFO - Epoch [123][40/396] lr: 1.610e-01, eta: 1 day, 2:30:30, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4609, top5_acc: 0.7326, loss_cls: 2.2030, loss: 2.2030, grad_norm: 1.6472, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6894, loss/aux0: 1.6894 2020-10-19 17:55:34,059 - mmaction - INFO - Epoch [123][60/396] lr: 1.610e-01, eta: 1 day, 2:29:35, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4437, top5_acc: 0.6966, loss_cls: 2.3485, loss: 2.3485, grad_norm: 1.6120, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6776, loss/aux0: 1.6776 2020-10-19 17:55:35,022 - mmaction - INFO - Epoch [123][60/396] lr: 1.610e-01, eta: 1 day, 2:29:56, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4437, top5_acc: 0.6966, loss_cls: 2.3485, loss: 2.3485, grad_norm: 1.6051, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6693, loss/aux0: 1.6693 2020-10-19 17:56:11,521 - mmaction - INFO - Epoch [123][80/396] lr: 1.610e-01, eta: 1 day, 2:29:01, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4669, top5_acc: 0.7260, loss_cls: 2.2261, loss: 2.2261, grad_norm: 1.6279, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6569, loss/aux0: 1.6569 2020-10-19 17:56:12,441 - mmaction - INFO - Epoch [123][80/396] lr: 1.610e-01, eta: 1 day, 2:29:21, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4669, top5_acc: 0.7260, loss_cls: 2.2261, loss: 2.2261, grad_norm: 1.6217, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6734, loss/aux0: 1.6734 2020-10-19 17:56:49,049 - mmaction - INFO - Epoch [123][100/396] lr: 1.610e-01, eta: 1 day, 2:28:27, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4560, top5_acc: 0.7182, loss_cls: 2.2657, loss: 2.2657, grad_norm: 1.6540, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7467, loss/aux0: 1.7467 2020-10-19 17:56:50,005 - mmaction - INFO - Epoch [123][100/396] lr: 1.610e-01, eta: 1 day, 2:28:47, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4560, top5_acc: 0.7182, loss_cls: 2.2657, loss: 2.2657, grad_norm: 1.6423, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7372, loss/aux0: 1.7372 2020-10-19 17:57:26,516 - mmaction - INFO - Epoch [123][120/396] lr: 1.610e-01, eta: 1 day, 2:27:52, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7195, loss_cls: 2.2595, loss: 2.2595, grad_norm: 1.6191, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6466, loss/aux0: 1.6466 2020-10-19 17:57:27,468 - mmaction - INFO - Epoch [123][120/396] lr: 1.610e-01, eta: 1 day, 2:28:13, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7195, loss_cls: 2.2595, loss: 2.2595, grad_norm: 1.6136, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6405, loss/aux0: 1.6405 2020-10-19 17:58:04,041 - mmaction - INFO - Epoch [123][140/396] lr: 1.610e-01, eta: 1 day, 2:27:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7065, loss_cls: 2.3366, loss: 2.3366, grad_norm: 1.6123, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6709, loss/aux0: 1.6709 2020-10-19 17:58:04,987 - mmaction - INFO - Epoch [123][140/396] lr: 1.610e-01, eta: 1 day, 2:27:38, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7065, loss_cls: 2.3366, loss: 2.3366, grad_norm: 1.6149, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6775, loss/aux0: 1.6775 2020-10-19 17:58:41,580 - mmaction - INFO - Epoch [123][160/396] lr: 1.610e-01, eta: 1 day, 2:26:44, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7128, loss_cls: 2.2708, loss: 2.2708, grad_norm: 1.6290, top1_acc/aux0: 0.5938, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6537, loss/aux0: 1.6537 2020-10-19 17:58:42,553 - mmaction - INFO - Epoch [123][160/396] lr: 1.610e-01, eta: 1 day, 2:27:04, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7128, loss_cls: 2.2708, loss: 2.2708, grad_norm: 1.6351, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6589, loss/aux0: 1.6589 2020-10-19 17:59:19,220 - mmaction - INFO - Epoch [123][180/396] lr: 1.610e-01, eta: 1 day, 2:26:09, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4596, top5_acc: 0.7081, loss_cls: 2.2829, loss: 2.2829, grad_norm: 1.6351, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6856, loss/aux0: 1.6856 2020-10-19 17:59:20,158 - mmaction - INFO - Epoch [123][180/396] lr: 1.610e-01, eta: 1 day, 2:26:30, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4596, top5_acc: 0.7081, loss_cls: 2.2829, loss: 2.2829, grad_norm: 1.6291, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6729, loss/aux0: 1.6729 2020-10-19 17:59:56,658 - mmaction - INFO - Epoch [123][200/396] lr: 1.610e-01, eta: 1 day, 2:25:35, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4594, top5_acc: 0.7255, loss_cls: 2.2526, loss: 2.2526, grad_norm: 1.6360, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6594, loss/aux0: 1.6594 2020-10-19 17:59:57,627 - mmaction - INFO - Epoch [123][200/396] lr: 1.610e-01, eta: 1 day, 2:25:55, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4594, top5_acc: 0.7255, loss_cls: 2.2526, loss: 2.2526, grad_norm: 1.6344, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6659, loss/aux0: 1.6659 2020-10-19 18:00:40,118 - mmaction - INFO - Epoch [123][220/396] lr: 1.610e-01, eta: 1 day, 2:25:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7117, loss_cls: 2.2790, loss: 2.2790, grad_norm: 1.6173, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5981, loss/aux0: 1.5981 2020-10-19 18:00:41,139 - mmaction - INFO - Epoch [123][220/396] lr: 1.610e-01, eta: 1 day, 2:25:21, time: 0.943, data_time: 0.009, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7117, loss_cls: 2.2790, loss: 2.2790, grad_norm: 1.6177, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6035, loss/aux0: 1.6035 2020-10-19 18:01:17,661 - mmaction - INFO - Epoch [123][240/396] lr: 1.610e-01, eta: 1 day, 2:24:26, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7190, loss_cls: 2.2636, loss: 2.2636, grad_norm: 1.6035, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6414, loss/aux0: 1.6414 2020-10-19 18:01:18,624 - mmaction - INFO - Epoch [123][240/396] lr: 1.610e-01, eta: 1 day, 2:24:47, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7190, loss_cls: 2.2636, loss: 2.2636, grad_norm: 1.6073, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6329, loss/aux0: 1.6329 2020-10-19 18:01:55,144 - mmaction - INFO - Epoch [123][260/396] lr: 1.610e-01, eta: 1 day, 2:23:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4568, top5_acc: 0.7036, loss_cls: 2.2735, loss: 2.2735, grad_norm: 1.6323, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6237, loss/aux0: 1.6237 2020-10-19 18:01:56,127 - mmaction - INFO - Epoch [123][260/396] lr: 1.610e-01, eta: 1 day, 2:24:12, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4568, top5_acc: 0.7036, loss_cls: 2.2735, loss: 2.2735, grad_norm: 1.6398, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6296, loss/aux0: 1.6296 2020-10-19 18:02:32,745 - mmaction - INFO - Epoch [123][280/396] lr: 1.610e-01, eta: 1 day, 2:23:18, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4349, top5_acc: 0.7055, loss_cls: 2.3406, loss: 2.3406, grad_norm: 1.6392, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6934, loss/aux0: 1.6934 2020-10-19 18:02:33,699 - mmaction - INFO - Epoch [123][280/396] lr: 1.610e-01, eta: 1 day, 2:23:38, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4349, top5_acc: 0.7055, loss_cls: 2.3406, loss: 2.3406, grad_norm: 1.6466, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6986, loss/aux0: 1.6986 2020-10-19 18:03:10,199 - mmaction - INFO - Epoch [123][300/396] lr: 1.610e-01, eta: 1 day, 2:22:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7094, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.6204, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6604, loss/aux0: 1.6604 2020-10-19 18:03:11,150 - mmaction - INFO - Epoch [123][300/396] lr: 1.610e-01, eta: 1 day, 2:23:04, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7094, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.6101, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6562, loss/aux0: 1.6562 2020-10-19 18:03:47,691 - mmaction - INFO - Epoch [123][320/396] lr: 1.610e-01, eta: 1 day, 2:22:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7169, loss_cls: 2.2773, loss: 2.2773, grad_norm: 1.5822, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6686, loss/aux0: 1.6686 2020-10-19 18:03:48,652 - mmaction - INFO - Epoch [123][320/396] lr: 1.610e-01, eta: 1 day, 2:22:29, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7169, loss_cls: 2.2773, loss: 2.2773, grad_norm: 1.5801, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6648, loss/aux0: 1.6648 2020-10-19 18:04:25,256 - mmaction - INFO - Epoch [123][340/396] lr: 1.610e-01, eta: 1 day, 2:21:35, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4594, top5_acc: 0.7044, loss_cls: 2.3026, loss: 2.3026, grad_norm: 1.6344, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6967, loss/aux0: 1.6967 2020-10-19 18:04:26,222 - mmaction - INFO - Epoch [123][340/396] lr: 1.610e-01, eta: 1 day, 2:21:55, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4594, top5_acc: 0.7044, loss_cls: 2.3026, loss: 2.3026, grad_norm: 1.6358, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6939, loss/aux0: 1.6939 2020-10-19 18:05:02,803 - mmaction - INFO - Epoch [123][360/396] lr: 1.610e-01, eta: 1 day, 2:21:00, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4406, top5_acc: 0.7039, loss_cls: 2.3249, loss: 2.3249, grad_norm: 1.6517, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6616, loss/aux0: 1.6616 2020-10-19 18:05:03,830 - mmaction - INFO - Epoch [123][360/396] lr: 1.610e-01, eta: 1 day, 2:21:21, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4406, top5_acc: 0.7039, loss_cls: 2.3249, loss: 2.3249, grad_norm: 1.6458, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6657, loss/aux0: 1.6657 2020-10-19 18:05:40,399 - mmaction - INFO - Epoch [123][380/396] lr: 1.610e-01, eta: 1 day, 2:20:26, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4388, top5_acc: 0.7104, loss_cls: 2.2898, loss: 2.2898, grad_norm: 1.5866, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6486, loss/aux0: 1.6486 2020-10-19 18:05:41,350 - mmaction - INFO - Epoch [123][380/396] lr: 1.610e-01, eta: 1 day, 2:20:46, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4388, top5_acc: 0.7104, loss_cls: 2.2898, loss: 2.2898, grad_norm: 1.5805, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6438, loss/aux0: 1.6438 2020-10-19 18:10:17,766 - mmaction - INFO - Epoch [124][20/396] lr: 1.592e-01, eta: 1 day, 2:18:52, time: 0.928, data_time: 0.000, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7193, loss_cls: 2.2505, loss: 2.2505, grad_norm: 1.5925, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6502, loss/aux0: 1.6502 2020-10-19 18:10:18,710 - mmaction - INFO - Epoch [124][20/396] lr: 1.592e-01, eta: 1 day, 2:19:12, time: 0.929, data_time: 0.002, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7193, loss_cls: 2.2505, loss: 2.2505, grad_norm: 1.5908, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6397, loss/aux0: 1.6397 2020-10-19 18:10:55,125 - mmaction - INFO - Epoch [124][40/396] lr: 1.592e-01, eta: 1 day, 2:18:17, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7312, loss_cls: 2.2301, loss: 2.2301, grad_norm: 1.6300, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6169, loss/aux0: 1.6169 2020-10-19 18:10:56,112 - mmaction - INFO - Epoch [124][40/396] lr: 1.592e-01, eta: 1 day, 2:18:37, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7312, loss_cls: 2.2301, loss: 2.2301, grad_norm: 1.6318, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6179, loss/aux0: 1.6179 2020-10-19 18:11:32,717 - mmaction - INFO - Epoch [124][60/396] lr: 1.592e-01, eta: 1 day, 2:17:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7148, loss_cls: 2.2611, loss: 2.2611, grad_norm: 1.6512, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6691, loss/aux0: 1.6691 2020-10-19 18:11:33,672 - mmaction - INFO - Epoch [124][60/396] lr: 1.592e-01, eta: 1 day, 2:18:03, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7148, loss_cls: 2.2611, loss: 2.2611, grad_norm: 1.6401, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6675, loss/aux0: 1.6675 2020-10-19 18:12:10,271 - mmaction - INFO - Epoch [124][80/396] lr: 1.592e-01, eta: 1 day, 2:17:08, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4680, top5_acc: 0.7135, loss_cls: 2.2206, loss: 2.2206, grad_norm: 1.6136, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6503, loss/aux0: 1.6503 2020-10-19 18:12:11,213 - mmaction - INFO - Epoch [124][80/396] lr: 1.592e-01, eta: 1 day, 2:17:28, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4680, top5_acc: 0.7135, loss_cls: 2.2206, loss: 2.2206, grad_norm: 1.6151, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6604, loss/aux0: 1.6604 2020-10-19 18:12:47,782 - mmaction - INFO - Epoch [124][100/396] lr: 1.592e-01, eta: 1 day, 2:16:34, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7198, loss_cls: 2.2399, loss: 2.2399, grad_norm: 1.6313, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6238, loss/aux0: 1.6238 2020-10-19 18:12:48,744 - mmaction - INFO - Epoch [124][100/396] lr: 1.592e-01, eta: 1 day, 2:16:54, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7198, loss_cls: 2.2399, loss: 2.2399, grad_norm: 1.6409, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6310, loss/aux0: 1.6310 2020-10-19 18:13:25,367 - mmaction - INFO - Epoch [124][120/396] lr: 1.592e-01, eta: 1 day, 2:16:00, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7070, loss_cls: 2.2837, loss: 2.2837, grad_norm: 1.6569, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6089, loss/aux0: 1.6089 2020-10-19 18:13:26,332 - mmaction - INFO - Epoch [124][120/396] lr: 1.592e-01, eta: 1 day, 2:16:20, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7070, loss_cls: 2.2837, loss: 2.2837, grad_norm: 1.6495, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5909, loss/aux0: 1.5909 2020-10-19 18:14:02,942 - mmaction - INFO - Epoch [124][140/396] lr: 1.592e-01, eta: 1 day, 2:15:25, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4513, top5_acc: 0.7107, loss_cls: 2.3093, loss: 2.3093, grad_norm: 1.6265, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6389, loss/aux0: 1.6389 2020-10-19 18:14:03,882 - mmaction - INFO - Epoch [124][140/396] lr: 1.592e-01, eta: 1 day, 2:15:46, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4513, top5_acc: 0.7107, loss_cls: 2.3093, loss: 2.3093, grad_norm: 1.6335, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6575, loss/aux0: 1.6575 2020-10-19 18:14:40,453 - mmaction - INFO - Epoch [124][160/396] lr: 1.592e-01, eta: 1 day, 2:14:51, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7109, loss_cls: 2.2770, loss: 2.2770, grad_norm: 1.6494, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6281, loss/aux0: 1.6281 2020-10-19 18:14:41,423 - mmaction - INFO - Epoch [124][160/396] lr: 1.592e-01, eta: 1 day, 2:15:11, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7109, loss_cls: 2.2770, loss: 2.2770, grad_norm: 1.6475, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6329, loss/aux0: 1.6329 2020-10-19 18:15:18,077 - mmaction - INFO - Epoch [124][180/396] lr: 1.592e-01, eta: 1 day, 2:14:17, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4529, top5_acc: 0.7125, loss_cls: 2.2990, loss: 2.2990, grad_norm: 1.6334, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.6949, loss/aux0: 1.6949 2020-10-19 18:15:19,045 - mmaction - INFO - Epoch [124][180/396] lr: 1.592e-01, eta: 1 day, 2:14:37, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.4529, top5_acc: 0.7125, loss_cls: 2.2990, loss: 2.2990, grad_norm: 1.6321, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.6875, loss/aux0: 1.6875 2020-10-19 18:15:55,626 - mmaction - INFO - Epoch [124][200/396] lr: 1.592e-01, eta: 1 day, 2:13:43, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4419, top5_acc: 0.6974, loss_cls: 2.3453, loss: 2.3453, grad_norm: 1.6276, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7023, loss/aux0: 1.7023 2020-10-19 18:15:56,571 - mmaction - INFO - Epoch [124][200/396] lr: 1.592e-01, eta: 1 day, 2:14:03, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4419, top5_acc: 0.6974, loss_cls: 2.3453, loss: 2.3453, grad_norm: 1.6316, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6999, loss/aux0: 1.6999 2020-10-19 18:16:33,078 - mmaction - INFO - Epoch [124][220/396] lr: 1.592e-01, eta: 1 day, 2:13:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4664, top5_acc: 0.7151, loss_cls: 2.2471, loss: 2.2471, grad_norm: 1.6176, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.6953, loss/aux0: 1.6953 2020-10-19 18:16:34,037 - mmaction - INFO - Epoch [124][220/396] lr: 1.592e-01, eta: 1 day, 2:13:28, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4664, top5_acc: 0.7151, loss_cls: 2.2471, loss: 2.2471, grad_norm: 1.6187, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7087, loss/aux0: 1.7087 2020-10-19 18:17:10,581 - mmaction - INFO - Epoch [124][240/396] lr: 1.592e-01, eta: 1 day, 2:12:34, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7115, loss_cls: 2.2366, loss: 2.2366, grad_norm: 1.6615, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7058, loss/aux0: 1.7058 2020-10-19 18:17:11,543 - mmaction - INFO - Epoch [124][240/396] lr: 1.592e-01, eta: 1 day, 2:12:54, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7115, loss_cls: 2.2366, loss: 2.2366, grad_norm: 1.6635, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6876, loss/aux0: 1.6876 2020-10-19 18:17:48,031 - mmaction - INFO - Epoch [124][260/396] lr: 1.592e-01, eta: 1 day, 2:12:00, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7148, loss_cls: 2.2784, loss: 2.2784, grad_norm: 1.6946, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6480, loss/aux0: 1.6480 2020-10-19 18:17:48,974 - mmaction - INFO - Epoch [124][260/396] lr: 1.592e-01, eta: 1 day, 2:12:19, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7148, loss_cls: 2.2784, loss: 2.2784, grad_norm: 1.6965, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6540, loss/aux0: 1.6540 2020-10-19 18:18:25,489 - mmaction - INFO - Epoch [124][280/396] lr: 1.592e-01, eta: 1 day, 2:11:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4378, top5_acc: 0.7083, loss_cls: 2.3145, loss: 2.3145, grad_norm: 1.6725, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6881, loss/aux0: 1.6881 2020-10-19 18:18:26,450 - mmaction - INFO - Epoch [124][280/396] lr: 1.592e-01, eta: 1 day, 2:11:45, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4378, top5_acc: 0.7083, loss_cls: 2.3145, loss: 2.3145, grad_norm: 1.6708, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6937, loss/aux0: 1.6937 2020-10-19 18:19:02,802 - mmaction - INFO - Epoch [124][300/396] lr: 1.592e-01, eta: 1 day, 2:10:50, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7208, loss_cls: 2.2588, loss: 2.2588, grad_norm: 1.6257, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6573, loss/aux0: 1.6573 2020-10-19 18:19:03,748 - mmaction - INFO - Epoch [124][300/396] lr: 1.592e-01, eta: 1 day, 2:11:10, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7208, loss_cls: 2.2588, loss: 2.2588, grad_norm: 1.6094, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6431, loss/aux0: 1.6431 2020-10-19 18:19:40,344 - mmaction - INFO - Epoch [124][320/396] lr: 1.592e-01, eta: 1 day, 2:10:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4562, top5_acc: 0.7091, loss_cls: 2.2871, loss: 2.2871, grad_norm: 1.6956, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6814, loss/aux0: 1.6814 2020-10-19 18:19:41,300 - mmaction - INFO - Epoch [124][320/396] lr: 1.592e-01, eta: 1 day, 2:10:36, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4562, top5_acc: 0.7091, loss_cls: 2.2871, loss: 2.2871, grad_norm: 1.6921, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6851, loss/aux0: 1.6851 2020-10-19 18:20:17,763 - mmaction - INFO - Epoch [124][340/396] lr: 1.592e-01, eta: 1 day, 2:09:42, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7135, loss_cls: 2.2889, loss: 2.2889, grad_norm: 1.6392, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6155, loss/aux0: 1.6155 2020-10-19 18:20:18,699 - mmaction - INFO - Epoch [124][340/396] lr: 1.592e-01, eta: 1 day, 2:10:01, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7135, loss_cls: 2.2889, loss: 2.2889, grad_norm: 1.6475, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6178, loss/aux0: 1.6178 2020-10-19 18:20:55,208 - mmaction - INFO - Epoch [124][360/396] lr: 1.592e-01, eta: 1 day, 2:09:07, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7227, loss_cls: 2.2320, loss: 2.2320, grad_norm: 1.6896, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7684, loss/aux0: 1.7684 2020-10-19 18:20:56,170 - mmaction - INFO - Epoch [124][360/396] lr: 1.592e-01, eta: 1 day, 2:09:27, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7227, loss_cls: 2.2320, loss: 2.2320, grad_norm: 1.6795, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7700, loss/aux0: 1.7700 2020-10-19 18:21:32,745 - mmaction - INFO - Epoch [124][380/396] lr: 1.592e-01, eta: 1 day, 2:08:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4536, top5_acc: 0.7063, loss_cls: 2.2830, loss: 2.2830, grad_norm: 1.6463, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7251, loss/aux0: 1.7251 2020-10-19 18:21:33,713 - mmaction - INFO - Epoch [124][380/396] lr: 1.592e-01, eta: 1 day, 2:08:53, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4536, top5_acc: 0.7063, loss_cls: 2.2830, loss: 2.2830, grad_norm: 1.6410, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7274, loss/aux0: 1.7274 2020-10-19 18:25:56,578 - mmaction - INFO - Epoch [125][20/396] lr: 1.574e-01, eta: 1 day, 2:06:59, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4604, top5_acc: 0.7107, loss_cls: 2.2732, loss: 2.2732, grad_norm: 1.6300, top1_acc/aux0: 0.5905, top5_acc/aux0: 0.8202, loss_cls/aux0: 1.6603, loss/aux0: 1.6603 2020-10-19 18:25:57,546 - mmaction - INFO - Epoch [125][20/396] lr: 1.574e-01, eta: 1 day, 2:07:19, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4604, top5_acc: 0.7107, loss_cls: 2.2732, loss: 2.2732, grad_norm: 1.6303, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6629, loss/aux0: 1.6629 2020-10-19 18:26:34,006 - mmaction - INFO - Epoch [125][40/396] lr: 1.574e-01, eta: 1 day, 2:06:24, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4589, top5_acc: 0.7195, loss_cls: 2.2495, loss: 2.2495, grad_norm: 1.6635, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6630, loss/aux0: 1.6630 2020-10-19 18:26:34,952 - mmaction - INFO - Epoch [125][40/396] lr: 1.574e-01, eta: 1 day, 2:06:44, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4589, top5_acc: 0.7195, loss_cls: 2.2495, loss: 2.2495, grad_norm: 1.6573, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6536, loss/aux0: 1.6536 2020-10-19 18:27:11,485 - mmaction - INFO - Epoch [125][60/396] lr: 1.574e-01, eta: 1 day, 2:05:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4536, top5_acc: 0.7146, loss_cls: 2.2650, loss: 2.2650, grad_norm: 1.6748, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6644, loss/aux0: 1.6644 2020-10-19 18:27:12,436 - mmaction - INFO - Epoch [125][60/396] lr: 1.574e-01, eta: 1 day, 2:06:10, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4536, top5_acc: 0.7146, loss_cls: 2.2650, loss: 2.2650, grad_norm: 1.6815, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6743, loss/aux0: 1.6743 2020-10-19 18:27:49,018 - mmaction - INFO - Epoch [125][80/396] lr: 1.574e-01, eta: 1 day, 2:05:15, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7242, loss_cls: 2.2485, loss: 2.2485, grad_norm: 1.6839, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6591, loss/aux0: 1.6591 2020-10-19 18:27:49,979 - mmaction - INFO - Epoch [125][80/396] lr: 1.574e-01, eta: 1 day, 2:05:35, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7242, loss_cls: 2.2485, loss: 2.2485, grad_norm: 1.6897, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6626, loss/aux0: 1.6626 2020-10-19 18:28:26,526 - mmaction - INFO - Epoch [125][100/396] lr: 1.574e-01, eta: 1 day, 2:04:41, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4495, top5_acc: 0.7062, loss_cls: 2.2983, loss: 2.2983, grad_norm: 1.6535, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7144, loss/aux0: 1.7144 2020-10-19 18:28:27,478 - mmaction - INFO - Epoch [125][100/396] lr: 1.574e-01, eta: 1 day, 2:05:01, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4495, top5_acc: 0.7062, loss_cls: 2.2983, loss: 2.2983, grad_norm: 1.6399, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7087, loss/aux0: 1.7087 2020-10-19 18:29:04,006 - mmaction - INFO - Epoch [125][120/396] lr: 1.574e-01, eta: 1 day, 2:04:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4661, top5_acc: 0.7214, loss_cls: 2.2551, loss: 2.2551, grad_norm: 1.6138, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7056, loss/aux0: 1.7056 2020-10-19 18:29:05,017 - mmaction - INFO - Epoch [125][120/396] lr: 1.574e-01, eta: 1 day, 2:04:27, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4661, top5_acc: 0.7214, loss_cls: 2.2551, loss: 2.2551, grad_norm: 1.6100, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7016, loss/aux0: 1.7016 2020-10-19 18:29:41,605 - mmaction - INFO - Epoch [125][140/396] lr: 1.574e-01, eta: 1 day, 2:03:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7128, loss_cls: 2.2525, loss: 2.2525, grad_norm: 1.6292, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6354, loss/aux0: 1.6354 2020-10-19 18:29:42,581 - mmaction - INFO - Epoch [125][140/396] lr: 1.574e-01, eta: 1 day, 2:03:52, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7128, loss_cls: 2.2525, loss: 2.2525, grad_norm: 1.6285, top1_acc/aux0: 0.5966, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6431, loss/aux0: 1.6431 2020-10-19 18:30:19,111 - mmaction - INFO - Epoch [125][160/396] lr: 1.574e-01, eta: 1 day, 2:02:58, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4583, top5_acc: 0.7273, loss_cls: 2.2447, loss: 2.2447, grad_norm: 1.6591, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6698, loss/aux0: 1.6698 2020-10-19 18:30:20,047 - mmaction - INFO - Epoch [125][160/396] lr: 1.574e-01, eta: 1 day, 2:03:18, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4583, top5_acc: 0.7273, loss_cls: 2.2447, loss: 2.2447, grad_norm: 1.6492, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6721, loss/aux0: 1.6721 2020-10-19 18:30:56,582 - mmaction - INFO - Epoch [125][180/396] lr: 1.574e-01, eta: 1 day, 2:02:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7172, loss_cls: 2.2506, loss: 2.2506, grad_norm: 1.6434, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6804, loss/aux0: 1.6804 2020-10-19 18:30:57,542 - mmaction - INFO - Epoch [125][180/396] lr: 1.574e-01, eta: 1 day, 2:02:43, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7172, loss_cls: 2.2506, loss: 2.2506, grad_norm: 1.6478, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6650, loss/aux0: 1.6650 2020-10-19 18:31:34,211 - mmaction - INFO - Epoch [125][200/396] lr: 1.574e-01, eta: 1 day, 2:01:49, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7117, loss_cls: 2.2810, loss: 2.2810, grad_norm: 1.7013, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6561, loss/aux0: 1.6561 2020-10-19 18:31:35,231 - mmaction - INFO - Epoch [125][200/396] lr: 1.574e-01, eta: 1 day, 2:02:09, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7117, loss_cls: 2.2810, loss: 2.2810, grad_norm: 1.7132, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.6830, loss/aux0: 1.6830 2020-10-19 18:32:11,734 - mmaction - INFO - Epoch [125][220/396] lr: 1.574e-01, eta: 1 day, 2:01:15, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4482, top5_acc: 0.7081, loss_cls: 2.2975, loss: 2.2975, grad_norm: 1.6320, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6631, loss/aux0: 1.6631 2020-10-19 18:32:12,719 - mmaction - INFO - Epoch [125][220/396] lr: 1.574e-01, eta: 1 day, 2:01:35, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4482, top5_acc: 0.7081, loss_cls: 2.2975, loss: 2.2975, grad_norm: 1.6335, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6376, loss/aux0: 1.6376 2020-10-19 18:32:49,282 - mmaction - INFO - Epoch [125][240/396] lr: 1.574e-01, eta: 1 day, 2:00:40, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4596, top5_acc: 0.7133, loss_cls: 2.2576, loss: 2.2576, grad_norm: 1.6277, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.7012, loss/aux0: 1.7012 2020-10-19 18:32:50,255 - mmaction - INFO - Epoch [125][240/396] lr: 1.574e-01, eta: 1 day, 2:01:00, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4596, top5_acc: 0.7133, loss_cls: 2.2576, loss: 2.2576, grad_norm: 1.6355, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7197, loss/aux0: 1.7197 2020-10-19 18:33:26,787 - mmaction - INFO - Epoch [125][260/396] lr: 1.574e-01, eta: 1 day, 2:00:06, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4602, top5_acc: 0.7109, loss_cls: 2.2741, loss: 2.2741, grad_norm: 1.6321, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6683, loss/aux0: 1.6683 2020-10-19 18:33:27,757 - mmaction - INFO - Epoch [125][260/396] lr: 1.574e-01, eta: 1 day, 2:00:26, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4602, top5_acc: 0.7109, loss_cls: 2.2741, loss: 2.2741, grad_norm: 1.6251, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6538, loss/aux0: 1.6538 2020-10-19 18:34:04,241 - mmaction - INFO - Epoch [125][280/396] lr: 1.574e-01, eta: 1 day, 1:59:32, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4544, top5_acc: 0.7096, loss_cls: 2.2932, loss: 2.2932, grad_norm: 1.6654, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6500, loss/aux0: 1.6500 2020-10-19 18:34:05,229 - mmaction - INFO - Epoch [125][280/396] lr: 1.574e-01, eta: 1 day, 1:59:51, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4544, top5_acc: 0.7096, loss_cls: 2.2932, loss: 2.2932, grad_norm: 1.6493, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6327, loss/aux0: 1.6327 2020-10-19 18:34:41,736 - mmaction - INFO - Epoch [125][300/396] lr: 1.574e-01, eta: 1 day, 1:58:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7089, loss_cls: 2.3085, loss: 2.3085, grad_norm: 1.6699, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6367, loss/aux0: 1.6367 2020-10-19 18:34:42,696 - mmaction - INFO - Epoch [125][300/396] lr: 1.574e-01, eta: 1 day, 1:59:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7089, loss_cls: 2.3085, loss: 2.3085, grad_norm: 1.6628, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6594, loss/aux0: 1.6594 2020-10-19 18:35:19,205 - mmaction - INFO - Epoch [125][320/396] lr: 1.574e-01, eta: 1 day, 1:58:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4427, top5_acc: 0.7167, loss_cls: 2.2676, loss: 2.2676, grad_norm: 1.6380, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7264, loss/aux0: 1.7264 2020-10-19 18:35:20,172 - mmaction - INFO - Epoch [125][320/396] lr: 1.574e-01, eta: 1 day, 1:58:42, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4427, top5_acc: 0.7167, loss_cls: 2.2676, loss: 2.2676, grad_norm: 1.6435, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7318, loss/aux0: 1.7318 2020-10-19 18:35:56,607 - mmaction - INFO - Epoch [125][340/396] lr: 1.574e-01, eta: 1 day, 1:57:48, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4367, top5_acc: 0.7029, loss_cls: 2.3461, loss: 2.3461, grad_norm: 1.6141, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6771, loss/aux0: 1.6771 2020-10-19 18:35:57,562 - mmaction - INFO - Epoch [125][340/396] lr: 1.574e-01, eta: 1 day, 1:58:08, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4367, top5_acc: 0.7029, loss_cls: 2.3461, loss: 2.3461, grad_norm: 1.6171, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6617, loss/aux0: 1.6617 2020-10-19 18:36:33,987 - mmaction - INFO - Epoch [125][360/396] lr: 1.574e-01, eta: 1 day, 1:57:14, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4492, top5_acc: 0.7185, loss_cls: 2.2834, loss: 2.2834, grad_norm: 1.6709, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6711, loss/aux0: 1.6711 2020-10-19 18:36:34,931 - mmaction - INFO - Epoch [125][360/396] lr: 1.574e-01, eta: 1 day, 1:57:33, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4492, top5_acc: 0.7185, loss_cls: 2.2834, loss: 2.2834, grad_norm: 1.6725, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6823, loss/aux0: 1.6823 2020-10-19 18:37:11,378 - mmaction - INFO - Epoch [125][380/396] lr: 1.574e-01, eta: 1 day, 1:56:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4651, top5_acc: 0.7156, loss_cls: 2.2469, loss: 2.2469, grad_norm: 1.6911, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6610, loss/aux0: 1.6610 2020-10-19 18:37:12,332 - mmaction - INFO - Epoch [125][380/396] lr: 1.574e-01, eta: 1 day, 1:56:59, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4651, top5_acc: 0.7156, loss_cls: 2.2469, loss: 2.2469, grad_norm: 1.6945, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6567, loss/aux0: 1.6567 2020-10-19 18:41:33,591 - mmaction - INFO - Epoch [126][20/396] lr: 1.555e-01, eta: 1 day, 1:55:06, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7258, loss_cls: 2.1752, loss: 2.1752, grad_norm: 1.6561, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8194, loss_cls/aux0: 1.6445, loss/aux0: 1.6445 2020-10-19 18:41:34,539 - mmaction - INFO - Epoch [126][20/396] lr: 1.555e-01, eta: 1 day, 1:55:25, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7258, loss_cls: 2.1752, loss: 2.1752, grad_norm: 1.6665, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6467, loss/aux0: 1.6467 2020-10-19 18:42:10,919 - mmaction - INFO - Epoch [126][40/396] lr: 1.555e-01, eta: 1 day, 1:54:31, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7195, loss_cls: 2.2279, loss: 2.2279, grad_norm: 1.6799, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6911, loss/aux0: 1.6911 2020-10-19 18:42:11,861 - mmaction - INFO - Epoch [126][40/396] lr: 1.555e-01, eta: 1 day, 1:54:50, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7195, loss_cls: 2.2279, loss: 2.2279, grad_norm: 1.6715, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6856, loss/aux0: 1.6856 2020-10-19 18:42:48,400 - mmaction - INFO - Epoch [126][60/396] lr: 1.555e-01, eta: 1 day, 1:53:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7224, loss_cls: 2.2240, loss: 2.2240, grad_norm: 1.6774, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7157, loss/aux0: 1.7157 2020-10-19 18:42:49,369 - mmaction - INFO - Epoch [126][60/396] lr: 1.555e-01, eta: 1 day, 1:54:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7224, loss_cls: 2.2240, loss: 2.2240, grad_norm: 1.6761, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7343, loss/aux0: 1.7343 2020-10-19 18:43:25,870 - mmaction - INFO - Epoch [126][80/396] lr: 1.555e-01, eta: 1 day, 1:53:22, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7302, loss_cls: 2.2209, loss: 2.2209, grad_norm: 1.6632, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6024, loss/aux0: 1.6024 2020-10-19 18:43:26,815 - mmaction - INFO - Epoch [126][80/396] lr: 1.555e-01, eta: 1 day, 1:53:42, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7302, loss_cls: 2.2209, loss: 2.2209, grad_norm: 1.6639, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5906, loss/aux0: 1.5906 2020-10-19 18:44:03,269 - mmaction - INFO - Epoch [126][100/396] lr: 1.555e-01, eta: 1 day, 1:52:48, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7221, loss_cls: 2.2418, loss: 2.2418, grad_norm: 1.6449, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6495, loss/aux0: 1.6495 2020-10-19 18:44:04,241 - mmaction - INFO - Epoch [126][100/396] lr: 1.555e-01, eta: 1 day, 1:53:07, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7221, loss_cls: 2.2418, loss: 2.2418, grad_norm: 1.6514, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6623, loss/aux0: 1.6623 2020-10-19 18:44:40,857 - mmaction - INFO - Epoch [126][120/396] lr: 1.555e-01, eta: 1 day, 1:52:13, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4487, top5_acc: 0.7138, loss_cls: 2.2797, loss: 2.2797, grad_norm: 1.6792, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.7048, loss/aux0: 1.7048 2020-10-19 18:44:41,801 - mmaction - INFO - Epoch [126][120/396] lr: 1.555e-01, eta: 1 day, 1:52:33, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4487, top5_acc: 0.7138, loss_cls: 2.2797, loss: 2.2797, grad_norm: 1.6776, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.7015, loss/aux0: 1.7015 2020-10-19 18:45:18,437 - mmaction - INFO - Epoch [126][140/396] lr: 1.555e-01, eta: 1 day, 1:51:39, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7260, loss_cls: 2.2173, loss: 2.2173, grad_norm: 1.6315, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6630, loss/aux0: 1.6630 2020-10-19 18:45:19,399 - mmaction - INFO - Epoch [126][140/396] lr: 1.555e-01, eta: 1 day, 1:51:59, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7260, loss_cls: 2.2173, loss: 2.2173, grad_norm: 1.6353, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6470, loss/aux0: 1.6470 2020-10-19 18:45:56,019 - mmaction - INFO - Epoch [126][160/396] lr: 1.555e-01, eta: 1 day, 1:51:05, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4503, top5_acc: 0.7141, loss_cls: 2.2745, loss: 2.2745, grad_norm: 1.7025, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6674, loss/aux0: 1.6674 2020-10-19 18:45:56,977 - mmaction - INFO - Epoch [126][160/396] lr: 1.555e-01, eta: 1 day, 1:51:24, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4503, top5_acc: 0.7141, loss_cls: 2.2745, loss: 2.2745, grad_norm: 1.7040, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6671, loss/aux0: 1.6671 2020-10-19 18:46:33,554 - mmaction - INFO - Epoch [126][180/396] lr: 1.555e-01, eta: 1 day, 1:50:30, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4570, top5_acc: 0.7167, loss_cls: 2.2692, loss: 2.2692, grad_norm: 1.6420, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6557, loss/aux0: 1.6557 2020-10-19 18:46:34,498 - mmaction - INFO - Epoch [126][180/396] lr: 1.555e-01, eta: 1 day, 1:50:50, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4570, top5_acc: 0.7167, loss_cls: 2.2692, loss: 2.2692, grad_norm: 1.6423, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6572, loss/aux0: 1.6572 2020-10-19 18:47:10,989 - mmaction - INFO - Epoch [126][200/396] lr: 1.555e-01, eta: 1 day, 1:49:56, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4557, top5_acc: 0.7068, loss_cls: 2.2759, loss: 2.2759, grad_norm: 1.6283, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6727, loss/aux0: 1.6727 2020-10-19 18:47:11,991 - mmaction - INFO - Epoch [126][200/396] lr: 1.555e-01, eta: 1 day, 1:50:15, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4557, top5_acc: 0.7068, loss_cls: 2.2759, loss: 2.2759, grad_norm: 1.6274, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6732, loss/aux0: 1.6732 2020-10-19 18:47:48,599 - mmaction - INFO - Epoch [126][220/396] lr: 1.555e-01, eta: 1 day, 1:49:21, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4453, top5_acc: 0.7070, loss_cls: 2.2910, loss: 2.2910, grad_norm: 1.6709, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6132, loss/aux0: 1.6132 2020-10-19 18:47:49,563 - mmaction - INFO - Epoch [126][220/396] lr: 1.555e-01, eta: 1 day, 1:49:41, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4453, top5_acc: 0.7070, loss_cls: 2.2910, loss: 2.2910, grad_norm: 1.6706, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6174, loss/aux0: 1.6174 2020-10-19 18:48:26,082 - mmaction - INFO - Epoch [126][240/396] lr: 1.555e-01, eta: 1 day, 1:48:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7146, loss_cls: 2.2847, loss: 2.2847, grad_norm: 1.6252, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6592, loss/aux0: 1.6592 2020-10-19 18:48:27,031 - mmaction - INFO - Epoch [126][240/396] lr: 1.555e-01, eta: 1 day, 1:49:06, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7146, loss_cls: 2.2847, loss: 2.2847, grad_norm: 1.6372, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6582, loss/aux0: 1.6582 2020-10-19 18:49:03,609 - mmaction - INFO - Epoch [126][260/396] lr: 1.555e-01, eta: 1 day, 1:48:13, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4547, top5_acc: 0.7193, loss_cls: 2.2537, loss: 2.2537, grad_norm: 1.6481, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6033, loss/aux0: 1.6033 2020-10-19 18:49:04,543 - mmaction - INFO - Epoch [126][260/396] lr: 1.555e-01, eta: 1 day, 1:48:32, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4547, top5_acc: 0.7193, loss_cls: 2.2537, loss: 2.2537, grad_norm: 1.6532, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6130, loss/aux0: 1.6130 2020-10-19 18:49:40,972 - mmaction - INFO - Epoch [126][280/396] lr: 1.555e-01, eta: 1 day, 1:47:38, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4409, top5_acc: 0.7026, loss_cls: 2.3272, loss: 2.3272, grad_norm: 1.6731, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7417, loss/aux0: 1.7417 2020-10-19 18:49:41,929 - mmaction - INFO - Epoch [126][280/396] lr: 1.555e-01, eta: 1 day, 1:47:58, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4409, top5_acc: 0.7026, loss_cls: 2.3272, loss: 2.3272, grad_norm: 1.6692, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7336, loss/aux0: 1.7336 2020-10-19 18:50:18,419 - mmaction - INFO - Epoch [126][300/396] lr: 1.555e-01, eta: 1 day, 1:47:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7107, loss_cls: 2.2585, loss: 2.2585, grad_norm: 1.6417, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6299, loss/aux0: 1.6299 2020-10-19 18:50:19,430 - mmaction - INFO - Epoch [126][300/396] lr: 1.555e-01, eta: 1 day, 1:47:23, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7107, loss_cls: 2.2585, loss: 2.2585, grad_norm: 1.6494, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6360, loss/aux0: 1.6360 2020-10-19 18:50:55,989 - mmaction - INFO - Epoch [126][320/396] lr: 1.555e-01, eta: 1 day, 1:46:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4633, top5_acc: 0.7221, loss_cls: 2.2339, loss: 2.2339, grad_norm: 1.6547, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6484, loss/aux0: 1.6484 2020-10-19 18:50:56,940 - mmaction - INFO - Epoch [126][320/396] lr: 1.555e-01, eta: 1 day, 1:46:49, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4633, top5_acc: 0.7221, loss_cls: 2.2339, loss: 2.2339, grad_norm: 1.6558, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6456, loss/aux0: 1.6456 2020-10-19 18:51:33,436 - mmaction - INFO - Epoch [126][340/396] lr: 1.555e-01, eta: 1 day, 1:45:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7078, loss_cls: 2.3036, loss: 2.3036, grad_norm: 1.6385, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6074, loss/aux0: 1.6074 2020-10-19 18:51:34,395 - mmaction - INFO - Epoch [126][340/396] lr: 1.555e-01, eta: 1 day, 1:46:14, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7078, loss_cls: 2.3036, loss: 2.3036, grad_norm: 1.6455, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5987, loss/aux0: 1.5987 2020-10-19 18:52:10,897 - mmaction - INFO - Epoch [126][360/396] lr: 1.555e-01, eta: 1 day, 1:45:20, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7104, loss_cls: 2.2988, loss: 2.2988, grad_norm: 1.6766, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7140, loss/aux0: 1.7140 2020-10-19 18:52:11,878 - mmaction - INFO - Epoch [126][360/396] lr: 1.555e-01, eta: 1 day, 1:45:40, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7104, loss_cls: 2.2988, loss: 2.2988, grad_norm: 1.6726, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7193, loss/aux0: 1.7193 2020-10-19 18:52:48,384 - mmaction - INFO - Epoch [126][380/396] lr: 1.555e-01, eta: 1 day, 1:44:46, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4513, top5_acc: 0.7107, loss_cls: 2.3056, loss: 2.3056, grad_norm: 1.6161, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6219, loss/aux0: 1.6219 2020-10-19 18:52:49,410 - mmaction - INFO - Epoch [126][380/396] lr: 1.555e-01, eta: 1 day, 1:45:05, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4513, top5_acc: 0.7107, loss_cls: 2.3056, loss: 2.3056, grad_norm: 1.6224, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6198, loss/aux0: 1.6198 2020-10-19 18:57:16,057 - mmaction - INFO - Epoch [127][20/396] lr: 1.537e-01, eta: 1 day, 1:43:13, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4763, top5_acc: 0.7307, loss_cls: 2.1775, loss: 2.1775, grad_norm: 1.6856, top1_acc/aux0: 0.5746, top5_acc/aux0: 0.8259, loss_cls/aux0: 1.6923, loss/aux0: 1.6923 2020-10-19 18:57:17,025 - mmaction - INFO - Epoch [127][20/396] lr: 1.537e-01, eta: 1 day, 1:43:32, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4763, top5_acc: 0.7307, loss_cls: 2.1775, loss: 2.1775, grad_norm: 1.6728, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6993, loss/aux0: 1.6993 2020-10-19 18:57:53,472 - mmaction - INFO - Epoch [127][40/396] lr: 1.537e-01, eta: 1 day, 1:42:38, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4607, top5_acc: 0.7115, loss_cls: 2.2484, loss: 2.2484, grad_norm: 1.6845, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6483, loss/aux0: 1.6483 2020-10-19 18:57:54,478 - mmaction - INFO - Epoch [127][40/396] lr: 1.537e-01, eta: 1 day, 1:42:58, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4607, top5_acc: 0.7115, loss_cls: 2.2484, loss: 2.2484, grad_norm: 1.6838, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6261, loss/aux0: 1.6261 2020-10-19 18:58:30,919 - mmaction - INFO - Epoch [127][60/396] lr: 1.537e-01, eta: 1 day, 1:42:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7310, loss_cls: 2.1819, loss: 2.1819, grad_norm: 1.6797, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6302, loss/aux0: 1.6302 2020-10-19 18:58:31,882 - mmaction - INFO - Epoch [127][60/396] lr: 1.537e-01, eta: 1 day, 1:42:23, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7310, loss_cls: 2.1819, loss: 2.1819, grad_norm: 1.6738, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6422, loss/aux0: 1.6422 2020-10-19 18:59:08,360 - mmaction - INFO - Epoch [127][80/396] lr: 1.537e-01, eta: 1 day, 1:41:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4628, top5_acc: 0.7203, loss_cls: 2.2273, loss: 2.2273, grad_norm: 1.6801, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6517, loss/aux0: 1.6517 2020-10-19 18:59:09,329 - mmaction - INFO - Epoch [127][80/396] lr: 1.537e-01, eta: 1 day, 1:41:49, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4628, top5_acc: 0.7203, loss_cls: 2.2273, loss: 2.2273, grad_norm: 1.6776, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6489, loss/aux0: 1.6489 2020-10-19 18:59:45,856 - mmaction - INFO - Epoch [127][100/396] lr: 1.537e-01, eta: 1 day, 1:40:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7245, loss_cls: 2.2479, loss: 2.2479, grad_norm: 1.6530, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6745, loss/aux0: 1.6745 2020-10-19 18:59:46,859 - mmaction - INFO - Epoch [127][100/396] lr: 1.537e-01, eta: 1 day, 1:41:14, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7245, loss_cls: 2.2479, loss: 2.2479, grad_norm: 1.6595, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6752, loss/aux0: 1.6752 2020-10-19 19:00:23,548 - mmaction - INFO - Epoch [127][120/396] lr: 1.537e-01, eta: 1 day, 1:40:21, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4638, top5_acc: 0.7234, loss_cls: 2.2364, loss: 2.2364, grad_norm: 1.6678, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5981, loss/aux0: 1.5981 2020-10-19 19:00:24,494 - mmaction - INFO - Epoch [127][120/396] lr: 1.537e-01, eta: 1 day, 1:40:40, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4638, top5_acc: 0.7234, loss_cls: 2.2364, loss: 2.2364, grad_norm: 1.6701, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.6031, loss/aux0: 1.6031 2020-10-19 19:01:01,041 - mmaction - INFO - Epoch [127][140/396] lr: 1.537e-01, eta: 1 day, 1:39:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4612, top5_acc: 0.7294, loss_cls: 2.2294, loss: 2.2294, grad_norm: 1.7024, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6635, loss/aux0: 1.6635 2020-10-19 19:01:01,998 - mmaction - INFO - Epoch [127][140/396] lr: 1.537e-01, eta: 1 day, 1:40:05, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4612, top5_acc: 0.7294, loss_cls: 2.2294, loss: 2.2294, grad_norm: 1.7131, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6610, loss/aux0: 1.6610 2020-10-19 19:01:38,631 - mmaction - INFO - Epoch [127][160/396] lr: 1.537e-01, eta: 1 day, 1:39:12, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7195, loss_cls: 2.2375, loss: 2.2375, grad_norm: 1.6614, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6108, loss/aux0: 1.6108 2020-10-19 19:01:39,576 - mmaction - INFO - Epoch [127][160/396] lr: 1.537e-01, eta: 1 day, 1:39:31, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7195, loss_cls: 2.2375, loss: 2.2375, grad_norm: 1.6578, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6035, loss/aux0: 1.6035 2020-10-19 19:02:16,147 - mmaction - INFO - Epoch [127][180/396] lr: 1.537e-01, eta: 1 day, 1:38:38, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4617, top5_acc: 0.7172, loss_cls: 2.2195, loss: 2.2195, grad_norm: 1.6376, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6430, loss/aux0: 1.6430 2020-10-19 19:02:17,112 - mmaction - INFO - Epoch [127][180/396] lr: 1.537e-01, eta: 1 day, 1:38:57, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4617, top5_acc: 0.7172, loss_cls: 2.2195, loss: 2.2195, grad_norm: 1.6408, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6519, loss/aux0: 1.6519 2020-10-19 19:02:53,526 - mmaction - INFO - Epoch [127][200/396] lr: 1.537e-01, eta: 1 day, 1:38:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4648, top5_acc: 0.7177, loss_cls: 2.2680, loss: 2.2680, grad_norm: 1.7236, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6379, loss/aux0: 1.6379 2020-10-19 19:02:54,468 - mmaction - INFO - Epoch [127][200/396] lr: 1.537e-01, eta: 1 day, 1:38:22, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4648, top5_acc: 0.7177, loss_cls: 2.2680, loss: 2.2680, grad_norm: 1.7270, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6510, loss/aux0: 1.6510 2020-10-19 19:03:31,053 - mmaction - INFO - Epoch [127][220/396] lr: 1.537e-01, eta: 1 day, 1:37:28, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7125, loss_cls: 2.2517, loss: 2.2517, grad_norm: 1.6104, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6454, loss/aux0: 1.6454 2020-10-19 19:03:32,005 - mmaction - INFO - Epoch [127][220/396] lr: 1.537e-01, eta: 1 day, 1:37:48, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7125, loss_cls: 2.2517, loss: 2.2517, grad_norm: 1.6069, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6387, loss/aux0: 1.6387 2020-10-19 19:04:08,508 - mmaction - INFO - Epoch [127][240/396] lr: 1.537e-01, eta: 1 day, 1:36:54, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4560, top5_acc: 0.7164, loss_cls: 2.2635, loss: 2.2635, grad_norm: 1.6541, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6440, loss/aux0: 1.6440 2020-10-19 19:04:09,463 - mmaction - INFO - Epoch [127][240/396] lr: 1.537e-01, eta: 1 day, 1:37:13, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4560, top5_acc: 0.7164, loss_cls: 2.2635, loss: 2.2635, grad_norm: 1.6595, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6392, loss/aux0: 1.6392 2020-10-19 19:04:45,929 - mmaction - INFO - Epoch [127][260/396] lr: 1.537e-01, eta: 1 day, 1:36:19, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7112, loss_cls: 2.2751, loss: 2.2751, grad_norm: 1.6116, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6670, loss/aux0: 1.6670 2020-10-19 19:04:46,890 - mmaction - INFO - Epoch [127][260/396] lr: 1.537e-01, eta: 1 day, 1:36:38, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7112, loss_cls: 2.2751, loss: 2.2751, grad_norm: 1.6267, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6682, loss/aux0: 1.6682 2020-10-19 19:05:23,328 - mmaction - INFO - Epoch [127][280/396] lr: 1.537e-01, eta: 1 day, 1:35:45, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4602, top5_acc: 0.7195, loss_cls: 2.2439, loss: 2.2439, grad_norm: 1.6820, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6264, loss/aux0: 1.6264 2020-10-19 19:05:24,271 - mmaction - INFO - Epoch [127][280/396] lr: 1.537e-01, eta: 1 day, 1:36:04, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4602, top5_acc: 0.7195, loss_cls: 2.2439, loss: 2.2439, grad_norm: 1.6827, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6329, loss/aux0: 1.6329 2020-10-19 19:06:00,925 - mmaction - INFO - Epoch [127][300/396] lr: 1.537e-01, eta: 1 day, 1:35:10, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7089, loss_cls: 2.2892, loss: 2.2892, grad_norm: 1.6634, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6184, loss/aux0: 1.6184 2020-10-19 19:06:01,872 - mmaction - INFO - Epoch [127][300/396] lr: 1.537e-01, eta: 1 day, 1:35:29, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7089, loss_cls: 2.2892, loss: 2.2892, grad_norm: 1.6610, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6005, loss/aux0: 1.6005 2020-10-19 19:06:38,422 - mmaction - INFO - Epoch [127][320/396] lr: 1.537e-01, eta: 1 day, 1:34:36, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4497, top5_acc: 0.7102, loss_cls: 2.2795, loss: 2.2795, grad_norm: 1.6708, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.6016, loss/aux0: 1.6016 2020-10-19 19:06:39,375 - mmaction - INFO - Epoch [127][320/396] lr: 1.537e-01, eta: 1 day, 1:34:55, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4497, top5_acc: 0.7102, loss_cls: 2.2795, loss: 2.2795, grad_norm: 1.6628, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.6235, loss/aux0: 1.6235 2020-10-19 19:07:15,980 - mmaction - INFO - Epoch [127][340/396] lr: 1.537e-01, eta: 1 day, 1:34:01, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4430, top5_acc: 0.7112, loss_cls: 2.3035, loss: 2.3035, grad_norm: 1.6632, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6292, loss/aux0: 1.6292 2020-10-19 19:07:16,931 - mmaction - INFO - Epoch [127][340/396] lr: 1.537e-01, eta: 1 day, 1:34:21, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4430, top5_acc: 0.7112, loss_cls: 2.3035, loss: 2.3035, grad_norm: 1.6685, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6187, loss/aux0: 1.6187 2020-10-19 19:07:53,417 - mmaction - INFO - Epoch [127][360/396] lr: 1.537e-01, eta: 1 day, 1:33:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7286, loss_cls: 2.2079, loss: 2.2079, grad_norm: 1.6623, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6380, loss/aux0: 1.6380 2020-10-19 19:07:54,365 - mmaction - INFO - Epoch [127][360/396] lr: 1.537e-01, eta: 1 day, 1:33:46, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7286, loss_cls: 2.2079, loss: 2.2079, grad_norm: 1.6660, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6270, loss/aux0: 1.6270 2020-10-19 19:08:30,852 - mmaction - INFO - Epoch [127][380/396] lr: 1.537e-01, eta: 1 day, 1:32:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7294, loss_cls: 2.2538, loss: 2.2538, grad_norm: 1.6463, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6587, loss/aux0: 1.6587 2020-10-19 19:08:31,815 - mmaction - INFO - Epoch [127][380/396] lr: 1.537e-01, eta: 1 day, 1:33:12, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7294, loss_cls: 2.2538, loss: 2.2538, grad_norm: 1.6289, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6587, loss/aux0: 1.6587 2020-10-19 19:12:51,945 - mmaction - INFO - Epoch [128][20/396] lr: 1.518e-01, eta: 1 day, 1:31:20, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4701, top5_acc: 0.7289, loss_cls: 2.2214, loss: 2.2214, grad_norm: 1.6879, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5935, loss/aux0: 1.5935 2020-10-19 19:12:52,897 - mmaction - INFO - Epoch [128][20/396] lr: 1.518e-01, eta: 1 day, 1:31:39, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4701, top5_acc: 0.7289, loss_cls: 2.2214, loss: 2.2214, grad_norm: 1.6931, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5981, loss/aux0: 1.5981 2020-10-19 19:13:29,298 - mmaction - INFO - Epoch [128][40/396] lr: 1.518e-01, eta: 1 day, 1:30:45, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4680, top5_acc: 0.7352, loss_cls: 2.2009, loss: 2.2009, grad_norm: 1.6644, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5949, loss/aux0: 1.5949 2020-10-19 19:13:30,255 - mmaction - INFO - Epoch [128][40/396] lr: 1.518e-01, eta: 1 day, 1:31:04, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.4680, top5_acc: 0.7352, loss_cls: 2.2009, loss: 2.2009, grad_norm: 1.6720, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5958, loss/aux0: 1.5958 2020-10-19 19:14:06,981 - mmaction - INFO - Epoch [128][60/396] lr: 1.518e-01, eta: 1 day, 1:30:11, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4461, top5_acc: 0.7117, loss_cls: 2.2895, loss: 2.2895, grad_norm: 1.6618, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6430, loss/aux0: 1.6430 2020-10-19 19:14:07,924 - mmaction - INFO - Epoch [128][60/396] lr: 1.518e-01, eta: 1 day, 1:30:30, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4461, top5_acc: 0.7117, loss_cls: 2.2895, loss: 2.2895, grad_norm: 1.6640, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6307, loss/aux0: 1.6307 2020-10-19 19:14:44,463 - mmaction - INFO - Epoch [128][80/396] lr: 1.518e-01, eta: 1 day, 1:29:36, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4539, top5_acc: 0.7107, loss_cls: 2.2535, loss: 2.2535, grad_norm: 1.6628, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6416, loss/aux0: 1.6416 2020-10-19 19:14:45,419 - mmaction - INFO - Epoch [128][80/396] lr: 1.518e-01, eta: 1 day, 1:29:55, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4539, top5_acc: 0.7107, loss_cls: 2.2535, loss: 2.2535, grad_norm: 1.6680, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.6577, loss/aux0: 1.6577 2020-10-19 19:15:21,909 - mmaction - INFO - Epoch [128][100/396] lr: 1.518e-01, eta: 1 day, 1:29:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4563, top5_acc: 0.7130, loss_cls: 2.2624, loss: 2.2624, grad_norm: 1.6723, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6601, loss/aux0: 1.6601 2020-10-19 19:15:22,933 - mmaction - INFO - Epoch [128][100/396] lr: 1.518e-01, eta: 1 day, 1:29:21, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4563, top5_acc: 0.7130, loss_cls: 2.2624, loss: 2.2624, grad_norm: 1.6699, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6484, loss/aux0: 1.6484 2020-10-19 19:15:59,392 - mmaction - INFO - Epoch [128][120/396] lr: 1.518e-01, eta: 1 day, 1:28:27, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7190, loss_cls: 2.2349, loss: 2.2349, grad_norm: 1.6547, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6363, loss/aux0: 1.6363 2020-10-19 19:16:00,351 - mmaction - INFO - Epoch [128][120/396] lr: 1.518e-01, eta: 1 day, 1:28:46, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7190, loss_cls: 2.2349, loss: 2.2349, grad_norm: 1.6543, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6378, loss/aux0: 1.6378 2020-10-19 19:16:36,999 - mmaction - INFO - Epoch [128][140/396] lr: 1.518e-01, eta: 1 day, 1:27:53, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4625, top5_acc: 0.7216, loss_cls: 2.2085, loss: 2.2085, grad_norm: 1.6611, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6642, loss/aux0: 1.6642 2020-10-19 19:16:37,949 - mmaction - INFO - Epoch [128][140/396] lr: 1.518e-01, eta: 1 day, 1:28:12, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4625, top5_acc: 0.7216, loss_cls: 2.2085, loss: 2.2085, grad_norm: 1.6683, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6695, loss/aux0: 1.6695 2020-10-19 19:17:14,465 - mmaction - INFO - Epoch [128][160/396] lr: 1.518e-01, eta: 1 day, 1:27:19, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7102, loss_cls: 2.2812, loss: 2.2812, grad_norm: 1.6810, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.6150, loss/aux0: 1.6150 2020-10-19 19:17:15,476 - mmaction - INFO - Epoch [128][160/396] lr: 1.518e-01, eta: 1 day, 1:27:38, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7102, loss_cls: 2.2812, loss: 2.2812, grad_norm: 1.6753, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6049, loss/aux0: 1.6049 2020-10-19 19:17:52,085 - mmaction - INFO - Epoch [128][180/396] lr: 1.518e-01, eta: 1 day, 1:26:44, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4581, top5_acc: 0.7177, loss_cls: 2.2679, loss: 2.2679, grad_norm: 1.7134, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6063, loss/aux0: 1.6063 2020-10-19 19:17:53,047 - mmaction - INFO - Epoch [128][180/396] lr: 1.518e-01, eta: 1 day, 1:27:03, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4581, top5_acc: 0.7177, loss_cls: 2.2679, loss: 2.2679, grad_norm: 1.7224, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6223, loss/aux0: 1.6223 2020-10-19 19:18:29,592 - mmaction - INFO - Epoch [128][200/396] lr: 1.518e-01, eta: 1 day, 1:26:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7063, loss_cls: 2.2815, loss: 2.2815, grad_norm: 1.7061, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6728, loss/aux0: 1.6728 2020-10-19 19:18:30,548 - mmaction - INFO - Epoch [128][200/396] lr: 1.518e-01, eta: 1 day, 1:26:29, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7063, loss_cls: 2.2815, loss: 2.2815, grad_norm: 1.7006, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6718, loss/aux0: 1.6718 2020-10-19 19:19:07,128 - mmaction - INFO - Epoch [128][220/396] lr: 1.518e-01, eta: 1 day, 1:25:35, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4693, top5_acc: 0.7279, loss_cls: 2.2086, loss: 2.2086, grad_norm: 1.6583, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6562, loss/aux0: 1.6562 2020-10-19 19:19:08,077 - mmaction - INFO - Epoch [128][220/396] lr: 1.518e-01, eta: 1 day, 1:25:54, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4693, top5_acc: 0.7279, loss_cls: 2.2086, loss: 2.2086, grad_norm: 1.6575, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6530, loss/aux0: 1.6530 2020-10-19 19:19:44,618 - mmaction - INFO - Epoch [128][240/396] lr: 1.518e-01, eta: 1 day, 1:25:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7122, loss_cls: 2.2699, loss: 2.2699, grad_norm: 1.6478, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6299, loss/aux0: 1.6299 2020-10-19 19:19:45,559 - mmaction - INFO - Epoch [128][240/396] lr: 1.518e-01, eta: 1 day, 1:25:20, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7122, loss_cls: 2.2699, loss: 2.2699, grad_norm: 1.6521, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6252, loss/aux0: 1.6252 2020-10-19 19:20:22,125 - mmaction - INFO - Epoch [128][260/396] lr: 1.518e-01, eta: 1 day, 1:24:26, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7120, loss_cls: 2.3003, loss: 2.3003, grad_norm: 1.6264, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6189, loss/aux0: 1.6189 2020-10-19 19:20:23,085 - mmaction - INFO - Epoch [128][260/396] lr: 1.518e-01, eta: 1 day, 1:24:45, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7120, loss_cls: 2.3003, loss: 2.3003, grad_norm: 1.6259, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6057, loss/aux0: 1.6057 2020-10-19 19:20:59,622 - mmaction - INFO - Epoch [128][280/396] lr: 1.518e-01, eta: 1 day, 1:23:52, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4714, top5_acc: 0.7284, loss_cls: 2.2094, loss: 2.2094, grad_norm: 1.6801, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6118, loss/aux0: 1.6118 2020-10-19 19:21:00,578 - mmaction - INFO - Epoch [128][280/396] lr: 1.518e-01, eta: 1 day, 1:24:11, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4714, top5_acc: 0.7284, loss_cls: 2.2094, loss: 2.2094, grad_norm: 1.6900, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6181, loss/aux0: 1.6181 2020-10-19 19:21:37,067 - mmaction - INFO - Epoch [128][300/396] lr: 1.518e-01, eta: 1 day, 1:23:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4482, top5_acc: 0.7107, loss_cls: 2.2906, loss: 2.2906, grad_norm: 1.6932, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6850, loss/aux0: 1.6850 2020-10-19 19:21:38,081 - mmaction - INFO - Epoch [128][300/396] lr: 1.518e-01, eta: 1 day, 1:23:36, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4482, top5_acc: 0.7107, loss_cls: 2.2906, loss: 2.2906, grad_norm: 1.6885, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6877, loss/aux0: 1.6877 2020-10-19 19:22:14,725 - mmaction - INFO - Epoch [128][320/396] lr: 1.518e-01, eta: 1 day, 1:22:43, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4529, top5_acc: 0.7073, loss_cls: 2.2802, loss: 2.2802, grad_norm: 1.6254, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6299, loss/aux0: 1.6299 2020-10-19 19:22:15,672 - mmaction - INFO - Epoch [128][320/396] lr: 1.518e-01, eta: 1 day, 1:23:02, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4529, top5_acc: 0.7073, loss_cls: 2.2802, loss: 2.2802, grad_norm: 1.6369, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6475, loss/aux0: 1.6475 2020-10-19 19:22:52,135 - mmaction - INFO - Epoch [128][340/396] lr: 1.518e-01, eta: 1 day, 1:22:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7221, loss_cls: 2.2441, loss: 2.2441, grad_norm: 1.6245, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6530, loss/aux0: 1.6530 2020-10-19 19:22:53,127 - mmaction - INFO - Epoch [128][340/396] lr: 1.518e-01, eta: 1 day, 1:22:27, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7221, loss_cls: 2.2441, loss: 2.2441, grad_norm: 1.6291, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6373, loss/aux0: 1.6373 2020-10-19 19:23:29,693 - mmaction - INFO - Epoch [128][360/396] lr: 1.518e-01, eta: 1 day, 1:21:34, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4526, top5_acc: 0.7081, loss_cls: 2.2880, loss: 2.2880, grad_norm: 1.6270, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7143, loss/aux0: 1.7143 2020-10-19 19:23:30,639 - mmaction - INFO - Epoch [128][360/396] lr: 1.518e-01, eta: 1 day, 1:21:53, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4526, top5_acc: 0.7081, loss_cls: 2.2880, loss: 2.2880, grad_norm: 1.6204, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7113, loss/aux0: 1.7113 2020-10-19 19:24:07,017 - mmaction - INFO - Epoch [128][380/396] lr: 1.518e-01, eta: 1 day, 1:21:00, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4469, top5_acc: 0.7224, loss_cls: 2.2718, loss: 2.2718, grad_norm: 1.6651, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6374, loss/aux0: 1.6374 2020-10-19 19:24:08,037 - mmaction - INFO - Epoch [128][380/396] lr: 1.518e-01, eta: 1 day, 1:21:18, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4469, top5_acc: 0.7224, loss_cls: 2.2718, loss: 2.2718, grad_norm: 1.6648, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6537, loss/aux0: 1.6537 2020-10-19 19:24:39,541 - mmaction - INFO - Saving checkpoint at 128 epochs 2020-10-19 19:26:20,621 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 19:26:20,759 - mmaction - INFO - top1_acc 0.5622 top5_acc 0.8183 2020-10-19 19:26:20,759 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 19:26:20,795 - mmaction - INFO - mean_acc 0.5625 2020-10-19 19:26:20,796 - mmaction - INFO - Now best checkpoint is epoch_128.pth 2020-10-19 19:26:20,803 - mmaction - INFO - Epoch(val) [128][396] top1_acc: 0.5622, top5_acc: 0.8183, mean_class_accuracy: 0.5625 2020-10-19 19:30:08,594 - mmaction - INFO - Epoch [129][20/396] lr: 1.500e-01, eta: 1 day, 1:19:27, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4508, top5_acc: 0.7164, loss_cls: 2.2800, loss: 2.2800, grad_norm: 1.7122, top1_acc/aux0: 0.6028, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5706, loss/aux0: 1.5706 2020-10-19 19:30:09,532 - mmaction - INFO - Epoch [129][20/396] lr: 1.500e-01, eta: 1 day, 1:19:46, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4508, top5_acc: 0.7164, loss_cls: 2.2800, loss: 2.2800, grad_norm: 1.7067, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5739, loss/aux0: 1.5739 2020-10-19 19:30:46,064 - mmaction - INFO - Epoch [129][40/396] lr: 1.500e-01, eta: 1 day, 1:18:53, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4701, top5_acc: 0.7117, loss_cls: 2.2604, loss: 2.2604, grad_norm: 1.6348, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6455, loss/aux0: 1.6455 2020-10-19 19:30:47,028 - mmaction - INFO - Epoch [129][40/396] lr: 1.500e-01, eta: 1 day, 1:19:12, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4701, top5_acc: 0.7117, loss_cls: 2.2604, loss: 2.2604, grad_norm: 1.6415, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6538, loss/aux0: 1.6538 2020-10-19 19:31:23,570 - mmaction - INFO - Epoch [129][60/396] lr: 1.500e-01, eta: 1 day, 1:18:18, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7057, loss_cls: 2.3050, loss: 2.3050, grad_norm: 1.6753, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6696, loss/aux0: 1.6696 2020-10-19 19:31:24,534 - mmaction - INFO - Epoch [129][60/396] lr: 1.500e-01, eta: 1 day, 1:18:37, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7057, loss_cls: 2.3050, loss: 2.3050, grad_norm: 1.6767, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6529, loss/aux0: 1.6529 2020-10-19 19:32:01,168 - mmaction - INFO - Epoch [129][80/396] lr: 1.500e-01, eta: 1 day, 1:17:44, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7135, loss_cls: 2.2435, loss: 2.2435, grad_norm: 1.6853, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6252, loss/aux0: 1.6252 2020-10-19 19:32:02,134 - mmaction - INFO - Epoch [129][80/396] lr: 1.500e-01, eta: 1 day, 1:18:03, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7135, loss_cls: 2.2435, loss: 2.2435, grad_norm: 1.6869, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6324, loss/aux0: 1.6324 2020-10-19 19:32:38,635 - mmaction - INFO - Epoch [129][100/396] lr: 1.500e-01, eta: 1 day, 1:17:10, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7229, loss_cls: 2.2194, loss: 2.2194, grad_norm: 1.7041, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.6000, loss/aux0: 1.6000 2020-10-19 19:32:39,606 - mmaction - INFO - Epoch [129][100/396] lr: 1.500e-01, eta: 1 day, 1:17:28, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7229, loss_cls: 2.2194, loss: 2.2194, grad_norm: 1.7066, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5987, loss/aux0: 1.5987 2020-10-19 19:33:16,193 - mmaction - INFO - Epoch [129][120/396] lr: 1.500e-01, eta: 1 day, 1:16:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7109, loss_cls: 2.2692, loss: 2.2692, grad_norm: 1.6617, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6269, loss/aux0: 1.6269 2020-10-19 19:33:17,152 - mmaction - INFO - Epoch [129][120/396] lr: 1.500e-01, eta: 1 day, 1:16:54, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7109, loss_cls: 2.2692, loss: 2.2692, grad_norm: 1.6695, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6405, loss/aux0: 1.6405 2020-10-19 19:33:53,762 - mmaction - INFO - Epoch [129][140/396] lr: 1.500e-01, eta: 1 day, 1:16:01, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4685, top5_acc: 0.7260, loss_cls: 2.2294, loss: 2.2294, grad_norm: 1.6485, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6285, loss/aux0: 1.6285 2020-10-19 19:33:54,722 - mmaction - INFO - Epoch [129][140/396] lr: 1.500e-01, eta: 1 day, 1:16:19, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4685, top5_acc: 0.7260, loss_cls: 2.2294, loss: 2.2294, grad_norm: 1.6613, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6163, loss/aux0: 1.6163 2020-10-19 19:34:31,234 - mmaction - INFO - Epoch [129][160/396] lr: 1.500e-01, eta: 1 day, 1:15:26, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4549, top5_acc: 0.7180, loss_cls: 2.2457, loss: 2.2457, grad_norm: 1.6582, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6482, loss/aux0: 1.6482 2020-10-19 19:34:32,174 - mmaction - INFO - Epoch [129][160/396] lr: 1.500e-01, eta: 1 day, 1:15:45, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4549, top5_acc: 0.7180, loss_cls: 2.2457, loss: 2.2457, grad_norm: 1.6535, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6394, loss/aux0: 1.6394 2020-10-19 19:35:08,682 - mmaction - INFO - Epoch [129][180/396] lr: 1.500e-01, eta: 1 day, 1:14:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4680, top5_acc: 0.7211, loss_cls: 2.2264, loss: 2.2264, grad_norm: 1.6980, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6269, loss/aux0: 1.6269 2020-10-19 19:35:09,629 - mmaction - INFO - Epoch [129][180/396] lr: 1.500e-01, eta: 1 day, 1:15:10, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4680, top5_acc: 0.7211, loss_cls: 2.2264, loss: 2.2264, grad_norm: 1.6927, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6348, loss/aux0: 1.6348 2020-10-19 19:35:46,167 - mmaction - INFO - Epoch [129][200/396] lr: 1.500e-01, eta: 1 day, 1:14:17, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4719, top5_acc: 0.7299, loss_cls: 2.1916, loss: 2.1916, grad_norm: 1.6986, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6374, loss/aux0: 1.6374 2020-10-19 19:35:47,124 - mmaction - INFO - Epoch [129][200/396] lr: 1.500e-01, eta: 1 day, 1:14:36, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4719, top5_acc: 0.7299, loss_cls: 2.1916, loss: 2.1916, grad_norm: 1.6898, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6451, loss/aux0: 1.6451 2020-10-19 19:36:23,671 - mmaction - INFO - Epoch [129][220/396] lr: 1.500e-01, eta: 1 day, 1:13:43, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4607, top5_acc: 0.7156, loss_cls: 2.2478, loss: 2.2478, grad_norm: 1.6708, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7219, loss/aux0: 1.7219 2020-10-19 19:36:24,639 - mmaction - INFO - Epoch [129][220/396] lr: 1.500e-01, eta: 1 day, 1:14:01, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4607, top5_acc: 0.7156, loss_cls: 2.2478, loss: 2.2478, grad_norm: 1.6754, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7304, loss/aux0: 1.7304 2020-10-19 19:37:01,188 - mmaction - INFO - Epoch [129][240/396] lr: 1.500e-01, eta: 1 day, 1:13:08, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4568, top5_acc: 0.7167, loss_cls: 2.2590, loss: 2.2590, grad_norm: 1.6905, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6391, loss/aux0: 1.6391 2020-10-19 19:37:02,127 - mmaction - INFO - Epoch [129][240/396] lr: 1.500e-01, eta: 1 day, 1:13:27, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4568, top5_acc: 0.7167, loss_cls: 2.2590, loss: 2.2590, grad_norm: 1.6896, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6178, loss/aux0: 1.6178 2020-10-19 19:37:38,584 - mmaction - INFO - Epoch [129][260/396] lr: 1.500e-01, eta: 1 day, 1:12:33, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4542, top5_acc: 0.7102, loss_cls: 2.2695, loss: 2.2695, grad_norm: 1.6515, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6474, loss/aux0: 1.6474 2020-10-19 19:37:39,599 - mmaction - INFO - Epoch [129][260/396] lr: 1.500e-01, eta: 1 day, 1:12:52, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4542, top5_acc: 0.7102, loss_cls: 2.2695, loss: 2.2695, grad_norm: 1.6426, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6494, loss/aux0: 1.6494 2020-10-19 19:38:16,053 - mmaction - INFO - Epoch [129][280/396] lr: 1.500e-01, eta: 1 day, 1:11:59, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7068, loss_cls: 2.2966, loss: 2.2966, grad_norm: 1.6736, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6704, loss/aux0: 1.6704 2020-10-19 19:38:17,004 - mmaction - INFO - Epoch [129][280/396] lr: 1.500e-01, eta: 1 day, 1:12:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7068, loss_cls: 2.2966, loss: 2.2966, grad_norm: 1.6619, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6729, loss/aux0: 1.6729 2020-10-19 19:38:53,580 - mmaction - INFO - Epoch [129][300/396] lr: 1.500e-01, eta: 1 day, 1:11:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7174, loss_cls: 2.2560, loss: 2.2560, grad_norm: 1.6467, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6534, loss/aux0: 1.6534 2020-10-19 19:38:54,524 - mmaction - INFO - Epoch [129][300/396] lr: 1.500e-01, eta: 1 day, 1:11:43, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4516, top5_acc: 0.7174, loss_cls: 2.2560, loss: 2.2560, grad_norm: 1.6447, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6600, loss/aux0: 1.6600 2020-10-19 19:39:31,076 - mmaction - INFO - Epoch [129][320/396] lr: 1.500e-01, eta: 1 day, 1:10:50, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4706, top5_acc: 0.7172, loss_cls: 2.2441, loss: 2.2441, grad_norm: 1.6760, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5896, loss/aux0: 1.5896 2020-10-19 19:39:32,018 - mmaction - INFO - Epoch [129][320/396] lr: 1.500e-01, eta: 1 day, 1:11:08, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4706, top5_acc: 0.7172, loss_cls: 2.2441, loss: 2.2441, grad_norm: 1.6796, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5906, loss/aux0: 1.5906 2020-10-19 19:40:08,561 - mmaction - INFO - Epoch [129][340/396] lr: 1.500e-01, eta: 1 day, 1:10:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4688, top5_acc: 0.7138, loss_cls: 2.2592, loss: 2.2592, grad_norm: 1.6658, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6244, loss/aux0: 1.6244 2020-10-19 19:40:09,523 - mmaction - INFO - Epoch [129][340/396] lr: 1.500e-01, eta: 1 day, 1:10:34, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4688, top5_acc: 0.7138, loss_cls: 2.2592, loss: 2.2592, grad_norm: 1.6689, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6287, loss/aux0: 1.6287 2020-10-19 19:40:45,979 - mmaction - INFO - Epoch [129][360/396] lr: 1.500e-01, eta: 1 day, 1:09:41, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4471, top5_acc: 0.7125, loss_cls: 2.2790, loss: 2.2790, grad_norm: 1.6615, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6682, loss/aux0: 1.6682 2020-10-19 19:40:46,937 - mmaction - INFO - Epoch [129][360/396] lr: 1.500e-01, eta: 1 day, 1:09:59, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4471, top5_acc: 0.7125, loss_cls: 2.2790, loss: 2.2790, grad_norm: 1.6669, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6543, loss/aux0: 1.6543 2020-10-19 19:41:23,285 - mmaction - INFO - Epoch [129][380/396] lr: 1.500e-01, eta: 1 day, 1:09:06, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7247, loss_cls: 2.2408, loss: 2.2408, grad_norm: 1.7552, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6375, loss/aux0: 1.6375 2020-10-19 19:41:24,258 - mmaction - INFO - Epoch [129][380/396] lr: 1.500e-01, eta: 1 day, 1:09:25, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7247, loss_cls: 2.2408, loss: 2.2408, grad_norm: 1.7554, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6456, loss/aux0: 1.6456 2020-10-19 19:46:00,946 - mmaction - INFO - Epoch [130][20/396] lr: 1.482e-01, eta: 1 day, 1:07:34, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4716, top5_acc: 0.7219, loss_cls: 2.2138, loss: 2.2138, grad_norm: 1.6756, top1_acc/aux0: 0.5973, top5_acc/aux0: 0.8235, loss_cls/aux0: 1.6275, loss/aux0: 1.6275 2020-10-19 19:46:01,904 - mmaction - INFO - Epoch [130][20/396] lr: 1.482e-01, eta: 1 day, 1:07:53, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4716, top5_acc: 0.7219, loss_cls: 2.2138, loss: 2.2138, grad_norm: 1.6720, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6286, loss/aux0: 1.6286 2020-10-19 19:46:38,334 - mmaction - INFO - Epoch [130][40/396] lr: 1.482e-01, eta: 1 day, 1:07:00, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7148, loss_cls: 2.2671, loss: 2.2671, grad_norm: 1.6525, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6228, loss/aux0: 1.6228 2020-10-19 19:46:39,290 - mmaction - INFO - Epoch [130][40/396] lr: 1.482e-01, eta: 1 day, 1:07:18, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7148, loss_cls: 2.2671, loss: 2.2671, grad_norm: 1.6536, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6314, loss/aux0: 1.6314 2020-10-19 19:47:16,027 - mmaction - INFO - Epoch [130][60/396] lr: 1.482e-01, eta: 1 day, 1:06:25, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4716, top5_acc: 0.7273, loss_cls: 2.2118, loss: 2.2118, grad_norm: 1.6716, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.6868, loss/aux0: 1.6868 2020-10-19 19:47:17,001 - mmaction - INFO - Epoch [130][60/396] lr: 1.482e-01, eta: 1 day, 1:06:44, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4716, top5_acc: 0.7273, loss_cls: 2.2118, loss: 2.2118, grad_norm: 1.6698, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.6676, loss/aux0: 1.6676 2020-10-19 19:47:53,565 - mmaction - INFO - Epoch [130][80/396] lr: 1.482e-01, eta: 1 day, 1:05:51, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7211, loss_cls: 2.2206, loss: 2.2206, grad_norm: 1.6900, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6187, loss/aux0: 1.6187 2020-10-19 19:47:54,530 - mmaction - INFO - Epoch [130][80/396] lr: 1.482e-01, eta: 1 day, 1:06:09, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7211, loss_cls: 2.2206, loss: 2.2206, grad_norm: 1.6777, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6292, loss/aux0: 1.6292 2020-10-19 19:48:31,226 - mmaction - INFO - Epoch [130][100/396] lr: 1.482e-01, eta: 1 day, 1:05:16, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4721, top5_acc: 0.7263, loss_cls: 2.1693, loss: 2.1693, grad_norm: 1.7029, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6196, loss/aux0: 1.6196 2020-10-19 19:48:32,179 - mmaction - INFO - Epoch [130][100/396] lr: 1.482e-01, eta: 1 day, 1:05:35, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4721, top5_acc: 0.7263, loss_cls: 2.1693, loss: 2.1693, grad_norm: 1.7017, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6280, loss/aux0: 1.6280 2020-10-19 19:49:08,770 - mmaction - INFO - Epoch [130][120/396] lr: 1.482e-01, eta: 1 day, 1:04:42, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4576, top5_acc: 0.7214, loss_cls: 2.1979, loss: 2.1979, grad_norm: 1.7175, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6172, loss/aux0: 1.6172 2020-10-19 19:49:09,766 - mmaction - INFO - Epoch [130][120/396] lr: 1.482e-01, eta: 1 day, 1:05:00, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4576, top5_acc: 0.7214, loss_cls: 2.1979, loss: 2.1979, grad_norm: 1.7043, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5904, loss/aux0: 1.5904 2020-10-19 19:49:46,463 - mmaction - INFO - Epoch [130][140/396] lr: 1.482e-01, eta: 1 day, 1:04:07, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7214, loss_cls: 2.2103, loss: 2.2103, grad_norm: 1.6815, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6287, loss/aux0: 1.6287 2020-10-19 19:49:47,421 - mmaction - INFO - Epoch [130][140/396] lr: 1.482e-01, eta: 1 day, 1:04:26, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7214, loss_cls: 2.2103, loss: 2.2103, grad_norm: 1.6806, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6503, loss/aux0: 1.6503 2020-10-19 19:50:23,999 - mmaction - INFO - Epoch [130][160/396] lr: 1.482e-01, eta: 1 day, 1:03:33, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7164, loss_cls: 2.2499, loss: 2.2499, grad_norm: 1.6595, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6214, loss/aux0: 1.6214 2020-10-19 19:50:24,948 - mmaction - INFO - Epoch [130][160/396] lr: 1.482e-01, eta: 1 day, 1:03:51, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7164, loss_cls: 2.2499, loss: 2.2499, grad_norm: 1.6702, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6391, loss/aux0: 1.6391 2020-10-19 19:51:01,461 - mmaction - INFO - Epoch [130][180/396] lr: 1.482e-01, eta: 1 day, 1:02:59, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4661, top5_acc: 0.7211, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.6933, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6438, loss/aux0: 1.6438 2020-10-19 19:51:02,417 - mmaction - INFO - Epoch [130][180/396] lr: 1.482e-01, eta: 1 day, 1:03:17, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4661, top5_acc: 0.7211, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.6890, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6203, loss/aux0: 1.6203 2020-10-19 19:51:38,950 - mmaction - INFO - Epoch [130][200/396] lr: 1.482e-01, eta: 1 day, 1:02:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4612, top5_acc: 0.7081, loss_cls: 2.2716, loss: 2.2716, grad_norm: 1.6697, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.6876, loss/aux0: 1.6876 2020-10-19 19:51:39,926 - mmaction - INFO - Epoch [130][200/396] lr: 1.482e-01, eta: 1 day, 1:02:42, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4612, top5_acc: 0.7081, loss_cls: 2.2716, loss: 2.2716, grad_norm: 1.6686, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.6849, loss/aux0: 1.6849 2020-10-19 19:52:16,506 - mmaction - INFO - Epoch [130][220/396] lr: 1.482e-01, eta: 1 day, 1:01:50, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4654, top5_acc: 0.7323, loss_cls: 2.2121, loss: 2.2121, grad_norm: 1.6697, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5666, loss/aux0: 1.5666 2020-10-19 19:52:17,458 - mmaction - INFO - Epoch [130][220/396] lr: 1.482e-01, eta: 1 day, 1:02:08, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4654, top5_acc: 0.7323, loss_cls: 2.2121, loss: 2.2121, grad_norm: 1.6639, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5506, loss/aux0: 1.5506 2020-10-19 19:52:53,978 - mmaction - INFO - Epoch [130][240/396] lr: 1.482e-01, eta: 1 day, 1:01:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4690, top5_acc: 0.7260, loss_cls: 2.2476, loss: 2.2476, grad_norm: 1.6664, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6356, loss/aux0: 1.6356 2020-10-19 19:52:54,981 - mmaction - INFO - Epoch [130][240/396] lr: 1.482e-01, eta: 1 day, 1:01:33, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4690, top5_acc: 0.7260, loss_cls: 2.2476, loss: 2.2476, grad_norm: 1.6599, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6569, loss/aux0: 1.6569 2020-10-19 19:53:31,542 - mmaction - INFO - Epoch [130][260/396] lr: 1.482e-01, eta: 1 day, 1:00:41, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4602, top5_acc: 0.7094, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.6449, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6481, loss/aux0: 1.6481 2020-10-19 19:53:32,494 - mmaction - INFO - Epoch [130][260/396] lr: 1.482e-01, eta: 1 day, 1:00:59, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4602, top5_acc: 0.7094, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.6453, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6475, loss/aux0: 1.6475 2020-10-19 19:54:08,984 - mmaction - INFO - Epoch [130][280/396] lr: 1.482e-01, eta: 1 day, 1:00:06, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4508, top5_acc: 0.7154, loss_cls: 2.2492, loss: 2.2492, grad_norm: 1.6907, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6680, loss/aux0: 1.6680 2020-10-19 19:54:09,947 - mmaction - INFO - Epoch [130][280/396] lr: 1.482e-01, eta: 1 day, 1:00:24, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4508, top5_acc: 0.7154, loss_cls: 2.2492, loss: 2.2492, grad_norm: 1.6837, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.6635, loss/aux0: 1.6635 2020-10-19 19:54:46,417 - mmaction - INFO - Epoch [130][300/396] lr: 1.482e-01, eta: 1 day, 0:59:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7237, loss_cls: 2.2391, loss: 2.2391, grad_norm: 1.6462, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6178, loss/aux0: 1.6178 2020-10-19 19:54:47,432 - mmaction - INFO - Epoch [130][300/396] lr: 1.482e-01, eta: 1 day, 0:59:50, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7237, loss_cls: 2.2391, loss: 2.2391, grad_norm: 1.6400, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6116, loss/aux0: 1.6116 2020-10-19 19:55:23,951 - mmaction - INFO - Epoch [130][320/396] lr: 1.482e-01, eta: 1 day, 0:58:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4555, top5_acc: 0.7180, loss_cls: 2.2729, loss: 2.2729, grad_norm: 1.7294, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6227, loss/aux0: 1.6227 2020-10-19 19:55:24,910 - mmaction - INFO - Epoch [130][320/396] lr: 1.482e-01, eta: 1 day, 0:59:15, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4555, top5_acc: 0.7180, loss_cls: 2.2729, loss: 2.2729, grad_norm: 1.7354, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.6317, loss/aux0: 1.6317 2020-10-19 19:56:01,569 - mmaction - INFO - Epoch [130][340/396] lr: 1.482e-01, eta: 1 day, 0:58:23, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4451, top5_acc: 0.7026, loss_cls: 2.3431, loss: 2.3431, grad_norm: 1.6471, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6765, loss/aux0: 1.6765 2020-10-19 19:56:02,520 - mmaction - INFO - Epoch [130][340/396] lr: 1.482e-01, eta: 1 day, 0:58:41, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4451, top5_acc: 0.7026, loss_cls: 2.3431, loss: 2.3431, grad_norm: 1.6546, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6709, loss/aux0: 1.6709 2020-10-19 19:56:39,016 - mmaction - INFO - Epoch [130][360/396] lr: 1.482e-01, eta: 1 day, 0:57:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7195, loss_cls: 2.2411, loss: 2.2411, grad_norm: 1.6196, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5641, loss/aux0: 1.5641 2020-10-19 19:56:39,975 - mmaction - INFO - Epoch [130][360/396] lr: 1.482e-01, eta: 1 day, 0:58:06, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7195, loss_cls: 2.2411, loss: 2.2411, grad_norm: 1.6163, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5707, loss/aux0: 1.5707 2020-10-19 19:57:16,561 - mmaction - INFO - Epoch [130][380/396] lr: 1.482e-01, eta: 1 day, 0:57:14, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4654, top5_acc: 0.7206, loss_cls: 2.2245, loss: 2.2245, grad_norm: 1.6762, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5927, loss/aux0: 1.5927 2020-10-19 19:57:17,516 - mmaction - INFO - Epoch [130][380/396] lr: 1.482e-01, eta: 1 day, 0:57:32, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4654, top5_acc: 0.7206, loss_cls: 2.2245, loss: 2.2245, grad_norm: 1.6907, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6012, loss/aux0: 1.6012 2020-10-19 20:01:38,431 - mmaction - INFO - Epoch [131][20/396] lr: 1.463e-01, eta: 1 day, 0:55:42, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4555, top5_acc: 0.7310, loss_cls: 2.2174, loss: 2.2174, grad_norm: 1.6732, top1_acc/aux0: 0.5981, top5_acc/aux0: 0.8246, loss_cls/aux0: 1.5946, loss/aux0: 1.5946 2020-10-19 20:01:39,371 - mmaction - INFO - Epoch [131][20/396] lr: 1.463e-01, eta: 1 day, 0:56:00, time: 0.930, data_time: 0.001, memory: 8462, top1_acc: 0.4555, top5_acc: 0.7310, loss_cls: 2.2174, loss: 2.2174, grad_norm: 1.6708, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6003, loss/aux0: 1.6003 2020-10-19 20:02:15,932 - mmaction - INFO - Epoch [131][40/396] lr: 1.463e-01, eta: 1 day, 0:55:08, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7089, loss_cls: 2.2495, loss: 2.2495, grad_norm: 1.6817, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6560, loss/aux0: 1.6560 2020-10-19 20:02:16,897 - mmaction - INFO - Epoch [131][40/396] lr: 1.463e-01, eta: 1 day, 0:55:26, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7089, loss_cls: 2.2495, loss: 2.2495, grad_norm: 1.6936, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6574, loss/aux0: 1.6574 2020-10-19 20:02:53,450 - mmaction - INFO - Epoch [131][60/396] lr: 1.463e-01, eta: 1 day, 0:54:33, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4727, top5_acc: 0.7229, loss_cls: 2.1965, loss: 2.1965, grad_norm: 1.6822, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5949, loss/aux0: 1.5949 2020-10-19 20:02:54,395 - mmaction - INFO - Epoch [131][60/396] lr: 1.463e-01, eta: 1 day, 0:54:51, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4727, top5_acc: 0.7229, loss_cls: 2.1965, loss: 2.1965, grad_norm: 1.6787, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5752, loss/aux0: 1.5752 2020-10-19 20:03:31,007 - mmaction - INFO - Epoch [131][80/396] lr: 1.463e-01, eta: 1 day, 0:53:59, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7172, loss_cls: 2.2446, loss: 2.2446, grad_norm: 1.6960, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6417, loss/aux0: 1.6417 2020-10-19 20:03:31,943 - mmaction - INFO - Epoch [131][80/396] lr: 1.463e-01, eta: 1 day, 0:54:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4523, top5_acc: 0.7172, loss_cls: 2.2446, loss: 2.2446, grad_norm: 1.6942, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.6494, loss/aux0: 1.6494 2020-10-19 20:04:08,449 - mmaction - INFO - Epoch [131][100/396] lr: 1.463e-01, eta: 1 day, 0:53:24, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4518, top5_acc: 0.7104, loss_cls: 2.2722, loss: 2.2722, grad_norm: 1.6833, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6271, loss/aux0: 1.6271 2020-10-19 20:04:09,406 - mmaction - INFO - Epoch [131][100/396] lr: 1.463e-01, eta: 1 day, 0:53:42, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4518, top5_acc: 0.7104, loss_cls: 2.2722, loss: 2.2722, grad_norm: 1.6782, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6313, loss/aux0: 1.6313 2020-10-19 20:04:46,110 - mmaction - INFO - Epoch [131][120/396] lr: 1.463e-01, eta: 1 day, 0:52:50, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4607, top5_acc: 0.7159, loss_cls: 2.2190, loss: 2.2190, grad_norm: 1.6760, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6113, loss/aux0: 1.6113 2020-10-19 20:04:47,108 - mmaction - INFO - Epoch [131][120/396] lr: 1.463e-01, eta: 1 day, 0:53:08, time: 0.948, data_time: 0.003, memory: 8462, top1_acc: 0.4607, top5_acc: 0.7159, loss_cls: 2.2190, loss: 2.2190, grad_norm: 1.6744, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5900, loss/aux0: 1.5900 2020-10-19 20:05:23,667 - mmaction - INFO - Epoch [131][140/396] lr: 1.463e-01, eta: 1 day, 0:52:15, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4557, top5_acc: 0.7112, loss_cls: 2.2733, loss: 2.2733, grad_norm: 1.6664, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5400, loss/aux0: 1.5400 2020-10-19 20:05:24,624 - mmaction - INFO - Epoch [131][140/396] lr: 1.463e-01, eta: 1 day, 0:52:33, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4557, top5_acc: 0.7112, loss_cls: 2.2733, loss: 2.2733, grad_norm: 1.6608, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5641, loss/aux0: 1.5641 2020-10-19 20:06:01,218 - mmaction - INFO - Epoch [131][160/396] lr: 1.463e-01, eta: 1 day, 0:51:41, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4745, top5_acc: 0.7245, loss_cls: 2.2176, loss: 2.2176, grad_norm: 1.6812, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.6127, loss/aux0: 1.6127 2020-10-19 20:06:02,146 - mmaction - INFO - Epoch [131][160/396] lr: 1.463e-01, eta: 1 day, 0:51:59, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4745, top5_acc: 0.7245, loss_cls: 2.2176, loss: 2.2176, grad_norm: 1.6787, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6107, loss/aux0: 1.6107 2020-10-19 20:06:38,755 - mmaction - INFO - Epoch [131][180/396] lr: 1.463e-01, eta: 1 day, 0:51:06, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7115, loss_cls: 2.2772, loss: 2.2772, grad_norm: 1.6907, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5975, loss/aux0: 1.5975 2020-10-19 20:06:39,709 - mmaction - INFO - Epoch [131][180/396] lr: 1.463e-01, eta: 1 day, 0:51:25, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7115, loss_cls: 2.2772, loss: 2.2772, grad_norm: 1.7002, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.6163, loss/aux0: 1.6163 2020-10-19 20:07:16,253 - mmaction - INFO - Epoch [131][200/396] lr: 1.463e-01, eta: 1 day, 0:50:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4549, top5_acc: 0.7083, loss_cls: 2.2757, loss: 2.2757, grad_norm: 1.7176, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6407, loss/aux0: 1.6407 2020-10-19 20:07:17,199 - mmaction - INFO - Epoch [131][200/396] lr: 1.463e-01, eta: 1 day, 0:50:50, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4549, top5_acc: 0.7083, loss_cls: 2.2757, loss: 2.2757, grad_norm: 1.7227, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6259, loss/aux0: 1.6259 2020-10-19 20:07:53,780 - mmaction - INFO - Epoch [131][220/396] lr: 1.463e-01, eta: 1 day, 0:49:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4633, top5_acc: 0.7281, loss_cls: 2.2032, loss: 2.2032, grad_norm: 1.6753, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6209, loss/aux0: 1.6209 2020-10-19 20:07:54,746 - mmaction - INFO - Epoch [131][220/396] lr: 1.463e-01, eta: 1 day, 0:50:15, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4633, top5_acc: 0.7281, loss_cls: 2.2032, loss: 2.2032, grad_norm: 1.6769, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6253, loss/aux0: 1.6253 2020-10-19 20:08:31,343 - mmaction - INFO - Epoch [131][240/396] lr: 1.463e-01, eta: 1 day, 0:49:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4570, top5_acc: 0.7193, loss_cls: 2.2647, loss: 2.2647, grad_norm: 1.6660, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.6245, loss/aux0: 1.6245 2020-10-19 20:08:32,292 - mmaction - INFO - Epoch [131][240/396] lr: 1.463e-01, eta: 1 day, 0:49:41, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4570, top5_acc: 0.7193, loss_cls: 2.2647, loss: 2.2647, grad_norm: 1.6578, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.6090, loss/aux0: 1.6090 2020-10-19 20:09:08,801 - mmaction - INFO - Epoch [131][260/396] lr: 1.463e-01, eta: 1 day, 0:48:48, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7185, loss_cls: 2.2674, loss: 2.2674, grad_norm: 1.6547, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5622, loss/aux0: 1.5622 2020-10-19 20:09:09,790 - mmaction - INFO - Epoch [131][260/396] lr: 1.463e-01, eta: 1 day, 0:49:06, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7185, loss_cls: 2.2674, loss: 2.2674, grad_norm: 1.6576, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5748, loss/aux0: 1.5748 2020-10-19 20:09:46,285 - mmaction - INFO - Epoch [131][280/396] lr: 1.463e-01, eta: 1 day, 0:48:13, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4690, top5_acc: 0.7224, loss_cls: 2.2051, loss: 2.2051, grad_norm: 1.6754, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6540, loss/aux0: 1.6540 2020-10-19 20:09:47,224 - mmaction - INFO - Epoch [131][280/396] lr: 1.463e-01, eta: 1 day, 0:48:31, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4690, top5_acc: 0.7224, loss_cls: 2.2051, loss: 2.2051, grad_norm: 1.6719, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6476, loss/aux0: 1.6476 2020-10-19 20:10:23,706 - mmaction - INFO - Epoch [131][300/396] lr: 1.463e-01, eta: 1 day, 0:47:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4799, top5_acc: 0.7331, loss_cls: 2.1666, loss: 2.1666, grad_norm: 1.7069, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6152, loss/aux0: 1.6152 2020-10-19 20:10:24,628 - mmaction - INFO - Epoch [131][300/396] lr: 1.463e-01, eta: 1 day, 0:47:57, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4799, top5_acc: 0.7331, loss_cls: 2.1666, loss: 2.1666, grad_norm: 1.6996, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6197, loss/aux0: 1.6197 2020-10-19 20:11:01,226 - mmaction - INFO - Epoch [131][320/396] lr: 1.463e-01, eta: 1 day, 0:47:04, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4638, top5_acc: 0.7253, loss_cls: 2.2450, loss: 2.2450, grad_norm: 1.6851, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6633, loss/aux0: 1.6633 2020-10-19 20:11:02,255 - mmaction - INFO - Epoch [131][320/396] lr: 1.463e-01, eta: 1 day, 0:47:22, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4638, top5_acc: 0.7253, loss_cls: 2.2450, loss: 2.2450, grad_norm: 1.6799, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6636, loss/aux0: 1.6636 2020-10-19 20:11:38,778 - mmaction - INFO - Epoch [131][340/396] lr: 1.463e-01, eta: 1 day, 0:46:30, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4617, top5_acc: 0.7195, loss_cls: 2.2363, loss: 2.2363, grad_norm: 1.6505, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6258, loss/aux0: 1.6258 2020-10-19 20:11:39,737 - mmaction - INFO - Epoch [131][340/396] lr: 1.463e-01, eta: 1 day, 0:46:48, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4617, top5_acc: 0.7195, loss_cls: 2.2363, loss: 2.2363, grad_norm: 1.6416, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.6158, loss/aux0: 1.6158 2020-10-19 20:12:16,223 - mmaction - INFO - Epoch [131][360/396] lr: 1.463e-01, eta: 1 day, 0:45:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4753, top5_acc: 0.7247, loss_cls: 2.2088, loss: 2.2088, grad_norm: 1.7499, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.6024, loss/aux0: 1.6024 2020-10-19 20:12:17,171 - mmaction - INFO - Epoch [131][360/396] lr: 1.463e-01, eta: 1 day, 0:46:13, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4753, top5_acc: 0.7247, loss_cls: 2.2088, loss: 2.2088, grad_norm: 1.7587, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.6189, loss/aux0: 1.6189 2020-10-19 20:12:53,689 - mmaction - INFO - Epoch [131][380/396] lr: 1.463e-01, eta: 1 day, 0:45:21, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4589, top5_acc: 0.7161, loss_cls: 2.2680, loss: 2.2680, grad_norm: 1.6699, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6051, loss/aux0: 1.6051 2020-10-19 20:12:54,663 - mmaction - INFO - Epoch [131][380/396] lr: 1.463e-01, eta: 1 day, 0:45:39, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4589, top5_acc: 0.7161, loss_cls: 2.2680, loss: 2.2680, grad_norm: 1.6761, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6027, loss/aux0: 1.6027 2020-10-19 20:17:17,345 - mmaction - INFO - Epoch [132][20/396] lr: 1.445e-01, eta: 1 day, 0:43:50, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7310, loss_cls: 2.1646, loss: 2.1646, grad_norm: 1.6651, top1_acc/aux0: 0.6066, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5902, loss/aux0: 1.5902 2020-10-19 20:17:18,306 - mmaction - INFO - Epoch [132][20/396] lr: 1.445e-01, eta: 1 day, 0:44:08, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7310, loss_cls: 2.1646, loss: 2.1646, grad_norm: 1.6776, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6020, loss/aux0: 1.6020 2020-10-19 20:17:54,607 - mmaction - INFO - Epoch [132][40/396] lr: 1.445e-01, eta: 1 day, 0:43:15, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7271, loss_cls: 2.1941, loss: 2.1941, grad_norm: 1.7102, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6686, loss/aux0: 1.6686 2020-10-19 20:17:55,556 - mmaction - INFO - Epoch [132][40/396] lr: 1.445e-01, eta: 1 day, 0:43:33, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7271, loss_cls: 2.1941, loss: 2.1941, grad_norm: 1.7157, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6640, loss/aux0: 1.6640 2020-10-19 20:18:32,080 - mmaction - INFO - Epoch [132][60/396] lr: 1.445e-01, eta: 1 day, 0:42:40, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4706, top5_acc: 0.7130, loss_cls: 2.2541, loss: 2.2541, grad_norm: 1.6893, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5820, loss/aux0: 1.5820 2020-10-19 20:18:33,032 - mmaction - INFO - Epoch [132][60/396] lr: 1.445e-01, eta: 1 day, 0:42:58, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4706, top5_acc: 0.7130, loss_cls: 2.2541, loss: 2.2541, grad_norm: 1.6830, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5772, loss/aux0: 1.5772 2020-10-19 20:19:09,613 - mmaction - INFO - Epoch [132][80/396] lr: 1.445e-01, eta: 1 day, 0:42:06, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4560, top5_acc: 0.7091, loss_cls: 2.2861, loss: 2.2861, grad_norm: 1.7032, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6450, loss/aux0: 1.6450 2020-10-19 20:19:10,563 - mmaction - INFO - Epoch [132][80/396] lr: 1.445e-01, eta: 1 day, 0:42:24, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4560, top5_acc: 0.7091, loss_cls: 2.2861, loss: 2.2861, grad_norm: 1.6987, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6491, loss/aux0: 1.6491 2020-10-19 20:19:47,170 - mmaction - INFO - Epoch [132][100/396] lr: 1.445e-01, eta: 1 day, 0:41:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7193, loss_cls: 2.2634, loss: 2.2634, grad_norm: 1.6531, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5557, loss/aux0: 1.5557 2020-10-19 20:19:48,150 - mmaction - INFO - Epoch [132][100/396] lr: 1.445e-01, eta: 1 day, 0:41:49, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7193, loss_cls: 2.2634, loss: 2.2634, grad_norm: 1.6500, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5494, loss/aux0: 1.5494 2020-10-19 20:20:24,738 - mmaction - INFO - Epoch [132][120/396] lr: 1.445e-01, eta: 1 day, 0:40:57, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4576, top5_acc: 0.7190, loss_cls: 2.2812, loss: 2.2812, grad_norm: 1.6738, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5872, loss/aux0: 1.5872 2020-10-19 20:20:25,762 - mmaction - INFO - Epoch [132][120/396] lr: 1.445e-01, eta: 1 day, 0:41:15, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4576, top5_acc: 0.7190, loss_cls: 2.2812, loss: 2.2812, grad_norm: 1.6693, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5876, loss/aux0: 1.5876 2020-10-19 20:21:02,409 - mmaction - INFO - Epoch [132][140/396] lr: 1.445e-01, eta: 1 day, 0:40:23, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7258, loss_cls: 2.2425, loss: 2.2425, grad_norm: 1.6383, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.5923, loss/aux0: 1.5923 2020-10-19 20:21:03,377 - mmaction - INFO - Epoch [132][140/396] lr: 1.445e-01, eta: 1 day, 0:40:40, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7258, loss_cls: 2.2425, loss: 2.2425, grad_norm: 1.6403, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.5839, loss/aux0: 1.5839 2020-10-19 20:21:40,007 - mmaction - INFO - Epoch [132][160/396] lr: 1.445e-01, eta: 1 day, 0:39:48, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7224, loss_cls: 2.2223, loss: 2.2223, grad_norm: 1.7219, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6293, loss/aux0: 1.6293 2020-10-19 20:21:40,971 - mmaction - INFO - Epoch [132][160/396] lr: 1.445e-01, eta: 1 day, 0:40:06, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7224, loss_cls: 2.2223, loss: 2.2223, grad_norm: 1.7134, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6390, loss/aux0: 1.6390 2020-10-19 20:22:17,582 - mmaction - INFO - Epoch [132][180/396] lr: 1.445e-01, eta: 1 day, 0:39:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4771, top5_acc: 0.7286, loss_cls: 2.1983, loss: 2.1983, grad_norm: 1.6670, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6195, loss/aux0: 1.6195 2020-10-19 20:22:18,516 - mmaction - INFO - Epoch [132][180/396] lr: 1.445e-01, eta: 1 day, 0:39:31, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4771, top5_acc: 0.7286, loss_cls: 2.1983, loss: 2.1983, grad_norm: 1.6651, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6219, loss/aux0: 1.6219 2020-10-19 20:22:54,984 - mmaction - INFO - Epoch [132][200/396] lr: 1.445e-01, eta: 1 day, 0:38:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4745, top5_acc: 0.7292, loss_cls: 2.1923, loss: 2.1923, grad_norm: 1.7172, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5873, loss/aux0: 1.5873 2020-10-19 20:22:55,987 - mmaction - INFO - Epoch [132][200/396] lr: 1.445e-01, eta: 1 day, 0:38:57, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4745, top5_acc: 0.7292, loss_cls: 2.1923, loss: 2.1923, grad_norm: 1.7129, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5900, loss/aux0: 1.5900 2020-10-19 20:23:32,561 - mmaction - INFO - Epoch [132][220/396] lr: 1.445e-01, eta: 1 day, 0:38:05, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7187, loss_cls: 2.2387, loss: 2.2387, grad_norm: 1.6699, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.6444, loss/aux0: 1.6444 2020-10-19 20:23:33,526 - mmaction - INFO - Epoch [132][220/396] lr: 1.445e-01, eta: 1 day, 0:38:22, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4565, top5_acc: 0.7187, loss_cls: 2.2387, loss: 2.2387, grad_norm: 1.6762, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.6446, loss/aux0: 1.6446 2020-10-19 20:24:10,115 - mmaction - INFO - Epoch [132][240/396] lr: 1.445e-01, eta: 1 day, 0:37:30, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7156, loss_cls: 2.2412, loss: 2.2412, grad_norm: 1.6949, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6078, loss/aux0: 1.6078 2020-10-19 20:24:11,054 - mmaction - INFO - Epoch [132][240/396] lr: 1.445e-01, eta: 1 day, 0:37:48, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7156, loss_cls: 2.2412, loss: 2.2412, grad_norm: 1.6966, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6019, loss/aux0: 1.6019 2020-10-19 20:24:47,588 - mmaction - INFO - Epoch [132][260/396] lr: 1.445e-01, eta: 1 day, 0:36:56, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4729, top5_acc: 0.7284, loss_cls: 2.1824, loss: 2.1824, grad_norm: 1.6963, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6575, loss/aux0: 1.6575 2020-10-19 20:24:48,546 - mmaction - INFO - Epoch [132][260/396] lr: 1.445e-01, eta: 1 day, 0:37:13, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4729, top5_acc: 0.7284, loss_cls: 2.1824, loss: 2.1824, grad_norm: 1.6952, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6526, loss/aux0: 1.6526 2020-10-19 20:25:25,112 - mmaction - INFO - Epoch [132][280/396] lr: 1.445e-01, eta: 1 day, 0:36:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4729, top5_acc: 0.7208, loss_cls: 2.2192, loss: 2.2192, grad_norm: 1.7200, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5733, loss/aux0: 1.5733 2020-10-19 20:25:26,097 - mmaction - INFO - Epoch [132][280/396] lr: 1.445e-01, eta: 1 day, 0:36:39, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4729, top5_acc: 0.7208, loss_cls: 2.2192, loss: 2.2192, grad_norm: 1.7146, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.5695, loss/aux0: 1.5695 2020-10-19 20:26:02,751 - mmaction - INFO - Epoch [132][300/396] lr: 1.445e-01, eta: 1 day, 0:35:46, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7135, loss_cls: 2.2525, loss: 2.2525, grad_norm: 1.7121, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5864, loss/aux0: 1.5864 2020-10-19 20:26:03,724 - mmaction - INFO - Epoch [132][300/396] lr: 1.445e-01, eta: 1 day, 0:36:04, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7135, loss_cls: 2.2525, loss: 2.2525, grad_norm: 1.7181, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.5857, loss/aux0: 1.5857 2020-10-19 20:26:40,308 - mmaction - INFO - Epoch [132][320/396] lr: 1.445e-01, eta: 1 day, 0:35:12, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4544, top5_acc: 0.7161, loss_cls: 2.2777, loss: 2.2777, grad_norm: 1.6729, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5483, loss/aux0: 1.5483 2020-10-19 20:26:41,269 - mmaction - INFO - Epoch [132][320/396] lr: 1.445e-01, eta: 1 day, 0:35:30, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4544, top5_acc: 0.7161, loss_cls: 2.2777, loss: 2.2777, grad_norm: 1.6637, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5470, loss/aux0: 1.5470 2020-10-19 20:27:17,908 - mmaction - INFO - Epoch [132][340/396] lr: 1.445e-01, eta: 1 day, 0:34:38, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7211, loss_cls: 2.2089, loss: 2.2089, grad_norm: 1.6723, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6272, loss/aux0: 1.6272 2020-10-19 20:27:18,856 - mmaction - INFO - Epoch [132][340/396] lr: 1.445e-01, eta: 1 day, 0:34:55, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7211, loss_cls: 2.2089, loss: 2.2089, grad_norm: 1.6752, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6413, loss/aux0: 1.6413 2020-10-19 20:27:55,423 - mmaction - INFO - Epoch [132][360/396] lr: 1.445e-01, eta: 1 day, 0:34:03, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7109, loss_cls: 2.2776, loss: 2.2776, grad_norm: 1.6680, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5740, loss/aux0: 1.5740 2020-10-19 20:27:56,372 - mmaction - INFO - Epoch [132][360/396] lr: 1.445e-01, eta: 1 day, 0:34:21, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7109, loss_cls: 2.2776, loss: 2.2776, grad_norm: 1.6688, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5629, loss/aux0: 1.5629 2020-10-19 20:28:32,824 - mmaction - INFO - Epoch [132][380/396] lr: 1.445e-01, eta: 1 day, 0:33:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7281, loss_cls: 2.2076, loss: 2.2076, grad_norm: 1.6885, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5966, loss/aux0: 1.5966 2020-10-19 20:28:33,767 - mmaction - INFO - Epoch [132][380/396] lr: 1.445e-01, eta: 1 day, 0:33:46, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7281, loss_cls: 2.2076, loss: 2.2076, grad_norm: 1.6899, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5979, loss/aux0: 1.5979 2020-10-19 20:32:52,104 - mmaction - INFO - Epoch [133][20/396] lr: 1.426e-01, eta: 1 day, 0:31:58, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4719, top5_acc: 0.7253, loss_cls: 2.2203, loss: 2.2203, grad_norm: 1.7279, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6186, loss/aux0: 1.6186 2020-10-19 20:32:53,070 - mmaction - INFO - Epoch [133][20/396] lr: 1.426e-01, eta: 1 day, 0:32:15, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4719, top5_acc: 0.7253, loss_cls: 2.2203, loss: 2.2203, grad_norm: 1.7227, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6128, loss/aux0: 1.6128 2020-10-19 20:33:29,584 - mmaction - INFO - Epoch [133][40/396] lr: 1.426e-01, eta: 1 day, 0:31:23, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4685, top5_acc: 0.7185, loss_cls: 2.1998, loss: 2.1998, grad_norm: 1.7405, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6250, loss/aux0: 1.6250 2020-10-19 20:33:30,556 - mmaction - INFO - Epoch [133][40/396] lr: 1.426e-01, eta: 1 day, 0:31:41, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4685, top5_acc: 0.7185, loss_cls: 2.1998, loss: 2.1998, grad_norm: 1.7433, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6334, loss/aux0: 1.6334 2020-10-19 20:34:07,180 - mmaction - INFO - Epoch [133][60/396] lr: 1.426e-01, eta: 1 day, 0:30:49, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4701, top5_acc: 0.7289, loss_cls: 2.1715, loss: 2.1715, grad_norm: 1.6766, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5932, loss/aux0: 1.5932 2020-10-19 20:34:08,127 - mmaction - INFO - Epoch [133][60/396] lr: 1.426e-01, eta: 1 day, 0:31:06, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4701, top5_acc: 0.7289, loss_cls: 2.1715, loss: 2.1715, grad_norm: 1.6808, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5918, loss/aux0: 1.5918 2020-10-19 20:34:44,729 - mmaction - INFO - Epoch [133][80/396] lr: 1.426e-01, eta: 1 day, 0:30:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7401, loss_cls: 2.1498, loss: 2.1498, grad_norm: 1.7137, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6154, loss/aux0: 1.6154 2020-10-19 20:34:45,675 - mmaction - INFO - Epoch [133][80/396] lr: 1.426e-01, eta: 1 day, 0:30:32, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7401, loss_cls: 2.1498, loss: 2.1498, grad_norm: 1.7140, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6140, loss/aux0: 1.6140 2020-10-19 20:35:22,228 - mmaction - INFO - Epoch [133][100/396] lr: 1.426e-01, eta: 1 day, 0:29:39, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4664, top5_acc: 0.7320, loss_cls: 2.1861, loss: 2.1861, grad_norm: 1.7012, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6105, loss/aux0: 1.6105 2020-10-19 20:35:23,193 - mmaction - INFO - Epoch [133][100/396] lr: 1.426e-01, eta: 1 day, 0:29:57, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4664, top5_acc: 0.7320, loss_cls: 2.1861, loss: 2.1861, grad_norm: 1.7071, top1_acc/aux0: 0.5966, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6117, loss/aux0: 1.6117 2020-10-19 20:35:59,742 - mmaction - INFO - Epoch [133][120/396] lr: 1.426e-01, eta: 1 day, 0:29:05, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4682, top5_acc: 0.7221, loss_cls: 2.2086, loss: 2.2086, grad_norm: 1.7447, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6143, loss/aux0: 1.6143 2020-10-19 20:36:00,764 - mmaction - INFO - Epoch [133][120/396] lr: 1.426e-01, eta: 1 day, 0:29:22, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4682, top5_acc: 0.7221, loss_cls: 2.2086, loss: 2.2086, grad_norm: 1.7495, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.6156, loss/aux0: 1.6156 2020-10-19 20:36:37,358 - mmaction - INFO - Epoch [133][140/396] lr: 1.426e-01, eta: 1 day, 0:28:30, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7276, loss_cls: 2.2196, loss: 2.2196, grad_norm: 1.7255, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6242, loss/aux0: 1.6242 2020-10-19 20:36:38,311 - mmaction - INFO - Epoch [133][140/396] lr: 1.426e-01, eta: 1 day, 0:28:48, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7276, loss_cls: 2.2196, loss: 2.2196, grad_norm: 1.7125, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6132, loss/aux0: 1.6132 2020-10-19 20:37:14,838 - mmaction - INFO - Epoch [133][160/396] lr: 1.426e-01, eta: 1 day, 0:27:56, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4633, top5_acc: 0.7245, loss_cls: 2.2292, loss: 2.2292, grad_norm: 1.7690, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.6206, loss/aux0: 1.6206 2020-10-19 20:37:15,789 - mmaction - INFO - Epoch [133][160/396] lr: 1.426e-01, eta: 1 day, 0:28:13, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4633, top5_acc: 0.7245, loss_cls: 2.2292, loss: 2.2292, grad_norm: 1.7627, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.6352, loss/aux0: 1.6352 2020-10-19 20:37:52,399 - mmaction - INFO - Epoch [133][180/396] lr: 1.426e-01, eta: 1 day, 0:27:21, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4682, top5_acc: 0.7281, loss_cls: 2.2188, loss: 2.2188, grad_norm: 1.6649, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6410, loss/aux0: 1.6410 2020-10-19 20:37:53,352 - mmaction - INFO - Epoch [133][180/396] lr: 1.426e-01, eta: 1 day, 0:27:39, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4682, top5_acc: 0.7281, loss_cls: 2.2188, loss: 2.2188, grad_norm: 1.6705, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6410, loss/aux0: 1.6410 2020-10-19 20:38:29,879 - mmaction - INFO - Epoch [133][200/396] lr: 1.426e-01, eta: 1 day, 0:26:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4674, top5_acc: 0.7294, loss_cls: 2.2004, loss: 2.2004, grad_norm: 1.7259, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6396, loss/aux0: 1.6396 2020-10-19 20:38:30,822 - mmaction - INFO - Epoch [133][200/396] lr: 1.426e-01, eta: 1 day, 0:27:04, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4674, top5_acc: 0.7294, loss_cls: 2.2004, loss: 2.2004, grad_norm: 1.7275, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6297, loss/aux0: 1.6297 2020-10-19 20:39:07,487 - mmaction - INFO - Epoch [133][220/396] lr: 1.426e-01, eta: 1 day, 0:26:12, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4513, top5_acc: 0.7221, loss_cls: 2.2366, loss: 2.2366, grad_norm: 1.7118, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6493, loss/aux0: 1.6493 2020-10-19 20:39:08,509 - mmaction - INFO - Epoch [133][220/396] lr: 1.426e-01, eta: 1 day, 0:26:30, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4513, top5_acc: 0.7221, loss_cls: 2.2366, loss: 2.2366, grad_norm: 1.7311, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6563, loss/aux0: 1.6563 2020-10-19 20:39:45,106 - mmaction - INFO - Epoch [133][240/396] lr: 1.426e-01, eta: 1 day, 0:25:38, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4622, top5_acc: 0.7180, loss_cls: 2.2349, loss: 2.2349, grad_norm: 1.6779, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6027, loss/aux0: 1.6027 2020-10-19 20:39:46,061 - mmaction - INFO - Epoch [133][240/396] lr: 1.426e-01, eta: 1 day, 0:25:55, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4622, top5_acc: 0.7180, loss_cls: 2.2349, loss: 2.2349, grad_norm: 1.6844, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6067, loss/aux0: 1.6067 2020-10-19 20:40:22,617 - mmaction - INFO - Epoch [133][260/396] lr: 1.426e-01, eta: 1 day, 0:25:03, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4635, top5_acc: 0.7312, loss_cls: 2.1960, loss: 2.1960, grad_norm: 1.6405, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6118, loss/aux0: 1.6118 2020-10-19 20:40:23,571 - mmaction - INFO - Epoch [133][260/396] lr: 1.426e-01, eta: 1 day, 0:25:20, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4635, top5_acc: 0.7312, loss_cls: 2.1960, loss: 2.1960, grad_norm: 1.6332, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5970, loss/aux0: 1.5970 2020-10-19 20:41:00,324 - mmaction - INFO - Epoch [133][280/396] lr: 1.426e-01, eta: 1 day, 0:24:29, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7185, loss_cls: 2.2165, loss: 2.2165, grad_norm: 1.7497, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5787, loss/aux0: 1.5787 2020-10-19 20:41:01,287 - mmaction - INFO - Epoch [133][280/396] lr: 1.426e-01, eta: 1 day, 0:24:46, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7185, loss_cls: 2.2165, loss: 2.2165, grad_norm: 1.7490, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5885, loss/aux0: 1.5885 2020-10-19 20:41:37,749 - mmaction - INFO - Epoch [133][300/396] lr: 1.426e-01, eta: 1 day, 0:23:54, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4466, top5_acc: 0.7099, loss_cls: 2.2674, loss: 2.2674, grad_norm: 1.6883, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6576, loss/aux0: 1.6576 2020-10-19 20:41:38,698 - mmaction - INFO - Epoch [133][300/396] lr: 1.426e-01, eta: 1 day, 0:24:11, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4466, top5_acc: 0.7099, loss_cls: 2.2674, loss: 2.2674, grad_norm: 1.6803, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6515, loss/aux0: 1.6515 2020-10-19 20:42:15,260 - mmaction - INFO - Epoch [133][320/396] lr: 1.426e-01, eta: 1 day, 0:23:19, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4711, top5_acc: 0.7266, loss_cls: 2.2276, loss: 2.2276, grad_norm: 1.6998, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5837, loss/aux0: 1.5837 2020-10-19 20:42:16,211 - mmaction - INFO - Epoch [133][320/396] lr: 1.426e-01, eta: 1 day, 0:23:37, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4711, top5_acc: 0.7266, loss_cls: 2.2276, loss: 2.2276, grad_norm: 1.6950, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5838, loss/aux0: 1.5838 2020-10-19 20:42:52,883 - mmaction - INFO - Epoch [133][340/396] lr: 1.426e-01, eta: 1 day, 0:22:45, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4776, top5_acc: 0.7182, loss_cls: 2.2306, loss: 2.2306, grad_norm: 1.7126, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5653, loss/aux0: 1.5653 2020-10-19 20:42:53,836 - mmaction - INFO - Epoch [133][340/396] lr: 1.426e-01, eta: 1 day, 0:23:02, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4776, top5_acc: 0.7182, loss_cls: 2.2306, loss: 2.2306, grad_norm: 1.7027, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5616, loss/aux0: 1.5616 2020-10-19 20:43:30,485 - mmaction - INFO - Epoch [133][360/396] lr: 1.426e-01, eta: 1 day, 0:22:10, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7107, loss_cls: 2.2799, loss: 2.2799, grad_norm: 1.7430, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6039, loss/aux0: 1.6039 2020-10-19 20:43:31,449 - mmaction - INFO - Epoch [133][360/396] lr: 1.426e-01, eta: 1 day, 0:22:28, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7107, loss_cls: 2.2799, loss: 2.2799, grad_norm: 1.7371, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6064, loss/aux0: 1.6064 2020-10-19 20:44:07,983 - mmaction - INFO - Epoch [133][380/396] lr: 1.426e-01, eta: 1 day, 0:21:36, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4669, top5_acc: 0.7198, loss_cls: 2.2236, loss: 2.2236, grad_norm: 1.6794, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6531, loss/aux0: 1.6531 2020-10-19 20:44:08,938 - mmaction - INFO - Epoch [133][380/396] lr: 1.426e-01, eta: 1 day, 0:21:53, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4669, top5_acc: 0.7198, loss_cls: 2.2236, loss: 2.2236, grad_norm: 1.6798, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6537, loss/aux0: 1.6537 2020-10-19 20:48:29,934 - mmaction - INFO - Epoch [134][20/396] lr: 1.408e-01, eta: 1 day, 0:20:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4779, top5_acc: 0.7260, loss_cls: 2.1861, loss: 2.1861, grad_norm: 1.6771, top1_acc/aux0: 0.6231, top5_acc/aux0: 0.8369, loss_cls/aux0: 1.5556, loss/aux0: 1.5556 2020-10-19 20:48:30,880 - mmaction - INFO - Epoch [134][20/396] lr: 1.408e-01, eta: 1 day, 0:20:23, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4779, top5_acc: 0.7260, loss_cls: 2.1861, loss: 2.1861, grad_norm: 1.6704, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5563, loss/aux0: 1.5563 2020-10-19 20:49:07,524 - mmaction - INFO - Epoch [134][40/396] lr: 1.408e-01, eta: 1 day, 0:19:31, time: 0.949, data_time: 0.000, memory: 8462, top1_acc: 0.4638, top5_acc: 0.7333, loss_cls: 2.1905, loss: 2.1905, grad_norm: 1.7330, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5925, loss/aux0: 1.5925 2020-10-19 20:49:08,550 - mmaction - INFO - Epoch [134][40/396] lr: 1.408e-01, eta: 1 day, 0:19:49, time: 0.952, data_time: 0.001, memory: 8462, top1_acc: 0.4638, top5_acc: 0.7333, loss_cls: 2.1905, loss: 2.1905, grad_norm: 1.7376, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5958, loss/aux0: 1.5958 2020-10-19 20:49:45,079 - mmaction - INFO - Epoch [134][60/396] lr: 1.408e-01, eta: 1 day, 0:18:57, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7297, loss_cls: 2.1685, loss: 2.1685, grad_norm: 1.6911, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6249, loss/aux0: 1.6249 2020-10-19 20:49:46,053 - mmaction - INFO - Epoch [134][60/396] lr: 1.408e-01, eta: 1 day, 0:19:14, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7297, loss_cls: 2.1685, loss: 2.1685, grad_norm: 1.6817, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6110, loss/aux0: 1.6110 2020-10-19 20:50:22,482 - mmaction - INFO - Epoch [134][80/396] lr: 1.408e-01, eta: 1 day, 0:18:22, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4758, top5_acc: 0.7323, loss_cls: 2.1679, loss: 2.1679, grad_norm: 1.6796, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5870, loss/aux0: 1.5870 2020-10-19 20:50:23,448 - mmaction - INFO - Epoch [134][80/396] lr: 1.408e-01, eta: 1 day, 0:18:40, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4758, top5_acc: 0.7323, loss_cls: 2.1679, loss: 2.1679, grad_norm: 1.6812, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6041, loss/aux0: 1.6041 2020-10-19 20:50:59,987 - mmaction - INFO - Epoch [134][100/396] lr: 1.408e-01, eta: 1 day, 0:17:48, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4628, top5_acc: 0.7151, loss_cls: 2.2241, loss: 2.2241, grad_norm: 1.7021, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.5605, loss/aux0: 1.5605 2020-10-19 20:51:01,003 - mmaction - INFO - Epoch [134][100/396] lr: 1.408e-01, eta: 1 day, 0:18:05, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.4628, top5_acc: 0.7151, loss_cls: 2.2241, loss: 2.2241, grad_norm: 1.7071, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5617, loss/aux0: 1.5617 2020-10-19 20:51:37,692 - mmaction - INFO - Epoch [134][120/396] lr: 1.408e-01, eta: 1 day, 0:17:13, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7237, loss_cls: 2.1967, loss: 2.1967, grad_norm: 1.6836, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6047, loss/aux0: 1.6047 2020-10-19 20:51:38,660 - mmaction - INFO - Epoch [134][120/396] lr: 1.408e-01, eta: 1 day, 0:17:31, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7237, loss_cls: 2.1967, loss: 2.1967, grad_norm: 1.6862, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5980, loss/aux0: 1.5980 2020-10-19 20:52:15,239 - mmaction - INFO - Epoch [134][140/396] lr: 1.408e-01, eta: 1 day, 0:16:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7229, loss_cls: 2.2170, loss: 2.2170, grad_norm: 1.7371, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6228, loss/aux0: 1.6228 2020-10-19 20:52:16,206 - mmaction - INFO - Epoch [134][140/396] lr: 1.408e-01, eta: 1 day, 0:16:56, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7229, loss_cls: 2.2170, loss: 2.2170, grad_norm: 1.7419, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6357, loss/aux0: 1.6357 2020-10-19 20:52:52,845 - mmaction - INFO - Epoch [134][160/396] lr: 1.408e-01, eta: 1 day, 0:16:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4570, top5_acc: 0.7188, loss_cls: 2.2602, loss: 2.2602, grad_norm: 1.7514, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.6486, loss/aux0: 1.6486 2020-10-19 20:52:53,795 - mmaction - INFO - Epoch [134][160/396] lr: 1.408e-01, eta: 1 day, 0:16:21, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4570, top5_acc: 0.7188, loss_cls: 2.2602, loss: 2.2602, grad_norm: 1.7540, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6450, loss/aux0: 1.6450 2020-10-19 20:53:30,304 - mmaction - INFO - Epoch [134][180/396] lr: 1.408e-01, eta: 1 day, 0:15:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4654, top5_acc: 0.7195, loss_cls: 2.2243, loss: 2.2243, grad_norm: 1.7412, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5739, loss/aux0: 1.5739 2020-10-19 20:53:31,284 - mmaction - INFO - Epoch [134][180/396] lr: 1.408e-01, eta: 1 day, 0:15:47, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4654, top5_acc: 0.7195, loss_cls: 2.2243, loss: 2.2243, grad_norm: 1.7513, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5679, loss/aux0: 1.5679 2020-10-19 20:54:07,895 - mmaction - INFO - Epoch [134][200/396] lr: 1.408e-01, eta: 1 day, 0:14:55, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4654, top5_acc: 0.7229, loss_cls: 2.2090, loss: 2.2090, grad_norm: 1.7059, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5808, loss/aux0: 1.5808 2020-10-19 20:54:08,837 - mmaction - INFO - Epoch [134][200/396] lr: 1.408e-01, eta: 1 day, 0:15:12, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4654, top5_acc: 0.7229, loss_cls: 2.2090, loss: 2.2090, grad_norm: 1.7208, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5806, loss/aux0: 1.5806 2020-10-19 20:54:45,344 - mmaction - INFO - Epoch [134][220/396] lr: 1.408e-01, eta: 1 day, 0:14:20, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4669, top5_acc: 0.7365, loss_cls: 2.1880, loss: 2.1880, grad_norm: 1.6867, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6089, loss/aux0: 1.6089 2020-10-19 20:54:46,384 - mmaction - INFO - Epoch [134][220/396] lr: 1.408e-01, eta: 1 day, 0:14:38, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4669, top5_acc: 0.7365, loss_cls: 2.1880, loss: 2.1880, grad_norm: 1.6844, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6091, loss/aux0: 1.6091 2020-10-19 20:55:23,042 - mmaction - INFO - Epoch [134][240/396] lr: 1.408e-01, eta: 1 day, 0:13:46, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4612, top5_acc: 0.7148, loss_cls: 2.2180, loss: 2.2180, grad_norm: 1.7374, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6548, loss/aux0: 1.6548 2020-10-19 20:55:23,995 - mmaction - INFO - Epoch [134][240/396] lr: 1.408e-01, eta: 1 day, 0:14:03, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4612, top5_acc: 0.7148, loss_cls: 2.2180, loss: 2.2180, grad_norm: 1.7442, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6572, loss/aux0: 1.6572 2020-10-19 20:56:00,582 - mmaction - INFO - Epoch [134][260/396] lr: 1.408e-01, eta: 1 day, 0:13:11, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4828, top5_acc: 0.7310, loss_cls: 2.1748, loss: 2.1748, grad_norm: 1.7062, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6273, loss/aux0: 1.6273 2020-10-19 20:56:01,608 - mmaction - INFO - Epoch [134][260/396] lr: 1.408e-01, eta: 1 day, 0:13:29, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4828, top5_acc: 0.7310, loss_cls: 2.1748, loss: 2.1748, grad_norm: 1.7042, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6231, loss/aux0: 1.6231 2020-10-19 20:56:38,233 - mmaction - INFO - Epoch [134][280/396] lr: 1.408e-01, eta: 1 day, 0:12:37, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4747, top5_acc: 0.7172, loss_cls: 2.2139, loss: 2.2139, grad_norm: 1.6600, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.6047, loss/aux0: 1.6047 2020-10-19 20:56:39,222 - mmaction - INFO - Epoch [134][280/396] lr: 1.408e-01, eta: 1 day, 0:12:54, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.4747, top5_acc: 0.7172, loss_cls: 2.2139, loss: 2.2139, grad_norm: 1.6598, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.6064, loss/aux0: 1.6064 2020-10-19 20:57:15,766 - mmaction - INFO - Epoch [134][300/396] lr: 1.408e-01, eta: 1 day, 0:12:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4695, top5_acc: 0.7167, loss_cls: 2.2518, loss: 2.2518, grad_norm: 1.7160, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5736, loss/aux0: 1.5736 2020-10-19 20:57:16,733 - mmaction - INFO - Epoch [134][300/396] lr: 1.408e-01, eta: 1 day, 0:12:19, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4695, top5_acc: 0.7167, loss_cls: 2.2518, loss: 2.2518, grad_norm: 1.7265, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5782, loss/aux0: 1.5782 2020-10-19 20:57:53,306 - mmaction - INFO - Epoch [134][320/396] lr: 1.408e-01, eta: 1 day, 0:11:28, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7346, loss_cls: 2.2169, loss: 2.2169, grad_norm: 1.7471, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6330, loss/aux0: 1.6330 2020-10-19 20:57:54,253 - mmaction - INFO - Epoch [134][320/396] lr: 1.408e-01, eta: 1 day, 0:11:45, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7346, loss_cls: 2.2169, loss: 2.2169, grad_norm: 1.7379, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6090, loss/aux0: 1.6090 2020-10-19 20:58:30,852 - mmaction - INFO - Epoch [134][340/396] lr: 1.408e-01, eta: 1 day, 0:10:53, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7195, loss_cls: 2.2391, loss: 2.2391, grad_norm: 1.7254, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5592, loss/aux0: 1.5592 2020-10-19 20:58:31,798 - mmaction - INFO - Epoch [134][340/396] lr: 1.408e-01, eta: 1 day, 0:11:10, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4534, top5_acc: 0.7195, loss_cls: 2.2391, loss: 2.2391, grad_norm: 1.7186, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5682, loss/aux0: 1.5682 2020-10-19 20:59:08,273 - mmaction - INFO - Epoch [134][360/396] lr: 1.408e-01, eta: 1 day, 0:10:18, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4589, top5_acc: 0.7169, loss_cls: 2.2414, loss: 2.2414, grad_norm: 1.7034, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6282, loss/aux0: 1.6282 2020-10-19 20:59:09,239 - mmaction - INFO - Epoch [134][360/396] lr: 1.408e-01, eta: 1 day, 0:10:36, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4589, top5_acc: 0.7169, loss_cls: 2.2414, loss: 2.2414, grad_norm: 1.7044, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6299, loss/aux0: 1.6299 2020-10-19 20:59:46,002 - mmaction - INFO - Epoch [134][380/396] lr: 1.408e-01, eta: 1 day, 0:09:44, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4680, top5_acc: 0.7253, loss_cls: 2.2210, loss: 2.2210, grad_norm: 1.7108, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6058, loss/aux0: 1.6058 2020-10-19 20:59:46,949 - mmaction - INFO - Epoch [134][380/396] lr: 1.408e-01, eta: 1 day, 0:10:01, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4680, top5_acc: 0.7253, loss_cls: 2.2210, loss: 2.2210, grad_norm: 1.6962, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6010, loss/aux0: 1.6010 2020-10-19 21:04:28,456 - mmaction - INFO - Epoch [135][20/396] lr: 1.390e-01, eta: 1 day, 0:08:14, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7354, loss_cls: 2.1824, loss: 2.1824, grad_norm: 1.7422, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8194, loss_cls/aux0: 1.6385, loss/aux0: 1.6385 2020-10-19 21:04:29,409 - mmaction - INFO - Epoch [135][20/396] lr: 1.390e-01, eta: 1 day, 0:08:31, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7354, loss_cls: 2.1824, loss: 2.1824, grad_norm: 1.7377, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6352, loss/aux0: 1.6352 2020-10-19 21:05:05,875 - mmaction - INFO - Epoch [135][40/396] lr: 1.390e-01, eta: 1 day, 0:07:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4727, top5_acc: 0.7380, loss_cls: 2.1664, loss: 2.1664, grad_norm: 1.6878, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5340, loss/aux0: 1.5340 2020-10-19 21:05:06,838 - mmaction - INFO - Epoch [135][40/396] lr: 1.390e-01, eta: 1 day, 0:07:57, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4727, top5_acc: 0.7380, loss_cls: 2.1664, loss: 2.1664, grad_norm: 1.6756, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5311, loss/aux0: 1.5311 2020-10-19 21:05:43,328 - mmaction - INFO - Epoch [135][60/396] lr: 1.390e-01, eta: 1 day, 0:07:05, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4888, top5_acc: 0.7362, loss_cls: 2.1510, loss: 2.1510, grad_norm: 1.6924, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5632, loss/aux0: 1.5632 2020-10-19 21:05:44,293 - mmaction - INFO - Epoch [135][60/396] lr: 1.390e-01, eta: 1 day, 0:07:22, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4888, top5_acc: 0.7362, loss_cls: 2.1510, loss: 2.1510, grad_norm: 1.6962, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5672, loss/aux0: 1.5672 2020-10-19 21:06:20,927 - mmaction - INFO - Epoch [135][80/396] lr: 1.390e-01, eta: 1 day, 0:06:30, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7318, loss_cls: 2.1923, loss: 2.1923, grad_norm: 1.7101, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5781, loss/aux0: 1.5781 2020-10-19 21:06:21,885 - mmaction - INFO - Epoch [135][80/396] lr: 1.390e-01, eta: 1 day, 0:06:47, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4659, top5_acc: 0.7318, loss_cls: 2.1923, loss: 2.1923, grad_norm: 1.7091, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5749, loss/aux0: 1.5749 2020-10-19 21:06:58,531 - mmaction - INFO - Epoch [135][100/396] lr: 1.390e-01, eta: 1 day, 0:05:56, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7286, loss_cls: 2.1649, loss: 2.1649, grad_norm: 1.7355, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5850, loss/aux0: 1.5850 2020-10-19 21:06:59,520 - mmaction - INFO - Epoch [135][100/396] lr: 1.390e-01, eta: 1 day, 0:06:13, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7286, loss_cls: 2.1649, loss: 2.1649, grad_norm: 1.7280, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.5965, loss/aux0: 1.5965 2020-10-19 21:07:35,976 - mmaction - INFO - Epoch [135][120/396] lr: 1.390e-01, eta: 1 day, 0:05:21, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4557, top5_acc: 0.7232, loss_cls: 2.2145, loss: 2.2145, grad_norm: 1.7191, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5619, loss/aux0: 1.5619 2020-10-19 21:07:36,950 - mmaction - INFO - Epoch [135][120/396] lr: 1.390e-01, eta: 1 day, 0:05:38, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4557, top5_acc: 0.7232, loss_cls: 2.2145, loss: 2.2145, grad_norm: 1.7148, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5570, loss/aux0: 1.5570 2020-10-19 21:08:13,371 - mmaction - INFO - Epoch [135][140/396] lr: 1.390e-01, eta: 1 day, 0:04:47, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4784, top5_acc: 0.7352, loss_cls: 2.1586, loss: 2.1586, grad_norm: 1.7584, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5937, loss/aux0: 1.5937 2020-10-19 21:08:14,338 - mmaction - INFO - Epoch [135][140/396] lr: 1.390e-01, eta: 1 day, 0:05:03, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4784, top5_acc: 0.7352, loss_cls: 2.1586, loss: 2.1586, grad_norm: 1.7474, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5844, loss/aux0: 1.5844 2020-10-19 21:08:50,930 - mmaction - INFO - Epoch [135][160/396] lr: 1.390e-01, eta: 1 day, 0:04:12, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4701, top5_acc: 0.7284, loss_cls: 2.2058, loss: 2.2058, grad_norm: 1.6789, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5859, loss/aux0: 1.5859 2020-10-19 21:08:51,902 - mmaction - INFO - Epoch [135][160/396] lr: 1.390e-01, eta: 1 day, 0:04:29, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4701, top5_acc: 0.7284, loss_cls: 2.2058, loss: 2.2058, grad_norm: 1.6806, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5824, loss/aux0: 1.5824 2020-10-19 21:09:28,586 - mmaction - INFO - Epoch [135][180/396] lr: 1.390e-01, eta: 1 day, 0:03:37, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4714, top5_acc: 0.7289, loss_cls: 2.1686, loss: 2.1686, grad_norm: 1.6927, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.6053, loss/aux0: 1.6053 2020-10-19 21:09:29,525 - mmaction - INFO - Epoch [135][180/396] lr: 1.390e-01, eta: 1 day, 0:03:54, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4714, top5_acc: 0.7289, loss_cls: 2.1686, loss: 2.1686, grad_norm: 1.6984, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6164, loss/aux0: 1.6164 2020-10-19 21:10:06,168 - mmaction - INFO - Epoch [135][200/396] lr: 1.390e-01, eta: 1 day, 0:03:03, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4617, top5_acc: 0.7107, loss_cls: 2.2814, loss: 2.2814, grad_norm: 1.7040, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6217, loss/aux0: 1.6217 2020-10-19 21:10:07,124 - mmaction - INFO - Epoch [135][200/396] lr: 1.390e-01, eta: 1 day, 0:03:20, time: 0.946, data_time: 0.001, memory: 8462, top1_acc: 0.4617, top5_acc: 0.7107, loss_cls: 2.2814, loss: 2.2814, grad_norm: 1.6946, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6172, loss/aux0: 1.6172 2020-10-19 21:10:43,691 - mmaction - INFO - Epoch [135][220/396] lr: 1.390e-01, eta: 1 day, 0:02:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4622, top5_acc: 0.7229, loss_cls: 2.2227, loss: 2.2227, grad_norm: 1.7375, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.6022, loss/aux0: 1.6022 2020-10-19 21:10:44,697 - mmaction - INFO - Epoch [135][220/396] lr: 1.390e-01, eta: 1 day, 0:02:45, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4622, top5_acc: 0.7229, loss_cls: 2.2227, loss: 2.2227, grad_norm: 1.7366, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5990, loss/aux0: 1.5990 2020-10-19 21:11:21,240 - mmaction - INFO - Epoch [135][240/396] lr: 1.390e-01, eta: 1 day, 0:01:54, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4823, top5_acc: 0.7367, loss_cls: 2.1476, loss: 2.1476, grad_norm: 1.7600, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6170, loss/aux0: 1.6170 2020-10-19 21:11:22,180 - mmaction - INFO - Epoch [135][240/396] lr: 1.390e-01, eta: 1 day, 0:02:11, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4823, top5_acc: 0.7367, loss_cls: 2.1476, loss: 2.1476, grad_norm: 1.7382, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6106, loss/aux0: 1.6106 2020-10-19 21:11:58,677 - mmaction - INFO - Epoch [135][260/396] lr: 1.390e-01, eta: 1 day, 0:01:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7198, loss_cls: 2.2106, loss: 2.2106, grad_norm: 1.7059, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5572, loss/aux0: 1.5572 2020-10-19 21:11:59,643 - mmaction - INFO - Epoch [135][260/396] lr: 1.390e-01, eta: 1 day, 0:01:36, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7198, loss_cls: 2.2106, loss: 2.2106, grad_norm: 1.7011, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5734, loss/aux0: 1.5734 2020-10-19 21:12:36,134 - mmaction - INFO - Epoch [135][280/396] lr: 1.390e-01, eta: 1 day, 0:00:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4732, top5_acc: 0.7349, loss_cls: 2.1869, loss: 2.1869, grad_norm: 1.7416, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6250, loss/aux0: 1.6250 2020-10-19 21:12:37,072 - mmaction - INFO - Epoch [135][280/396] lr: 1.390e-01, eta: 1 day, 0:01:01, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4732, top5_acc: 0.7349, loss_cls: 2.1869, loss: 2.1869, grad_norm: 1.7491, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6236, loss/aux0: 1.6236 2020-10-19 21:13:13,660 - mmaction - INFO - Epoch [135][300/396] lr: 1.390e-01, eta: 1 day, 0:00:10, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4461, top5_acc: 0.7060, loss_cls: 2.2780, loss: 2.2780, grad_norm: 1.7064, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5387, loss/aux0: 1.5387 2020-10-19 21:13:14,657 - mmaction - INFO - Epoch [135][300/396] lr: 1.390e-01, eta: 1 day, 0:00:27, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4461, top5_acc: 0.7060, loss_cls: 2.2780, loss: 2.2780, grad_norm: 1.7130, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5409, loss/aux0: 1.5409 2020-10-19 21:13:51,171 - mmaction - INFO - Epoch [135][320/396] lr: 1.390e-01, eta: 23:59:35, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4714, top5_acc: 0.7253, loss_cls: 2.2072, loss: 2.2072, grad_norm: 1.7070, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6352, loss/aux0: 1.6352 2020-10-19 21:13:52,128 - mmaction - INFO - Epoch [135][320/396] lr: 1.390e-01, eta: 23:59:52, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4714, top5_acc: 0.7253, loss_cls: 2.2072, loss: 2.2072, grad_norm: 1.7010, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6250, loss/aux0: 1.6250 2020-10-19 21:14:28,721 - mmaction - INFO - Epoch [135][340/396] lr: 1.390e-01, eta: 23:59:01, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4555, top5_acc: 0.7130, loss_cls: 2.2254, loss: 2.2254, grad_norm: 1.6841, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5798, loss/aux0: 1.5798 2020-10-19 21:14:29,690 - mmaction - INFO - Epoch [135][340/396] lr: 1.390e-01, eta: 23:59:18, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.4555, top5_acc: 0.7130, loss_cls: 2.2254, loss: 2.2254, grad_norm: 1.6869, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5780, loss/aux0: 1.5780 2020-10-19 21:15:06,190 - mmaction - INFO - Epoch [135][360/396] lr: 1.390e-01, eta: 23:58:26, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4716, top5_acc: 0.7266, loss_cls: 2.1855, loss: 2.1855, grad_norm: 1.7396, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6480, loss/aux0: 1.6480 2020-10-19 21:15:07,167 - mmaction - INFO - Epoch [135][360/396] lr: 1.390e-01, eta: 23:58:43, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4716, top5_acc: 0.7266, loss_cls: 2.1855, loss: 2.1855, grad_norm: 1.7499, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6684, loss/aux0: 1.6684 2020-10-19 21:15:43,708 - mmaction - INFO - Epoch [135][380/396] lr: 1.390e-01, eta: 23:57:52, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7089, loss_cls: 2.3067, loss: 2.3067, grad_norm: 1.7523, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6601, loss/aux0: 1.6601 2020-10-19 21:15:44,662 - mmaction - INFO - Epoch [135][380/396] lr: 1.390e-01, eta: 23:58:08, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4435, top5_acc: 0.7089, loss_cls: 2.3067, loss: 2.3067, grad_norm: 1.7380, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.6359, loss/aux0: 1.6359 2020-10-19 21:20:04,567 - mmaction - INFO - Epoch [136][20/396] lr: 1.371e-01, eta: 23:56:22, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4708, top5_acc: 0.7305, loss_cls: 2.1727, loss: 2.1727, grad_norm: 1.7156, top1_acc/aux0: 0.5938, top5_acc/aux0: 0.8144, loss_cls/aux0: 1.6450, loss/aux0: 1.6450 2020-10-19 21:20:05,544 - mmaction - INFO - Epoch [136][20/396] lr: 1.371e-01, eta: 23:56:39, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4708, top5_acc: 0.7305, loss_cls: 2.1727, loss: 2.1727, grad_norm: 1.7223, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6408, loss/aux0: 1.6408 2020-10-19 21:20:42,175 - mmaction - INFO - Epoch [136][40/396] lr: 1.371e-01, eta: 23:55:48, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4708, top5_acc: 0.7253, loss_cls: 2.1843, loss: 2.1843, grad_norm: 1.7038, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5989, loss/aux0: 1.5989 2020-10-19 21:20:43,133 - mmaction - INFO - Epoch [136][40/396] lr: 1.371e-01, eta: 23:56:05, time: 0.943, data_time: 0.004, memory: 8462, top1_acc: 0.4708, top5_acc: 0.7253, loss_cls: 2.1843, loss: 2.1843, grad_norm: 1.7044, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.6003, loss/aux0: 1.6003 2020-10-19 21:21:19,578 - mmaction - INFO - Epoch [136][60/396] lr: 1.371e-01, eta: 23:55:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4818, top5_acc: 0.7427, loss_cls: 2.1516, loss: 2.1516, grad_norm: 1.7045, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5972, loss/aux0: 1.5972 2020-10-19 21:21:20,543 - mmaction - INFO - Epoch [136][60/396] lr: 1.371e-01, eta: 23:55:30, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4818, top5_acc: 0.7427, loss_cls: 2.1516, loss: 2.1516, grad_norm: 1.7129, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.6016, loss/aux0: 1.6016 2020-10-19 21:21:56,961 - mmaction - INFO - Epoch [136][80/396] lr: 1.371e-01, eta: 23:54:38, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4685, top5_acc: 0.7294, loss_cls: 2.1868, loss: 2.1868, grad_norm: 1.7370, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6327, loss/aux0: 1.6327 2020-10-19 21:21:57,929 - mmaction - INFO - Epoch [136][80/396] lr: 1.371e-01, eta: 23:54:55, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4685, top5_acc: 0.7294, loss_cls: 2.1868, loss: 2.1868, grad_norm: 1.7333, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6191, loss/aux0: 1.6191 2020-10-19 21:22:34,444 - mmaction - INFO - Epoch [136][100/396] lr: 1.371e-01, eta: 23:54:04, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4805, top5_acc: 0.7362, loss_cls: 2.1557, loss: 2.1557, grad_norm: 1.6724, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6106, loss/aux0: 1.6106 2020-10-19 21:22:35,431 - mmaction - INFO - Epoch [136][100/396] lr: 1.371e-01, eta: 23:54:20, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4805, top5_acc: 0.7362, loss_cls: 2.1557, loss: 2.1557, grad_norm: 1.6755, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6235, loss/aux0: 1.6235 2020-10-19 21:23:11,960 - mmaction - INFO - Epoch [136][120/396] lr: 1.371e-01, eta: 23:53:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4794, top5_acc: 0.7336, loss_cls: 2.1528, loss: 2.1528, grad_norm: 1.7358, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5797, loss/aux0: 1.5797 2020-10-19 21:23:12,919 - mmaction - INFO - Epoch [136][120/396] lr: 1.371e-01, eta: 23:53:46, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4794, top5_acc: 0.7336, loss_cls: 2.1528, loss: 2.1528, grad_norm: 1.7353, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5698, loss/aux0: 1.5698 2020-10-19 21:23:49,463 - mmaction - INFO - Epoch [136][140/396] lr: 1.371e-01, eta: 23:52:54, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4703, top5_acc: 0.7245, loss_cls: 2.1939, loss: 2.1939, grad_norm: 1.7393, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6205, loss/aux0: 1.6205 2020-10-19 21:23:50,414 - mmaction - INFO - Epoch [136][140/396] lr: 1.371e-01, eta: 23:53:11, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4703, top5_acc: 0.7245, loss_cls: 2.1939, loss: 2.1939, grad_norm: 1.7287, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6170, loss/aux0: 1.6170 2020-10-19 21:24:26,941 - mmaction - INFO - Epoch [136][160/396] lr: 1.371e-01, eta: 23:52:20, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4669, top5_acc: 0.7331, loss_cls: 2.1806, loss: 2.1806, grad_norm: 1.7421, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.5923, loss/aux0: 1.5923 2020-10-19 21:24:27,890 - mmaction - INFO - Epoch [136][160/396] lr: 1.371e-01, eta: 23:52:36, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4669, top5_acc: 0.7331, loss_cls: 2.1806, loss: 2.1806, grad_norm: 1.7430, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6024, loss/aux0: 1.6024 2020-10-19 21:25:04,418 - mmaction - INFO - Epoch [136][180/396] lr: 1.371e-01, eta: 23:51:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4773, top5_acc: 0.7211, loss_cls: 2.2088, loss: 2.2088, grad_norm: 1.7060, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6236, loss/aux0: 1.6236 2020-10-19 21:25:05,382 - mmaction - INFO - Epoch [136][180/396] lr: 1.371e-01, eta: 23:52:02, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4773, top5_acc: 0.7211, loss_cls: 2.2088, loss: 2.2088, grad_norm: 1.7061, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6226, loss/aux0: 1.6226 2020-10-19 21:25:41,931 - mmaction - INFO - Epoch [136][200/396] lr: 1.371e-01, eta: 23:51:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4638, top5_acc: 0.7177, loss_cls: 2.2388, loss: 2.2388, grad_norm: 1.8026, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6124, loss/aux0: 1.6124 2020-10-19 21:25:42,894 - mmaction - INFO - Epoch [136][200/396] lr: 1.371e-01, eta: 23:51:27, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4638, top5_acc: 0.7177, loss_cls: 2.2388, loss: 2.2388, grad_norm: 1.7872, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6103, loss/aux0: 1.6103 2020-10-19 21:26:19,514 - mmaction - INFO - Epoch [136][220/396] lr: 1.371e-01, eta: 23:50:36, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4690, top5_acc: 0.7339, loss_cls: 2.1877, loss: 2.1877, grad_norm: 1.7688, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6083, loss/aux0: 1.6083 2020-10-19 21:26:20,535 - mmaction - INFO - Epoch [136][220/396] lr: 1.371e-01, eta: 23:50:53, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.4690, top5_acc: 0.7339, loss_cls: 2.1877, loss: 2.1877, grad_norm: 1.7654, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6113, loss/aux0: 1.6113 2020-10-19 21:26:57,046 - mmaction - INFO - Epoch [136][240/396] lr: 1.371e-01, eta: 23:50:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4641, top5_acc: 0.7286, loss_cls: 2.2087, loss: 2.2087, grad_norm: 1.6981, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5222, loss/aux0: 1.5222 2020-10-19 21:26:58,006 - mmaction - INFO - Epoch [136][240/396] lr: 1.371e-01, eta: 23:50:18, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4641, top5_acc: 0.7286, loss_cls: 2.2087, loss: 2.2087, grad_norm: 1.6928, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5135, loss/aux0: 1.5135 2020-10-19 21:27:34,597 - mmaction - INFO - Epoch [136][260/396] lr: 1.371e-01, eta: 23:49:27, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4661, top5_acc: 0.7193, loss_cls: 2.2048, loss: 2.2048, grad_norm: 1.7386, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5143, loss/aux0: 1.5143 2020-10-19 21:27:35,574 - mmaction - INFO - Epoch [136][260/396] lr: 1.371e-01, eta: 23:49:43, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4661, top5_acc: 0.7193, loss_cls: 2.2048, loss: 2.2048, grad_norm: 1.7358, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5233, loss/aux0: 1.5233 2020-10-19 21:28:12,225 - mmaction - INFO - Epoch [136][280/396] lr: 1.371e-01, eta: 23:48:52, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4617, top5_acc: 0.7268, loss_cls: 2.2313, loss: 2.2313, grad_norm: 1.7329, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6299, loss/aux0: 1.6299 2020-10-19 21:28:13,183 - mmaction - INFO - Epoch [136][280/396] lr: 1.371e-01, eta: 23:49:09, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4617, top5_acc: 0.7268, loss_cls: 2.2313, loss: 2.2313, grad_norm: 1.7233, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6229, loss/aux0: 1.6229 2020-10-19 21:28:49,768 - mmaction - INFO - Epoch [136][300/396] lr: 1.371e-01, eta: 23:48:17, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4664, top5_acc: 0.7318, loss_cls: 2.1806, loss: 2.1806, grad_norm: 1.7567, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6080, loss/aux0: 1.6080 2020-10-19 21:28:50,732 - mmaction - INFO - Epoch [136][300/396] lr: 1.371e-01, eta: 23:48:34, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4664, top5_acc: 0.7318, loss_cls: 2.1806, loss: 2.1806, grad_norm: 1.7486, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6177, loss/aux0: 1.6177 2020-10-19 21:29:27,178 - mmaction - INFO - Epoch [136][320/396] lr: 1.371e-01, eta: 23:47:43, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4740, top5_acc: 0.7352, loss_cls: 2.1683, loss: 2.1683, grad_norm: 1.7825, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6621, loss/aux0: 1.6621 2020-10-19 21:29:28,114 - mmaction - INFO - Epoch [136][320/396] lr: 1.371e-01, eta: 23:47:59, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4740, top5_acc: 0.7352, loss_cls: 2.1683, loss: 2.1683, grad_norm: 1.7869, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6652, loss/aux0: 1.6652 2020-10-19 21:30:04,708 - mmaction - INFO - Epoch [136][340/396] lr: 1.371e-01, eta: 23:47:08, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7211, loss_cls: 2.2220, loss: 2.2220, grad_norm: 1.7270, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6358, loss/aux0: 1.6358 2020-10-19 21:30:05,656 - mmaction - INFO - Epoch [136][340/396] lr: 1.371e-01, eta: 23:47:25, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7211, loss_cls: 2.2220, loss: 2.2220, grad_norm: 1.7218, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6349, loss/aux0: 1.6349 2020-10-19 21:30:42,137 - mmaction - INFO - Epoch [136][360/396] lr: 1.371e-01, eta: 23:46:33, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7167, loss_cls: 2.2279, loss: 2.2279, grad_norm: 1.7446, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5768, loss/aux0: 1.5768 2020-10-19 21:30:43,126 - mmaction - INFO - Epoch [136][360/396] lr: 1.371e-01, eta: 23:46:50, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7167, loss_cls: 2.2279, loss: 2.2279, grad_norm: 1.7378, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5774, loss/aux0: 1.5774 2020-10-19 21:31:19,671 - mmaction - INFO - Epoch [136][380/396] lr: 1.371e-01, eta: 23:45:59, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7250, loss_cls: 2.2319, loss: 2.2319, grad_norm: 1.7563, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6100, loss/aux0: 1.6100 2020-10-19 21:31:20,621 - mmaction - INFO - Epoch [136][380/396] lr: 1.371e-01, eta: 23:46:15, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4586, top5_acc: 0.7250, loss_cls: 2.2319, loss: 2.2319, grad_norm: 1.7488, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5982, loss/aux0: 1.5982 2020-10-19 21:31:53,086 - mmaction - INFO - Saving checkpoint at 136 epochs 2020-10-19 21:33:46,523 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 21:33:46,643 - mmaction - INFO - top1_acc 0.5953 top5_acc 0.8253 2020-10-19 21:33:46,643 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 21:33:46,689 - mmaction - INFO - mean_acc 0.5953 2020-10-19 21:33:46,689 - mmaction - INFO - Now best checkpoint is epoch_136.pth 2020-10-19 21:33:46,697 - mmaction - INFO - Epoch(val) [136][396] top1_acc: 0.5953, top5_acc: 0.8253, mean_class_accuracy: 0.5953 2020-10-19 21:37:52,095 - mmaction - INFO - Epoch [137][20/396] lr: 1.353e-01, eta: 23:44:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4776, top5_acc: 0.7357, loss_cls: 2.1337, loss: 2.1337, grad_norm: 1.7367, top1_acc/aux0: 0.6014, top5_acc/aux0: 0.8298, loss_cls/aux0: 1.6176, loss/aux0: 1.6176 2020-10-19 21:37:53,058 - mmaction - INFO - Epoch [137][20/396] lr: 1.353e-01, eta: 23:44:46, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4776, top5_acc: 0.7357, loss_cls: 2.1337, loss: 2.1337, grad_norm: 1.7322, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6150, loss/aux0: 1.6150 2020-10-19 21:38:29,399 - mmaction - INFO - Epoch [137][40/396] lr: 1.353e-01, eta: 23:43:55, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4690, top5_acc: 0.7315, loss_cls: 2.1808, loss: 2.1808, grad_norm: 1.7520, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5370, loss/aux0: 1.5370 2020-10-19 21:38:30,351 - mmaction - INFO - Epoch [137][40/396] lr: 1.353e-01, eta: 23:44:11, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4690, top5_acc: 0.7315, loss_cls: 2.1808, loss: 2.1808, grad_norm: 1.7632, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5462, loss/aux0: 1.5462 2020-10-19 21:39:06,898 - mmaction - INFO - Epoch [137][60/396] lr: 1.353e-01, eta: 23:43:20, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7315, loss_cls: 2.1853, loss: 2.1853, grad_norm: 1.7165, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.5957, loss/aux0: 1.5957 2020-10-19 21:39:07,842 - mmaction - INFO - Epoch [137][60/396] lr: 1.353e-01, eta: 23:43:37, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7315, loss_cls: 2.1853, loss: 2.1853, grad_norm: 1.7170, top1_acc/aux0: 0.6063, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5830, loss/aux0: 1.5830 2020-10-19 21:39:44,413 - mmaction - INFO - Epoch [137][80/396] lr: 1.353e-01, eta: 23:42:46, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4786, top5_acc: 0.7339, loss_cls: 2.1709, loss: 2.1709, grad_norm: 1.7397, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5791, loss/aux0: 1.5791 2020-10-19 21:39:45,378 - mmaction - INFO - Epoch [137][80/396] lr: 1.353e-01, eta: 23:43:02, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4786, top5_acc: 0.7339, loss_cls: 2.1709, loss: 2.1709, grad_norm: 1.7389, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5762, loss/aux0: 1.5762 2020-10-19 21:40:21,877 - mmaction - INFO - Epoch [137][100/396] lr: 1.353e-01, eta: 23:42:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4859, top5_acc: 0.7346, loss_cls: 2.1593, loss: 2.1593, grad_norm: 1.7226, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5798, loss/aux0: 1.5798 2020-10-19 21:40:22,814 - mmaction - INFO - Epoch [137][100/396] lr: 1.353e-01, eta: 23:42:28, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4859, top5_acc: 0.7346, loss_cls: 2.1593, loss: 2.1593, grad_norm: 1.7181, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5943, loss/aux0: 1.5943 2020-10-19 21:40:59,413 - mmaction - INFO - Epoch [137][120/396] lr: 1.353e-01, eta: 23:41:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7331, loss_cls: 2.1430, loss: 2.1430, grad_norm: 1.7021, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5724, loss/aux0: 1.5724 2020-10-19 21:41:00,363 - mmaction - INFO - Epoch [137][120/396] lr: 1.353e-01, eta: 23:41:53, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7331, loss_cls: 2.1430, loss: 2.1430, grad_norm: 1.7133, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5598, loss/aux0: 1.5598 2020-10-19 21:41:36,966 - mmaction - INFO - Epoch [137][140/396] lr: 1.353e-01, eta: 23:41:02, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4880, top5_acc: 0.7393, loss_cls: 2.1221, loss: 2.1221, grad_norm: 1.7235, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5428, loss/aux0: 1.5428 2020-10-19 21:41:37,924 - mmaction - INFO - Epoch [137][140/396] lr: 1.353e-01, eta: 23:41:18, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4880, top5_acc: 0.7393, loss_cls: 2.1221, loss: 2.1221, grad_norm: 1.7210, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5522, loss/aux0: 1.5522 2020-10-19 21:42:14,596 - mmaction - INFO - Epoch [137][160/396] lr: 1.353e-01, eta: 23:40:27, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4635, top5_acc: 0.7211, loss_cls: 2.2522, loss: 2.2522, grad_norm: 1.7746, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6413, loss/aux0: 1.6413 2020-10-19 21:42:15,574 - mmaction - INFO - Epoch [137][160/396] lr: 1.353e-01, eta: 23:40:44, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4635, top5_acc: 0.7211, loss_cls: 2.2522, loss: 2.2522, grad_norm: 1.7617, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6274, loss/aux0: 1.6274 2020-10-19 21:42:52,135 - mmaction - INFO - Epoch [137][180/396] lr: 1.353e-01, eta: 23:39:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4716, top5_acc: 0.7362, loss_cls: 2.1858, loss: 2.1858, grad_norm: 1.7652, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5543, loss/aux0: 1.5543 2020-10-19 21:42:53,098 - mmaction - INFO - Epoch [137][180/396] lr: 1.353e-01, eta: 23:40:09, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4716, top5_acc: 0.7362, loss_cls: 2.1858, loss: 2.1858, grad_norm: 1.7636, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5695, loss/aux0: 1.5695 2020-10-19 21:43:29,586 - mmaction - INFO - Epoch [137][200/396] lr: 1.353e-01, eta: 23:39:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7263, loss_cls: 2.1921, loss: 2.1921, grad_norm: 1.7335, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5788, loss/aux0: 1.5788 2020-10-19 21:43:30,551 - mmaction - INFO - Epoch [137][200/396] lr: 1.353e-01, eta: 23:39:34, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7263, loss_cls: 2.1921, loss: 2.1921, grad_norm: 1.7334, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5726, loss/aux0: 1.5726 2020-10-19 21:44:07,092 - mmaction - INFO - Epoch [137][220/396] lr: 1.353e-01, eta: 23:38:43, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4719, top5_acc: 0.7234, loss_cls: 2.1982, loss: 2.1982, grad_norm: 1.7569, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6388, loss/aux0: 1.6388 2020-10-19 21:44:08,049 - mmaction - INFO - Epoch [137][220/396] lr: 1.353e-01, eta: 23:39:00, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4719, top5_acc: 0.7234, loss_cls: 2.1982, loss: 2.1982, grad_norm: 1.7537, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6395, loss/aux0: 1.6395 2020-10-19 21:44:44,579 - mmaction - INFO - Epoch [137][240/396] lr: 1.353e-01, eta: 23:38:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7273, loss_cls: 2.2133, loss: 2.2133, grad_norm: 1.7023, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5552, loss/aux0: 1.5552 2020-10-19 21:44:45,539 - mmaction - INFO - Epoch [137][240/396] lr: 1.353e-01, eta: 23:38:25, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7273, loss_cls: 2.2133, loss: 2.2133, grad_norm: 1.7008, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5572, loss/aux0: 1.5572 2020-10-19 21:45:21,970 - mmaction - INFO - Epoch [137][260/396] lr: 1.353e-01, eta: 23:37:34, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4844, top5_acc: 0.7352, loss_cls: 2.1795, loss: 2.1795, grad_norm: 1.7217, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.5961, loss/aux0: 1.5961 2020-10-19 21:45:22,948 - mmaction - INFO - Epoch [137][260/396] lr: 1.353e-01, eta: 23:37:50, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4844, top5_acc: 0.7352, loss_cls: 2.1795, loss: 2.1795, grad_norm: 1.7308, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.5952, loss/aux0: 1.5952 2020-10-19 21:45:59,552 - mmaction - INFO - Epoch [137][280/396] lr: 1.353e-01, eta: 23:36:59, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4779, top5_acc: 0.7292, loss_cls: 2.1948, loss: 2.1948, grad_norm: 1.7052, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5976, loss/aux0: 1.5976 2020-10-19 21:46:00,482 - mmaction - INFO - Epoch [137][280/396] lr: 1.353e-01, eta: 23:37:16, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4779, top5_acc: 0.7292, loss_cls: 2.1948, loss: 2.1948, grad_norm: 1.7044, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6058, loss/aux0: 1.6058 2020-10-19 21:46:37,061 - mmaction - INFO - Epoch [137][300/396] lr: 1.353e-01, eta: 23:36:25, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7365, loss_cls: 2.1814, loss: 2.1814, grad_norm: 1.7376, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5754, loss/aux0: 1.5754 2020-10-19 21:46:38,030 - mmaction - INFO - Epoch [137][300/396] lr: 1.353e-01, eta: 23:36:41, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7365, loss_cls: 2.1814, loss: 2.1814, grad_norm: 1.7386, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5631, loss/aux0: 1.5631 2020-10-19 21:47:14,451 - mmaction - INFO - Epoch [137][320/396] lr: 1.353e-01, eta: 23:35:50, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7378, loss_cls: 2.1032, loss: 2.1032, grad_norm: 1.7338, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5962, loss/aux0: 1.5962 2020-10-19 21:47:15,378 - mmaction - INFO - Epoch [137][320/396] lr: 1.353e-01, eta: 23:36:06, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7378, loss_cls: 2.1032, loss: 2.1032, grad_norm: 1.7418, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.6053, loss/aux0: 1.6053 2020-10-19 21:47:51,882 - mmaction - INFO - Epoch [137][340/396] lr: 1.353e-01, eta: 23:35:15, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7203, loss_cls: 2.2167, loss: 2.2167, grad_norm: 1.7320, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.6051, loss/aux0: 1.6051 2020-10-19 21:47:52,828 - mmaction - INFO - Epoch [137][340/396] lr: 1.353e-01, eta: 23:35:32, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7203, loss_cls: 2.2167, loss: 2.2167, grad_norm: 1.7419, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6145, loss/aux0: 1.6145 2020-10-19 21:48:29,220 - mmaction - INFO - Epoch [137][360/396] lr: 1.353e-01, eta: 23:34:40, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7076, loss_cls: 2.2406, loss: 2.2406, grad_norm: 1.7052, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.6125, loss/aux0: 1.6125 2020-10-19 21:48:30,167 - mmaction - INFO - Epoch [137][360/396] lr: 1.353e-01, eta: 23:34:57, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7076, loss_cls: 2.2406, loss: 2.2406, grad_norm: 1.7022, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.6001, loss/aux0: 1.6001 2020-10-19 21:49:06,634 - mmaction - INFO - Epoch [137][380/396] lr: 1.353e-01, eta: 23:34:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4703, top5_acc: 0.7266, loss_cls: 2.2228, loss: 2.2228, grad_norm: 1.7546, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5817, loss/aux0: 1.5817 2020-10-19 21:49:07,577 - mmaction - INFO - Epoch [137][380/396] lr: 1.353e-01, eta: 23:34:22, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4703, top5_acc: 0.7266, loss_cls: 2.2228, loss: 2.2228, grad_norm: 1.7516, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5901, loss/aux0: 1.5901 2020-10-19 21:53:44,781 - mmaction - INFO - Epoch [138][20/396] lr: 1.335e-01, eta: 23:32:37, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7365, loss_cls: 2.1542, loss: 2.1542, grad_norm: 1.7334, top1_acc/aux0: 0.5968, top5_acc/aux0: 0.8298, loss_cls/aux0: 1.5904, loss/aux0: 1.5904 2020-10-19 21:53:45,733 - mmaction - INFO - Epoch [138][20/396] lr: 1.335e-01, eta: 23:32:53, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7365, loss_cls: 2.1542, loss: 2.1542, grad_norm: 1.7351, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6018, loss/aux0: 1.6018 2020-10-19 21:54:22,254 - mmaction - INFO - Epoch [138][40/396] lr: 1.335e-01, eta: 23:32:02, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7362, loss_cls: 2.1605, loss: 2.1605, grad_norm: 1.7517, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6313, loss/aux0: 1.6313 2020-10-19 21:54:23,202 - mmaction - INFO - Epoch [138][40/396] lr: 1.335e-01, eta: 23:32:18, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7362, loss_cls: 2.1605, loss: 2.1605, grad_norm: 1.7450, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6115, loss/aux0: 1.6115 2020-10-19 21:54:59,665 - mmaction - INFO - Epoch [138][60/396] lr: 1.335e-01, eta: 23:31:28, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4799, top5_acc: 0.7336, loss_cls: 2.1441, loss: 2.1441, grad_norm: 1.7289, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5801, loss/aux0: 1.5801 2020-10-19 21:55:00,612 - mmaction - INFO - Epoch [138][60/396] lr: 1.335e-01, eta: 23:31:44, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.4799, top5_acc: 0.7336, loss_cls: 2.1441, loss: 2.1441, grad_norm: 1.7346, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5912, loss/aux0: 1.5912 2020-10-19 21:55:37,087 - mmaction - INFO - Epoch [138][80/396] lr: 1.335e-01, eta: 23:30:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4698, top5_acc: 0.7245, loss_cls: 2.1953, loss: 2.1953, grad_norm: 1.7331, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5733, loss/aux0: 1.5733 2020-10-19 21:55:38,028 - mmaction - INFO - Epoch [138][80/396] lr: 1.335e-01, eta: 23:31:09, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4698, top5_acc: 0.7245, loss_cls: 2.1953, loss: 2.1953, grad_norm: 1.7284, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5599, loss/aux0: 1.5599 2020-10-19 21:56:14,517 - mmaction - INFO - Epoch [138][100/396] lr: 1.335e-01, eta: 23:30:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7404, loss_cls: 2.1464, loss: 2.1464, grad_norm: 1.7208, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5389, loss/aux0: 1.5389 2020-10-19 21:56:15,472 - mmaction - INFO - Epoch [138][100/396] lr: 1.335e-01, eta: 23:30:34, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7404, loss_cls: 2.1464, loss: 2.1464, grad_norm: 1.7219, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5520, loss/aux0: 1.5520 2020-10-19 21:56:52,149 - mmaction - INFO - Epoch [138][120/396] lr: 1.335e-01, eta: 23:29:44, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4633, top5_acc: 0.7227, loss_cls: 2.2166, loss: 2.2166, grad_norm: 1.7405, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5694, loss/aux0: 1.5694 2020-10-19 21:56:53,094 - mmaction - INFO - Epoch [138][120/396] lr: 1.335e-01, eta: 23:30:00, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4633, top5_acc: 0.7227, loss_cls: 2.2166, loss: 2.2166, grad_norm: 1.7275, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5625, loss/aux0: 1.5625 2020-10-19 21:57:29,643 - mmaction - INFO - Epoch [138][140/396] lr: 1.335e-01, eta: 23:29:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7440, loss_cls: 2.1311, loss: 2.1311, grad_norm: 1.7358, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5545, loss/aux0: 1.5545 2020-10-19 21:57:30,587 - mmaction - INFO - Epoch [138][140/396] lr: 1.335e-01, eta: 23:29:25, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7440, loss_cls: 2.1311, loss: 2.1311, grad_norm: 1.7402, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5697, loss/aux0: 1.5697 2020-10-19 21:58:07,112 - mmaction - INFO - Epoch [138][160/396] lr: 1.335e-01, eta: 23:28:34, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4898, top5_acc: 0.7391, loss_cls: 2.1517, loss: 2.1517, grad_norm: 1.7326, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6151, loss/aux0: 1.6151 2020-10-19 21:58:08,078 - mmaction - INFO - Epoch [138][160/396] lr: 1.335e-01, eta: 23:28:50, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4898, top5_acc: 0.7391, loss_cls: 2.1517, loss: 2.1517, grad_norm: 1.7219, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5887, loss/aux0: 1.5887 2020-10-19 21:58:44,642 - mmaction - INFO - Epoch [138][180/396] lr: 1.335e-01, eta: 23:28:00, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4721, top5_acc: 0.7164, loss_cls: 2.2101, loss: 2.2101, grad_norm: 1.7298, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5594, loss/aux0: 1.5594 2020-10-19 21:58:45,636 - mmaction - INFO - Epoch [138][180/396] lr: 1.335e-01, eta: 23:28:16, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.4721, top5_acc: 0.7164, loss_cls: 2.2101, loss: 2.2101, grad_norm: 1.7416, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5774, loss/aux0: 1.5774 2020-10-19 21:59:22,269 - mmaction - INFO - Epoch [138][200/396] lr: 1.335e-01, eta: 23:27:25, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7354, loss_cls: 2.1650, loss: 2.1650, grad_norm: 1.7613, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5644, loss/aux0: 1.5644 2020-10-19 21:59:23,224 - mmaction - INFO - Epoch [138][200/396] lr: 1.335e-01, eta: 23:27:41, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7354, loss_cls: 2.1650, loss: 2.1650, grad_norm: 1.7605, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5589, loss/aux0: 1.5589 2020-10-19 21:59:59,947 - mmaction - INFO - Epoch [138][220/396] lr: 1.335e-01, eta: 23:26:50, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7365, loss_cls: 2.1245, loss: 2.1245, grad_norm: 1.7656, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6414, loss/aux0: 1.6414 2020-10-19 22:00:00,918 - mmaction - INFO - Epoch [138][220/396] lr: 1.335e-01, eta: 23:27:07, time: 0.947, data_time: 0.001, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7365, loss_cls: 2.1245, loss: 2.1245, grad_norm: 1.7542, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6390, loss/aux0: 1.6390 2020-10-19 22:00:37,580 - mmaction - INFO - Epoch [138][240/396] lr: 1.335e-01, eta: 23:26:16, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4674, top5_acc: 0.7242, loss_cls: 2.1963, loss: 2.1963, grad_norm: 1.7365, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4755, loss/aux0: 1.4755 2020-10-19 22:00:38,539 - mmaction - INFO - Epoch [138][240/396] lr: 1.335e-01, eta: 23:26:32, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4674, top5_acc: 0.7242, loss_cls: 2.1963, loss: 2.1963, grad_norm: 1.7437, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4791, loss/aux0: 1.4791 2020-10-19 22:01:15,095 - mmaction - INFO - Epoch [138][260/396] lr: 1.335e-01, eta: 23:25:41, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4591, top5_acc: 0.7271, loss_cls: 2.2108, loss: 2.2108, grad_norm: 1.7555, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6008, loss/aux0: 1.6008 2020-10-19 22:01:16,019 - mmaction - INFO - Epoch [138][260/396] lr: 1.335e-01, eta: 23:25:57, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4591, top5_acc: 0.7271, loss_cls: 2.2108, loss: 2.2108, grad_norm: 1.7622, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.5991, loss/aux0: 1.5991 2020-10-19 22:01:52,470 - mmaction - INFO - Epoch [138][280/396] lr: 1.335e-01, eta: 23:25:06, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7266, loss_cls: 2.2155, loss: 2.2155, grad_norm: 1.7316, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6220, loss/aux0: 1.6220 2020-10-19 22:01:53,423 - mmaction - INFO - Epoch [138][280/396] lr: 1.335e-01, eta: 23:25:23, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7266, loss_cls: 2.2155, loss: 2.2155, grad_norm: 1.7428, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6343, loss/aux0: 1.6343 2020-10-19 22:02:29,945 - mmaction - INFO - Epoch [138][300/396] lr: 1.335e-01, eta: 23:24:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7216, loss_cls: 2.2206, loss: 2.2206, grad_norm: 1.7917, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6242, loss/aux0: 1.6242 2020-10-19 22:02:30,943 - mmaction - INFO - Epoch [138][300/396] lr: 1.335e-01, eta: 23:24:48, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7216, loss_cls: 2.2206, loss: 2.2206, grad_norm: 1.7788, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6088, loss/aux0: 1.6088 2020-10-19 22:03:07,469 - mmaction - INFO - Epoch [138][320/396] lr: 1.335e-01, eta: 23:23:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4701, top5_acc: 0.7336, loss_cls: 2.1761, loss: 2.1761, grad_norm: 1.7222, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5657, loss/aux0: 1.5657 2020-10-19 22:03:08,420 - mmaction - INFO - Epoch [138][320/396] lr: 1.335e-01, eta: 23:24:13, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4701, top5_acc: 0.7336, loss_cls: 2.1761, loss: 2.1761, grad_norm: 1.7257, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5625, loss/aux0: 1.5625 2020-10-19 22:03:45,002 - mmaction - INFO - Epoch [138][340/396] lr: 1.335e-01, eta: 23:23:22, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4695, top5_acc: 0.7250, loss_cls: 2.2012, loss: 2.2012, grad_norm: 1.7639, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5240, loss/aux0: 1.5240 2020-10-19 22:03:45,975 - mmaction - INFO - Epoch [138][340/396] lr: 1.335e-01, eta: 23:23:38, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4695, top5_acc: 0.7250, loss_cls: 2.2012, loss: 2.2012, grad_norm: 1.7488, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5233, loss/aux0: 1.5233 2020-10-19 22:04:22,462 - mmaction - INFO - Epoch [138][360/396] lr: 1.335e-01, eta: 23:22:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7266, loss_cls: 2.2138, loss: 2.2138, grad_norm: 1.8013, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.6081, loss/aux0: 1.6081 2020-10-19 22:04:23,404 - mmaction - INFO - Epoch [138][360/396] lr: 1.335e-01, eta: 23:23:04, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7266, loss_cls: 2.2138, loss: 2.2138, grad_norm: 1.7953, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.6161, loss/aux0: 1.6161 2020-10-19 22:04:59,954 - mmaction - INFO - Epoch [138][380/396] lr: 1.335e-01, eta: 23:22:13, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4583, top5_acc: 0.7177, loss_cls: 2.2606, loss: 2.2606, grad_norm: 1.7299, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5284, loss/aux0: 1.5284 2020-10-19 22:05:00,933 - mmaction - INFO - Epoch [138][380/396] lr: 1.335e-01, eta: 23:22:29, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4583, top5_acc: 0.7177, loss_cls: 2.2606, loss: 2.2606, grad_norm: 1.7308, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5165, loss/aux0: 1.5165 2020-10-19 22:09:20,432 - mmaction - INFO - Epoch [139][20/396] lr: 1.316e-01, eta: 23:20:45, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7419, loss_cls: 2.1162, loss: 2.1162, grad_norm: 1.7634, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8314, loss_cls/aux0: 1.5561, loss/aux0: 1.5561 2020-10-19 22:09:21,403 - mmaction - INFO - Epoch [139][20/396] lr: 1.316e-01, eta: 23:21:01, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7419, loss_cls: 2.1162, loss: 2.1162, grad_norm: 1.7717, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5566, loss/aux0: 1.5566 2020-10-19 22:09:57,914 - mmaction - INFO - Epoch [139][40/396] lr: 1.316e-01, eta: 23:20:10, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4924, top5_acc: 0.7406, loss_cls: 2.1262, loss: 2.1262, grad_norm: 1.8036, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5736, loss/aux0: 1.5736 2020-10-19 22:09:58,860 - mmaction - INFO - Epoch [139][40/396] lr: 1.316e-01, eta: 23:20:26, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4924, top5_acc: 0.7406, loss_cls: 2.1262, loss: 2.1262, grad_norm: 1.8054, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5866, loss/aux0: 1.5866 2020-10-19 22:10:35,640 - mmaction - INFO - Epoch [139][60/396] lr: 1.316e-01, eta: 23:19:35, time: 0.946, data_time: 0.000, memory: 8462, top1_acc: 0.4768, top5_acc: 0.7333, loss_cls: 2.1510, loss: 2.1510, grad_norm: 1.7262, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5594, loss/aux0: 1.5594 2020-10-19 22:10:36,582 - mmaction - INFO - Epoch [139][60/396] lr: 1.316e-01, eta: 23:19:51, time: 0.947, data_time: 0.002, memory: 8462, top1_acc: 0.4768, top5_acc: 0.7333, loss_cls: 2.1510, loss: 2.1510, grad_norm: 1.7231, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5391, loss/aux0: 1.5391 2020-10-19 22:11:13,105 - mmaction - INFO - Epoch [139][80/396] lr: 1.316e-01, eta: 23:19:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4784, top5_acc: 0.7375, loss_cls: 2.1414, loss: 2.1414, grad_norm: 1.7315, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5608, loss/aux0: 1.5608 2020-10-19 22:11:14,082 - mmaction - INFO - Epoch [139][80/396] lr: 1.316e-01, eta: 23:19:17, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4784, top5_acc: 0.7375, loss_cls: 2.1414, loss: 2.1414, grad_norm: 1.7260, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.5706, loss/aux0: 1.5706 2020-10-19 22:11:50,629 - mmaction - INFO - Epoch [139][100/396] lr: 1.316e-01, eta: 23:18:26, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4758, top5_acc: 0.7318, loss_cls: 2.1543, loss: 2.1543, grad_norm: 1.7201, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5292, loss/aux0: 1.5292 2020-10-19 22:11:51,574 - mmaction - INFO - Epoch [139][100/396] lr: 1.316e-01, eta: 23:18:42, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4758, top5_acc: 0.7318, loss_cls: 2.1543, loss: 2.1543, grad_norm: 1.7157, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5370, loss/aux0: 1.5370 2020-10-19 22:12:28,079 - mmaction - INFO - Epoch [139][120/396] lr: 1.316e-01, eta: 23:17:51, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4836, top5_acc: 0.7328, loss_cls: 2.1376, loss: 2.1376, grad_norm: 1.7696, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4838, loss/aux0: 1.4838 2020-10-19 22:12:29,057 - mmaction - INFO - Epoch [139][120/396] lr: 1.316e-01, eta: 23:18:07, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4836, top5_acc: 0.7328, loss_cls: 2.1376, loss: 2.1376, grad_norm: 1.7656, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4714, loss/aux0: 1.4714 2020-10-19 22:13:05,704 - mmaction - INFO - Epoch [139][140/396] lr: 1.316e-01, eta: 23:17:17, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7206, loss_cls: 2.2215, loss: 2.2215, grad_norm: 1.7536, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5131, loss/aux0: 1.5131 2020-10-19 22:13:06,649 - mmaction - INFO - Epoch [139][140/396] lr: 1.316e-01, eta: 23:17:33, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7206, loss_cls: 2.2215, loss: 2.2215, grad_norm: 1.7530, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5265, loss/aux0: 1.5265 2020-10-19 22:13:43,248 - mmaction - INFO - Epoch [139][160/396] lr: 1.316e-01, eta: 23:16:42, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4828, top5_acc: 0.7326, loss_cls: 2.1642, loss: 2.1642, grad_norm: 1.7457, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5803, loss/aux0: 1.5803 2020-10-19 22:13:44,194 - mmaction - INFO - Epoch [139][160/396] lr: 1.316e-01, eta: 23:16:58, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4828, top5_acc: 0.7326, loss_cls: 2.1642, loss: 2.1642, grad_norm: 1.7453, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5649, loss/aux0: 1.5649 2020-10-19 22:14:20,720 - mmaction - INFO - Epoch [139][180/396] lr: 1.316e-01, eta: 23:16:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4698, top5_acc: 0.7305, loss_cls: 2.1666, loss: 2.1666, grad_norm: 1.7626, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5796, loss/aux0: 1.5796 2020-10-19 22:14:21,657 - mmaction - INFO - Epoch [139][180/396] lr: 1.316e-01, eta: 23:16:23, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4698, top5_acc: 0.7305, loss_cls: 2.1666, loss: 2.1666, grad_norm: 1.7614, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5944, loss/aux0: 1.5944 2020-10-19 22:14:58,219 - mmaction - INFO - Epoch [139][200/396] lr: 1.316e-01, eta: 23:15:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7167, loss_cls: 2.2426, loss: 2.2426, grad_norm: 1.7718, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5268, loss/aux0: 1.5268 2020-10-19 22:14:59,176 - mmaction - INFO - Epoch [139][200/396] lr: 1.316e-01, eta: 23:15:49, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7167, loss_cls: 2.2426, loss: 2.2426, grad_norm: 1.7663, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5174, loss/aux0: 1.5174 2020-10-19 22:15:35,721 - mmaction - INFO - Epoch [139][220/396] lr: 1.316e-01, eta: 23:14:58, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4594, top5_acc: 0.7263, loss_cls: 2.1928, loss: 2.1928, grad_norm: 1.7492, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5684, loss/aux0: 1.5684 2020-10-19 22:15:36,711 - mmaction - INFO - Epoch [139][220/396] lr: 1.316e-01, eta: 23:15:14, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.4594, top5_acc: 0.7263, loss_cls: 2.1928, loss: 2.1928, grad_norm: 1.7539, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5649, loss/aux0: 1.5649 2020-10-19 22:16:13,348 - mmaction - INFO - Epoch [139][240/396] lr: 1.316e-01, eta: 23:14:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4906, top5_acc: 0.7505, loss_cls: 2.0901, loss: 2.0901, grad_norm: 1.7902, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5645, loss/aux0: 1.5645 2020-10-19 22:16:14,301 - mmaction - INFO - Epoch [139][240/396] lr: 1.316e-01, eta: 23:14:39, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4906, top5_acc: 0.7505, loss_cls: 2.0901, loss: 2.0901, grad_norm: 1.8023, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5762, loss/aux0: 1.5762 2020-10-19 22:16:50,821 - mmaction - INFO - Epoch [139][260/396] lr: 1.316e-01, eta: 23:13:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4698, top5_acc: 0.7211, loss_cls: 2.2373, loss: 2.2373, grad_norm: 1.7573, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5697, loss/aux0: 1.5697 2020-10-19 22:16:51,787 - mmaction - INFO - Epoch [139][260/396] lr: 1.316e-01, eta: 23:14:04, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4698, top5_acc: 0.7211, loss_cls: 2.2373, loss: 2.2373, grad_norm: 1.7563, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5627, loss/aux0: 1.5627 2020-10-19 22:17:28,418 - mmaction - INFO - Epoch [139][280/396] lr: 1.316e-01, eta: 23:13:14, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7273, loss_cls: 2.1879, loss: 2.1879, grad_norm: 1.7898, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5454, loss/aux0: 1.5454 2020-10-19 22:17:29,382 - mmaction - INFO - Epoch [139][280/396] lr: 1.316e-01, eta: 23:13:30, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7273, loss_cls: 2.1879, loss: 2.1879, grad_norm: 1.7880, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5393, loss/aux0: 1.5393 2020-10-19 22:18:05,986 - mmaction - INFO - Epoch [139][300/396] lr: 1.316e-01, eta: 23:12:39, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7331, loss_cls: 2.1905, loss: 2.1905, grad_norm: 1.7404, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5538, loss/aux0: 1.5538 2020-10-19 22:18:06,941 - mmaction - INFO - Epoch [139][300/396] lr: 1.316e-01, eta: 23:12:55, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7331, loss_cls: 2.1905, loss: 2.1905, grad_norm: 1.7503, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5496, loss/aux0: 1.5496 2020-10-19 22:18:43,615 - mmaction - INFO - Epoch [139][320/396] lr: 1.316e-01, eta: 23:12:05, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4823, top5_acc: 0.7305, loss_cls: 2.1749, loss: 2.1749, grad_norm: 1.7920, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6141, loss/aux0: 1.6141 2020-10-19 22:18:44,550 - mmaction - INFO - Epoch [139][320/396] lr: 1.316e-01, eta: 23:12:20, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4823, top5_acc: 0.7305, loss_cls: 2.1749, loss: 2.1749, grad_norm: 1.7906, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6196, loss/aux0: 1.6196 2020-10-19 22:19:21,147 - mmaction - INFO - Epoch [139][340/396] lr: 1.316e-01, eta: 23:11:30, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4711, top5_acc: 0.7229, loss_cls: 2.1746, loss: 2.1746, grad_norm: 1.8080, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5451, loss/aux0: 1.5451 2020-10-19 22:19:22,109 - mmaction - INFO - Epoch [139][340/396] lr: 1.316e-01, eta: 23:11:46, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4711, top5_acc: 0.7229, loss_cls: 2.1746, loss: 2.1746, grad_norm: 1.8062, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5535, loss/aux0: 1.5535 2020-10-19 22:19:58,666 - mmaction - INFO - Epoch [139][360/396] lr: 1.316e-01, eta: 23:10:55, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7219, loss_cls: 2.1979, loss: 2.1979, grad_norm: 1.7623, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.5933, loss/aux0: 1.5933 2020-10-19 22:19:59,638 - mmaction - INFO - Epoch [139][360/396] lr: 1.316e-01, eta: 23:11:11, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7219, loss_cls: 2.1979, loss: 2.1979, grad_norm: 1.7790, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5857, loss/aux0: 1.5857 2020-10-19 22:20:36,262 - mmaction - INFO - Epoch [139][380/396] lr: 1.316e-01, eta: 23:10:21, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7169, loss_cls: 2.2899, loss: 2.2899, grad_norm: 1.7647, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5701, loss/aux0: 1.5701 2020-10-19 22:20:37,205 - mmaction - INFO - Epoch [139][380/396] lr: 1.316e-01, eta: 23:10:36, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7169, loss_cls: 2.2899, loss: 2.2899, grad_norm: 1.7591, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5719, loss/aux0: 1.5719 2020-10-19 22:24:58,563 - mmaction - INFO - Epoch [140][20/396] lr: 1.298e-01, eta: 23:08:53, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4747, top5_acc: 0.7357, loss_cls: 2.1763, loss: 2.1763, grad_norm: 1.7337, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8347, loss_cls/aux0: 1.5421, loss/aux0: 1.5421 2020-10-19 22:24:59,516 - mmaction - INFO - Epoch [140][20/396] lr: 1.298e-01, eta: 23:09:08, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.4747, top5_acc: 0.7357, loss_cls: 2.1763, loss: 2.1763, grad_norm: 1.7403, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5562, loss/aux0: 1.5562 2020-10-19 22:25:35,886 - mmaction - INFO - Epoch [140][40/396] lr: 1.298e-01, eta: 23:08:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7294, loss_cls: 2.1878, loss: 2.1878, grad_norm: 1.7878, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5690, loss/aux0: 1.5690 2020-10-19 22:25:36,849 - mmaction - INFO - Epoch [140][40/396] lr: 1.298e-01, eta: 23:08:34, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4646, top5_acc: 0.7294, loss_cls: 2.1878, loss: 2.1878, grad_norm: 1.7852, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5510, loss/aux0: 1.5510 2020-10-19 22:26:13,253 - mmaction - INFO - Epoch [140][60/396] lr: 1.298e-01, eta: 23:07:43, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4893, top5_acc: 0.7370, loss_cls: 2.1210, loss: 2.1210, grad_norm: 1.7763, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5425, loss/aux0: 1.5425 2020-10-19 22:26:14,211 - mmaction - INFO - Epoch [140][60/396] lr: 1.298e-01, eta: 23:07:59, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4893, top5_acc: 0.7370, loss_cls: 2.1210, loss: 2.1210, grad_norm: 1.7885, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5486, loss/aux0: 1.5486 2020-10-19 22:26:50,876 - mmaction - INFO - Epoch [140][80/396] lr: 1.298e-01, eta: 23:07:08, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4896, top5_acc: 0.7326, loss_cls: 2.1609, loss: 2.1609, grad_norm: 1.7848, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6043, loss/aux0: 1.6043 2020-10-19 22:26:51,836 - mmaction - INFO - Epoch [140][80/396] lr: 1.298e-01, eta: 23:07:24, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4896, top5_acc: 0.7326, loss_cls: 2.1609, loss: 2.1609, grad_norm: 1.7779, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.5995, loss/aux0: 1.5995 2020-10-19 22:27:28,344 - mmaction - INFO - Epoch [140][100/396] lr: 1.298e-01, eta: 23:06:34, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4740, top5_acc: 0.7339, loss_cls: 2.1705, loss: 2.1705, grad_norm: 1.7664, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6075, loss/aux0: 1.6075 2020-10-19 22:27:29,290 - mmaction - INFO - Epoch [140][100/396] lr: 1.298e-01, eta: 23:06:49, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4740, top5_acc: 0.7339, loss_cls: 2.1705, loss: 2.1705, grad_norm: 1.7568, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.6037, loss/aux0: 1.6037 2020-10-19 22:28:05,773 - mmaction - INFO - Epoch [140][120/396] lr: 1.298e-01, eta: 23:05:59, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4883, top5_acc: 0.7339, loss_cls: 2.1489, loss: 2.1489, grad_norm: 1.7292, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.5879, loss/aux0: 1.5879 2020-10-19 22:28:06,742 - mmaction - INFO - Epoch [140][120/396] lr: 1.298e-01, eta: 23:06:14, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4883, top5_acc: 0.7339, loss_cls: 2.1489, loss: 2.1489, grad_norm: 1.7350, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6005, loss/aux0: 1.6005 2020-10-19 22:28:43,326 - mmaction - INFO - Epoch [140][140/396] lr: 1.298e-01, eta: 23:05:24, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4789, top5_acc: 0.7281, loss_cls: 2.1680, loss: 2.1680, grad_norm: 1.7606, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.4961, loss/aux0: 1.4961 2020-10-19 22:28:44,268 - mmaction - INFO - Epoch [140][140/396] lr: 1.298e-01, eta: 23:05:40, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4789, top5_acc: 0.7281, loss_cls: 2.1680, loss: 2.1680, grad_norm: 1.7684, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4949, loss/aux0: 1.4949 2020-10-19 22:29:20,798 - mmaction - INFO - Epoch [140][160/396] lr: 1.298e-01, eta: 23:04:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4693, top5_acc: 0.7208, loss_cls: 2.2099, loss: 2.2099, grad_norm: 1.7470, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5523, loss/aux0: 1.5523 2020-10-19 22:29:21,770 - mmaction - INFO - Epoch [140][160/396] lr: 1.298e-01, eta: 23:05:05, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4693, top5_acc: 0.7208, loss_cls: 2.2099, loss: 2.2099, grad_norm: 1.7479, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5585, loss/aux0: 1.5585 2020-10-19 22:29:58,466 - mmaction - INFO - Epoch [140][180/396] lr: 1.298e-01, eta: 23:04:15, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4810, top5_acc: 0.7323, loss_cls: 2.1393, loss: 2.1393, grad_norm: 1.7669, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5361, loss/aux0: 1.5361 2020-10-19 22:29:59,420 - mmaction - INFO - Epoch [140][180/396] lr: 1.298e-01, eta: 23:04:31, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.4810, top5_acc: 0.7323, loss_cls: 2.1393, loss: 2.1393, grad_norm: 1.7826, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5363, loss/aux0: 1.5363 2020-10-19 22:30:36,007 - mmaction - INFO - Epoch [140][200/396] lr: 1.298e-01, eta: 23:03:40, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7190, loss_cls: 2.2198, loss: 2.2198, grad_norm: 1.7411, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5558, loss/aux0: 1.5558 2020-10-19 22:30:36,976 - mmaction - INFO - Epoch [140][200/396] lr: 1.298e-01, eta: 23:03:56, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7190, loss_cls: 2.2198, loss: 2.2198, grad_norm: 1.7260, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5475, loss/aux0: 1.5475 2020-10-19 22:31:13,568 - mmaction - INFO - Epoch [140][220/396] lr: 1.298e-01, eta: 23:03:05, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4617, top5_acc: 0.7234, loss_cls: 2.2348, loss: 2.2348, grad_norm: 1.7586, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5629, loss/aux0: 1.5629 2020-10-19 22:31:14,529 - mmaction - INFO - Epoch [140][220/396] lr: 1.298e-01, eta: 23:03:21, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4617, top5_acc: 0.7234, loss_cls: 2.2348, loss: 2.2348, grad_norm: 1.7758, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5655, loss/aux0: 1.5655 2020-10-19 22:31:51,124 - mmaction - INFO - Epoch [140][240/396] lr: 1.298e-01, eta: 23:02:31, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4862, top5_acc: 0.7401, loss_cls: 2.1361, loss: 2.1361, grad_norm: 1.7287, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6386, loss/aux0: 1.6386 2020-10-19 22:31:52,056 - mmaction - INFO - Epoch [140][240/396] lr: 1.298e-01, eta: 23:02:46, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4862, top5_acc: 0.7401, loss_cls: 2.1361, loss: 2.1361, grad_norm: 1.7278, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6266, loss/aux0: 1.6266 2020-10-19 22:32:28,634 - mmaction - INFO - Epoch [140][260/396] lr: 1.298e-01, eta: 23:01:56, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4852, top5_acc: 0.7372, loss_cls: 2.1581, loss: 2.1581, grad_norm: 1.7596, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5280, loss/aux0: 1.5280 2020-10-19 22:32:29,580 - mmaction - INFO - Epoch [140][260/396] lr: 1.298e-01, eta: 23:02:12, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4852, top5_acc: 0.7372, loss_cls: 2.1581, loss: 2.1581, grad_norm: 1.7755, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5347, loss/aux0: 1.5347 2020-10-19 22:33:06,112 - mmaction - INFO - Epoch [140][280/396] lr: 1.298e-01, eta: 23:01:21, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7365, loss_cls: 2.1548, loss: 2.1548, grad_norm: 1.7435, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5796, loss/aux0: 1.5796 2020-10-19 22:33:07,067 - mmaction - INFO - Epoch [140][280/396] lr: 1.298e-01, eta: 23:01:37, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7365, loss_cls: 2.1548, loss: 2.1548, grad_norm: 1.7327, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5728, loss/aux0: 1.5728 2020-10-19 22:33:43,551 - mmaction - INFO - Epoch [140][300/396] lr: 1.298e-01, eta: 23:00:47, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7307, loss_cls: 2.1616, loss: 2.1616, grad_norm: 1.7589, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5880, loss/aux0: 1.5880 2020-10-19 22:33:44,497 - mmaction - INFO - Epoch [140][300/396] lr: 1.298e-01, eta: 23:01:02, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7307, loss_cls: 2.1616, loss: 2.1616, grad_norm: 1.7581, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5975, loss/aux0: 1.5975 2020-10-19 22:34:21,050 - mmaction - INFO - Epoch [140][320/396] lr: 1.298e-01, eta: 23:00:12, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4708, top5_acc: 0.7234, loss_cls: 2.2162, loss: 2.2162, grad_norm: 1.7672, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5721, loss/aux0: 1.5721 2020-10-19 22:34:21,986 - mmaction - INFO - Epoch [140][320/396] lr: 1.298e-01, eta: 23:00:27, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4708, top5_acc: 0.7234, loss_cls: 2.2162, loss: 2.2162, grad_norm: 1.7688, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5679, loss/aux0: 1.5679 2020-10-19 22:34:58,527 - mmaction - INFO - Epoch [140][340/396] lr: 1.298e-01, eta: 22:59:37, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4734, top5_acc: 0.7315, loss_cls: 2.1561, loss: 2.1561, grad_norm: 1.7925, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5558, loss/aux0: 1.5558 2020-10-19 22:34:59,486 - mmaction - INFO - Epoch [140][340/396] lr: 1.298e-01, eta: 22:59:53, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4734, top5_acc: 0.7315, loss_cls: 2.1561, loss: 2.1561, grad_norm: 1.8005, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5541, loss/aux0: 1.5541 2020-10-19 22:35:36,127 - mmaction - INFO - Epoch [140][360/396] lr: 1.298e-01, eta: 22:59:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4760, top5_acc: 0.7214, loss_cls: 2.2062, loss: 2.2062, grad_norm: 1.7444, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5587, loss/aux0: 1.5587 2020-10-19 22:35:37,127 - mmaction - INFO - Epoch [140][360/396] lr: 1.298e-01, eta: 22:59:18, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4760, top5_acc: 0.7214, loss_cls: 2.2062, loss: 2.2062, grad_norm: 1.7419, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5560, loss/aux0: 1.5560 2020-10-19 22:36:13,576 - mmaction - INFO - Epoch [140][380/396] lr: 1.298e-01, eta: 22:58:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4763, top5_acc: 0.7289, loss_cls: 2.1654, loss: 2.1654, grad_norm: 1.7604, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5289, loss/aux0: 1.5289 2020-10-19 22:36:14,543 - mmaction - INFO - Epoch [140][380/396] lr: 1.298e-01, eta: 22:58:43, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4763, top5_acc: 0.7289, loss_cls: 2.1654, loss: 2.1654, grad_norm: 1.7598, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5323, loss/aux0: 1.5323 2020-10-19 22:40:52,574 - mmaction - INFO - Epoch [141][20/396] lr: 1.280e-01, eta: 22:57:00, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4893, top5_acc: 0.7411, loss_cls: 2.1260, loss: 2.1260, grad_norm: 1.7793, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5934, loss/aux0: 1.5934 2020-10-19 22:40:53,523 - mmaction - INFO - Epoch [141][20/396] lr: 1.280e-01, eta: 22:57:16, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.4893, top5_acc: 0.7411, loss_cls: 2.1260, loss: 2.1260, grad_norm: 1.7702, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5764, loss/aux0: 1.5764 2020-10-19 22:41:29,983 - mmaction - INFO - Epoch [141][40/396] lr: 1.280e-01, eta: 22:56:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4747, top5_acc: 0.7258, loss_cls: 2.1801, loss: 2.1801, grad_norm: 1.7544, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5320, loss/aux0: 1.5320 2020-10-19 22:41:30,946 - mmaction - INFO - Epoch [141][40/396] lr: 1.280e-01, eta: 22:56:41, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4747, top5_acc: 0.7258, loss_cls: 2.1801, loss: 2.1801, grad_norm: 1.7523, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5422, loss/aux0: 1.5422 2020-10-19 22:42:07,469 - mmaction - INFO - Epoch [141][60/396] lr: 1.280e-01, eta: 22:55:51, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4945, top5_acc: 0.7471, loss_cls: 2.0755, loss: 2.0755, grad_norm: 1.7514, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5141, loss/aux0: 1.5141 2020-10-19 22:42:08,432 - mmaction - INFO - Epoch [141][60/396] lr: 1.280e-01, eta: 22:56:06, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4945, top5_acc: 0.7471, loss_cls: 2.0755, loss: 2.0755, grad_norm: 1.7455, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5138, loss/aux0: 1.5138 2020-10-19 22:42:44,950 - mmaction - INFO - Epoch [141][80/396] lr: 1.280e-01, eta: 22:55:16, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4898, top5_acc: 0.7427, loss_cls: 2.1346, loss: 2.1346, grad_norm: 1.7904, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5697, loss/aux0: 1.5697 2020-10-19 22:42:45,908 - mmaction - INFO - Epoch [141][80/396] lr: 1.280e-01, eta: 22:55:31, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4898, top5_acc: 0.7427, loss_cls: 2.1346, loss: 2.1346, grad_norm: 1.7952, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5667, loss/aux0: 1.5667 2020-10-19 22:43:22,573 - mmaction - INFO - Epoch [141][100/396] lr: 1.280e-01, eta: 22:54:41, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4771, top5_acc: 0.7224, loss_cls: 2.1986, loss: 2.1986, grad_norm: 1.7779, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5097, loss/aux0: 1.5097 2020-10-19 22:43:23,558 - mmaction - INFO - Epoch [141][100/396] lr: 1.280e-01, eta: 22:54:57, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.4771, top5_acc: 0.7224, loss_cls: 2.1986, loss: 2.1986, grad_norm: 1.7627, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5178, loss/aux0: 1.5178 2020-10-19 22:44:00,170 - mmaction - INFO - Epoch [141][120/396] lr: 1.280e-01, eta: 22:54:07, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7323, loss_cls: 2.1637, loss: 2.1637, grad_norm: 1.7715, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5595, loss/aux0: 1.5595 2020-10-19 22:44:01,132 - mmaction - INFO - Epoch [141][120/396] lr: 1.280e-01, eta: 22:54:22, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7323, loss_cls: 2.1637, loss: 2.1637, grad_norm: 1.7815, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5630, loss/aux0: 1.5630 2020-10-19 22:44:37,657 - mmaction - INFO - Epoch [141][140/396] lr: 1.280e-01, eta: 22:53:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4841, top5_acc: 0.7299, loss_cls: 2.1564, loss: 2.1564, grad_norm: 1.7997, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5811, loss/aux0: 1.5811 2020-10-19 22:44:38,617 - mmaction - INFO - Epoch [141][140/396] lr: 1.280e-01, eta: 22:53:47, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4841, top5_acc: 0.7299, loss_cls: 2.1564, loss: 2.1564, grad_norm: 1.7932, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5823, loss/aux0: 1.5823 2020-10-19 22:45:15,068 - mmaction - INFO - Epoch [141][160/396] lr: 1.280e-01, eta: 22:52:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7346, loss_cls: 2.1704, loss: 2.1704, grad_norm: 1.7766, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5462, loss/aux0: 1.5462 2020-10-19 22:45:16,034 - mmaction - INFO - Epoch [141][160/396] lr: 1.280e-01, eta: 22:53:12, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7346, loss_cls: 2.1704, loss: 2.1704, grad_norm: 1.7747, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5425, loss/aux0: 1.5425 2020-10-19 22:45:52,492 - mmaction - INFO - Epoch [141][180/396] lr: 1.280e-01, eta: 22:52:22, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4758, top5_acc: 0.7417, loss_cls: 2.1544, loss: 2.1544, grad_norm: 1.7644, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5231, loss/aux0: 1.5231 2020-10-19 22:45:53,511 - mmaction - INFO - Epoch [141][180/396] lr: 1.280e-01, eta: 22:52:38, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4758, top5_acc: 0.7417, loss_cls: 2.1544, loss: 2.1544, grad_norm: 1.7605, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5188, loss/aux0: 1.5188 2020-10-19 22:46:29,940 - mmaction - INFO - Epoch [141][200/396] lr: 1.280e-01, eta: 22:51:47, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7320, loss_cls: 2.1869, loss: 2.1869, grad_norm: 1.7726, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5321, loss/aux0: 1.5321 2020-10-19 22:46:30,942 - mmaction - INFO - Epoch [141][200/396] lr: 1.280e-01, eta: 22:52:03, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4643, top5_acc: 0.7320, loss_cls: 2.1869, loss: 2.1869, grad_norm: 1.7660, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5368, loss/aux0: 1.5368 2020-10-19 22:47:07,460 - mmaction - INFO - Epoch [141][220/396] lr: 1.280e-01, eta: 22:51:13, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7391, loss_cls: 2.1392, loss: 2.1392, grad_norm: 1.7686, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5699, loss/aux0: 1.5699 2020-10-19 22:47:08,472 - mmaction - INFO - Epoch [141][220/396] lr: 1.280e-01, eta: 22:51:28, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7391, loss_cls: 2.1392, loss: 2.1392, grad_norm: 1.7669, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5706, loss/aux0: 1.5706 2020-10-19 22:47:45,091 - mmaction - INFO - Epoch [141][240/396] lr: 1.280e-01, eta: 22:50:38, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7234, loss_cls: 2.2065, loss: 2.2065, grad_norm: 1.7608, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5921, loss/aux0: 1.5921 2020-10-19 22:47:46,064 - mmaction - INFO - Epoch [141][240/396] lr: 1.280e-01, eta: 22:50:53, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7234, loss_cls: 2.2065, loss: 2.2065, grad_norm: 1.7587, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5949, loss/aux0: 1.5949 2020-10-19 22:48:22,554 - mmaction - INFO - Epoch [141][260/396] lr: 1.280e-01, eta: 22:50:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4794, top5_acc: 0.7339, loss_cls: 2.1663, loss: 2.1663, grad_norm: 1.7789, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5974, loss/aux0: 1.5974 2020-10-19 22:48:23,579 - mmaction - INFO - Epoch [141][260/396] lr: 1.280e-01, eta: 22:50:19, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4794, top5_acc: 0.7339, loss_cls: 2.1663, loss: 2.1663, grad_norm: 1.7733, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5949, loss/aux0: 1.5949 2020-10-19 22:49:00,121 - mmaction - INFO - Epoch [141][280/396] lr: 1.280e-01, eta: 22:49:29, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4878, top5_acc: 0.7404, loss_cls: 2.1268, loss: 2.1268, grad_norm: 1.7844, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.5607, loss/aux0: 1.5607 2020-10-19 22:49:01,052 - mmaction - INFO - Epoch [141][280/396] lr: 1.280e-01, eta: 22:49:44, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4878, top5_acc: 0.7404, loss_cls: 2.1268, loss: 2.1268, grad_norm: 1.7740, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5635, loss/aux0: 1.5635 2020-10-19 22:49:37,553 - mmaction - INFO - Epoch [141][300/396] lr: 1.280e-01, eta: 22:48:54, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4729, top5_acc: 0.7245, loss_cls: 2.1900, loss: 2.1900, grad_norm: 1.7523, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5814, loss/aux0: 1.5814 2020-10-19 22:49:38,515 - mmaction - INFO - Epoch [141][300/396] lr: 1.280e-01, eta: 22:49:09, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4729, top5_acc: 0.7245, loss_cls: 2.1900, loss: 2.1900, grad_norm: 1.7350, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5744, loss/aux0: 1.5744 2020-10-19 22:50:15,022 - mmaction - INFO - Epoch [141][320/396] lr: 1.280e-01, eta: 22:48:19, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4719, top5_acc: 0.7359, loss_cls: 2.1211, loss: 2.1211, grad_norm: 1.7485, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5563, loss/aux0: 1.5563 2020-10-19 22:50:15,974 - mmaction - INFO - Epoch [141][320/396] lr: 1.280e-01, eta: 22:48:34, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4719, top5_acc: 0.7359, loss_cls: 2.1211, loss: 2.1211, grad_norm: 1.7457, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5545, loss/aux0: 1.5545 2020-10-19 22:50:52,506 - mmaction - INFO - Epoch [141][340/396] lr: 1.280e-01, eta: 22:47:44, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4779, top5_acc: 0.7359, loss_cls: 2.1646, loss: 2.1646, grad_norm: 1.7347, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5390, loss/aux0: 1.5390 2020-10-19 22:50:53,461 - mmaction - INFO - Epoch [141][340/396] lr: 1.280e-01, eta: 22:48:00, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4779, top5_acc: 0.7359, loss_cls: 2.1646, loss: 2.1646, grad_norm: 1.7377, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5410, loss/aux0: 1.5410 2020-10-19 22:51:29,961 - mmaction - INFO - Epoch [141][360/396] lr: 1.280e-01, eta: 22:47:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7250, loss_cls: 2.1950, loss: 2.1950, grad_norm: 1.7423, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5594, loss/aux0: 1.5594 2020-10-19 22:51:30,906 - mmaction - INFO - Epoch [141][360/396] lr: 1.280e-01, eta: 22:47:25, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7250, loss_cls: 2.1950, loss: 2.1950, grad_norm: 1.7526, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5598, loss/aux0: 1.5598 2020-10-19 22:52:07,351 - mmaction - INFO - Epoch [141][380/396] lr: 1.280e-01, eta: 22:46:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7185, loss_cls: 2.1979, loss: 2.1979, grad_norm: 1.7258, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.5635, loss/aux0: 1.5635 2020-10-19 22:52:08,311 - mmaction - INFO - Epoch [141][380/396] lr: 1.280e-01, eta: 22:46:50, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4737, top5_acc: 0.7185, loss_cls: 2.1979, loss: 2.1979, grad_norm: 1.7185, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5679, loss/aux0: 1.5679 2020-10-19 22:56:32,657 - mmaction - INFO - Epoch [142][20/396] lr: 1.262e-01, eta: 22:45:08, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4862, top5_acc: 0.7315, loss_cls: 2.1358, loss: 2.1358, grad_norm: 1.8127, top1_acc/aux0: 0.6014, top5_acc/aux0: 0.8303, loss_cls/aux0: 1.5924, loss/aux0: 1.5924 2020-10-19 22:56:33,611 - mmaction - INFO - Epoch [142][20/396] lr: 1.262e-01, eta: 22:45:23, time: 0.931, data_time: 0.003, memory: 8462, top1_acc: 0.4862, top5_acc: 0.7315, loss_cls: 2.1358, loss: 2.1358, grad_norm: 1.8096, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5754, loss/aux0: 1.5754 2020-10-19 22:57:10,074 - mmaction - INFO - Epoch [142][40/396] lr: 1.262e-01, eta: 22:44:33, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4831, top5_acc: 0.7305, loss_cls: 2.1594, loss: 2.1594, grad_norm: 1.7624, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5125, loss/aux0: 1.5125 2020-10-19 22:57:11,012 - mmaction - INFO - Epoch [142][40/396] lr: 1.262e-01, eta: 22:44:48, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4831, top5_acc: 0.7305, loss_cls: 2.1594, loss: 2.1594, grad_norm: 1.7608, top1_acc/aux0: 0.6187, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5299, loss/aux0: 1.5299 2020-10-19 22:57:47,511 - mmaction - INFO - Epoch [142][60/396] lr: 1.262e-01, eta: 22:43:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4815, top5_acc: 0.7385, loss_cls: 2.1222, loss: 2.1222, grad_norm: 1.7874, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6030, loss/aux0: 1.6030 2020-10-19 22:57:48,534 - mmaction - INFO - Epoch [142][60/396] lr: 1.262e-01, eta: 22:44:13, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4815, top5_acc: 0.7385, loss_cls: 2.1222, loss: 2.1222, grad_norm: 1.7772, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.5983, loss/aux0: 1.5983 2020-10-19 22:58:25,069 - mmaction - INFO - Epoch [142][80/396] lr: 1.262e-01, eta: 22:43:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4943, top5_acc: 0.7326, loss_cls: 2.1375, loss: 2.1375, grad_norm: 1.8154, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5777, loss/aux0: 1.5777 2020-10-19 22:58:26,040 - mmaction - INFO - Epoch [142][80/396] lr: 1.262e-01, eta: 22:43:38, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4943, top5_acc: 0.7326, loss_cls: 2.1375, loss: 2.1375, grad_norm: 1.8120, top1_acc/aux0: 0.6065, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5757, loss/aux0: 1.5757 2020-10-19 22:59:02,632 - mmaction - INFO - Epoch [142][100/396] lr: 1.262e-01, eta: 22:42:48, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7385, loss_cls: 2.1190, loss: 2.1190, grad_norm: 1.7500, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5762, loss/aux0: 1.5762 2020-10-19 22:59:03,597 - mmaction - INFO - Epoch [142][100/396] lr: 1.262e-01, eta: 22:43:04, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7385, loss_cls: 2.1190, loss: 2.1190, grad_norm: 1.7431, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5801, loss/aux0: 1.5801 2020-10-19 22:59:40,252 - mmaction - INFO - Epoch [142][120/396] lr: 1.262e-01, eta: 22:42:14, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7299, loss_cls: 2.1401, loss: 2.1401, grad_norm: 1.8218, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5446, loss/aux0: 1.5446 2020-10-19 22:59:41,196 - mmaction - INFO - Epoch [142][120/396] lr: 1.262e-01, eta: 22:42:29, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7299, loss_cls: 2.1401, loss: 2.1401, grad_norm: 1.8134, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5504, loss/aux0: 1.5504 2020-10-19 23:00:18,002 - mmaction - INFO - Epoch [142][140/396] lr: 1.262e-01, eta: 22:41:39, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7380, loss_cls: 2.1184, loss: 2.1184, grad_norm: 1.8399, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5543, loss/aux0: 1.5543 2020-10-19 23:00:18,967 - mmaction - INFO - Epoch [142][140/396] lr: 1.262e-01, eta: 22:41:55, time: 0.946, data_time: 0.003, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7380, loss_cls: 2.1184, loss: 2.1184, grad_norm: 1.8345, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5579, loss/aux0: 1.5579 2020-10-19 23:00:55,535 - mmaction - INFO - Epoch [142][160/396] lr: 1.262e-01, eta: 22:41:05, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4810, top5_acc: 0.7372, loss_cls: 2.1480, loss: 2.1480, grad_norm: 1.8053, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6389, loss/aux0: 1.6389 2020-10-19 23:00:56,476 - mmaction - INFO - Epoch [142][160/396] lr: 1.262e-01, eta: 22:41:20, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4810, top5_acc: 0.7372, loss_cls: 2.1480, loss: 2.1480, grad_norm: 1.8015, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6410, loss/aux0: 1.6410 2020-10-19 23:01:32,945 - mmaction - INFO - Epoch [142][180/396] lr: 1.262e-01, eta: 22:40:30, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4771, top5_acc: 0.7388, loss_cls: 2.1463, loss: 2.1463, grad_norm: 1.7794, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5373, loss/aux0: 1.5373 2020-10-19 23:01:33,899 - mmaction - INFO - Epoch [142][180/396] lr: 1.262e-01, eta: 22:40:45, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4771, top5_acc: 0.7388, loss_cls: 2.1463, loss: 2.1463, grad_norm: 1.7879, top1_acc/aux0: 0.6154, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5282, loss/aux0: 1.5282 2020-10-19 23:02:10,368 - mmaction - INFO - Epoch [142][200/396] lr: 1.262e-01, eta: 22:39:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4888, top5_acc: 0.7352, loss_cls: 2.1500, loss: 2.1500, grad_norm: 1.7925, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5546, loss/aux0: 1.5546 2020-10-19 23:02:11,325 - mmaction - INFO - Epoch [142][200/396] lr: 1.262e-01, eta: 22:40:10, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4888, top5_acc: 0.7352, loss_cls: 2.1500, loss: 2.1500, grad_norm: 1.8133, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5608, loss/aux0: 1.5608 2020-10-19 23:02:47,898 - mmaction - INFO - Epoch [142][220/396] lr: 1.262e-01, eta: 22:39:20, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4844, top5_acc: 0.7273, loss_cls: 2.1537, loss: 2.1537, grad_norm: 1.7293, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5908, loss/aux0: 1.5908 2020-10-19 23:02:48,908 - mmaction - INFO - Epoch [142][220/396] lr: 1.262e-01, eta: 22:39:35, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4844, top5_acc: 0.7273, loss_cls: 2.1537, loss: 2.1537, grad_norm: 1.7168, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5749, loss/aux0: 1.5749 2020-10-19 23:03:25,426 - mmaction - INFO - Epoch [142][240/396] lr: 1.262e-01, eta: 22:38:46, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4674, top5_acc: 0.7299, loss_cls: 2.1836, loss: 2.1836, grad_norm: 1.7816, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4967, loss/aux0: 1.4967 2020-10-19 23:03:26,388 - mmaction - INFO - Epoch [142][240/396] lr: 1.262e-01, eta: 22:39:01, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4674, top5_acc: 0.7299, loss_cls: 2.1836, loss: 2.1836, grad_norm: 1.7751, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4985, loss/aux0: 1.4985 2020-10-19 23:04:02,980 - mmaction - INFO - Epoch [142][260/396] lr: 1.262e-01, eta: 22:38:11, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4732, top5_acc: 0.7313, loss_cls: 2.1756, loss: 2.1756, grad_norm: 1.7697, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5595, loss/aux0: 1.5595 2020-10-19 23:04:03,928 - mmaction - INFO - Epoch [142][260/396] lr: 1.262e-01, eta: 22:38:26, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4732, top5_acc: 0.7313, loss_cls: 2.1756, loss: 2.1756, grad_norm: 1.7598, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5665, loss/aux0: 1.5665 2020-10-19 23:04:40,536 - mmaction - INFO - Epoch [142][280/396] lr: 1.262e-01, eta: 22:37:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4940, top5_acc: 0.7516, loss_cls: 2.0954, loss: 2.0954, grad_norm: 1.7646, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5424, loss/aux0: 1.5424 2020-10-19 23:04:41,495 - mmaction - INFO - Epoch [142][280/396] lr: 1.262e-01, eta: 22:37:51, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4940, top5_acc: 0.7516, loss_cls: 2.0954, loss: 2.0954, grad_norm: 1.7669, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5393, loss/aux0: 1.5393 2020-10-19 23:05:18,036 - mmaction - INFO - Epoch [142][300/396] lr: 1.262e-01, eta: 22:37:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4909, top5_acc: 0.7349, loss_cls: 2.1237, loss: 2.1237, grad_norm: 1.7654, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5352, loss/aux0: 1.5352 2020-10-19 23:05:18,995 - mmaction - INFO - Epoch [142][300/396] lr: 1.262e-01, eta: 22:37:16, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4909, top5_acc: 0.7349, loss_cls: 2.1237, loss: 2.1237, grad_norm: 1.7889, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5335, loss/aux0: 1.5335 2020-10-19 23:05:55,489 - mmaction - INFO - Epoch [142][320/396] lr: 1.262e-01, eta: 22:36:27, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4836, top5_acc: 0.7323, loss_cls: 2.1755, loss: 2.1755, grad_norm: 1.7934, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5151, loss/aux0: 1.5151 2020-10-19 23:05:56,513 - mmaction - INFO - Epoch [142][320/396] lr: 1.262e-01, eta: 22:36:42, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4836, top5_acc: 0.7323, loss_cls: 2.1755, loss: 2.1755, grad_norm: 1.8008, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5283, loss/aux0: 1.5283 2020-10-19 23:06:33,204 - mmaction - INFO - Epoch [142][340/396] lr: 1.262e-01, eta: 22:35:52, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7292, loss_cls: 2.1574, loss: 2.1574, grad_norm: 1.8133, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.6008, loss/aux0: 1.6008 2020-10-19 23:06:34,167 - mmaction - INFO - Epoch [142][340/396] lr: 1.262e-01, eta: 22:36:07, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7292, loss_cls: 2.1574, loss: 2.1574, grad_norm: 1.8177, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.6007, loss/aux0: 1.6007 2020-10-19 23:07:10,732 - mmaction - INFO - Epoch [142][360/396] lr: 1.262e-01, eta: 22:35:17, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4682, top5_acc: 0.7276, loss_cls: 2.2012, loss: 2.2012, grad_norm: 1.7679, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5309, loss/aux0: 1.5309 2020-10-19 23:07:11,680 - mmaction - INFO - Epoch [142][360/396] lr: 1.262e-01, eta: 22:35:32, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4682, top5_acc: 0.7276, loss_cls: 2.2012, loss: 2.2012, grad_norm: 1.7703, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5340, loss/aux0: 1.5340 2020-10-19 23:07:48,168 - mmaction - INFO - Epoch [142][380/396] lr: 1.262e-01, eta: 22:34:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4896, top5_acc: 0.7258, loss_cls: 2.1594, loss: 2.1594, grad_norm: 1.7437, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.5927, loss/aux0: 1.5927 2020-10-19 23:07:49,116 - mmaction - INFO - Epoch [142][380/396] lr: 1.262e-01, eta: 22:34:57, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4896, top5_acc: 0.7258, loss_cls: 2.1594, loss: 2.1594, grad_norm: 1.7553, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5791, loss/aux0: 1.5791 2020-10-19 23:12:07,429 - mmaction - INFO - Epoch [143][20/396] lr: 1.244e-01, eta: 22:33:15, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4951, top5_acc: 0.7357, loss_cls: 2.1323, loss: 2.1323, grad_norm: 1.7686, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8377, loss_cls/aux0: 1.5621, loss/aux0: 1.5621 2020-10-19 23:12:08,389 - mmaction - INFO - Epoch [143][20/396] lr: 1.244e-01, eta: 22:33:30, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4951, top5_acc: 0.7357, loss_cls: 2.1323, loss: 2.1323, grad_norm: 1.7631, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5632, loss/aux0: 1.5632 2020-10-19 23:12:44,768 - mmaction - INFO - Epoch [143][40/396] lr: 1.244e-01, eta: 22:32:41, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4846, top5_acc: 0.7383, loss_cls: 2.1035, loss: 2.1035, grad_norm: 1.7710, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5509, loss/aux0: 1.5509 2020-10-19 23:12:45,696 - mmaction - INFO - Epoch [143][40/396] lr: 1.244e-01, eta: 22:32:56, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4846, top5_acc: 0.7383, loss_cls: 2.1035, loss: 2.1035, grad_norm: 1.7902, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5569, loss/aux0: 1.5569 2020-10-19 23:13:22,233 - mmaction - INFO - Epoch [143][60/396] lr: 1.244e-01, eta: 22:32:06, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4935, top5_acc: 0.7490, loss_cls: 2.1081, loss: 2.1081, grad_norm: 1.7761, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5579, loss/aux0: 1.5579 2020-10-19 23:13:23,181 - mmaction - INFO - Epoch [143][60/396] lr: 1.244e-01, eta: 22:32:21, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4935, top5_acc: 0.7490, loss_cls: 2.1081, loss: 2.1081, grad_norm: 1.7705, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5435, loss/aux0: 1.5435 2020-10-19 23:13:59,727 - mmaction - INFO - Epoch [143][80/396] lr: 1.244e-01, eta: 22:31:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7401, loss_cls: 2.0820, loss: 2.0820, grad_norm: 1.7722, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5400, loss/aux0: 1.5400 2020-10-19 23:14:00,684 - mmaction - INFO - Epoch [143][80/396] lr: 1.244e-01, eta: 22:31:46, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7401, loss_cls: 2.0820, loss: 2.0820, grad_norm: 1.7729, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5424, loss/aux0: 1.5424 2020-10-19 23:14:37,235 - mmaction - INFO - Epoch [143][100/396] lr: 1.244e-01, eta: 22:30:56, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4971, top5_acc: 0.7396, loss_cls: 2.0999, loss: 2.0999, grad_norm: 1.8355, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5393, loss/aux0: 1.5393 2020-10-19 23:14:38,184 - mmaction - INFO - Epoch [143][100/396] lr: 1.244e-01, eta: 22:31:11, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4971, top5_acc: 0.7396, loss_cls: 2.0999, loss: 2.0999, grad_norm: 1.8349, top1_acc/aux0: 0.6154, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5443, loss/aux0: 1.5443 2020-10-19 23:15:14,743 - mmaction - INFO - Epoch [143][120/396] lr: 1.244e-01, eta: 22:30:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4807, top5_acc: 0.7307, loss_cls: 2.1438, loss: 2.1438, grad_norm: 1.7685, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5357, loss/aux0: 1.5357 2020-10-19 23:15:15,687 - mmaction - INFO - Epoch [143][120/396] lr: 1.244e-01, eta: 22:30:36, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4807, top5_acc: 0.7307, loss_cls: 2.1438, loss: 2.1438, grad_norm: 1.7575, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5307, loss/aux0: 1.5307 2020-10-19 23:15:52,246 - mmaction - INFO - Epoch [143][140/396] lr: 1.244e-01, eta: 22:29:47, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7370, loss_cls: 2.1378, loss: 2.1378, grad_norm: 1.7843, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.5065, loss/aux0: 1.5065 2020-10-19 23:15:53,207 - mmaction - INFO - Epoch [143][140/396] lr: 1.244e-01, eta: 22:30:02, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7370, loss_cls: 2.1378, loss: 2.1378, grad_norm: 1.7924, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.5046, loss/aux0: 1.5046 2020-10-19 23:16:29,602 - mmaction - INFO - Epoch [143][160/396] lr: 1.244e-01, eta: 22:29:12, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7430, loss_cls: 2.1024, loss: 2.1024, grad_norm: 1.8150, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5757, loss/aux0: 1.5757 2020-10-19 23:16:30,571 - mmaction - INFO - Epoch [143][160/396] lr: 1.244e-01, eta: 22:29:27, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7430, loss_cls: 2.1024, loss: 2.1024, grad_norm: 1.8027, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5811, loss/aux0: 1.5811 2020-10-19 23:17:07,149 - mmaction - INFO - Epoch [143][180/396] lr: 1.244e-01, eta: 22:28:37, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4784, top5_acc: 0.7357, loss_cls: 2.1389, loss: 2.1389, grad_norm: 1.7723, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5248, loss/aux0: 1.5248 2020-10-19 23:17:08,104 - mmaction - INFO - Epoch [143][180/396] lr: 1.244e-01, eta: 22:28:52, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4784, top5_acc: 0.7357, loss_cls: 2.1389, loss: 2.1389, grad_norm: 1.7715, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5213, loss/aux0: 1.5213 2020-10-19 23:17:44,614 - mmaction - INFO - Epoch [143][200/396] lr: 1.244e-01, eta: 22:28:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4953, top5_acc: 0.7435, loss_cls: 2.1070, loss: 2.1070, grad_norm: 1.8112, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5945, loss/aux0: 1.5945 2020-10-19 23:17:45,548 - mmaction - INFO - Epoch [143][200/396] lr: 1.244e-01, eta: 22:28:17, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4953, top5_acc: 0.7435, loss_cls: 2.1070, loss: 2.1070, grad_norm: 1.8179, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5987, loss/aux0: 1.5987 2020-10-19 23:18:22,076 - mmaction - INFO - Epoch [143][220/396] lr: 1.244e-01, eta: 22:27:27, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4799, top5_acc: 0.7362, loss_cls: 2.1384, loss: 2.1384, grad_norm: 1.7541, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5659, loss/aux0: 1.5659 2020-10-19 23:18:23,056 - mmaction - INFO - Epoch [143][220/396] lr: 1.244e-01, eta: 22:27:42, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4799, top5_acc: 0.7362, loss_cls: 2.1384, loss: 2.1384, grad_norm: 1.7534, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5625, loss/aux0: 1.5625 2020-10-19 23:18:59,505 - mmaction - INFO - Epoch [143][240/396] lr: 1.244e-01, eta: 22:26:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4831, top5_acc: 0.7391, loss_cls: 2.1477, loss: 2.1477, grad_norm: 1.8033, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.4962, loss/aux0: 1.4962 2020-10-19 23:19:00,449 - mmaction - INFO - Epoch [143][240/396] lr: 1.244e-01, eta: 22:27:08, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4831, top5_acc: 0.7391, loss_cls: 2.1477, loss: 2.1477, grad_norm: 1.8048, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4986, loss/aux0: 1.4986 2020-10-19 23:19:36,886 - mmaction - INFO - Epoch [143][260/396] lr: 1.244e-01, eta: 22:26:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7372, loss_cls: 2.1265, loss: 2.1265, grad_norm: 1.7641, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5519, loss/aux0: 1.5519 2020-10-19 23:19:37,840 - mmaction - INFO - Epoch [143][260/396] lr: 1.244e-01, eta: 22:26:33, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7372, loss_cls: 2.1265, loss: 2.1265, grad_norm: 1.7676, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5568, loss/aux0: 1.5568 2020-10-19 23:20:14,411 - mmaction - INFO - Epoch [143][280/396] lr: 1.244e-01, eta: 22:25:43, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4708, top5_acc: 0.7198, loss_cls: 2.2533, loss: 2.2533, grad_norm: 1.7782, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5241, loss/aux0: 1.5241 2020-10-19 23:20:15,363 - mmaction - INFO - Epoch [143][280/396] lr: 1.244e-01, eta: 22:25:58, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4708, top5_acc: 0.7198, loss_cls: 2.2533, loss: 2.2533, grad_norm: 1.7639, top1_acc/aux0: 0.6156, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.5112, loss/aux0: 1.5112 2020-10-19 23:20:51,776 - mmaction - INFO - Epoch [143][300/396] lr: 1.244e-01, eta: 22:25:08, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4789, top5_acc: 0.7263, loss_cls: 2.1876, loss: 2.1876, grad_norm: 1.7756, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.4523, loss/aux0: 1.4523 2020-10-19 23:20:52,722 - mmaction - INFO - Epoch [143][300/396] lr: 1.244e-01, eta: 22:25:23, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4789, top5_acc: 0.7263, loss_cls: 2.1876, loss: 2.1876, grad_norm: 1.7724, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4539, loss/aux0: 1.4539 2020-10-19 23:21:29,274 - mmaction - INFO - Epoch [143][320/396] lr: 1.244e-01, eta: 22:24:33, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4622, top5_acc: 0.7227, loss_cls: 2.1996, loss: 2.1996, grad_norm: 1.7962, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5871, loss/aux0: 1.5871 2020-10-19 23:21:30,233 - mmaction - INFO - Epoch [143][320/396] lr: 1.244e-01, eta: 22:24:48, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4622, top5_acc: 0.7227, loss_cls: 2.1996, loss: 2.1996, grad_norm: 1.7927, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6000, loss/aux0: 1.6000 2020-10-19 23:22:06,679 - mmaction - INFO - Epoch [143][340/396] lr: 1.244e-01, eta: 22:23:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4693, top5_acc: 0.7352, loss_cls: 2.1724, loss: 2.1724, grad_norm: 1.7566, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5373, loss/aux0: 1.5373 2020-10-19 23:22:07,627 - mmaction - INFO - Epoch [143][340/396] lr: 1.244e-01, eta: 22:24:13, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4693, top5_acc: 0.7352, loss_cls: 2.1724, loss: 2.1724, grad_norm: 1.7595, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5292, loss/aux0: 1.5292 2020-10-19 23:22:44,186 - mmaction - INFO - Epoch [143][360/396] lr: 1.244e-01, eta: 22:23:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7284, loss_cls: 2.1706, loss: 2.1706, grad_norm: 1.8004, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5408, loss/aux0: 1.5408 2020-10-19 23:22:45,134 - mmaction - INFO - Epoch [143][360/396] lr: 1.244e-01, eta: 22:23:38, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7284, loss_cls: 2.1706, loss: 2.1706, grad_norm: 1.7991, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5433, loss/aux0: 1.5433 2020-10-19 23:23:21,632 - mmaction - INFO - Epoch [143][380/396] lr: 1.244e-01, eta: 22:22:49, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4763, top5_acc: 0.7297, loss_cls: 2.1541, loss: 2.1541, grad_norm: 1.8253, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.5086, loss/aux0: 1.5086 2020-10-19 23:23:22,599 - mmaction - INFO - Epoch [143][380/396] lr: 1.244e-01, eta: 22:23:04, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4763, top5_acc: 0.7297, loss_cls: 2.1541, loss: 2.1541, grad_norm: 1.8227, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.5088, loss/aux0: 1.5088 2020-10-19 23:27:42,686 - mmaction - INFO - Epoch [144][20/396] lr: 1.225e-01, eta: 22:21:22, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5021, top5_acc: 0.7596, loss_cls: 2.0586, loss: 2.0586, grad_norm: 1.7454, top1_acc/aux0: 0.6181, top5_acc/aux0: 0.8399, loss_cls/aux0: 1.5143, loss/aux0: 1.5143 2020-10-19 23:27:43,626 - mmaction - INFO - Epoch [144][20/396] lr: 1.225e-01, eta: 22:21:37, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.5021, top5_acc: 0.7596, loss_cls: 2.0586, loss: 2.0586, grad_norm: 1.7532, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5218, loss/aux0: 1.5218 2020-10-19 23:28:20,059 - mmaction - INFO - Epoch [144][40/396] lr: 1.225e-01, eta: 22:20:47, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4846, top5_acc: 0.7393, loss_cls: 2.1057, loss: 2.1057, grad_norm: 1.8052, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6010, loss/aux0: 1.6010 2020-10-19 23:28:21,008 - mmaction - INFO - Epoch [144][40/396] lr: 1.225e-01, eta: 22:21:02, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4846, top5_acc: 0.7393, loss_cls: 2.1057, loss: 2.1057, grad_norm: 1.8160, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5978, loss/aux0: 1.5978 2020-10-19 23:28:57,410 - mmaction - INFO - Epoch [144][60/396] lr: 1.225e-01, eta: 22:20:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7409, loss_cls: 2.1596, loss: 2.1596, grad_norm: 1.7621, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5394, loss/aux0: 1.5394 2020-10-19 23:28:58,366 - mmaction - INFO - Epoch [144][60/396] lr: 1.225e-01, eta: 22:20:27, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7409, loss_cls: 2.1596, loss: 2.1596, grad_norm: 1.7596, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5319, loss/aux0: 1.5319 2020-10-19 23:29:34,856 - mmaction - INFO - Epoch [144][80/396] lr: 1.225e-01, eta: 22:19:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4784, top5_acc: 0.7328, loss_cls: 2.1508, loss: 2.1508, grad_norm: 1.7827, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4884, loss/aux0: 1.4884 2020-10-19 23:29:35,808 - mmaction - INFO - Epoch [144][80/396] lr: 1.225e-01, eta: 22:19:52, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4784, top5_acc: 0.7328, loss_cls: 2.1508, loss: 2.1508, grad_norm: 1.7853, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.4926, loss/aux0: 1.4926 2020-10-19 23:30:12,454 - mmaction - INFO - Epoch [144][100/396] lr: 1.225e-01, eta: 22:19:03, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7349, loss_cls: 2.1634, loss: 2.1634, grad_norm: 1.7721, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5351, loss/aux0: 1.5351 2020-10-19 23:30:13,404 - mmaction - INFO - Epoch [144][100/396] lr: 1.225e-01, eta: 22:19:18, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7349, loss_cls: 2.1634, loss: 2.1634, grad_norm: 1.7641, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5242, loss/aux0: 1.5242 2020-10-19 23:30:49,927 - mmaction - INFO - Epoch [144][120/396] lr: 1.225e-01, eta: 22:18:28, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4982, top5_acc: 0.7401, loss_cls: 2.1182, loss: 2.1182, grad_norm: 1.8589, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4893, loss/aux0: 1.4893 2020-10-19 23:30:50,877 - mmaction - INFO - Epoch [144][120/396] lr: 1.225e-01, eta: 22:18:43, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4982, top5_acc: 0.7401, loss_cls: 2.1182, loss: 2.1182, grad_norm: 1.8598, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.5052, loss/aux0: 1.5052 2020-10-19 23:31:27,549 - mmaction - INFO - Epoch [144][140/396] lr: 1.225e-01, eta: 22:17:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7341, loss_cls: 2.1826, loss: 2.1826, grad_norm: 1.7673, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5235, loss/aux0: 1.5235 2020-10-19 23:31:28,509 - mmaction - INFO - Epoch [144][140/396] lr: 1.225e-01, eta: 22:18:08, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7341, loss_cls: 2.1826, loss: 2.1826, grad_norm: 1.7759, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5181, loss/aux0: 1.5181 2020-10-19 23:32:05,171 - mmaction - INFO - Epoch [144][160/396] lr: 1.225e-01, eta: 22:17:19, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4872, top5_acc: 0.7424, loss_cls: 2.0918, loss: 2.0918, grad_norm: 1.7577, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5395, loss/aux0: 1.5395 2020-10-19 23:32:06,114 - mmaction - INFO - Epoch [144][160/396] lr: 1.225e-01, eta: 22:17:33, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4872, top5_acc: 0.7424, loss_cls: 2.0918, loss: 2.0918, grad_norm: 1.7617, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5405, loss/aux0: 1.5405 2020-10-19 23:32:42,725 - mmaction - INFO - Epoch [144][180/396] lr: 1.225e-01, eta: 22:16:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4896, top5_acc: 0.7427, loss_cls: 2.1095, loss: 2.1095, grad_norm: 1.7879, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5521, loss/aux0: 1.5521 2020-10-19 23:32:43,724 - mmaction - INFO - Epoch [144][180/396] lr: 1.225e-01, eta: 22:16:59, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4896, top5_acc: 0.7427, loss_cls: 2.1095, loss: 2.1095, grad_norm: 1.7792, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5464, loss/aux0: 1.5464 2020-10-19 23:33:20,171 - mmaction - INFO - Epoch [144][200/396] lr: 1.225e-01, eta: 22:16:09, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7344, loss_cls: 2.1435, loss: 2.1435, grad_norm: 1.8362, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5314, loss/aux0: 1.5314 2020-10-19 23:33:21,122 - mmaction - INFO - Epoch [144][200/396] lr: 1.225e-01, eta: 22:16:24, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7344, loss_cls: 2.1435, loss: 2.1435, grad_norm: 1.8278, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5351, loss/aux0: 1.5351 2020-10-19 23:33:57,547 - mmaction - INFO - Epoch [144][220/396] lr: 1.225e-01, eta: 22:15:34, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7378, loss_cls: 2.1475, loss: 2.1475, grad_norm: 1.7997, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5401, loss/aux0: 1.5401 2020-10-19 23:33:58,501 - mmaction - INFO - Epoch [144][220/396] lr: 1.225e-01, eta: 22:15:49, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7378, loss_cls: 2.1475, loss: 2.1475, grad_norm: 1.7931, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5223, loss/aux0: 1.5223 2020-10-19 23:34:35,154 - mmaction - INFO - Epoch [144][240/396] lr: 1.225e-01, eta: 22:14:59, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4758, top5_acc: 0.7276, loss_cls: 2.1610, loss: 2.1610, grad_norm: 1.7736, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.4906, loss/aux0: 1.4906 2020-10-19 23:34:36,113 - mmaction - INFO - Epoch [144][240/396] lr: 1.225e-01, eta: 22:15:14, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4758, top5_acc: 0.7276, loss_cls: 2.1610, loss: 2.1610, grad_norm: 1.7784, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5112, loss/aux0: 1.5112 2020-10-19 23:35:12,608 - mmaction - INFO - Epoch [144][260/396] lr: 1.225e-01, eta: 22:14:25, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7393, loss_cls: 2.1055, loss: 2.1055, grad_norm: 1.7977, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5096, loss/aux0: 1.5096 2020-10-19 23:35:13,542 - mmaction - INFO - Epoch [144][260/396] lr: 1.225e-01, eta: 22:14:39, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7393, loss_cls: 2.1055, loss: 2.1055, grad_norm: 1.7873, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5074, loss/aux0: 1.5074 2020-10-19 23:35:50,106 - mmaction - INFO - Epoch [144][280/396] lr: 1.225e-01, eta: 22:13:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4818, top5_acc: 0.7427, loss_cls: 2.1250, loss: 2.1250, grad_norm: 1.8182, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5202, loss/aux0: 1.5202 2020-10-19 23:35:51,056 - mmaction - INFO - Epoch [144][280/396] lr: 1.225e-01, eta: 22:14:04, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4818, top5_acc: 0.7427, loss_cls: 2.1250, loss: 2.1250, grad_norm: 1.8193, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5152, loss/aux0: 1.5152 2020-10-19 23:36:27,666 - mmaction - INFO - Epoch [144][300/396] lr: 1.225e-01, eta: 22:13:15, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4888, top5_acc: 0.7289, loss_cls: 2.1293, loss: 2.1293, grad_norm: 1.7612, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.5102, loss/aux0: 1.5102 2020-10-19 23:36:28,619 - mmaction - INFO - Epoch [144][300/396] lr: 1.225e-01, eta: 22:13:30, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4888, top5_acc: 0.7289, loss_cls: 2.1293, loss: 2.1293, grad_norm: 1.7603, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5168, loss/aux0: 1.5168 2020-10-19 23:37:05,155 - mmaction - INFO - Epoch [144][320/396] lr: 1.225e-01, eta: 22:12:40, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4669, top5_acc: 0.7245, loss_cls: 2.1920, loss: 2.1920, grad_norm: 1.8298, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5722, loss/aux0: 1.5722 2020-10-19 23:37:06,122 - mmaction - INFO - Epoch [144][320/396] lr: 1.225e-01, eta: 22:12:55, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4669, top5_acc: 0.7245, loss_cls: 2.1920, loss: 2.1920, grad_norm: 1.8318, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5802, loss/aux0: 1.5802 2020-10-19 23:37:42,636 - mmaction - INFO - Epoch [144][340/396] lr: 1.225e-01, eta: 22:12:05, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4687, top5_acc: 0.7365, loss_cls: 2.1684, loss: 2.1684, grad_norm: 1.7815, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6534, loss/aux0: 1.6534 2020-10-19 23:37:43,586 - mmaction - INFO - Epoch [144][340/396] lr: 1.225e-01, eta: 22:12:20, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4687, top5_acc: 0.7365, loss_cls: 2.1684, loss: 2.1684, grad_norm: 1.7772, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6445, loss/aux0: 1.6445 2020-10-19 23:38:20,090 - mmaction - INFO - Epoch [144][360/396] lr: 1.225e-01, eta: 22:11:31, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7315, loss_cls: 2.1657, loss: 2.1657, grad_norm: 1.7937, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.4956, loss/aux0: 1.4956 2020-10-19 23:38:21,043 - mmaction - INFO - Epoch [144][360/396] lr: 1.225e-01, eta: 22:11:45, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7315, loss_cls: 2.1657, loss: 2.1657, grad_norm: 1.7913, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5001, loss/aux0: 1.5001 2020-10-19 23:38:57,574 - mmaction - INFO - Epoch [144][380/396] lr: 1.225e-01, eta: 22:10:56, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4937, top5_acc: 0.7310, loss_cls: 2.1459, loss: 2.1459, grad_norm: 1.8031, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5607, loss/aux0: 1.5607 2020-10-19 23:38:58,503 - mmaction - INFO - Epoch [144][380/396] lr: 1.225e-01, eta: 22:11:10, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4937, top5_acc: 0.7310, loss_cls: 2.1459, loss: 2.1459, grad_norm: 1.8077, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5552, loss/aux0: 1.5552 2020-10-19 23:39:30,078 - mmaction - INFO - Saving checkpoint at 144 epochs 2020-10-19 23:41:12,888 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 23:41:13,032 - mmaction - INFO - top1_acc 0.5587 top5_acc 0.8152 2020-10-19 23:41:13,032 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 23:41:13,075 - mmaction - INFO - mean_acc 0.5591 2020-10-19 23:41:13,077 - mmaction - INFO - Epoch(val) [144][396] top1_acc: 0.5587, top5_acc: 0.8152, mean_class_accuracy: 0.5591 2020-10-19 23:45:26,778 - mmaction - INFO - Epoch [145][20/396] lr: 1.207e-01, eta: 22:09:30, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.4966, top5_acc: 0.7484, loss_cls: 2.0760, loss: 2.0760, grad_norm: 1.7858, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8355, loss_cls/aux0: 1.5371, loss/aux0: 1.5371 2020-10-19 23:45:27,762 - mmaction - INFO - Epoch [145][20/396] lr: 1.207e-01, eta: 22:09:44, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.4966, top5_acc: 0.7484, loss_cls: 2.0760, loss: 2.0760, grad_norm: 1.7865, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5303, loss/aux0: 1.5303 2020-10-19 23:46:04,254 - mmaction - INFO - Epoch [145][40/396] lr: 1.207e-01, eta: 22:08:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4904, top5_acc: 0.7492, loss_cls: 2.0793, loss: 2.0793, grad_norm: 1.8435, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5489, loss/aux0: 1.5489 2020-10-19 23:46:05,211 - mmaction - INFO - Epoch [145][40/396] lr: 1.207e-01, eta: 22:09:09, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4904, top5_acc: 0.7492, loss_cls: 2.0793, loss: 2.0793, grad_norm: 1.8438, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5527, loss/aux0: 1.5527 2020-10-19 23:46:41,786 - mmaction - INFO - Epoch [145][60/396] lr: 1.207e-01, eta: 22:08:20, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4969, top5_acc: 0.7518, loss_cls: 2.0696, loss: 2.0696, grad_norm: 1.7916, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5174, loss/aux0: 1.5174 2020-10-19 23:46:42,734 - mmaction - INFO - Epoch [145][60/396] lr: 1.207e-01, eta: 22:08:34, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4969, top5_acc: 0.7518, loss_cls: 2.0696, loss: 2.0696, grad_norm: 1.7920, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5226, loss/aux0: 1.5226 2020-10-19 23:47:19,204 - mmaction - INFO - Epoch [145][80/396] lr: 1.207e-01, eta: 22:07:45, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4911, top5_acc: 0.7430, loss_cls: 2.0945, loss: 2.0945, grad_norm: 1.7721, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5531, loss/aux0: 1.5531 2020-10-19 23:47:20,172 - mmaction - INFO - Epoch [145][80/396] lr: 1.207e-01, eta: 22:08:00, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4911, top5_acc: 0.7430, loss_cls: 2.0945, loss: 2.0945, grad_norm: 1.7689, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5494, loss/aux0: 1.5494 2020-10-19 23:47:56,757 - mmaction - INFO - Epoch [145][100/396] lr: 1.207e-01, eta: 22:07:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4812, top5_acc: 0.7477, loss_cls: 2.1195, loss: 2.1195, grad_norm: 1.8294, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5069, loss/aux0: 1.5069 2020-10-19 23:47:57,705 - mmaction - INFO - Epoch [145][100/396] lr: 1.207e-01, eta: 22:07:25, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4812, top5_acc: 0.7477, loss_cls: 2.1195, loss: 2.1195, grad_norm: 1.8359, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5051, loss/aux0: 1.5051 2020-10-19 23:48:34,253 - mmaction - INFO - Epoch [145][120/396] lr: 1.207e-01, eta: 22:06:35, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7490, loss_cls: 2.0809, loss: 2.0809, grad_norm: 1.7961, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5108, loss/aux0: 1.5108 2020-10-19 23:48:35,207 - mmaction - INFO - Epoch [145][120/396] lr: 1.207e-01, eta: 22:06:50, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7490, loss_cls: 2.0809, loss: 2.0809, grad_norm: 1.8009, top1_acc/aux0: 0.6187, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5140, loss/aux0: 1.5140 2020-10-19 23:49:11,785 - mmaction - INFO - Epoch [145][140/396] lr: 1.207e-01, eta: 22:06:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4732, top5_acc: 0.7286, loss_cls: 2.1796, loss: 2.1796, grad_norm: 1.7982, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5506, loss/aux0: 1.5506 2020-10-19 23:49:12,820 - mmaction - INFO - Epoch [145][140/396] lr: 1.207e-01, eta: 22:06:15, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4732, top5_acc: 0.7286, loss_cls: 2.1796, loss: 2.1796, grad_norm: 1.7960, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5586, loss/aux0: 1.5586 2020-10-19 23:49:49,364 - mmaction - INFO - Epoch [145][160/396] lr: 1.207e-01, eta: 22:05:26, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4836, top5_acc: 0.7385, loss_cls: 2.1054, loss: 2.1054, grad_norm: 1.8208, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5277, loss/aux0: 1.5277 2020-10-19 23:49:50,331 - mmaction - INFO - Epoch [145][160/396] lr: 1.207e-01, eta: 22:05:40, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4836, top5_acc: 0.7385, loss_cls: 2.1054, loss: 2.1054, grad_norm: 1.8289, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5267, loss/aux0: 1.5267 2020-10-19 23:50:26,913 - mmaction - INFO - Epoch [145][180/396] lr: 1.207e-01, eta: 22:04:51, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4828, top5_acc: 0.7419, loss_cls: 2.1487, loss: 2.1487, grad_norm: 1.8417, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5501, loss/aux0: 1.5501 2020-10-19 23:50:27,855 - mmaction - INFO - Epoch [145][180/396] lr: 1.207e-01, eta: 22:05:05, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4828, top5_acc: 0.7419, loss_cls: 2.1487, loss: 2.1487, grad_norm: 1.8318, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5412, loss/aux0: 1.5412 2020-10-19 23:51:04,432 - mmaction - INFO - Epoch [145][200/396] lr: 1.207e-01, eta: 22:04:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7302, loss_cls: 2.1744, loss: 2.1744, grad_norm: 1.8260, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5696, loss/aux0: 1.5696 2020-10-19 23:51:05,385 - mmaction - INFO - Epoch [145][200/396] lr: 1.207e-01, eta: 22:04:31, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7302, loss_cls: 2.1744, loss: 2.1744, grad_norm: 1.8157, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5676, loss/aux0: 1.5676 2020-10-19 23:51:41,966 - mmaction - INFO - Epoch [145][220/396] lr: 1.207e-01, eta: 22:03:41, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4812, top5_acc: 0.7435, loss_cls: 2.1450, loss: 2.1450, grad_norm: 1.8236, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5423, loss/aux0: 1.5423 2020-10-19 23:51:42,902 - mmaction - INFO - Epoch [145][220/396] lr: 1.207e-01, eta: 22:03:56, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4812, top5_acc: 0.7435, loss_cls: 2.1450, loss: 2.1450, grad_norm: 1.8359, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5549, loss/aux0: 1.5549 2020-10-19 23:52:19,477 - mmaction - INFO - Epoch [145][240/396] lr: 1.207e-01, eta: 22:03:06, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4831, top5_acc: 0.7289, loss_cls: 2.1710, loss: 2.1710, grad_norm: 1.7405, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5566, loss/aux0: 1.5566 2020-10-19 23:52:20,453 - mmaction - INFO - Epoch [145][240/396] lr: 1.207e-01, eta: 22:03:21, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4831, top5_acc: 0.7289, loss_cls: 2.1710, loss: 2.1710, grad_norm: 1.7521, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5459, loss/aux0: 1.5459 2020-10-19 23:52:57,093 - mmaction - INFO - Epoch [145][260/396] lr: 1.207e-01, eta: 22:02:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4812, top5_acc: 0.7469, loss_cls: 2.1196, loss: 2.1196, grad_norm: 1.7868, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4543, loss/aux0: 1.4543 2020-10-19 23:52:58,057 - mmaction - INFO - Epoch [145][260/396] lr: 1.207e-01, eta: 22:02:46, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4812, top5_acc: 0.7469, loss_cls: 2.1196, loss: 2.1196, grad_norm: 1.7791, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4569, loss/aux0: 1.4569 2020-10-19 23:53:34,584 - mmaction - INFO - Epoch [145][280/396] lr: 1.207e-01, eta: 22:01:57, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4893, top5_acc: 0.7341, loss_cls: 2.1258, loss: 2.1258, grad_norm: 1.8124, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4704, loss/aux0: 1.4704 2020-10-19 23:53:35,532 - mmaction - INFO - Epoch [145][280/396] lr: 1.207e-01, eta: 22:02:11, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4893, top5_acc: 0.7341, loss_cls: 2.1258, loss: 2.1258, grad_norm: 1.8014, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4583, loss/aux0: 1.4583 2020-10-19 23:54:12,024 - mmaction - INFO - Epoch [145][300/396] lr: 1.207e-01, eta: 22:01:22, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4919, top5_acc: 0.7422, loss_cls: 2.0751, loss: 2.0751, grad_norm: 1.8502, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5221, loss/aux0: 1.5221 2020-10-19 23:54:12,960 - mmaction - INFO - Epoch [145][300/396] lr: 1.207e-01, eta: 22:01:36, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4919, top5_acc: 0.7422, loss_cls: 2.0751, loss: 2.0751, grad_norm: 1.8580, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5396, loss/aux0: 1.5396 2020-10-19 23:54:49,452 - mmaction - INFO - Epoch [145][320/396] lr: 1.207e-01, eta: 22:00:47, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4846, top5_acc: 0.7435, loss_cls: 2.1078, loss: 2.1078, grad_norm: 1.7762, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.5039, loss/aux0: 1.5039 2020-10-19 23:54:50,439 - mmaction - INFO - Epoch [145][320/396] lr: 1.207e-01, eta: 22:01:01, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4846, top5_acc: 0.7435, loss_cls: 2.1078, loss: 2.1078, grad_norm: 1.7816, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5011, loss/aux0: 1.5011 2020-10-19 23:55:27,011 - mmaction - INFO - Epoch [145][340/396] lr: 1.207e-01, eta: 22:00:12, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4875, top5_acc: 0.7411, loss_cls: 2.1284, loss: 2.1284, grad_norm: 1.8253, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5059, loss/aux0: 1.5059 2020-10-19 23:55:27,964 - mmaction - INFO - Epoch [145][340/396] lr: 1.207e-01, eta: 22:00:27, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4875, top5_acc: 0.7411, loss_cls: 2.1284, loss: 2.1284, grad_norm: 1.8331, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5019, loss/aux0: 1.5019 2020-10-19 23:56:04,440 - mmaction - INFO - Epoch [145][360/396] lr: 1.207e-01, eta: 21:59:37, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4901, top5_acc: 0.7370, loss_cls: 2.1520, loss: 2.1520, grad_norm: 1.7728, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5570, loss/aux0: 1.5570 2020-10-19 23:56:05,389 - mmaction - INFO - Epoch [145][360/396] lr: 1.207e-01, eta: 21:59:52, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4901, top5_acc: 0.7370, loss_cls: 2.1520, loss: 2.1520, grad_norm: 1.7625, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5582, loss/aux0: 1.5582 2020-10-19 23:56:42,018 - mmaction - INFO - Epoch [145][380/396] lr: 1.207e-01, eta: 21:59:03, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4839, top5_acc: 0.7326, loss_cls: 2.1403, loss: 2.1403, grad_norm: 1.7951, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5676, loss/aux0: 1.5676 2020-10-19 23:56:43,000 - mmaction - INFO - Epoch [145][380/396] lr: 1.207e-01, eta: 21:59:17, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.4839, top5_acc: 0.7326, loss_cls: 2.1403, loss: 2.1403, grad_norm: 1.7898, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5670, loss/aux0: 1.5670 2020-10-20 00:01:37,461 - mmaction - INFO - Epoch [146][20/396] lr: 1.189e-01, eta: 21:57:37, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4977, top5_acc: 0.7518, loss_cls: 2.0446, loss: 2.0446, grad_norm: 1.8396, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8416, loss_cls/aux0: 1.5349, loss/aux0: 1.5349 2020-10-20 00:01:38,411 - mmaction - INFO - Epoch [146][20/396] lr: 1.189e-01, eta: 21:57:51, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4977, top5_acc: 0.7518, loss_cls: 2.0446, loss: 2.0446, grad_norm: 1.8404, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5442, loss/aux0: 1.5442 2020-10-20 00:02:14,831 - mmaction - INFO - Epoch [146][40/396] lr: 1.189e-01, eta: 21:57:02, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4794, top5_acc: 0.7393, loss_cls: 2.1088, loss: 2.1088, grad_norm: 1.8197, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5050, loss/aux0: 1.5050 2020-10-20 00:02:15,806 - mmaction - INFO - Epoch [146][40/396] lr: 1.189e-01, eta: 21:57:16, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4794, top5_acc: 0.7393, loss_cls: 2.1088, loss: 2.1088, grad_norm: 1.8146, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4932, loss/aux0: 1.4932 2020-10-20 00:02:52,371 - mmaction - INFO - Epoch [146][60/396] lr: 1.189e-01, eta: 21:56:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4799, top5_acc: 0.7424, loss_cls: 2.1100, loss: 2.1100, grad_norm: 1.8349, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5127, loss/aux0: 1.5127 2020-10-20 00:02:53,321 - mmaction - INFO - Epoch [146][60/396] lr: 1.189e-01, eta: 21:56:41, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4799, top5_acc: 0.7424, loss_cls: 2.1100, loss: 2.1100, grad_norm: 1.8325, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5110, loss/aux0: 1.5110 2020-10-20 00:03:30,004 - mmaction - INFO - Epoch [146][80/396] lr: 1.189e-01, eta: 21:55:52, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4807, top5_acc: 0.7367, loss_cls: 2.1424, loss: 2.1424, grad_norm: 1.8233, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5271, loss/aux0: 1.5271 2020-10-20 00:03:30,943 - mmaction - INFO - Epoch [146][80/396] lr: 1.189e-01, eta: 21:56:07, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4807, top5_acc: 0.7367, loss_cls: 2.1424, loss: 2.1424, grad_norm: 1.8324, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5363, loss/aux0: 1.5363 2020-10-20 00:04:07,485 - mmaction - INFO - Epoch [146][100/396] lr: 1.189e-01, eta: 21:55:17, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4857, top5_acc: 0.7328, loss_cls: 2.1295, loss: 2.1295, grad_norm: 1.8277, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5652, loss/aux0: 1.5652 2020-10-20 00:04:08,458 - mmaction - INFO - Epoch [146][100/396] lr: 1.189e-01, eta: 21:55:32, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4857, top5_acc: 0.7328, loss_cls: 2.1295, loss: 2.1295, grad_norm: 1.8387, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5639, loss/aux0: 1.5639 2020-10-20 00:04:44,941 - mmaction - INFO - Epoch [146][120/396] lr: 1.189e-01, eta: 21:54:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7505, loss_cls: 2.0873, loss: 2.0873, grad_norm: 1.7904, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5130, loss/aux0: 1.5130 2020-10-20 00:04:45,875 - mmaction - INFO - Epoch [146][120/396] lr: 1.189e-01, eta: 21:54:57, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7505, loss_cls: 2.0873, loss: 2.0873, grad_norm: 1.8132, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.5054, loss/aux0: 1.5054 2020-10-20 00:05:22,427 - mmaction - INFO - Epoch [146][140/396] lr: 1.189e-01, eta: 21:54:08, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5052, top5_acc: 0.7466, loss_cls: 2.0547, loss: 2.0547, grad_norm: 1.7926, top1_acc/aux0: 0.6289, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4846, loss/aux0: 1.4846 2020-10-20 00:05:23,378 - mmaction - INFO - Epoch [146][140/396] lr: 1.189e-01, eta: 21:54:22, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5052, top5_acc: 0.7466, loss_cls: 2.0547, loss: 2.0547, grad_norm: 1.7930, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4854, loss/aux0: 1.4854 2020-10-20 00:06:00,050 - mmaction - INFO - Epoch [146][160/396] lr: 1.189e-01, eta: 21:53:33, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7435, loss_cls: 2.1195, loss: 2.1195, grad_norm: 1.8987, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5583, loss/aux0: 1.5583 2020-10-20 00:06:00,997 - mmaction - INFO - Epoch [146][160/396] lr: 1.189e-01, eta: 21:53:47, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7435, loss_cls: 2.1195, loss: 2.1195, grad_norm: 1.8857, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5469, loss/aux0: 1.5469 2020-10-20 00:06:37,483 - mmaction - INFO - Epoch [146][180/396] lr: 1.189e-01, eta: 21:52:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4997, top5_acc: 0.7526, loss_cls: 2.0582, loss: 2.0582, grad_norm: 1.8364, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5336, loss/aux0: 1.5336 2020-10-20 00:06:38,430 - mmaction - INFO - Epoch [146][180/396] lr: 1.189e-01, eta: 21:53:13, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4997, top5_acc: 0.7526, loss_cls: 2.0582, loss: 2.0582, grad_norm: 1.8314, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5502, loss/aux0: 1.5502 2020-10-20 00:07:15,011 - mmaction - INFO - Epoch [146][200/396] lr: 1.189e-01, eta: 21:52:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7372, loss_cls: 2.1229, loss: 2.1229, grad_norm: 1.7965, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5330, loss/aux0: 1.5330 2020-10-20 00:07:15,955 - mmaction - INFO - Epoch [146][200/396] lr: 1.189e-01, eta: 21:52:38, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7372, loss_cls: 2.1229, loss: 2.1229, grad_norm: 1.8016, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5437, loss/aux0: 1.5437 2020-10-20 00:07:52,496 - mmaction - INFO - Epoch [146][220/396] lr: 1.189e-01, eta: 21:51:49, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5021, top5_acc: 0.7492, loss_cls: 2.0612, loss: 2.0612, grad_norm: 1.7974, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.5133, loss/aux0: 1.5133 2020-10-20 00:07:53,443 - mmaction - INFO - Epoch [146][220/396] lr: 1.189e-01, eta: 21:52:03, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5021, top5_acc: 0.7492, loss_cls: 2.0612, loss: 2.0612, grad_norm: 1.7993, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.5002, loss/aux0: 1.5002 2020-10-20 00:08:29,897 - mmaction - INFO - Epoch [146][240/396] lr: 1.189e-01, eta: 21:51:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4867, top5_acc: 0.7466, loss_cls: 2.1061, loss: 2.1061, grad_norm: 1.8230, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5371, loss/aux0: 1.5371 2020-10-20 00:08:30,860 - mmaction - INFO - Epoch [146][240/396] lr: 1.189e-01, eta: 21:51:28, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4867, top5_acc: 0.7466, loss_cls: 2.1061, loss: 2.1061, grad_norm: 1.8110, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5371, loss/aux0: 1.5371 2020-10-20 00:09:07,318 - mmaction - INFO - Epoch [146][260/396] lr: 1.189e-01, eta: 21:50:39, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4859, top5_acc: 0.7419, loss_cls: 2.1250, loss: 2.1250, grad_norm: 1.8766, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5381, loss/aux0: 1.5381 2020-10-20 00:09:08,267 - mmaction - INFO - Epoch [146][260/396] lr: 1.189e-01, eta: 21:50:53, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4859, top5_acc: 0.7419, loss_cls: 2.1250, loss: 2.1250, grad_norm: 1.8743, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5402, loss/aux0: 1.5402 2020-10-20 00:09:44,724 - mmaction - INFO - Epoch [146][280/396] lr: 1.189e-01, eta: 21:50:04, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4893, top5_acc: 0.7331, loss_cls: 2.1267, loss: 2.1267, grad_norm: 1.8062, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5165, loss/aux0: 1.5165 2020-10-20 00:09:45,707 - mmaction - INFO - Epoch [146][280/396] lr: 1.189e-01, eta: 21:50:18, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4893, top5_acc: 0.7331, loss_cls: 2.1267, loss: 2.1267, grad_norm: 1.8136, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5104, loss/aux0: 1.5104 2020-10-20 00:10:22,078 - mmaction - INFO - Epoch [146][300/396] lr: 1.189e-01, eta: 21:49:29, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4875, top5_acc: 0.7313, loss_cls: 2.1177, loss: 2.1177, grad_norm: 1.7967, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5452, loss/aux0: 1.5452 2020-10-20 00:10:23,089 - mmaction - INFO - Epoch [146][300/396] lr: 1.189e-01, eta: 21:49:43, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4875, top5_acc: 0.7313, loss_cls: 2.1177, loss: 2.1177, grad_norm: 1.7997, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5502, loss/aux0: 1.5502 2020-10-20 00:10:59,573 - mmaction - INFO - Epoch [146][320/396] lr: 1.189e-01, eta: 21:48:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4831, top5_acc: 0.7354, loss_cls: 2.1248, loss: 2.1248, grad_norm: 1.8227, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4719, loss/aux0: 1.4719 2020-10-20 00:11:00,507 - mmaction - INFO - Epoch [146][320/396] lr: 1.189e-01, eta: 21:49:08, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4831, top5_acc: 0.7354, loss_cls: 2.1248, loss: 2.1248, grad_norm: 1.8262, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4603, loss/aux0: 1.4603 2020-10-20 00:11:37,031 - mmaction - INFO - Epoch [146][340/396] lr: 1.189e-01, eta: 21:48:19, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7352, loss_cls: 2.1239, loss: 2.1239, grad_norm: 1.7942, top1_acc/aux0: 0.6154, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.5283, loss/aux0: 1.5283 2020-10-20 00:11:38,018 - mmaction - INFO - Epoch [146][340/396] lr: 1.189e-01, eta: 21:48:33, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7352, loss_cls: 2.1239, loss: 2.1239, grad_norm: 1.7994, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.5397, loss/aux0: 1.5397 2020-10-20 00:12:14,494 - mmaction - INFO - Epoch [146][360/396] lr: 1.189e-01, eta: 21:47:44, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7367, loss_cls: 2.1166, loss: 2.1166, grad_norm: 1.8100, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.4943, loss/aux0: 1.4943 2020-10-20 00:12:15,513 - mmaction - INFO - Epoch [146][360/396] lr: 1.189e-01, eta: 21:47:59, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7367, loss_cls: 2.1166, loss: 2.1166, grad_norm: 1.8100, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.4951, loss/aux0: 1.4951 2020-10-20 00:12:51,965 - mmaction - INFO - Epoch [146][380/396] lr: 1.189e-01, eta: 21:47:09, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4888, top5_acc: 0.7388, loss_cls: 2.1324, loss: 2.1324, grad_norm: 1.8102, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.5635, loss/aux0: 1.5635 2020-10-20 00:12:52,937 - mmaction - INFO - Epoch [146][380/396] lr: 1.189e-01, eta: 21:47:24, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4888, top5_acc: 0.7388, loss_cls: 2.1324, loss: 2.1324, grad_norm: 1.8072, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.5653, loss/aux0: 1.5653 2020-10-20 00:17:18,765 - mmaction - INFO - Epoch [147][20/396] lr: 1.171e-01, eta: 21:45:44, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4956, top5_acc: 0.7497, loss_cls: 2.0757, loss: 2.0757, grad_norm: 1.7922, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8377, loss_cls/aux0: 1.5428, loss/aux0: 1.5428 2020-10-20 00:17:19,784 - mmaction - INFO - Epoch [147][20/396] lr: 1.171e-01, eta: 21:45:58, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4956, top5_acc: 0.7497, loss_cls: 2.0757, loss: 2.0757, grad_norm: 1.7972, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5521, loss/aux0: 1.5521 2020-10-20 00:17:56,233 - mmaction - INFO - Epoch [147][40/396] lr: 1.171e-01, eta: 21:45:09, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4773, top5_acc: 0.7344, loss_cls: 2.1428, loss: 2.1428, grad_norm: 1.7983, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4973, loss/aux0: 1.4973 2020-10-20 00:17:57,185 - mmaction - INFO - Epoch [147][40/396] lr: 1.171e-01, eta: 21:45:23, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4773, top5_acc: 0.7344, loss_cls: 2.1428, loss: 2.1428, grad_norm: 1.7912, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4768, loss/aux0: 1.4768 2020-10-20 00:18:33,751 - mmaction - INFO - Epoch [147][60/396] lr: 1.171e-01, eta: 21:44:34, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4940, top5_acc: 0.7427, loss_cls: 2.0663, loss: 2.0663, grad_norm: 1.7820, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4169, loss/aux0: 1.4169 2020-10-20 00:18:34,722 - mmaction - INFO - Epoch [147][60/396] lr: 1.171e-01, eta: 21:44:48, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4940, top5_acc: 0.7427, loss_cls: 2.0663, loss: 2.0663, grad_norm: 1.7856, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4339, loss/aux0: 1.4339 2020-10-20 00:19:11,324 - mmaction - INFO - Epoch [147][80/396] lr: 1.171e-01, eta: 21:43:59, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4826, top5_acc: 0.7352, loss_cls: 2.1527, loss: 2.1527, grad_norm: 1.8557, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5609, loss/aux0: 1.5609 2020-10-20 00:19:12,277 - mmaction - INFO - Epoch [147][80/396] lr: 1.171e-01, eta: 21:44:13, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4826, top5_acc: 0.7352, loss_cls: 2.1527, loss: 2.1527, grad_norm: 1.8629, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5540, loss/aux0: 1.5540 2020-10-20 00:19:48,851 - mmaction - INFO - Epoch [147][100/396] lr: 1.171e-01, eta: 21:43:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5029, top5_acc: 0.7469, loss_cls: 2.0741, loss: 2.0741, grad_norm: 1.8360, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5140, loss/aux0: 1.5140 2020-10-20 00:19:49,807 - mmaction - INFO - Epoch [147][100/396] lr: 1.171e-01, eta: 21:43:38, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5029, top5_acc: 0.7469, loss_cls: 2.0741, loss: 2.0741, grad_norm: 1.8319, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5089, loss/aux0: 1.5089 2020-10-20 00:20:26,386 - mmaction - INFO - Epoch [147][120/396] lr: 1.171e-01, eta: 21:42:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7354, loss_cls: 2.1574, loss: 2.1574, grad_norm: 1.8421, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.5050, loss/aux0: 1.5050 2020-10-20 00:20:27,344 - mmaction - INFO - Epoch [147][120/396] lr: 1.171e-01, eta: 21:43:04, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7354, loss_cls: 2.1574, loss: 2.1574, grad_norm: 1.8349, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.5084, loss/aux0: 1.5084 2020-10-20 00:21:03,820 - mmaction - INFO - Epoch [147][140/396] lr: 1.171e-01, eta: 21:42:15, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4805, top5_acc: 0.7453, loss_cls: 2.1202, loss: 2.1202, grad_norm: 1.8609, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.5354, loss/aux0: 1.5354 2020-10-20 00:21:04,771 - mmaction - INFO - Epoch [147][140/396] lr: 1.171e-01, eta: 21:42:29, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4805, top5_acc: 0.7453, loss_cls: 2.1202, loss: 2.1202, grad_norm: 1.8652, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5417, loss/aux0: 1.5417 2020-10-20 00:21:41,376 - mmaction - INFO - Epoch [147][160/396] lr: 1.171e-01, eta: 21:41:40, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4883, top5_acc: 0.7466, loss_cls: 2.1026, loss: 2.1026, grad_norm: 1.8161, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5466, loss/aux0: 1.5466 2020-10-20 00:21:42,324 - mmaction - INFO - Epoch [147][160/396] lr: 1.171e-01, eta: 21:41:54, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4883, top5_acc: 0.7466, loss_cls: 2.1026, loss: 2.1026, grad_norm: 1.8088, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5264, loss/aux0: 1.5264 2020-10-20 00:22:18,854 - mmaction - INFO - Epoch [147][180/396] lr: 1.171e-01, eta: 21:41:05, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4984, top5_acc: 0.7393, loss_cls: 2.1195, loss: 2.1195, grad_norm: 1.8275, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5321, loss/aux0: 1.5321 2020-10-20 00:22:19,796 - mmaction - INFO - Epoch [147][180/396] lr: 1.171e-01, eta: 21:41:19, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4984, top5_acc: 0.7393, loss_cls: 2.1195, loss: 2.1195, grad_norm: 1.8188, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5421, loss/aux0: 1.5421 2020-10-20 00:22:56,341 - mmaction - INFO - Epoch [147][200/396] lr: 1.171e-01, eta: 21:40:30, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4966, top5_acc: 0.7445, loss_cls: 2.0936, loss: 2.0936, grad_norm: 1.8430, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.5054, loss/aux0: 1.5054 2020-10-20 00:22:57,287 - mmaction - INFO - Epoch [147][200/396] lr: 1.171e-01, eta: 21:40:44, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4966, top5_acc: 0.7445, loss_cls: 2.0936, loss: 2.0936, grad_norm: 1.8398, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5189, loss/aux0: 1.5189 2020-10-20 00:23:33,815 - mmaction - INFO - Epoch [147][220/396] lr: 1.171e-01, eta: 21:39:55, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5055, top5_acc: 0.7414, loss_cls: 2.0868, loss: 2.0868, grad_norm: 1.8247, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5525, loss/aux0: 1.5525 2020-10-20 00:23:34,762 - mmaction - INFO - Epoch [147][220/396] lr: 1.171e-01, eta: 21:40:09, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5055, top5_acc: 0.7414, loss_cls: 2.0868, loss: 2.0868, grad_norm: 1.8108, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5314, loss/aux0: 1.5314 2020-10-20 00:24:11,290 - mmaction - INFO - Epoch [147][240/396] lr: 1.171e-01, eta: 21:39:20, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4813, top5_acc: 0.7354, loss_cls: 2.1277, loss: 2.1277, grad_norm: 1.8286, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5018, loss/aux0: 1.5018 2020-10-20 00:24:12,240 - mmaction - INFO - Epoch [147][240/396] lr: 1.171e-01, eta: 21:39:34, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4813, top5_acc: 0.7354, loss_cls: 2.1277, loss: 2.1277, grad_norm: 1.8369, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5188, loss/aux0: 1.5188 2020-10-20 00:24:48,802 - mmaction - INFO - Epoch [147][260/396] lr: 1.171e-01, eta: 21:38:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4786, top5_acc: 0.7315, loss_cls: 2.1483, loss: 2.1483, grad_norm: 1.8290, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4727, loss/aux0: 1.4727 2020-10-20 00:24:49,753 - mmaction - INFO - Epoch [147][260/396] lr: 1.171e-01, eta: 21:38:59, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4786, top5_acc: 0.7315, loss_cls: 2.1483, loss: 2.1483, grad_norm: 1.8273, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4561, loss/aux0: 1.4561 2020-10-20 00:25:26,284 - mmaction - INFO - Epoch [147][280/396] lr: 1.171e-01, eta: 21:38:10, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4773, top5_acc: 0.7310, loss_cls: 2.1620, loss: 2.1620, grad_norm: 1.8478, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.5288, loss/aux0: 1.5288 2020-10-20 00:25:27,239 - mmaction - INFO - Epoch [147][280/396] lr: 1.171e-01, eta: 21:38:24, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4773, top5_acc: 0.7310, loss_cls: 2.1620, loss: 2.1620, grad_norm: 1.8390, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5433, loss/aux0: 1.5433 2020-10-20 00:26:03,855 - mmaction - INFO - Epoch [147][300/396] lr: 1.171e-01, eta: 21:37:36, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4810, top5_acc: 0.7372, loss_cls: 2.1355, loss: 2.1355, grad_norm: 1.8061, top1_acc/aux0: 0.6289, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4784, loss/aux0: 1.4784 2020-10-20 00:26:04,801 - mmaction - INFO - Epoch [147][300/396] lr: 1.171e-01, eta: 21:37:49, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4810, top5_acc: 0.7372, loss_cls: 2.1355, loss: 2.1355, grad_norm: 1.8009, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4728, loss/aux0: 1.4728 2020-10-20 00:26:41,329 - mmaction - INFO - Epoch [147][320/396] lr: 1.171e-01, eta: 21:37:01, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4995, top5_acc: 0.7385, loss_cls: 2.0993, loss: 2.0993, grad_norm: 1.8339, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5102, loss/aux0: 1.5102 2020-10-20 00:26:42,267 - mmaction - INFO - Epoch [147][320/396] lr: 1.171e-01, eta: 21:37:14, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4995, top5_acc: 0.7385, loss_cls: 2.0993, loss: 2.0993, grad_norm: 1.8299, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5048, loss/aux0: 1.5048 2020-10-20 00:27:18,828 - mmaction - INFO - Epoch [147][340/396] lr: 1.171e-01, eta: 21:36:26, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4885, top5_acc: 0.7461, loss_cls: 2.0768, loss: 2.0768, grad_norm: 1.7910, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4763, loss/aux0: 1.4763 2020-10-20 00:27:19,784 - mmaction - INFO - Epoch [147][340/396] lr: 1.171e-01, eta: 21:36:40, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4885, top5_acc: 0.7461, loss_cls: 2.0768, loss: 2.0768, grad_norm: 1.7896, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.4839, loss/aux0: 1.4839 2020-10-20 00:27:56,292 - mmaction - INFO - Epoch [147][360/396] lr: 1.171e-01, eta: 21:35:51, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4888, top5_acc: 0.7458, loss_cls: 2.1083, loss: 2.1083, grad_norm: 1.8207, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5475, loss/aux0: 1.5475 2020-10-20 00:27:57,244 - mmaction - INFO - Epoch [147][360/396] lr: 1.171e-01, eta: 21:36:05, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4888, top5_acc: 0.7458, loss_cls: 2.1083, loss: 2.1083, grad_norm: 1.8221, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5492, loss/aux0: 1.5492 2020-10-20 00:28:33,722 - mmaction - INFO - Epoch [147][380/396] lr: 1.171e-01, eta: 21:35:16, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4906, top5_acc: 0.7490, loss_cls: 2.1091, loss: 2.1091, grad_norm: 1.7729, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4948, loss/aux0: 1.4948 2020-10-20 00:28:34,664 - mmaction - INFO - Epoch [147][380/396] lr: 1.171e-01, eta: 21:35:30, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4906, top5_acc: 0.7490, loss_cls: 2.1091, loss: 2.1091, grad_norm: 1.7788, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4996, loss/aux0: 1.4996 2020-10-20 00:32:57,052 - mmaction - INFO - Epoch [148][20/396] lr: 1.153e-01, eta: 21:33:51, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4979, top5_acc: 0.7456, loss_cls: 2.0733, loss: 2.0733, grad_norm: 1.8350, top1_acc/aux0: 0.6269, top5_acc/aux0: 0.8347, loss_cls/aux0: 1.4986, loss/aux0: 1.4986 2020-10-20 00:32:58,006 - mmaction - INFO - Epoch [148][20/396] lr: 1.153e-01, eta: 21:34:05, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.4979, top5_acc: 0.7456, loss_cls: 2.0733, loss: 2.0733, grad_norm: 1.8423, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5070, loss/aux0: 1.5070 2020-10-20 00:33:34,461 - mmaction - INFO - Epoch [148][40/396] lr: 1.153e-01, eta: 21:33:16, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4846, top5_acc: 0.7312, loss_cls: 2.1707, loss: 2.1707, grad_norm: 1.8155, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5304, loss/aux0: 1.5304 2020-10-20 00:33:35,418 - mmaction - INFO - Epoch [148][40/396] lr: 1.153e-01, eta: 21:33:30, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4846, top5_acc: 0.7312, loss_cls: 2.1707, loss: 2.1707, grad_norm: 1.7960, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5045, loss/aux0: 1.5045 2020-10-20 00:34:11,892 - mmaction - INFO - Epoch [148][60/396] lr: 1.153e-01, eta: 21:32:41, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4815, top5_acc: 0.7380, loss_cls: 2.1161, loss: 2.1161, grad_norm: 1.8222, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4893, loss/aux0: 1.4893 2020-10-20 00:34:12,843 - mmaction - INFO - Epoch [148][60/396] lr: 1.153e-01, eta: 21:32:55, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4815, top5_acc: 0.7380, loss_cls: 2.1161, loss: 2.1161, grad_norm: 1.8118, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4972, loss/aux0: 1.4972 2020-10-20 00:34:49,317 - mmaction - INFO - Epoch [148][80/396] lr: 1.153e-01, eta: 21:32:06, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4818, top5_acc: 0.7487, loss_cls: 2.1046, loss: 2.1046, grad_norm: 1.8577, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5066, loss/aux0: 1.5066 2020-10-20 00:34:50,282 - mmaction - INFO - Epoch [148][80/396] lr: 1.153e-01, eta: 21:32:20, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4818, top5_acc: 0.7487, loss_cls: 2.1046, loss: 2.1046, grad_norm: 1.8576, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5058, loss/aux0: 1.5058 2020-10-20 00:35:26,766 - mmaction - INFO - Epoch [148][100/396] lr: 1.153e-01, eta: 21:31:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4820, top5_acc: 0.7443, loss_cls: 2.1128, loss: 2.1128, grad_norm: 1.8400, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4892, loss/aux0: 1.4892 2020-10-20 00:35:27,718 - mmaction - INFO - Epoch [148][100/396] lr: 1.153e-01, eta: 21:31:45, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4820, top5_acc: 0.7443, loss_cls: 2.1128, loss: 2.1128, grad_norm: 1.8365, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5042, loss/aux0: 1.5042 2020-10-20 00:36:04,224 - mmaction - INFO - Epoch [148][120/396] lr: 1.153e-01, eta: 21:30:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5010, top5_acc: 0.7487, loss_cls: 2.0690, loss: 2.0690, grad_norm: 1.8600, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5260, loss/aux0: 1.5260 2020-10-20 00:36:05,168 - mmaction - INFO - Epoch [148][120/396] lr: 1.153e-01, eta: 21:31:10, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5010, top5_acc: 0.7487, loss_cls: 2.0690, loss: 2.0690, grad_norm: 1.8690, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5348, loss/aux0: 1.5348 2020-10-20 00:36:41,607 - mmaction - INFO - Epoch [148][140/396] lr: 1.153e-01, eta: 21:30:21, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5008, top5_acc: 0.7562, loss_cls: 2.0569, loss: 2.0569, grad_norm: 1.8621, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5225, loss/aux0: 1.5225 2020-10-20 00:36:42,564 - mmaction - INFO - Epoch [148][140/396] lr: 1.153e-01, eta: 21:30:35, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5008, top5_acc: 0.7562, loss_cls: 2.0569, loss: 2.0569, grad_norm: 1.8725, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5248, loss/aux0: 1.5248 2020-10-20 00:37:19,067 - mmaction - INFO - Epoch [148][160/396] lr: 1.153e-01, eta: 21:29:46, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4815, top5_acc: 0.7479, loss_cls: 2.1074, loss: 2.1074, grad_norm: 1.8238, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5518, loss/aux0: 1.5518 2020-10-20 00:37:20,102 - mmaction - INFO - Epoch [148][160/396] lr: 1.153e-01, eta: 21:30:00, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4815, top5_acc: 0.7479, loss_cls: 2.1074, loss: 2.1074, grad_norm: 1.8408, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5369, loss/aux0: 1.5369 2020-10-20 00:37:56,551 - mmaction - INFO - Epoch [148][180/396] lr: 1.153e-01, eta: 21:29:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4997, top5_acc: 0.7471, loss_cls: 2.0508, loss: 2.0508, grad_norm: 1.8889, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4769, loss/aux0: 1.4769 2020-10-20 00:37:57,512 - mmaction - INFO - Epoch [148][180/396] lr: 1.153e-01, eta: 21:29:25, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4997, top5_acc: 0.7471, loss_cls: 2.0508, loss: 2.0508, grad_norm: 1.8926, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4748, loss/aux0: 1.4748 2020-10-20 00:38:34,011 - mmaction - INFO - Epoch [148][200/396] lr: 1.153e-01, eta: 21:28:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7375, loss_cls: 2.1313, loss: 2.1313, grad_norm: 1.7890, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4985, loss/aux0: 1.4985 2020-10-20 00:38:35,026 - mmaction - INFO - Epoch [148][200/396] lr: 1.153e-01, eta: 21:28:50, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7375, loss_cls: 2.1313, loss: 2.1313, grad_norm: 1.7864, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4887, loss/aux0: 1.4887 2020-10-20 00:39:11,567 - mmaction - INFO - Epoch [148][220/396] lr: 1.153e-01, eta: 21:28:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7505, loss_cls: 2.0690, loss: 2.0690, grad_norm: 1.8650, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4806, loss/aux0: 1.4806 2020-10-20 00:39:12,518 - mmaction - INFO - Epoch [148][220/396] lr: 1.153e-01, eta: 21:28:15, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7505, loss_cls: 2.0690, loss: 2.0690, grad_norm: 1.8639, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5002, loss/aux0: 1.5002 2020-10-20 00:39:49,006 - mmaction - INFO - Epoch [148][240/396] lr: 1.153e-01, eta: 21:27:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7362, loss_cls: 2.1286, loss: 2.1286, grad_norm: 1.8164, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5246, loss/aux0: 1.5246 2020-10-20 00:39:49,960 - mmaction - INFO - Epoch [148][240/396] lr: 1.153e-01, eta: 21:27:40, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7362, loss_cls: 2.1286, loss: 2.1286, grad_norm: 1.8198, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5264, loss/aux0: 1.5264 2020-10-20 00:40:26,404 - mmaction - INFO - Epoch [148][260/396] lr: 1.153e-01, eta: 21:26:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4758, top5_acc: 0.7266, loss_cls: 2.1553, loss: 2.1553, grad_norm: 1.8545, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4909, loss/aux0: 1.4909 2020-10-20 00:40:27,350 - mmaction - INFO - Epoch [148][260/396] lr: 1.153e-01, eta: 21:27:06, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4758, top5_acc: 0.7266, loss_cls: 2.1553, loss: 2.1553, grad_norm: 1.8499, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4773, loss/aux0: 1.4773 2020-10-20 00:41:03,762 - mmaction - INFO - Epoch [148][280/396] lr: 1.153e-01, eta: 21:26:17, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4815, top5_acc: 0.7281, loss_cls: 2.1710, loss: 2.1710, grad_norm: 1.8664, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5409, loss/aux0: 1.5409 2020-10-20 00:41:04,725 - mmaction - INFO - Epoch [148][280/396] lr: 1.153e-01, eta: 21:26:30, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.4815, top5_acc: 0.7281, loss_cls: 2.1710, loss: 2.1710, grad_norm: 1.8534, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5482, loss/aux0: 1.5482 2020-10-20 00:41:41,155 - mmaction - INFO - Epoch [148][300/396] lr: 1.153e-01, eta: 21:25:42, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4924, top5_acc: 0.7479, loss_cls: 2.0627, loss: 2.0627, grad_norm: 1.8604, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5280, loss/aux0: 1.5280 2020-10-20 00:41:42,097 - mmaction - INFO - Epoch [148][300/396] lr: 1.153e-01, eta: 21:25:55, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.4924, top5_acc: 0.7479, loss_cls: 2.0627, loss: 2.0627, grad_norm: 1.8525, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5231, loss/aux0: 1.5231 2020-10-20 00:42:18,715 - mmaction - INFO - Epoch [148][320/396] lr: 1.153e-01, eta: 21:25:07, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7352, loss_cls: 2.1274, loss: 2.1274, grad_norm: 1.8437, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4754, loss/aux0: 1.4754 2020-10-20 00:42:19,666 - mmaction - INFO - Epoch [148][320/396] lr: 1.153e-01, eta: 21:25:21, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7352, loss_cls: 2.1274, loss: 2.1274, grad_norm: 1.8515, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4686, loss/aux0: 1.4686 2020-10-20 00:42:56,276 - mmaction - INFO - Epoch [148][340/396] lr: 1.153e-01, eta: 21:24:32, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4854, top5_acc: 0.7424, loss_cls: 2.1045, loss: 2.1045, grad_norm: 1.8197, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4979, loss/aux0: 1.4979 2020-10-20 00:42:57,239 - mmaction - INFO - Epoch [148][340/396] lr: 1.153e-01, eta: 21:24:46, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4854, top5_acc: 0.7424, loss_cls: 2.1045, loss: 2.1045, grad_norm: 1.8186, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5019, loss/aux0: 1.5019 2020-10-20 00:43:33,706 - mmaction - INFO - Epoch [148][360/396] lr: 1.153e-01, eta: 21:23:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7385, loss_cls: 2.1347, loss: 2.1347, grad_norm: 1.8603, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4480, loss/aux0: 1.4480 2020-10-20 00:43:34,660 - mmaction - INFO - Epoch [148][360/396] lr: 1.153e-01, eta: 21:24:11, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7385, loss_cls: 2.1347, loss: 2.1347, grad_norm: 1.8785, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4599, loss/aux0: 1.4599 2020-10-20 00:44:11,072 - mmaction - INFO - Epoch [148][380/396] lr: 1.153e-01, eta: 21:23:22, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4784, top5_acc: 0.7352, loss_cls: 2.1179, loss: 2.1179, grad_norm: 1.8861, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4927, loss/aux0: 1.4927 2020-10-20 00:44:12,010 - mmaction - INFO - Epoch [148][380/396] lr: 1.153e-01, eta: 21:23:36, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4784, top5_acc: 0.7352, loss_cls: 2.1179, loss: 2.1179, grad_norm: 1.8878, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4827, loss/aux0: 1.4827 2020-10-20 00:48:32,117 - mmaction - INFO - Epoch [149][20/396] lr: 1.136e-01, eta: 21:21:58, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4938, top5_acc: 0.7396, loss_cls: 2.0744, loss: 2.0744, grad_norm: 1.8123, top1_acc/aux0: 0.6168, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.5123, loss/aux0: 1.5123 2020-10-20 00:48:33,063 - mmaction - INFO - Epoch [149][20/396] lr: 1.136e-01, eta: 21:22:11, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4938, top5_acc: 0.7396, loss_cls: 2.0744, loss: 2.0744, grad_norm: 1.8248, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.5242, loss/aux0: 1.5242 2020-10-20 00:49:09,577 - mmaction - INFO - Epoch [149][40/396] lr: 1.136e-01, eta: 21:21:23, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4945, top5_acc: 0.7578, loss_cls: 2.0401, loss: 2.0401, grad_norm: 1.8157, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.4781, loss/aux0: 1.4781 2020-10-20 00:49:10,568 - mmaction - INFO - Epoch [149][40/396] lr: 1.136e-01, eta: 21:21:36, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.4945, top5_acc: 0.7578, loss_cls: 2.0401, loss: 2.0401, grad_norm: 1.8108, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.4599, loss/aux0: 1.4599 2020-10-20 00:49:47,067 - mmaction - INFO - Epoch [149][60/396] lr: 1.136e-01, eta: 21:20:48, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4992, top5_acc: 0.7477, loss_cls: 2.0842, loss: 2.0842, grad_norm: 1.8789, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4707, loss/aux0: 1.4707 2020-10-20 00:49:48,030 - mmaction - INFO - Epoch [149][60/396] lr: 1.136e-01, eta: 21:21:01, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4992, top5_acc: 0.7477, loss_cls: 2.0842, loss: 2.0842, grad_norm: 1.8722, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4779, loss/aux0: 1.4779 2020-10-20 00:50:24,571 - mmaction - INFO - Epoch [149][80/396] lr: 1.136e-01, eta: 21:20:13, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4893, top5_acc: 0.7443, loss_cls: 2.0962, loss: 2.0962, grad_norm: 1.8349, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5076, loss/aux0: 1.5076 2020-10-20 00:50:25,587 - mmaction - INFO - Epoch [149][80/396] lr: 1.136e-01, eta: 21:20:26, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4893, top5_acc: 0.7443, loss_cls: 2.0962, loss: 2.0962, grad_norm: 1.8263, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5026, loss/aux0: 1.5026 2020-10-20 00:51:02,111 - mmaction - INFO - Epoch [149][100/396] lr: 1.136e-01, eta: 21:19:38, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4865, top5_acc: 0.7375, loss_cls: 2.1065, loss: 2.1065, grad_norm: 1.8313, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4513, loss/aux0: 1.4513 2020-10-20 00:51:03,048 - mmaction - INFO - Epoch [149][100/396] lr: 1.136e-01, eta: 21:19:52, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4865, top5_acc: 0.7375, loss_cls: 2.1065, loss: 2.1065, grad_norm: 1.8200, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4566, loss/aux0: 1.4566 2020-10-20 00:51:39,577 - mmaction - INFO - Epoch [149][120/396] lr: 1.136e-01, eta: 21:19:03, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4951, top5_acc: 0.7406, loss_cls: 2.1283, loss: 2.1283, grad_norm: 1.8427, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5401, loss/aux0: 1.5401 2020-10-20 00:51:40,591 - mmaction - INFO - Epoch [149][120/396] lr: 1.136e-01, eta: 21:19:17, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4951, top5_acc: 0.7406, loss_cls: 2.1283, loss: 2.1283, grad_norm: 1.8464, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5420, loss/aux0: 1.5420 2020-10-20 00:52:17,229 - mmaction - INFO - Epoch [149][140/396] lr: 1.136e-01, eta: 21:18:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4909, top5_acc: 0.7409, loss_cls: 2.1003, loss: 2.1003, grad_norm: 1.8187, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4812, loss/aux0: 1.4812 2020-10-20 00:52:18,201 - mmaction - INFO - Epoch [149][140/396] lr: 1.136e-01, eta: 21:18:42, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4909, top5_acc: 0.7409, loss_cls: 2.1003, loss: 2.1003, grad_norm: 1.8215, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4770, loss/aux0: 1.4770 2020-10-20 00:52:54,756 - mmaction - INFO - Epoch [149][160/396] lr: 1.136e-01, eta: 21:17:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7375, loss_cls: 2.1486, loss: 2.1486, grad_norm: 1.8216, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5028, loss/aux0: 1.5028 2020-10-20 00:52:55,717 - mmaction - INFO - Epoch [149][160/396] lr: 1.136e-01, eta: 21:18:07, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7375, loss_cls: 2.1486, loss: 2.1486, grad_norm: 1.8109, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.4964, loss/aux0: 1.4964 2020-10-20 00:53:32,319 - mmaction - INFO - Epoch [149][180/396] lr: 1.136e-01, eta: 21:17:18, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4919, top5_acc: 0.7398, loss_cls: 2.1043, loss: 2.1043, grad_norm: 1.8317, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5330, loss/aux0: 1.5330 2020-10-20 00:53:33,296 - mmaction - INFO - Epoch [149][180/396] lr: 1.136e-01, eta: 21:17:32, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.4919, top5_acc: 0.7398, loss_cls: 2.1043, loss: 2.1043, grad_norm: 1.8324, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5507, loss/aux0: 1.5507 2020-10-20 00:54:09,904 - mmaction - INFO - Epoch [149][200/396] lr: 1.136e-01, eta: 21:16:44, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4964, top5_acc: 0.7445, loss_cls: 2.1230, loss: 2.1230, grad_norm: 1.8910, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5159, loss/aux0: 1.5159 2020-10-20 00:54:10,919 - mmaction - INFO - Epoch [149][200/396] lr: 1.136e-01, eta: 21:16:57, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4964, top5_acc: 0.7445, loss_cls: 2.1230, loss: 2.1230, grad_norm: 1.8860, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5045, loss/aux0: 1.5045 2020-10-20 00:54:47,506 - mmaction - INFO - Epoch [149][220/396] lr: 1.136e-01, eta: 21:16:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4940, top5_acc: 0.7328, loss_cls: 2.1367, loss: 2.1367, grad_norm: 1.8119, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5217, loss/aux0: 1.5217 2020-10-20 00:54:48,463 - mmaction - INFO - Epoch [149][220/396] lr: 1.136e-01, eta: 21:16:22, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4940, top5_acc: 0.7328, loss_cls: 2.1367, loss: 2.1367, grad_norm: 1.8086, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5173, loss/aux0: 1.5173 2020-10-20 00:55:25,062 - mmaction - INFO - Epoch [149][240/396] lr: 1.136e-01, eta: 21:15:34, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4951, top5_acc: 0.7458, loss_cls: 2.0869, loss: 2.0869, grad_norm: 1.8456, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4444, loss/aux0: 1.4444 2020-10-20 00:55:26,081 - mmaction - INFO - Epoch [149][240/396] lr: 1.136e-01, eta: 21:15:48, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.4951, top5_acc: 0.7458, loss_cls: 2.0869, loss: 2.0869, grad_norm: 1.8275, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4378, loss/aux0: 1.4378 2020-10-20 00:56:02,702 - mmaction - INFO - Epoch [149][260/396] lr: 1.136e-01, eta: 21:14:59, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4810, top5_acc: 0.7398, loss_cls: 2.1003, loss: 2.1003, grad_norm: 1.8243, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5133, loss/aux0: 1.5133 2020-10-20 00:56:03,665 - mmaction - INFO - Epoch [149][260/396] lr: 1.136e-01, eta: 21:15:13, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4810, top5_acc: 0.7398, loss_cls: 2.1003, loss: 2.1003, grad_norm: 1.8282, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5283, loss/aux0: 1.5283 2020-10-20 00:56:40,266 - mmaction - INFO - Epoch [149][280/396] lr: 1.136e-01, eta: 21:14:24, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7555, loss_cls: 2.0684, loss: 2.0684, grad_norm: 1.8491, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5384, loss/aux0: 1.5384 2020-10-20 00:56:41,241 - mmaction - INFO - Epoch [149][280/396] lr: 1.136e-01, eta: 21:14:38, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7555, loss_cls: 2.0684, loss: 2.0684, grad_norm: 1.8617, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5379, loss/aux0: 1.5379 2020-10-20 00:57:17,805 - mmaction - INFO - Epoch [149][300/396] lr: 1.136e-01, eta: 21:13:49, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7391, loss_cls: 2.1164, loss: 2.1164, grad_norm: 1.7989, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4774, loss/aux0: 1.4774 2020-10-20 00:57:18,773 - mmaction - INFO - Epoch [149][300/396] lr: 1.136e-01, eta: 21:14:03, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7391, loss_cls: 2.1164, loss: 2.1164, grad_norm: 1.8021, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4760, loss/aux0: 1.4760 2020-10-20 00:57:55,419 - mmaction - INFO - Epoch [149][320/396] lr: 1.136e-01, eta: 21:13:14, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4805, top5_acc: 0.7370, loss_cls: 2.1448, loss: 2.1448, grad_norm: 1.8287, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4966, loss/aux0: 1.4966 2020-10-20 00:57:56,381 - mmaction - INFO - Epoch [149][320/396] lr: 1.136e-01, eta: 21:13:28, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4805, top5_acc: 0.7370, loss_cls: 2.1448, loss: 2.1448, grad_norm: 1.8384, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5022, loss/aux0: 1.5022 2020-10-20 00:58:32,945 - mmaction - INFO - Epoch [149][340/396] lr: 1.136e-01, eta: 21:12:40, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7432, loss_cls: 2.1367, loss: 2.1367, grad_norm: 1.8326, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4716, loss/aux0: 1.4716 2020-10-20 00:58:33,933 - mmaction - INFO - Epoch [149][340/396] lr: 1.136e-01, eta: 21:12:53, time: 0.945, data_time: 0.004, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7432, loss_cls: 2.1367, loss: 2.1367, grad_norm: 1.8345, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4604, loss/aux0: 1.4604 2020-10-20 00:59:10,630 - mmaction - INFO - Epoch [149][360/396] lr: 1.136e-01, eta: 21:12:05, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7589, loss_cls: 2.0587, loss: 2.0587, grad_norm: 1.8373, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4823, loss/aux0: 1.4823 2020-10-20 00:59:11,628 - mmaction - INFO - Epoch [149][360/396] lr: 1.136e-01, eta: 21:12:19, time: 0.947, data_time: 0.003, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7589, loss_cls: 2.0587, loss: 2.0587, grad_norm: 1.8454, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4824, loss/aux0: 1.4824 2020-10-20 00:59:48,163 - mmaction - INFO - Epoch [149][380/396] lr: 1.136e-01, eta: 21:11:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4984, top5_acc: 0.7443, loss_cls: 2.1002, loss: 2.1002, grad_norm: 1.9083, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.4905, loss/aux0: 1.4905 2020-10-20 00:59:49,116 - mmaction - INFO - Epoch [149][380/396] lr: 1.136e-01, eta: 21:11:44, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4984, top5_acc: 0.7443, loss_cls: 2.1002, loss: 2.1002, grad_norm: 1.9113, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5014, loss/aux0: 1.5014 2020-10-20 01:04:08,087 - mmaction - INFO - Epoch [150][20/396] lr: 1.118e-01, eta: 21:10:06, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5042, top5_acc: 0.7503, loss_cls: 2.0451, loss: 2.0451, grad_norm: 1.8674, top1_acc/aux0: 0.6316, top5_acc/aux0: 0.8369, loss_cls/aux0: 1.5209, loss/aux0: 1.5209 2020-10-20 01:04:09,025 - mmaction - INFO - Epoch [150][20/396] lr: 1.118e-01, eta: 21:10:19, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.5042, top5_acc: 0.7503, loss_cls: 2.0451, loss: 2.0451, grad_norm: 1.8651, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4976, loss/aux0: 1.4976 2020-10-20 01:04:45,551 - mmaction - INFO - Epoch [150][40/396] lr: 1.118e-01, eta: 21:09:31, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4961, top5_acc: 0.7549, loss_cls: 2.0533, loss: 2.0533, grad_norm: 1.8499, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5143, loss/aux0: 1.5143 2020-10-20 01:04:46,526 - mmaction - INFO - Epoch [150][40/396] lr: 1.118e-01, eta: 21:09:44, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.4961, top5_acc: 0.7549, loss_cls: 2.0533, loss: 2.0533, grad_norm: 1.8523, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5286, loss/aux0: 1.5286 2020-10-20 01:05:22,971 - mmaction - INFO - Epoch [150][60/396] lr: 1.118e-01, eta: 21:08:56, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4872, top5_acc: 0.7396, loss_cls: 2.1045, loss: 2.1045, grad_norm: 1.8561, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4897, loss/aux0: 1.4897 2020-10-20 01:05:23,937 - mmaction - INFO - Epoch [150][60/396] lr: 1.118e-01, eta: 21:09:09, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4872, top5_acc: 0.7396, loss_cls: 2.1045, loss: 2.1045, grad_norm: 1.8446, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4921, loss/aux0: 1.4921 2020-10-20 01:06:00,412 - mmaction - INFO - Epoch [150][80/396] lr: 1.118e-01, eta: 21:08:21, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5000, top5_acc: 0.7521, loss_cls: 2.0453, loss: 2.0453, grad_norm: 1.8612, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5291, loss/aux0: 1.5291 2020-10-20 01:06:01,437 - mmaction - INFO - Epoch [150][80/396] lr: 1.118e-01, eta: 21:08:34, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5000, top5_acc: 0.7521, loss_cls: 2.0453, loss: 2.0453, grad_norm: 1.8620, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5275, loss/aux0: 1.5275 2020-10-20 01:06:37,957 - mmaction - INFO - Epoch [150][100/396] lr: 1.118e-01, eta: 21:07:46, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4943, top5_acc: 0.7422, loss_cls: 2.1084, loss: 2.1084, grad_norm: 1.8241, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4405, loss/aux0: 1.4405 2020-10-20 01:06:38,916 - mmaction - INFO - Epoch [150][100/396] lr: 1.118e-01, eta: 21:07:59, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4943, top5_acc: 0.7422, loss_cls: 2.1084, loss: 2.1084, grad_norm: 1.8234, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4522, loss/aux0: 1.4522 2020-10-20 01:07:15,432 - mmaction - INFO - Epoch [150][120/396] lr: 1.118e-01, eta: 21:07:11, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7268, loss_cls: 2.1421, loss: 2.1421, grad_norm: 1.8739, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4952, loss/aux0: 1.4952 2020-10-20 01:07:16,436 - mmaction - INFO - Epoch [150][120/396] lr: 1.118e-01, eta: 21:07:24, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7268, loss_cls: 2.1421, loss: 2.1421, grad_norm: 1.8664, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4865, loss/aux0: 1.4865 2020-10-20 01:07:52,897 - mmaction - INFO - Epoch [150][140/396] lr: 1.118e-01, eta: 21:06:36, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4852, top5_acc: 0.7471, loss_cls: 2.1175, loss: 2.1175, grad_norm: 1.8637, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4162, loss/aux0: 1.4162 2020-10-20 01:07:53,847 - mmaction - INFO - Epoch [150][140/396] lr: 1.118e-01, eta: 21:06:49, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4852, top5_acc: 0.7471, loss_cls: 2.1175, loss: 2.1175, grad_norm: 1.8619, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4152, loss/aux0: 1.4152 2020-10-20 01:08:30,382 - mmaction - INFO - Epoch [150][160/396] lr: 1.118e-01, eta: 21:06:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4919, top5_acc: 0.7385, loss_cls: 2.0997, loss: 2.0997, grad_norm: 1.8137, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5086, loss/aux0: 1.5086 2020-10-20 01:08:31,325 - mmaction - INFO - Epoch [150][160/396] lr: 1.118e-01, eta: 21:06:14, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4919, top5_acc: 0.7385, loss_cls: 2.0997, loss: 2.0997, grad_norm: 1.8101, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5111, loss/aux0: 1.5111 2020-10-20 01:09:07,782 - mmaction - INFO - Epoch [150][180/396] lr: 1.118e-01, eta: 21:05:26, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7388, loss_cls: 2.1189, loss: 2.1189, grad_norm: 1.8783, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4605, loss/aux0: 1.4605 2020-10-20 01:09:08,743 - mmaction - INFO - Epoch [150][180/396] lr: 1.118e-01, eta: 21:05:39, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7388, loss_cls: 2.1189, loss: 2.1189, grad_norm: 1.8792, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4683, loss/aux0: 1.4683 2020-10-20 01:09:45,224 - mmaction - INFO - Epoch [150][200/396] lr: 1.118e-01, eta: 21:04:51, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4984, top5_acc: 0.7484, loss_cls: 2.0577, loss: 2.0577, grad_norm: 1.8486, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4906, loss/aux0: 1.4906 2020-10-20 01:09:46,168 - mmaction - INFO - Epoch [150][200/396] lr: 1.118e-01, eta: 21:05:04, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4984, top5_acc: 0.7484, loss_cls: 2.0577, loss: 2.0577, grad_norm: 1.8609, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4877, loss/aux0: 1.4877 2020-10-20 01:10:22,714 - mmaction - INFO - Epoch [150][220/396] lr: 1.118e-01, eta: 21:04:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5042, top5_acc: 0.7557, loss_cls: 2.0421, loss: 2.0421, grad_norm: 1.8511, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4801, loss/aux0: 1.4801 2020-10-20 01:10:23,673 - mmaction - INFO - Epoch [150][220/396] lr: 1.118e-01, eta: 21:04:29, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5042, top5_acc: 0.7557, loss_cls: 2.0421, loss: 2.0421, grad_norm: 1.8565, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4660, loss/aux0: 1.4660 2020-10-20 01:11:00,108 - mmaction - INFO - Epoch [150][240/396] lr: 1.118e-01, eta: 21:03:41, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7255, loss_cls: 2.1589, loss: 2.1589, grad_norm: 1.8548, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5496, loss/aux0: 1.5496 2020-10-20 01:11:01,126 - mmaction - INFO - Epoch [150][240/396] lr: 1.118e-01, eta: 21:03:54, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7255, loss_cls: 2.1589, loss: 2.1589, grad_norm: 1.8437, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5653, loss/aux0: 1.5653 2020-10-20 01:11:37,604 - mmaction - INFO - Epoch [150][260/396] lr: 1.118e-01, eta: 21:03:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4943, top5_acc: 0.7448, loss_cls: 2.1117, loss: 2.1117, grad_norm: 1.7970, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5073, loss/aux0: 1.5073 2020-10-20 01:11:38,583 - mmaction - INFO - Epoch [150][260/396] lr: 1.118e-01, eta: 21:03:19, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4943, top5_acc: 0.7448, loss_cls: 2.1117, loss: 2.1117, grad_norm: 1.8020, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5058, loss/aux0: 1.5058 2020-10-20 01:12:15,122 - mmaction - INFO - Epoch [150][280/396] lr: 1.118e-01, eta: 21:02:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4997, top5_acc: 0.7583, loss_cls: 2.0482, loss: 2.0482, grad_norm: 1.8279, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5171, loss/aux0: 1.5171 2020-10-20 01:12:16,075 - mmaction - INFO - Epoch [150][280/396] lr: 1.118e-01, eta: 21:02:44, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4997, top5_acc: 0.7583, loss_cls: 2.0482, loss: 2.0482, grad_norm: 1.8252, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5133, loss/aux0: 1.5133 2020-10-20 01:12:52,515 - mmaction - INFO - Epoch [150][300/396] lr: 1.118e-01, eta: 21:01:56, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4836, top5_acc: 0.7370, loss_cls: 2.1534, loss: 2.1534, grad_norm: 1.8278, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4862, loss/aux0: 1.4862 2020-10-20 01:12:53,460 - mmaction - INFO - Epoch [150][300/396] lr: 1.118e-01, eta: 21:02:09, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4836, top5_acc: 0.7370, loss_cls: 2.1534, loss: 2.1534, grad_norm: 1.8341, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4939, loss/aux0: 1.4939 2020-10-20 01:13:30,191 - mmaction - INFO - Epoch [150][320/396] lr: 1.118e-01, eta: 21:01:21, time: 0.946, data_time: 0.000, memory: 8462, top1_acc: 0.4852, top5_acc: 0.7424, loss_cls: 2.1105, loss: 2.1105, grad_norm: 1.8350, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.4866, loss/aux0: 1.4866 2020-10-20 01:13:31,153 - mmaction - INFO - Epoch [150][320/396] lr: 1.118e-01, eta: 21:01:35, time: 0.947, data_time: 0.001, memory: 8462, top1_acc: 0.4852, top5_acc: 0.7424, loss_cls: 2.1105, loss: 2.1105, grad_norm: 1.8465, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4763, loss/aux0: 1.4763 2020-10-20 01:14:07,698 - mmaction - INFO - Epoch [150][340/396] lr: 1.118e-01, eta: 21:00:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4854, top5_acc: 0.7438, loss_cls: 2.1095, loss: 2.1095, grad_norm: 1.9084, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4738, loss/aux0: 1.4738 2020-10-20 01:14:08,668 - mmaction - INFO - Epoch [150][340/396] lr: 1.118e-01, eta: 21:01:00, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4854, top5_acc: 0.7438, loss_cls: 2.1095, loss: 2.1095, grad_norm: 1.8928, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4729, loss/aux0: 1.4729 2020-10-20 01:14:45,246 - mmaction - INFO - Epoch [150][360/396] lr: 1.118e-01, eta: 21:00:12, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7487, loss_cls: 2.1059, loss: 2.1059, grad_norm: 1.8945, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4826, loss/aux0: 1.4826 2020-10-20 01:14:46,273 - mmaction - INFO - Epoch [150][360/396] lr: 1.118e-01, eta: 21:00:25, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7487, loss_cls: 2.1059, loss: 2.1059, grad_norm: 1.8912, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4961, loss/aux0: 1.4961 2020-10-20 01:15:22,811 - mmaction - INFO - Epoch [150][380/396] lr: 1.118e-01, eta: 20:59:37, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4867, top5_acc: 0.7341, loss_cls: 2.1353, loss: 2.1353, grad_norm: 1.7810, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4690, loss/aux0: 1.4690 2020-10-20 01:15:23,803 - mmaction - INFO - Epoch [150][380/396] lr: 1.118e-01, eta: 20:59:50, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4867, top5_acc: 0.7341, loss_cls: 2.1353, loss: 2.1353, grad_norm: 1.7754, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4535, loss/aux0: 1.4535 2020-10-20 01:19:43,617 - mmaction - INFO - Epoch [151][20/396] lr: 1.100e-01, eta: 20:58:13, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.4961, top5_acc: 0.7521, loss_cls: 2.0762, loss: 2.0762, grad_norm: 1.8796, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4366, loss/aux0: 1.4366 2020-10-20 01:19:44,589 - mmaction - INFO - Epoch [151][20/396] lr: 1.100e-01, eta: 20:58:26, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4961, top5_acc: 0.7521, loss_cls: 2.0762, loss: 2.0762, grad_norm: 1.8837, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.4399, loss/aux0: 1.4399 2020-10-20 01:20:20,984 - mmaction - INFO - Epoch [151][40/396] lr: 1.100e-01, eta: 20:57:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4987, top5_acc: 0.7500, loss_cls: 2.0804, loss: 2.0804, grad_norm: 1.8790, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5353, loss/aux0: 1.5353 2020-10-20 01:20:21,935 - mmaction - INFO - Epoch [151][40/396] lr: 1.100e-01, eta: 20:57:51, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4987, top5_acc: 0.7500, loss_cls: 2.0804, loss: 2.0804, grad_norm: 1.8715, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5400, loss/aux0: 1.5400 2020-10-20 01:20:58,573 - mmaction - INFO - Epoch [151][60/396] lr: 1.100e-01, eta: 20:57:03, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4956, top5_acc: 0.7339, loss_cls: 2.0974, loss: 2.0974, grad_norm: 1.8561, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5285, loss/aux0: 1.5285 2020-10-20 01:20:59,519 - mmaction - INFO - Epoch [151][60/396] lr: 1.100e-01, eta: 20:57:16, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4956, top5_acc: 0.7339, loss_cls: 2.0974, loss: 2.0974, grad_norm: 1.8530, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5223, loss/aux0: 1.5223 2020-10-20 01:21:35,989 - mmaction - INFO - Epoch [151][80/396] lr: 1.100e-01, eta: 20:56:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5008, top5_acc: 0.7471, loss_cls: 2.0857, loss: 2.0857, grad_norm: 1.8163, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5359, loss/aux0: 1.5359 2020-10-20 01:21:36,922 - mmaction - INFO - Epoch [151][80/396] lr: 1.100e-01, eta: 20:56:41, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5008, top5_acc: 0.7471, loss_cls: 2.0857, loss: 2.0857, grad_norm: 1.8137, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5307, loss/aux0: 1.5307 2020-10-20 01:22:13,402 - mmaction - INFO - Epoch [151][100/396] lr: 1.100e-01, eta: 20:55:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5034, top5_acc: 0.7495, loss_cls: 2.0367, loss: 2.0367, grad_norm: 1.8558, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4559, loss/aux0: 1.4559 2020-10-20 01:22:14,357 - mmaction - INFO - Epoch [151][100/396] lr: 1.100e-01, eta: 20:56:06, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5034, top5_acc: 0.7495, loss_cls: 2.0367, loss: 2.0367, grad_norm: 1.8414, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4517, loss/aux0: 1.4517 2020-10-20 01:22:50,851 - mmaction - INFO - Epoch [151][120/396] lr: 1.100e-01, eta: 20:55:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4982, top5_acc: 0.7443, loss_cls: 2.0768, loss: 2.0768, grad_norm: 1.8690, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.4933, loss/aux0: 1.4933 2020-10-20 01:22:51,811 - mmaction - INFO - Epoch [151][120/396] lr: 1.100e-01, eta: 20:55:31, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4982, top5_acc: 0.7443, loss_cls: 2.0768, loss: 2.0768, grad_norm: 1.8689, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4936, loss/aux0: 1.4936 2020-10-20 01:23:28,437 - mmaction - INFO - Epoch [151][140/396] lr: 1.100e-01, eta: 20:54:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4995, top5_acc: 0.7456, loss_cls: 2.0754, loss: 2.0754, grad_norm: 1.8430, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4524, loss/aux0: 1.4524 2020-10-20 01:23:29,415 - mmaction - INFO - Epoch [151][140/396] lr: 1.100e-01, eta: 20:54:56, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4995, top5_acc: 0.7456, loss_cls: 2.0754, loss: 2.0754, grad_norm: 1.8476, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4614, loss/aux0: 1.4614 2020-10-20 01:24:05,970 - mmaction - INFO - Epoch [151][160/396] lr: 1.100e-01, eta: 20:54:08, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4906, top5_acc: 0.7443, loss_cls: 2.0993, loss: 2.0993, grad_norm: 1.8698, top1_acc/aux0: 0.6310, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4845, loss/aux0: 1.4845 2020-10-20 01:24:06,907 - mmaction - INFO - Epoch [151][160/396] lr: 1.100e-01, eta: 20:54:21, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4906, top5_acc: 0.7443, loss_cls: 2.0993, loss: 2.0993, grad_norm: 1.8597, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4723, loss/aux0: 1.4723 2020-10-20 01:24:43,491 - mmaction - INFO - Epoch [151][180/396] lr: 1.100e-01, eta: 20:53:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4909, top5_acc: 0.7484, loss_cls: 2.1125, loss: 2.1125, grad_norm: 1.8420, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4974, loss/aux0: 1.4974 2020-10-20 01:24:44,475 - mmaction - INFO - Epoch [151][180/396] lr: 1.100e-01, eta: 20:53:46, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.4909, top5_acc: 0.7484, loss_cls: 2.1125, loss: 2.1125, grad_norm: 1.8477, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.5185, loss/aux0: 1.5185 2020-10-20 01:25:21,078 - mmaction - INFO - Epoch [151][200/396] lr: 1.100e-01, eta: 20:52:58, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7536, loss_cls: 2.0494, loss: 2.0494, grad_norm: 1.8319, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5316, loss/aux0: 1.5316 2020-10-20 01:25:22,035 - mmaction - INFO - Epoch [151][200/396] lr: 1.100e-01, eta: 20:53:11, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7536, loss_cls: 2.0494, loss: 2.0494, grad_norm: 1.8286, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5233, loss/aux0: 1.5233 2020-10-20 01:25:58,555 - mmaction - INFO - Epoch [151][220/396] lr: 1.100e-01, eta: 20:52:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7456, loss_cls: 2.0744, loss: 2.0744, grad_norm: 1.8341, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5194, loss/aux0: 1.5194 2020-10-20 01:25:59,563 - mmaction - INFO - Epoch [151][220/396] lr: 1.100e-01, eta: 20:52:36, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7456, loss_cls: 2.0744, loss: 2.0744, grad_norm: 1.8320, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5122, loss/aux0: 1.5122 2020-10-20 01:26:36,239 - mmaction - INFO - Epoch [151][240/396] lr: 1.100e-01, eta: 20:51:48, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4951, top5_acc: 0.7490, loss_cls: 2.0758, loss: 2.0758, grad_norm: 1.8414, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4726, loss/aux0: 1.4726 2020-10-20 01:26:37,179 - mmaction - INFO - Epoch [151][240/396] lr: 1.100e-01, eta: 20:52:02, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.4951, top5_acc: 0.7490, loss_cls: 2.0758, loss: 2.0758, grad_norm: 1.8334, top1_acc/aux0: 0.6362, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4739, loss/aux0: 1.4739 2020-10-20 01:27:13,756 - mmaction - INFO - Epoch [151][260/396] lr: 1.100e-01, eta: 20:51:13, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7323, loss_cls: 2.1420, loss: 2.1420, grad_norm: 1.8275, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4259, loss/aux0: 1.4259 2020-10-20 01:27:14,722 - mmaction - INFO - Epoch [151][260/396] lr: 1.100e-01, eta: 20:51:27, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7323, loss_cls: 2.1420, loss: 2.1420, grad_norm: 1.8381, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4378, loss/aux0: 1.4378 2020-10-20 01:27:51,347 - mmaction - INFO - Epoch [151][280/396] lr: 1.100e-01, eta: 20:50:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5031, top5_acc: 0.7458, loss_cls: 2.0744, loss: 2.0744, grad_norm: 1.8543, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4948, loss/aux0: 1.4948 2020-10-20 01:27:52,306 - mmaction - INFO - Epoch [151][280/396] lr: 1.100e-01, eta: 20:50:52, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5031, top5_acc: 0.7458, loss_cls: 2.0744, loss: 2.0744, grad_norm: 1.8691, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4994, loss/aux0: 1.4994 2020-10-20 01:28:28,856 - mmaction - INFO - Epoch [151][300/396] lr: 1.100e-01, eta: 20:50:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4898, top5_acc: 0.7362, loss_cls: 2.1432, loss: 2.1432, grad_norm: 1.8747, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5922, loss/aux0: 1.5922 2020-10-20 01:28:29,812 - mmaction - INFO - Epoch [151][300/396] lr: 1.100e-01, eta: 20:50:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4898, top5_acc: 0.7362, loss_cls: 2.1432, loss: 2.1432, grad_norm: 1.8707, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5798, loss/aux0: 1.5798 2020-10-20 01:29:06,395 - mmaction - INFO - Epoch [151][320/396] lr: 1.100e-01, eta: 20:49:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7443, loss_cls: 2.0935, loss: 2.0935, grad_norm: 1.8927, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4802, loss/aux0: 1.4802 2020-10-20 01:29:07,362 - mmaction - INFO - Epoch [151][320/396] lr: 1.100e-01, eta: 20:49:42, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7443, loss_cls: 2.0935, loss: 2.0935, grad_norm: 1.8857, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4853, loss/aux0: 1.4853 2020-10-20 01:29:43,764 - mmaction - INFO - Epoch [151][340/396] lr: 1.100e-01, eta: 20:48:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5039, top5_acc: 0.7464, loss_cls: 2.0707, loss: 2.0707, grad_norm: 1.8463, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5297, loss/aux0: 1.5297 2020-10-20 01:29:44,798 - mmaction - INFO - Epoch [151][340/396] lr: 1.100e-01, eta: 20:49:07, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5039, top5_acc: 0.7464, loss_cls: 2.0707, loss: 2.0707, grad_norm: 1.8542, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5327, loss/aux0: 1.5327 2020-10-20 01:30:21,334 - mmaction - INFO - Epoch [151][360/396] lr: 1.100e-01, eta: 20:48:19, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4883, top5_acc: 0.7362, loss_cls: 2.1173, loss: 2.1173, grad_norm: 1.8505, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4910, loss/aux0: 1.4910 2020-10-20 01:30:22,288 - mmaction - INFO - Epoch [151][360/396] lr: 1.100e-01, eta: 20:48:32, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4883, top5_acc: 0.7362, loss_cls: 2.1173, loss: 2.1173, grad_norm: 1.8561, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4791, loss/aux0: 1.4791 2020-10-20 01:30:58,954 - mmaction - INFO - Epoch [151][380/396] lr: 1.100e-01, eta: 20:47:44, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7469, loss_cls: 2.1293, loss: 2.1293, grad_norm: 1.8962, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4787, loss/aux0: 1.4787 2020-10-20 01:30:59,913 - mmaction - INFO - Epoch [151][380/396] lr: 1.100e-01, eta: 20:47:57, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7469, loss_cls: 2.1293, loss: 2.1293, grad_norm: 1.8943, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4785, loss/aux0: 1.4785 2020-10-20 01:35:19,970 - mmaction - INFO - Epoch [152][20/396] lr: 1.082e-01, eta: 20:46:20, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5122, top5_acc: 0.7599, loss_cls: 2.0026, loss: 2.0026, grad_norm: 1.8661, top1_acc/aux0: 0.6436, top5_acc/aux0: 0.8528, loss_cls/aux0: 1.4211, loss/aux0: 1.4211 2020-10-20 01:35:20,921 - mmaction - INFO - Epoch [152][20/396] lr: 1.082e-01, eta: 20:46:33, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5122, top5_acc: 0.7599, loss_cls: 2.0026, loss: 2.0026, grad_norm: 1.8621, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4137, loss/aux0: 1.4137 2020-10-20 01:35:57,393 - mmaction - INFO - Epoch [152][40/396] lr: 1.082e-01, eta: 20:45:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7315, loss_cls: 2.1237, loss: 2.1237, grad_norm: 1.9014, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4886, loss/aux0: 1.4886 2020-10-20 01:35:58,348 - mmaction - INFO - Epoch [152][40/396] lr: 1.082e-01, eta: 20:45:58, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7315, loss_cls: 2.1237, loss: 2.1237, grad_norm: 1.9028, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.5051, loss/aux0: 1.5051 2020-10-20 01:36:34,813 - mmaction - INFO - Epoch [152][60/396] lr: 1.082e-01, eta: 20:45:10, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5034, top5_acc: 0.7464, loss_cls: 2.0483, loss: 2.0483, grad_norm: 1.8591, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5015, loss/aux0: 1.5015 2020-10-20 01:36:35,761 - mmaction - INFO - Epoch [152][60/396] lr: 1.082e-01, eta: 20:45:23, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5034, top5_acc: 0.7464, loss_cls: 2.0483, loss: 2.0483, grad_norm: 1.8735, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4948, loss/aux0: 1.4948 2020-10-20 01:37:12,186 - mmaction - INFO - Epoch [152][80/396] lr: 1.082e-01, eta: 20:44:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5031, top5_acc: 0.7396, loss_cls: 2.0692, loss: 2.0692, grad_norm: 1.8556, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4505, loss/aux0: 1.4505 2020-10-20 01:37:13,128 - mmaction - INFO - Epoch [152][80/396] lr: 1.082e-01, eta: 20:44:48, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5031, top5_acc: 0.7396, loss_cls: 2.0692, loss: 2.0692, grad_norm: 1.8605, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4531, loss/aux0: 1.4531 2020-10-20 01:37:49,692 - mmaction - INFO - Epoch [152][100/396] lr: 1.082e-01, eta: 20:44:00, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4771, top5_acc: 0.7393, loss_cls: 2.1213, loss: 2.1213, grad_norm: 1.8880, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4483, loss/aux0: 1.4483 2020-10-20 01:37:50,614 - mmaction - INFO - Epoch [152][100/396] lr: 1.082e-01, eta: 20:44:13, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4771, top5_acc: 0.7393, loss_cls: 2.1213, loss: 2.1213, grad_norm: 1.8894, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4509, loss/aux0: 1.4509 2020-10-20 01:38:27,098 - mmaction - INFO - Epoch [152][120/396] lr: 1.082e-01, eta: 20:43:25, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5029, top5_acc: 0.7531, loss_cls: 2.0245, loss: 2.0245, grad_norm: 1.9339, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.4897, loss/aux0: 1.4897 2020-10-20 01:38:28,065 - mmaction - INFO - Epoch [152][120/396] lr: 1.082e-01, eta: 20:43:38, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5029, top5_acc: 0.7531, loss_cls: 2.0245, loss: 2.0245, grad_norm: 1.9287, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4886, loss/aux0: 1.4886 2020-10-20 01:39:04,475 - mmaction - INFO - Epoch [152][140/396] lr: 1.082e-01, eta: 20:42:50, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7458, loss_cls: 2.0907, loss: 2.0907, grad_norm: 1.8871, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4963, loss/aux0: 1.4963 2020-10-20 01:39:05,447 - mmaction - INFO - Epoch [152][140/396] lr: 1.082e-01, eta: 20:43:03, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7458, loss_cls: 2.0907, loss: 2.0907, grad_norm: 1.8904, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4984, loss/aux0: 1.4984 2020-10-20 01:39:42,060 - mmaction - INFO - Epoch [152][160/396] lr: 1.082e-01, eta: 20:42:15, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7560, loss_cls: 2.0296, loss: 2.0296, grad_norm: 1.8811, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4770, loss/aux0: 1.4770 2020-10-20 01:39:43,002 - mmaction - INFO - Epoch [152][160/396] lr: 1.082e-01, eta: 20:42:28, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7560, loss_cls: 2.0296, loss: 2.0296, grad_norm: 1.8813, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4708, loss/aux0: 1.4708 2020-10-20 01:40:19,460 - mmaction - INFO - Epoch [152][180/396] lr: 1.082e-01, eta: 20:41:40, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.4977, top5_acc: 0.7427, loss_cls: 2.0753, loss: 2.0753, grad_norm: 1.8150, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4772, loss/aux0: 1.4772 2020-10-20 01:40:20,478 - mmaction - INFO - Epoch [152][180/396] lr: 1.082e-01, eta: 20:41:53, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4977, top5_acc: 0.7427, loss_cls: 2.0753, loss: 2.0753, grad_norm: 1.8150, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4660, loss/aux0: 1.4660 2020-10-20 01:40:57,007 - mmaction - INFO - Epoch [152][200/396] lr: 1.082e-01, eta: 20:41:05, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5156, top5_acc: 0.7599, loss_cls: 2.0070, loss: 2.0070, grad_norm: 1.8396, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.3944, loss/aux0: 1.3944 2020-10-20 01:40:57,975 - mmaction - INFO - Epoch [152][200/396] lr: 1.082e-01, eta: 20:41:18, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5156, top5_acc: 0.7599, loss_cls: 2.0070, loss: 2.0070, grad_norm: 1.8483, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4015, loss/aux0: 1.4015 2020-10-20 01:41:34,574 - mmaction - INFO - Epoch [152][220/396] lr: 1.082e-01, eta: 20:40:30, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7294, loss_cls: 2.1657, loss: 2.1657, grad_norm: 1.8655, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.4628, loss/aux0: 1.4628 2020-10-20 01:41:35,532 - mmaction - INFO - Epoch [152][220/396] lr: 1.082e-01, eta: 20:40:43, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7294, loss_cls: 2.1657, loss: 2.1657, grad_norm: 1.8805, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.4738, loss/aux0: 1.4738 2020-10-20 01:42:12,100 - mmaction - INFO - Epoch [152][240/396] lr: 1.082e-01, eta: 20:39:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7409, loss_cls: 2.1073, loss: 2.1073, grad_norm: 1.8324, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5291, loss/aux0: 1.5291 2020-10-20 01:42:13,060 - mmaction - INFO - Epoch [152][240/396] lr: 1.082e-01, eta: 20:40:08, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7409, loss_cls: 2.1073, loss: 2.1073, grad_norm: 1.8370, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5229, loss/aux0: 1.5229 2020-10-20 01:42:49,595 - mmaction - INFO - Epoch [152][260/396] lr: 1.082e-01, eta: 20:39:20, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4974, top5_acc: 0.7453, loss_cls: 2.0803, loss: 2.0803, grad_norm: 1.8681, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4593, loss/aux0: 1.4593 2020-10-20 01:42:50,541 - mmaction - INFO - Epoch [152][260/396] lr: 1.082e-01, eta: 20:39:33, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4974, top5_acc: 0.7453, loss_cls: 2.0803, loss: 2.0803, grad_norm: 1.8654, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4524, loss/aux0: 1.4524 2020-10-20 01:43:27,094 - mmaction - INFO - Epoch [152][280/396] lr: 1.082e-01, eta: 20:38:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5042, top5_acc: 0.7578, loss_cls: 2.0446, loss: 2.0446, grad_norm: 1.8774, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4632, loss/aux0: 1.4632 2020-10-20 01:43:28,033 - mmaction - INFO - Epoch [152][280/396] lr: 1.082e-01, eta: 20:38:58, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5042, top5_acc: 0.7578, loss_cls: 2.0446, loss: 2.0446, grad_norm: 1.8663, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4605, loss/aux0: 1.4605 2020-10-20 01:44:04,578 - mmaction - INFO - Epoch [152][300/396] lr: 1.082e-01, eta: 20:38:11, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4846, top5_acc: 0.7310, loss_cls: 2.1655, loss: 2.1655, grad_norm: 1.9078, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4879, loss/aux0: 1.4879 2020-10-20 01:44:05,528 - mmaction - INFO - Epoch [152][300/396] lr: 1.082e-01, eta: 20:38:23, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4846, top5_acc: 0.7310, loss_cls: 2.1655, loss: 2.1655, grad_norm: 1.9113, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.4993, loss/aux0: 1.4993 2020-10-20 01:44:42,023 - mmaction - INFO - Epoch [152][320/396] lr: 1.082e-01, eta: 20:37:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4857, top5_acc: 0.7440, loss_cls: 2.0830, loss: 2.0830, grad_norm: 1.8720, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5168, loss/aux0: 1.5168 2020-10-20 01:44:42,974 - mmaction - INFO - Epoch [152][320/396] lr: 1.082e-01, eta: 20:37:48, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4857, top5_acc: 0.7440, loss_cls: 2.0830, loss: 2.0830, grad_norm: 1.8792, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5207, loss/aux0: 1.5207 2020-10-20 01:45:19,436 - mmaction - INFO - Epoch [152][340/396] lr: 1.082e-01, eta: 20:37:01, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5052, top5_acc: 0.7404, loss_cls: 2.0858, loss: 2.0858, grad_norm: 1.8501, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5298, loss/aux0: 1.5298 2020-10-20 01:45:20,393 - mmaction - INFO - Epoch [152][340/396] lr: 1.082e-01, eta: 20:37:13, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5052, top5_acc: 0.7404, loss_cls: 2.0858, loss: 2.0858, grad_norm: 1.8612, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5372, loss/aux0: 1.5372 2020-10-20 01:45:56,852 - mmaction - INFO - Epoch [152][360/396] lr: 1.082e-01, eta: 20:36:26, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4977, top5_acc: 0.7479, loss_cls: 2.0786, loss: 2.0786, grad_norm: 1.9209, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4861, loss/aux0: 1.4861 2020-10-20 01:45:57,797 - mmaction - INFO - Epoch [152][360/396] lr: 1.082e-01, eta: 20:36:38, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4977, top5_acc: 0.7479, loss_cls: 2.0786, loss: 2.0786, grad_norm: 1.9386, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4847, loss/aux0: 1.4847 2020-10-20 01:46:34,331 - mmaction - INFO - Epoch [152][380/396] lr: 1.082e-01, eta: 20:35:50, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7516, loss_cls: 2.0924, loss: 2.0924, grad_norm: 1.8863, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5361, loss/aux0: 1.5361 2020-10-20 01:46:35,287 - mmaction - INFO - Epoch [152][380/396] lr: 1.082e-01, eta: 20:36:03, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7516, loss_cls: 2.0924, loss: 2.0924, grad_norm: 1.8989, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5222, loss/aux0: 1.5222 2020-10-20 01:47:06,824 - mmaction - INFO - Saving checkpoint at 152 epochs 2020-10-20 01:48:51,559 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 01:48:51,677 - mmaction - INFO - top1_acc 0.5905 top5_acc 0.8258 2020-10-20 01:48:51,677 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 01:48:51,695 - mmaction - INFO - mean_acc 0.5909 2020-10-20 01:48:51,697 - mmaction - INFO - Epoch(val) [152][396] top1_acc: 0.5905, top5_acc: 0.8258, mean_class_accuracy: 0.5909 2020-10-20 01:53:08,631 - mmaction - INFO - Epoch [153][20/396] lr: 1.065e-01, eta: 20:34:27, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7599, loss_cls: 2.0051, loss: 2.0051, grad_norm: 1.8631, top1_acc/aux0: 0.6343, top5_acc/aux0: 0.8468, loss_cls/aux0: 1.4501, loss/aux0: 1.4501 2020-10-20 01:53:09,580 - mmaction - INFO - Epoch [153][20/396] lr: 1.065e-01, eta: 20:34:40, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7599, loss_cls: 2.0051, loss: 2.0051, grad_norm: 1.8770, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4546, loss/aux0: 1.4546 2020-10-20 01:53:45,961 - mmaction - INFO - Epoch [153][40/396] lr: 1.065e-01, eta: 20:33:52, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4961, top5_acc: 0.7523, loss_cls: 2.0363, loss: 2.0363, grad_norm: 1.8792, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4881, loss/aux0: 1.4881 2020-10-20 01:53:46,910 - mmaction - INFO - Epoch [153][40/396] lr: 1.065e-01, eta: 20:34:05, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.4961, top5_acc: 0.7523, loss_cls: 2.0363, loss: 2.0363, grad_norm: 1.8887, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4836, loss/aux0: 1.4836 2020-10-20 01:54:23,390 - mmaction - INFO - Epoch [153][60/396] lr: 1.065e-01, eta: 20:33:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5128, top5_acc: 0.7568, loss_cls: 2.0272, loss: 2.0272, grad_norm: 1.8458, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.4953, loss/aux0: 1.4953 2020-10-20 01:54:24,402 - mmaction - INFO - Epoch [153][60/396] lr: 1.065e-01, eta: 20:33:30, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5128, top5_acc: 0.7568, loss_cls: 2.0272, loss: 2.0272, grad_norm: 1.8340, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.4911, loss/aux0: 1.4911 2020-10-20 01:55:00,933 - mmaction - INFO - Epoch [153][80/396] lr: 1.065e-01, eta: 20:32:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4885, top5_acc: 0.7487, loss_cls: 2.0645, loss: 2.0645, grad_norm: 1.9254, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4926, loss/aux0: 1.4926 2020-10-20 01:55:01,884 - mmaction - INFO - Epoch [153][80/396] lr: 1.065e-01, eta: 20:32:55, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4885, top5_acc: 0.7487, loss_cls: 2.0645, loss: 2.0645, grad_norm: 1.9208, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4957, loss/aux0: 1.4957 2020-10-20 01:55:38,458 - mmaction - INFO - Epoch [153][100/396] lr: 1.065e-01, eta: 20:32:07, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7599, loss_cls: 2.0022, loss: 2.0022, grad_norm: 1.8512, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4774, loss/aux0: 1.4774 2020-10-20 01:55:39,409 - mmaction - INFO - Epoch [153][100/396] lr: 1.065e-01, eta: 20:32:20, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7599, loss_cls: 2.0022, loss: 2.0022, grad_norm: 1.8568, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4916, loss/aux0: 1.4916 2020-10-20 01:56:15,974 - mmaction - INFO - Epoch [153][120/396] lr: 1.065e-01, eta: 20:31:32, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5089, top5_acc: 0.7547, loss_cls: 2.0309, loss: 2.0309, grad_norm: 1.8767, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4815, loss/aux0: 1.4815 2020-10-20 01:56:16,935 - mmaction - INFO - Epoch [153][120/396] lr: 1.065e-01, eta: 20:31:45, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5089, top5_acc: 0.7547, loss_cls: 2.0309, loss: 2.0309, grad_norm: 1.8721, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4778, loss/aux0: 1.4778 2020-10-20 01:56:53,390 - mmaction - INFO - Epoch [153][140/396] lr: 1.065e-01, eta: 20:30:57, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7521, loss_cls: 2.0477, loss: 2.0477, grad_norm: 1.8912, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4869, loss/aux0: 1.4869 2020-10-20 01:56:54,353 - mmaction - INFO - Epoch [153][140/396] lr: 1.065e-01, eta: 20:31:10, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7521, loss_cls: 2.0477, loss: 2.0477, grad_norm: 1.8843, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4587, loss/aux0: 1.4587 2020-10-20 01:57:30,757 - mmaction - INFO - Epoch [153][160/396] lr: 1.065e-01, eta: 20:30:22, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7513, loss_cls: 2.0305, loss: 2.0305, grad_norm: 1.8762, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3915, loss/aux0: 1.3915 2020-10-20 01:57:31,708 - mmaction - INFO - Epoch [153][160/396] lr: 1.065e-01, eta: 20:30:35, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7513, loss_cls: 2.0305, loss: 2.0305, grad_norm: 1.8749, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4130, loss/aux0: 1.4130 2020-10-20 01:58:08,293 - mmaction - INFO - Epoch [153][180/396] lr: 1.065e-01, eta: 20:29:47, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4997, top5_acc: 0.7503, loss_cls: 2.0583, loss: 2.0583, grad_norm: 1.8959, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5364, loss/aux0: 1.5364 2020-10-20 01:58:09,247 - mmaction - INFO - Epoch [153][180/396] lr: 1.065e-01, eta: 20:30:00, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4997, top5_acc: 0.7503, loss_cls: 2.0583, loss: 2.0583, grad_norm: 1.8979, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5388, loss/aux0: 1.5388 2020-10-20 01:58:45,832 - mmaction - INFO - Epoch [153][200/396] lr: 1.065e-01, eta: 20:29:12, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7385, loss_cls: 2.1330, loss: 2.1330, grad_norm: 1.8610, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4948, loss/aux0: 1.4948 2020-10-20 01:58:46,802 - mmaction - INFO - Epoch [153][200/396] lr: 1.065e-01, eta: 20:29:25, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7385, loss_cls: 2.1330, loss: 2.1330, grad_norm: 1.8656, top1_acc/aux0: 0.6289, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.4840, loss/aux0: 1.4840 2020-10-20 01:59:23,343 - mmaction - INFO - Epoch [153][220/396] lr: 1.065e-01, eta: 20:28:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7539, loss_cls: 2.0643, loss: 2.0643, grad_norm: 1.8788, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4825, loss/aux0: 1.4825 2020-10-20 01:59:24,314 - mmaction - INFO - Epoch [153][220/396] lr: 1.065e-01, eta: 20:28:50, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7539, loss_cls: 2.0643, loss: 2.0643, grad_norm: 1.8830, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.4952, loss/aux0: 1.4952 2020-10-20 02:00:00,873 - mmaction - INFO - Epoch [153][240/396] lr: 1.065e-01, eta: 20:28:02, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5060, top5_acc: 0.7531, loss_cls: 2.0488, loss: 2.0488, grad_norm: 1.9174, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4589, loss/aux0: 1.4589 2020-10-20 02:00:01,810 - mmaction - INFO - Epoch [153][240/396] lr: 1.065e-01, eta: 20:28:15, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5060, top5_acc: 0.7531, loss_cls: 2.0488, loss: 2.0488, grad_norm: 1.9201, top1_acc/aux0: 0.6289, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4557, loss/aux0: 1.4557 2020-10-20 02:00:38,343 - mmaction - INFO - Epoch [153][260/396] lr: 1.065e-01, eta: 20:27:27, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4979, top5_acc: 0.7544, loss_cls: 2.0636, loss: 2.0636, grad_norm: 1.8404, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4631, loss/aux0: 1.4631 2020-10-20 02:00:39,298 - mmaction - INFO - Epoch [153][260/396] lr: 1.065e-01, eta: 20:27:40, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.4979, top5_acc: 0.7544, loss_cls: 2.0636, loss: 2.0636, grad_norm: 1.8423, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4697, loss/aux0: 1.4697 2020-10-20 02:01:15,763 - mmaction - INFO - Epoch [153][280/396] lr: 1.065e-01, eta: 20:26:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5018, top5_acc: 0.7490, loss_cls: 2.0369, loss: 2.0369, grad_norm: 1.8430, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4593, loss/aux0: 1.4593 2020-10-20 02:01:16,721 - mmaction - INFO - Epoch [153][280/396] lr: 1.065e-01, eta: 20:27:05, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5018, top5_acc: 0.7490, loss_cls: 2.0369, loss: 2.0369, grad_norm: 1.8537, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4605, loss/aux0: 1.4605 2020-10-20 02:01:53,206 - mmaction - INFO - Epoch [153][300/396] lr: 1.065e-01, eta: 20:26:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4885, top5_acc: 0.7432, loss_cls: 2.1046, loss: 2.1046, grad_norm: 1.8816, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4610, loss/aux0: 1.4610 2020-10-20 02:01:54,204 - mmaction - INFO - Epoch [153][300/396] lr: 1.065e-01, eta: 20:26:30, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.4885, top5_acc: 0.7432, loss_cls: 2.1046, loss: 2.1046, grad_norm: 1.8894, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4549, loss/aux0: 1.4549 2020-10-20 02:02:30,644 - mmaction - INFO - Epoch [153][320/396] lr: 1.065e-01, eta: 20:25:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4917, top5_acc: 0.7443, loss_cls: 2.0902, loss: 2.0902, grad_norm: 1.8937, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4902, loss/aux0: 1.4902 2020-10-20 02:02:31,596 - mmaction - INFO - Epoch [153][320/396] lr: 1.065e-01, eta: 20:25:55, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4917, top5_acc: 0.7443, loss_cls: 2.0902, loss: 2.0902, grad_norm: 1.8988, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4954, loss/aux0: 1.4954 2020-10-20 02:03:08,039 - mmaction - INFO - Epoch [153][340/396] lr: 1.065e-01, eta: 20:25:07, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7448, loss_cls: 2.0851, loss: 2.0851, grad_norm: 1.8852, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4921, loss/aux0: 1.4921 2020-10-20 02:03:09,055 - mmaction - INFO - Epoch [153][340/396] lr: 1.065e-01, eta: 20:25:20, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7448, loss_cls: 2.0851, loss: 2.0851, grad_norm: 1.8985, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4901, loss/aux0: 1.4901 2020-10-20 02:03:45,617 - mmaction - INFO - Epoch [153][360/396] lr: 1.065e-01, eta: 20:24:32, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5070, top5_acc: 0.7458, loss_cls: 2.0667, loss: 2.0667, grad_norm: 1.8846, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4413, loss/aux0: 1.4413 2020-10-20 02:03:46,582 - mmaction - INFO - Epoch [153][360/396] lr: 1.065e-01, eta: 20:24:45, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5070, top5_acc: 0.7458, loss_cls: 2.0667, loss: 2.0667, grad_norm: 1.8880, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4350, loss/aux0: 1.4350 2020-10-20 02:04:23,143 - mmaction - INFO - Epoch [153][380/396] lr: 1.065e-01, eta: 20:23:57, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4945, top5_acc: 0.7430, loss_cls: 2.1301, loss: 2.1301, grad_norm: 1.8704, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.4254, loss/aux0: 1.4254 2020-10-20 02:04:24,097 - mmaction - INFO - Epoch [153][380/396] lr: 1.065e-01, eta: 20:24:10, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.4945, top5_acc: 0.7430, loss_cls: 2.1301, loss: 2.1301, grad_norm: 1.8765, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4277, loss/aux0: 1.4277 2020-10-20 02:08:46,141 - mmaction - INFO - Epoch [154][20/396] lr: 1.047e-01, eta: 20:22:34, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7581, loss_cls: 2.0094, loss: 2.0094, grad_norm: 1.8869, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4716, loss/aux0: 1.4716 2020-10-20 02:08:47,102 - mmaction - INFO - Epoch [154][20/396] lr: 1.047e-01, eta: 20:22:46, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7581, loss_cls: 2.0094, loss: 2.0094, grad_norm: 1.8965, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4771, loss/aux0: 1.4771 2020-10-20 02:09:23,436 - mmaction - INFO - Epoch [154][40/396] lr: 1.047e-01, eta: 20:21:59, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7469, loss_cls: 2.0575, loss: 2.0575, grad_norm: 1.8815, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4496, loss/aux0: 1.4496 2020-10-20 02:09:24,382 - mmaction - INFO - Epoch [154][40/396] lr: 1.047e-01, eta: 20:22:11, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7469, loss_cls: 2.0575, loss: 2.0575, grad_norm: 1.8887, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4514, loss/aux0: 1.4514 2020-10-20 02:10:00,856 - mmaction - INFO - Epoch [154][60/396] lr: 1.047e-01, eta: 20:21:24, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4971, top5_acc: 0.7513, loss_cls: 2.0438, loss: 2.0438, grad_norm: 1.8573, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4313, loss/aux0: 1.4313 2020-10-20 02:10:01,789 - mmaction - INFO - Epoch [154][60/396] lr: 1.047e-01, eta: 20:21:36, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4971, top5_acc: 0.7513, loss_cls: 2.0438, loss: 2.0438, grad_norm: 1.8662, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4072, loss/aux0: 1.4072 2020-10-20 02:10:38,266 - mmaction - INFO - Epoch [154][80/396] lr: 1.047e-01, eta: 20:20:49, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5023, top5_acc: 0.7451, loss_cls: 2.0502, loss: 2.0502, grad_norm: 1.9132, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4544, loss/aux0: 1.4544 2020-10-20 02:10:39,221 - mmaction - INFO - Epoch [154][80/396] lr: 1.047e-01, eta: 20:21:01, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5023, top5_acc: 0.7451, loss_cls: 2.0502, loss: 2.0502, grad_norm: 1.9125, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4675, loss/aux0: 1.4675 2020-10-20 02:11:15,711 - mmaction - INFO - Epoch [154][100/396] lr: 1.047e-01, eta: 20:20:14, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7531, loss_cls: 2.0367, loss: 2.0367, grad_norm: 1.8586, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4435, loss/aux0: 1.4435 2020-10-20 02:11:16,682 - mmaction - INFO - Epoch [154][100/396] lr: 1.047e-01, eta: 20:20:26, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7531, loss_cls: 2.0367, loss: 2.0367, grad_norm: 1.8615, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4470, loss/aux0: 1.4470 2020-10-20 02:11:53,286 - mmaction - INFO - Epoch [154][120/396] lr: 1.047e-01, eta: 20:19:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5091, top5_acc: 0.7573, loss_cls: 2.0232, loss: 2.0232, grad_norm: 1.9026, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4766, loss/aux0: 1.4766 2020-10-20 02:11:54,295 - mmaction - INFO - Epoch [154][120/396] lr: 1.047e-01, eta: 20:19:51, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.5091, top5_acc: 0.7573, loss_cls: 2.0232, loss: 2.0232, grad_norm: 1.8911, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4639, loss/aux0: 1.4639 2020-10-20 02:12:30,862 - mmaction - INFO - Epoch [154][140/396] lr: 1.047e-01, eta: 20:19:04, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7461, loss_cls: 2.0871, loss: 2.0871, grad_norm: 1.8567, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4379, loss/aux0: 1.4379 2020-10-20 02:12:31,815 - mmaction - INFO - Epoch [154][140/396] lr: 1.047e-01, eta: 20:19:16, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7461, loss_cls: 2.0871, loss: 2.0871, grad_norm: 1.8706, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4635, loss/aux0: 1.4635 2020-10-20 02:13:08,373 - mmaction - INFO - Epoch [154][160/396] lr: 1.047e-01, eta: 20:18:29, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4924, top5_acc: 0.7378, loss_cls: 2.1077, loss: 2.1077, grad_norm: 1.8566, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.4401, loss/aux0: 1.4401 2020-10-20 02:13:09,344 - mmaction - INFO - Epoch [154][160/396] lr: 1.047e-01, eta: 20:18:41, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.4924, top5_acc: 0.7378, loss_cls: 2.1077, loss: 2.1077, grad_norm: 1.8744, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4358, loss/aux0: 1.4358 2020-10-20 02:13:45,882 - mmaction - INFO - Epoch [154][180/396] lr: 1.047e-01, eta: 20:17:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5018, top5_acc: 0.7466, loss_cls: 2.0830, loss: 2.0830, grad_norm: 1.9107, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4635, loss/aux0: 1.4635 2020-10-20 02:13:46,858 - mmaction - INFO - Epoch [154][180/396] lr: 1.047e-01, eta: 20:18:06, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5018, top5_acc: 0.7466, loss_cls: 2.0830, loss: 2.0830, grad_norm: 1.9109, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4669, loss/aux0: 1.4669 2020-10-20 02:14:23,384 - mmaction - INFO - Epoch [154][200/396] lr: 1.047e-01, eta: 20:17:19, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4901, top5_acc: 0.7477, loss_cls: 2.0936, loss: 2.0936, grad_norm: 1.8806, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4827, loss/aux0: 1.4827 2020-10-20 02:14:24,330 - mmaction - INFO - Epoch [154][200/396] lr: 1.047e-01, eta: 20:17:31, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4901, top5_acc: 0.7477, loss_cls: 2.0936, loss: 2.0936, grad_norm: 1.8868, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4635, loss/aux0: 1.4635 2020-10-20 02:15:00,812 - mmaction - INFO - Epoch [154][220/396] lr: 1.047e-01, eta: 20:16:44, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5010, top5_acc: 0.7630, loss_cls: 2.0098, loss: 2.0098, grad_norm: 1.9482, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5329, loss/aux0: 1.5329 2020-10-20 02:15:01,768 - mmaction - INFO - Epoch [154][220/396] lr: 1.047e-01, eta: 20:16:56, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5010, top5_acc: 0.7630, loss_cls: 2.0098, loss: 2.0098, grad_norm: 1.9475, top1_acc/aux0: 0.6156, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5507, loss/aux0: 1.5507 2020-10-20 02:15:38,297 - mmaction - INFO - Epoch [154][240/396] lr: 1.047e-01, eta: 20:16:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4945, top5_acc: 0.7438, loss_cls: 2.1011, loss: 2.1011, grad_norm: 1.9037, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4378, loss/aux0: 1.4378 2020-10-20 02:15:39,246 - mmaction - INFO - Epoch [154][240/396] lr: 1.047e-01, eta: 20:16:21, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.4945, top5_acc: 0.7438, loss_cls: 2.1011, loss: 2.1011, grad_norm: 1.8999, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4263, loss/aux0: 1.4263 2020-10-20 02:16:15,698 - mmaction - INFO - Epoch [154][260/396] lr: 1.047e-01, eta: 20:15:34, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5070, top5_acc: 0.7536, loss_cls: 2.0204, loss: 2.0204, grad_norm: 1.8998, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.5088, loss/aux0: 1.5088 2020-10-20 02:16:16,646 - mmaction - INFO - Epoch [154][260/396] lr: 1.047e-01, eta: 20:15:46, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5070, top5_acc: 0.7536, loss_cls: 2.0204, loss: 2.0204, grad_norm: 1.9025, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.5132, loss/aux0: 1.5132 2020-10-20 02:16:53,159 - mmaction - INFO - Epoch [154][280/396] lr: 1.047e-01, eta: 20:14:59, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5003, top5_acc: 0.7451, loss_cls: 2.0543, loss: 2.0543, grad_norm: 1.8466, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4980, loss/aux0: 1.4980 2020-10-20 02:16:54,148 - mmaction - INFO - Epoch [154][280/396] lr: 1.047e-01, eta: 20:15:11, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5003, top5_acc: 0.7451, loss_cls: 2.0543, loss: 2.0543, grad_norm: 1.8540, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.5038, loss/aux0: 1.5038 2020-10-20 02:17:30,774 - mmaction - INFO - Epoch [154][300/396] lr: 1.047e-01, eta: 20:14:24, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.5060, top5_acc: 0.7523, loss_cls: 2.0406, loss: 2.0406, grad_norm: 1.9137, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4474, loss/aux0: 1.4474 2020-10-20 02:17:31,782 - mmaction - INFO - Epoch [154][300/396] lr: 1.047e-01, eta: 20:14:36, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.5060, top5_acc: 0.7523, loss_cls: 2.0406, loss: 2.0406, grad_norm: 1.9065, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4445, loss/aux0: 1.4445 2020-10-20 02:18:08,224 - mmaction - INFO - Epoch [154][320/396] lr: 1.047e-01, eta: 20:13:49, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4831, top5_acc: 0.7359, loss_cls: 2.1162, loss: 2.1162, grad_norm: 1.8007, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.4820, loss/aux0: 1.4820 2020-10-20 02:18:09,188 - mmaction - INFO - Epoch [154][320/396] lr: 1.047e-01, eta: 20:14:01, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.4831, top5_acc: 0.7359, loss_cls: 2.1162, loss: 2.1162, grad_norm: 1.8124, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.4864, loss/aux0: 1.4864 2020-10-20 02:18:45,610 - mmaction - INFO - Epoch [154][340/396] lr: 1.047e-01, eta: 20:13:14, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4852, top5_acc: 0.7362, loss_cls: 2.1416, loss: 2.1416, grad_norm: 1.9079, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5056, loss/aux0: 1.5056 2020-10-20 02:18:46,551 - mmaction - INFO - Epoch [154][340/396] lr: 1.047e-01, eta: 20:13:26, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.4852, top5_acc: 0.7362, loss_cls: 2.1416, loss: 2.1416, grad_norm: 1.8983, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4883, loss/aux0: 1.4883 2020-10-20 02:19:23,089 - mmaction - INFO - Epoch [154][360/396] lr: 1.047e-01, eta: 20:12:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4987, top5_acc: 0.7523, loss_cls: 2.0584, loss: 2.0584, grad_norm: 1.9003, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4876, loss/aux0: 1.4876 2020-10-20 02:19:24,046 - mmaction - INFO - Epoch [154][360/396] lr: 1.047e-01, eta: 20:12:51, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4987, top5_acc: 0.7523, loss_cls: 2.0584, loss: 2.0584, grad_norm: 1.9003, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5009, loss/aux0: 1.5009 2020-10-20 02:20:00,351 - mmaction - INFO - Epoch [154][380/396] lr: 1.047e-01, eta: 20:12:04, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.4953, top5_acc: 0.7456, loss_cls: 2.0833, loss: 2.0833, grad_norm: 1.9128, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4710, loss/aux0: 1.4710 2020-10-20 02:20:01,302 - mmaction - INFO - Epoch [154][380/396] lr: 1.047e-01, eta: 20:12:16, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4953, top5_acc: 0.7456, loss_cls: 2.0833, loss: 2.0833, grad_norm: 1.9215, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4665, loss/aux0: 1.4665 2020-10-20 02:24:21,200 - mmaction - INFO - Epoch [155][20/396] lr: 1.029e-01, eta: 20:10:41, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4995, top5_acc: 0.7568, loss_cls: 2.0368, loss: 2.0368, grad_norm: 1.9057, top1_acc/aux0: 0.6373, top5_acc/aux0: 0.8407, loss_cls/aux0: 1.4614, loss/aux0: 1.4614 2020-10-20 02:24:22,165 - mmaction - INFO - Epoch [155][20/396] lr: 1.029e-01, eta: 20:10:53, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.4995, top5_acc: 0.7568, loss_cls: 2.0368, loss: 2.0368, grad_norm: 1.9032, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.4623, loss/aux0: 1.4623 2020-10-20 02:24:58,555 - mmaction - INFO - Epoch [155][40/396] lr: 1.029e-01, eta: 20:10:06, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5068, top5_acc: 0.7589, loss_cls: 2.0118, loss: 2.0118, grad_norm: 1.9471, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4589, loss/aux0: 1.4589 2020-10-20 02:24:59,500 - mmaction - INFO - Epoch [155][40/396] lr: 1.029e-01, eta: 20:10:18, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5068, top5_acc: 0.7589, loss_cls: 2.0118, loss: 2.0118, grad_norm: 1.9433, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4535, loss/aux0: 1.4535 2020-10-20 02:25:36,051 - mmaction - INFO - Epoch [155][60/396] lr: 1.029e-01, eta: 20:09:31, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5049, top5_acc: 0.7547, loss_cls: 2.0465, loss: 2.0465, grad_norm: 1.8603, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4762, loss/aux0: 1.4762 2020-10-20 02:25:37,065 - mmaction - INFO - Epoch [155][60/396] lr: 1.029e-01, eta: 20:09:43, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5049, top5_acc: 0.7547, loss_cls: 2.0465, loss: 2.0465, grad_norm: 1.8530, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4797, loss/aux0: 1.4797 2020-10-20 02:26:13,569 - mmaction - INFO - Epoch [155][80/396] lr: 1.029e-01, eta: 20:08:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4909, top5_acc: 0.7451, loss_cls: 2.0893, loss: 2.0893, grad_norm: 1.9176, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4289, loss/aux0: 1.4289 2020-10-20 02:26:14,545 - mmaction - INFO - Epoch [155][80/396] lr: 1.029e-01, eta: 20:09:08, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4909, top5_acc: 0.7451, loss_cls: 2.0893, loss: 2.0893, grad_norm: 1.9177, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4235, loss/aux0: 1.4235 2020-10-20 02:26:51,299 - mmaction - INFO - Epoch [155][100/396] lr: 1.029e-01, eta: 20:08:21, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.4919, top5_acc: 0.7367, loss_cls: 2.1007, loss: 2.1007, grad_norm: 1.9175, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4724, loss/aux0: 1.4724 2020-10-20 02:26:52,256 - mmaction - INFO - Epoch [155][100/396] lr: 1.029e-01, eta: 20:08:33, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.4919, top5_acc: 0.7367, loss_cls: 2.1007, loss: 2.1007, grad_norm: 1.9113, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4729, loss/aux0: 1.4729 2020-10-20 02:27:28,807 - mmaction - INFO - Epoch [155][120/396] lr: 1.029e-01, eta: 20:07:46, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7458, loss_cls: 2.0547, loss: 2.0547, grad_norm: 1.9040, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.4424, loss/aux0: 1.4424 2020-10-20 02:27:29,749 - mmaction - INFO - Epoch [155][120/396] lr: 1.029e-01, eta: 20:07:58, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7458, loss_cls: 2.0547, loss: 2.0547, grad_norm: 1.9092, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.4504, loss/aux0: 1.4504 2020-10-20 02:28:06,502 - mmaction - INFO - Epoch [155][140/396] lr: 1.029e-01, eta: 20:07:11, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.5047, top5_acc: 0.7591, loss_cls: 1.9946, loss: 1.9946, grad_norm: 1.9048, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4655, loss/aux0: 1.4655 2020-10-20 02:28:07,530 - mmaction - INFO - Epoch [155][140/396] lr: 1.029e-01, eta: 20:07:24, time: 0.947, data_time: 0.002, memory: 8462, top1_acc: 0.5047, top5_acc: 0.7591, loss_cls: 1.9946, loss: 1.9946, grad_norm: 1.9080, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4610, loss/aux0: 1.4610 2020-10-20 02:28:44,119 - mmaction - INFO - Epoch [155][160/396] lr: 1.029e-01, eta: 20:06:36, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.4904, top5_acc: 0.7445, loss_cls: 2.0738, loss: 2.0738, grad_norm: 1.9112, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4639, loss/aux0: 1.4639 2020-10-20 02:28:45,071 - mmaction - INFO - Epoch [155][160/396] lr: 1.029e-01, eta: 20:06:49, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.4904, top5_acc: 0.7445, loss_cls: 2.0738, loss: 2.0738, grad_norm: 1.9030, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4559, loss/aux0: 1.4559 2020-10-20 02:29:21,642 - mmaction - INFO - Epoch [155][180/396] lr: 1.029e-01, eta: 20:06:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5091, top5_acc: 0.7594, loss_cls: 1.9785, loss: 1.9785, grad_norm: 1.8219, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4522, loss/aux0: 1.4522 2020-10-20 02:29:22,627 - mmaction - INFO - Epoch [155][180/396] lr: 1.029e-01, eta: 20:06:14, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5091, top5_acc: 0.7594, loss_cls: 1.9785, loss: 1.9785, grad_norm: 1.8173, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4641, loss/aux0: 1.4641 2020-10-20 02:29:59,115 - mmaction - INFO - Epoch [155][200/396] lr: 1.029e-01, eta: 20:05:26, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5005, top5_acc: 0.7419, loss_cls: 2.0504, loss: 2.0504, grad_norm: 1.9574, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4476, loss/aux0: 1.4476 2020-10-20 02:30:00,071 - mmaction - INFO - Epoch [155][200/396] lr: 1.029e-01, eta: 20:05:39, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5005, top5_acc: 0.7419, loss_cls: 2.0504, loss: 2.0504, grad_norm: 1.9670, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4556, loss/aux0: 1.4556 2020-10-20 02:30:36,657 - mmaction - INFO - Epoch [155][220/396] lr: 1.029e-01, eta: 20:04:51, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7380, loss_cls: 2.0893, loss: 2.0893, grad_norm: 1.8923, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4972, loss/aux0: 1.4972 2020-10-20 02:30:37,599 - mmaction - INFO - Epoch [155][220/396] lr: 1.029e-01, eta: 20:05:04, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7380, loss_cls: 2.0893, loss: 2.0893, grad_norm: 1.8829, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4876, loss/aux0: 1.4876 2020-10-20 02:31:14,185 - mmaction - INFO - Epoch [155][240/396] lr: 1.029e-01, eta: 20:04:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4987, top5_acc: 0.7609, loss_cls: 2.0463, loss: 2.0463, grad_norm: 1.8892, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4794, loss/aux0: 1.4794 2020-10-20 02:31:15,157 - mmaction - INFO - Epoch [155][240/396] lr: 1.029e-01, eta: 20:04:29, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.4987, top5_acc: 0.7609, loss_cls: 2.0463, loss: 2.0463, grad_norm: 1.8813, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4708, loss/aux0: 1.4708 2020-10-20 02:31:51,654 - mmaction - INFO - Epoch [155][260/396] lr: 1.029e-01, eta: 20:03:41, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5052, top5_acc: 0.7438, loss_cls: 2.0841, loss: 2.0841, grad_norm: 1.9021, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4519, loss/aux0: 1.4519 2020-10-20 02:31:52,682 - mmaction - INFO - Epoch [155][260/396] lr: 1.029e-01, eta: 20:03:54, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.5052, top5_acc: 0.7438, loss_cls: 2.0841, loss: 2.0841, grad_norm: 1.9056, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4494, loss/aux0: 1.4494 2020-10-20 02:32:29,102 - mmaction - INFO - Epoch [155][280/396] lr: 1.029e-01, eta: 20:03:06, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5023, top5_acc: 0.7578, loss_cls: 2.0476, loss: 2.0476, grad_norm: 1.8895, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4658, loss/aux0: 1.4658 2020-10-20 02:32:30,076 - mmaction - INFO - Epoch [155][280/396] lr: 1.029e-01, eta: 20:03:19, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.5023, top5_acc: 0.7578, loss_cls: 2.0476, loss: 2.0476, grad_norm: 1.8900, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4834, loss/aux0: 1.4834 2020-10-20 02:33:06,633 - mmaction - INFO - Epoch [155][300/396] lr: 1.029e-01, eta: 20:02:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7411, loss_cls: 2.1179, loss: 2.1179, grad_norm: 1.8673, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4564, loss/aux0: 1.4564 2020-10-20 02:33:07,562 - mmaction - INFO - Epoch [155][300/396] lr: 1.029e-01, eta: 20:02:44, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7411, loss_cls: 2.1179, loss: 2.1179, grad_norm: 1.8680, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4518, loss/aux0: 1.4518 2020-10-20 02:33:44,213 - mmaction - INFO - Epoch [155][320/396] lr: 1.029e-01, eta: 20:01:56, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4979, top5_acc: 0.7406, loss_cls: 2.0883, loss: 2.0883, grad_norm: 1.8148, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4735, loss/aux0: 1.4735 2020-10-20 02:33:45,205 - mmaction - INFO - Epoch [155][320/396] lr: 1.029e-01, eta: 20:02:09, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.4979, top5_acc: 0.7406, loss_cls: 2.0883, loss: 2.0883, grad_norm: 1.8136, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4824, loss/aux0: 1.4824 2020-10-20 02:34:21,687 - mmaction - INFO - Epoch [155][340/396] lr: 1.029e-01, eta: 20:01:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4961, top5_acc: 0.7492, loss_cls: 2.0429, loss: 2.0429, grad_norm: 1.9436, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3938, loss/aux0: 1.3938 2020-10-20 02:34:22,666 - mmaction - INFO - Epoch [155][340/396] lr: 1.029e-01, eta: 20:01:34, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.4961, top5_acc: 0.7492, loss_cls: 2.0429, loss: 2.0429, grad_norm: 1.9390, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3755, loss/aux0: 1.3755 2020-10-20 02:34:59,228 - mmaction - INFO - Epoch [155][360/396] lr: 1.029e-01, eta: 20:00:46, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7547, loss_cls: 2.0351, loss: 2.0351, grad_norm: 1.8814, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4270, loss/aux0: 1.4270 2020-10-20 02:35:00,209 - mmaction - INFO - Epoch [155][360/396] lr: 1.029e-01, eta: 20:00:59, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7547, loss_cls: 2.0351, loss: 2.0351, grad_norm: 1.8885, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4398, loss/aux0: 1.4398 2020-10-20 02:35:36,719 - mmaction - INFO - Epoch [155][380/396] lr: 1.029e-01, eta: 20:00:11, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7497, loss_cls: 2.0429, loss: 2.0429, grad_norm: 1.9095, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.4373, loss/aux0: 1.4373 2020-10-20 02:35:37,682 - mmaction - INFO - Epoch [155][380/396] lr: 1.029e-01, eta: 20:00:24, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7497, loss_cls: 2.0429, loss: 2.0429, grad_norm: 1.9115, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.4248, loss/aux0: 1.4248 2020-10-20 02:40:13,924 - mmaction - INFO - Epoch [156][20/396] lr: 1.012e-01, eta: 19:58:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5083, top5_acc: 0.7661, loss_cls: 2.0025, loss: 2.0025, grad_norm: 1.8798, top1_acc/aux0: 0.6335, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4620, loss/aux0: 1.4620 2020-10-20 02:40:14,853 - mmaction - INFO - Epoch [156][20/396] lr: 1.012e-01, eta: 19:59:01, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5083, top5_acc: 0.7661, loss_cls: 2.0025, loss: 2.0025, grad_norm: 1.8923, top1_acc/aux0: 0.6310, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4662, loss/aux0: 1.4662 2020-10-20 02:40:51,298 - mmaction - INFO - Epoch [156][40/396] lr: 1.012e-01, eta: 19:58:14, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5255, top5_acc: 0.7615, loss_cls: 1.9624, loss: 1.9624, grad_norm: 1.9122, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4656, loss/aux0: 1.4656 2020-10-20 02:40:52,294 - mmaction - INFO - Epoch [156][40/396] lr: 1.012e-01, eta: 19:58:26, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5255, top5_acc: 0.7615, loss_cls: 1.9624, loss: 1.9624, grad_norm: 1.9120, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4602, loss/aux0: 1.4602 2020-10-20 02:41:28,833 - mmaction - INFO - Epoch [156][60/396] lr: 1.012e-01, eta: 19:57:39, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5109, top5_acc: 0.7687, loss_cls: 1.9900, loss: 1.9900, grad_norm: 1.9074, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4644, loss/aux0: 1.4644 2020-10-20 02:41:29,805 - mmaction - INFO - Epoch [156][60/396] lr: 1.012e-01, eta: 19:57:51, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5109, top5_acc: 0.7687, loss_cls: 1.9900, loss: 1.9900, grad_norm: 1.9174, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4679, loss/aux0: 1.4679 2020-10-20 02:42:06,295 - mmaction - INFO - Epoch [156][80/396] lr: 1.012e-01, eta: 19:57:04, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7516, loss_cls: 2.0698, loss: 2.0698, grad_norm: 1.9346, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.4297, loss/aux0: 1.4297 2020-10-20 02:42:07,265 - mmaction - INFO - Epoch [156][80/396] lr: 1.012e-01, eta: 19:57:16, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7516, loss_cls: 2.0698, loss: 2.0698, grad_norm: 1.9373, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.4286, loss/aux0: 1.4286 2020-10-20 02:42:43,796 - mmaction - INFO - Epoch [156][100/396] lr: 1.012e-01, eta: 19:56:29, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5102, top5_acc: 0.7409, loss_cls: 2.0343, loss: 2.0343, grad_norm: 1.9283, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4658, loss/aux0: 1.4658 2020-10-20 02:42:44,821 - mmaction - INFO - Epoch [156][100/396] lr: 1.012e-01, eta: 19:56:41, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.5102, top5_acc: 0.7409, loss_cls: 2.0343, loss: 2.0343, grad_norm: 1.9247, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4643, loss/aux0: 1.4643 2020-10-20 02:43:21,421 - mmaction - INFO - Epoch [156][120/396] lr: 1.012e-01, eta: 19:55:54, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7417, loss_cls: 2.0646, loss: 2.0646, grad_norm: 1.8986, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4767, loss/aux0: 1.4767 2020-10-20 02:43:22,385 - mmaction - INFO - Epoch [156][120/396] lr: 1.012e-01, eta: 19:56:06, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7417, loss_cls: 2.0646, loss: 2.0646, grad_norm: 1.8830, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4676, loss/aux0: 1.4676 2020-10-20 02:43:59,012 - mmaction - INFO - Epoch [156][140/396] lr: 1.012e-01, eta: 19:55:19, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7560, loss_cls: 2.0107, loss: 2.0107, grad_norm: 1.9039, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4106, loss/aux0: 1.4106 2020-10-20 02:43:59,961 - mmaction - INFO - Epoch [156][140/396] lr: 1.012e-01, eta: 19:55:31, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7560, loss_cls: 2.0107, loss: 2.0107, grad_norm: 1.9020, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4134, loss/aux0: 1.4134 2020-10-20 02:44:36,487 - mmaction - INFO - Epoch [156][160/396] lr: 1.012e-01, eta: 19:54:44, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7547, loss_cls: 2.0192, loss: 2.0192, grad_norm: 1.9125, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4980, loss/aux0: 1.4980 2020-10-20 02:44:37,425 - mmaction - INFO - Epoch [156][160/396] lr: 1.012e-01, eta: 19:54:56, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7547, loss_cls: 2.0192, loss: 2.0192, grad_norm: 1.9148, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5094, loss/aux0: 1.5094 2020-10-20 02:45:14,066 - mmaction - INFO - Epoch [156][180/396] lr: 1.012e-01, eta: 19:54:09, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5065, top5_acc: 0.7638, loss_cls: 2.0060, loss: 2.0060, grad_norm: 1.9432, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4592, loss/aux0: 1.4592 2020-10-20 02:45:15,091 - mmaction - INFO - Epoch [156][180/396] lr: 1.012e-01, eta: 19:54:21, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5065, top5_acc: 0.7638, loss_cls: 2.0060, loss: 2.0060, grad_norm: 1.9448, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4583, loss/aux0: 1.4583 2020-10-20 02:45:51,744 - mmaction - INFO - Epoch [156][200/396] lr: 1.012e-01, eta: 19:53:34, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7456, loss_cls: 2.0820, loss: 2.0820, grad_norm: 2.0019, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4932, loss/aux0: 1.4932 2020-10-20 02:45:52,695 - mmaction - INFO - Epoch [156][200/396] lr: 1.012e-01, eta: 19:53:46, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7456, loss_cls: 2.0820, loss: 2.0820, grad_norm: 1.9922, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4777, loss/aux0: 1.4777 2020-10-20 02:46:29,263 - mmaction - INFO - Epoch [156][220/396] lr: 1.012e-01, eta: 19:52:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7474, loss_cls: 2.0719, loss: 2.0719, grad_norm: 1.8485, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4537, loss/aux0: 1.4537 2020-10-20 02:46:30,219 - mmaction - INFO - Epoch [156][220/396] lr: 1.012e-01, eta: 19:53:11, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7474, loss_cls: 2.0719, loss: 2.0719, grad_norm: 1.8419, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4626, loss/aux0: 1.4626 2020-10-20 02:47:06,760 - mmaction - INFO - Epoch [156][240/396] lr: 1.012e-01, eta: 19:52:24, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5026, top5_acc: 0.7596, loss_cls: 2.0013, loss: 2.0013, grad_norm: 1.9566, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4400, loss/aux0: 1.4400 2020-10-20 02:47:07,708 - mmaction - INFO - Epoch [156][240/396] lr: 1.012e-01, eta: 19:52:36, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5026, top5_acc: 0.7596, loss_cls: 2.0013, loss: 2.0013, grad_norm: 1.9492, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4348, loss/aux0: 1.4348 2020-10-20 02:47:44,213 - mmaction - INFO - Epoch [156][260/396] lr: 1.012e-01, eta: 19:51:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.4948, top5_acc: 0.7518, loss_cls: 2.0588, loss: 2.0588, grad_norm: 1.9017, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.5103, loss/aux0: 1.5103 2020-10-20 02:47:45,158 - mmaction - INFO - Epoch [156][260/396] lr: 1.012e-01, eta: 19:52:01, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.4948, top5_acc: 0.7518, loss_cls: 2.0588, loss: 2.0588, grad_norm: 1.8936, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.5078, loss/aux0: 1.5078 2020-10-20 02:48:21,635 - mmaction - INFO - Epoch [156][280/396] lr: 1.012e-01, eta: 19:51:14, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5068, top5_acc: 0.7466, loss_cls: 2.0589, loss: 2.0589, grad_norm: 1.9267, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4447, loss/aux0: 1.4447 2020-10-20 02:48:22,588 - mmaction - INFO - Epoch [156][280/396] lr: 1.012e-01, eta: 19:51:26, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.5068, top5_acc: 0.7466, loss_cls: 2.0589, loss: 2.0589, grad_norm: 1.9494, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4537, loss/aux0: 1.4537 2020-10-20 02:48:59,099 - mmaction - INFO - Epoch [156][300/396] lr: 1.012e-01, eta: 19:50:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4964, top5_acc: 0.7445, loss_cls: 2.0982, loss: 2.0982, grad_norm: 1.8905, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5085, loss/aux0: 1.5085 2020-10-20 02:49:00,048 - mmaction - INFO - Epoch [156][300/396] lr: 1.012e-01, eta: 19:50:51, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4964, top5_acc: 0.7445, loss_cls: 2.0982, loss: 2.0982, grad_norm: 1.8813, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5112, loss/aux0: 1.5112 2020-10-20 02:49:36,642 - mmaction - INFO - Epoch [156][320/396] lr: 1.012e-01, eta: 19:50:03, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7552, loss_cls: 2.0310, loss: 2.0310, grad_norm: 1.9255, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4761, loss/aux0: 1.4761 2020-10-20 02:49:37,595 - mmaction - INFO - Epoch [156][320/396] lr: 1.012e-01, eta: 19:50:16, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7552, loss_cls: 2.0310, loss: 2.0310, grad_norm: 1.9263, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4821, loss/aux0: 1.4821 2020-10-20 02:50:14,371 - mmaction - INFO - Epoch [156][340/396] lr: 1.012e-01, eta: 19:49:29, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.5023, top5_acc: 0.7490, loss_cls: 2.0691, loss: 2.0691, grad_norm: 1.9505, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5198, loss/aux0: 1.5198 2020-10-20 02:50:15,304 - mmaction - INFO - Epoch [156][340/396] lr: 1.012e-01, eta: 19:49:41, time: 0.945, data_time: 0.003, memory: 8462, top1_acc: 0.5023, top5_acc: 0.7490, loss_cls: 2.0691, loss: 2.0691, grad_norm: 1.9531, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5139, loss/aux0: 1.5139 2020-10-20 02:50:51,882 - mmaction - INFO - Epoch [156][360/396] lr: 1.012e-01, eta: 19:48:54, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5060, top5_acc: 0.7464, loss_cls: 2.0599, loss: 2.0599, grad_norm: 1.8857, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4548, loss/aux0: 1.4548 2020-10-20 02:50:52,824 - mmaction - INFO - Epoch [156][360/396] lr: 1.012e-01, eta: 19:49:06, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5060, top5_acc: 0.7464, loss_cls: 2.0599, loss: 2.0599, grad_norm: 1.8818, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4563, loss/aux0: 1.4563 2020-10-20 02:51:29,356 - mmaction - INFO - Epoch [156][380/396] lr: 1.012e-01, eta: 19:48:19, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7411, loss_cls: 2.0981, loss: 2.0981, grad_norm: 1.9129, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4077, loss/aux0: 1.4077 2020-10-20 02:51:30,361 - mmaction - INFO - Epoch [156][380/396] lr: 1.012e-01, eta: 19:48:31, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7411, loss_cls: 2.0981, loss: 2.0981, grad_norm: 1.9169, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4167, loss/aux0: 1.4167 2020-10-20 02:55:52,722 - mmaction - INFO - Epoch [157][20/396] lr: 9.947e-02, eta: 19:46:56, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7513, loss_cls: 2.0646, loss: 2.0646, grad_norm: 1.9131, top1_acc/aux0: 0.6384, top5_acc/aux0: 0.8528, loss_cls/aux0: 1.4539, loss/aux0: 1.4539 2020-10-20 02:55:53,675 - mmaction - INFO - Epoch [157][20/396] lr: 9.947e-02, eta: 19:47:08, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7513, loss_cls: 2.0646, loss: 2.0646, grad_norm: 1.9190, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4567, loss/aux0: 1.4567 2020-10-20 02:56:30,147 - mmaction - INFO - Epoch [157][40/396] lr: 9.947e-02, eta: 19:46:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7628, loss_cls: 2.0104, loss: 2.0104, grad_norm: 1.9046, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4575, loss/aux0: 1.4575 2020-10-20 02:56:31,106 - mmaction - INFO - Epoch [157][40/396] lr: 9.947e-02, eta: 19:46:33, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7628, loss_cls: 2.0104, loss: 2.0104, grad_norm: 1.9199, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4601, loss/aux0: 1.4601 2020-10-20 02:57:07,519 - mmaction - INFO - Epoch [157][60/396] lr: 9.947e-02, eta: 19:45:46, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5310, top5_acc: 0.7630, loss_cls: 1.9772, loss: 1.9772, grad_norm: 1.9024, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4419, loss/aux0: 1.4419 2020-10-20 02:57:08,455 - mmaction - INFO - Epoch [157][60/396] lr: 9.947e-02, eta: 19:45:58, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5310, top5_acc: 0.7630, loss_cls: 1.9772, loss: 1.9772, grad_norm: 1.8925, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4287, loss/aux0: 1.4287 2020-10-20 02:57:44,986 - mmaction - INFO - Epoch [157][80/396] lr: 9.947e-02, eta: 19:45:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5159, top5_acc: 0.7682, loss_cls: 1.9781, loss: 1.9781, grad_norm: 1.9940, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4513, loss/aux0: 1.4513 2020-10-20 02:57:45,964 - mmaction - INFO - Epoch [157][80/396] lr: 9.947e-02, eta: 19:45:23, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5159, top5_acc: 0.7682, loss_cls: 1.9781, loss: 1.9781, grad_norm: 1.9949, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4605, loss/aux0: 1.4605 2020-10-20 02:58:22,588 - mmaction - INFO - Epoch [157][100/396] lr: 9.947e-02, eta: 19:44:36, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5055, top5_acc: 0.7555, loss_cls: 2.0549, loss: 2.0549, grad_norm: 1.9313, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4350, loss/aux0: 1.4350 2020-10-20 02:58:23,549 - mmaction - INFO - Epoch [157][100/396] lr: 9.947e-02, eta: 19:44:48, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5055, top5_acc: 0.7555, loss_cls: 2.0549, loss: 2.0549, grad_norm: 1.9446, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4478, loss/aux0: 1.4478 2020-10-20 02:59:00,105 - mmaction - INFO - Epoch [157][120/396] lr: 9.947e-02, eta: 19:44:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5154, top5_acc: 0.7531, loss_cls: 2.0128, loss: 2.0128, grad_norm: 1.9079, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4817, loss/aux0: 1.4817 2020-10-20 02:59:01,071 - mmaction - INFO - Epoch [157][120/396] lr: 9.947e-02, eta: 19:44:13, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5154, top5_acc: 0.7531, loss_cls: 2.0128, loss: 2.0128, grad_norm: 1.8938, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4678, loss/aux0: 1.4678 2020-10-20 02:59:37,557 - mmaction - INFO - Epoch [157][140/396] lr: 9.947e-02, eta: 19:43:26, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7474, loss_cls: 2.0409, loss: 2.0409, grad_norm: 1.9592, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.3986, loss/aux0: 1.3986 2020-10-20 02:59:38,496 - mmaction - INFO - Epoch [157][140/396] lr: 9.947e-02, eta: 19:43:38, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7474, loss_cls: 2.0409, loss: 2.0409, grad_norm: 1.9525, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.3990, loss/aux0: 1.3990 2020-10-20 03:00:21,329 - mmaction - INFO - Epoch [157][160/396] lr: 9.947e-02, eta: 19:42:55, time: 1.249, data_time: 0.005, memory: 8462, top1_acc: 0.5083, top5_acc: 0.7701, loss_cls: 1.9937, loss: 1.9937, grad_norm: 1.8965, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.5077, loss/aux0: 1.5077 2020-10-20 03:00:22,349 - mmaction - INFO - Epoch [157][160/396] lr: 9.947e-02, eta: 19:43:11, time: 1.255, data_time: 0.013, memory: 8462, top1_acc: 0.5083, top5_acc: 0.7701, loss_cls: 1.9937, loss: 1.9937, grad_norm: 1.8867, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.5010, loss/aux0: 1.5010 2020-10-20 03:00:58,876 - mmaction - INFO - Epoch [157][180/396] lr: 9.947e-02, eta: 19:42:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4945, top5_acc: 0.7453, loss_cls: 2.0777, loss: 2.0777, grad_norm: 1.9262, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4101, loss/aux0: 1.4101 2020-10-20 03:00:59,838 - mmaction - INFO - Epoch [157][180/396] lr: 9.947e-02, eta: 19:42:36, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4945, top5_acc: 0.7453, loss_cls: 2.0777, loss: 2.0777, grad_norm: 1.9125, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3995, loss/aux0: 1.3995 2020-10-20 03:01:36,482 - mmaction - INFO - Epoch [157][200/396] lr: 9.947e-02, eta: 19:41:49, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5063, top5_acc: 0.7523, loss_cls: 2.0246, loss: 2.0246, grad_norm: 1.8615, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.4658, loss/aux0: 1.4658 2020-10-20 03:01:37,473 - mmaction - INFO - Epoch [157][200/396] lr: 9.947e-02, eta: 19:42:01, time: 0.944, data_time: 0.004, memory: 8462, top1_acc: 0.5063, top5_acc: 0.7523, loss_cls: 2.0246, loss: 2.0246, grad_norm: 1.8539, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.4801, loss/aux0: 1.4801 2020-10-20 03:02:13,992 - mmaction - INFO - Epoch [157][220/396] lr: 9.947e-02, eta: 19:41:14, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5042, top5_acc: 0.7602, loss_cls: 2.0274, loss: 2.0274, grad_norm: 1.9510, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4587, loss/aux0: 1.4587 2020-10-20 03:02:14,956 - mmaction - INFO - Epoch [157][220/396] lr: 9.947e-02, eta: 19:41:26, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5042, top5_acc: 0.7602, loss_cls: 2.0274, loss: 2.0274, grad_norm: 1.9409, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4502, loss/aux0: 1.4502 2020-10-20 03:02:51,592 - mmaction - INFO - Epoch [157][240/396] lr: 9.947e-02, eta: 19:40:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4948, top5_acc: 0.7466, loss_cls: 2.0762, loss: 2.0762, grad_norm: 1.8830, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4332, loss/aux0: 1.4332 2020-10-20 03:02:52,533 - mmaction - INFO - Epoch [157][240/396] lr: 9.947e-02, eta: 19:40:51, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4948, top5_acc: 0.7466, loss_cls: 2.0762, loss: 2.0762, grad_norm: 1.8778, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4309, loss/aux0: 1.4309 2020-10-20 03:03:29,136 - mmaction - INFO - Epoch [157][260/396] lr: 9.947e-02, eta: 19:40:04, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7635, loss_cls: 1.9898, loss: 1.9898, grad_norm: 1.8712, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3642, loss/aux0: 1.3642 2020-10-20 03:03:30,066 - mmaction - INFO - Epoch [157][260/396] lr: 9.947e-02, eta: 19:40:16, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7635, loss_cls: 1.9898, loss: 1.9898, grad_norm: 1.8706, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3844, loss/aux0: 1.3844 2020-10-20 03:04:06,608 - mmaction - INFO - Epoch [157][280/396] lr: 9.947e-02, eta: 19:39:29, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5068, top5_acc: 0.7521, loss_cls: 2.0385, loss: 2.0385, grad_norm: 1.9193, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4549, loss/aux0: 1.4549 2020-10-20 03:04:07,590 - mmaction - INFO - Epoch [157][280/396] lr: 9.947e-02, eta: 19:39:41, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5068, top5_acc: 0.7521, loss_cls: 2.0385, loss: 2.0385, grad_norm: 1.9180, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4389, loss/aux0: 1.4389 2020-10-20 03:04:44,099 - mmaction - INFO - Epoch [157][300/396] lr: 9.947e-02, eta: 19:38:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5086, top5_acc: 0.7599, loss_cls: 2.0250, loss: 2.0250, grad_norm: 1.9200, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4230, loss/aux0: 1.4230 2020-10-20 03:04:45,054 - mmaction - INFO - Epoch [157][300/396] lr: 9.947e-02, eta: 19:39:06, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5086, top5_acc: 0.7599, loss_cls: 2.0250, loss: 2.0250, grad_norm: 1.9288, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4445, loss/aux0: 1.4445 2020-10-20 03:05:21,613 - mmaction - INFO - Epoch [157][320/396] lr: 9.947e-02, eta: 19:38:19, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5070, top5_acc: 0.7565, loss_cls: 2.0143, loss: 2.0143, grad_norm: 1.9102, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4447, loss/aux0: 1.4447 2020-10-20 03:05:22,642 - mmaction - INFO - Epoch [157][320/396] lr: 9.947e-02, eta: 19:38:30, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5070, top5_acc: 0.7565, loss_cls: 2.0143, loss: 2.0143, grad_norm: 1.9184, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4365, loss/aux0: 1.4365 2020-10-20 03:05:59,222 - mmaction - INFO - Epoch [157][340/396] lr: 9.947e-02, eta: 19:37:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7560, loss_cls: 2.0210, loss: 2.0210, grad_norm: 1.9282, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4127, loss/aux0: 1.4127 2020-10-20 03:06:00,180 - mmaction - INFO - Epoch [157][340/396] lr: 9.947e-02, eta: 19:37:55, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7560, loss_cls: 2.0210, loss: 2.0210, grad_norm: 1.9427, top1_acc/aux0: 0.6596, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4069, loss/aux0: 1.4069 2020-10-20 03:06:36,790 - mmaction - INFO - Epoch [157][360/396] lr: 9.947e-02, eta: 19:37:09, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.4969, top5_acc: 0.7427, loss_cls: 2.0967, loss: 2.0967, grad_norm: 1.9566, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4322, loss/aux0: 1.4322 2020-10-20 03:06:37,761 - mmaction - INFO - Epoch [157][360/396] lr: 9.947e-02, eta: 19:37:20, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4969, top5_acc: 0.7427, loss_cls: 2.0967, loss: 2.0967, grad_norm: 1.9492, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4297, loss/aux0: 1.4297 2020-10-20 03:07:14,260 - mmaction - INFO - Epoch [157][380/396] lr: 9.947e-02, eta: 19:36:33, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5086, top5_acc: 0.7646, loss_cls: 2.0056, loss: 2.0056, grad_norm: 1.9784, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4661, loss/aux0: 1.4661 2020-10-20 03:07:15,227 - mmaction - INFO - Epoch [157][380/396] lr: 9.947e-02, eta: 19:36:45, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5086, top5_acc: 0.7646, loss_cls: 2.0056, loss: 2.0056, grad_norm: 1.9792, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4740, loss/aux0: 1.4740 2020-10-20 03:11:49,192 - mmaction - INFO - Epoch [158][20/396] lr: 9.774e-02, eta: 19:35:11, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5174, top5_acc: 0.7568, loss_cls: 2.0047, loss: 2.0047, grad_norm: 1.8869, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4286, loss/aux0: 1.4286 2020-10-20 03:11:50,165 - mmaction - INFO - Epoch [158][20/396] lr: 9.774e-02, eta: 19:35:23, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.5174, top5_acc: 0.7568, loss_cls: 2.0047, loss: 2.0047, grad_norm: 1.8884, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4326, loss/aux0: 1.4326 2020-10-20 03:12:26,555 - mmaction - INFO - Epoch [158][40/396] lr: 9.774e-02, eta: 19:34:36, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7539, loss_cls: 2.0111, loss: 2.0111, grad_norm: 1.9111, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4080, loss/aux0: 1.4080 2020-10-20 03:12:27,559 - mmaction - INFO - Epoch [158][40/396] lr: 9.774e-02, eta: 19:34:48, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7539, loss_cls: 2.0111, loss: 2.0111, grad_norm: 1.9185, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.4033, loss/aux0: 1.4033 2020-10-20 03:13:04,030 - mmaction - INFO - Epoch [158][60/396] lr: 9.774e-02, eta: 19:34:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5154, top5_acc: 0.7630, loss_cls: 2.0106, loss: 2.0106, grad_norm: 1.9139, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4226, loss/aux0: 1.4226 2020-10-20 03:13:04,975 - mmaction - INFO - Epoch [158][60/396] lr: 9.774e-02, eta: 19:34:13, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5154, top5_acc: 0.7630, loss_cls: 2.0106, loss: 2.0106, grad_norm: 1.9042, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.4126, loss/aux0: 1.4126 2020-10-20 03:13:41,376 - mmaction - INFO - Epoch [158][80/396] lr: 9.774e-02, eta: 19:33:26, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.4992, top5_acc: 0.7474, loss_cls: 2.0561, loss: 2.0561, grad_norm: 1.8939, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4222, loss/aux0: 1.4222 2020-10-20 03:13:42,319 - mmaction - INFO - Epoch [158][80/396] lr: 9.774e-02, eta: 19:33:38, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.4992, top5_acc: 0.7474, loss_cls: 2.0561, loss: 2.0561, grad_norm: 1.8971, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4363, loss/aux0: 1.4363 2020-10-20 03:14:18,873 - mmaction - INFO - Epoch [158][100/396] lr: 9.774e-02, eta: 19:32:51, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5203, top5_acc: 0.7555, loss_cls: 2.0172, loss: 2.0172, grad_norm: 1.9486, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.4224, loss/aux0: 1.4224 2020-10-20 03:14:19,931 - mmaction - INFO - Epoch [158][100/396] lr: 9.774e-02, eta: 19:33:03, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5203, top5_acc: 0.7555, loss_cls: 2.0172, loss: 2.0172, grad_norm: 1.9550, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.4195, loss/aux0: 1.4195 2020-10-20 03:14:56,516 - mmaction - INFO - Epoch [158][120/396] lr: 9.774e-02, eta: 19:32:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5128, top5_acc: 0.7698, loss_cls: 1.9899, loss: 1.9899, grad_norm: 1.8911, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3962, loss/aux0: 1.3962 2020-10-20 03:14:57,486 - mmaction - INFO - Epoch [158][120/396] lr: 9.774e-02, eta: 19:32:28, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5128, top5_acc: 0.7698, loss_cls: 1.9899, loss: 1.9899, grad_norm: 1.9008, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3953, loss/aux0: 1.3953 2020-10-20 03:15:33,998 - mmaction - INFO - Epoch [158][140/396] lr: 9.774e-02, eta: 19:31:41, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4997, top5_acc: 0.7419, loss_cls: 2.0622, loss: 2.0622, grad_norm: 1.9591, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4168, loss/aux0: 1.4168 2020-10-20 03:15:35,024 - mmaction - INFO - Epoch [158][140/396] lr: 9.774e-02, eta: 19:31:53, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.4997, top5_acc: 0.7419, loss_cls: 2.0622, loss: 2.0622, grad_norm: 1.9658, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4262, loss/aux0: 1.4262 2020-10-20 03:16:11,587 - mmaction - INFO - Epoch [158][160/396] lr: 9.774e-02, eta: 19:31:06, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5094, top5_acc: 0.7594, loss_cls: 2.0283, loss: 2.0283, grad_norm: 1.9683, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4492, loss/aux0: 1.4492 2020-10-20 03:16:12,577 - mmaction - INFO - Epoch [158][160/396] lr: 9.774e-02, eta: 19:31:18, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.5094, top5_acc: 0.7594, loss_cls: 2.0283, loss: 2.0283, grad_norm: 1.9739, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4340, loss/aux0: 1.4340 2020-10-20 03:16:49,149 - mmaction - INFO - Epoch [158][180/396] lr: 9.774e-02, eta: 19:30:31, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7549, loss_cls: 2.0515, loss: 2.0515, grad_norm: 1.9110, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4578, loss/aux0: 1.4578 2020-10-20 03:16:50,096 - mmaction - INFO - Epoch [158][180/396] lr: 9.774e-02, eta: 19:30:43, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7549, loss_cls: 2.0515, loss: 2.0515, grad_norm: 1.9149, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4606, loss/aux0: 1.4606 2020-10-20 03:17:26,637 - mmaction - INFO - Epoch [158][200/396] lr: 9.774e-02, eta: 19:29:56, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5003, top5_acc: 0.7422, loss_cls: 2.0944, loss: 2.0944, grad_norm: 1.9457, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4988, loss/aux0: 1.4988 2020-10-20 03:17:27,588 - mmaction - INFO - Epoch [158][200/396] lr: 9.774e-02, eta: 19:30:08, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5003, top5_acc: 0.7422, loss_cls: 2.0944, loss: 2.0944, grad_norm: 1.9437, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5040, loss/aux0: 1.5040 2020-10-20 03:18:04,096 - mmaction - INFO - Epoch [158][220/396] lr: 9.774e-02, eta: 19:29:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5112, top5_acc: 0.7552, loss_cls: 2.0178, loss: 2.0178, grad_norm: 1.9096, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4109, loss/aux0: 1.4109 2020-10-20 03:18:05,057 - mmaction - INFO - Epoch [158][220/396] lr: 9.774e-02, eta: 19:29:33, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5112, top5_acc: 0.7552, loss_cls: 2.0178, loss: 2.0178, grad_norm: 1.9179, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4121, loss/aux0: 1.4121 2020-10-20 03:18:41,519 - mmaction - INFO - Epoch [158][240/396] lr: 9.774e-02, eta: 19:28:46, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.4924, top5_acc: 0.7443, loss_cls: 2.0570, loss: 2.0570, grad_norm: 1.9163, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4332, loss/aux0: 1.4332 2020-10-20 03:18:42,464 - mmaction - INFO - Epoch [158][240/396] lr: 9.774e-02, eta: 19:28:57, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.4924, top5_acc: 0.7443, loss_cls: 2.0570, loss: 2.0570, grad_norm: 1.9246, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4319, loss/aux0: 1.4319 2020-10-20 03:19:19,011 - mmaction - INFO - Epoch [158][260/396] lr: 9.774e-02, eta: 19:28:11, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5005, top5_acc: 0.7609, loss_cls: 2.0132, loss: 2.0132, grad_norm: 1.8985, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3553, loss/aux0: 1.3553 2020-10-20 03:19:19,978 - mmaction - INFO - Epoch [158][260/396] lr: 9.774e-02, eta: 19:28:22, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5005, top5_acc: 0.7609, loss_cls: 2.0132, loss: 2.0132, grad_norm: 1.9014, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3619, loss/aux0: 1.3619 2020-10-20 03:19:56,412 - mmaction - INFO - Epoch [158][280/396] lr: 9.774e-02, eta: 19:27:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5029, top5_acc: 0.7615, loss_cls: 2.0172, loss: 2.0172, grad_norm: 1.8935, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4294, loss/aux0: 1.4294 2020-10-20 03:19:57,376 - mmaction - INFO - Epoch [158][280/396] lr: 9.774e-02, eta: 19:27:47, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5029, top5_acc: 0.7615, loss_cls: 2.0172, loss: 2.0172, grad_norm: 1.8875, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4199, loss/aux0: 1.4199 2020-10-20 03:20:33,828 - mmaction - INFO - Epoch [158][300/396] lr: 9.774e-02, eta: 19:27:00, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5154, top5_acc: 0.7581, loss_cls: 2.0205, loss: 2.0205, grad_norm: 1.9518, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4604, loss/aux0: 1.4604 2020-10-20 03:20:34,784 - mmaction - INFO - Epoch [158][300/396] lr: 9.774e-02, eta: 19:27:12, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.5154, top5_acc: 0.7581, loss_cls: 2.0205, loss: 2.0205, grad_norm: 1.9303, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4572, loss/aux0: 1.4572 2020-10-20 03:21:11,280 - mmaction - INFO - Epoch [158][320/396] lr: 9.774e-02, eta: 19:26:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5057, top5_acc: 0.7432, loss_cls: 2.0656, loss: 2.0656, grad_norm: 1.9140, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4188, loss/aux0: 1.4188 2020-10-20 03:21:12,233 - mmaction - INFO - Epoch [158][320/396] lr: 9.774e-02, eta: 19:26:37, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5057, top5_acc: 0.7432, loss_cls: 2.0656, loss: 2.0656, grad_norm: 1.9113, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4194, loss/aux0: 1.4194 2020-10-20 03:21:48,810 - mmaction - INFO - Epoch [158][340/396] lr: 9.774e-02, eta: 19:25:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5247, top5_acc: 0.7677, loss_cls: 1.9748, loss: 1.9748, grad_norm: 1.9494, top1_acc/aux0: 0.6440, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4362, loss/aux0: 1.4362 2020-10-20 03:21:49,746 - mmaction - INFO - Epoch [158][340/396] lr: 9.774e-02, eta: 19:26:02, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.5247, top5_acc: 0.7677, loss_cls: 1.9748, loss: 1.9748, grad_norm: 1.9292, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4429, loss/aux0: 1.4429 2020-10-20 03:22:26,206 - mmaction - INFO - Epoch [158][360/396] lr: 9.774e-02, eta: 19:25:15, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7508, loss_cls: 2.0709, loss: 2.0709, grad_norm: 1.9209, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4472, loss/aux0: 1.4472 2020-10-20 03:22:27,176 - mmaction - INFO - Epoch [158][360/396] lr: 9.774e-02, eta: 19:25:27, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7508, loss_cls: 2.0709, loss: 2.0709, grad_norm: 1.9272, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4425, loss/aux0: 1.4425 2020-10-20 03:23:03,696 - mmaction - INFO - Epoch [158][380/396] lr: 9.774e-02, eta: 19:24:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5049, top5_acc: 0.7544, loss_cls: 2.0372, loss: 2.0372, grad_norm: 1.9638, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4138, loss/aux0: 1.4138 2020-10-20 03:23:04,632 - mmaction - INFO - Epoch [158][380/396] lr: 9.774e-02, eta: 19:24:52, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5049, top5_acc: 0.7544, loss_cls: 2.0372, loss: 2.0372, grad_norm: 1.9554, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4128, loss/aux0: 1.4128 2020-10-20 03:27:27,122 - mmaction - INFO - Epoch [159][20/396] lr: 9.602e-02, eta: 19:23:18, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.5141, top5_acc: 0.7706, loss_cls: 1.9442, loss: 1.9442, grad_norm: 1.9833, top1_acc/aux0: 0.6387, top5_acc/aux0: 0.8561, loss_cls/aux0: 1.4409, loss/aux0: 1.4409 2020-10-20 03:27:28,111 - mmaction - INFO - Epoch [159][20/396] lr: 9.602e-02, eta: 19:23:30, time: 0.935, data_time: 0.005, memory: 8462, top1_acc: 0.5141, top5_acc: 0.7706, loss_cls: 1.9442, loss: 1.9442, grad_norm: 1.9883, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4488, loss/aux0: 1.4488 2020-10-20 03:28:04,519 - mmaction - INFO - Epoch [159][40/396] lr: 9.602e-02, eta: 19:22:43, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5109, top5_acc: 0.7547, loss_cls: 2.0224, loss: 2.0224, grad_norm: 1.9785, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4689, loss/aux0: 1.4689 2020-10-20 03:28:05,465 - mmaction - INFO - Epoch [159][40/396] lr: 9.602e-02, eta: 19:22:55, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5109, top5_acc: 0.7547, loss_cls: 2.0224, loss: 2.0224, grad_norm: 1.9571, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4559, loss/aux0: 1.4559 2020-10-20 03:28:41,971 - mmaction - INFO - Epoch [159][60/396] lr: 9.602e-02, eta: 19:22:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5070, top5_acc: 0.7557, loss_cls: 2.0229, loss: 2.0229, grad_norm: 1.9597, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4415, loss/aux0: 1.4415 2020-10-20 03:28:42,927 - mmaction - INFO - Epoch [159][60/396] lr: 9.602e-02, eta: 19:22:20, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5070, top5_acc: 0.7557, loss_cls: 2.0229, loss: 2.0229, grad_norm: 1.9599, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4563, loss/aux0: 1.4563 2020-10-20 03:29:19,363 - mmaction - INFO - Epoch [159][80/396] lr: 9.602e-02, eta: 19:21:33, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7607, loss_cls: 1.9989, loss: 1.9989, grad_norm: 1.9642, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4860, loss/aux0: 1.4860 2020-10-20 03:29:20,322 - mmaction - INFO - Epoch [159][80/396] lr: 9.602e-02, eta: 19:21:45, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7607, loss_cls: 1.9989, loss: 1.9989, grad_norm: 1.9653, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4781, loss/aux0: 1.4781 2020-10-20 03:29:56,890 - mmaction - INFO - Epoch [159][100/396] lr: 9.602e-02, eta: 19:20:58, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5164, top5_acc: 0.7659, loss_cls: 1.9981, loss: 1.9981, grad_norm: 1.8991, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3970, loss/aux0: 1.3970 2020-10-20 03:29:57,842 - mmaction - INFO - Epoch [159][100/396] lr: 9.602e-02, eta: 19:21:10, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5164, top5_acc: 0.7659, loss_cls: 1.9981, loss: 1.9981, grad_norm: 1.9016, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3962, loss/aux0: 1.3962 2020-10-20 03:30:34,419 - mmaction - INFO - Epoch [159][120/396] lr: 9.602e-02, eta: 19:20:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.4971, top5_acc: 0.7521, loss_cls: 2.0295, loss: 2.0295, grad_norm: 1.9257, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4669, loss/aux0: 1.4669 2020-10-20 03:30:35,378 - mmaction - INFO - Epoch [159][120/396] lr: 9.602e-02, eta: 19:20:34, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.4971, top5_acc: 0.7521, loss_cls: 2.0295, loss: 2.0295, grad_norm: 1.9301, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4681, loss/aux0: 1.4681 2020-10-20 03:31:11,883 - mmaction - INFO - Epoch [159][140/396] lr: 9.602e-02, eta: 19:19:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5078, top5_acc: 0.7505, loss_cls: 2.0288, loss: 2.0288, grad_norm: 1.9192, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4822, loss/aux0: 1.4822 2020-10-20 03:31:12,899 - mmaction - INFO - Epoch [159][140/396] lr: 9.602e-02, eta: 19:19:59, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5078, top5_acc: 0.7505, loss_cls: 2.0288, loss: 2.0288, grad_norm: 1.9121, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4660, loss/aux0: 1.4660 2020-10-20 03:31:49,454 - mmaction - INFO - Epoch [159][160/396] lr: 9.602e-02, eta: 19:19:13, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5042, top5_acc: 0.7568, loss_cls: 1.9945, loss: 1.9945, grad_norm: 1.8919, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4256, loss/aux0: 1.4256 2020-10-20 03:31:50,421 - mmaction - INFO - Epoch [159][160/396] lr: 9.602e-02, eta: 19:19:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5042, top5_acc: 0.7568, loss_cls: 1.9945, loss: 1.9945, grad_norm: 1.8904, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4294, loss/aux0: 1.4294 2020-10-20 03:32:27,129 - mmaction - INFO - Epoch [159][180/396] lr: 9.602e-02, eta: 19:18:38, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5177, top5_acc: 0.7591, loss_cls: 1.9977, loss: 1.9977, grad_norm: 1.9711, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4246, loss/aux0: 1.4246 2020-10-20 03:32:28,077 - mmaction - INFO - Epoch [159][180/396] lr: 9.602e-02, eta: 19:18:49, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5177, top5_acc: 0.7591, loss_cls: 1.9977, loss: 1.9977, grad_norm: 1.9733, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4340, loss/aux0: 1.4340 2020-10-20 03:33:04,590 - mmaction - INFO - Epoch [159][200/396] lr: 9.602e-02, eta: 19:18:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5112, top5_acc: 0.7581, loss_cls: 2.0178, loss: 2.0178, grad_norm: 1.9685, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4357, loss/aux0: 1.4357 2020-10-20 03:33:05,545 - mmaction - INFO - Epoch [159][200/396] lr: 9.602e-02, eta: 19:18:14, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5112, top5_acc: 0.7581, loss_cls: 2.0178, loss: 2.0178, grad_norm: 1.9531, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.4240, loss/aux0: 1.4240 2020-10-20 03:33:42,090 - mmaction - INFO - Epoch [159][220/396] lr: 9.602e-02, eta: 19:17:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7505, loss_cls: 2.0441, loss: 2.0441, grad_norm: 1.9961, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4195, loss/aux0: 1.4195 2020-10-20 03:33:43,060 - mmaction - INFO - Epoch [159][220/396] lr: 9.602e-02, eta: 19:17:39, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7505, loss_cls: 2.0441, loss: 2.0441, grad_norm: 1.9899, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4333, loss/aux0: 1.4333 2020-10-20 03:34:19,595 - mmaction - INFO - Epoch [159][240/396] lr: 9.602e-02, eta: 19:16:53, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.5026, top5_acc: 0.7529, loss_cls: 2.0259, loss: 2.0259, grad_norm: 1.9322, top1_acc/aux0: 0.6437, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4515, loss/aux0: 1.4515 2020-10-20 03:34:20,548 - mmaction - INFO - Epoch [159][240/396] lr: 9.602e-02, eta: 19:17:04, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.5026, top5_acc: 0.7529, loss_cls: 2.0259, loss: 2.0259, grad_norm: 1.9314, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4427, loss/aux0: 1.4427 2020-10-20 03:34:56,996 - mmaction - INFO - Epoch [159][260/396] lr: 9.602e-02, eta: 19:16:18, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7799, loss_cls: 1.9769, loss: 1.9769, grad_norm: 1.9661, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4808, loss/aux0: 1.4808 2020-10-20 03:34:57,936 - mmaction - INFO - Epoch [159][260/396] lr: 9.602e-02, eta: 19:16:29, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7799, loss_cls: 1.9769, loss: 1.9769, grad_norm: 1.9719, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4925, loss/aux0: 1.4925 2020-10-20 03:35:34,463 - mmaction - INFO - Epoch [159][280/396] lr: 9.602e-02, eta: 19:15:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5206, top5_acc: 0.7703, loss_cls: 1.9677, loss: 1.9677, grad_norm: 1.9612, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3930, loss/aux0: 1.3930 2020-10-20 03:35:35,423 - mmaction - INFO - Epoch [159][280/396] lr: 9.602e-02, eta: 19:15:54, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5206, top5_acc: 0.7703, loss_cls: 1.9677, loss: 1.9677, grad_norm: 1.9495, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3967, loss/aux0: 1.3967 2020-10-20 03:36:11,882 - mmaction - INFO - Epoch [159][300/396] lr: 9.602e-02, eta: 19:15:07, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5068, top5_acc: 0.7510, loss_cls: 2.0348, loss: 2.0348, grad_norm: 1.9205, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4000, loss/aux0: 1.4000 2020-10-20 03:36:12,817 - mmaction - INFO - Epoch [159][300/396] lr: 9.602e-02, eta: 19:15:19, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5068, top5_acc: 0.7510, loss_cls: 2.0348, loss: 2.0348, grad_norm: 1.9274, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.3778, loss/aux0: 1.3778 2020-10-20 03:36:49,381 - mmaction - INFO - Epoch [159][320/396] lr: 9.602e-02, eta: 19:14:32, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.4979, top5_acc: 0.7500, loss_cls: 2.0670, loss: 2.0670, grad_norm: 1.9458, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4465, loss/aux0: 1.4465 2020-10-20 03:36:50,342 - mmaction - INFO - Epoch [159][320/396] lr: 9.602e-02, eta: 19:14:44, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.4979, top5_acc: 0.7500, loss_cls: 2.0670, loss: 2.0670, grad_norm: 1.9288, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4567, loss/aux0: 1.4567 2020-10-20 03:37:26,787 - mmaction - INFO - Epoch [159][340/396] lr: 9.602e-02, eta: 19:13:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7565, loss_cls: 2.0153, loss: 2.0153, grad_norm: 1.9270, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3874, loss/aux0: 1.3874 2020-10-20 03:37:27,742 - mmaction - INFO - Epoch [159][340/396] lr: 9.602e-02, eta: 19:14:09, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7565, loss_cls: 2.0153, loss: 2.0153, grad_norm: 1.9300, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3943, loss/aux0: 1.3943 2020-10-20 03:38:04,247 - mmaction - INFO - Epoch [159][360/396] lr: 9.602e-02, eta: 19:13:22, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5094, top5_acc: 0.7648, loss_cls: 2.0124, loss: 2.0124, grad_norm: 1.9359, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4369, loss/aux0: 1.4369 2020-10-20 03:38:05,216 - mmaction - INFO - Epoch [159][360/396] lr: 9.602e-02, eta: 19:13:33, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5094, top5_acc: 0.7648, loss_cls: 2.0124, loss: 2.0124, grad_norm: 1.9406, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4332, loss/aux0: 1.4332 2020-10-20 03:38:41,709 - mmaction - INFO - Epoch [159][380/396] lr: 9.602e-02, eta: 19:12:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5133, top5_acc: 0.7484, loss_cls: 2.0125, loss: 2.0125, grad_norm: 1.8626, top1_acc/aux0: 0.6440, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4098, loss/aux0: 1.4098 2020-10-20 03:38:42,660 - mmaction - INFO - Epoch [159][380/396] lr: 9.602e-02, eta: 19:12:58, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5133, top5_acc: 0.7484, loss_cls: 2.0125, loss: 2.0125, grad_norm: 1.8584, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4181, loss/aux0: 1.4181 2020-10-20 03:43:15,676 - mmaction - INFO - Epoch [160][20/396] lr: 9.430e-02, eta: 19:11:25, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5180, top5_acc: 0.7667, loss_cls: 1.9564, loss: 1.9564, grad_norm: 2.0039, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4404, loss/aux0: 1.4404 2020-10-20 03:43:16,624 - mmaction - INFO - Epoch [160][20/396] lr: 9.430e-02, eta: 19:11:37, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.5180, top5_acc: 0.7667, loss_cls: 1.9564, loss: 1.9564, grad_norm: 2.0037, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4430, loss/aux0: 1.4430 2020-10-20 03:43:53,133 - mmaction - INFO - Epoch [160][40/396] lr: 9.430e-02, eta: 19:10:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5234, top5_acc: 0.7620, loss_cls: 1.9639, loss: 1.9639, grad_norm: 1.9686, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4284, loss/aux0: 1.4284 2020-10-20 03:43:54,071 - mmaction - INFO - Epoch [160][40/396] lr: 9.430e-02, eta: 19:11:02, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5234, top5_acc: 0.7620, loss_cls: 1.9639, loss: 1.9639, grad_norm: 1.9746, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4352, loss/aux0: 1.4352 2020-10-20 03:44:30,591 - mmaction - INFO - Epoch [160][60/396] lr: 9.430e-02, eta: 19:10:15, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5164, top5_acc: 0.7615, loss_cls: 1.9917, loss: 1.9917, grad_norm: 1.9491, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4188, loss/aux0: 1.4188 2020-10-20 03:44:31,540 - mmaction - INFO - Epoch [160][60/396] lr: 9.430e-02, eta: 19:10:26, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5164, top5_acc: 0.7615, loss_cls: 1.9917, loss: 1.9917, grad_norm: 1.9598, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.4087, loss/aux0: 1.4087 2020-10-20 03:45:08,010 - mmaction - INFO - Epoch [160][80/396] lr: 9.430e-02, eta: 19:09:40, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5169, top5_acc: 0.7523, loss_cls: 1.9936, loss: 1.9936, grad_norm: 1.9183, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4476, loss/aux0: 1.4476 2020-10-20 03:45:08,976 - mmaction - INFO - Epoch [160][80/396] lr: 9.430e-02, eta: 19:09:51, time: 0.939, data_time: 0.005, memory: 8462, top1_acc: 0.5169, top5_acc: 0.7523, loss_cls: 1.9936, loss: 1.9936, grad_norm: 1.9173, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4460, loss/aux0: 1.4460 2020-10-20 03:45:45,578 - mmaction - INFO - Epoch [160][100/396] lr: 9.430e-02, eta: 19:09:05, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7609, loss_cls: 2.0104, loss: 2.0104, grad_norm: 1.9626, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4127, loss/aux0: 1.4127 2020-10-20 03:45:46,576 - mmaction - INFO - Epoch [160][100/396] lr: 9.430e-02, eta: 19:09:16, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7609, loss_cls: 2.0104, loss: 2.0104, grad_norm: 1.9570, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4189, loss/aux0: 1.4189 2020-10-20 03:46:23,024 - mmaction - INFO - Epoch [160][120/396] lr: 9.430e-02, eta: 19:08:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5234, top5_acc: 0.7594, loss_cls: 1.9750, loss: 1.9750, grad_norm: 1.9785, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.4321, loss/aux0: 1.4321 2020-10-20 03:46:23,984 - mmaction - INFO - Epoch [160][120/396] lr: 9.430e-02, eta: 19:08:41, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5234, top5_acc: 0.7594, loss_cls: 1.9750, loss: 1.9750, grad_norm: 1.9818, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4339, loss/aux0: 1.4339 2020-10-20 03:47:00,592 - mmaction - INFO - Epoch [160][140/396] lr: 9.430e-02, eta: 19:07:55, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5198, top5_acc: 0.7669, loss_cls: 1.9972, loss: 1.9972, grad_norm: 2.0167, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.4095, loss/aux0: 1.4095 2020-10-20 03:47:01,549 - mmaction - INFO - Epoch [160][140/396] lr: 9.430e-02, eta: 19:08:06, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5198, top5_acc: 0.7669, loss_cls: 1.9972, loss: 1.9972, grad_norm: 2.0051, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.4068, loss/aux0: 1.4068 2020-10-20 03:47:37,967 - mmaction - INFO - Epoch [160][160/396] lr: 9.430e-02, eta: 19:07:20, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5102, top5_acc: 0.7641, loss_cls: 1.9888, loss: 1.9888, grad_norm: 1.9249, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3932, loss/aux0: 1.3932 2020-10-20 03:47:38,924 - mmaction - INFO - Epoch [160][160/396] lr: 9.430e-02, eta: 19:07:31, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5102, top5_acc: 0.7641, loss_cls: 1.9888, loss: 1.9888, grad_norm: 1.9257, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3778, loss/aux0: 1.3778 2020-10-20 03:48:15,329 - mmaction - INFO - Epoch [160][180/396] lr: 9.430e-02, eta: 19:06:44, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5253, top5_acc: 0.7651, loss_cls: 1.9746, loss: 1.9746, grad_norm: 2.0195, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3915, loss/aux0: 1.3915 2020-10-20 03:48:16,282 - mmaction - INFO - Epoch [160][180/396] lr: 9.430e-02, eta: 19:06:56, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5253, top5_acc: 0.7651, loss_cls: 1.9746, loss: 1.9746, grad_norm: 2.0127, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.4035, loss/aux0: 1.4035 2020-10-20 03:48:52,815 - mmaction - INFO - Epoch [160][200/396] lr: 9.430e-02, eta: 19:06:09, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5029, top5_acc: 0.7523, loss_cls: 2.0452, loss: 2.0452, grad_norm: 1.9649, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3985, loss/aux0: 1.3985 2020-10-20 03:48:53,798 - mmaction - INFO - Epoch [160][200/396] lr: 9.430e-02, eta: 19:06:21, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5029, top5_acc: 0.7523, loss_cls: 2.0452, loss: 2.0452, grad_norm: 1.9728, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3909, loss/aux0: 1.3909 2020-10-20 03:49:30,341 - mmaction - INFO - Epoch [160][220/396] lr: 9.430e-02, eta: 19:05:34, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5034, top5_acc: 0.7547, loss_cls: 1.9999, loss: 1.9999, grad_norm: 1.9137, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.4240, loss/aux0: 1.4240 2020-10-20 03:49:31,296 - mmaction - INFO - Epoch [160][220/396] lr: 9.430e-02, eta: 19:05:46, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5034, top5_acc: 0.7547, loss_cls: 1.9999, loss: 1.9999, grad_norm: 1.9184, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4376, loss/aux0: 1.4376 2020-10-20 03:50:08,044 - mmaction - INFO - Epoch [160][240/396] lr: 9.430e-02, eta: 19:04:59, time: 0.949, data_time: 0.000, memory: 8462, top1_acc: 0.5029, top5_acc: 0.7565, loss_cls: 2.0324, loss: 2.0324, grad_norm: 1.9753, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4131, loss/aux0: 1.4131 2020-10-20 03:50:08,984 - mmaction - INFO - Epoch [160][240/396] lr: 9.430e-02, eta: 19:05:11, time: 0.949, data_time: 0.002, memory: 8462, top1_acc: 0.5029, top5_acc: 0.7565, loss_cls: 2.0324, loss: 2.0324, grad_norm: 1.9715, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4061, loss/aux0: 1.4061 2020-10-20 03:50:45,531 - mmaction - INFO - Epoch [160][260/396] lr: 9.430e-02, eta: 19:04:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5023, top5_acc: 0.7518, loss_cls: 2.0455, loss: 2.0455, grad_norm: 1.9783, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4203, loss/aux0: 1.4203 2020-10-20 03:50:46,486 - mmaction - INFO - Epoch [160][260/396] lr: 9.430e-02, eta: 19:04:36, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5023, top5_acc: 0.7518, loss_cls: 2.0455, loss: 2.0455, grad_norm: 1.9701, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4182, loss/aux0: 1.4182 2020-10-20 03:51:23,036 - mmaction - INFO - Epoch [160][280/396] lr: 9.430e-02, eta: 19:03:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5057, top5_acc: 0.7544, loss_cls: 2.0065, loss: 2.0065, grad_norm: 1.9455, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3620, loss/aux0: 1.3620 2020-10-20 03:51:24,053 - mmaction - INFO - Epoch [160][280/396] lr: 9.430e-02, eta: 19:04:01, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.5057, top5_acc: 0.7544, loss_cls: 2.0065, loss: 2.0065, grad_norm: 1.9526, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3714, loss/aux0: 1.3714 2020-10-20 03:52:00,605 - mmaction - INFO - Epoch [160][300/396] lr: 9.430e-02, eta: 19:03:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5104, top5_acc: 0.7607, loss_cls: 1.9999, loss: 1.9999, grad_norm: 2.0309, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4237, loss/aux0: 1.4237 2020-10-20 03:52:01,562 - mmaction - INFO - Epoch [160][300/396] lr: 9.430e-02, eta: 19:03:25, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5104, top5_acc: 0.7607, loss_cls: 1.9999, loss: 1.9999, grad_norm: 2.0349, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.4162, loss/aux0: 1.4162 2020-10-20 03:52:38,077 - mmaction - INFO - Epoch [160][320/396] lr: 9.430e-02, eta: 19:02:39, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5057, top5_acc: 0.7544, loss_cls: 2.0449, loss: 2.0449, grad_norm: 1.9934, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4241, loss/aux0: 1.4241 2020-10-20 03:52:39,106 - mmaction - INFO - Epoch [160][320/396] lr: 9.430e-02, eta: 19:02:50, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5057, top5_acc: 0.7544, loss_cls: 2.0449, loss: 2.0449, grad_norm: 2.0010, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4218, loss/aux0: 1.4218 2020-10-20 03:53:15,574 - mmaction - INFO - Epoch [160][340/396] lr: 9.430e-02, eta: 19:02:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5094, top5_acc: 0.7560, loss_cls: 2.0141, loss: 2.0141, grad_norm: 1.9733, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4540, loss/aux0: 1.4540 2020-10-20 03:53:16,534 - mmaction - INFO - Epoch [160][340/396] lr: 9.430e-02, eta: 19:02:15, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5094, top5_acc: 0.7560, loss_cls: 2.0141, loss: 2.0141, grad_norm: 1.9725, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4609, loss/aux0: 1.4609 2020-10-20 03:53:53,067 - mmaction - INFO - Epoch [160][360/396] lr: 9.430e-02, eta: 19:01:29, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4935, top5_acc: 0.7393, loss_cls: 2.1035, loss: 2.1035, grad_norm: 1.9360, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4266, loss/aux0: 1.4266 2020-10-20 03:53:54,011 - mmaction - INFO - Epoch [160][360/396] lr: 9.430e-02, eta: 19:01:40, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.4935, top5_acc: 0.7393, loss_cls: 2.1035, loss: 2.1035, grad_norm: 1.9353, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4254, loss/aux0: 1.4254 2020-10-20 03:54:30,581 - mmaction - INFO - Epoch [160][380/396] lr: 9.430e-02, eta: 19:00:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5000, top5_acc: 0.7534, loss_cls: 2.0571, loss: 2.0571, grad_norm: 1.9220, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4308, loss/aux0: 1.4308 2020-10-20 03:54:31,551 - mmaction - INFO - Epoch [160][380/396] lr: 9.430e-02, eta: 19:01:05, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5000, top5_acc: 0.7534, loss_cls: 2.0571, loss: 2.0571, grad_norm: 1.9280, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4194, loss/aux0: 1.4194 2020-10-20 03:55:03,766 - mmaction - INFO - Saving checkpoint at 160 epochs 2020-10-20 03:56:45,292 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 03:56:45,409 - mmaction - INFO - top1_acc 0.6129 top5_acc 0.8481 2020-10-20 03:56:45,409 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 03:56:45,426 - mmaction - INFO - mean_acc 0.6129 2020-10-20 03:56:45,426 - mmaction - INFO - Now best checkpoint is epoch_160.pth 2020-10-20 03:56:45,464 - mmaction - INFO - Epoch(val) [160][396] top1_acc: 0.6129, top5_acc: 0.8481, mean_class_accuracy: 0.6129 2020-10-20 04:00:33,284 - mmaction - INFO - Epoch [161][20/396] lr: 9.260e-02, eta: 18:59:32, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5156, top5_acc: 0.7664, loss_cls: 1.9956, loss: 1.9956, grad_norm: 1.9330, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8662, loss_cls/aux0: 1.4005, loss/aux0: 1.4005 2020-10-20 04:00:34,245 - mmaction - INFO - Epoch [161][20/396] lr: 9.260e-02, eta: 18:59:44, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5156, top5_acc: 0.7664, loss_cls: 1.9956, loss: 1.9956, grad_norm: 1.9346, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.4001, loss/aux0: 1.4001 2020-10-20 04:01:10,546 - mmaction - INFO - Epoch [161][40/396] lr: 9.260e-02, eta: 18:58:57, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5255, top5_acc: 0.7656, loss_cls: 1.9475, loss: 1.9475, grad_norm: 1.9841, top1_acc/aux0: 0.6362, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4556, loss/aux0: 1.4556 2020-10-20 04:01:11,503 - mmaction - INFO - Epoch [161][40/396] lr: 9.260e-02, eta: 18:59:08, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.5255, top5_acc: 0.7656, loss_cls: 1.9475, loss: 1.9475, grad_norm: 1.9712, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4574, loss/aux0: 1.4574 2020-10-20 04:01:48,009 - mmaction - INFO - Epoch [161][60/396] lr: 9.260e-02, eta: 18:58:22, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5148, top5_acc: 0.7625, loss_cls: 1.9606, loss: 1.9606, grad_norm: 2.0145, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4544, loss/aux0: 1.4544 2020-10-20 04:01:48,951 - mmaction - INFO - Epoch [161][60/396] lr: 9.260e-02, eta: 18:58:33, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5148, top5_acc: 0.7625, loss_cls: 1.9606, loss: 1.9606, grad_norm: 2.0121, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4566, loss/aux0: 1.4566 2020-10-20 04:02:25,504 - mmaction - INFO - Epoch [161][80/396] lr: 9.260e-02, eta: 18:57:47, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5229, top5_acc: 0.7612, loss_cls: 1.9578, loss: 1.9578, grad_norm: 1.9727, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4229, loss/aux0: 1.4229 2020-10-20 04:02:26,486 - mmaction - INFO - Epoch [161][80/396] lr: 9.260e-02, eta: 18:57:58, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5229, top5_acc: 0.7612, loss_cls: 1.9578, loss: 1.9578, grad_norm: 1.9689, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4230, loss/aux0: 1.4230 2020-10-20 04:03:03,070 - mmaction - INFO - Epoch [161][100/396] lr: 9.260e-02, eta: 18:57:12, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5104, top5_acc: 0.7576, loss_cls: 1.9740, loss: 1.9740, grad_norm: 1.9338, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4318, loss/aux0: 1.4318 2020-10-20 04:03:04,029 - mmaction - INFO - Epoch [161][100/396] lr: 9.260e-02, eta: 18:57:23, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.5104, top5_acc: 0.7576, loss_cls: 1.9740, loss: 1.9740, grad_norm: 1.9385, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4313, loss/aux0: 1.4313 2020-10-20 04:03:40,503 - mmaction - INFO - Epoch [161][120/396] lr: 9.260e-02, eta: 18:56:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5065, top5_acc: 0.7542, loss_cls: 2.0217, loss: 2.0217, grad_norm: 1.9780, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4498, loss/aux0: 1.4498 2020-10-20 04:03:41,449 - mmaction - INFO - Epoch [161][120/396] lr: 9.260e-02, eta: 18:56:48, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5065, top5_acc: 0.7542, loss_cls: 2.0217, loss: 2.0217, grad_norm: 1.9837, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4476, loss/aux0: 1.4476 2020-10-20 04:04:18,093 - mmaction - INFO - Epoch [161][140/396] lr: 9.260e-02, eta: 18:56:02, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.5206, top5_acc: 0.7648, loss_cls: 1.9855, loss: 1.9855, grad_norm: 1.9347, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4337, loss/aux0: 1.4337 2020-10-20 04:04:19,054 - mmaction - INFO - Epoch [161][140/396] lr: 9.260e-02, eta: 18:56:13, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.5206, top5_acc: 0.7648, loss_cls: 1.9855, loss: 1.9855, grad_norm: 1.9503, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4341, loss/aux0: 1.4341 2020-10-20 04:04:55,614 - mmaction - INFO - Epoch [161][160/396] lr: 9.260e-02, eta: 18:55:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5227, top5_acc: 0.7643, loss_cls: 1.9711, loss: 1.9711, grad_norm: 1.9470, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3685, loss/aux0: 1.3685 2020-10-20 04:04:56,601 - mmaction - INFO - Epoch [161][160/396] lr: 9.260e-02, eta: 18:55:38, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5227, top5_acc: 0.7643, loss_cls: 1.9711, loss: 1.9711, grad_norm: 1.9620, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3703, loss/aux0: 1.3703 2020-10-20 04:05:33,087 - mmaction - INFO - Epoch [161][180/396] lr: 9.260e-02, eta: 18:54:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7576, loss_cls: 2.0300, loss: 2.0300, grad_norm: 1.9745, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4454, loss/aux0: 1.4454 2020-10-20 04:05:34,052 - mmaction - INFO - Epoch [161][180/396] lr: 9.260e-02, eta: 18:55:03, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7576, loss_cls: 2.0300, loss: 2.0300, grad_norm: 1.9805, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4479, loss/aux0: 1.4479 2020-10-20 04:06:10,658 - mmaction - INFO - Epoch [161][200/396] lr: 9.260e-02, eta: 18:54:17, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5133, top5_acc: 0.7680, loss_cls: 1.9648, loss: 1.9648, grad_norm: 2.0531, top1_acc/aux0: 0.6440, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.4451, loss/aux0: 1.4451 2020-10-20 04:06:11,636 - mmaction - INFO - Epoch [161][200/396] lr: 9.260e-02, eta: 18:54:28, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.5133, top5_acc: 0.7680, loss_cls: 1.9648, loss: 1.9648, grad_norm: 2.0384, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4419, loss/aux0: 1.4419 2020-10-20 04:06:48,145 - mmaction - INFO - Epoch [161][220/396] lr: 9.260e-02, eta: 18:53:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5174, top5_acc: 0.7583, loss_cls: 1.9744, loss: 1.9744, grad_norm: 1.9907, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4234, loss/aux0: 1.4234 2020-10-20 04:06:49,131 - mmaction - INFO - Epoch [161][220/396] lr: 9.260e-02, eta: 18:53:53, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5174, top5_acc: 0.7583, loss_cls: 1.9744, loss: 1.9744, grad_norm: 2.0078, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4451, loss/aux0: 1.4451 2020-10-20 04:07:25,604 - mmaction - INFO - Epoch [161][240/396] lr: 9.260e-02, eta: 18:53:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5219, top5_acc: 0.7625, loss_cls: 1.9895, loss: 1.9895, grad_norm: 1.9631, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.4842, loss/aux0: 1.4842 2020-10-20 04:07:26,563 - mmaction - INFO - Epoch [161][240/396] lr: 9.260e-02, eta: 18:53:18, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5219, top5_acc: 0.7625, loss_cls: 1.9895, loss: 1.9895, grad_norm: 1.9629, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4579, loss/aux0: 1.4579 2020-10-20 04:08:03,142 - mmaction - INFO - Epoch [161][260/396] lr: 9.260e-02, eta: 18:52:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7607, loss_cls: 1.9869, loss: 1.9869, grad_norm: 1.9532, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3632, loss/aux0: 1.3632 2020-10-20 04:08:04,095 - mmaction - INFO - Epoch [161][260/396] lr: 9.260e-02, eta: 18:52:43, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7607, loss_cls: 1.9869, loss: 1.9869, grad_norm: 1.9699, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3750, loss/aux0: 1.3750 2020-10-20 04:08:40,623 - mmaction - INFO - Epoch [161][280/396] lr: 9.260e-02, eta: 18:51:56, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5203, top5_acc: 0.7682, loss_cls: 1.9699, loss: 1.9699, grad_norm: 1.9789, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3998, loss/aux0: 1.3998 2020-10-20 04:08:41,586 - mmaction - INFO - Epoch [161][280/396] lr: 9.260e-02, eta: 18:52:07, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5203, top5_acc: 0.7682, loss_cls: 1.9699, loss: 1.9699, grad_norm: 1.9667, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3836, loss/aux0: 1.3836 2020-10-20 04:09:18,117 - mmaction - INFO - Epoch [161][300/396] lr: 9.260e-02, eta: 18:51:21, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7422, loss_cls: 2.0724, loss: 2.0724, grad_norm: 1.9517, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4096, loss/aux0: 1.4096 2020-10-20 04:09:19,078 - mmaction - INFO - Epoch [161][300/396] lr: 9.260e-02, eta: 18:51:32, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.4930, top5_acc: 0.7422, loss_cls: 2.0724, loss: 2.0724, grad_norm: 1.9453, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4110, loss/aux0: 1.4110 2020-10-20 04:09:55,635 - mmaction - INFO - Epoch [161][320/396] lr: 9.260e-02, eta: 18:50:46, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5047, top5_acc: 0.7474, loss_cls: 2.0359, loss: 2.0359, grad_norm: 1.9850, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4286, loss/aux0: 1.4286 2020-10-20 04:09:56,579 - mmaction - INFO - Epoch [161][320/396] lr: 9.260e-02, eta: 18:50:57, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5047, top5_acc: 0.7474, loss_cls: 2.0359, loss: 2.0359, grad_norm: 1.9701, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4327, loss/aux0: 1.4327 2020-10-20 04:10:33,201 - mmaction - INFO - Epoch [161][340/396] lr: 9.260e-02, eta: 18:50:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.4984, top5_acc: 0.7419, loss_cls: 2.0659, loss: 2.0659, grad_norm: 1.9835, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4353, loss/aux0: 1.4353 2020-10-20 04:10:34,164 - mmaction - INFO - Epoch [161][340/396] lr: 9.260e-02, eta: 18:50:22, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.4984, top5_acc: 0.7419, loss_cls: 2.0659, loss: 2.0659, grad_norm: 1.9969, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4375, loss/aux0: 1.4375 2020-10-20 04:11:10,708 - mmaction - INFO - Epoch [161][360/396] lr: 9.260e-02, eta: 18:49:36, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5125, top5_acc: 0.7664, loss_cls: 1.9958, loss: 1.9958, grad_norm: 1.9568, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4360, loss/aux0: 1.4360 2020-10-20 04:11:11,668 - mmaction - INFO - Epoch [161][360/396] lr: 9.260e-02, eta: 18:49:47, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5125, top5_acc: 0.7664, loss_cls: 1.9958, loss: 1.9958, grad_norm: 1.9559, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4375, loss/aux0: 1.4375 2020-10-20 04:11:48,167 - mmaction - INFO - Epoch [161][380/396] lr: 9.260e-02, eta: 18:49:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4885, top5_acc: 0.7458, loss_cls: 2.0736, loss: 2.0736, grad_norm: 2.0042, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4251, loss/aux0: 1.4251 2020-10-20 04:11:49,141 - mmaction - INFO - Epoch [161][380/396] lr: 9.260e-02, eta: 18:49:12, time: 0.938, data_time: 0.005, memory: 8462, top1_acc: 0.4885, top5_acc: 0.7458, loss_cls: 2.0736, loss: 2.0736, grad_norm: 2.0047, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4197, loss/aux0: 1.4197 2020-10-20 04:16:24,773 - mmaction - INFO - Epoch [162][20/396] lr: 9.090e-02, eta: 18:47:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5159, top5_acc: 0.7732, loss_cls: 1.9176, loss: 1.9176, grad_norm: 1.9754, top1_acc/aux0: 0.6480, top5_acc/aux0: 0.8621, loss_cls/aux0: 1.3696, loss/aux0: 1.3696 2020-10-20 04:16:25,734 - mmaction - INFO - Epoch [162][20/396] lr: 9.090e-02, eta: 18:47:51, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5159, top5_acc: 0.7732, loss_cls: 1.9176, loss: 1.9176, grad_norm: 1.9890, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3838, loss/aux0: 1.3838 2020-10-20 04:17:02,155 - mmaction - INFO - Epoch [162][40/396] lr: 9.090e-02, eta: 18:47:05, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5096, top5_acc: 0.7539, loss_cls: 2.0043, loss: 2.0043, grad_norm: 2.0244, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4235, loss/aux0: 1.4235 2020-10-20 04:17:03,187 - mmaction - INFO - Epoch [162][40/396] lr: 9.090e-02, eta: 18:47:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5096, top5_acc: 0.7539, loss_cls: 2.0043, loss: 2.0043, grad_norm: 2.0080, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4067, loss/aux0: 1.4067 2020-10-20 04:17:39,701 - mmaction - INFO - Epoch [162][60/396] lr: 9.090e-02, eta: 18:46:30, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5143, top5_acc: 0.7612, loss_cls: 1.9942, loss: 1.9942, grad_norm: 1.9705, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.4134, loss/aux0: 1.4134 2020-10-20 04:17:40,673 - mmaction - INFO - Epoch [162][60/396] lr: 9.090e-02, eta: 18:46:41, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5143, top5_acc: 0.7612, loss_cls: 1.9942, loss: 1.9942, grad_norm: 1.9703, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.4206, loss/aux0: 1.4206 2020-10-20 04:18:17,207 - mmaction - INFO - Epoch [162][80/396] lr: 9.090e-02, eta: 18:45:55, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5203, top5_acc: 0.7651, loss_cls: 1.9808, loss: 1.9808, grad_norm: 1.9972, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3726, loss/aux0: 1.3726 2020-10-20 04:18:18,142 - mmaction - INFO - Epoch [162][80/396] lr: 9.090e-02, eta: 18:46:06, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5203, top5_acc: 0.7651, loss_cls: 1.9808, loss: 1.9808, grad_norm: 1.9913, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3653, loss/aux0: 1.3653 2020-10-20 04:18:54,593 - mmaction - INFO - Epoch [162][100/396] lr: 9.090e-02, eta: 18:45:19, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7674, loss_cls: 1.9893, loss: 1.9893, grad_norm: 2.0150, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4045, loss/aux0: 1.4045 2020-10-20 04:18:55,551 - mmaction - INFO - Epoch [162][100/396] lr: 9.090e-02, eta: 18:45:30, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7674, loss_cls: 1.9893, loss: 1.9893, grad_norm: 2.0093, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4089, loss/aux0: 1.4089 2020-10-20 04:19:32,147 - mmaction - INFO - Epoch [162][120/396] lr: 9.090e-02, eta: 18:44:44, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5070, top5_acc: 0.7516, loss_cls: 2.0224, loss: 2.0224, grad_norm: 1.9612, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4406, loss/aux0: 1.4406 2020-10-20 04:19:33,133 - mmaction - INFO - Epoch [162][120/396] lr: 9.090e-02, eta: 18:44:55, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.5070, top5_acc: 0.7516, loss_cls: 2.0224, loss: 2.0224, grad_norm: 1.9581, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4345, loss/aux0: 1.4345 2020-10-20 04:20:09,726 - mmaction - INFO - Epoch [162][140/396] lr: 9.090e-02, eta: 18:44:09, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5195, top5_acc: 0.7622, loss_cls: 2.0017, loss: 2.0017, grad_norm: 1.9923, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4010, loss/aux0: 1.4010 2020-10-20 04:20:10,680 - mmaction - INFO - Epoch [162][140/396] lr: 9.090e-02, eta: 18:44:20, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.5195, top5_acc: 0.7622, loss_cls: 2.0017, loss: 2.0017, grad_norm: 1.9787, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.4035, loss/aux0: 1.4035 2020-10-20 04:20:47,263 - mmaction - INFO - Epoch [162][160/396] lr: 9.090e-02, eta: 18:43:34, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5146, top5_acc: 0.7542, loss_cls: 2.0083, loss: 2.0083, grad_norm: 1.9659, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4124, loss/aux0: 1.4124 2020-10-20 04:20:48,221 - mmaction - INFO - Epoch [162][160/396] lr: 9.090e-02, eta: 18:43:45, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5146, top5_acc: 0.7542, loss_cls: 2.0083, loss: 2.0083, grad_norm: 1.9602, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4084, loss/aux0: 1.4084 2020-10-20 04:21:24,788 - mmaction - INFO - Epoch [162][180/396] lr: 9.090e-02, eta: 18:42:59, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5159, top5_acc: 0.7682, loss_cls: 2.0037, loss: 2.0037, grad_norm: 1.9990, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3996, loss/aux0: 1.3996 2020-10-20 04:21:25,741 - mmaction - INFO - Epoch [162][180/396] lr: 9.090e-02, eta: 18:43:10, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5159, top5_acc: 0.7682, loss_cls: 2.0037, loss: 2.0037, grad_norm: 2.0048, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4085, loss/aux0: 1.4085 2020-10-20 04:22:02,278 - mmaction - INFO - Epoch [162][200/396] lr: 9.090e-02, eta: 18:42:24, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5076, top5_acc: 0.7547, loss_cls: 2.0057, loss: 2.0057, grad_norm: 1.9776, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4104, loss/aux0: 1.4104 2020-10-20 04:22:03,250 - mmaction - INFO - Epoch [162][200/396] lr: 9.090e-02, eta: 18:42:35, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5076, top5_acc: 0.7547, loss_cls: 2.0057, loss: 2.0057, grad_norm: 1.9923, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4199, loss/aux0: 1.4199 2020-10-20 04:22:39,813 - mmaction - INFO - Epoch [162][220/396] lr: 9.090e-02, eta: 18:41:49, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5154, top5_acc: 0.7555, loss_cls: 1.9904, loss: 1.9904, grad_norm: 1.9495, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.3866, loss/aux0: 1.3866 2020-10-20 04:22:40,779 - mmaction - INFO - Epoch [162][220/396] lr: 9.090e-02, eta: 18:42:00, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5154, top5_acc: 0.7555, loss_cls: 1.9904, loss: 1.9904, grad_norm: 1.9524, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3721, loss/aux0: 1.3721 2020-10-20 04:23:17,405 - mmaction - INFO - Epoch [162][240/396] lr: 9.090e-02, eta: 18:41:14, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5096, top5_acc: 0.7583, loss_cls: 2.0183, loss: 2.0183, grad_norm: 1.9907, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.4046, loss/aux0: 1.4046 2020-10-20 04:23:18,362 - mmaction - INFO - Epoch [162][240/396] lr: 9.090e-02, eta: 18:41:25, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.5096, top5_acc: 0.7583, loss_cls: 2.0183, loss: 2.0183, grad_norm: 1.9911, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.4037, loss/aux0: 1.4037 2020-10-20 04:23:54,907 - mmaction - INFO - Epoch [162][260/396] lr: 9.090e-02, eta: 18:40:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5146, top5_acc: 0.7674, loss_cls: 1.9763, loss: 1.9763, grad_norm: 2.0071, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4459, loss/aux0: 1.4459 2020-10-20 04:23:55,861 - mmaction - INFO - Epoch [162][260/396] lr: 9.090e-02, eta: 18:40:50, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5146, top5_acc: 0.7674, loss_cls: 1.9763, loss: 1.9763, grad_norm: 2.0170, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4554, loss/aux0: 1.4554 2020-10-20 04:24:32,358 - mmaction - INFO - Epoch [162][280/396] lr: 9.090e-02, eta: 18:40:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5177, top5_acc: 0.7617, loss_cls: 1.9692, loss: 1.9692, grad_norm: 1.9275, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3717, loss/aux0: 1.3717 2020-10-20 04:24:33,310 - mmaction - INFO - Epoch [162][280/396] lr: 9.090e-02, eta: 18:40:15, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5177, top5_acc: 0.7617, loss_cls: 1.9692, loss: 1.9692, grad_norm: 1.9151, top1_acc/aux0: 0.6591, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3668, loss/aux0: 1.3668 2020-10-20 04:25:09,857 - mmaction - INFO - Epoch [162][300/396] lr: 9.090e-02, eta: 18:39:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5323, top5_acc: 0.7734, loss_cls: 1.9408, loss: 1.9408, grad_norm: 1.9582, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3477, loss/aux0: 1.3477 2020-10-20 04:25:10,804 - mmaction - INFO - Epoch [162][300/396] lr: 9.090e-02, eta: 18:39:39, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5323, top5_acc: 0.7734, loss_cls: 1.9408, loss: 1.9408, grad_norm: 1.9653, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3411, loss/aux0: 1.3411 2020-10-20 04:25:47,331 - mmaction - INFO - Epoch [162][320/396] lr: 9.090e-02, eta: 18:38:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7549, loss_cls: 1.9844, loss: 1.9844, grad_norm: 2.0126, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4032, loss/aux0: 1.4032 2020-10-20 04:25:48,259 - mmaction - INFO - Epoch [162][320/396] lr: 9.090e-02, eta: 18:39:04, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7549, loss_cls: 1.9844, loss: 1.9844, grad_norm: 2.0215, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4122, loss/aux0: 1.4122 2020-10-20 04:26:24,817 - mmaction - INFO - Epoch [162][340/396] lr: 9.090e-02, eta: 18:38:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.4956, top5_acc: 0.7490, loss_cls: 2.0679, loss: 2.0679, grad_norm: 2.0091, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4442, loss/aux0: 1.4442 2020-10-20 04:26:25,794 - mmaction - INFO - Epoch [162][340/396] lr: 9.090e-02, eta: 18:38:29, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.4956, top5_acc: 0.7490, loss_cls: 2.0679, loss: 2.0679, grad_norm: 2.0096, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4355, loss/aux0: 1.4355 2020-10-20 04:27:02,319 - mmaction - INFO - Epoch [162][360/396] lr: 9.090e-02, eta: 18:37:43, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5177, top5_acc: 0.7688, loss_cls: 1.9774, loss: 1.9774, grad_norm: 1.9682, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3574, loss/aux0: 1.3574 2020-10-20 04:27:03,325 - mmaction - INFO - Epoch [162][360/396] lr: 9.090e-02, eta: 18:37:54, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5177, top5_acc: 0.7688, loss_cls: 1.9774, loss: 1.9774, grad_norm: 1.9657, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3587, loss/aux0: 1.3587 2020-10-20 04:27:39,868 - mmaction - INFO - Epoch [162][380/396] lr: 9.090e-02, eta: 18:37:08, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5250, top5_acc: 0.7643, loss_cls: 1.9740, loss: 1.9740, grad_norm: 1.9248, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3676, loss/aux0: 1.3676 2020-10-20 04:27:40,887 - mmaction - INFO - Epoch [162][380/396] lr: 9.090e-02, eta: 18:37:19, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.5250, top5_acc: 0.7643, loss_cls: 1.9740, loss: 1.9740, grad_norm: 1.9275, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3675, loss/aux0: 1.3675 2020-10-20 04:31:59,612 - mmaction - INFO - Epoch [163][20/396] lr: 8.921e-02, eta: 18:35:47, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5229, top5_acc: 0.7620, loss_cls: 1.9445, loss: 1.9445, grad_norm: 1.9796, top1_acc/aux0: 0.6519, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3791, loss/aux0: 1.3791 2020-10-20 04:32:00,574 - mmaction - INFO - Epoch [163][20/396] lr: 8.921e-02, eta: 18:35:58, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5229, top5_acc: 0.7620, loss_cls: 1.9445, loss: 1.9445, grad_norm: 1.9674, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.3890, loss/aux0: 1.3890 2020-10-20 04:32:37,005 - mmaction - INFO - Epoch [163][40/396] lr: 8.921e-02, eta: 18:35:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5089, top5_acc: 0.7599, loss_cls: 1.9883, loss: 1.9883, grad_norm: 2.0296, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3761, loss/aux0: 1.3761 2020-10-20 04:32:37,960 - mmaction - INFO - Epoch [163][40/396] lr: 8.921e-02, eta: 18:35:23, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5089, top5_acc: 0.7599, loss_cls: 1.9883, loss: 1.9883, grad_norm: 2.0318, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3696, loss/aux0: 1.3696 2020-10-20 04:33:14,449 - mmaction - INFO - Epoch [163][60/396] lr: 8.921e-02, eta: 18:34:37, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5120, top5_acc: 0.7680, loss_cls: 1.9613, loss: 1.9613, grad_norm: 1.9653, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4155, loss/aux0: 1.4155 2020-10-20 04:33:15,400 - mmaction - INFO - Epoch [163][60/396] lr: 8.921e-02, eta: 18:34:48, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5120, top5_acc: 0.7680, loss_cls: 1.9613, loss: 1.9613, grad_norm: 1.9690, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4177, loss/aux0: 1.4177 2020-10-20 04:33:51,996 - mmaction - INFO - Epoch [163][80/396] lr: 8.921e-02, eta: 18:34:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5219, top5_acc: 0.7688, loss_cls: 1.9871, loss: 1.9871, grad_norm: 2.0526, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4143, loss/aux0: 1.4143 2020-10-20 04:33:52,963 - mmaction - INFO - Epoch [163][80/396] lr: 8.921e-02, eta: 18:34:13, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5219, top5_acc: 0.7688, loss_cls: 1.9871, loss: 1.9871, grad_norm: 2.0605, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4234, loss/aux0: 1.4234 2020-10-20 04:34:29,549 - mmaction - INFO - Epoch [163][100/396] lr: 8.921e-02, eta: 18:33:27, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7583, loss_cls: 2.0051, loss: 2.0051, grad_norm: 1.9845, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4026, loss/aux0: 1.4026 2020-10-20 04:34:30,521 - mmaction - INFO - Epoch [163][100/396] lr: 8.921e-02, eta: 18:33:38, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7583, loss_cls: 2.0051, loss: 2.0051, grad_norm: 1.9839, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.3814, loss/aux0: 1.3814 2020-10-20 04:35:07,068 - mmaction - INFO - Epoch [163][120/396] lr: 8.921e-02, eta: 18:32:52, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5260, top5_acc: 0.7763, loss_cls: 1.9240, loss: 1.9240, grad_norm: 2.0229, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.3981, loss/aux0: 1.3981 2020-10-20 04:35:08,023 - mmaction - INFO - Epoch [163][120/396] lr: 8.921e-02, eta: 18:33:03, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5260, top5_acc: 0.7763, loss_cls: 1.9240, loss: 1.9240, grad_norm: 2.0337, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4055, loss/aux0: 1.4055 2020-10-20 04:35:44,484 - mmaction - INFO - Epoch [163][140/396] lr: 8.921e-02, eta: 18:32:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7518, loss_cls: 2.0350, loss: 2.0350, grad_norm: 1.9669, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4048, loss/aux0: 1.4048 2020-10-20 04:35:45,435 - mmaction - INFO - Epoch [163][140/396] lr: 8.921e-02, eta: 18:32:28, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7518, loss_cls: 2.0350, loss: 2.0350, grad_norm: 1.9788, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.4143, loss/aux0: 1.4143 2020-10-20 04:36:21,969 - mmaction - INFO - Epoch [163][160/396] lr: 8.921e-02, eta: 18:31:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5154, top5_acc: 0.7635, loss_cls: 1.9573, loss: 1.9573, grad_norm: 2.0186, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3961, loss/aux0: 1.3961 2020-10-20 04:36:22,940 - mmaction - INFO - Epoch [163][160/396] lr: 8.921e-02, eta: 18:31:53, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5154, top5_acc: 0.7635, loss_cls: 1.9573, loss: 1.9573, grad_norm: 2.0175, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3890, loss/aux0: 1.3890 2020-10-20 04:36:59,506 - mmaction - INFO - Epoch [163][180/396] lr: 8.921e-02, eta: 18:31:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7581, loss_cls: 1.9896, loss: 1.9896, grad_norm: 1.9669, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4238, loss/aux0: 1.4238 2020-10-20 04:37:00,535 - mmaction - INFO - Epoch [163][180/396] lr: 8.921e-02, eta: 18:31:17, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7581, loss_cls: 1.9896, loss: 1.9896, grad_norm: 1.9683, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4227, loss/aux0: 1.4227 2020-10-20 04:37:37,105 - mmaction - INFO - Epoch [163][200/396] lr: 8.921e-02, eta: 18:30:32, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5164, top5_acc: 0.7586, loss_cls: 1.9784, loss: 1.9784, grad_norm: 1.9946, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.3997, loss/aux0: 1.3997 2020-10-20 04:37:38,044 - mmaction - INFO - Epoch [163][200/396] lr: 8.921e-02, eta: 18:30:42, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5164, top5_acc: 0.7586, loss_cls: 1.9784, loss: 1.9784, grad_norm: 1.9928, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4023, loss/aux0: 1.4023 2020-10-20 04:38:14,505 - mmaction - INFO - Epoch [163][220/396] lr: 8.921e-02, eta: 18:29:56, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5198, top5_acc: 0.7615, loss_cls: 1.9884, loss: 1.9884, grad_norm: 2.0129, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3719, loss/aux0: 1.3719 2020-10-20 04:38:15,523 - mmaction - INFO - Epoch [163][220/396] lr: 8.921e-02, eta: 18:30:07, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5198, top5_acc: 0.7615, loss_cls: 1.9884, loss: 1.9884, grad_norm: 2.0005, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3722, loss/aux0: 1.3722 2020-10-20 04:38:52,087 - mmaction - INFO - Epoch [163][240/396] lr: 8.921e-02, eta: 18:29:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5172, top5_acc: 0.7669, loss_cls: 1.9832, loss: 1.9832, grad_norm: 1.9923, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3902, loss/aux0: 1.3902 2020-10-20 04:38:53,071 - mmaction - INFO - Epoch [163][240/396] lr: 8.921e-02, eta: 18:29:32, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.5172, top5_acc: 0.7669, loss_cls: 1.9832, loss: 1.9832, grad_norm: 1.9811, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3898, loss/aux0: 1.3898 2020-10-20 04:39:29,613 - mmaction - INFO - Epoch [163][260/396] lr: 8.921e-02, eta: 18:28:46, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5292, top5_acc: 0.7615, loss_cls: 1.9639, loss: 1.9639, grad_norm: 1.9665, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.3907, loss/aux0: 1.3907 2020-10-20 04:39:30,581 - mmaction - INFO - Epoch [163][260/396] lr: 8.921e-02, eta: 18:28:57, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.5292, top5_acc: 0.7615, loss_cls: 1.9639, loss: 1.9639, grad_norm: 1.9752, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.3877, loss/aux0: 1.3877 2020-10-20 04:40:07,003 - mmaction - INFO - Epoch [163][280/396] lr: 8.921e-02, eta: 18:28:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5133, top5_acc: 0.7659, loss_cls: 1.9924, loss: 1.9924, grad_norm: 2.0162, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3697, loss/aux0: 1.3697 2020-10-20 04:40:07,954 - mmaction - INFO - Epoch [163][280/396] lr: 8.921e-02, eta: 18:28:22, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5133, top5_acc: 0.7659, loss_cls: 1.9924, loss: 1.9924, grad_norm: 2.0230, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.3676, loss/aux0: 1.3676 2020-10-20 04:40:44,431 - mmaction - INFO - Epoch [163][300/396] lr: 8.921e-02, eta: 18:27:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5096, top5_acc: 0.7646, loss_cls: 2.0105, loss: 2.0105, grad_norm: 1.9604, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3474, loss/aux0: 1.3474 2020-10-20 04:40:45,414 - mmaction - INFO - Epoch [163][300/396] lr: 8.921e-02, eta: 18:27:47, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.5096, top5_acc: 0.7646, loss_cls: 2.0105, loss: 2.0105, grad_norm: 1.9638, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3498, loss/aux0: 1.3498 2020-10-20 04:41:21,897 - mmaction - INFO - Epoch [163][320/396] lr: 8.921e-02, eta: 18:27:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5174, top5_acc: 0.7669, loss_cls: 1.9847, loss: 1.9847, grad_norm: 2.0128, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4041, loss/aux0: 1.4041 2020-10-20 04:41:22,828 - mmaction - INFO - Epoch [163][320/396] lr: 8.921e-02, eta: 18:27:11, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5174, top5_acc: 0.7669, loss_cls: 1.9847, loss: 1.9847, grad_norm: 2.0104, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4088, loss/aux0: 1.4088 2020-10-20 04:41:59,333 - mmaction - INFO - Epoch [163][340/396] lr: 8.921e-02, eta: 18:26:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5185, top5_acc: 0.7617, loss_cls: 2.0167, loss: 2.0167, grad_norm: 1.9418, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3712, loss/aux0: 1.3712 2020-10-20 04:42:00,362 - mmaction - INFO - Epoch [163][340/396] lr: 8.921e-02, eta: 18:26:36, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5185, top5_acc: 0.7617, loss_cls: 2.0167, loss: 2.0167, grad_norm: 1.9443, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3697, loss/aux0: 1.3697 2020-10-20 04:42:36,884 - mmaction - INFO - Epoch [163][360/396] lr: 8.921e-02, eta: 18:25:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5198, top5_acc: 0.7622, loss_cls: 1.9754, loss: 1.9754, grad_norm: 1.9657, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3758, loss/aux0: 1.3758 2020-10-20 04:42:37,838 - mmaction - INFO - Epoch [163][360/396] lr: 8.921e-02, eta: 18:26:01, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5198, top5_acc: 0.7622, loss_cls: 1.9754, loss: 1.9754, grad_norm: 1.9801, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3695, loss/aux0: 1.3695 2020-10-20 04:43:14,355 - mmaction - INFO - Epoch [163][380/396] lr: 8.921e-02, eta: 18:25:15, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5185, top5_acc: 0.7612, loss_cls: 1.9689, loss: 1.9689, grad_norm: 1.9961, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3390, loss/aux0: 1.3390 2020-10-20 04:43:15,311 - mmaction - INFO - Epoch [163][380/396] lr: 8.921e-02, eta: 18:25:26, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5185, top5_acc: 0.7612, loss_cls: 1.9689, loss: 1.9689, grad_norm: 2.0050, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3518, loss/aux0: 1.3518 2020-10-20 04:48:00,590 - mmaction - INFO - Epoch [164][20/396] lr: 8.754e-02, eta: 18:23:55, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.5255, top5_acc: 0.7698, loss_cls: 1.9503, loss: 1.9503, grad_norm: 1.9485, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8517, loss_cls/aux0: 1.3954, loss/aux0: 1.3954 2020-10-20 04:48:01,581 - mmaction - INFO - Epoch [164][20/396] lr: 8.754e-02, eta: 18:24:05, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5255, top5_acc: 0.7698, loss_cls: 1.9503, loss: 1.9503, grad_norm: 1.9394, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.3881, loss/aux0: 1.3881 2020-10-20 04:48:38,029 - mmaction - INFO - Epoch [164][40/396] lr: 8.754e-02, eta: 18:23:20, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5177, top5_acc: 0.7719, loss_cls: 1.9627, loss: 1.9627, grad_norm: 2.0501, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.3891, loss/aux0: 1.3891 2020-10-20 04:48:38,990 - mmaction - INFO - Epoch [164][40/396] lr: 8.754e-02, eta: 18:23:30, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5177, top5_acc: 0.7719, loss_cls: 1.9627, loss: 1.9627, grad_norm: 2.0653, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4017, loss/aux0: 1.4017 2020-10-20 04:49:15,405 - mmaction - INFO - Epoch [164][60/396] lr: 8.754e-02, eta: 18:22:44, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5273, top5_acc: 0.7646, loss_cls: 1.9795, loss: 1.9795, grad_norm: 1.9852, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3752, loss/aux0: 1.3752 2020-10-20 04:49:16,413 - mmaction - INFO - Epoch [164][60/396] lr: 8.754e-02, eta: 18:22:55, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5273, top5_acc: 0.7646, loss_cls: 1.9795, loss: 1.9795, grad_norm: 1.9858, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3667, loss/aux0: 1.3667 2020-10-20 04:49:52,919 - mmaction - INFO - Epoch [164][80/396] lr: 8.754e-02, eta: 18:22:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5221, top5_acc: 0.7615, loss_cls: 1.9789, loss: 1.9789, grad_norm: 2.0056, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4118, loss/aux0: 1.4118 2020-10-20 04:49:53,937 - mmaction - INFO - Epoch [164][80/396] lr: 8.754e-02, eta: 18:22:20, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5221, top5_acc: 0.7615, loss_cls: 1.9789, loss: 1.9789, grad_norm: 2.0159, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4255, loss/aux0: 1.4255 2020-10-20 04:50:30,535 - mmaction - INFO - Epoch [164][100/396] lr: 8.754e-02, eta: 18:21:34, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5273, top5_acc: 0.7628, loss_cls: 1.9508, loss: 1.9508, grad_norm: 1.9949, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4096, loss/aux0: 1.4096 2020-10-20 04:50:31,478 - mmaction - INFO - Epoch [164][100/396] lr: 8.754e-02, eta: 18:21:45, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5273, top5_acc: 0.7628, loss_cls: 1.9508, loss: 1.9508, grad_norm: 1.9829, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3895, loss/aux0: 1.3895 2020-10-20 04:51:07,912 - mmaction - INFO - Epoch [164][120/396] lr: 8.754e-02, eta: 18:20:59, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5258, top5_acc: 0.7773, loss_cls: 1.9054, loss: 1.9054, grad_norm: 1.9943, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3653, loss/aux0: 1.3653 2020-10-20 04:51:08,884 - mmaction - INFO - Epoch [164][120/396] lr: 8.754e-02, eta: 18:21:10, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5258, top5_acc: 0.7773, loss_cls: 1.9054, loss: 1.9054, grad_norm: 2.0098, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3825, loss/aux0: 1.3825 2020-10-20 04:51:45,334 - mmaction - INFO - Epoch [164][140/396] lr: 8.754e-02, eta: 18:20:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5161, top5_acc: 0.7589, loss_cls: 1.9865, loss: 1.9865, grad_norm: 1.9950, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3457, loss/aux0: 1.3457 2020-10-20 04:51:46,290 - mmaction - INFO - Epoch [164][140/396] lr: 8.754e-02, eta: 18:20:34, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5161, top5_acc: 0.7589, loss_cls: 1.9865, loss: 1.9865, grad_norm: 1.9963, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3383, loss/aux0: 1.3383 2020-10-20 04:52:22,791 - mmaction - INFO - Epoch [164][160/396] lr: 8.754e-02, eta: 18:19:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7544, loss_cls: 2.0023, loss: 2.0023, grad_norm: 1.9872, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.3586, loss/aux0: 1.3586 2020-10-20 04:52:23,731 - mmaction - INFO - Epoch [164][160/396] lr: 8.754e-02, eta: 18:19:59, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7544, loss_cls: 2.0023, loss: 2.0023, grad_norm: 1.9898, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.3613, loss/aux0: 1.3613 2020-10-20 04:53:00,227 - mmaction - INFO - Epoch [164][180/396] lr: 8.754e-02, eta: 18:19:13, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5062, top5_acc: 0.7544, loss_cls: 2.0171, loss: 2.0171, grad_norm: 1.9814, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3870, loss/aux0: 1.3870 2020-10-20 04:53:01,166 - mmaction - INFO - Epoch [164][180/396] lr: 8.754e-02, eta: 18:19:24, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5062, top5_acc: 0.7544, loss_cls: 2.0171, loss: 2.0171, grad_norm: 1.9804, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3776, loss/aux0: 1.3776 2020-10-20 04:53:37,719 - mmaction - INFO - Epoch [164][200/396] lr: 8.754e-02, eta: 18:18:38, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5172, top5_acc: 0.7646, loss_cls: 1.9597, loss: 1.9597, grad_norm: 1.9999, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3660, loss/aux0: 1.3660 2020-10-20 04:53:38,664 - mmaction - INFO - Epoch [164][200/396] lr: 8.754e-02, eta: 18:18:49, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5172, top5_acc: 0.7646, loss_cls: 1.9597, loss: 1.9597, grad_norm: 2.0148, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3789, loss/aux0: 1.3789 2020-10-20 04:54:15,133 - mmaction - INFO - Epoch [164][220/396] lr: 8.754e-02, eta: 18:18:03, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5268, top5_acc: 0.7638, loss_cls: 1.9617, loss: 1.9617, grad_norm: 2.0106, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3969, loss/aux0: 1.3969 2020-10-20 04:54:16,090 - mmaction - INFO - Epoch [164][220/396] lr: 8.754e-02, eta: 18:18:14, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.5268, top5_acc: 0.7638, loss_cls: 1.9617, loss: 1.9617, grad_norm: 2.0188, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3933, loss/aux0: 1.3933 2020-10-20 04:54:52,600 - mmaction - INFO - Epoch [164][240/396] lr: 8.754e-02, eta: 18:17:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7479, loss_cls: 2.0637, loss: 2.0637, grad_norm: 2.0130, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3890, loss/aux0: 1.3890 2020-10-20 04:54:53,626 - mmaction - INFO - Epoch [164][240/396] lr: 8.754e-02, eta: 18:17:39, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5013, top5_acc: 0.7479, loss_cls: 2.0637, loss: 2.0637, grad_norm: 1.9917, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3779, loss/aux0: 1.3779 2020-10-20 04:55:30,175 - mmaction - INFO - Epoch [164][260/396] lr: 8.754e-02, eta: 18:16:53, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5109, top5_acc: 0.7573, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.0220, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.4029, loss/aux0: 1.4029 2020-10-20 04:55:31,138 - mmaction - INFO - Epoch [164][260/396] lr: 8.754e-02, eta: 18:17:03, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5109, top5_acc: 0.7573, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.0170, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.4136, loss/aux0: 1.4136 2020-10-20 04:56:07,651 - mmaction - INFO - Epoch [164][280/396] lr: 8.754e-02, eta: 18:16:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5414, top5_acc: 0.7701, loss_cls: 1.9104, loss: 1.9104, grad_norm: 2.0495, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4187, loss/aux0: 1.4187 2020-10-20 04:56:08,597 - mmaction - INFO - Epoch [164][280/396] lr: 8.754e-02, eta: 18:16:28, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5414, top5_acc: 0.7701, loss_cls: 1.9104, loss: 1.9104, grad_norm: 2.0344, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4145, loss/aux0: 1.4145 2020-10-20 04:56:45,190 - mmaction - INFO - Epoch [164][300/396] lr: 8.754e-02, eta: 18:15:42, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5271, top5_acc: 0.7737, loss_cls: 1.9420, loss: 1.9420, grad_norm: 2.0090, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3858, loss/aux0: 1.3858 2020-10-20 04:56:46,145 - mmaction - INFO - Epoch [164][300/396] lr: 8.754e-02, eta: 18:15:53, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.5271, top5_acc: 0.7737, loss_cls: 1.9420, loss: 1.9420, grad_norm: 2.0121, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3813, loss/aux0: 1.3813 2020-10-20 04:57:22,551 - mmaction - INFO - Epoch [164][320/396] lr: 8.754e-02, eta: 18:15:07, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5148, top5_acc: 0.7583, loss_cls: 1.9862, loss: 1.9862, grad_norm: 2.0088, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3708, loss/aux0: 1.3708 2020-10-20 04:57:23,535 - mmaction - INFO - Epoch [164][320/396] lr: 8.754e-02, eta: 18:15:18, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5148, top5_acc: 0.7583, loss_cls: 1.9862, loss: 1.9862, grad_norm: 2.0025, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3742, loss/aux0: 1.3742 2020-10-20 04:58:00,052 - mmaction - INFO - Epoch [164][340/396] lr: 8.754e-02, eta: 18:14:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5031, top5_acc: 0.7669, loss_cls: 2.0053, loss: 2.0053, grad_norm: 2.0329, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4291, loss/aux0: 1.4291 2020-10-20 04:58:01,010 - mmaction - INFO - Epoch [164][340/396] lr: 8.754e-02, eta: 18:14:43, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5031, top5_acc: 0.7669, loss_cls: 2.0053, loss: 2.0053, grad_norm: 2.0201, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4238, loss/aux0: 1.4238 2020-10-20 04:58:37,510 - mmaction - INFO - Epoch [164][360/396] lr: 8.754e-02, eta: 18:13:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7602, loss_cls: 1.9911, loss: 1.9911, grad_norm: 1.9824, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4009, loss/aux0: 1.4009 2020-10-20 04:58:38,457 - mmaction - INFO - Epoch [164][360/396] lr: 8.754e-02, eta: 18:14:08, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5081, top5_acc: 0.7602, loss_cls: 1.9911, loss: 1.9911, grad_norm: 1.9777, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4067, loss/aux0: 1.4067 2020-10-20 04:59:15,033 - mmaction - INFO - Epoch [164][380/396] lr: 8.754e-02, eta: 18:13:22, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7518, loss_cls: 2.0273, loss: 2.0273, grad_norm: 2.0412, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3481, loss/aux0: 1.3481 2020-10-20 04:59:16,030 - mmaction - INFO - Epoch [164][380/396] lr: 8.754e-02, eta: 18:13:32, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7518, loss_cls: 2.0273, loss: 2.0273, grad_norm: 2.0323, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3478, loss/aux0: 1.3478 2020-10-20 05:03:59,489 - mmaction - INFO - Epoch [165][20/396] lr: 8.587e-02, eta: 18:12:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5253, top5_acc: 0.7555, loss_cls: 1.9808, loss: 1.9808, grad_norm: 2.0087, top1_acc/aux0: 0.6486, top5_acc/aux0: 0.8522, loss_cls/aux0: 1.3891, loss/aux0: 1.3891 2020-10-20 05:04:00,463 - mmaction - INFO - Epoch [165][20/396] lr: 8.587e-02, eta: 18:12:12, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5253, top5_acc: 0.7555, loss_cls: 1.9808, loss: 1.9808, grad_norm: 2.0203, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.3927, loss/aux0: 1.3927 2020-10-20 05:04:36,853 - mmaction - INFO - Epoch [165][40/396] lr: 8.587e-02, eta: 18:11:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5250, top5_acc: 0.7617, loss_cls: 1.9548, loss: 1.9548, grad_norm: 1.9826, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3590, loss/aux0: 1.3590 2020-10-20 05:04:37,821 - mmaction - INFO - Epoch [165][40/396] lr: 8.587e-02, eta: 18:11:37, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5250, top5_acc: 0.7617, loss_cls: 1.9548, loss: 1.9548, grad_norm: 1.9882, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3498, loss/aux0: 1.3498 2020-10-20 05:05:14,987 - mmaction - INFO - Epoch [165][60/396] lr: 8.587e-02, eta: 18:10:52, time: 0.973, data_time: 0.000, memory: 8462, top1_acc: 0.5305, top5_acc: 0.7706, loss_cls: 1.9268, loss: 1.9268, grad_norm: 1.9952, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3756, loss/aux0: 1.3756 2020-10-20 05:05:16,044 - mmaction - INFO - Epoch [165][60/396] lr: 8.587e-02, eta: 18:11:03, time: 0.979, data_time: 0.001, memory: 8462, top1_acc: 0.5305, top5_acc: 0.7706, loss_cls: 1.9268, loss: 1.9268, grad_norm: 1.9712, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3702, loss/aux0: 1.3702 2020-10-20 05:05:52,533 - mmaction - INFO - Epoch [165][80/396] lr: 8.587e-02, eta: 18:10:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5219, top5_acc: 0.7727, loss_cls: 1.9610, loss: 1.9610, grad_norm: 2.0001, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3485, loss/aux0: 1.3485 2020-10-20 05:05:53,480 - mmaction - INFO - Epoch [165][80/396] lr: 8.587e-02, eta: 18:10:28, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5219, top5_acc: 0.7727, loss_cls: 1.9610, loss: 1.9610, grad_norm: 1.9915, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3548, loss/aux0: 1.3548 2020-10-20 05:06:29,919 - mmaction - INFO - Epoch [165][100/396] lr: 8.587e-02, eta: 18:09:42, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5398, top5_acc: 0.7693, loss_cls: 1.8979, loss: 1.8979, grad_norm: 1.9965, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3660, loss/aux0: 1.3660 2020-10-20 05:06:30,876 - mmaction - INFO - Epoch [165][100/396] lr: 8.587e-02, eta: 18:09:52, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5398, top5_acc: 0.7693, loss_cls: 1.8979, loss: 1.8979, grad_norm: 2.0020, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3645, loss/aux0: 1.3645 2020-10-20 05:07:07,370 - mmaction - INFO - Epoch [165][120/396] lr: 8.587e-02, eta: 18:09:07, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5227, top5_acc: 0.7680, loss_cls: 1.9675, loss: 1.9675, grad_norm: 1.9689, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3421, loss/aux0: 1.3421 2020-10-20 05:07:08,335 - mmaction - INFO - Epoch [165][120/396] lr: 8.587e-02, eta: 18:09:17, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5227, top5_acc: 0.7680, loss_cls: 1.9675, loss: 1.9675, grad_norm: 1.9780, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3533, loss/aux0: 1.3533 2020-10-20 05:07:44,825 - mmaction - INFO - Epoch [165][140/396] lr: 8.587e-02, eta: 18:08:32, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5190, top5_acc: 0.7651, loss_cls: 1.9787, loss: 1.9787, grad_norm: 1.9842, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4542, loss/aux0: 1.4542 2020-10-20 05:07:45,783 - mmaction - INFO - Epoch [165][140/396] lr: 8.587e-02, eta: 18:08:42, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5190, top5_acc: 0.7651, loss_cls: 1.9787, loss: 1.9787, grad_norm: 1.9670, top1_acc/aux0: 0.6437, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4437, loss/aux0: 1.4437 2020-10-20 05:08:22,338 - mmaction - INFO - Epoch [165][160/396] lr: 8.587e-02, eta: 18:07:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5031, top5_acc: 0.7633, loss_cls: 2.0072, loss: 2.0072, grad_norm: 2.0370, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3634, loss/aux0: 1.3634 2020-10-20 05:08:23,359 - mmaction - INFO - Epoch [165][160/396] lr: 8.587e-02, eta: 18:08:07, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5031, top5_acc: 0.7633, loss_cls: 2.0072, loss: 2.0072, grad_norm: 2.0442, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3720, loss/aux0: 1.3720 2020-10-20 05:08:59,894 - mmaction - INFO - Epoch [165][180/396] lr: 8.587e-02, eta: 18:07:21, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5180, top5_acc: 0.7667, loss_cls: 1.9745, loss: 1.9745, grad_norm: 2.0543, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3998, loss/aux0: 1.3998 2020-10-20 05:09:00,860 - mmaction - INFO - Epoch [165][180/396] lr: 8.587e-02, eta: 18:07:32, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5180, top5_acc: 0.7667, loss_cls: 1.9745, loss: 1.9745, grad_norm: 2.0599, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3970, loss/aux0: 1.3970 2020-10-20 05:09:37,341 - mmaction - INFO - Epoch [165][200/396] lr: 8.587e-02, eta: 18:06:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5365, top5_acc: 0.7758, loss_cls: 1.9180, loss: 1.9180, grad_norm: 2.0518, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3872, loss/aux0: 1.3872 2020-10-20 05:09:38,281 - mmaction - INFO - Epoch [165][200/396] lr: 8.587e-02, eta: 18:06:57, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5365, top5_acc: 0.7758, loss_cls: 1.9180, loss: 1.9180, grad_norm: 2.0484, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3908, loss/aux0: 1.3908 2020-10-20 05:10:14,819 - mmaction - INFO - Epoch [165][220/396] lr: 8.587e-02, eta: 18:06:11, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5362, top5_acc: 0.7589, loss_cls: 1.9359, loss: 1.9359, grad_norm: 1.9633, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3576, loss/aux0: 1.3576 2020-10-20 05:10:15,790 - mmaction - INFO - Epoch [165][220/396] lr: 8.587e-02, eta: 18:06:21, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5362, top5_acc: 0.7589, loss_cls: 1.9359, loss: 1.9359, grad_norm: 1.9696, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3564, loss/aux0: 1.3564 2020-10-20 05:10:52,228 - mmaction - INFO - Epoch [165][240/396] lr: 8.587e-02, eta: 18:05:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5299, top5_acc: 0.7849, loss_cls: 1.8992, loss: 1.8992, grad_norm: 2.0361, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3556, loss/aux0: 1.3556 2020-10-20 05:10:53,213 - mmaction - INFO - Epoch [165][240/396] lr: 8.587e-02, eta: 18:05:46, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5299, top5_acc: 0.7849, loss_cls: 1.8992, loss: 1.8992, grad_norm: 2.0243, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3458, loss/aux0: 1.3458 2020-10-20 05:11:29,745 - mmaction - INFO - Epoch [165][260/396] lr: 8.587e-02, eta: 18:05:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5104, top5_acc: 0.7589, loss_cls: 1.9894, loss: 1.9894, grad_norm: 2.0009, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.4020, loss/aux0: 1.4020 2020-10-20 05:11:30,705 - mmaction - INFO - Epoch [165][260/396] lr: 8.587e-02, eta: 18:05:11, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5104, top5_acc: 0.7589, loss_cls: 1.9894, loss: 1.9894, grad_norm: 2.0021, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3982, loss/aux0: 1.3982 2020-10-20 05:12:07,293 - mmaction - INFO - Epoch [165][280/396] lr: 8.587e-02, eta: 18:04:25, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5156, top5_acc: 0.7583, loss_cls: 2.0033, loss: 2.0033, grad_norm: 2.0683, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3942, loss/aux0: 1.3942 2020-10-20 05:12:08,328 - mmaction - INFO - Epoch [165][280/396] lr: 8.587e-02, eta: 18:04:36, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.5156, top5_acc: 0.7583, loss_cls: 2.0033, loss: 2.0033, grad_norm: 2.0785, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3919, loss/aux0: 1.3919 2020-10-20 05:12:44,918 - mmaction - INFO - Epoch [165][300/396] lr: 8.587e-02, eta: 18:03:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5068, top5_acc: 0.7591, loss_cls: 1.9906, loss: 1.9906, grad_norm: 2.0778, top1_acc/aux0: 0.6596, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3568, loss/aux0: 1.3568 2020-10-20 05:12:45,880 - mmaction - INFO - Epoch [165][300/396] lr: 8.587e-02, eta: 18:04:01, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5068, top5_acc: 0.7591, loss_cls: 1.9906, loss: 1.9906, grad_norm: 2.0744, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3737, loss/aux0: 1.3737 2020-10-20 05:13:22,527 - mmaction - INFO - Epoch [165][320/396] lr: 8.587e-02, eta: 18:03:15, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.5115, top5_acc: 0.7628, loss_cls: 1.9795, loss: 1.9795, grad_norm: 2.0567, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3669, loss/aux0: 1.3669 2020-10-20 05:13:23,481 - mmaction - INFO - Epoch [165][320/396] lr: 8.587e-02, eta: 18:03:26, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.5115, top5_acc: 0.7628, loss_cls: 1.9795, loss: 1.9795, grad_norm: 2.0673, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3674, loss/aux0: 1.3674 2020-10-20 05:13:59,928 - mmaction - INFO - Epoch [165][340/396] lr: 8.587e-02, eta: 18:02:40, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5401, top5_acc: 0.7753, loss_cls: 1.8976, loss: 1.8976, grad_norm: 1.9921, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3642, loss/aux0: 1.3642 2020-10-20 05:14:00,867 - mmaction - INFO - Epoch [165][340/396] lr: 8.587e-02, eta: 18:02:51, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5401, top5_acc: 0.7753, loss_cls: 1.8976, loss: 1.8976, grad_norm: 1.9868, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3485, loss/aux0: 1.3485 2020-10-20 05:14:37,453 - mmaction - INFO - Epoch [165][360/396] lr: 8.587e-02, eta: 18:02:05, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5060, top5_acc: 0.7576, loss_cls: 2.0145, loss: 2.0145, grad_norm: 2.1092, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.4280, loss/aux0: 1.4280 2020-10-20 05:14:38,405 - mmaction - INFO - Epoch [165][360/396] lr: 8.587e-02, eta: 18:02:15, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5060, top5_acc: 0.7576, loss_cls: 2.0145, loss: 2.0145, grad_norm: 2.1083, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4381, loss/aux0: 1.4381 2020-10-20 05:15:14,971 - mmaction - INFO - Epoch [165][380/396] lr: 8.587e-02, eta: 18:01:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5190, top5_acc: 0.7630, loss_cls: 1.9905, loss: 1.9905, grad_norm: 1.9633, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3595, loss/aux0: 1.3595 2020-10-20 05:15:15,918 - mmaction - INFO - Epoch [165][380/396] lr: 8.587e-02, eta: 18:01:40, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5190, top5_acc: 0.7630, loss_cls: 1.9905, loss: 1.9905, grad_norm: 1.9310, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3496, loss/aux0: 1.3496 2020-10-20 05:19:36,426 - mmaction - INFO - Epoch [166][20/396] lr: 8.421e-02, eta: 18:00:10, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5435, top5_acc: 0.7737, loss_cls: 1.9181, loss: 1.9181, grad_norm: 2.0036, top1_acc/aux0: 0.6560, top5_acc/aux0: 0.8577, loss_cls/aux0: 1.3830, loss/aux0: 1.3830 2020-10-20 05:19:37,389 - mmaction - INFO - Epoch [166][20/396] lr: 8.421e-02, eta: 18:00:20, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.5435, top5_acc: 0.7737, loss_cls: 1.9181, loss: 1.9181, grad_norm: 2.0168, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3805, loss/aux0: 1.3805 2020-10-20 05:20:13,861 - mmaction - INFO - Epoch [166][40/396] lr: 8.421e-02, eta: 17:59:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5195, top5_acc: 0.7659, loss_cls: 1.9567, loss: 1.9567, grad_norm: 2.0153, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3106, loss/aux0: 1.3106 2020-10-20 05:20:14,885 - mmaction - INFO - Epoch [166][40/396] lr: 8.421e-02, eta: 17:59:45, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5195, top5_acc: 0.7659, loss_cls: 1.9567, loss: 1.9567, grad_norm: 2.0062, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3064, loss/aux0: 1.3064 2020-10-20 05:20:51,333 - mmaction - INFO - Epoch [166][60/396] lr: 8.421e-02, eta: 17:58:59, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5240, top5_acc: 0.7706, loss_cls: 1.9428, loss: 1.9428, grad_norm: 2.0356, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3628, loss/aux0: 1.3628 2020-10-20 05:20:52,273 - mmaction - INFO - Epoch [166][60/396] lr: 8.421e-02, eta: 17:59:10, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5240, top5_acc: 0.7706, loss_cls: 1.9428, loss: 1.9428, grad_norm: 2.0327, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.3708, loss/aux0: 1.3708 2020-10-20 05:21:28,685 - mmaction - INFO - Epoch [166][80/396] lr: 8.421e-02, eta: 17:58:24, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7659, loss_cls: 1.9325, loss: 1.9325, grad_norm: 2.0074, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3555, loss/aux0: 1.3555 2020-10-20 05:21:29,621 - mmaction - INFO - Epoch [166][80/396] lr: 8.421e-02, eta: 17:58:34, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7659, loss_cls: 1.9325, loss: 1.9325, grad_norm: 2.0096, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3575, loss/aux0: 1.3575 2020-10-20 05:22:06,125 - mmaction - INFO - Epoch [166][100/396] lr: 8.421e-02, eta: 17:57:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5318, top5_acc: 0.7737, loss_cls: 1.9250, loss: 1.9250, grad_norm: 2.0044, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3144, loss/aux0: 1.3144 2020-10-20 05:22:07,071 - mmaction - INFO - Epoch [166][100/396] lr: 8.421e-02, eta: 17:57:59, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5318, top5_acc: 0.7737, loss_cls: 1.9250, loss: 1.9250, grad_norm: 2.0064, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3151, loss/aux0: 1.3151 2020-10-20 05:22:43,576 - mmaction - INFO - Epoch [166][120/396] lr: 8.421e-02, eta: 17:57:14, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5151, top5_acc: 0.7620, loss_cls: 1.9802, loss: 1.9802, grad_norm: 2.0172, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3668, loss/aux0: 1.3668 2020-10-20 05:22:44,535 - mmaction - INFO - Epoch [166][120/396] lr: 8.421e-02, eta: 17:57:24, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.5151, top5_acc: 0.7620, loss_cls: 1.9802, loss: 1.9802, grad_norm: 2.0134, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3582, loss/aux0: 1.3582 2020-10-20 05:23:21,101 - mmaction - INFO - Epoch [166][140/396] lr: 8.421e-02, eta: 17:56:39, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5187, top5_acc: 0.7654, loss_cls: 1.9945, loss: 1.9945, grad_norm: 2.0223, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4051, loss/aux0: 1.4051 2020-10-20 05:23:22,137 - mmaction - INFO - Epoch [166][140/396] lr: 8.421e-02, eta: 17:56:49, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.5187, top5_acc: 0.7654, loss_cls: 1.9945, loss: 1.9945, grad_norm: 2.0280, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4120, loss/aux0: 1.4120 2020-10-20 05:23:58,614 - mmaction - INFO - Epoch [166][160/396] lr: 8.421e-02, eta: 17:56:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5206, top5_acc: 0.7573, loss_cls: 1.9757, loss: 1.9757, grad_norm: 2.0181, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4293, loss/aux0: 1.4293 2020-10-20 05:23:59,640 - mmaction - INFO - Epoch [166][160/396] lr: 8.421e-02, eta: 17:56:14, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5206, top5_acc: 0.7573, loss_cls: 1.9757, loss: 1.9757, grad_norm: 2.0132, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4244, loss/aux0: 1.4244 2020-10-20 05:24:36,149 - mmaction - INFO - Epoch [166][180/396] lr: 8.421e-02, eta: 17:55:28, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7742, loss_cls: 1.9379, loss: 1.9379, grad_norm: 1.9519, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3371, loss/aux0: 1.3371 2020-10-20 05:24:37,162 - mmaction - INFO - Epoch [166][180/396] lr: 8.421e-02, eta: 17:55:39, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7742, loss_cls: 1.9379, loss: 1.9379, grad_norm: 1.9775, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3425, loss/aux0: 1.3425 2020-10-20 05:25:13,791 - mmaction - INFO - Epoch [166][200/396] lr: 8.421e-02, eta: 17:54:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5263, top5_acc: 0.7724, loss_cls: 1.9355, loss: 1.9355, grad_norm: 2.0352, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3499, loss/aux0: 1.3499 2020-10-20 05:25:14,788 - mmaction - INFO - Epoch [166][200/396] lr: 8.421e-02, eta: 17:55:03, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.5263, top5_acc: 0.7724, loss_cls: 1.9355, loss: 1.9355, grad_norm: 2.0367, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3421, loss/aux0: 1.3421 2020-10-20 05:25:51,225 - mmaction - INFO - Epoch [166][220/396] lr: 8.421e-02, eta: 17:54:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5182, top5_acc: 0.7635, loss_cls: 1.9513, loss: 1.9513, grad_norm: 2.0278, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3195, loss/aux0: 1.3195 2020-10-20 05:25:52,180 - mmaction - INFO - Epoch [166][220/396] lr: 8.421e-02, eta: 17:54:28, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5182, top5_acc: 0.7635, loss_cls: 1.9513, loss: 1.9513, grad_norm: 2.0261, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3227, loss/aux0: 1.3227 2020-10-20 05:26:28,683 - mmaction - INFO - Epoch [166][240/396] lr: 8.421e-02, eta: 17:53:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5263, top5_acc: 0.7643, loss_cls: 1.9537, loss: 1.9537, grad_norm: 2.0629, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3383, loss/aux0: 1.3383 2020-10-20 05:26:29,689 - mmaction - INFO - Epoch [166][240/396] lr: 8.421e-02, eta: 17:53:53, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5263, top5_acc: 0.7643, loss_cls: 1.9537, loss: 1.9537, grad_norm: 2.0637, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3421, loss/aux0: 1.3421 2020-10-20 05:27:06,180 - mmaction - INFO - Epoch [166][260/396] lr: 8.421e-02, eta: 17:53:08, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5323, top5_acc: 0.7635, loss_cls: 1.9546, loss: 1.9546, grad_norm: 2.0004, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3833, loss/aux0: 1.3833 2020-10-20 05:27:07,178 - mmaction - INFO - Epoch [166][260/396] lr: 8.421e-02, eta: 17:53:18, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5323, top5_acc: 0.7635, loss_cls: 1.9546, loss: 1.9546, grad_norm: 2.0020, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.3796, loss/aux0: 1.3796 2020-10-20 05:27:43,712 - mmaction - INFO - Epoch [166][280/396] lr: 8.421e-02, eta: 17:52:32, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5193, top5_acc: 0.7719, loss_cls: 1.9584, loss: 1.9584, grad_norm: 2.0829, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3885, loss/aux0: 1.3885 2020-10-20 05:27:44,656 - mmaction - INFO - Epoch [166][280/396] lr: 8.421e-02, eta: 17:52:43, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5193, top5_acc: 0.7719, loss_cls: 1.9584, loss: 1.9584, grad_norm: 2.0739, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3938, loss/aux0: 1.3938 2020-10-20 05:28:21,226 - mmaction - INFO - Epoch [166][300/396] lr: 8.421e-02, eta: 17:51:57, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5185, top5_acc: 0.7622, loss_cls: 1.9730, loss: 1.9730, grad_norm: 2.0085, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3761, loss/aux0: 1.3761 2020-10-20 05:28:22,167 - mmaction - INFO - Epoch [166][300/396] lr: 8.421e-02, eta: 17:52:07, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5185, top5_acc: 0.7622, loss_cls: 1.9730, loss: 1.9730, grad_norm: 2.0053, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.3788, loss/aux0: 1.3788 2020-10-20 05:28:58,642 - mmaction - INFO - Epoch [166][320/396] lr: 8.421e-02, eta: 17:51:22, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5182, top5_acc: 0.7482, loss_cls: 2.0279, loss: 2.0279, grad_norm: 2.0810, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.3973, loss/aux0: 1.3973 2020-10-20 05:28:59,657 - mmaction - INFO - Epoch [166][320/396] lr: 8.421e-02, eta: 17:51:32, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5182, top5_acc: 0.7482, loss_cls: 2.0279, loss: 2.0279, grad_norm: 2.0704, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3907, loss/aux0: 1.3907 2020-10-20 05:29:36,230 - mmaction - INFO - Epoch [166][340/396] lr: 8.421e-02, eta: 17:50:47, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5172, top5_acc: 0.7628, loss_cls: 1.9681, loss: 1.9681, grad_norm: 2.0416, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4201, loss/aux0: 1.4201 2020-10-20 05:29:37,182 - mmaction - INFO - Epoch [166][340/396] lr: 8.421e-02, eta: 17:50:57, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5172, top5_acc: 0.7628, loss_cls: 1.9681, loss: 1.9681, grad_norm: 2.0313, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4119, loss/aux0: 1.4119 2020-10-20 05:30:13,690 - mmaction - INFO - Epoch [166][360/396] lr: 8.421e-02, eta: 17:50:12, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5117, top5_acc: 0.7604, loss_cls: 1.9804, loss: 1.9804, grad_norm: 2.0209, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3702, loss/aux0: 1.3702 2020-10-20 05:30:14,704 - mmaction - INFO - Epoch [166][360/396] lr: 8.421e-02, eta: 17:50:22, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5117, top5_acc: 0.7604, loss_cls: 1.9804, loss: 1.9804, grad_norm: 2.0208, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3738, loss/aux0: 1.3738 2020-10-20 05:30:51,175 - mmaction - INFO - Epoch [166][380/396] lr: 8.421e-02, eta: 17:49:36, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5094, top5_acc: 0.7612, loss_cls: 1.9964, loss: 1.9964, grad_norm: 2.0667, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3383, loss/aux0: 1.3383 2020-10-20 05:30:52,193 - mmaction - INFO - Epoch [166][380/396] lr: 8.421e-02, eta: 17:49:47, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.5094, top5_acc: 0.7612, loss_cls: 1.9964, loss: 1.9964, grad_norm: 2.0673, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3357, loss/aux0: 1.3357 2020-10-20 05:35:13,178 - mmaction - INFO - Epoch [167][20/396] lr: 8.256e-02, eta: 17:48:17, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5201, top5_acc: 0.7651, loss_cls: 1.9449, loss: 1.9449, grad_norm: 2.0013, top1_acc/aux0: 0.6563, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3440, loss/aux0: 1.3440 2020-10-20 05:35:14,145 - mmaction - INFO - Epoch [167][20/396] lr: 8.256e-02, eta: 17:48:27, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5201, top5_acc: 0.7651, loss_cls: 1.9449, loss: 1.9449, grad_norm: 1.9957, top1_acc/aux0: 0.6563, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3443, loss/aux0: 1.3443 2020-10-20 05:35:50,547 - mmaction - INFO - Epoch [167][40/396] lr: 8.256e-02, eta: 17:47:42, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5440, top5_acc: 0.7740, loss_cls: 1.9266, loss: 1.9266, grad_norm: 2.0714, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3814, loss/aux0: 1.3814 2020-10-20 05:35:51,520 - mmaction - INFO - Epoch [167][40/396] lr: 8.256e-02, eta: 17:47:52, time: 0.932, data_time: 0.003, memory: 8462, top1_acc: 0.5440, top5_acc: 0.7740, loss_cls: 1.9266, loss: 1.9266, grad_norm: 2.0565, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3792, loss/aux0: 1.3792 2020-10-20 05:36:27,993 - mmaction - INFO - Epoch [167][60/396] lr: 8.256e-02, eta: 17:47:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5310, top5_acc: 0.7708, loss_cls: 1.9068, loss: 1.9068, grad_norm: 2.0410, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3469, loss/aux0: 1.3469 2020-10-20 05:36:29,023 - mmaction - INFO - Epoch [167][60/396] lr: 8.256e-02, eta: 17:47:16, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5310, top5_acc: 0.7708, loss_cls: 1.9068, loss: 1.9068, grad_norm: 2.0604, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3495, loss/aux0: 1.3495 2020-10-20 05:37:05,567 - mmaction - INFO - Epoch [167][80/396] lr: 8.256e-02, eta: 17:46:31, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5326, top5_acc: 0.7680, loss_cls: 1.9459, loss: 1.9459, grad_norm: 2.0298, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3906, loss/aux0: 1.3906 2020-10-20 05:37:06,542 - mmaction - INFO - Epoch [167][80/396] lr: 8.256e-02, eta: 17:46:41, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5326, top5_acc: 0.7680, loss_cls: 1.9459, loss: 1.9459, grad_norm: 2.0303, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.3922, loss/aux0: 1.3922 2020-10-20 05:37:43,062 - mmaction - INFO - Epoch [167][100/396] lr: 8.256e-02, eta: 17:45:56, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5211, top5_acc: 0.7716, loss_cls: 1.9488, loss: 1.9488, grad_norm: 2.0695, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4191, loss/aux0: 1.4191 2020-10-20 05:37:44,040 - mmaction - INFO - Epoch [167][100/396] lr: 8.256e-02, eta: 17:46:06, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5211, top5_acc: 0.7716, loss_cls: 1.9488, loss: 1.9488, grad_norm: 2.0710, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.4256, loss/aux0: 1.4256 2020-10-20 05:38:20,618 - mmaction - INFO - Epoch [167][120/396] lr: 8.256e-02, eta: 17:45:21, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5159, top5_acc: 0.7568, loss_cls: 1.9783, loss: 1.9783, grad_norm: 2.0433, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3551, loss/aux0: 1.3551 2020-10-20 05:38:21,557 - mmaction - INFO - Epoch [167][120/396] lr: 8.256e-02, eta: 17:45:31, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5159, top5_acc: 0.7568, loss_cls: 1.9783, loss: 1.9783, grad_norm: 2.0399, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3434, loss/aux0: 1.3434 2020-10-20 05:38:58,061 - mmaction - INFO - Epoch [167][140/396] lr: 8.256e-02, eta: 17:44:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5203, top5_acc: 0.7698, loss_cls: 1.9682, loss: 1.9682, grad_norm: 2.0882, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3621, loss/aux0: 1.3621 2020-10-20 05:38:59,033 - mmaction - INFO - Epoch [167][140/396] lr: 8.256e-02, eta: 17:44:56, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5203, top5_acc: 0.7698, loss_cls: 1.9682, loss: 1.9682, grad_norm: 2.0909, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3682, loss/aux0: 1.3682 2020-10-20 05:39:35,546 - mmaction - INFO - Epoch [167][160/396] lr: 8.256e-02, eta: 17:44:10, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5336, top5_acc: 0.7732, loss_cls: 1.9239, loss: 1.9239, grad_norm: 2.0410, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3880, loss/aux0: 1.3880 2020-10-20 05:39:36,529 - mmaction - INFO - Epoch [167][160/396] lr: 8.256e-02, eta: 17:44:21, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5336, top5_acc: 0.7732, loss_cls: 1.9239, loss: 1.9239, grad_norm: 2.0212, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3897, loss/aux0: 1.3897 2020-10-20 05:40:13,043 - mmaction - INFO - Epoch [167][180/396] lr: 8.256e-02, eta: 17:43:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5060, top5_acc: 0.7635, loss_cls: 1.9817, loss: 1.9817, grad_norm: 2.0665, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3913, loss/aux0: 1.3913 2020-10-20 05:40:14,012 - mmaction - INFO - Epoch [167][180/396] lr: 8.256e-02, eta: 17:43:45, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5060, top5_acc: 0.7635, loss_cls: 1.9817, loss: 1.9817, grad_norm: 2.0568, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3968, loss/aux0: 1.3968 2020-10-20 05:40:50,569 - mmaction - INFO - Epoch [167][200/396] lr: 8.256e-02, eta: 17:43:00, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5115, top5_acc: 0.7602, loss_cls: 1.9738, loss: 1.9738, grad_norm: 2.0332, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3659, loss/aux0: 1.3659 2020-10-20 05:40:51,516 - mmaction - INFO - Epoch [167][200/396] lr: 8.256e-02, eta: 17:43:10, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5115, top5_acc: 0.7602, loss_cls: 1.9738, loss: 1.9738, grad_norm: 2.0465, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3561, loss/aux0: 1.3561 2020-10-20 05:41:28,033 - mmaction - INFO - Epoch [167][220/396] lr: 8.256e-02, eta: 17:42:25, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5323, top5_acc: 0.7740, loss_cls: 1.9151, loss: 1.9151, grad_norm: 1.9678, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3760, loss/aux0: 1.3760 2020-10-20 05:41:28,972 - mmaction - INFO - Epoch [167][220/396] lr: 8.256e-02, eta: 17:42:35, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5323, top5_acc: 0.7740, loss_cls: 1.9151, loss: 1.9151, grad_norm: 1.9722, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3731, loss/aux0: 1.3731 2020-10-20 05:42:05,422 - mmaction - INFO - Epoch [167][240/396] lr: 8.256e-02, eta: 17:41:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5240, top5_acc: 0.7732, loss_cls: 1.9473, loss: 1.9473, grad_norm: 2.0242, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3409, loss/aux0: 1.3409 2020-10-20 05:42:06,375 - mmaction - INFO - Epoch [167][240/396] lr: 8.256e-02, eta: 17:42:00, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5240, top5_acc: 0.7732, loss_cls: 1.9473, loss: 1.9473, grad_norm: 2.0083, top1_acc/aux0: 0.6596, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3347, loss/aux0: 1.3347 2020-10-20 05:42:42,831 - mmaction - INFO - Epoch [167][260/396] lr: 8.256e-02, eta: 17:41:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5187, top5_acc: 0.7695, loss_cls: 1.9342, loss: 1.9342, grad_norm: 2.1148, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3508, loss/aux0: 1.3508 2020-10-20 05:42:43,811 - mmaction - INFO - Epoch [167][260/396] lr: 8.256e-02, eta: 17:41:25, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5187, top5_acc: 0.7695, loss_cls: 1.9342, loss: 1.9342, grad_norm: 2.1166, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3644, loss/aux0: 1.3644 2020-10-20 05:43:20,234 - mmaction - INFO - Epoch [167][280/396] lr: 8.256e-02, eta: 17:40:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5195, top5_acc: 0.7594, loss_cls: 1.9791, loss: 1.9791, grad_norm: 2.0692, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4261, loss/aux0: 1.4261 2020-10-20 05:43:21,179 - mmaction - INFO - Epoch [167][280/396] lr: 8.256e-02, eta: 17:40:49, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5195, top5_acc: 0.7594, loss_cls: 1.9791, loss: 1.9791, grad_norm: 2.0779, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4392, loss/aux0: 1.4392 2020-10-20 05:43:57,621 - mmaction - INFO - Epoch [167][300/396] lr: 8.256e-02, eta: 17:40:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5331, top5_acc: 0.7651, loss_cls: 1.9165, loss: 1.9165, grad_norm: 2.0992, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3936, loss/aux0: 1.3936 2020-10-20 05:43:58,586 - mmaction - INFO - Epoch [167][300/396] lr: 8.256e-02, eta: 17:40:14, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5331, top5_acc: 0.7651, loss_cls: 1.9165, loss: 1.9165, grad_norm: 2.1175, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3709, loss/aux0: 1.3709 2020-10-20 05:44:35,134 - mmaction - INFO - Epoch [167][320/396] lr: 8.256e-02, eta: 17:39:29, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7706, loss_cls: 1.9455, loss: 1.9455, grad_norm: 2.0689, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3925, loss/aux0: 1.3925 2020-10-20 05:44:36,157 - mmaction - INFO - Epoch [167][320/396] lr: 8.256e-02, eta: 17:39:39, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7706, loss_cls: 1.9455, loss: 1.9455, grad_norm: 2.0745, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4042, loss/aux0: 1.4042 2020-10-20 05:45:12,607 - mmaction - INFO - Epoch [167][340/396] lr: 8.256e-02, eta: 17:38:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5357, top5_acc: 0.7706, loss_cls: 1.9188, loss: 1.9188, grad_norm: 2.0773, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4379, loss/aux0: 1.4379 2020-10-20 05:45:13,610 - mmaction - INFO - Epoch [167][340/396] lr: 8.256e-02, eta: 17:39:04, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5357, top5_acc: 0.7706, loss_cls: 1.9188, loss: 1.9188, grad_norm: 2.0807, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4339, loss/aux0: 1.4339 2020-10-20 05:45:50,134 - mmaction - INFO - Epoch [167][360/396] lr: 8.256e-02, eta: 17:38:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5406, top5_acc: 0.7706, loss_cls: 1.9073, loss: 1.9073, grad_norm: 2.0323, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3584, loss/aux0: 1.3584 2020-10-20 05:45:51,125 - mmaction - INFO - Epoch [167][360/396] lr: 8.256e-02, eta: 17:38:28, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5406, top5_acc: 0.7706, loss_cls: 1.9073, loss: 1.9073, grad_norm: 2.0520, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3646, loss/aux0: 1.3646 2020-10-20 05:46:27,521 - mmaction - INFO - Epoch [167][380/396] lr: 8.256e-02, eta: 17:37:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7612, loss_cls: 2.0015, loss: 2.0015, grad_norm: 2.0108, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3925, loss/aux0: 1.3925 2020-10-20 05:46:28,507 - mmaction - INFO - Epoch [167][380/396] lr: 8.256e-02, eta: 17:37:53, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5107, top5_acc: 0.7612, loss_cls: 2.0015, loss: 2.0015, grad_norm: 2.0091, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.3912, loss/aux0: 1.3912 2020-10-20 05:50:46,705 - mmaction - INFO - Epoch [168][20/396] lr: 8.092e-02, eta: 17:36:24, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5362, top5_acc: 0.7732, loss_cls: 1.8894, loss: 1.8894, grad_norm: 2.0080, top1_acc/aux0: 0.6530, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3752, loss/aux0: 1.3752 2020-10-20 05:50:47,656 - mmaction - INFO - Epoch [168][20/396] lr: 8.092e-02, eta: 17:36:34, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.5362, top5_acc: 0.7732, loss_cls: 1.8894, loss: 1.8894, grad_norm: 2.0086, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3832, loss/aux0: 1.3832 2020-10-20 05:51:24,124 - mmaction - INFO - Epoch [168][40/396] lr: 8.092e-02, eta: 17:35:49, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5237, top5_acc: 0.7672, loss_cls: 1.9396, loss: 1.9396, grad_norm: 2.0743, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3315, loss/aux0: 1.3315 2020-10-20 05:51:25,067 - mmaction - INFO - Epoch [168][40/396] lr: 8.092e-02, eta: 17:35:59, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5237, top5_acc: 0.7672, loss_cls: 1.9396, loss: 1.9396, grad_norm: 2.0751, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3262, loss/aux0: 1.3262 2020-10-20 05:52:01,560 - mmaction - INFO - Epoch [168][60/396] lr: 8.092e-02, eta: 17:35:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5232, top5_acc: 0.7615, loss_cls: 1.9886, loss: 1.9886, grad_norm: 2.0823, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4011, loss/aux0: 1.4011 2020-10-20 05:52:02,494 - mmaction - INFO - Epoch [168][60/396] lr: 8.092e-02, eta: 17:35:23, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5232, top5_acc: 0.7615, loss_cls: 1.9886, loss: 1.9886, grad_norm: 2.0770, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4051, loss/aux0: 1.4051 2020-10-20 05:52:38,882 - mmaction - INFO - Epoch [168][80/396] lr: 8.092e-02, eta: 17:34:38, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5268, top5_acc: 0.7560, loss_cls: 1.9725, loss: 1.9725, grad_norm: 2.0224, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3562, loss/aux0: 1.3562 2020-10-20 05:52:39,833 - mmaction - INFO - Epoch [168][80/396] lr: 8.092e-02, eta: 17:34:48, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5268, top5_acc: 0.7560, loss_cls: 1.9725, loss: 1.9725, grad_norm: 2.0370, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3540, loss/aux0: 1.3540 2020-10-20 05:53:16,263 - mmaction - INFO - Epoch [168][100/396] lr: 8.092e-02, eta: 17:34:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5125, top5_acc: 0.7695, loss_cls: 1.9652, loss: 1.9652, grad_norm: 2.0724, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3502, loss/aux0: 1.3502 2020-10-20 05:53:17,211 - mmaction - INFO - Epoch [168][100/396] lr: 8.092e-02, eta: 17:34:13, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5125, top5_acc: 0.7695, loss_cls: 1.9652, loss: 1.9652, grad_norm: 2.0705, top1_acc/aux0: 0.6591, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3335, loss/aux0: 1.3335 2020-10-20 05:53:53,783 - mmaction - INFO - Epoch [168][120/396] lr: 8.092e-02, eta: 17:33:28, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5339, top5_acc: 0.7732, loss_cls: 1.9314, loss: 1.9314, grad_norm: 2.0376, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3081, loss/aux0: 1.3081 2020-10-20 05:53:54,711 - mmaction - INFO - Epoch [168][120/396] lr: 8.092e-02, eta: 17:33:38, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5339, top5_acc: 0.7732, loss_cls: 1.9314, loss: 1.9314, grad_norm: 2.0356, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3173, loss/aux0: 1.3173 2020-10-20 05:54:31,279 - mmaction - INFO - Epoch [168][140/396] lr: 8.092e-02, eta: 17:32:53, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5242, top5_acc: 0.7776, loss_cls: 1.9184, loss: 1.9184, grad_norm: 2.0485, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.3886, loss/aux0: 1.3886 2020-10-20 05:54:32,281 - mmaction - INFO - Epoch [168][140/396] lr: 8.092e-02, eta: 17:33:03, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.5242, top5_acc: 0.7776, loss_cls: 1.9184, loss: 1.9184, grad_norm: 2.0494, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3804, loss/aux0: 1.3804 2020-10-20 05:55:08,696 - mmaction - INFO - Epoch [168][160/396] lr: 8.092e-02, eta: 17:32:17, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5245, top5_acc: 0.7740, loss_cls: 1.9157, loss: 1.9157, grad_norm: 2.0896, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3304, loss/aux0: 1.3304 2020-10-20 05:55:09,654 - mmaction - INFO - Epoch [168][160/396] lr: 8.092e-02, eta: 17:32:27, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5245, top5_acc: 0.7740, loss_cls: 1.9157, loss: 1.9157, grad_norm: 2.1006, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3392, loss/aux0: 1.3392 2020-10-20 05:55:46,200 - mmaction - INFO - Epoch [168][180/396] lr: 8.092e-02, eta: 17:31:42, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5281, top5_acc: 0.7641, loss_cls: 1.9410, loss: 1.9410, grad_norm: 2.0776, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3707, loss/aux0: 1.3707 2020-10-20 05:55:47,169 - mmaction - INFO - Epoch [168][180/396] lr: 8.092e-02, eta: 17:31:52, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5281, top5_acc: 0.7641, loss_cls: 1.9410, loss: 1.9410, grad_norm: 2.0842, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3849, loss/aux0: 1.3849 2020-10-20 05:56:23,623 - mmaction - INFO - Epoch [168][200/396] lr: 8.092e-02, eta: 17:31:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5232, top5_acc: 0.7690, loss_cls: 1.9403, loss: 1.9403, grad_norm: 2.0509, top1_acc/aux0: 0.6591, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3374, loss/aux0: 1.3374 2020-10-20 05:56:24,583 - mmaction - INFO - Epoch [168][200/396] lr: 8.092e-02, eta: 17:31:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5232, top5_acc: 0.7690, loss_cls: 1.9403, loss: 1.9403, grad_norm: 2.0430, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3152, loss/aux0: 1.3152 2020-10-20 05:57:01,117 - mmaction - INFO - Epoch [168][220/396] lr: 8.092e-02, eta: 17:30:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5346, top5_acc: 0.7745, loss_cls: 1.9174, loss: 1.9174, grad_norm: 2.0305, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3239, loss/aux0: 1.3239 2020-10-20 05:57:02,103 - mmaction - INFO - Epoch [168][220/396] lr: 8.092e-02, eta: 17:30:42, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5346, top5_acc: 0.7745, loss_cls: 1.9174, loss: 1.9174, grad_norm: 2.0463, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3319, loss/aux0: 1.3319 2020-10-20 05:57:38,553 - mmaction - INFO - Epoch [168][240/396] lr: 8.092e-02, eta: 17:29:56, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5263, top5_acc: 0.7669, loss_cls: 1.9419, loss: 1.9419, grad_norm: 2.0235, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.3822, loss/aux0: 1.3822 2020-10-20 05:57:39,508 - mmaction - INFO - Epoch [168][240/396] lr: 8.092e-02, eta: 17:30:06, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5263, top5_acc: 0.7669, loss_cls: 1.9419, loss: 1.9419, grad_norm: 2.0339, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.3824, loss/aux0: 1.3824 2020-10-20 05:58:16,027 - mmaction - INFO - Epoch [168][260/396] lr: 8.092e-02, eta: 17:29:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5422, top5_acc: 0.7773, loss_cls: 1.8996, loss: 1.8996, grad_norm: 2.0470, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3561, loss/aux0: 1.3561 2020-10-20 05:58:16,989 - mmaction - INFO - Epoch [168][260/396] lr: 8.092e-02, eta: 17:29:31, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5422, top5_acc: 0.7773, loss_cls: 1.8996, loss: 1.8996, grad_norm: 2.0634, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3726, loss/aux0: 1.3726 2020-10-20 05:58:53,434 - mmaction - INFO - Epoch [168][280/396] lr: 8.092e-02, eta: 17:28:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5336, top5_acc: 0.7729, loss_cls: 1.9193, loss: 1.9193, grad_norm: 2.1223, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4366, loss/aux0: 1.4366 2020-10-20 05:58:54,388 - mmaction - INFO - Epoch [168][280/396] lr: 8.092e-02, eta: 17:28:56, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5336, top5_acc: 0.7729, loss_cls: 1.9193, loss: 1.9193, grad_norm: 2.1211, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4329, loss/aux0: 1.4329 2020-10-20 05:59:30,844 - mmaction - INFO - Epoch [168][300/396] lr: 8.092e-02, eta: 17:28:11, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5201, top5_acc: 0.7745, loss_cls: 1.9412, loss: 1.9412, grad_norm: 2.0812, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3972, loss/aux0: 1.3972 2020-10-20 05:59:31,800 - mmaction - INFO - Epoch [168][300/396] lr: 8.092e-02, eta: 17:28:21, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5201, top5_acc: 0.7745, loss_cls: 1.9412, loss: 1.9412, grad_norm: 2.0665, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3829, loss/aux0: 1.3829 2020-10-20 06:00:13,535 - mmaction - INFO - Epoch [168][320/396] lr: 8.092e-02, eta: 17:27:38, time: 1.198, data_time: 0.000, memory: 8462, top1_acc: 0.5367, top5_acc: 0.7776, loss_cls: 1.8967, loss: 1.8967, grad_norm: 2.0476, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3481, loss/aux0: 1.3481 2020-10-20 06:00:14,707 - mmaction - INFO - Epoch [168][320/396] lr: 8.092e-02, eta: 17:27:51, time: 1.211, data_time: 0.016, memory: 8462, top1_acc: 0.5367, top5_acc: 0.7776, loss_cls: 1.8967, loss: 1.8967, grad_norm: 2.0323, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3542, loss/aux0: 1.3542 2020-10-20 06:00:51,118 - mmaction - INFO - Epoch [168][340/396] lr: 8.092e-02, eta: 17:27:06, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5234, top5_acc: 0.7701, loss_cls: 1.9311, loss: 1.9311, grad_norm: 2.0484, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3812, loss/aux0: 1.3812 2020-10-20 06:00:52,080 - mmaction - INFO - Epoch [168][340/396] lr: 8.092e-02, eta: 17:27:16, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5234, top5_acc: 0.7701, loss_cls: 1.9311, loss: 1.9311, grad_norm: 2.0318, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3593, loss/aux0: 1.3593 2020-10-20 06:01:28,554 - mmaction - INFO - Epoch [168][360/396] lr: 8.092e-02, eta: 17:26:31, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5227, top5_acc: 0.7635, loss_cls: 1.9585, loss: 1.9585, grad_norm: 2.0486, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3020, loss/aux0: 1.3020 2020-10-20 06:01:29,560 - mmaction - INFO - Epoch [168][360/396] lr: 8.092e-02, eta: 17:26:41, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5227, top5_acc: 0.7635, loss_cls: 1.9585, loss: 1.9585, grad_norm: 2.0499, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3287, loss/aux0: 1.3287 2020-10-20 06:02:06,035 - mmaction - INFO - Epoch [168][380/396] lr: 8.092e-02, eta: 17:25:55, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5279, top5_acc: 0.7659, loss_cls: 1.9565, loss: 1.9565, grad_norm: 2.0619, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3401, loss/aux0: 1.3401 2020-10-20 06:02:06,956 - mmaction - INFO - Epoch [168][380/396] lr: 8.092e-02, eta: 17:26:05, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5279, top5_acc: 0.7659, loss_cls: 1.9565, loss: 1.9565, grad_norm: 2.0539, top1_acc/aux0: 0.6596, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.3104, loss/aux0: 1.3104 2020-10-20 06:02:41,446 - mmaction - INFO - Saving checkpoint at 168 epochs 2020-10-20 06:04:36,338 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 06:04:36,483 - mmaction - INFO - top1_acc 0.6408 top5_acc 0.8609 2020-10-20 06:04:36,483 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 06:04:36,515 - mmaction - INFO - mean_acc 0.6411 2020-10-20 06:04:36,515 - mmaction - INFO - Now best checkpoint is epoch_168.pth 2020-10-20 06:04:36,540 - mmaction - INFO - Epoch(val) [168][396] top1_acc: 0.6408, top5_acc: 0.8609, mean_class_accuracy: 0.6411 2020-10-20 06:08:40,257 - mmaction - INFO - Epoch [169][20/396] lr: 7.929e-02, eta: 17:24:36, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.5302, top5_acc: 0.7758, loss_cls: 1.8924, loss: 1.8924, grad_norm: 2.0484, top1_acc/aux0: 0.6524, top5_acc/aux0: 0.8610, loss_cls/aux0: 1.3555, loss/aux0: 1.3555 2020-10-20 06:08:41,202 - mmaction - INFO - Epoch [169][20/396] lr: 7.929e-02, eta: 17:24:46, time: 0.931, data_time: 0.003, memory: 8462, top1_acc: 0.5302, top5_acc: 0.7758, loss_cls: 1.8924, loss: 1.8924, grad_norm: 2.0472, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3590, loss/aux0: 1.3590 2020-10-20 06:09:17,594 - mmaction - INFO - Epoch [169][40/396] lr: 7.929e-02, eta: 17:24:01, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5339, top5_acc: 0.7753, loss_cls: 1.8957, loss: 1.8957, grad_norm: 2.0393, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3652, loss/aux0: 1.3652 2020-10-20 06:09:18,577 - mmaction - INFO - Epoch [169][40/396] lr: 7.929e-02, eta: 17:24:11, time: 0.933, data_time: 0.004, memory: 8462, top1_acc: 0.5339, top5_acc: 0.7753, loss_cls: 1.8957, loss: 1.8957, grad_norm: 2.0449, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3579, loss/aux0: 1.3579 2020-10-20 06:09:55,081 - mmaction - INFO - Epoch [169][60/396] lr: 7.929e-02, eta: 17:23:26, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5383, top5_acc: 0.7693, loss_cls: 1.8917, loss: 1.8917, grad_norm: 2.0097, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3292, loss/aux0: 1.3292 2020-10-20 06:09:56,023 - mmaction - INFO - Epoch [169][60/396] lr: 7.929e-02, eta: 17:23:35, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5383, top5_acc: 0.7693, loss_cls: 1.8917, loss: 1.8917, grad_norm: 2.0133, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3315, loss/aux0: 1.3315 2020-10-20 06:10:32,615 - mmaction - INFO - Epoch [169][80/396] lr: 7.929e-02, eta: 17:22:50, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5404, top5_acc: 0.7820, loss_cls: 1.8832, loss: 1.8832, grad_norm: 2.0181, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3177, loss/aux0: 1.3177 2020-10-20 06:10:33,601 - mmaction - INFO - Epoch [169][80/396] lr: 7.929e-02, eta: 17:23:00, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5404, top5_acc: 0.7820, loss_cls: 1.8832, loss: 1.8832, grad_norm: 2.0063, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2999, loss/aux0: 1.2999 2020-10-20 06:11:09,980 - mmaction - INFO - Epoch [169][100/396] lr: 7.929e-02, eta: 17:22:15, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5211, top5_acc: 0.7690, loss_cls: 1.9490, loss: 1.9490, grad_norm: 2.0911, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3551, loss/aux0: 1.3551 2020-10-20 06:11:10,952 - mmaction - INFO - Epoch [169][100/396] lr: 7.929e-02, eta: 17:22:25, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5211, top5_acc: 0.7690, loss_cls: 1.9490, loss: 1.9490, grad_norm: 2.0816, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3745, loss/aux0: 1.3745 2020-10-20 06:11:47,433 - mmaction - INFO - Epoch [169][120/396] lr: 7.929e-02, eta: 17:21:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5320, top5_acc: 0.7862, loss_cls: 1.8637, loss: 1.8637, grad_norm: 2.1088, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3379, loss/aux0: 1.3379 2020-10-20 06:11:48,376 - mmaction - INFO - Epoch [169][120/396] lr: 7.929e-02, eta: 17:21:50, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5320, top5_acc: 0.7862, loss_cls: 1.8637, loss: 1.8637, grad_norm: 2.1035, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3276, loss/aux0: 1.3276 2020-10-20 06:12:24,801 - mmaction - INFO - Epoch [169][140/396] lr: 7.929e-02, eta: 17:21:05, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5320, top5_acc: 0.7740, loss_cls: 1.9453, loss: 1.9453, grad_norm: 2.0477, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.3006, loss/aux0: 1.3006 2020-10-20 06:12:25,802 - mmaction - INFO - Epoch [169][140/396] lr: 7.929e-02, eta: 17:21:14, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5320, top5_acc: 0.7740, loss_cls: 1.9453, loss: 1.9453, grad_norm: 2.0536, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3083, loss/aux0: 1.3083 2020-10-20 06:13:02,363 - mmaction - INFO - Epoch [169][160/396] lr: 7.929e-02, eta: 17:20:29, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5268, top5_acc: 0.7669, loss_cls: 1.9457, loss: 1.9457, grad_norm: 2.0859, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4311, loss/aux0: 1.4311 2020-10-20 06:13:03,311 - mmaction - INFO - Epoch [169][160/396] lr: 7.929e-02, eta: 17:20:39, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5268, top5_acc: 0.7669, loss_cls: 1.9457, loss: 1.9457, grad_norm: 2.0961, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4305, loss/aux0: 1.4305 2020-10-20 06:13:39,805 - mmaction - INFO - Epoch [169][180/396] lr: 7.929e-02, eta: 17:19:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5247, top5_acc: 0.7664, loss_cls: 1.9453, loss: 1.9453, grad_norm: 2.0516, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3388, loss/aux0: 1.3388 2020-10-20 06:13:40,746 - mmaction - INFO - Epoch [169][180/396] lr: 7.929e-02, eta: 17:20:04, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.5247, top5_acc: 0.7664, loss_cls: 1.9453, loss: 1.9453, grad_norm: 2.0694, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3418, loss/aux0: 1.3418 2020-10-20 06:14:17,288 - mmaction - INFO - Epoch [169][200/396] lr: 7.929e-02, eta: 17:19:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5294, top5_acc: 0.7648, loss_cls: 1.9267, loss: 1.9267, grad_norm: 2.0233, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3845, loss/aux0: 1.3845 2020-10-20 06:14:18,252 - mmaction - INFO - Epoch [169][200/396] lr: 7.929e-02, eta: 17:19:29, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5294, top5_acc: 0.7648, loss_cls: 1.9267, loss: 1.9267, grad_norm: 2.0294, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3781, loss/aux0: 1.3781 2020-10-20 06:14:54,747 - mmaction - INFO - Epoch [169][220/396] lr: 7.929e-02, eta: 17:18:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5326, top5_acc: 0.7615, loss_cls: 1.9559, loss: 1.9559, grad_norm: 2.0771, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3813, loss/aux0: 1.3813 2020-10-20 06:14:55,725 - mmaction - INFO - Epoch [169][220/396] lr: 7.929e-02, eta: 17:18:53, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5326, top5_acc: 0.7615, loss_cls: 1.9559, loss: 1.9559, grad_norm: 2.0848, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.3915, loss/aux0: 1.3915 2020-10-20 06:15:32,285 - mmaction - INFO - Epoch [169][240/396] lr: 7.929e-02, eta: 17:18:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5237, top5_acc: 0.7729, loss_cls: 1.9332, loss: 1.9332, grad_norm: 2.0901, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3715, loss/aux0: 1.3715 2020-10-20 06:15:33,238 - mmaction - INFO - Epoch [169][240/396] lr: 7.929e-02, eta: 17:18:18, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5237, top5_acc: 0.7729, loss_cls: 1.9332, loss: 1.9332, grad_norm: 2.0778, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3683, loss/aux0: 1.3683 2020-10-20 06:16:09,680 - mmaction - INFO - Epoch [169][260/396] lr: 7.929e-02, eta: 17:17:33, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5299, top5_acc: 0.7641, loss_cls: 1.9424, loss: 1.9424, grad_norm: 2.0626, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.3260, loss/aux0: 1.3260 2020-10-20 06:16:10,629 - mmaction - INFO - Epoch [169][260/396] lr: 7.929e-02, eta: 17:17:43, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5299, top5_acc: 0.7641, loss_cls: 1.9424, loss: 1.9424, grad_norm: 2.0588, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3249, loss/aux0: 1.3249 2020-10-20 06:16:47,164 - mmaction - INFO - Epoch [169][280/396] lr: 7.929e-02, eta: 17:16:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7680, loss_cls: 1.9548, loss: 1.9548, grad_norm: 2.0844, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.3884, loss/aux0: 1.3884 2020-10-20 06:16:48,173 - mmaction - INFO - Epoch [169][280/396] lr: 7.929e-02, eta: 17:17:08, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7680, loss_cls: 1.9548, loss: 1.9548, grad_norm: 2.0781, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.3895, loss/aux0: 1.3895 2020-10-20 06:17:24,609 - mmaction - INFO - Epoch [169][300/396] lr: 7.929e-02, eta: 17:16:23, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5391, top5_acc: 0.7773, loss_cls: 1.8762, loss: 1.8762, grad_norm: 2.0272, top1_acc/aux0: 0.6591, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3715, loss/aux0: 1.3715 2020-10-20 06:17:25,568 - mmaction - INFO - Epoch [169][300/396] lr: 7.929e-02, eta: 17:16:32, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5391, top5_acc: 0.7773, loss_cls: 1.8762, loss: 1.8762, grad_norm: 2.0053, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3613, loss/aux0: 1.3613 2020-10-20 06:18:02,011 - mmaction - INFO - Epoch [169][320/396] lr: 7.929e-02, eta: 17:15:47, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5258, top5_acc: 0.7664, loss_cls: 1.9551, loss: 1.9551, grad_norm: 2.0824, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3507, loss/aux0: 1.3507 2020-10-20 06:18:02,979 - mmaction - INFO - Epoch [169][320/396] lr: 7.929e-02, eta: 17:15:57, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5258, top5_acc: 0.7664, loss_cls: 1.9551, loss: 1.9551, grad_norm: 2.0751, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3543, loss/aux0: 1.3543 2020-10-20 06:18:39,308 - mmaction - INFO - Epoch [169][340/396] lr: 7.929e-02, eta: 17:15:12, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7682, loss_cls: 1.9457, loss: 1.9457, grad_norm: 2.0499, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3049, loss/aux0: 1.3049 2020-10-20 06:18:40,275 - mmaction - INFO - Epoch [169][340/396] lr: 7.929e-02, eta: 17:15:22, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7682, loss_cls: 1.9457, loss: 1.9457, grad_norm: 2.0428, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3103, loss/aux0: 1.3103 2020-10-20 06:19:16,702 - mmaction - INFO - Epoch [169][360/396] lr: 7.929e-02, eta: 17:14:37, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5302, top5_acc: 0.7669, loss_cls: 1.9139, loss: 1.9139, grad_norm: 2.0404, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3204, loss/aux0: 1.3204 2020-10-20 06:19:17,662 - mmaction - INFO - Epoch [169][360/396] lr: 7.929e-02, eta: 17:14:46, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5302, top5_acc: 0.7669, loss_cls: 1.9139, loss: 1.9139, grad_norm: 2.0410, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3411, loss/aux0: 1.3411 2020-10-20 06:19:54,173 - mmaction - INFO - Epoch [169][380/396] lr: 7.929e-02, eta: 17:14:02, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5292, top5_acc: 0.7786, loss_cls: 1.9029, loss: 1.9029, grad_norm: 2.1059, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3528, loss/aux0: 1.3528 2020-10-20 06:19:55,163 - mmaction - INFO - Epoch [169][380/396] lr: 7.929e-02, eta: 17:14:11, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.5292, top5_acc: 0.7786, loss_cls: 1.9029, loss: 1.9029, grad_norm: 2.1024, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3353, loss/aux0: 1.3353 2020-10-20 06:24:13,661 - mmaction - INFO - Epoch [170][20/396] lr: 7.767e-02, eta: 17:12:43, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5292, top5_acc: 0.7734, loss_cls: 1.9276, loss: 1.9276, grad_norm: 2.1090, top1_acc/aux0: 0.6675, top5_acc/aux0: 0.8717, loss_cls/aux0: 1.3090, loss/aux0: 1.3090 2020-10-20 06:24:14,617 - mmaction - INFO - Epoch [170][20/396] lr: 7.767e-02, eta: 17:12:52, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.5292, top5_acc: 0.7734, loss_cls: 1.9276, loss: 1.9276, grad_norm: 2.0898, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2955, loss/aux0: 1.2955 2020-10-20 06:24:51,103 - mmaction - INFO - Epoch [170][40/396] lr: 7.767e-02, eta: 17:12:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5391, top5_acc: 0.7768, loss_cls: 1.9087, loss: 1.9087, grad_norm: 2.0389, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.3187, loss/aux0: 1.3187 2020-10-20 06:24:52,038 - mmaction - INFO - Epoch [170][40/396] lr: 7.767e-02, eta: 17:12:17, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5391, top5_acc: 0.7768, loss_cls: 1.9087, loss: 1.9087, grad_norm: 2.0414, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3374, loss/aux0: 1.3374 2020-10-20 06:25:28,505 - mmaction - INFO - Epoch [170][60/396] lr: 7.767e-02, eta: 17:11:32, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5411, top5_acc: 0.7781, loss_cls: 1.8886, loss: 1.8886, grad_norm: 2.1371, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3521, loss/aux0: 1.3521 2020-10-20 06:25:29,468 - mmaction - INFO - Epoch [170][60/396] lr: 7.767e-02, eta: 17:11:42, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5411, top5_acc: 0.7781, loss_cls: 1.8886, loss: 1.8886, grad_norm: 2.1185, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3379, loss/aux0: 1.3379 2020-10-20 06:26:05,920 - mmaction - INFO - Epoch [170][80/396] lr: 7.767e-02, eta: 17:10:57, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5430, top5_acc: 0.7781, loss_cls: 1.8739, loss: 1.8739, grad_norm: 2.0558, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3293, loss/aux0: 1.3293 2020-10-20 06:26:06,902 - mmaction - INFO - Epoch [170][80/396] lr: 7.767e-02, eta: 17:11:06, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5430, top5_acc: 0.7781, loss_cls: 1.8739, loss: 1.8739, grad_norm: 2.0659, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3438, loss/aux0: 1.3438 2020-10-20 06:26:43,371 - mmaction - INFO - Epoch [170][100/396] lr: 7.767e-02, eta: 17:10:22, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7716, loss_cls: 1.9325, loss: 1.9325, grad_norm: 2.0617, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3444, loss/aux0: 1.3444 2020-10-20 06:26:44,394 - mmaction - INFO - Epoch [170][100/396] lr: 7.767e-02, eta: 17:10:31, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7716, loss_cls: 1.9325, loss: 1.9325, grad_norm: 2.0628, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3449, loss/aux0: 1.3449 2020-10-20 06:27:20,877 - mmaction - INFO - Epoch [170][120/396] lr: 7.767e-02, eta: 17:09:46, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5289, top5_acc: 0.7740, loss_cls: 1.9152, loss: 1.9152, grad_norm: 2.0659, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4163, loss/aux0: 1.4163 2020-10-20 06:27:21,852 - mmaction - INFO - Epoch [170][120/396] lr: 7.767e-02, eta: 17:09:56, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5289, top5_acc: 0.7740, loss_cls: 1.9152, loss: 1.9152, grad_norm: 2.0696, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4181, loss/aux0: 1.4181 2020-10-20 06:27:58,331 - mmaction - INFO - Epoch [170][140/396] lr: 7.767e-02, eta: 17:09:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5240, top5_acc: 0.7784, loss_cls: 1.9118, loss: 1.9118, grad_norm: 2.1181, top1_acc/aux0: 0.6591, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3430, loss/aux0: 1.3430 2020-10-20 06:27:59,286 - mmaction - INFO - Epoch [170][140/396] lr: 7.767e-02, eta: 17:09:21, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5240, top5_acc: 0.7784, loss_cls: 1.9118, loss: 1.9118, grad_norm: 2.1193, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3322, loss/aux0: 1.3322 2020-10-20 06:28:35,782 - mmaction - INFO - Epoch [170][160/396] lr: 7.767e-02, eta: 17:08:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5198, top5_acc: 0.7805, loss_cls: 1.8979, loss: 1.8979, grad_norm: 2.0377, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2861, loss/aux0: 1.2861 2020-10-20 06:28:36,745 - mmaction - INFO - Epoch [170][160/396] lr: 7.767e-02, eta: 17:08:45, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5198, top5_acc: 0.7805, loss_cls: 1.8979, loss: 1.8979, grad_norm: 2.0360, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2872, loss/aux0: 1.2872 2020-10-20 06:29:13,203 - mmaction - INFO - Epoch [170][180/396] lr: 7.767e-02, eta: 17:08:01, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5453, top5_acc: 0.7875, loss_cls: 1.8489, loss: 1.8489, grad_norm: 2.0638, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3250, loss/aux0: 1.3250 2020-10-20 06:29:14,160 - mmaction - INFO - Epoch [170][180/396] lr: 7.767e-02, eta: 17:08:10, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5453, top5_acc: 0.7875, loss_cls: 1.8489, loss: 1.8489, grad_norm: 2.0502, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3334, loss/aux0: 1.3334 2020-10-20 06:29:50,740 - mmaction - INFO - Epoch [170][200/396] lr: 7.767e-02, eta: 17:07:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5245, top5_acc: 0.7633, loss_cls: 1.9671, loss: 1.9671, grad_norm: 2.1118, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3455, loss/aux0: 1.3455 2020-10-20 06:29:51,687 - mmaction - INFO - Epoch [170][200/396] lr: 7.767e-02, eta: 17:07:35, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5245, top5_acc: 0.7633, loss_cls: 1.9671, loss: 1.9671, grad_norm: 2.1231, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3445, loss/aux0: 1.3445 2020-10-20 06:30:28,266 - mmaction - INFO - Epoch [170][220/396] lr: 7.767e-02, eta: 17:06:50, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7693, loss_cls: 1.9432, loss: 1.9432, grad_norm: 2.1141, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3958, loss/aux0: 1.3958 2020-10-20 06:30:29,261 - mmaction - INFO - Epoch [170][220/396] lr: 7.767e-02, eta: 17:07:00, time: 0.939, data_time: 0.005, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7693, loss_cls: 1.9432, loss: 1.9432, grad_norm: 2.1377, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4068, loss/aux0: 1.4068 2020-10-20 06:31:05,659 - mmaction - INFO - Epoch [170][240/396] lr: 7.767e-02, eta: 17:06:15, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5214, top5_acc: 0.7578, loss_cls: 1.9679, loss: 1.9679, grad_norm: 2.0602, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3379, loss/aux0: 1.3379 2020-10-20 06:31:06,621 - mmaction - INFO - Epoch [170][240/396] lr: 7.767e-02, eta: 17:06:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5214, top5_acc: 0.7578, loss_cls: 1.9679, loss: 1.9679, grad_norm: 2.0658, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3237, loss/aux0: 1.3237 2020-10-20 06:31:43,064 - mmaction - INFO - Epoch [170][260/396] lr: 7.767e-02, eta: 17:05:40, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5430, top5_acc: 0.7799, loss_cls: 1.8890, loss: 1.8890, grad_norm: 2.0608, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3810, loss/aux0: 1.3810 2020-10-20 06:31:44,055 - mmaction - INFO - Epoch [170][260/396] lr: 7.767e-02, eta: 17:05:49, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5430, top5_acc: 0.7799, loss_cls: 1.8890, loss: 1.8890, grad_norm: 2.0558, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3932, loss/aux0: 1.3932 2020-10-20 06:32:20,588 - mmaction - INFO - Epoch [170][280/396] lr: 7.767e-02, eta: 17:05:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5307, top5_acc: 0.7734, loss_cls: 1.9264, loss: 1.9264, grad_norm: 2.0885, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3196, loss/aux0: 1.3196 2020-10-20 06:32:21,553 - mmaction - INFO - Epoch [170][280/396] lr: 7.767e-02, eta: 17:05:14, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5307, top5_acc: 0.7734, loss_cls: 1.9264, loss: 1.9264, grad_norm: 2.0801, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3131, loss/aux0: 1.3131 2020-10-20 06:32:58,072 - mmaction - INFO - Epoch [170][300/396] lr: 7.767e-02, eta: 17:04:29, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5393, top5_acc: 0.7719, loss_cls: 1.8951, loss: 1.8951, grad_norm: 2.0694, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3562, loss/aux0: 1.3562 2020-10-20 06:32:59,014 - mmaction - INFO - Epoch [170][300/396] lr: 7.767e-02, eta: 17:04:39, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5393, top5_acc: 0.7719, loss_cls: 1.8951, loss: 1.8951, grad_norm: 2.0741, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3522, loss/aux0: 1.3522 2020-10-20 06:33:35,476 - mmaction - INFO - Epoch [170][320/396] lr: 7.767e-02, eta: 17:03:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5370, top5_acc: 0.7792, loss_cls: 1.8884, loss: 1.8884, grad_norm: 2.1090, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3581, loss/aux0: 1.3581 2020-10-20 06:33:36,423 - mmaction - INFO - Epoch [170][320/396] lr: 7.767e-02, eta: 17:04:03, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5370, top5_acc: 0.7792, loss_cls: 1.8884, loss: 1.8884, grad_norm: 2.1119, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3655, loss/aux0: 1.3655 2020-10-20 06:34:12,839 - mmaction - INFO - Epoch [170][340/396] lr: 7.767e-02, eta: 17:03:19, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5406, top5_acc: 0.7799, loss_cls: 1.8905, loss: 1.8905, grad_norm: 2.1087, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3476, loss/aux0: 1.3476 2020-10-20 06:34:13,827 - mmaction - INFO - Epoch [170][340/396] lr: 7.767e-02, eta: 17:03:28, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5406, top5_acc: 0.7799, loss_cls: 1.8905, loss: 1.8905, grad_norm: 2.0974, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3326, loss/aux0: 1.3326 2020-10-20 06:34:50,349 - mmaction - INFO - Epoch [170][360/396] lr: 7.767e-02, eta: 17:02:43, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5187, top5_acc: 0.7703, loss_cls: 1.9513, loss: 1.9513, grad_norm: 2.1526, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3208, loss/aux0: 1.3208 2020-10-20 06:34:51,356 - mmaction - INFO - Epoch [170][360/396] lr: 7.767e-02, eta: 17:02:53, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.5187, top5_acc: 0.7703, loss_cls: 1.9513, loss: 1.9513, grad_norm: 2.1393, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.3233, loss/aux0: 1.3233 2020-10-20 06:35:27,818 - mmaction - INFO - Epoch [170][380/396] lr: 7.767e-02, eta: 17:02:08, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5367, top5_acc: 0.7836, loss_cls: 1.9021, loss: 1.9021, grad_norm: 2.0579, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3185, loss/aux0: 1.3185 2020-10-20 06:35:28,791 - mmaction - INFO - Epoch [170][380/396] lr: 7.767e-02, eta: 17:02:17, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.5367, top5_acc: 0.7836, loss_cls: 1.9021, loss: 1.9021, grad_norm: 2.0561, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3197, loss/aux0: 1.3197 2020-10-20 06:40:05,284 - mmaction - INFO - Epoch [171][20/396] lr: 7.607e-02, eta: 17:00:49, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5409, top5_acc: 0.7810, loss_cls: 1.8654, loss: 1.8654, grad_norm: 2.0838, top1_acc/aux0: 0.6563, top5_acc/aux0: 0.8610, loss_cls/aux0: 1.3488, loss/aux0: 1.3488 2020-10-20 06:40:06,238 - mmaction - INFO - Epoch [171][20/396] lr: 7.607e-02, eta: 17:00:59, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.5409, top5_acc: 0.7810, loss_cls: 1.8654, loss: 1.8654, grad_norm: 2.0889, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3414, loss/aux0: 1.3414 2020-10-20 06:40:42,634 - mmaction - INFO - Epoch [171][40/396] lr: 7.607e-02, eta: 17:00:14, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5221, top5_acc: 0.7685, loss_cls: 1.9252, loss: 1.9252, grad_norm: 2.0833, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3397, loss/aux0: 1.3397 2020-10-20 06:40:43,588 - mmaction - INFO - Epoch [171][40/396] lr: 7.607e-02, eta: 17:00:23, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.5221, top5_acc: 0.7685, loss_cls: 1.9252, loss: 1.9252, grad_norm: 2.0647, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3423, loss/aux0: 1.3423 2020-10-20 06:41:20,076 - mmaction - INFO - Epoch [171][60/396] lr: 7.607e-02, eta: 16:59:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5328, top5_acc: 0.7768, loss_cls: 1.9039, loss: 1.9039, grad_norm: 2.0804, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3347, loss/aux0: 1.3347 2020-10-20 06:41:21,081 - mmaction - INFO - Epoch [171][60/396] lr: 7.607e-02, eta: 16:59:48, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5328, top5_acc: 0.7768, loss_cls: 1.9039, loss: 1.9039, grad_norm: 2.0788, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3414, loss/aux0: 1.3414 2020-10-20 06:41:57,570 - mmaction - INFO - Epoch [171][80/396] lr: 7.607e-02, eta: 16:59:03, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7776, loss_cls: 1.9058, loss: 1.9058, grad_norm: 2.0813, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3351, loss/aux0: 1.3351 2020-10-20 06:41:58,539 - mmaction - INFO - Epoch [171][80/396] lr: 7.607e-02, eta: 16:59:13, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7776, loss_cls: 1.9058, loss: 1.9058, grad_norm: 2.0896, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3406, loss/aux0: 1.3406 2020-10-20 06:42:35,063 - mmaction - INFO - Epoch [171][100/396] lr: 7.607e-02, eta: 16:58:28, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5383, top5_acc: 0.7724, loss_cls: 1.8875, loss: 1.8875, grad_norm: 2.1319, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3144, loss/aux0: 1.3144 2020-10-20 06:42:36,071 - mmaction - INFO - Epoch [171][100/396] lr: 7.607e-02, eta: 16:58:38, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5383, top5_acc: 0.7724, loss_cls: 1.8875, loss: 1.8875, grad_norm: 2.1170, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3046, loss/aux0: 1.3046 2020-10-20 06:43:12,527 - mmaction - INFO - Epoch [171][120/396] lr: 7.607e-02, eta: 16:57:53, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7870, loss_cls: 1.8718, loss: 1.8718, grad_norm: 2.1268, top1_acc/aux0: 0.6591, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3714, loss/aux0: 1.3714 2020-10-20 06:43:13,548 - mmaction - INFO - Epoch [171][120/396] lr: 7.607e-02, eta: 16:58:02, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7870, loss_cls: 1.8718, loss: 1.8718, grad_norm: 2.1158, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3770, loss/aux0: 1.3770 2020-10-20 06:43:50,011 - mmaction - INFO - Epoch [171][140/396] lr: 7.607e-02, eta: 16:57:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5263, top5_acc: 0.7708, loss_cls: 1.9199, loss: 1.9199, grad_norm: 2.0952, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3341, loss/aux0: 1.3341 2020-10-20 06:43:50,964 - mmaction - INFO - Epoch [171][140/396] lr: 7.607e-02, eta: 16:57:27, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5263, top5_acc: 0.7708, loss_cls: 1.9199, loss: 1.9199, grad_norm: 2.0811, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3261, loss/aux0: 1.3261 2020-10-20 06:44:27,499 - mmaction - INFO - Epoch [171][160/396] lr: 7.607e-02, eta: 16:56:42, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5383, top5_acc: 0.7664, loss_cls: 1.8935, loss: 1.8935, grad_norm: 2.0815, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3014, loss/aux0: 1.3014 2020-10-20 06:44:28,530 - mmaction - INFO - Epoch [171][160/396] lr: 7.607e-02, eta: 16:56:52, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5383, top5_acc: 0.7664, loss_cls: 1.8935, loss: 1.8935, grad_norm: 2.0922, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3046, loss/aux0: 1.3046 2020-10-20 06:45:04,954 - mmaction - INFO - Epoch [171][180/396] lr: 7.607e-02, eta: 16:56:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5365, top5_acc: 0.7714, loss_cls: 1.9097, loss: 1.9097, grad_norm: 2.0910, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3306, loss/aux0: 1.3306 2020-10-20 06:45:05,917 - mmaction - INFO - Epoch [171][180/396] lr: 7.607e-02, eta: 16:56:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5365, top5_acc: 0.7714, loss_cls: 1.9097, loss: 1.9097, grad_norm: 2.1076, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3379, loss/aux0: 1.3379 2020-10-20 06:45:42,441 - mmaction - INFO - Epoch [171][200/396] lr: 7.607e-02, eta: 16:55:32, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5312, top5_acc: 0.7721, loss_cls: 1.9043, loss: 1.9043, grad_norm: 2.0838, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3603, loss/aux0: 1.3603 2020-10-20 06:45:43,382 - mmaction - INFO - Epoch [171][200/396] lr: 7.607e-02, eta: 16:55:41, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5312, top5_acc: 0.7721, loss_cls: 1.9043, loss: 1.9043, grad_norm: 2.0782, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3391, loss/aux0: 1.3391 2020-10-20 06:46:19,926 - mmaction - INFO - Epoch [171][220/396] lr: 7.607e-02, eta: 16:54:57, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5393, top5_acc: 0.7766, loss_cls: 1.8858, loss: 1.8858, grad_norm: 2.1527, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3177, loss/aux0: 1.3177 2020-10-20 06:46:20,878 - mmaction - INFO - Epoch [171][220/396] lr: 7.607e-02, eta: 16:55:06, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5393, top5_acc: 0.7766, loss_cls: 1.8858, loss: 1.8858, grad_norm: 2.1497, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3253, loss/aux0: 1.3253 2020-10-20 06:46:57,422 - mmaction - INFO - Epoch [171][240/396] lr: 7.607e-02, eta: 16:54:22, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5359, top5_acc: 0.7714, loss_cls: 1.9340, loss: 1.9340, grad_norm: 2.0599, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3131, loss/aux0: 1.3131 2020-10-20 06:46:58,375 - mmaction - INFO - Epoch [171][240/396] lr: 7.607e-02, eta: 16:54:31, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5359, top5_acc: 0.7714, loss_cls: 1.9340, loss: 1.9340, grad_norm: 2.0730, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3213, loss/aux0: 1.3213 2020-10-20 06:47:35,041 - mmaction - INFO - Epoch [171][260/396] lr: 7.607e-02, eta: 16:53:46, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.5362, top5_acc: 0.7867, loss_cls: 1.8738, loss: 1.8738, grad_norm: 2.1286, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2979, loss/aux0: 1.2979 2020-10-20 06:47:36,002 - mmaction - INFO - Epoch [171][260/396] lr: 7.607e-02, eta: 16:53:56, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.5362, top5_acc: 0.7867, loss_cls: 1.8738, loss: 1.8738, grad_norm: 2.1247, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2881, loss/aux0: 1.2881 2020-10-20 06:48:12,466 - mmaction - INFO - Epoch [171][280/396] lr: 7.607e-02, eta: 16:53:11, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7719, loss_cls: 1.9288, loss: 1.9288, grad_norm: 2.1090, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3574, loss/aux0: 1.3574 2020-10-20 06:48:13,461 - mmaction - INFO - Epoch [171][280/396] lr: 7.607e-02, eta: 16:53:20, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7719, loss_cls: 1.9288, loss: 1.9288, grad_norm: 2.1086, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3698, loss/aux0: 1.3698 2020-10-20 06:48:49,908 - mmaction - INFO - Epoch [171][300/396] lr: 7.607e-02, eta: 16:52:36, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5547, top5_acc: 0.7956, loss_cls: 1.7822, loss: 1.7822, grad_norm: 2.1603, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3408, loss/aux0: 1.3408 2020-10-20 06:48:50,870 - mmaction - INFO - Epoch [171][300/396] lr: 7.607e-02, eta: 16:52:45, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5547, top5_acc: 0.7956, loss_cls: 1.7822, loss: 1.7822, grad_norm: 2.1517, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3360, loss/aux0: 1.3360 2020-10-20 06:49:27,384 - mmaction - INFO - Epoch [171][320/396] lr: 7.607e-02, eta: 16:52:01, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5313, top5_acc: 0.7721, loss_cls: 1.9082, loss: 1.9082, grad_norm: 2.0783, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.3866, loss/aux0: 1.3866 2020-10-20 06:49:28,365 - mmaction - INFO - Epoch [171][320/396] lr: 7.607e-02, eta: 16:52:10, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5313, top5_acc: 0.7721, loss_cls: 1.9082, loss: 1.9082, grad_norm: 2.0540, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3782, loss/aux0: 1.3782 2020-10-20 06:50:05,003 - mmaction - INFO - Epoch [171][340/396] lr: 7.607e-02, eta: 16:51:25, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5443, top5_acc: 0.7823, loss_cls: 1.8748, loss: 1.8748, grad_norm: 2.0953, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3237, loss/aux0: 1.3237 2020-10-20 06:50:06,019 - mmaction - INFO - Epoch [171][340/396] lr: 7.607e-02, eta: 16:51:35, time: 0.946, data_time: 0.002, memory: 8462, top1_acc: 0.5443, top5_acc: 0.7823, loss_cls: 1.8748, loss: 1.8748, grad_norm: 2.0978, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3343, loss/aux0: 1.3343 2020-10-20 06:50:42,463 - mmaction - INFO - Epoch [171][360/396] lr: 7.607e-02, eta: 16:50:50, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5164, top5_acc: 0.7615, loss_cls: 1.9701, loss: 1.9701, grad_norm: 2.1167, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2962, loss/aux0: 1.2962 2020-10-20 06:50:43,435 - mmaction - INFO - Epoch [171][360/396] lr: 7.607e-02, eta: 16:50:59, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5164, top5_acc: 0.7615, loss_cls: 1.9701, loss: 1.9701, grad_norm: 2.1052, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2859, loss/aux0: 1.2859 2020-10-20 06:51:19,963 - mmaction - INFO - Epoch [171][380/396] lr: 7.607e-02, eta: 16:50:15, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5310, top5_acc: 0.7719, loss_cls: 1.9221, loss: 1.9221, grad_norm: 2.0960, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.3154, loss/aux0: 1.3154 2020-10-20 06:51:20,986 - mmaction - INFO - Epoch [171][380/396] lr: 7.607e-02, eta: 16:50:24, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.5310, top5_acc: 0.7719, loss_cls: 1.9221, loss: 1.9221, grad_norm: 2.1053, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3302, loss/aux0: 1.3302 2020-10-20 06:55:40,325 - mmaction - INFO - Epoch [172][20/396] lr: 7.447e-02, eta: 16:48:57, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5398, top5_acc: 0.7758, loss_cls: 1.8808, loss: 1.8808, grad_norm: 2.1097, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8618, loss_cls/aux0: 1.3259, loss/aux0: 1.3259 2020-10-20 06:55:41,267 - mmaction - INFO - Epoch [172][20/396] lr: 7.447e-02, eta: 16:49:06, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.5398, top5_acc: 0.7758, loss_cls: 1.8808, loss: 1.8808, grad_norm: 2.1061, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3159, loss/aux0: 1.3159 2020-10-20 06:56:17,595 - mmaction - INFO - Epoch [172][40/396] lr: 7.447e-02, eta: 16:48:21, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7807, loss_cls: 1.8990, loss: 1.8990, grad_norm: 2.1197, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2906, loss/aux0: 1.2906 2020-10-20 06:56:18,560 - mmaction - INFO - Epoch [172][40/396] lr: 7.447e-02, eta: 16:48:30, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7807, loss_cls: 1.8990, loss: 1.8990, grad_norm: 2.1353, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3039, loss/aux0: 1.3039 2020-10-20 06:56:55,073 - mmaction - INFO - Epoch [172][60/396] lr: 7.447e-02, eta: 16:47:46, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5586, top5_acc: 0.7867, loss_cls: 1.8206, loss: 1.8206, grad_norm: 2.1117, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3426, loss/aux0: 1.3426 2020-10-20 06:56:56,031 - mmaction - INFO - Epoch [172][60/396] lr: 7.447e-02, eta: 16:47:55, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5586, top5_acc: 0.7867, loss_cls: 1.8206, loss: 1.8206, grad_norm: 2.1087, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3372, loss/aux0: 1.3372 2020-10-20 06:57:32,523 - mmaction - INFO - Epoch [172][80/396] lr: 7.447e-02, eta: 16:47:11, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5430, top5_acc: 0.7875, loss_cls: 1.8332, loss: 1.8332, grad_norm: 2.1021, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3132, loss/aux0: 1.3132 2020-10-20 06:57:33,485 - mmaction - INFO - Epoch [172][80/396] lr: 7.447e-02, eta: 16:47:20, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5430, top5_acc: 0.7875, loss_cls: 1.8332, loss: 1.8332, grad_norm: 2.1099, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3078, loss/aux0: 1.3078 2020-10-20 06:58:10,000 - mmaction - INFO - Epoch [172][100/396] lr: 7.447e-02, eta: 16:46:35, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5391, top5_acc: 0.7760, loss_cls: 1.8943, loss: 1.8943, grad_norm: 2.1436, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3485, loss/aux0: 1.3485 2020-10-20 06:58:11,021 - mmaction - INFO - Epoch [172][100/396] lr: 7.447e-02, eta: 16:46:45, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.5391, top5_acc: 0.7760, loss_cls: 1.8943, loss: 1.8943, grad_norm: 2.1453, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3640, loss/aux0: 1.3640 2020-10-20 06:58:47,539 - mmaction - INFO - Epoch [172][120/396] lr: 7.447e-02, eta: 16:46:00, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5469, top5_acc: 0.7854, loss_cls: 1.8345, loss: 1.8345, grad_norm: 2.1080, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3207, loss/aux0: 1.3207 2020-10-20 06:58:48,559 - mmaction - INFO - Epoch [172][120/396] lr: 7.447e-02, eta: 16:46:10, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5469, top5_acc: 0.7854, loss_cls: 1.8345, loss: 1.8345, grad_norm: 2.1127, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3054, loss/aux0: 1.3054 2020-10-20 06:59:25,000 - mmaction - INFO - Epoch [172][140/396] lr: 7.447e-02, eta: 16:45:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5435, top5_acc: 0.7776, loss_cls: 1.8821, loss: 1.8821, grad_norm: 2.1361, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3155, loss/aux0: 1.3155 2020-10-20 06:59:26,004 - mmaction - INFO - Epoch [172][140/396] lr: 7.447e-02, eta: 16:45:34, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5435, top5_acc: 0.7776, loss_cls: 1.8821, loss: 1.8821, grad_norm: 2.1337, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3234, loss/aux0: 1.3234 2020-10-20 07:00:02,449 - mmaction - INFO - Epoch [172][160/396] lr: 7.447e-02, eta: 16:44:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5286, top5_acc: 0.7750, loss_cls: 1.9215, loss: 1.9215, grad_norm: 2.0393, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2934, loss/aux0: 1.2934 2020-10-20 07:00:03,430 - mmaction - INFO - Epoch [172][160/396] lr: 7.447e-02, eta: 16:44:59, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5286, top5_acc: 0.7750, loss_cls: 1.9215, loss: 1.9215, grad_norm: 2.0397, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2875, loss/aux0: 1.2875 2020-10-20 07:00:39,936 - mmaction - INFO - Epoch [172][180/396] lr: 7.447e-02, eta: 16:44:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5484, top5_acc: 0.7812, loss_cls: 1.8667, loss: 1.8667, grad_norm: 2.1312, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3320, loss/aux0: 1.3320 2020-10-20 07:00:40,925 - mmaction - INFO - Epoch [172][180/396] lr: 7.447e-02, eta: 16:44:24, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5484, top5_acc: 0.7812, loss_cls: 1.8667, loss: 1.8667, grad_norm: 2.1477, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3447, loss/aux0: 1.3447 2020-10-20 07:01:17,412 - mmaction - INFO - Epoch [172][200/396] lr: 7.447e-02, eta: 16:43:39, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5271, top5_acc: 0.7698, loss_cls: 1.9076, loss: 1.9076, grad_norm: 2.1678, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3072, loss/aux0: 1.3072 2020-10-20 07:01:18,419 - mmaction - INFO - Epoch [172][200/396] lr: 7.447e-02, eta: 16:43:48, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5271, top5_acc: 0.7698, loss_cls: 1.9076, loss: 1.9076, grad_norm: 2.1698, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2980, loss/aux0: 1.2980 2020-10-20 07:01:54,975 - mmaction - INFO - Epoch [172][220/396] lr: 7.447e-02, eta: 16:43:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5328, top5_acc: 0.7724, loss_cls: 1.9269, loss: 1.9269, grad_norm: 2.0892, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3410, loss/aux0: 1.3410 2020-10-20 07:01:55,948 - mmaction - INFO - Epoch [172][220/396] lr: 7.447e-02, eta: 16:43:13, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5328, top5_acc: 0.7724, loss_cls: 1.9269, loss: 1.9269, grad_norm: 2.0859, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3320, loss/aux0: 1.3320 2020-10-20 07:02:32,443 - mmaction - INFO - Epoch [172][240/396] lr: 7.447e-02, eta: 16:42:29, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5378, top5_acc: 0.7719, loss_cls: 1.9134, loss: 1.9134, grad_norm: 2.1032, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2871, loss/aux0: 1.2871 2020-10-20 07:02:33,396 - mmaction - INFO - Epoch [172][240/396] lr: 7.447e-02, eta: 16:42:38, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5378, top5_acc: 0.7719, loss_cls: 1.9134, loss: 1.9134, grad_norm: 2.1228, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.3035, loss/aux0: 1.3035 2020-10-20 07:03:09,905 - mmaction - INFO - Epoch [172][260/396] lr: 7.447e-02, eta: 16:41:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7747, loss_cls: 1.9143, loss: 1.9143, grad_norm: 2.1078, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2703, loss/aux0: 1.2703 2020-10-20 07:03:10,849 - mmaction - INFO - Epoch [172][260/396] lr: 7.447e-02, eta: 16:42:03, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7747, loss_cls: 1.9143, loss: 1.9143, grad_norm: 2.1178, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2612, loss/aux0: 1.2612 2020-10-20 07:03:47,410 - mmaction - INFO - Epoch [172][280/396] lr: 7.447e-02, eta: 16:41:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5245, top5_acc: 0.7667, loss_cls: 1.9405, loss: 1.9405, grad_norm: 2.1343, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.3038, loss/aux0: 1.3038 2020-10-20 07:03:48,398 - mmaction - INFO - Epoch [172][280/396] lr: 7.447e-02, eta: 16:41:27, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5245, top5_acc: 0.7667, loss_cls: 1.9405, loss: 1.9405, grad_norm: 2.1263, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.3109, loss/aux0: 1.3109 2020-10-20 07:04:24,919 - mmaction - INFO - Epoch [172][300/396] lr: 7.447e-02, eta: 16:40:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7760, loss_cls: 1.9138, loss: 1.9138, grad_norm: 2.1095, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2974, loss/aux0: 1.2974 2020-10-20 07:04:25,925 - mmaction - INFO - Epoch [172][300/396] lr: 7.447e-02, eta: 16:40:52, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7760, loss_cls: 1.9138, loss: 1.9138, grad_norm: 2.1010, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2922, loss/aux0: 1.2922 2020-10-20 07:05:02,409 - mmaction - INFO - Epoch [172][320/396] lr: 7.447e-02, eta: 16:40:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5370, top5_acc: 0.7797, loss_cls: 1.8881, loss: 1.8881, grad_norm: 2.1202, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3047, loss/aux0: 1.3047 2020-10-20 07:05:03,377 - mmaction - INFO - Epoch [172][320/396] lr: 7.447e-02, eta: 16:40:17, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5370, top5_acc: 0.7797, loss_cls: 1.8881, loss: 1.8881, grad_norm: 2.1119, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3083, loss/aux0: 1.3083 2020-10-20 07:05:39,940 - mmaction - INFO - Epoch [172][340/396] lr: 7.447e-02, eta: 16:39:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5411, top5_acc: 0.7734, loss_cls: 1.8960, loss: 1.8960, grad_norm: 2.1200, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3195, loss/aux0: 1.3195 2020-10-20 07:05:40,921 - mmaction - INFO - Epoch [172][340/396] lr: 7.447e-02, eta: 16:39:42, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5411, top5_acc: 0.7734, loss_cls: 1.8960, loss: 1.8960, grad_norm: 2.1267, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3133, loss/aux0: 1.3133 2020-10-20 07:06:17,311 - mmaction - INFO - Epoch [172][360/396] lr: 7.447e-02, eta: 16:38:57, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7664, loss_cls: 1.9398, loss: 1.9398, grad_norm: 2.1152, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3486, loss/aux0: 1.3486 2020-10-20 07:06:18,335 - mmaction - INFO - Epoch [172][360/396] lr: 7.447e-02, eta: 16:39:06, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7664, loss_cls: 1.9398, loss: 1.9398, grad_norm: 2.1116, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3506, loss/aux0: 1.3506 2020-10-20 07:06:54,757 - mmaction - INFO - Epoch [172][380/396] lr: 7.447e-02, eta: 16:38:22, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5339, top5_acc: 0.7690, loss_cls: 1.9294, loss: 1.9294, grad_norm: 2.0873, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2991, loss/aux0: 1.2991 2020-10-20 07:06:55,752 - mmaction - INFO - Epoch [172][380/396] lr: 7.447e-02, eta: 16:38:31, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5339, top5_acc: 0.7690, loss_cls: 1.9294, loss: 1.9294, grad_norm: 2.0994, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3104, loss/aux0: 1.3104 2020-10-20 07:11:17,103 - mmaction - INFO - Epoch [173][20/396] lr: 7.288e-02, eta: 16:37:04, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5294, top5_acc: 0.7813, loss_cls: 1.8961, loss: 1.8961, grad_norm: 2.0697, top1_acc/aux0: 0.6686, top5_acc/aux0: 0.8649, loss_cls/aux0: 1.3315, loss/aux0: 1.3315 2020-10-20 07:11:18,040 - mmaction - INFO - Epoch [173][20/396] lr: 7.288e-02, eta: 16:37:13, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.5294, top5_acc: 0.7813, loss_cls: 1.8961, loss: 1.8961, grad_norm: 2.0795, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3290, loss/aux0: 1.3290 2020-10-20 07:11:54,440 - mmaction - INFO - Epoch [173][40/396] lr: 7.288e-02, eta: 16:36:28, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5497, top5_acc: 0.7792, loss_cls: 1.8505, loss: 1.8505, grad_norm: 2.1277, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3166, loss/aux0: 1.3166 2020-10-20 07:11:55,464 - mmaction - INFO - Epoch [173][40/396] lr: 7.288e-02, eta: 16:36:37, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5497, top5_acc: 0.7792, loss_cls: 1.8505, loss: 1.8505, grad_norm: 2.1241, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3156, loss/aux0: 1.3156 2020-10-20 07:12:31,870 - mmaction - INFO - Epoch [173][60/396] lr: 7.288e-02, eta: 16:35:53, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7654, loss_cls: 1.8869, loss: 1.8869, grad_norm: 2.1533, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3667, loss/aux0: 1.3667 2020-10-20 07:12:32,889 - mmaction - INFO - Epoch [173][60/396] lr: 7.288e-02, eta: 16:36:02, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7654, loss_cls: 1.8869, loss: 1.8869, grad_norm: 2.1622, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3733, loss/aux0: 1.3733 2020-10-20 07:13:09,246 - mmaction - INFO - Epoch [173][80/396] lr: 7.288e-02, eta: 16:35:18, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5497, top5_acc: 0.7880, loss_cls: 1.8333, loss: 1.8333, grad_norm: 2.1034, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2917, loss/aux0: 1.2917 2020-10-20 07:13:10,200 - mmaction - INFO - Epoch [173][80/396] lr: 7.288e-02, eta: 16:35:27, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.5497, top5_acc: 0.7880, loss_cls: 1.8333, loss: 1.8333, grad_norm: 2.1107, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2923, loss/aux0: 1.2923 2020-10-20 07:13:46,767 - mmaction - INFO - Epoch [173][100/396] lr: 7.288e-02, eta: 16:34:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5299, top5_acc: 0.7703, loss_cls: 1.9360, loss: 1.9360, grad_norm: 2.1335, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3757, loss/aux0: 1.3757 2020-10-20 07:13:47,732 - mmaction - INFO - Epoch [173][100/396] lr: 7.288e-02, eta: 16:34:51, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5299, top5_acc: 0.7703, loss_cls: 1.9360, loss: 1.9360, grad_norm: 2.1014, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3576, loss/aux0: 1.3576 2020-10-20 07:14:24,220 - mmaction - INFO - Epoch [173][120/396] lr: 7.288e-02, eta: 16:34:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5404, top5_acc: 0.7729, loss_cls: 1.8965, loss: 1.8965, grad_norm: 2.1477, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3410, loss/aux0: 1.3410 2020-10-20 07:14:25,174 - mmaction - INFO - Epoch [173][120/396] lr: 7.288e-02, eta: 16:34:16, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5404, top5_acc: 0.7729, loss_cls: 1.8965, loss: 1.8965, grad_norm: 2.1467, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3574, loss/aux0: 1.3574 2020-10-20 07:15:01,785 - mmaction - INFO - Epoch [173][140/396] lr: 7.288e-02, eta: 16:33:32, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.5336, top5_acc: 0.7753, loss_cls: 1.8916, loss: 1.8916, grad_norm: 2.1161, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3212, loss/aux0: 1.3212 2020-10-20 07:15:02,762 - mmaction - INFO - Epoch [173][140/396] lr: 7.288e-02, eta: 16:33:41, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.5336, top5_acc: 0.7753, loss_cls: 1.8916, loss: 1.8916, grad_norm: 2.1276, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3209, loss/aux0: 1.3209 2020-10-20 07:15:39,339 - mmaction - INFO - Epoch [173][160/396] lr: 7.288e-02, eta: 16:32:57, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5398, top5_acc: 0.7802, loss_cls: 1.8790, loss: 1.8790, grad_norm: 2.1436, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2912, loss/aux0: 1.2912 2020-10-20 07:15:40,302 - mmaction - INFO - Epoch [173][160/396] lr: 7.288e-02, eta: 16:33:06, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5398, top5_acc: 0.7802, loss_cls: 1.8790, loss: 1.8790, grad_norm: 2.1518, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2855, loss/aux0: 1.2855 2020-10-20 07:16:16,862 - mmaction - INFO - Epoch [173][180/396] lr: 7.288e-02, eta: 16:32:21, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5367, top5_acc: 0.7812, loss_cls: 1.8655, loss: 1.8655, grad_norm: 2.2294, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3055, loss/aux0: 1.3055 2020-10-20 07:16:17,807 - mmaction - INFO - Epoch [173][180/396] lr: 7.288e-02, eta: 16:32:30, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5367, top5_acc: 0.7812, loss_cls: 1.8655, loss: 1.8655, grad_norm: 2.2284, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3123, loss/aux0: 1.3123 2020-10-20 07:16:54,327 - mmaction - INFO - Epoch [173][200/396] lr: 7.288e-02, eta: 16:31:46, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5427, top5_acc: 0.7888, loss_cls: 1.8338, loss: 1.8338, grad_norm: 2.0999, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3550, loss/aux0: 1.3550 2020-10-20 07:16:55,294 - mmaction - INFO - Epoch [173][200/396] lr: 7.288e-02, eta: 16:31:55, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5427, top5_acc: 0.7888, loss_cls: 1.8338, loss: 1.8338, grad_norm: 2.1054, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3598, loss/aux0: 1.3598 2020-10-20 07:17:31,677 - mmaction - INFO - Epoch [173][220/396] lr: 7.288e-02, eta: 16:31:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5313, top5_acc: 0.7750, loss_cls: 1.8768, loss: 1.8768, grad_norm: 2.1632, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3391, loss/aux0: 1.3391 2020-10-20 07:17:32,680 - mmaction - INFO - Epoch [173][220/396] lr: 7.288e-02, eta: 16:31:20, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5313, top5_acc: 0.7750, loss_cls: 1.8768, loss: 1.8768, grad_norm: 2.1638, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3270, loss/aux0: 1.3270 2020-10-20 07:18:09,168 - mmaction - INFO - Epoch [173][240/396] lr: 7.288e-02, eta: 16:30:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5310, top5_acc: 0.7852, loss_cls: 1.8805, loss: 1.8805, grad_norm: 2.1864, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3207, loss/aux0: 1.3207 2020-10-20 07:18:10,135 - mmaction - INFO - Epoch [173][240/396] lr: 7.288e-02, eta: 16:30:45, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5310, top5_acc: 0.7852, loss_cls: 1.8805, loss: 1.8805, grad_norm: 2.1775, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3131, loss/aux0: 1.3131 2020-10-20 07:18:46,623 - mmaction - INFO - Epoch [173][260/396] lr: 7.288e-02, eta: 16:30:00, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5242, top5_acc: 0.7635, loss_cls: 1.9659, loss: 1.9659, grad_norm: 2.1564, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3523, loss/aux0: 1.3523 2020-10-20 07:18:47,622 - mmaction - INFO - Epoch [173][260/396] lr: 7.288e-02, eta: 16:30:09, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5242, top5_acc: 0.7635, loss_cls: 1.9659, loss: 1.9659, grad_norm: 2.1335, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3660, loss/aux0: 1.3660 2020-10-20 07:19:24,057 - mmaction - INFO - Epoch [173][280/396] lr: 7.288e-02, eta: 16:29:25, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5375, top5_acc: 0.7638, loss_cls: 1.9129, loss: 1.9129, grad_norm: 2.1360, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2954, loss/aux0: 1.2954 2020-10-20 07:19:25,077 - mmaction - INFO - Epoch [173][280/396] lr: 7.288e-02, eta: 16:29:34, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5375, top5_acc: 0.7638, loss_cls: 1.9129, loss: 1.9129, grad_norm: 2.1332, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2945, loss/aux0: 1.2945 2020-10-20 07:20:01,527 - mmaction - INFO - Epoch [173][300/396] lr: 7.288e-02, eta: 16:28:50, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5326, top5_acc: 0.7690, loss_cls: 1.9237, loss: 1.9237, grad_norm: 2.0887, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3009, loss/aux0: 1.3009 2020-10-20 07:20:02,557 - mmaction - INFO - Epoch [173][300/396] lr: 7.288e-02, eta: 16:28:59, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5326, top5_acc: 0.7690, loss_cls: 1.9237, loss: 1.9237, grad_norm: 2.0917, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3022, loss/aux0: 1.3022 2020-10-20 07:20:38,955 - mmaction - INFO - Epoch [173][320/396] lr: 7.288e-02, eta: 16:28:14, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5523, top5_acc: 0.7878, loss_cls: 1.8300, loss: 1.8300, grad_norm: 2.1332, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3427, loss/aux0: 1.3427 2020-10-20 07:20:39,967 - mmaction - INFO - Epoch [173][320/396] lr: 7.288e-02, eta: 16:28:23, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5523, top5_acc: 0.7878, loss_cls: 1.8300, loss: 1.8300, grad_norm: 2.1350, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3466, loss/aux0: 1.3466 2020-10-20 07:21:16,420 - mmaction - INFO - Epoch [173][340/396] lr: 7.288e-02, eta: 16:27:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7734, loss_cls: 1.9480, loss: 1.9480, grad_norm: 2.2043, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3395, loss/aux0: 1.3395 2020-10-20 07:21:17,358 - mmaction - INFO - Epoch [173][340/396] lr: 7.288e-02, eta: 16:27:48, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7734, loss_cls: 1.9480, loss: 1.9480, grad_norm: 2.1891, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3402, loss/aux0: 1.3402 2020-10-20 07:21:53,876 - mmaction - INFO - Epoch [173][360/396] lr: 7.288e-02, eta: 16:27:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7805, loss_cls: 1.8930, loss: 1.8930, grad_norm: 2.1020, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3194, loss/aux0: 1.3194 2020-10-20 07:21:54,826 - mmaction - INFO - Epoch [173][360/396] lr: 7.288e-02, eta: 16:27:13, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7805, loss_cls: 1.8930, loss: 1.8930, grad_norm: 2.1084, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3126, loss/aux0: 1.3126 2020-10-20 07:22:31,392 - mmaction - INFO - Epoch [173][380/396] lr: 7.288e-02, eta: 16:26:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5336, top5_acc: 0.7766, loss_cls: 1.9043, loss: 1.9043, grad_norm: 2.1189, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3510, loss/aux0: 1.3510 2020-10-20 07:22:32,361 - mmaction - INFO - Epoch [173][380/396] lr: 7.288e-02, eta: 16:26:37, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5336, top5_acc: 0.7766, loss_cls: 1.9043, loss: 1.9043, grad_norm: 2.1042, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3457, loss/aux0: 1.3457 2020-10-20 07:27:02,912 - mmaction - INFO - Epoch [174][20/396] lr: 7.131e-02, eta: 16:25:10, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5312, top5_acc: 0.7807, loss_cls: 1.8606, loss: 1.8606, grad_norm: 2.1706, top1_acc/aux0: 0.6584, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3153, loss/aux0: 1.3153 2020-10-20 07:27:03,873 - mmaction - INFO - Epoch [174][20/396] lr: 7.131e-02, eta: 16:25:19, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.5312, top5_acc: 0.7807, loss_cls: 1.8606, loss: 1.8606, grad_norm: 2.1715, top1_acc/aux0: 0.6560, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3266, loss/aux0: 1.3266 2020-10-20 07:27:40,249 - mmaction - INFO - Epoch [174][40/396] lr: 7.131e-02, eta: 16:24:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5487, top5_acc: 0.7828, loss_cls: 1.8484, loss: 1.8484, grad_norm: 2.1288, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2812, loss/aux0: 1.2812 2020-10-20 07:27:41,209 - mmaction - INFO - Epoch [174][40/396] lr: 7.131e-02, eta: 16:24:44, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5487, top5_acc: 0.7828, loss_cls: 1.8484, loss: 1.8484, grad_norm: 2.1166, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2570, loss/aux0: 1.2570 2020-10-20 07:28:17,623 - mmaction - INFO - Epoch [174][60/396] lr: 7.131e-02, eta: 16:24:00, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5440, top5_acc: 0.7781, loss_cls: 1.8669, loss: 1.8669, grad_norm: 2.0765, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2550, loss/aux0: 1.2550 2020-10-20 07:28:18,623 - mmaction - INFO - Epoch [174][60/396] lr: 7.131e-02, eta: 16:24:09, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5440, top5_acc: 0.7781, loss_cls: 1.8669, loss: 1.8669, grad_norm: 2.0908, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2667, loss/aux0: 1.2667 2020-10-20 07:28:55,029 - mmaction - INFO - Epoch [174][80/396] lr: 7.131e-02, eta: 16:23:24, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5247, top5_acc: 0.7771, loss_cls: 1.9005, loss: 1.9005, grad_norm: 2.1445, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2928, loss/aux0: 1.2928 2020-10-20 07:28:56,013 - mmaction - INFO - Epoch [174][80/396] lr: 7.131e-02, eta: 16:23:33, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5247, top5_acc: 0.7771, loss_cls: 1.9005, loss: 1.9005, grad_norm: 2.1506, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2930, loss/aux0: 1.2930 2020-10-20 07:29:32,425 - mmaction - INFO - Epoch [174][100/396] lr: 7.131e-02, eta: 16:22:49, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5521, top5_acc: 0.7794, loss_cls: 1.8787, loss: 1.8787, grad_norm: 2.1348, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2909, loss/aux0: 1.2909 2020-10-20 07:29:33,421 - mmaction - INFO - Epoch [174][100/396] lr: 7.131e-02, eta: 16:22:58, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5521, top5_acc: 0.7794, loss_cls: 1.8787, loss: 1.8787, grad_norm: 2.1181, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.2828, loss/aux0: 1.2828 2020-10-20 07:30:09,949 - mmaction - INFO - Epoch [174][120/396] lr: 7.131e-02, eta: 16:22:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5424, top5_acc: 0.7773, loss_cls: 1.8695, loss: 1.8695, grad_norm: 2.0856, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3226, loss/aux0: 1.3226 2020-10-20 07:30:10,953 - mmaction - INFO - Epoch [174][120/396] lr: 7.131e-02, eta: 16:22:23, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5424, top5_acc: 0.7773, loss_cls: 1.8695, loss: 1.8695, grad_norm: 2.0932, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3413, loss/aux0: 1.3413 2020-10-20 07:30:47,520 - mmaction - INFO - Epoch [174][140/396] lr: 7.131e-02, eta: 16:21:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5365, top5_acc: 0.7784, loss_cls: 1.9021, loss: 1.9021, grad_norm: 2.1333, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3469, loss/aux0: 1.3469 2020-10-20 07:30:48,450 - mmaction - INFO - Epoch [174][140/396] lr: 7.131e-02, eta: 16:21:48, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5365, top5_acc: 0.7784, loss_cls: 1.9021, loss: 1.9021, grad_norm: 2.1403, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3277, loss/aux0: 1.3277 2020-10-20 07:31:24,888 - mmaction - INFO - Epoch [174][160/396] lr: 7.131e-02, eta: 16:21:03, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5383, top5_acc: 0.7833, loss_cls: 1.8403, loss: 1.8403, grad_norm: 2.1179, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3060, loss/aux0: 1.3060 2020-10-20 07:31:25,909 - mmaction - INFO - Epoch [174][160/396] lr: 7.131e-02, eta: 16:21:12, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5383, top5_acc: 0.7833, loss_cls: 1.8403, loss: 1.8403, grad_norm: 2.1250, top1_acc/aux0: 0.6688, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3233, loss/aux0: 1.3233 2020-10-20 07:32:02,279 - mmaction - INFO - Epoch [174][180/396] lr: 7.131e-02, eta: 16:20:28, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5456, top5_acc: 0.7729, loss_cls: 1.8493, loss: 1.8493, grad_norm: 2.1123, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3127, loss/aux0: 1.3127 2020-10-20 07:32:03,280 - mmaction - INFO - Epoch [174][180/396] lr: 7.131e-02, eta: 16:20:37, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5456, top5_acc: 0.7729, loss_cls: 1.8493, loss: 1.8493, grad_norm: 2.1255, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3073, loss/aux0: 1.3073 2020-10-20 07:32:39,831 - mmaction - INFO - Epoch [174][200/396] lr: 7.131e-02, eta: 16:19:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5456, top5_acc: 0.7781, loss_cls: 1.8858, loss: 1.8858, grad_norm: 2.0873, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3099, loss/aux0: 1.3099 2020-10-20 07:32:40,854 - mmaction - INFO - Epoch [174][200/396] lr: 7.131e-02, eta: 16:20:02, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5456, top5_acc: 0.7781, loss_cls: 1.8858, loss: 1.8858, grad_norm: 2.1088, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3166, loss/aux0: 1.3166 2020-10-20 07:33:17,403 - mmaction - INFO - Epoch [174][220/396] lr: 7.131e-02, eta: 16:19:18, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.5487, top5_acc: 0.7810, loss_cls: 1.8499, loss: 1.8499, grad_norm: 2.1415, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3069, loss/aux0: 1.3069 2020-10-20 07:33:18,423 - mmaction - INFO - Epoch [174][220/396] lr: 7.131e-02, eta: 16:19:27, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.5487, top5_acc: 0.7810, loss_cls: 1.8499, loss: 1.8499, grad_norm: 2.1526, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3061, loss/aux0: 1.3061 2020-10-20 07:33:54,882 - mmaction - INFO - Epoch [174][240/396] lr: 7.131e-02, eta: 16:18:42, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5547, top5_acc: 0.7776, loss_cls: 1.8557, loss: 1.8557, grad_norm: 2.2034, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3579, loss/aux0: 1.3579 2020-10-20 07:33:55,840 - mmaction - INFO - Epoch [174][240/396] lr: 7.131e-02, eta: 16:18:51, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5547, top5_acc: 0.7776, loss_cls: 1.8557, loss: 1.8557, grad_norm: 2.2147, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3527, loss/aux0: 1.3527 2020-10-20 07:34:32,348 - mmaction - INFO - Epoch [174][260/396] lr: 7.131e-02, eta: 16:18:07, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5404, top5_acc: 0.7776, loss_cls: 1.8752, loss: 1.8752, grad_norm: 2.1133, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2790, loss/aux0: 1.2790 2020-10-20 07:34:33,297 - mmaction - INFO - Epoch [174][260/396] lr: 7.131e-02, eta: 16:18:16, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.5404, top5_acc: 0.7776, loss_cls: 1.8752, loss: 1.8752, grad_norm: 2.1097, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2750, loss/aux0: 1.2750 2020-10-20 07:35:09,733 - mmaction - INFO - Epoch [174][280/396] lr: 7.131e-02, eta: 16:17:32, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5266, top5_acc: 0.7753, loss_cls: 1.9019, loss: 1.9019, grad_norm: 2.1355, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3279, loss/aux0: 1.3279 2020-10-20 07:35:10,760 - mmaction - INFO - Epoch [174][280/396] lr: 7.131e-02, eta: 16:17:41, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5266, top5_acc: 0.7753, loss_cls: 1.9019, loss: 1.9019, grad_norm: 2.1244, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3191, loss/aux0: 1.3191 2020-10-20 07:35:47,207 - mmaction - INFO - Epoch [174][300/396] lr: 7.131e-02, eta: 16:16:56, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5323, top5_acc: 0.7747, loss_cls: 1.9197, loss: 1.9197, grad_norm: 2.1689, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3096, loss/aux0: 1.3096 2020-10-20 07:35:48,224 - mmaction - INFO - Epoch [174][300/396] lr: 7.131e-02, eta: 16:17:05, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5323, top5_acc: 0.7747, loss_cls: 1.9197, loss: 1.9197, grad_norm: 2.1600, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3092, loss/aux0: 1.3092 2020-10-20 07:36:24,583 - mmaction - INFO - Epoch [174][320/396] lr: 7.131e-02, eta: 16:16:21, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5315, top5_acc: 0.7781, loss_cls: 1.9145, loss: 1.9145, grad_norm: 2.2436, top1_acc/aux0: 0.6560, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3472, loss/aux0: 1.3472 2020-10-20 07:36:25,527 - mmaction - INFO - Epoch [174][320/396] lr: 7.131e-02, eta: 16:16:30, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5315, top5_acc: 0.7781, loss_cls: 1.9145, loss: 1.9145, grad_norm: 2.2333, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3573, loss/aux0: 1.3573 2020-10-20 07:37:01,987 - mmaction - INFO - Epoch [174][340/396] lr: 7.131e-02, eta: 16:15:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5224, top5_acc: 0.7695, loss_cls: 1.9191, loss: 1.9191, grad_norm: 2.0836, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3144, loss/aux0: 1.3144 2020-10-20 07:37:03,032 - mmaction - INFO - Epoch [174][340/396] lr: 7.131e-02, eta: 16:15:55, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5224, top5_acc: 0.7695, loss_cls: 1.9191, loss: 1.9191, grad_norm: 2.0797, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3172, loss/aux0: 1.3172 2020-10-20 07:37:39,463 - mmaction - INFO - Epoch [174][360/396] lr: 7.131e-02, eta: 16:15:10, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5406, top5_acc: 0.7781, loss_cls: 1.8716, loss: 1.8716, grad_norm: 2.1579, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2962, loss/aux0: 1.2962 2020-10-20 07:37:40,484 - mmaction - INFO - Epoch [174][360/396] lr: 7.131e-02, eta: 16:15:19, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5406, top5_acc: 0.7781, loss_cls: 1.8716, loss: 1.8716, grad_norm: 2.1663, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2935, loss/aux0: 1.2935 2020-10-20 07:38:16,996 - mmaction - INFO - Epoch [174][380/396] lr: 7.131e-02, eta: 16:14:35, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5388, top5_acc: 0.7779, loss_cls: 1.8778, loss: 1.8778, grad_norm: 2.1319, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3142, loss/aux0: 1.3142 2020-10-20 07:38:17,980 - mmaction - INFO - Epoch [174][380/396] lr: 7.131e-02, eta: 16:14:44, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5388, top5_acc: 0.7779, loss_cls: 1.8778, loss: 1.8778, grad_norm: 2.1295, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3206, loss/aux0: 1.3206 2020-10-20 07:42:38,770 - mmaction - INFO - Epoch [175][20/396] lr: 6.975e-02, eta: 16:13:17, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7779, loss_cls: 1.8788, loss: 1.8788, grad_norm: 2.1708, top1_acc/aux0: 0.6741, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3065, loss/aux0: 1.3065 2020-10-20 07:42:39,723 - mmaction - INFO - Epoch [175][20/396] lr: 6.975e-02, eta: 16:13:26, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7779, loss_cls: 1.8788, loss: 1.8788, grad_norm: 2.1719, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3109, loss/aux0: 1.3109 2020-10-20 07:43:16,156 - mmaction - INFO - Epoch [175][40/396] lr: 6.975e-02, eta: 16:12:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5505, top5_acc: 0.7945, loss_cls: 1.8265, loss: 1.8265, grad_norm: 2.1243, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2664, loss/aux0: 1.2664 2020-10-20 07:43:17,174 - mmaction - INFO - Epoch [175][40/396] lr: 6.975e-02, eta: 16:12:51, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5505, top5_acc: 0.7945, loss_cls: 1.8265, loss: 1.8265, grad_norm: 2.1261, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2752, loss/aux0: 1.2752 2020-10-20 07:43:53,606 - mmaction - INFO - Epoch [175][60/396] lr: 6.975e-02, eta: 16:12:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5464, top5_acc: 0.7818, loss_cls: 1.8598, loss: 1.8598, grad_norm: 2.0767, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2524, loss/aux0: 1.2524 2020-10-20 07:43:54,572 - mmaction - INFO - Epoch [175][60/396] lr: 6.975e-02, eta: 16:12:15, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5464, top5_acc: 0.7818, loss_cls: 1.8598, loss: 1.8598, grad_norm: 2.0928, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2424, loss/aux0: 1.2424 2020-10-20 07:44:31,102 - mmaction - INFO - Epoch [175][80/396] lr: 6.975e-02, eta: 16:11:31, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5536, top5_acc: 0.7948, loss_cls: 1.8076, loss: 1.8076, grad_norm: 2.1317, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2923, loss/aux0: 1.2923 2020-10-20 07:44:32,122 - mmaction - INFO - Epoch [175][80/396] lr: 6.975e-02, eta: 16:11:40, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5536, top5_acc: 0.7948, loss_cls: 1.8076, loss: 1.8076, grad_norm: 2.1303, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2891, loss/aux0: 1.2891 2020-10-20 07:45:08,592 - mmaction - INFO - Epoch [175][100/396] lr: 6.975e-02, eta: 16:10:56, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5492, top5_acc: 0.7943, loss_cls: 1.8246, loss: 1.8246, grad_norm: 2.1426, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2607, loss/aux0: 1.2607 2020-10-20 07:45:09,526 - mmaction - INFO - Epoch [175][100/396] lr: 6.975e-02, eta: 16:11:05, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5492, top5_acc: 0.7943, loss_cls: 1.8246, loss: 1.8246, grad_norm: 2.1529, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2600, loss/aux0: 1.2600 2020-10-20 07:45:45,945 - mmaction - INFO - Epoch [175][120/396] lr: 6.975e-02, eta: 16:10:21, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5458, top5_acc: 0.7859, loss_cls: 1.8301, loss: 1.8301, grad_norm: 2.0845, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2667, loss/aux0: 1.2667 2020-10-20 07:45:46,912 - mmaction - INFO - Epoch [175][120/396] lr: 6.975e-02, eta: 16:10:29, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5458, top5_acc: 0.7859, loss_cls: 1.8301, loss: 1.8301, grad_norm: 2.0856, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2646, loss/aux0: 1.2646 2020-10-20 07:46:23,344 - mmaction - INFO - Epoch [175][140/396] lr: 6.975e-02, eta: 16:09:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5370, top5_acc: 0.7740, loss_cls: 1.8867, loss: 1.8867, grad_norm: 2.1813, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3531, loss/aux0: 1.3531 2020-10-20 07:46:24,287 - mmaction - INFO - Epoch [175][140/396] lr: 6.975e-02, eta: 16:09:54, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5370, top5_acc: 0.7740, loss_cls: 1.8867, loss: 1.8867, grad_norm: 2.1682, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3589, loss/aux0: 1.3589 2020-10-20 07:47:00,823 - mmaction - INFO - Epoch [175][160/396] lr: 6.975e-02, eta: 16:09:10, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5352, top5_acc: 0.7862, loss_cls: 1.8733, loss: 1.8733, grad_norm: 2.1986, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.3066, loss/aux0: 1.3066 2020-10-20 07:47:01,777 - mmaction - INFO - Epoch [175][160/396] lr: 6.975e-02, eta: 16:09:19, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5352, top5_acc: 0.7862, loss_cls: 1.8733, loss: 1.8733, grad_norm: 2.2035, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2986, loss/aux0: 1.2986 2020-10-20 07:47:38,258 - mmaction - INFO - Epoch [175][180/396] lr: 6.975e-02, eta: 16:08:35, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7724, loss_cls: 1.8733, loss: 1.8733, grad_norm: 2.0868, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3531, loss/aux0: 1.3531 2020-10-20 07:47:39,242 - mmaction - INFO - Epoch [175][180/396] lr: 6.975e-02, eta: 16:08:43, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7724, loss_cls: 1.8733, loss: 1.8733, grad_norm: 2.0989, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3525, loss/aux0: 1.3525 2020-10-20 07:48:15,679 - mmaction - INFO - Epoch [175][200/396] lr: 6.975e-02, eta: 16:07:59, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5367, top5_acc: 0.7742, loss_cls: 1.8851, loss: 1.8851, grad_norm: 2.0774, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2349, loss/aux0: 1.2349 2020-10-20 07:48:16,637 - mmaction - INFO - Epoch [175][200/396] lr: 6.975e-02, eta: 16:08:08, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5367, top5_acc: 0.7742, loss_cls: 1.8851, loss: 1.8851, grad_norm: 2.0773, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2308, loss/aux0: 1.2308 2020-10-20 07:48:53,078 - mmaction - INFO - Epoch [175][220/396] lr: 6.975e-02, eta: 16:07:24, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5576, top5_acc: 0.7839, loss_cls: 1.8589, loss: 1.8589, grad_norm: 2.1464, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2589, loss/aux0: 1.2589 2020-10-20 07:48:54,028 - mmaction - INFO - Epoch [175][220/396] lr: 6.975e-02, eta: 16:07:33, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5576, top5_acc: 0.7839, loss_cls: 1.8589, loss: 1.8589, grad_norm: 2.1587, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.2696, loss/aux0: 1.2696 2020-10-20 07:49:30,444 - mmaction - INFO - Epoch [175][240/396] lr: 6.975e-02, eta: 16:06:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7872, loss_cls: 1.8445, loss: 1.8445, grad_norm: 2.1659, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3156, loss/aux0: 1.3156 2020-10-20 07:49:31,455 - mmaction - INFO - Epoch [175][240/396] lr: 6.975e-02, eta: 16:06:57, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7872, loss_cls: 1.8445, loss: 1.8445, grad_norm: 2.1573, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3028, loss/aux0: 1.3028 2020-10-20 07:50:08,919 - mmaction - INFO - Epoch [175][260/396] lr: 6.975e-02, eta: 16:06:14, time: 0.984, data_time: 0.002, memory: 8462, top1_acc: 0.5271, top5_acc: 0.7698, loss_cls: 1.9288, loss: 1.9288, grad_norm: 2.1247, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2720, loss/aux0: 1.2720 2020-10-20 07:50:10,007 - mmaction - INFO - Epoch [175][260/396] lr: 6.975e-02, eta: 16:06:23, time: 0.994, data_time: 0.014, memory: 8462, top1_acc: 0.5271, top5_acc: 0.7698, loss_cls: 1.9288, loss: 1.9288, grad_norm: 2.1313, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2753, loss/aux0: 1.2753 2020-10-20 07:50:46,536 - mmaction - INFO - Epoch [175][280/396] lr: 6.975e-02, eta: 16:05:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5359, top5_acc: 0.7711, loss_cls: 1.9022, loss: 1.9022, grad_norm: 2.1980, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3159, loss/aux0: 1.3159 2020-10-20 07:50:47,535 - mmaction - INFO - Epoch [175][280/396] lr: 6.975e-02, eta: 16:05:48, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5359, top5_acc: 0.7711, loss_cls: 1.9022, loss: 1.9022, grad_norm: 2.2134, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3263, loss/aux0: 1.3263 2020-10-20 07:51:23,926 - mmaction - INFO - Epoch [175][300/396] lr: 6.975e-02, eta: 16:05:04, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.5391, top5_acc: 0.7727, loss_cls: 1.9131, loss: 1.9131, grad_norm: 2.1295, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3158, loss/aux0: 1.3158 2020-10-20 07:51:24,952 - mmaction - INFO - Epoch [175][300/396] lr: 6.975e-02, eta: 16:05:12, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5391, top5_acc: 0.7727, loss_cls: 1.9131, loss: 1.9131, grad_norm: 2.1407, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3090, loss/aux0: 1.3090 2020-10-20 07:52:01,497 - mmaction - INFO - Epoch [175][320/396] lr: 6.975e-02, eta: 16:04:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5331, top5_acc: 0.7669, loss_cls: 1.9304, loss: 1.9304, grad_norm: 2.1637, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3040, loss/aux0: 1.3040 2020-10-20 07:52:02,532 - mmaction - INFO - Epoch [175][320/396] lr: 6.975e-02, eta: 16:04:37, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5331, top5_acc: 0.7669, loss_cls: 1.9304, loss: 1.9304, grad_norm: 2.1674, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3095, loss/aux0: 1.3095 2020-10-20 07:52:39,018 - mmaction - INFO - Epoch [175][340/396] lr: 6.975e-02, eta: 16:03:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5396, top5_acc: 0.7672, loss_cls: 1.8922, loss: 1.8922, grad_norm: 2.1511, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3053, loss/aux0: 1.3053 2020-10-20 07:52:40,009 - mmaction - INFO - Epoch [175][340/396] lr: 6.975e-02, eta: 16:04:02, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5396, top5_acc: 0.7672, loss_cls: 1.8922, loss: 1.8922, grad_norm: 2.1328, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.2889, loss/aux0: 1.2889 2020-10-20 07:53:16,390 - mmaction - INFO - Epoch [175][360/396] lr: 6.975e-02, eta: 16:03:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5414, top5_acc: 0.7898, loss_cls: 1.8495, loss: 1.8495, grad_norm: 2.1810, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.3369, loss/aux0: 1.3369 2020-10-20 07:53:17,358 - mmaction - INFO - Epoch [175][360/396] lr: 6.975e-02, eta: 16:03:27, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5414, top5_acc: 0.7898, loss_cls: 1.8495, loss: 1.8495, grad_norm: 2.1801, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3552, loss/aux0: 1.3552 2020-10-20 07:53:53,818 - mmaction - INFO - Epoch [175][380/396] lr: 6.975e-02, eta: 16:02:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5430, top5_acc: 0.7833, loss_cls: 1.8523, loss: 1.8523, grad_norm: 2.1339, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.3266, loss/aux0: 1.3266 2020-10-20 07:53:54,761 - mmaction - INFO - Epoch [175][380/396] lr: 6.975e-02, eta: 16:02:51, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5430, top5_acc: 0.7833, loss_cls: 1.8523, loss: 1.8523, grad_norm: 2.1403, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.3269, loss/aux0: 1.3269 2020-10-20 07:58:14,203 - mmaction - INFO - Epoch [176][20/396] lr: 6.820e-02, eta: 16:01:25, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5549, top5_acc: 0.7844, loss_cls: 1.8107, loss: 1.8107, grad_norm: 2.1547, top1_acc/aux0: 0.6678, top5_acc/aux0: 0.8616, loss_cls/aux0: 1.3431, loss/aux0: 1.3431 2020-10-20 07:58:15,156 - mmaction - INFO - Epoch [176][20/396] lr: 6.820e-02, eta: 16:01:34, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.5549, top5_acc: 0.7844, loss_cls: 1.8107, loss: 1.8107, grad_norm: 2.1537, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3381, loss/aux0: 1.3381 2020-10-20 07:58:51,527 - mmaction - INFO - Epoch [176][40/396] lr: 6.820e-02, eta: 16:00:50, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5544, top5_acc: 0.7849, loss_cls: 1.8429, loss: 1.8429, grad_norm: 2.1177, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2754, loss/aux0: 1.2754 2020-10-20 07:58:52,483 - mmaction - INFO - Epoch [176][40/396] lr: 6.820e-02, eta: 16:00:58, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5544, top5_acc: 0.7849, loss_cls: 1.8429, loss: 1.8429, grad_norm: 2.1258, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2891, loss/aux0: 1.2891 2020-10-20 07:59:29,003 - mmaction - INFO - Epoch [176][60/396] lr: 6.820e-02, eta: 16:00:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7924, loss_cls: 1.8357, loss: 1.8357, grad_norm: 2.1546, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2724, loss/aux0: 1.2724 2020-10-20 07:59:29,983 - mmaction - INFO - Epoch [176][60/396] lr: 6.820e-02, eta: 16:00:23, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7924, loss_cls: 1.8357, loss: 1.8357, grad_norm: 2.1526, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2673, loss/aux0: 1.2673 2020-10-20 08:00:06,492 - mmaction - INFO - Epoch [176][80/396] lr: 6.820e-02, eta: 15:59:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5398, top5_acc: 0.7844, loss_cls: 1.8525, loss: 1.8525, grad_norm: 2.1551, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3598, loss/aux0: 1.3598 2020-10-20 08:00:07,452 - mmaction - INFO - Epoch [176][80/396] lr: 6.820e-02, eta: 15:59:48, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5398, top5_acc: 0.7844, loss_cls: 1.8525, loss: 1.8525, grad_norm: 2.1663, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3621, loss/aux0: 1.3621 2020-10-20 08:00:43,998 - mmaction - INFO - Epoch [176][100/396] lr: 6.820e-02, eta: 15:59:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5505, top5_acc: 0.7841, loss_cls: 1.8459, loss: 1.8459, grad_norm: 2.1259, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3165, loss/aux0: 1.3165 2020-10-20 08:00:45,017 - mmaction - INFO - Epoch [176][100/396] lr: 6.820e-02, eta: 15:59:12, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5505, top5_acc: 0.7841, loss_cls: 1.8459, loss: 1.8459, grad_norm: 2.1188, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3021, loss/aux0: 1.3021 2020-10-20 08:01:21,488 - mmaction - INFO - Epoch [176][120/396] lr: 6.820e-02, eta: 15:58:28, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5523, top5_acc: 0.7930, loss_cls: 1.7914, loss: 1.7914, grad_norm: 2.1369, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2600, loss/aux0: 1.2600 2020-10-20 08:01:22,495 - mmaction - INFO - Epoch [176][120/396] lr: 6.820e-02, eta: 15:58:37, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5523, top5_acc: 0.7930, loss_cls: 1.7914, loss: 1.7914, grad_norm: 2.1552, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2673, loss/aux0: 1.2673 2020-10-20 08:01:58,947 - mmaction - INFO - Epoch [176][140/396] lr: 6.820e-02, eta: 15:57:53, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5409, top5_acc: 0.7820, loss_cls: 1.8251, loss: 1.8251, grad_norm: 2.2244, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2841, loss/aux0: 1.2841 2020-10-20 08:01:59,966 - mmaction - INFO - Epoch [176][140/396] lr: 6.820e-02, eta: 15:58:02, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5409, top5_acc: 0.7820, loss_cls: 1.8251, loss: 1.8251, grad_norm: 2.2297, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2785, loss/aux0: 1.2785 2020-10-20 08:02:36,492 - mmaction - INFO - Epoch [176][160/396] lr: 6.820e-02, eta: 15:57:18, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5375, top5_acc: 0.7716, loss_cls: 1.8947, loss: 1.8947, grad_norm: 2.1673, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2727, loss/aux0: 1.2727 2020-10-20 08:02:37,517 - mmaction - INFO - Epoch [176][160/396] lr: 6.820e-02, eta: 15:57:26, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5375, top5_acc: 0.7716, loss_cls: 1.8947, loss: 1.8947, grad_norm: 2.1685, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2734, loss/aux0: 1.2734 2020-10-20 08:03:14,087 - mmaction - INFO - Epoch [176][180/396] lr: 6.820e-02, eta: 15:56:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5461, top5_acc: 0.7846, loss_cls: 1.8523, loss: 1.8523, grad_norm: 2.2041, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3084, loss/aux0: 1.3084 2020-10-20 08:03:15,040 - mmaction - INFO - Epoch [176][180/396] lr: 6.820e-02, eta: 15:56:51, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5461, top5_acc: 0.7846, loss_cls: 1.8523, loss: 1.8523, grad_norm: 2.1924, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3052, loss/aux0: 1.3052 2020-10-20 08:03:51,624 - mmaction - INFO - Epoch [176][200/396] lr: 6.820e-02, eta: 15:56:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5570, top5_acc: 0.7940, loss_cls: 1.7979, loss: 1.7979, grad_norm: 2.1509, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2995, loss/aux0: 1.2995 2020-10-20 08:03:52,588 - mmaction - INFO - Epoch [176][200/396] lr: 6.820e-02, eta: 15:56:16, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5570, top5_acc: 0.7940, loss_cls: 1.7979, loss: 1.7979, grad_norm: 2.1554, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3022, loss/aux0: 1.3022 2020-10-20 08:04:29,217 - mmaction - INFO - Epoch [176][220/396] lr: 6.820e-02, eta: 15:55:32, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5560, top5_acc: 0.7833, loss_cls: 1.8404, loss: 1.8404, grad_norm: 2.2058, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2743, loss/aux0: 1.2743 2020-10-20 08:04:30,223 - mmaction - INFO - Epoch [176][220/396] lr: 6.820e-02, eta: 15:55:41, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.5560, top5_acc: 0.7833, loss_cls: 1.8404, loss: 1.8404, grad_norm: 2.2013, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2821, loss/aux0: 1.2821 2020-10-20 08:05:06,678 - mmaction - INFO - Epoch [176][240/396] lr: 6.820e-02, eta: 15:54:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5372, top5_acc: 0.7766, loss_cls: 1.8876, loss: 1.8876, grad_norm: 2.2053, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3554, loss/aux0: 1.3554 2020-10-20 08:05:07,633 - mmaction - INFO - Epoch [176][240/396] lr: 6.820e-02, eta: 15:55:05, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5372, top5_acc: 0.7766, loss_cls: 1.8876, loss: 1.8876, grad_norm: 2.2082, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3531, loss/aux0: 1.3531 2020-10-20 08:05:44,184 - mmaction - INFO - Epoch [176][260/396] lr: 6.820e-02, eta: 15:54:21, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5492, top5_acc: 0.7755, loss_cls: 1.8458, loss: 1.8458, grad_norm: 2.1144, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2610, loss/aux0: 1.2610 2020-10-20 08:05:45,216 - mmaction - INFO - Epoch [176][260/396] lr: 6.820e-02, eta: 15:54:30, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.5492, top5_acc: 0.7755, loss_cls: 1.8458, loss: 1.8458, grad_norm: 2.1232, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2598, loss/aux0: 1.2598 2020-10-20 08:06:21,748 - mmaction - INFO - Epoch [176][280/396] lr: 6.820e-02, eta: 15:53:46, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5333, top5_acc: 0.7714, loss_cls: 1.9212, loss: 1.9212, grad_norm: 2.1701, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2720, loss/aux0: 1.2720 2020-10-20 08:06:22,761 - mmaction - INFO - Epoch [176][280/396] lr: 6.820e-02, eta: 15:53:55, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5333, top5_acc: 0.7714, loss_cls: 1.9212, loss: 1.9212, grad_norm: 2.1699, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.2868, loss/aux0: 1.2868 2020-10-20 08:06:59,281 - mmaction - INFO - Epoch [176][300/396] lr: 6.820e-02, eta: 15:53:11, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5510, top5_acc: 0.7865, loss_cls: 1.8411, loss: 1.8411, grad_norm: 2.1788, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3210, loss/aux0: 1.3210 2020-10-20 08:07:00,231 - mmaction - INFO - Epoch [176][300/396] lr: 6.820e-02, eta: 15:53:19, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5510, top5_acc: 0.7865, loss_cls: 1.8411, loss: 1.8411, grad_norm: 2.2054, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.3192, loss/aux0: 1.3192 2020-10-20 08:07:36,682 - mmaction - INFO - Epoch [176][320/396] lr: 6.820e-02, eta: 15:52:36, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5388, top5_acc: 0.7781, loss_cls: 1.8932, loss: 1.8932, grad_norm: 2.1426, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3278, loss/aux0: 1.3278 2020-10-20 08:07:37,696 - mmaction - INFO - Epoch [176][320/396] lr: 6.820e-02, eta: 15:52:44, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5388, top5_acc: 0.7781, loss_cls: 1.8932, loss: 1.8932, grad_norm: 2.1504, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3179, loss/aux0: 1.3179 2020-10-20 08:08:14,128 - mmaction - INFO - Epoch [176][340/396] lr: 6.820e-02, eta: 15:52:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5331, top5_acc: 0.7703, loss_cls: 1.9055, loss: 1.9055, grad_norm: 2.1421, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3201, loss/aux0: 1.3201 2020-10-20 08:08:15,077 - mmaction - INFO - Epoch [176][340/396] lr: 6.820e-02, eta: 15:52:09, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5331, top5_acc: 0.7703, loss_cls: 1.9055, loss: 1.9055, grad_norm: 2.1330, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3124, loss/aux0: 1.3124 2020-10-20 08:08:51,472 - mmaction - INFO - Epoch [176][360/396] lr: 6.820e-02, eta: 15:51:25, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5471, top5_acc: 0.7810, loss_cls: 1.8641, loss: 1.8641, grad_norm: 2.1525, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2806, loss/aux0: 1.2806 2020-10-20 08:08:52,458 - mmaction - INFO - Epoch [176][360/396] lr: 6.820e-02, eta: 15:51:33, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5471, top5_acc: 0.7810, loss_cls: 1.8641, loss: 1.8641, grad_norm: 2.1667, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2917, loss/aux0: 1.2917 2020-10-20 08:09:28,943 - mmaction - INFO - Epoch [176][380/396] lr: 6.820e-02, eta: 15:50:50, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7852, loss_cls: 1.8222, loss: 1.8222, grad_norm: 2.1627, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3108, loss/aux0: 1.3108 2020-10-20 08:09:29,930 - mmaction - INFO - Epoch [176][380/396] lr: 6.820e-02, eta: 15:50:58, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7852, loss_cls: 1.8222, loss: 1.8222, grad_norm: 2.1682, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.3031, loss/aux0: 1.3031 2020-10-20 08:10:01,416 - mmaction - INFO - Saving checkpoint at 176 epochs 2020-10-20 08:11:45,807 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 08:11:45,938 - mmaction - INFO - top1_acc 0.6267 top5_acc 0.8431 2020-10-20 08:11:45,938 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 08:11:45,960 - mmaction - INFO - mean_acc 0.6274 2020-10-20 08:11:45,963 - mmaction - INFO - Epoch(val) [176][396] top1_acc: 0.6267, top5_acc: 0.8431, mean_class_accuracy: 0.6274 2020-10-20 08:15:49,030 - mmaction - INFO - Epoch [177][20/396] lr: 6.666e-02, eta: 15:49:32, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5497, top5_acc: 0.7831, loss_cls: 1.8281, loss: 1.8281, grad_norm: 2.1707, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3125, loss/aux0: 1.3125 2020-10-20 08:15:50,044 - mmaction - INFO - Epoch [177][20/396] lr: 6.666e-02, eta: 15:49:41, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.5497, top5_acc: 0.7831, loss_cls: 1.8281, loss: 1.8281, grad_norm: 2.1612, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3166, loss/aux0: 1.3166 2020-10-20 08:16:26,467 - mmaction - INFO - Epoch [177][40/396] lr: 6.666e-02, eta: 15:48:57, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5482, top5_acc: 0.7781, loss_cls: 1.8460, loss: 1.8460, grad_norm: 2.1269, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2881, loss/aux0: 1.2881 2020-10-20 08:16:27,411 - mmaction - INFO - Epoch [177][40/396] lr: 6.666e-02, eta: 15:49:05, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5482, top5_acc: 0.7781, loss_cls: 1.8460, loss: 1.8460, grad_norm: 2.1244, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2854, loss/aux0: 1.2854 2020-10-20 08:17:03,833 - mmaction - INFO - Epoch [177][60/396] lr: 6.666e-02, eta: 15:48:21, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5620, top5_acc: 0.7867, loss_cls: 1.8080, loss: 1.8080, grad_norm: 2.1993, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2991, loss/aux0: 1.2991 2020-10-20 08:17:04,852 - mmaction - INFO - Epoch [177][60/396] lr: 6.666e-02, eta: 15:48:30, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5620, top5_acc: 0.7867, loss_cls: 1.8080, loss: 1.8080, grad_norm: 2.2106, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.3066, loss/aux0: 1.3066 2020-10-20 08:17:41,293 - mmaction - INFO - Epoch [177][80/396] lr: 6.666e-02, eta: 15:47:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5495, top5_acc: 0.7898, loss_cls: 1.8300, loss: 1.8300, grad_norm: 2.2067, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2629, loss/aux0: 1.2629 2020-10-20 08:17:42,252 - mmaction - INFO - Epoch [177][80/396] lr: 6.666e-02, eta: 15:47:55, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5495, top5_acc: 0.7898, loss_cls: 1.8300, loss: 1.8300, grad_norm: 2.1945, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2570, loss/aux0: 1.2570 2020-10-20 08:18:18,611 - mmaction - INFO - Epoch [177][100/396] lr: 6.666e-02, eta: 15:47:11, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5536, top5_acc: 0.7805, loss_cls: 1.8757, loss: 1.8757, grad_norm: 2.1487, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.3573, loss/aux0: 1.3573 2020-10-20 08:18:19,637 - mmaction - INFO - Epoch [177][100/396] lr: 6.666e-02, eta: 15:47:19, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5536, top5_acc: 0.7805, loss_cls: 1.8757, loss: 1.8757, grad_norm: 2.1432, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3504, loss/aux0: 1.3504 2020-10-20 08:18:56,096 - mmaction - INFO - Epoch [177][120/396] lr: 6.666e-02, eta: 15:46:35, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5542, top5_acc: 0.7930, loss_cls: 1.8032, loss: 1.8032, grad_norm: 2.2277, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2873, loss/aux0: 1.2873 2020-10-20 08:18:57,099 - mmaction - INFO - Epoch [177][120/396] lr: 6.666e-02, eta: 15:46:44, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.5542, top5_acc: 0.7930, loss_cls: 1.8032, loss: 1.8032, grad_norm: 2.2201, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.2957, loss/aux0: 1.2957 2020-10-20 08:19:33,541 - mmaction - INFO - Epoch [177][140/396] lr: 6.666e-02, eta: 15:46:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5544, top5_acc: 0.7917, loss_cls: 1.8213, loss: 1.8213, grad_norm: 2.2082, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3130, loss/aux0: 1.3130 2020-10-20 08:19:34,481 - mmaction - INFO - Epoch [177][140/396] lr: 6.666e-02, eta: 15:46:09, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5544, top5_acc: 0.7917, loss_cls: 1.8213, loss: 1.8213, grad_norm: 2.2180, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3151, loss/aux0: 1.3151 2020-10-20 08:20:11,022 - mmaction - INFO - Epoch [177][160/396] lr: 6.666e-02, eta: 15:45:25, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5539, top5_acc: 0.7896, loss_cls: 1.8218, loss: 1.8218, grad_norm: 2.1841, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2812, loss/aux0: 1.2812 2020-10-20 08:20:11,964 - mmaction - INFO - Epoch [177][160/396] lr: 6.666e-02, eta: 15:45:33, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5539, top5_acc: 0.7896, loss_cls: 1.8218, loss: 1.8218, grad_norm: 2.1717, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2725, loss/aux0: 1.2725 2020-10-20 08:20:48,347 - mmaction - INFO - Epoch [177][180/396] lr: 6.666e-02, eta: 15:44:49, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7781, loss_cls: 1.8489, loss: 1.8489, grad_norm: 2.1421, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2262, loss/aux0: 1.2262 2020-10-20 08:20:49,294 - mmaction - INFO - Epoch [177][180/396] lr: 6.666e-02, eta: 15:44:58, time: 0.929, data_time: 0.001, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7781, loss_cls: 1.8489, loss: 1.8489, grad_norm: 2.1503, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2371, loss/aux0: 1.2371 2020-10-20 08:21:25,742 - mmaction - INFO - Epoch [177][200/396] lr: 6.666e-02, eta: 15:44:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5479, top5_acc: 0.7747, loss_cls: 1.8640, loss: 1.8640, grad_norm: 2.1793, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3344, loss/aux0: 1.3344 2020-10-20 08:21:26,699 - mmaction - INFO - Epoch [177][200/396] lr: 6.666e-02, eta: 15:44:22, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5479, top5_acc: 0.7747, loss_cls: 1.8640, loss: 1.8640, grad_norm: 2.1641, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3163, loss/aux0: 1.3163 2020-10-20 08:22:03,172 - mmaction - INFO - Epoch [177][220/396] lr: 6.666e-02, eta: 15:43:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5482, top5_acc: 0.7771, loss_cls: 1.8616, loss: 1.8616, grad_norm: 2.1494, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3480, loss/aux0: 1.3480 2020-10-20 08:22:04,199 - mmaction - INFO - Epoch [177][220/396] lr: 6.666e-02, eta: 15:43:47, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5482, top5_acc: 0.7771, loss_cls: 1.8616, loss: 1.8616, grad_norm: 2.1462, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3547, loss/aux0: 1.3547 2020-10-20 08:22:40,673 - mmaction - INFO - Epoch [177][240/396] lr: 6.666e-02, eta: 15:43:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5578, top5_acc: 0.7859, loss_cls: 1.8321, loss: 1.8321, grad_norm: 2.1662, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2458, loss/aux0: 1.2458 2020-10-20 08:22:41,610 - mmaction - INFO - Epoch [177][240/396] lr: 6.666e-02, eta: 15:43:12, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5578, top5_acc: 0.7859, loss_cls: 1.8321, loss: 1.8321, grad_norm: 2.1662, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2494, loss/aux0: 1.2494 2020-10-20 08:23:18,072 - mmaction - INFO - Epoch [177][260/396] lr: 6.666e-02, eta: 15:42:28, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5479, top5_acc: 0.7760, loss_cls: 1.8485, loss: 1.8485, grad_norm: 2.2116, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3098, loss/aux0: 1.3098 2020-10-20 08:23:19,076 - mmaction - INFO - Epoch [177][260/396] lr: 6.666e-02, eta: 15:42:36, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5479, top5_acc: 0.7760, loss_cls: 1.8485, loss: 1.8485, grad_norm: 2.2173, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.3025, loss/aux0: 1.3025 2020-10-20 08:23:55,504 - mmaction - INFO - Epoch [177][280/396] lr: 6.666e-02, eta: 15:41:53, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5440, top5_acc: 0.7794, loss_cls: 1.8666, loss: 1.8666, grad_norm: 2.0993, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.2848, loss/aux0: 1.2848 2020-10-20 08:23:56,534 - mmaction - INFO - Epoch [177][280/396] lr: 6.666e-02, eta: 15:42:01, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5440, top5_acc: 0.7794, loss_cls: 1.8666, loss: 1.8666, grad_norm: 2.1131, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.2924, loss/aux0: 1.2924 2020-10-20 08:24:32,960 - mmaction - INFO - Epoch [177][300/396] lr: 6.666e-02, eta: 15:41:17, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5289, top5_acc: 0.7734, loss_cls: 1.9367, loss: 1.9367, grad_norm: 2.2003, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2747, loss/aux0: 1.2747 2020-10-20 08:24:33,953 - mmaction - INFO - Epoch [177][300/396] lr: 6.666e-02, eta: 15:41:26, time: 0.936, data_time: 0.004, memory: 8462, top1_acc: 0.5289, top5_acc: 0.7734, loss_cls: 1.9367, loss: 1.9367, grad_norm: 2.2101, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2782, loss/aux0: 1.2782 2020-10-20 08:25:11,181 - mmaction - INFO - Epoch [177][320/396] lr: 6.666e-02, eta: 15:40:42, time: 0.975, data_time: 0.004, memory: 8462, top1_acc: 0.5414, top5_acc: 0.7792, loss_cls: 1.8707, loss: 1.8707, grad_norm: 2.1862, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3132, loss/aux0: 1.3132 2020-10-20 08:25:12,233 - mmaction - INFO - Epoch [177][320/396] lr: 6.666e-02, eta: 15:40:51, time: 0.981, data_time: 0.012, memory: 8462, top1_acc: 0.5414, top5_acc: 0.7792, loss_cls: 1.8707, loss: 1.8707, grad_norm: 2.2043, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3253, loss/aux0: 1.3253 2020-10-20 08:25:48,637 - mmaction - INFO - Epoch [177][340/396] lr: 6.666e-02, eta: 15:40:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5500, top5_acc: 0.7776, loss_cls: 1.8479, loss: 1.8479, grad_norm: 2.1757, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3102, loss/aux0: 1.3102 2020-10-20 08:25:49,659 - mmaction - INFO - Epoch [177][340/396] lr: 6.666e-02, eta: 15:40:16, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5500, top5_acc: 0.7776, loss_cls: 1.8479, loss: 1.8479, grad_norm: 2.1722, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2944, loss/aux0: 1.2944 2020-10-20 08:26:25,986 - mmaction - INFO - Epoch [177][360/396] lr: 6.666e-02, eta: 15:39:32, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.5307, top5_acc: 0.7685, loss_cls: 1.9010, loss: 1.9010, grad_norm: 2.1580, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2897, loss/aux0: 1.2897 2020-10-20 08:26:26,935 - mmaction - INFO - Epoch [177][360/396] lr: 6.666e-02, eta: 15:39:40, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.5307, top5_acc: 0.7685, loss_cls: 1.9010, loss: 1.9010, grad_norm: 2.1592, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2929, loss/aux0: 1.2929 2020-10-20 08:27:03,469 - mmaction - INFO - Epoch [177][380/396] lr: 6.666e-02, eta: 15:38:57, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5294, top5_acc: 0.7737, loss_cls: 1.9070, loss: 1.9070, grad_norm: 2.2589, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3312, loss/aux0: 1.3312 2020-10-20 08:27:04,448 - mmaction - INFO - Epoch [177][380/396] lr: 6.666e-02, eta: 15:39:05, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5294, top5_acc: 0.7737, loss_cls: 1.9070, loss: 1.9070, grad_norm: 2.2475, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3275, loss/aux0: 1.3275 2020-10-20 08:31:23,150 - mmaction - INFO - Epoch [178][20/396] lr: 6.514e-02, eta: 15:37:39, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5555, top5_acc: 0.7922, loss_cls: 1.8164, loss: 1.8164, grad_norm: 2.1922, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8673, loss_cls/aux0: 1.3095, loss/aux0: 1.3095 2020-10-20 08:31:24,159 - mmaction - INFO - Epoch [178][20/396] lr: 6.514e-02, eta: 15:37:48, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.5555, top5_acc: 0.7922, loss_cls: 1.8164, loss: 1.8164, grad_norm: 2.2065, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3117, loss/aux0: 1.3117 2020-10-20 08:32:00,592 - mmaction - INFO - Epoch [178][40/396] lr: 6.514e-02, eta: 15:37:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5448, top5_acc: 0.7831, loss_cls: 1.8509, loss: 1.8509, grad_norm: 2.1630, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3134, loss/aux0: 1.3134 2020-10-20 08:32:01,546 - mmaction - INFO - Epoch [178][40/396] lr: 6.514e-02, eta: 15:37:13, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5448, top5_acc: 0.7831, loss_cls: 1.8509, loss: 1.8509, grad_norm: 2.1837, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3078, loss/aux0: 1.3078 2020-10-20 08:32:37,971 - mmaction - INFO - Epoch [178][60/396] lr: 6.514e-02, eta: 15:36:29, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5562, top5_acc: 0.7914, loss_cls: 1.7687, loss: 1.7687, grad_norm: 2.2084, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3100, loss/aux0: 1.3100 2020-10-20 08:32:38,984 - mmaction - INFO - Epoch [178][60/396] lr: 6.514e-02, eta: 15:36:37, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5562, top5_acc: 0.7914, loss_cls: 1.7687, loss: 1.7687, grad_norm: 2.2069, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3124, loss/aux0: 1.3124 2020-10-20 08:33:15,542 - mmaction - INFO - Epoch [178][80/396] lr: 6.514e-02, eta: 15:35:53, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5547, top5_acc: 0.7859, loss_cls: 1.8327, loss: 1.8327, grad_norm: 2.2720, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.3167, loss/aux0: 1.3167 2020-10-20 08:33:16,548 - mmaction - INFO - Epoch [178][80/396] lr: 6.514e-02, eta: 15:36:02, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.5547, top5_acc: 0.7859, loss_cls: 1.8327, loss: 1.8327, grad_norm: 2.2667, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.3151, loss/aux0: 1.3151 2020-10-20 08:33:53,010 - mmaction - INFO - Epoch [178][100/396] lr: 6.514e-02, eta: 15:35:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5599, top5_acc: 0.7943, loss_cls: 1.7729, loss: 1.7729, grad_norm: 2.0939, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.2699, loss/aux0: 1.2699 2020-10-20 08:33:53,976 - mmaction - INFO - Epoch [178][100/396] lr: 6.514e-02, eta: 15:35:27, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5599, top5_acc: 0.7943, loss_cls: 1.7729, loss: 1.7729, grad_norm: 2.1110, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.2758, loss/aux0: 1.2758 2020-10-20 08:34:30,520 - mmaction - INFO - Epoch [178][120/396] lr: 6.514e-02, eta: 15:34:43, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5495, top5_acc: 0.7883, loss_cls: 1.8151, loss: 1.8151, grad_norm: 2.1957, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2738, loss/aux0: 1.2738 2020-10-20 08:34:31,489 - mmaction - INFO - Epoch [178][120/396] lr: 6.514e-02, eta: 15:34:51, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5495, top5_acc: 0.7883, loss_cls: 1.8151, loss: 1.8151, grad_norm: 2.1966, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2656, loss/aux0: 1.2656 2020-10-20 08:35:08,004 - mmaction - INFO - Epoch [178][140/396] lr: 6.514e-02, eta: 15:34:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5471, top5_acc: 0.7839, loss_cls: 1.8426, loss: 1.8426, grad_norm: 2.1459, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2393, loss/aux0: 1.2393 2020-10-20 08:35:09,017 - mmaction - INFO - Epoch [178][140/396] lr: 6.514e-02, eta: 15:34:16, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5471, top5_acc: 0.7839, loss_cls: 1.8426, loss: 1.8426, grad_norm: 2.1516, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2386, loss/aux0: 1.2386 2020-10-20 08:35:45,541 - mmaction - INFO - Epoch [178][160/396] lr: 6.514e-02, eta: 15:33:32, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5544, top5_acc: 0.7891, loss_cls: 1.8252, loss: 1.8252, grad_norm: 2.2202, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2606, loss/aux0: 1.2606 2020-10-20 08:35:46,479 - mmaction - INFO - Epoch [178][160/396] lr: 6.514e-02, eta: 15:33:41, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5544, top5_acc: 0.7891, loss_cls: 1.8252, loss: 1.8252, grad_norm: 2.2225, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2697, loss/aux0: 1.2697 2020-10-20 08:36:23,074 - mmaction - INFO - Epoch [178][180/396] lr: 6.514e-02, eta: 15:32:57, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.5646, top5_acc: 0.7948, loss_cls: 1.7947, loss: 1.7947, grad_norm: 2.1908, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2679, loss/aux0: 1.2679 2020-10-20 08:36:24,087 - mmaction - INFO - Epoch [178][180/396] lr: 6.514e-02, eta: 15:33:05, time: 0.946, data_time: 0.001, memory: 8462, top1_acc: 0.5646, top5_acc: 0.7948, loss_cls: 1.7947, loss: 1.7947, grad_norm: 2.1728, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2739, loss/aux0: 1.2739 2020-10-20 08:37:00,692 - mmaction - INFO - Epoch [178][200/396] lr: 6.514e-02, eta: 15:32:22, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5581, top5_acc: 0.7898, loss_cls: 1.7959, loss: 1.7959, grad_norm: 2.2218, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2172, loss/aux0: 1.2172 2020-10-20 08:37:01,687 - mmaction - INFO - Epoch [178][200/396] lr: 6.514e-02, eta: 15:32:30, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.5581, top5_acc: 0.7898, loss_cls: 1.7959, loss: 1.7959, grad_norm: 2.2293, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2124, loss/aux0: 1.2124 2020-10-20 08:37:38,173 - mmaction - INFO - Epoch [178][220/396] lr: 6.514e-02, eta: 15:31:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5562, top5_acc: 0.7779, loss_cls: 1.8551, loss: 1.8551, grad_norm: 2.2132, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2559, loss/aux0: 1.2559 2020-10-20 08:37:39,130 - mmaction - INFO - Epoch [178][220/396] lr: 6.514e-02, eta: 15:31:55, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5562, top5_acc: 0.7779, loss_cls: 1.8551, loss: 1.8551, grad_norm: 2.2103, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2468, loss/aux0: 1.2468 2020-10-20 08:38:15,659 - mmaction - INFO - Epoch [178][240/396] lr: 6.514e-02, eta: 15:31:11, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5430, top5_acc: 0.7898, loss_cls: 1.8423, loss: 1.8423, grad_norm: 2.2503, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.3042, loss/aux0: 1.3042 2020-10-20 08:38:16,603 - mmaction - INFO - Epoch [178][240/396] lr: 6.514e-02, eta: 15:31:19, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5430, top5_acc: 0.7898, loss_cls: 1.8423, loss: 1.8423, grad_norm: 2.2292, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3001, loss/aux0: 1.3001 2020-10-20 08:38:53,073 - mmaction - INFO - Epoch [178][260/396] lr: 6.514e-02, eta: 15:30:36, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5581, top5_acc: 0.7859, loss_cls: 1.8016, loss: 1.8016, grad_norm: 2.1876, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2555, loss/aux0: 1.2555 2020-10-20 08:38:54,031 - mmaction - INFO - Epoch [178][260/396] lr: 6.514e-02, eta: 15:30:44, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5581, top5_acc: 0.7859, loss_cls: 1.8016, loss: 1.8016, grad_norm: 2.1846, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2613, loss/aux0: 1.2613 2020-10-20 08:39:30,433 - mmaction - INFO - Epoch [178][280/396] lr: 6.514e-02, eta: 15:30:00, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5521, top5_acc: 0.7753, loss_cls: 1.8786, loss: 1.8786, grad_norm: 2.2452, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2654, loss/aux0: 1.2654 2020-10-20 08:39:31,456 - mmaction - INFO - Epoch [178][280/396] lr: 6.514e-02, eta: 15:30:08, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5521, top5_acc: 0.7753, loss_cls: 1.8786, loss: 1.8786, grad_norm: 2.2379, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2708, loss/aux0: 1.2708 2020-10-20 08:40:08,049 - mmaction - INFO - Epoch [178][300/396] lr: 6.514e-02, eta: 15:29:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5427, top5_acc: 0.7896, loss_cls: 1.8583, loss: 1.8583, grad_norm: 2.2315, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2793, loss/aux0: 1.2793 2020-10-20 08:40:08,989 - mmaction - INFO - Epoch [178][300/396] lr: 6.514e-02, eta: 15:29:33, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5427, top5_acc: 0.7896, loss_cls: 1.8583, loss: 1.8583, grad_norm: 2.2385, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2809, loss/aux0: 1.2809 2020-10-20 08:40:45,509 - mmaction - INFO - Epoch [178][320/396] lr: 6.514e-02, eta: 15:28:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5466, top5_acc: 0.7846, loss_cls: 1.8506, loss: 1.8506, grad_norm: 2.2248, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.3040, loss/aux0: 1.3040 2020-10-20 08:40:46,467 - mmaction - INFO - Epoch [178][320/396] lr: 6.514e-02, eta: 15:28:58, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5466, top5_acc: 0.7846, loss_cls: 1.8506, loss: 1.8506, grad_norm: 2.2176, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2971, loss/aux0: 1.2971 2020-10-20 08:41:22,858 - mmaction - INFO - Epoch [178][340/396] lr: 6.514e-02, eta: 15:28:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5591, top5_acc: 0.7924, loss_cls: 1.7960, loss: 1.7960, grad_norm: 2.2174, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2490, loss/aux0: 1.2490 2020-10-20 08:41:23,803 - mmaction - INFO - Epoch [178][340/396] lr: 6.514e-02, eta: 15:28:22, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5591, top5_acc: 0.7924, loss_cls: 1.7960, loss: 1.7960, grad_norm: 2.2199, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2502, loss/aux0: 1.2502 2020-10-20 08:42:00,222 - mmaction - INFO - Epoch [178][360/396] lr: 6.514e-02, eta: 15:27:39, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5456, top5_acc: 0.7635, loss_cls: 1.8917, loss: 1.8917, grad_norm: 2.1697, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2770, loss/aux0: 1.2770 2020-10-20 08:42:01,222 - mmaction - INFO - Epoch [178][360/396] lr: 6.514e-02, eta: 15:27:47, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5456, top5_acc: 0.7635, loss_cls: 1.8917, loss: 1.8917, grad_norm: 2.1847, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.2898, loss/aux0: 1.2898 2020-10-20 08:42:37,649 - mmaction - INFO - Epoch [178][380/396] lr: 6.514e-02, eta: 15:27:03, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5513, top5_acc: 0.7784, loss_cls: 1.8503, loss: 1.8503, grad_norm: 2.2129, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2871, loss/aux0: 1.2871 2020-10-20 08:42:38,612 - mmaction - INFO - Epoch [178][380/396] lr: 6.514e-02, eta: 15:27:12, time: 0.936, data_time: 0.004, memory: 8462, top1_acc: 0.5513, top5_acc: 0.7784, loss_cls: 1.8503, loss: 1.8503, grad_norm: 2.2243, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2785, loss/aux0: 1.2785 2020-10-20 08:47:15,104 - mmaction - INFO - Epoch [179][20/396] lr: 6.363e-02, eta: 15:25:47, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5651, top5_acc: 0.8008, loss_cls: 1.7599, loss: 1.7599, grad_norm: 2.1350, top1_acc/aux0: 0.6741, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2813, loss/aux0: 1.2813 2020-10-20 08:47:16,062 - mmaction - INFO - Epoch [179][20/396] lr: 6.363e-02, eta: 15:25:55, time: 0.936, data_time: 0.004, memory: 8462, top1_acc: 0.5651, top5_acc: 0.8008, loss_cls: 1.7599, loss: 1.7599, grad_norm: 2.1299, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2854, loss/aux0: 1.2854 2020-10-20 08:47:52,396 - mmaction - INFO - Epoch [179][40/396] lr: 6.363e-02, eta: 15:25:11, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5536, top5_acc: 0.7888, loss_cls: 1.8164, loss: 1.8164, grad_norm: 2.1990, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2753, loss/aux0: 1.2753 2020-10-20 08:47:53,330 - mmaction - INFO - Epoch [179][40/396] lr: 6.363e-02, eta: 15:25:19, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.5536, top5_acc: 0.7888, loss_cls: 1.8164, loss: 1.8164, grad_norm: 2.1934, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2612, loss/aux0: 1.2612 2020-10-20 08:48:29,762 - mmaction - INFO - Epoch [179][60/396] lr: 6.363e-02, eta: 15:24:36, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5594, top5_acc: 0.7958, loss_cls: 1.7767, loss: 1.7767, grad_norm: 2.2289, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2778, loss/aux0: 1.2778 2020-10-20 08:48:30,712 - mmaction - INFO - Epoch [179][60/396] lr: 6.363e-02, eta: 15:24:44, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5594, top5_acc: 0.7958, loss_cls: 1.7767, loss: 1.7767, grad_norm: 2.2304, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2875, loss/aux0: 1.2875 2020-10-20 08:49:07,296 - mmaction - INFO - Epoch [179][80/396] lr: 6.363e-02, eta: 15:24:00, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5451, top5_acc: 0.7924, loss_cls: 1.8255, loss: 1.8255, grad_norm: 2.1972, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2797, loss/aux0: 1.2797 2020-10-20 08:49:08,293 - mmaction - INFO - Epoch [179][80/396] lr: 6.363e-02, eta: 15:24:09, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.5451, top5_acc: 0.7924, loss_cls: 1.8255, loss: 1.8255, grad_norm: 2.2103, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2914, loss/aux0: 1.2914 2020-10-20 08:49:44,784 - mmaction - INFO - Epoch [179][100/396] lr: 6.363e-02, eta: 15:23:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5677, top5_acc: 0.7990, loss_cls: 1.7686, loss: 1.7686, grad_norm: 2.2270, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2622, loss/aux0: 1.2622 2020-10-20 08:49:45,755 - mmaction - INFO - Epoch [179][100/396] lr: 6.363e-02, eta: 15:23:33, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5677, top5_acc: 0.7990, loss_cls: 1.7686, loss: 1.7686, grad_norm: 2.2192, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2426, loss/aux0: 1.2426 2020-10-20 08:50:22,231 - mmaction - INFO - Epoch [179][120/396] lr: 6.363e-02, eta: 15:22:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5380, top5_acc: 0.7776, loss_cls: 1.8766, loss: 1.8766, grad_norm: 2.2383, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2783, loss/aux0: 1.2783 2020-10-20 08:50:23,244 - mmaction - INFO - Epoch [179][120/396] lr: 6.363e-02, eta: 15:22:58, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5380, top5_acc: 0.7776, loss_cls: 1.8766, loss: 1.8766, grad_norm: 2.2391, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2900, loss/aux0: 1.2900 2020-10-20 08:50:59,791 - mmaction - INFO - Epoch [179][140/396] lr: 6.363e-02, eta: 15:22:15, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5510, top5_acc: 0.7818, loss_cls: 1.8608, loss: 1.8608, grad_norm: 2.1688, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.2906, loss/aux0: 1.2906 2020-10-20 08:51:00,745 - mmaction - INFO - Epoch [179][140/396] lr: 6.363e-02, eta: 15:22:23, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5510, top5_acc: 0.7818, loss_cls: 1.8608, loss: 1.8608, grad_norm: 2.1700, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.2931, loss/aux0: 1.2931 2020-10-20 08:51:37,240 - mmaction - INFO - Epoch [179][160/396] lr: 6.363e-02, eta: 15:21:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5482, top5_acc: 0.7823, loss_cls: 1.8237, loss: 1.8237, grad_norm: 2.2312, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2781, loss/aux0: 1.2781 2020-10-20 08:51:38,261 - mmaction - INFO - Epoch [179][160/396] lr: 6.363e-02, eta: 15:21:47, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.5482, top5_acc: 0.7823, loss_cls: 1.8237, loss: 1.8237, grad_norm: 2.2198, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2737, loss/aux0: 1.2737 2020-10-20 08:52:14,815 - mmaction - INFO - Epoch [179][180/396] lr: 6.363e-02, eta: 15:21:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5607, top5_acc: 0.7880, loss_cls: 1.8134, loss: 1.8134, grad_norm: 2.3024, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2550, loss/aux0: 1.2550 2020-10-20 08:52:15,769 - mmaction - INFO - Epoch [179][180/396] lr: 6.363e-02, eta: 15:21:12, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5607, top5_acc: 0.7880, loss_cls: 1.8134, loss: 1.8134, grad_norm: 2.3047, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2568, loss/aux0: 1.2568 2020-10-20 08:52:52,242 - mmaction - INFO - Epoch [179][200/396] lr: 6.363e-02, eta: 15:20:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5359, top5_acc: 0.7789, loss_cls: 1.8787, loss: 1.8787, grad_norm: 2.2349, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3486, loss/aux0: 1.3486 2020-10-20 08:52:53,215 - mmaction - INFO - Epoch [179][200/396] lr: 6.363e-02, eta: 15:20:37, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5359, top5_acc: 0.7789, loss_cls: 1.8787, loss: 1.8787, grad_norm: 2.2304, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3401, loss/aux0: 1.3401 2020-10-20 08:53:29,739 - mmaction - INFO - Epoch [179][220/396] lr: 6.363e-02, eta: 15:19:53, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5432, top5_acc: 0.7812, loss_cls: 1.8530, loss: 1.8530, grad_norm: 2.2626, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3263, loss/aux0: 1.3263 2020-10-20 08:53:30,719 - mmaction - INFO - Epoch [179][220/396] lr: 6.363e-02, eta: 15:20:01, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5432, top5_acc: 0.7812, loss_cls: 1.8530, loss: 1.8530, grad_norm: 2.2591, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3321, loss/aux0: 1.3321 2020-10-20 08:54:07,137 - mmaction - INFO - Epoch [179][240/396] lr: 6.363e-02, eta: 15:19:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5422, top5_acc: 0.7852, loss_cls: 1.8687, loss: 1.8687, grad_norm: 2.2335, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2862, loss/aux0: 1.2862 2020-10-20 08:54:08,083 - mmaction - INFO - Epoch [179][240/396] lr: 6.363e-02, eta: 15:19:26, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5422, top5_acc: 0.7852, loss_cls: 1.8687, loss: 1.8687, grad_norm: 2.2382, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2832, loss/aux0: 1.2832 2020-10-20 08:54:44,642 - mmaction - INFO - Epoch [179][260/396] lr: 6.363e-02, eta: 15:18:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5487, top5_acc: 0.7833, loss_cls: 1.8312, loss: 1.8312, grad_norm: 2.1798, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2247, loss/aux0: 1.2247 2020-10-20 08:54:45,617 - mmaction - INFO - Epoch [179][260/396] lr: 6.363e-02, eta: 15:18:51, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5487, top5_acc: 0.7833, loss_cls: 1.8312, loss: 1.8312, grad_norm: 2.1809, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2233, loss/aux0: 1.2233 2020-10-20 08:55:22,138 - mmaction - INFO - Epoch [179][280/396] lr: 6.363e-02, eta: 15:18:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5497, top5_acc: 0.7724, loss_cls: 1.8727, loss: 1.8727, grad_norm: 2.2035, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2585, loss/aux0: 1.2585 2020-10-20 08:55:23,083 - mmaction - INFO - Epoch [179][280/396] lr: 6.363e-02, eta: 15:18:15, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5497, top5_acc: 0.7724, loss_cls: 1.8727, loss: 1.8727, grad_norm: 2.2075, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2678, loss/aux0: 1.2678 2020-10-20 08:55:59,473 - mmaction - INFO - Epoch [179][300/396] lr: 6.363e-02, eta: 15:17:32, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.5664, top5_acc: 0.7979, loss_cls: 1.7815, loss: 1.7815, grad_norm: 2.3049, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2340, loss/aux0: 1.2340 2020-10-20 08:56:00,488 - mmaction - INFO - Epoch [179][300/396] lr: 6.363e-02, eta: 15:17:40, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5664, top5_acc: 0.7979, loss_cls: 1.7815, loss: 1.7815, grad_norm: 2.3016, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2293, loss/aux0: 1.2293 2020-10-20 08:56:36,903 - mmaction - INFO - Epoch [179][320/396] lr: 6.363e-02, eta: 15:16:56, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5505, top5_acc: 0.7872, loss_cls: 1.8033, loss: 1.8033, grad_norm: 2.2027, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2941, loss/aux0: 1.2941 2020-10-20 08:56:37,900 - mmaction - INFO - Epoch [179][320/396] lr: 6.363e-02, eta: 15:17:04, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5505, top5_acc: 0.7872, loss_cls: 1.8033, loss: 1.8033, grad_norm: 2.1938, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.2897, loss/aux0: 1.2897 2020-10-20 08:57:14,277 - mmaction - INFO - Epoch [179][340/396] lr: 6.363e-02, eta: 15:16:21, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5534, top5_acc: 0.7888, loss_cls: 1.8342, loss: 1.8342, grad_norm: 2.2418, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2734, loss/aux0: 1.2734 2020-10-20 08:57:15,229 - mmaction - INFO - Epoch [179][340/396] lr: 6.363e-02, eta: 15:16:29, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5534, top5_acc: 0.7888, loss_cls: 1.8342, loss: 1.8342, grad_norm: 2.2340, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2741, loss/aux0: 1.2741 2020-10-20 08:57:51,655 - mmaction - INFO - Epoch [179][360/396] lr: 6.363e-02, eta: 15:15:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5510, top5_acc: 0.7810, loss_cls: 1.8557, loss: 1.8557, grad_norm: 2.2308, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3097, loss/aux0: 1.3097 2020-10-20 08:57:52,603 - mmaction - INFO - Epoch [179][360/396] lr: 6.363e-02, eta: 15:15:54, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5510, top5_acc: 0.7810, loss_cls: 1.8557, loss: 1.8557, grad_norm: 2.2294, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3128, loss/aux0: 1.3128 2020-10-20 08:58:29,127 - mmaction - INFO - Epoch [179][380/396] lr: 6.363e-02, eta: 15:15:10, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5586, top5_acc: 0.7917, loss_cls: 1.8022, loss: 1.8022, grad_norm: 2.1929, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3013, loss/aux0: 1.3013 2020-10-20 08:58:30,120 - mmaction - INFO - Epoch [179][380/396] lr: 6.363e-02, eta: 15:15:18, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5586, top5_acc: 0.7917, loss_cls: 1.8022, loss: 1.8022, grad_norm: 2.1983, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3070, loss/aux0: 1.3070 2020-10-20 09:03:06,117 - mmaction - INFO - Epoch [180][20/396] lr: 6.213e-02, eta: 15:13:54, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5562, top5_acc: 0.7971, loss_cls: 1.7997, loss: 1.7997, grad_norm: 2.2474, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2841, loss/aux0: 1.2841 2020-10-20 09:03:07,061 - mmaction - INFO - Epoch [180][20/396] lr: 6.213e-02, eta: 15:14:02, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.5562, top5_acc: 0.7971, loss_cls: 1.7997, loss: 1.7997, grad_norm: 2.2401, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2816, loss/aux0: 1.2816 2020-10-20 09:03:43,591 - mmaction - INFO - Epoch [180][40/396] lr: 6.213e-02, eta: 15:13:18, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5628, top5_acc: 0.7906, loss_cls: 1.7891, loss: 1.7891, grad_norm: 2.2037, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.2640, loss/aux0: 1.2640 2020-10-20 09:03:44,575 - mmaction - INFO - Epoch [180][40/396] lr: 6.213e-02, eta: 15:13:26, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5628, top5_acc: 0.7906, loss_cls: 1.7891, loss: 1.7891, grad_norm: 2.2069, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.2745, loss/aux0: 1.2745 2020-10-20 09:04:20,998 - mmaction - INFO - Epoch [180][60/396] lr: 6.213e-02, eta: 15:12:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5534, top5_acc: 0.7862, loss_cls: 1.8331, loss: 1.8331, grad_norm: 2.2745, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2941, loss/aux0: 1.2941 2020-10-20 09:04:21,957 - mmaction - INFO - Epoch [180][60/396] lr: 6.213e-02, eta: 15:12:51, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5534, top5_acc: 0.7862, loss_cls: 1.8331, loss: 1.8331, grad_norm: 2.2758, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2847, loss/aux0: 1.2847 2020-10-20 09:04:58,369 - mmaction - INFO - Epoch [180][80/396] lr: 6.213e-02, eta: 15:12:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5620, top5_acc: 0.7964, loss_cls: 1.7797, loss: 1.7797, grad_norm: 2.2011, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.2989, loss/aux0: 1.2989 2020-10-20 09:04:59,333 - mmaction - INFO - Epoch [180][80/396] lr: 6.213e-02, eta: 15:12:15, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5620, top5_acc: 0.7964, loss_cls: 1.7797, loss: 1.7797, grad_norm: 2.1982, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.2971, loss/aux0: 1.2971 2020-10-20 09:05:35,816 - mmaction - INFO - Epoch [180][100/396] lr: 6.213e-02, eta: 15:11:32, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5716, top5_acc: 0.8049, loss_cls: 1.7401, loss: 1.7401, grad_norm: 2.2335, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2732, loss/aux0: 1.2732 2020-10-20 09:05:36,785 - mmaction - INFO - Epoch [180][100/396] lr: 6.213e-02, eta: 15:11:40, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5716, top5_acc: 0.8049, loss_cls: 1.7401, loss: 1.7401, grad_norm: 2.2485, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2703, loss/aux0: 1.2703 2020-10-20 09:06:13,351 - mmaction - INFO - Epoch [180][120/396] lr: 6.213e-02, eta: 15:10:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5513, top5_acc: 0.7891, loss_cls: 1.8316, loss: 1.8316, grad_norm: 2.2288, top1_acc/aux0: 0.6977, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2026, loss/aux0: 1.2026 2020-10-20 09:06:14,294 - mmaction - INFO - Epoch [180][120/396] lr: 6.213e-02, eta: 15:11:05, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5513, top5_acc: 0.7891, loss_cls: 1.8316, loss: 1.8316, grad_norm: 2.2437, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2206, loss/aux0: 1.2206 2020-10-20 09:06:50,736 - mmaction - INFO - Epoch [180][140/396] lr: 6.213e-02, eta: 15:10:21, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5620, top5_acc: 0.7977, loss_cls: 1.7774, loss: 1.7774, grad_norm: 2.1990, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.2950, loss/aux0: 1.2950 2020-10-20 09:06:51,703 - mmaction - INFO - Epoch [180][140/396] lr: 6.213e-02, eta: 15:10:29, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5620, top5_acc: 0.7977, loss_cls: 1.7774, loss: 1.7774, grad_norm: 2.2085, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2902, loss/aux0: 1.2902 2020-10-20 09:07:28,183 - mmaction - INFO - Epoch [180][160/396] lr: 6.213e-02, eta: 15:09:46, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5586, top5_acc: 0.7919, loss_cls: 1.8095, loss: 1.8095, grad_norm: 2.2293, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3066, loss/aux0: 1.3066 2020-10-20 09:07:29,153 - mmaction - INFO - Epoch [180][160/396] lr: 6.213e-02, eta: 15:09:54, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.5586, top5_acc: 0.7919, loss_cls: 1.8095, loss: 1.8095, grad_norm: 2.2219, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2974, loss/aux0: 1.2974 2020-10-20 09:08:05,616 - mmaction - INFO - Epoch [180][180/396] lr: 6.213e-02, eta: 15:09:11, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5552, top5_acc: 0.7888, loss_cls: 1.8259, loss: 1.8259, grad_norm: 2.2033, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2584, loss/aux0: 1.2584 2020-10-20 09:08:06,546 - mmaction - INFO - Epoch [180][180/396] lr: 6.213e-02, eta: 15:09:18, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5552, top5_acc: 0.7888, loss_cls: 1.8259, loss: 1.8259, grad_norm: 2.2116, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2631, loss/aux0: 1.2631 2020-10-20 09:08:42,945 - mmaction - INFO - Epoch [180][200/396] lr: 6.213e-02, eta: 15:08:35, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5568, top5_acc: 0.7833, loss_cls: 1.7984, loss: 1.7984, grad_norm: 2.1846, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2458, loss/aux0: 1.2458 2020-10-20 09:08:43,918 - mmaction - INFO - Epoch [180][200/396] lr: 6.213e-02, eta: 15:08:43, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5568, top5_acc: 0.7833, loss_cls: 1.7984, loss: 1.7984, grad_norm: 2.1928, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2427, loss/aux0: 1.2427 2020-10-20 09:09:20,449 - mmaction - INFO - Epoch [180][220/396] lr: 6.213e-02, eta: 15:08:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5596, top5_acc: 0.7875, loss_cls: 1.8136, loss: 1.8136, grad_norm: 2.2509, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2714, loss/aux0: 1.2714 2020-10-20 09:09:21,430 - mmaction - INFO - Epoch [180][220/396] lr: 6.213e-02, eta: 15:08:08, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5596, top5_acc: 0.7875, loss_cls: 1.8136, loss: 1.8136, grad_norm: 2.2406, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2708, loss/aux0: 1.2708 2020-10-20 09:09:57,951 - mmaction - INFO - Epoch [180][240/396] lr: 6.213e-02, eta: 15:07:24, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5531, top5_acc: 0.7937, loss_cls: 1.8240, loss: 1.8240, grad_norm: 2.2842, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.2655, loss/aux0: 1.2655 2020-10-20 09:09:58,930 - mmaction - INFO - Epoch [180][240/396] lr: 6.213e-02, eta: 15:07:32, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5531, top5_acc: 0.7937, loss_cls: 1.8240, loss: 1.8240, grad_norm: 2.2817, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.2609, loss/aux0: 1.2609 2020-10-20 09:10:35,390 - mmaction - INFO - Epoch [180][260/396] lr: 6.213e-02, eta: 15:06:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5500, top5_acc: 0.7885, loss_cls: 1.8298, loss: 1.8298, grad_norm: 2.2287, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2456, loss/aux0: 1.2456 2020-10-20 09:10:36,410 - mmaction - INFO - Epoch [180][260/396] lr: 6.213e-02, eta: 15:06:57, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5500, top5_acc: 0.7885, loss_cls: 1.8298, loss: 1.8298, grad_norm: 2.2433, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2652, loss/aux0: 1.2652 2020-10-20 09:11:12,870 - mmaction - INFO - Epoch [180][280/396] lr: 6.213e-02, eta: 15:06:14, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5633, top5_acc: 0.8003, loss_cls: 1.7606, loss: 1.7606, grad_norm: 2.2391, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2869, loss/aux0: 1.2869 2020-10-20 09:11:13,837 - mmaction - INFO - Epoch [180][280/396] lr: 6.213e-02, eta: 15:06:22, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.5633, top5_acc: 0.8003, loss_cls: 1.7606, loss: 1.7606, grad_norm: 2.2474, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2735, loss/aux0: 1.2735 2020-10-20 09:11:50,360 - mmaction - INFO - Epoch [180][300/396] lr: 6.213e-02, eta: 15:05:38, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5578, top5_acc: 0.7844, loss_cls: 1.8164, loss: 1.8164, grad_norm: 2.2407, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.2795, loss/aux0: 1.2795 2020-10-20 09:11:51,320 - mmaction - INFO - Epoch [180][300/396] lr: 6.213e-02, eta: 15:05:46, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5578, top5_acc: 0.7844, loss_cls: 1.8164, loss: 1.8164, grad_norm: 2.2414, top1_acc/aux0: 0.6737, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.2832, loss/aux0: 1.2832 2020-10-20 09:12:27,739 - mmaction - INFO - Epoch [180][320/396] lr: 6.213e-02, eta: 15:05:03, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5557, top5_acc: 0.7818, loss_cls: 1.8363, loss: 1.8363, grad_norm: 2.2001, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2894, loss/aux0: 1.2894 2020-10-20 09:12:28,690 - mmaction - INFO - Epoch [180][320/396] lr: 6.213e-02, eta: 15:05:11, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5557, top5_acc: 0.7818, loss_cls: 1.8363, loss: 1.8363, grad_norm: 2.2030, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2827, loss/aux0: 1.2827 2020-10-20 09:13:05,227 - mmaction - INFO - Epoch [180][340/396] lr: 6.213e-02, eta: 15:04:27, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5495, top5_acc: 0.7870, loss_cls: 1.8288, loss: 1.8288, grad_norm: 2.1680, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2949, loss/aux0: 1.2949 2020-10-20 09:13:06,169 - mmaction - INFO - Epoch [180][340/396] lr: 6.213e-02, eta: 15:04:35, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5495, top5_acc: 0.7870, loss_cls: 1.8288, loss: 1.8288, grad_norm: 2.1574, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2987, loss/aux0: 1.2987 2020-10-20 09:13:42,761 - mmaction - INFO - Epoch [180][360/396] lr: 6.213e-02, eta: 15:03:52, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5362, top5_acc: 0.7729, loss_cls: 1.8720, loss: 1.8720, grad_norm: 2.2577, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.2733, loss/aux0: 1.2733 2020-10-20 09:13:43,730 - mmaction - INFO - Epoch [180][360/396] lr: 6.213e-02, eta: 15:04:00, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5362, top5_acc: 0.7729, loss_cls: 1.8720, loss: 1.8720, grad_norm: 2.2499, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2684, loss/aux0: 1.2684 2020-10-20 09:14:20,234 - mmaction - INFO - Epoch [180][380/396] lr: 6.213e-02, eta: 15:03:17, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5539, top5_acc: 0.7865, loss_cls: 1.8213, loss: 1.8213, grad_norm: 2.2303, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2537, loss/aux0: 1.2537 2020-10-20 09:14:21,234 - mmaction - INFO - Epoch [180][380/396] lr: 6.213e-02, eta: 15:03:25, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.5539, top5_acc: 0.7865, loss_cls: 1.8213, loss: 1.8213, grad_norm: 2.2162, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2462, loss/aux0: 1.2462 2020-10-20 09:19:23,787 - mmaction - INFO - Epoch [181][20/396] lr: 6.065e-02, eta: 15:02:00, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5479, top5_acc: 0.7862, loss_cls: 1.8239, loss: 1.8239, grad_norm: 2.2702, top1_acc/aux0: 0.6757, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2777, loss/aux0: 1.2777 2020-10-20 09:19:24,752 - mmaction - INFO - Epoch [181][20/396] lr: 6.065e-02, eta: 15:02:08, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.5479, top5_acc: 0.7862, loss_cls: 1.8239, loss: 1.8239, grad_norm: 2.2635, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.2717, loss/aux0: 1.2717 2020-10-20 09:20:01,195 - mmaction - INFO - Epoch [181][40/396] lr: 6.065e-02, eta: 15:01:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5701, top5_acc: 0.7961, loss_cls: 1.7763, loss: 1.7763, grad_norm: 2.2127, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2474, loss/aux0: 1.2474 2020-10-20 09:20:02,141 - mmaction - INFO - Epoch [181][40/396] lr: 6.065e-02, eta: 15:01:33, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5701, top5_acc: 0.7961, loss_cls: 1.7763, loss: 1.7763, grad_norm: 2.2163, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2561, loss/aux0: 1.2561 2020-10-20 09:20:38,702 - mmaction - INFO - Epoch [181][60/396] lr: 6.065e-02, eta: 15:00:50, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5487, top5_acc: 0.7878, loss_cls: 1.8091, loss: 1.8091, grad_norm: 2.2072, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2127, loss/aux0: 1.2127 2020-10-20 09:20:39,729 - mmaction - INFO - Epoch [181][60/396] lr: 6.065e-02, eta: 15:00:58, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5487, top5_acc: 0.7878, loss_cls: 1.8091, loss: 1.8091, grad_norm: 2.2157, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2138, loss/aux0: 1.2138 2020-10-20 09:21:16,260 - mmaction - INFO - Epoch [181][80/396] lr: 6.065e-02, eta: 15:00:14, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5703, top5_acc: 0.7956, loss_cls: 1.7739, loss: 1.7739, grad_norm: 2.2156, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2378, loss/aux0: 1.2378 2020-10-20 09:21:17,211 - mmaction - INFO - Epoch [181][80/396] lr: 6.065e-02, eta: 15:00:22, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5703, top5_acc: 0.7956, loss_cls: 1.7739, loss: 1.7739, grad_norm: 2.2238, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2325, loss/aux0: 1.2325 2020-10-20 09:21:53,716 - mmaction - INFO - Epoch [181][100/396] lr: 6.065e-02, eta: 14:59:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5643, top5_acc: 0.7883, loss_cls: 1.8084, loss: 1.8084, grad_norm: 2.1807, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2739, loss/aux0: 1.2739 2020-10-20 09:21:54,679 - mmaction - INFO - Epoch [181][100/396] lr: 6.065e-02, eta: 14:59:47, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5643, top5_acc: 0.7883, loss_cls: 1.8084, loss: 1.8084, grad_norm: 2.2050, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3044, loss/aux0: 1.3044 2020-10-20 09:22:31,094 - mmaction - INFO - Epoch [181][120/396] lr: 6.065e-02, eta: 14:59:04, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5594, top5_acc: 0.7867, loss_cls: 1.8339, loss: 1.8339, grad_norm: 2.2655, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.2965, loss/aux0: 1.2965 2020-10-20 09:22:32,079 - mmaction - INFO - Epoch [181][120/396] lr: 6.065e-02, eta: 14:59:11, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5594, top5_acc: 0.7867, loss_cls: 1.8339, loss: 1.8339, grad_norm: 2.2684, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2637, loss/aux0: 1.2637 2020-10-20 09:23:08,549 - mmaction - INFO - Epoch [181][140/396] lr: 6.065e-02, eta: 14:58:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5516, top5_acc: 0.8010, loss_cls: 1.7870, loss: 1.7870, grad_norm: 2.2210, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2672, loss/aux0: 1.2672 2020-10-20 09:23:09,516 - mmaction - INFO - Epoch [181][140/396] lr: 6.065e-02, eta: 14:58:36, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5516, top5_acc: 0.8010, loss_cls: 1.7870, loss: 1.7870, grad_norm: 2.2103, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2627, loss/aux0: 1.2627 2020-10-20 09:23:45,965 - mmaction - INFO - Epoch [181][160/396] lr: 6.065e-02, eta: 14:57:53, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5492, top5_acc: 0.7859, loss_cls: 1.8207, loss: 1.8207, grad_norm: 2.2822, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2442, loss/aux0: 1.2442 2020-10-20 09:23:46,922 - mmaction - INFO - Epoch [181][160/396] lr: 6.065e-02, eta: 14:58:01, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5492, top5_acc: 0.7859, loss_cls: 1.8207, loss: 1.8207, grad_norm: 2.2830, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2500, loss/aux0: 1.2500 2020-10-20 09:24:23,488 - mmaction - INFO - Epoch [181][180/396] lr: 6.065e-02, eta: 14:57:18, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5508, top5_acc: 0.7867, loss_cls: 1.8252, loss: 1.8252, grad_norm: 2.2476, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3119, loss/aux0: 1.3119 2020-10-20 09:24:24,430 - mmaction - INFO - Epoch [181][180/396] lr: 6.065e-02, eta: 14:57:25, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5508, top5_acc: 0.7867, loss_cls: 1.8252, loss: 1.8252, grad_norm: 2.2727, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3142, loss/aux0: 1.3142 2020-10-20 09:25:00,897 - mmaction - INFO - Epoch [181][200/396] lr: 6.065e-02, eta: 14:56:42, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5477, top5_acc: 0.7891, loss_cls: 1.8205, loss: 1.8205, grad_norm: 2.2139, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3045, loss/aux0: 1.3045 2020-10-20 09:25:01,908 - mmaction - INFO - Epoch [181][200/396] lr: 6.065e-02, eta: 14:56:50, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5477, top5_acc: 0.7891, loss_cls: 1.8205, loss: 1.8205, grad_norm: 2.2153, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3075, loss/aux0: 1.3075 2020-10-20 09:25:38,328 - mmaction - INFO - Epoch [181][220/396] lr: 6.065e-02, eta: 14:56:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5549, top5_acc: 0.7844, loss_cls: 1.8417, loss: 1.8417, grad_norm: 2.2850, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2572, loss/aux0: 1.2572 2020-10-20 09:25:39,273 - mmaction - INFO - Epoch [181][220/396] lr: 6.065e-02, eta: 14:56:15, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5549, top5_acc: 0.7844, loss_cls: 1.8417, loss: 1.8417, grad_norm: 2.3057, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2707, loss/aux0: 1.2707 2020-10-20 09:26:15,797 - mmaction - INFO - Epoch [181][240/396] lr: 6.065e-02, eta: 14:55:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5573, top5_acc: 0.7872, loss_cls: 1.8229, loss: 1.8229, grad_norm: 2.2464, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2961, loss/aux0: 1.2961 2020-10-20 09:26:16,756 - mmaction - INFO - Epoch [181][240/396] lr: 6.065e-02, eta: 14:55:39, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5573, top5_acc: 0.7872, loss_cls: 1.8229, loss: 1.8229, grad_norm: 2.2693, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2897, loss/aux0: 1.2897 2020-10-20 09:26:53,162 - mmaction - INFO - Epoch [181][260/396] lr: 6.065e-02, eta: 14:54:56, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5539, top5_acc: 0.7849, loss_cls: 1.8352, loss: 1.8352, grad_norm: 2.2425, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.2996, loss/aux0: 1.2996 2020-10-20 09:26:54,112 - mmaction - INFO - Epoch [181][260/396] lr: 6.065e-02, eta: 14:55:04, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5539, top5_acc: 0.7849, loss_cls: 1.8352, loss: 1.8352, grad_norm: 2.2440, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.2885, loss/aux0: 1.2885 2020-10-20 09:27:30,583 - mmaction - INFO - Epoch [181][280/396] lr: 6.065e-02, eta: 14:54:21, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5406, top5_acc: 0.7867, loss_cls: 1.8391, loss: 1.8391, grad_norm: 2.1640, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2710, loss/aux0: 1.2710 2020-10-20 09:27:31,584 - mmaction - INFO - Epoch [181][280/396] lr: 6.065e-02, eta: 14:54:28, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5406, top5_acc: 0.7867, loss_cls: 1.8391, loss: 1.8391, grad_norm: 2.1716, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.2831, loss/aux0: 1.2831 2020-10-20 09:28:08,027 - mmaction - INFO - Epoch [181][300/396] lr: 6.065e-02, eta: 14:53:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5414, top5_acc: 0.7826, loss_cls: 1.8663, loss: 1.8663, grad_norm: 2.2321, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2619, loss/aux0: 1.2619 2020-10-20 09:28:08,977 - mmaction - INFO - Epoch [181][300/396] lr: 6.065e-02, eta: 14:53:53, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5414, top5_acc: 0.7826, loss_cls: 1.8663, loss: 1.8663, grad_norm: 2.2206, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2392, loss/aux0: 1.2392 2020-10-20 09:28:45,428 - mmaction - INFO - Epoch [181][320/396] lr: 6.065e-02, eta: 14:53:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7901, loss_cls: 1.8108, loss: 1.8108, grad_norm: 2.2458, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.2463, loss/aux0: 1.2463 2020-10-20 09:28:46,443 - mmaction - INFO - Epoch [181][320/396] lr: 6.065e-02, eta: 14:53:18, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5518, top5_acc: 0.7901, loss_cls: 1.8108, loss: 1.8108, grad_norm: 2.2374, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.2507, loss/aux0: 1.2507 2020-10-20 09:29:22,867 - mmaction - INFO - Epoch [181][340/396] lr: 6.065e-02, eta: 14:52:34, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5466, top5_acc: 0.7732, loss_cls: 1.8749, loss: 1.8749, grad_norm: 2.2591, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2313, loss/aux0: 1.2313 2020-10-20 09:29:23,832 - mmaction - INFO - Epoch [181][340/396] lr: 6.065e-02, eta: 14:52:42, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5466, top5_acc: 0.7732, loss_cls: 1.8749, loss: 1.8749, grad_norm: 2.2697, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2416, loss/aux0: 1.2416 2020-10-20 09:30:00,256 - mmaction - INFO - Epoch [181][360/396] lr: 6.065e-02, eta: 14:51:59, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5581, top5_acc: 0.7891, loss_cls: 1.8034, loss: 1.8034, grad_norm: 2.2271, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2262, loss/aux0: 1.2262 2020-10-20 09:30:01,251 - mmaction - INFO - Epoch [181][360/396] lr: 6.065e-02, eta: 14:52:07, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5581, top5_acc: 0.7891, loss_cls: 1.8034, loss: 1.8034, grad_norm: 2.2403, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2326, loss/aux0: 1.2326 2020-10-20 09:30:37,763 - mmaction - INFO - Epoch [181][380/396] lr: 6.065e-02, eta: 14:51:24, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5523, top5_acc: 0.7849, loss_cls: 1.8375, loss: 1.8375, grad_norm: 2.2328, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3108, loss/aux0: 1.3108 2020-10-20 09:30:38,718 - mmaction - INFO - Epoch [181][380/396] lr: 6.065e-02, eta: 14:51:31, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5523, top5_acc: 0.7849, loss_cls: 1.8375, loss: 1.8375, grad_norm: 2.2392, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2998, loss/aux0: 1.2998 2020-10-20 09:35:04,430 - mmaction - INFO - Epoch [182][20/396] lr: 5.917e-02, eta: 14:50:08, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5602, top5_acc: 0.7995, loss_cls: 1.7594, loss: 1.7594, grad_norm: 2.2144, top1_acc/aux0: 0.7015, top5_acc/aux0: 0.8868, loss_cls/aux0: 1.1766, loss/aux0: 1.1766 2020-10-20 09:35:05,383 - mmaction - INFO - Epoch [182][20/396] lr: 5.917e-02, eta: 14:50:15, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5602, top5_acc: 0.7995, loss_cls: 1.7594, loss: 1.7594, grad_norm: 2.2179, top1_acc/aux0: 0.7013, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1782, loss/aux0: 1.1782 2020-10-20 09:35:41,706 - mmaction - INFO - Epoch [182][40/396] lr: 5.917e-02, eta: 14:49:32, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5620, top5_acc: 0.7930, loss_cls: 1.7980, loss: 1.7980, grad_norm: 2.2690, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2389, loss/aux0: 1.2389 2020-10-20 09:35:42,726 - mmaction - INFO - Epoch [182][40/396] lr: 5.917e-02, eta: 14:49:40, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5620, top5_acc: 0.7930, loss_cls: 1.7980, loss: 1.7980, grad_norm: 2.2670, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2484, loss/aux0: 1.2484 2020-10-20 09:36:19,206 - mmaction - INFO - Epoch [182][60/396] lr: 5.917e-02, eta: 14:48:57, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8008, loss_cls: 1.7687, loss: 1.7687, grad_norm: 2.2630, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2054, loss/aux0: 1.2054 2020-10-20 09:36:20,148 - mmaction - INFO - Epoch [182][60/396] lr: 5.917e-02, eta: 14:49:04, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8008, loss_cls: 1.7687, loss: 1.7687, grad_norm: 2.2587, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1928, loss/aux0: 1.1928 2020-10-20 09:36:56,841 - mmaction - INFO - Epoch [182][80/396] lr: 5.917e-02, eta: 14:48:21, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5719, top5_acc: 0.8060, loss_cls: 1.7471, loss: 1.7471, grad_norm: 2.2347, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2060, loss/aux0: 1.2060 2020-10-20 09:36:57,820 - mmaction - INFO - Epoch [182][80/396] lr: 5.917e-02, eta: 14:48:29, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.5719, top5_acc: 0.8060, loss_cls: 1.7471, loss: 1.7471, grad_norm: 2.2336, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2065, loss/aux0: 1.2065 2020-10-20 09:37:34,351 - mmaction - INFO - Epoch [182][100/396] lr: 5.917e-02, eta: 14:47:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5576, top5_acc: 0.7974, loss_cls: 1.7814, loss: 1.7814, grad_norm: 2.2326, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2485, loss/aux0: 1.2485 2020-10-20 09:37:35,345 - mmaction - INFO - Epoch [182][100/396] lr: 5.917e-02, eta: 14:47:54, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.5576, top5_acc: 0.7974, loss_cls: 1.7814, loss: 1.7814, grad_norm: 2.2359, top1_acc/aux0: 0.6779, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2558, loss/aux0: 1.2558 2020-10-20 09:38:11,799 - mmaction - INFO - Epoch [182][120/396] lr: 5.917e-02, eta: 14:47:11, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5620, top5_acc: 0.8034, loss_cls: 1.7359, loss: 1.7359, grad_norm: 2.3274, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2776, loss/aux0: 1.2776 2020-10-20 09:38:12,757 - mmaction - INFO - Epoch [182][120/396] lr: 5.917e-02, eta: 14:47:18, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5620, top5_acc: 0.8034, loss_cls: 1.7359, loss: 1.7359, grad_norm: 2.3084, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2597, loss/aux0: 1.2597 2020-10-20 09:38:49,238 - mmaction - INFO - Epoch [182][140/396] lr: 5.917e-02, eta: 14:46:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5563, top5_acc: 0.7951, loss_cls: 1.7751, loss: 1.7751, grad_norm: 2.3025, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.1785, loss/aux0: 1.1785 2020-10-20 09:38:50,228 - mmaction - INFO - Epoch [182][140/396] lr: 5.917e-02, eta: 14:46:43, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5563, top5_acc: 0.7951, loss_cls: 1.7751, loss: 1.7751, grad_norm: 2.3117, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.1969, loss/aux0: 1.1969 2020-10-20 09:39:26,713 - mmaction - INFO - Epoch [182][160/396] lr: 5.917e-02, eta: 14:46:00, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5482, top5_acc: 0.7865, loss_cls: 1.8369, loss: 1.8369, grad_norm: 2.2523, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.2600, loss/aux0: 1.2600 2020-10-20 09:39:27,668 - mmaction - INFO - Epoch [182][160/396] lr: 5.917e-02, eta: 14:46:08, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5482, top5_acc: 0.7865, loss_cls: 1.8369, loss: 1.8369, grad_norm: 2.2483, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2620, loss/aux0: 1.2620 2020-10-20 09:40:04,098 - mmaction - INFO - Epoch [182][180/396] lr: 5.917e-02, eta: 14:45:24, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5464, top5_acc: 0.7742, loss_cls: 1.8590, loss: 1.8590, grad_norm: 2.2593, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2831, loss/aux0: 1.2831 2020-10-20 09:40:05,048 - mmaction - INFO - Epoch [182][180/396] lr: 5.917e-02, eta: 14:45:32, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5464, top5_acc: 0.7742, loss_cls: 1.8590, loss: 1.8590, grad_norm: 2.2557, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2877, loss/aux0: 1.2877 2020-10-20 09:40:41,586 - mmaction - INFO - Epoch [182][200/396] lr: 5.917e-02, eta: 14:44:49, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5727, top5_acc: 0.7956, loss_cls: 1.7374, loss: 1.7374, grad_norm: 2.2639, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1946, loss/aux0: 1.1946 2020-10-20 09:40:42,542 - mmaction - INFO - Epoch [182][200/396] lr: 5.917e-02, eta: 14:44:57, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5727, top5_acc: 0.7956, loss_cls: 1.7374, loss: 1.7374, grad_norm: 2.2574, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1877, loss/aux0: 1.1877 2020-10-20 09:41:19,043 - mmaction - INFO - Epoch [182][220/396] lr: 5.917e-02, eta: 14:44:14, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5609, top5_acc: 0.7969, loss_cls: 1.7667, loss: 1.7667, grad_norm: 2.3071, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3127, loss/aux0: 1.3127 2020-10-20 09:41:19,989 - mmaction - INFO - Epoch [182][220/396] lr: 5.917e-02, eta: 14:44:21, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5609, top5_acc: 0.7969, loss_cls: 1.7667, loss: 1.7667, grad_norm: 2.3081, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3037, loss/aux0: 1.3037 2020-10-20 09:41:56,487 - mmaction - INFO - Epoch [182][240/396] lr: 5.917e-02, eta: 14:43:38, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5534, top5_acc: 0.7862, loss_cls: 1.8167, loss: 1.8167, grad_norm: 2.2387, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3011, loss/aux0: 1.3011 2020-10-20 09:41:57,516 - mmaction - INFO - Epoch [182][240/396] lr: 5.917e-02, eta: 14:43:46, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5534, top5_acc: 0.7862, loss_cls: 1.8167, loss: 1.8167, grad_norm: 2.2407, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3091, loss/aux0: 1.3091 2020-10-20 09:42:34,122 - mmaction - INFO - Epoch [182][260/396] lr: 5.917e-02, eta: 14:43:03, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5471, top5_acc: 0.7872, loss_cls: 1.8340, loss: 1.8340, grad_norm: 2.2127, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2241, loss/aux0: 1.2241 2020-10-20 09:42:35,130 - mmaction - INFO - Epoch [182][260/396] lr: 5.917e-02, eta: 14:43:11, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.5471, top5_acc: 0.7872, loss_cls: 1.8340, loss: 1.8340, grad_norm: 2.1976, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2137, loss/aux0: 1.2137 2020-10-20 09:43:11,535 - mmaction - INFO - Epoch [182][280/396] lr: 5.917e-02, eta: 14:42:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5630, top5_acc: 0.7880, loss_cls: 1.8045, loss: 1.8045, grad_norm: 2.2449, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2346, loss/aux0: 1.2346 2020-10-20 09:43:12,481 - mmaction - INFO - Epoch [182][280/396] lr: 5.917e-02, eta: 14:42:35, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5630, top5_acc: 0.7880, loss_cls: 1.8045, loss: 1.8045, grad_norm: 2.2453, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2367, loss/aux0: 1.2367 2020-10-20 09:43:48,979 - mmaction - INFO - Epoch [182][300/396] lr: 5.917e-02, eta: 14:41:52, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5617, top5_acc: 0.7891, loss_cls: 1.8068, loss: 1.8068, grad_norm: 2.2231, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.2880, loss/aux0: 1.2880 2020-10-20 09:43:49,943 - mmaction - INFO - Epoch [182][300/396] lr: 5.917e-02, eta: 14:42:00, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5617, top5_acc: 0.7891, loss_cls: 1.8068, loss: 1.8068, grad_norm: 2.2231, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.2833, loss/aux0: 1.2833 2020-10-20 09:44:26,342 - mmaction - INFO - Epoch [182][320/396] lr: 5.917e-02, eta: 14:41:17, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5578, top5_acc: 0.7896, loss_cls: 1.8089, loss: 1.8089, grad_norm: 2.3273, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2661, loss/aux0: 1.2661 2020-10-20 09:44:27,303 - mmaction - INFO - Epoch [182][320/396] lr: 5.917e-02, eta: 14:41:24, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5578, top5_acc: 0.7896, loss_cls: 1.8089, loss: 1.8089, grad_norm: 2.3226, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2931, loss/aux0: 1.2931 2020-10-20 09:45:03,780 - mmaction - INFO - Epoch [182][340/396] lr: 5.917e-02, eta: 14:40:41, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5646, top5_acc: 0.7977, loss_cls: 1.7783, loss: 1.7783, grad_norm: 2.2646, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.2823, loss/aux0: 1.2823 2020-10-20 09:45:04,725 - mmaction - INFO - Epoch [182][340/396] lr: 5.917e-02, eta: 14:40:49, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5646, top5_acc: 0.7977, loss_cls: 1.7783, loss: 1.7783, grad_norm: 2.2754, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.2684, loss/aux0: 1.2684 2020-10-20 09:45:41,252 - mmaction - INFO - Epoch [182][360/396] lr: 5.917e-02, eta: 14:40:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5568, top5_acc: 0.7831, loss_cls: 1.8335, loss: 1.8335, grad_norm: 2.1862, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2400, loss/aux0: 1.2400 2020-10-20 09:45:42,206 - mmaction - INFO - Epoch [182][360/396] lr: 5.917e-02, eta: 14:40:14, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5568, top5_acc: 0.7831, loss_cls: 1.8335, loss: 1.8335, grad_norm: 2.1838, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2478, loss/aux0: 1.2478 2020-10-20 09:46:18,590 - mmaction - INFO - Epoch [182][380/396] lr: 5.917e-02, eta: 14:39:31, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5440, top5_acc: 0.7865, loss_cls: 1.8324, loss: 1.8324, grad_norm: 2.2787, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2700, loss/aux0: 1.2700 2020-10-20 09:46:19,547 - mmaction - INFO - Epoch [182][380/396] lr: 5.917e-02, eta: 14:39:38, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5440, top5_acc: 0.7865, loss_cls: 1.8324, loss: 1.8324, grad_norm: 2.2755, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2526, loss/aux0: 1.2526 2020-10-20 09:50:53,857 - mmaction - INFO - Epoch [183][20/396] lr: 5.772e-02, eta: 14:38:15, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5724, top5_acc: 0.7935, loss_cls: 1.7561, loss: 1.7561, grad_norm: 2.2199, top1_acc/aux0: 0.6842, top5_acc/aux0: 0.8712, loss_cls/aux0: 1.2637, loss/aux0: 1.2637 2020-10-20 09:50:54,799 - mmaction - INFO - Epoch [183][20/396] lr: 5.772e-02, eta: 14:38:22, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.5724, top5_acc: 0.7935, loss_cls: 1.7561, loss: 1.7561, grad_norm: 2.2027, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2582, loss/aux0: 1.2582 2020-10-20 09:51:31,181 - mmaction - INFO - Epoch [183][40/396] lr: 5.772e-02, eta: 14:37:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5581, top5_acc: 0.7961, loss_cls: 1.7750, loss: 1.7750, grad_norm: 2.2773, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2199, loss/aux0: 1.2199 2020-10-20 09:51:32,148 - mmaction - INFO - Epoch [183][40/396] lr: 5.772e-02, eta: 14:37:47, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.5581, top5_acc: 0.7961, loss_cls: 1.7750, loss: 1.7750, grad_norm: 2.2828, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2256, loss/aux0: 1.2256 2020-10-20 09:52:08,578 - mmaction - INFO - Epoch [183][60/396] lr: 5.772e-02, eta: 14:37:04, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5599, top5_acc: 0.7935, loss_cls: 1.7801, loss: 1.7801, grad_norm: 2.2654, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.2250, loss/aux0: 1.2250 2020-10-20 09:52:09,601 - mmaction - INFO - Epoch [183][60/396] lr: 5.772e-02, eta: 14:37:11, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5599, top5_acc: 0.7935, loss_cls: 1.7801, loss: 1.7801, grad_norm: 2.2655, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.2188, loss/aux0: 1.2188 2020-10-20 09:52:46,104 - mmaction - INFO - Epoch [183][80/396] lr: 5.772e-02, eta: 14:36:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5625, top5_acc: 0.7945, loss_cls: 1.7753, loss: 1.7753, grad_norm: 2.3138, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.2178, loss/aux0: 1.2178 2020-10-20 09:52:47,059 - mmaction - INFO - Epoch [183][80/396] lr: 5.772e-02, eta: 14:36:36, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5625, top5_acc: 0.7945, loss_cls: 1.7753, loss: 1.7753, grad_norm: 2.3113, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.2144, loss/aux0: 1.2144 2020-10-20 09:53:23,566 - mmaction - INFO - Epoch [183][100/396] lr: 5.772e-02, eta: 14:35:53, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5602, top5_acc: 0.7951, loss_cls: 1.7767, loss: 1.7767, grad_norm: 2.2702, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2290, loss/aux0: 1.2290 2020-10-20 09:53:24,522 - mmaction - INFO - Epoch [183][100/396] lr: 5.772e-02, eta: 14:36:01, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5602, top5_acc: 0.7951, loss_cls: 1.7767, loss: 1.7767, grad_norm: 2.2639, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2386, loss/aux0: 1.2386 2020-10-20 09:54:01,139 - mmaction - INFO - Epoch [183][120/396] lr: 5.772e-02, eta: 14:35:18, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.5695, top5_acc: 0.7932, loss_cls: 1.7661, loss: 1.7661, grad_norm: 2.2764, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.2063, loss/aux0: 1.2063 2020-10-20 09:54:02,082 - mmaction - INFO - Epoch [183][120/396] lr: 5.772e-02, eta: 14:35:25, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.5695, top5_acc: 0.7932, loss_cls: 1.7661, loss: 1.7661, grad_norm: 2.2441, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.2029, loss/aux0: 1.2029 2020-10-20 09:54:38,559 - mmaction - INFO - Epoch [183][140/396] lr: 5.772e-02, eta: 14:34:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5651, top5_acc: 0.7964, loss_cls: 1.7561, loss: 1.7561, grad_norm: 2.3123, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2747, loss/aux0: 1.2747 2020-10-20 09:54:39,512 - mmaction - INFO - Epoch [183][140/396] lr: 5.772e-02, eta: 14:34:50, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5651, top5_acc: 0.7964, loss_cls: 1.7561, loss: 1.7561, grad_norm: 2.3218, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2752, loss/aux0: 1.2752 2020-10-20 09:55:16,079 - mmaction - INFO - Epoch [183][160/396] lr: 5.772e-02, eta: 14:34:07, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5568, top5_acc: 0.7833, loss_cls: 1.8317, loss: 1.8317, grad_norm: 2.3278, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2538, loss/aux0: 1.2538 2020-10-20 09:55:17,086 - mmaction - INFO - Epoch [183][160/396] lr: 5.772e-02, eta: 14:34:15, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.5568, top5_acc: 0.7833, loss_cls: 1.8317, loss: 1.8317, grad_norm: 2.3366, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2556, loss/aux0: 1.2556 2020-10-20 09:55:53,533 - mmaction - INFO - Epoch [183][180/396] lr: 5.772e-02, eta: 14:33:32, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5609, top5_acc: 0.7924, loss_cls: 1.7817, loss: 1.7817, grad_norm: 2.2802, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2337, loss/aux0: 1.2337 2020-10-20 09:55:54,534 - mmaction - INFO - Epoch [183][180/396] lr: 5.772e-02, eta: 14:33:39, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.5609, top5_acc: 0.7924, loss_cls: 1.7817, loss: 1.7817, grad_norm: 2.2786, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2343, loss/aux0: 1.2343 2020-10-20 09:56:31,152 - mmaction - INFO - Epoch [183][200/396] lr: 5.772e-02, eta: 14:32:56, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.5562, top5_acc: 0.7870, loss_cls: 1.8118, loss: 1.8118, grad_norm: 2.2261, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2572, loss/aux0: 1.2572 2020-10-20 09:56:32,152 - mmaction - INFO - Epoch [183][200/396] lr: 5.772e-02, eta: 14:33:04, time: 0.947, data_time: 0.004, memory: 8462, top1_acc: 0.5562, top5_acc: 0.7870, loss_cls: 1.8118, loss: 1.8118, grad_norm: 2.2190, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2488, loss/aux0: 1.2488 2020-10-20 09:57:08,666 - mmaction - INFO - Epoch [183][220/396] lr: 5.772e-02, eta: 14:32:21, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5500, top5_acc: 0.7810, loss_cls: 1.8269, loss: 1.8269, grad_norm: 2.3023, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2561, loss/aux0: 1.2561 2020-10-20 09:57:09,611 - mmaction - INFO - Epoch [183][220/396] lr: 5.772e-02, eta: 14:32:28, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5500, top5_acc: 0.7810, loss_cls: 1.8269, loss: 1.8269, grad_norm: 2.3266, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.2712, loss/aux0: 1.2712 2020-10-20 09:57:46,131 - mmaction - INFO - Epoch [183][240/396] lr: 5.772e-02, eta: 14:31:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5612, top5_acc: 0.7909, loss_cls: 1.7858, loss: 1.7858, grad_norm: 2.3278, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2230, loss/aux0: 1.2230 2020-10-20 09:57:47,088 - mmaction - INFO - Epoch [183][240/396] lr: 5.772e-02, eta: 14:31:53, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5612, top5_acc: 0.7909, loss_cls: 1.7858, loss: 1.7858, grad_norm: 2.3451, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2213, loss/aux0: 1.2213 2020-10-20 09:58:23,551 - mmaction - INFO - Epoch [183][260/396] lr: 5.772e-02, eta: 14:31:10, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5586, top5_acc: 0.7867, loss_cls: 1.8152, loss: 1.8152, grad_norm: 2.2404, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2074, loss/aux0: 1.2074 2020-10-20 09:58:24,510 - mmaction - INFO - Epoch [183][260/396] lr: 5.772e-02, eta: 14:31:18, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5586, top5_acc: 0.7867, loss_cls: 1.8152, loss: 1.8152, grad_norm: 2.2406, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.1934, loss/aux0: 1.1934 2020-10-20 09:59:01,071 - mmaction - INFO - Epoch [183][280/396] lr: 5.772e-02, eta: 14:30:35, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5661, top5_acc: 0.7974, loss_cls: 1.7672, loss: 1.7672, grad_norm: 2.2352, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2241, loss/aux0: 1.2241 2020-10-20 09:59:02,110 - mmaction - INFO - Epoch [183][280/396] lr: 5.772e-02, eta: 14:30:42, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5661, top5_acc: 0.7974, loss_cls: 1.7672, loss: 1.7672, grad_norm: 2.2442, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2337, loss/aux0: 1.2337 2020-10-20 09:59:38,606 - mmaction - INFO - Epoch [183][300/396] lr: 5.772e-02, eta: 14:29:59, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5651, top5_acc: 0.7964, loss_cls: 1.7922, loss: 1.7922, grad_norm: 2.2333, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2363, loss/aux0: 1.2363 2020-10-20 09:59:39,614 - mmaction - INFO - Epoch [183][300/396] lr: 5.772e-02, eta: 14:30:07, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5651, top5_acc: 0.7964, loss_cls: 1.7922, loss: 1.7922, grad_norm: 2.2467, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2325, loss/aux0: 1.2325 2020-10-20 10:00:17,408 - mmaction - INFO - Epoch [183][320/396] lr: 5.772e-02, eta: 14:29:24, time: 0.997, data_time: 0.000, memory: 8462, top1_acc: 0.5750, top5_acc: 0.8005, loss_cls: 1.7241, loss: 1.7241, grad_norm: 2.2465, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2857, loss/aux0: 1.2857 2020-10-20 10:00:18,429 - mmaction - INFO - Epoch [183][320/396] lr: 5.772e-02, eta: 14:29:32, time: 1.002, data_time: 0.003, memory: 8462, top1_acc: 0.5750, top5_acc: 0.8005, loss_cls: 1.7241, loss: 1.7241, grad_norm: 2.2497, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2814, loss/aux0: 1.2814 2020-10-20 10:00:54,926 - mmaction - INFO - Epoch [183][340/396] lr: 5.772e-02, eta: 14:28:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5745, top5_acc: 0.7974, loss_cls: 1.7362, loss: 1.7362, grad_norm: 2.2920, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2495, loss/aux0: 1.2495 2020-10-20 10:00:55,884 - mmaction - INFO - Epoch [183][340/396] lr: 5.772e-02, eta: 14:28:57, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5745, top5_acc: 0.7974, loss_cls: 1.7362, loss: 1.7362, grad_norm: 2.2970, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2659, loss/aux0: 1.2659 2020-10-20 10:01:32,322 - mmaction - INFO - Epoch [183][360/396] lr: 5.772e-02, eta: 14:28:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5677, top5_acc: 0.8044, loss_cls: 1.7361, loss: 1.7361, grad_norm: 2.2787, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2358, loss/aux0: 1.2358 2020-10-20 10:01:33,267 - mmaction - INFO - Epoch [183][360/396] lr: 5.772e-02, eta: 14:28:22, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5677, top5_acc: 0.8044, loss_cls: 1.7361, loss: 1.7361, grad_norm: 2.2949, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2262, loss/aux0: 1.2262 2020-10-20 10:02:09,886 - mmaction - INFO - Epoch [183][380/396] lr: 5.772e-02, eta: 14:27:39, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.5432, top5_acc: 0.7849, loss_cls: 1.8430, loss: 1.8430, grad_norm: 2.2754, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1987, loss/aux0: 1.1987 2020-10-20 10:02:10,840 - mmaction - INFO - Epoch [183][380/396] lr: 5.772e-02, eta: 14:27:46, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.5432, top5_acc: 0.7849, loss_cls: 1.8430, loss: 1.8430, grad_norm: 2.2606, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1972, loss/aux0: 1.1972 2020-10-20 10:06:54,200 - mmaction - INFO - Epoch [184][20/396] lr: 5.627e-02, eta: 14:26:23, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5622, top5_acc: 0.7875, loss_cls: 1.7688, loss: 1.7688, grad_norm: 2.2859, top1_acc/aux0: 0.6976, top5_acc/aux0: 0.8808, loss_cls/aux0: 1.2085, loss/aux0: 1.2085 2020-10-20 10:06:55,164 - mmaction - INFO - Epoch [184][20/396] lr: 5.627e-02, eta: 14:26:31, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5622, top5_acc: 0.7875, loss_cls: 1.7688, loss: 1.7688, grad_norm: 2.2697, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2034, loss/aux0: 1.2034 2020-10-20 10:07:31,512 - mmaction - INFO - Epoch [184][40/396] lr: 5.627e-02, eta: 14:25:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5766, top5_acc: 0.7971, loss_cls: 1.7498, loss: 1.7498, grad_norm: 2.2874, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2475, loss/aux0: 1.2475 2020-10-20 10:07:32,486 - mmaction - INFO - Epoch [184][40/396] lr: 5.627e-02, eta: 14:25:55, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5766, top5_acc: 0.7971, loss_cls: 1.7498, loss: 1.7498, grad_norm: 2.2661, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2482, loss/aux0: 1.2482 2020-10-20 10:08:08,927 - mmaction - INFO - Epoch [184][60/396] lr: 5.627e-02, eta: 14:25:12, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5638, top5_acc: 0.7966, loss_cls: 1.7841, loss: 1.7841, grad_norm: 2.3326, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2453, loss/aux0: 1.2453 2020-10-20 10:08:09,921 - mmaction - INFO - Epoch [184][60/396] lr: 5.627e-02, eta: 14:25:20, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5638, top5_acc: 0.7966, loss_cls: 1.7841, loss: 1.7841, grad_norm: 2.3254, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2430, loss/aux0: 1.2430 2020-10-20 10:08:46,430 - mmaction - INFO - Epoch [184][80/396] lr: 5.627e-02, eta: 14:24:37, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5607, top5_acc: 0.7951, loss_cls: 1.7997, loss: 1.7997, grad_norm: 2.3163, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2329, loss/aux0: 1.2329 2020-10-20 10:08:47,423 - mmaction - INFO - Epoch [184][80/396] lr: 5.627e-02, eta: 14:24:44, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5607, top5_acc: 0.7951, loss_cls: 1.7997, loss: 1.7997, grad_norm: 2.3056, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2412, loss/aux0: 1.2412 2020-10-20 10:09:23,882 - mmaction - INFO - Epoch [184][100/396] lr: 5.627e-02, eta: 14:24:01, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5779, top5_acc: 0.8052, loss_cls: 1.7215, loss: 1.7215, grad_norm: 2.2858, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2355, loss/aux0: 1.2355 2020-10-20 10:09:24,806 - mmaction - INFO - Epoch [184][100/396] lr: 5.627e-02, eta: 14:24:09, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5779, top5_acc: 0.8052, loss_cls: 1.7215, loss: 1.7215, grad_norm: 2.2826, top1_acc/aux0: 0.6813, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2267, loss/aux0: 1.2267 2020-10-20 10:10:01,260 - mmaction - INFO - Epoch [184][120/396] lr: 5.627e-02, eta: 14:23:26, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5646, top5_acc: 0.7971, loss_cls: 1.7590, loss: 1.7590, grad_norm: 2.3079, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2213, loss/aux0: 1.2213 2020-10-20 10:10:02,234 - mmaction - INFO - Epoch [184][120/396] lr: 5.627e-02, eta: 14:23:33, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5646, top5_acc: 0.7971, loss_cls: 1.7590, loss: 1.7590, grad_norm: 2.3056, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2277, loss/aux0: 1.2277 2020-10-20 10:10:38,612 - mmaction - INFO - Epoch [184][140/396] lr: 5.627e-02, eta: 14:22:51, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5641, top5_acc: 0.7893, loss_cls: 1.7972, loss: 1.7972, grad_norm: 2.3055, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2048, loss/aux0: 1.2048 2020-10-20 10:10:39,558 - mmaction - INFO - Epoch [184][140/396] lr: 5.627e-02, eta: 14:22:58, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5641, top5_acc: 0.7893, loss_cls: 1.7972, loss: 1.7972, grad_norm: 2.3082, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2088, loss/aux0: 1.2088 2020-10-20 10:11:16,084 - mmaction - INFO - Epoch [184][160/396] lr: 5.627e-02, eta: 14:22:15, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5667, top5_acc: 0.7935, loss_cls: 1.7884, loss: 1.7884, grad_norm: 2.3111, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2175, loss/aux0: 1.2175 2020-10-20 10:11:17,039 - mmaction - INFO - Epoch [184][160/396] lr: 5.627e-02, eta: 14:22:23, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5667, top5_acc: 0.7935, loss_cls: 1.7884, loss: 1.7884, grad_norm: 2.3098, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2186, loss/aux0: 1.2186 2020-10-20 10:11:53,525 - mmaction - INFO - Epoch [184][180/396] lr: 5.627e-02, eta: 14:21:40, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8031, loss_cls: 1.7409, loss: 1.7409, grad_norm: 2.3305, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2277, loss/aux0: 1.2277 2020-10-20 10:11:54,476 - mmaction - INFO - Epoch [184][180/396] lr: 5.627e-02, eta: 14:21:47, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8031, loss_cls: 1.7409, loss: 1.7409, grad_norm: 2.3273, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2288, loss/aux0: 1.2288 2020-10-20 10:12:30,982 - mmaction - INFO - Epoch [184][200/396] lr: 5.627e-02, eta: 14:21:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5695, top5_acc: 0.7943, loss_cls: 1.7805, loss: 1.7805, grad_norm: 2.3155, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2380, loss/aux0: 1.2380 2020-10-20 10:12:31,932 - mmaction - INFO - Epoch [184][200/396] lr: 5.627e-02, eta: 14:21:12, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5695, top5_acc: 0.7943, loss_cls: 1.7805, loss: 1.7805, grad_norm: 2.3297, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2376, loss/aux0: 1.2376 2020-10-20 10:13:08,441 - mmaction - INFO - Epoch [184][220/396] lr: 5.627e-02, eta: 14:20:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5664, top5_acc: 0.7893, loss_cls: 1.7917, loss: 1.7917, grad_norm: 2.3298, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3089, loss/aux0: 1.3089 2020-10-20 10:13:09,427 - mmaction - INFO - Epoch [184][220/396] lr: 5.627e-02, eta: 14:20:36, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5664, top5_acc: 0.7893, loss_cls: 1.7917, loss: 1.7917, grad_norm: 2.3315, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3035, loss/aux0: 1.3035 2020-10-20 10:13:45,914 - mmaction - INFO - Epoch [184][240/396] lr: 5.627e-02, eta: 14:19:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5497, top5_acc: 0.7833, loss_cls: 1.8235, loss: 1.8235, grad_norm: 2.2823, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2409, loss/aux0: 1.2409 2020-10-20 10:13:46,846 - mmaction - INFO - Epoch [184][240/396] lr: 5.627e-02, eta: 14:20:01, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5497, top5_acc: 0.7833, loss_cls: 1.8235, loss: 1.8235, grad_norm: 2.2438, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2300, loss/aux0: 1.2300 2020-10-20 10:14:23,342 - mmaction - INFO - Epoch [184][260/396] lr: 5.627e-02, eta: 14:19:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5628, top5_acc: 0.7932, loss_cls: 1.7968, loss: 1.7968, grad_norm: 2.3090, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2332, loss/aux0: 1.2332 2020-10-20 10:14:24,357 - mmaction - INFO - Epoch [184][260/396] lr: 5.627e-02, eta: 14:19:25, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5628, top5_acc: 0.7932, loss_cls: 1.7968, loss: 1.7968, grad_norm: 2.2923, top1_acc/aux0: 0.6961, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2318, loss/aux0: 1.2318 2020-10-20 10:15:00,789 - mmaction - INFO - Epoch [184][280/396] lr: 5.627e-02, eta: 14:18:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8013, loss_cls: 1.7546, loss: 1.7546, grad_norm: 2.3001, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.1996, loss/aux0: 1.1996 2020-10-20 10:15:01,744 - mmaction - INFO - Epoch [184][280/396] lr: 5.627e-02, eta: 14:18:50, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8013, loss_cls: 1.7546, loss: 1.7546, grad_norm: 2.3000, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2105, loss/aux0: 1.2105 2020-10-20 10:15:38,160 - mmaction - INFO - Epoch [184][300/396] lr: 5.627e-02, eta: 14:18:07, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5674, top5_acc: 0.7990, loss_cls: 1.7601, loss: 1.7601, grad_norm: 2.2742, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2450, loss/aux0: 1.2450 2020-10-20 10:15:39,132 - mmaction - INFO - Epoch [184][300/396] lr: 5.627e-02, eta: 14:18:15, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5674, top5_acc: 0.7990, loss_cls: 1.7601, loss: 1.7601, grad_norm: 2.2639, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2499, loss/aux0: 1.2499 2020-10-20 10:16:15,639 - mmaction - INFO - Epoch [184][320/396] lr: 5.627e-02, eta: 14:17:32, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5727, top5_acc: 0.8021, loss_cls: 1.7511, loss: 1.7511, grad_norm: 2.2917, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2088, loss/aux0: 1.2088 2020-10-20 10:16:16,613 - mmaction - INFO - Epoch [184][320/396] lr: 5.627e-02, eta: 14:17:39, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5727, top5_acc: 0.8021, loss_cls: 1.7511, loss: 1.7511, grad_norm: 2.3083, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2054, loss/aux0: 1.2054 2020-10-20 10:16:53,104 - mmaction - INFO - Epoch [184][340/396] lr: 5.627e-02, eta: 14:16:56, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5706, top5_acc: 0.7997, loss_cls: 1.7436, loss: 1.7436, grad_norm: 2.2972, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2004, loss/aux0: 1.2004 2020-10-20 10:16:54,087 - mmaction - INFO - Epoch [184][340/396] lr: 5.627e-02, eta: 14:17:04, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5706, top5_acc: 0.7997, loss_cls: 1.7436, loss: 1.7436, grad_norm: 2.2995, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1954, loss/aux0: 1.1954 2020-10-20 10:17:30,625 - mmaction - INFO - Epoch [184][360/396] lr: 5.627e-02, eta: 14:16:21, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5464, top5_acc: 0.7896, loss_cls: 1.8053, loss: 1.8053, grad_norm: 2.3637, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2529, loss/aux0: 1.2529 2020-10-20 10:17:31,626 - mmaction - INFO - Epoch [184][360/396] lr: 5.627e-02, eta: 14:16:28, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.5464, top5_acc: 0.7896, loss_cls: 1.8053, loss: 1.8053, grad_norm: 2.3529, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2624, loss/aux0: 1.2624 2020-10-20 10:18:08,088 - mmaction - INFO - Epoch [184][380/396] lr: 5.627e-02, eta: 14:15:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5630, top5_acc: 0.7951, loss_cls: 1.7811, loss: 1.7811, grad_norm: 2.3521, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2555, loss/aux0: 1.2555 2020-10-20 10:18:09,062 - mmaction - INFO - Epoch [184][380/396] lr: 5.627e-02, eta: 14:15:53, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5630, top5_acc: 0.7951, loss_cls: 1.7811, loss: 1.7811, grad_norm: 2.3507, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2478, loss/aux0: 1.2478 2020-10-20 10:18:40,131 - mmaction - INFO - Saving checkpoint at 184 epochs 2020-10-20 10:20:19,168 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 10:20:19,289 - mmaction - INFO - top1_acc 0.6614 top5_acc 0.8739 2020-10-20 10:20:19,289 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 10:20:19,311 - mmaction - INFO - mean_acc 0.6616 2020-10-20 10:20:19,312 - mmaction - INFO - Now best checkpoint is epoch_184.pth 2020-10-20 10:20:19,343 - mmaction - INFO - Epoch(val) [184][396] top1_acc: 0.6614, top5_acc: 0.8739, mean_class_accuracy: 0.6616 2020-10-20 10:24:04,636 - mmaction - INFO - Epoch [185][20/396] lr: 5.484e-02, eta: 14:14:30, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5659, top5_acc: 0.7979, loss_cls: 1.7383, loss: 1.7383, grad_norm: 2.3216, top1_acc/aux0: 0.6853, top5_acc/aux0: 0.8725, loss_cls/aux0: 1.2476, loss/aux0: 1.2476 2020-10-20 10:24:05,624 - mmaction - INFO - Epoch [185][20/396] lr: 5.484e-02, eta: 14:14:37, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.5659, top5_acc: 0.7979, loss_cls: 1.7383, loss: 1.7383, grad_norm: 2.3270, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2431, loss/aux0: 1.2431 2020-10-20 10:24:42,019 - mmaction - INFO - Epoch [185][40/396] lr: 5.484e-02, eta: 14:13:55, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5701, top5_acc: 0.8036, loss_cls: 1.7373, loss: 1.7373, grad_norm: 2.3280, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1617, loss/aux0: 1.1617 2020-10-20 10:24:43,018 - mmaction - INFO - Epoch [185][40/396] lr: 5.484e-02, eta: 14:14:02, time: 0.936, data_time: 0.004, memory: 8462, top1_acc: 0.5701, top5_acc: 0.8036, loss_cls: 1.7373, loss: 1.7373, grad_norm: 2.3253, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1691, loss/aux0: 1.1691 2020-10-20 10:25:19,437 - mmaction - INFO - Epoch [185][60/396] lr: 5.484e-02, eta: 14:13:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5688, top5_acc: 0.7906, loss_cls: 1.7631, loss: 1.7631, grad_norm: 2.2943, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2169, loss/aux0: 1.2169 2020-10-20 10:25:20,387 - mmaction - INFO - Epoch [185][60/396] lr: 5.484e-02, eta: 14:13:26, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5688, top5_acc: 0.7906, loss_cls: 1.7631, loss: 1.7631, grad_norm: 2.3106, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2182, loss/aux0: 1.2182 2020-10-20 10:25:56,838 - mmaction - INFO - Epoch [185][80/396] lr: 5.484e-02, eta: 14:12:44, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5768, top5_acc: 0.8083, loss_cls: 1.6992, loss: 1.6992, grad_norm: 2.2767, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2134, loss/aux0: 1.2134 2020-10-20 10:25:57,777 - mmaction - INFO - Epoch [185][80/396] lr: 5.484e-02, eta: 14:12:51, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5768, top5_acc: 0.8083, loss_cls: 1.6992, loss: 1.6992, grad_norm: 2.2849, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2106, loss/aux0: 1.2106 2020-10-20 10:26:34,229 - mmaction - INFO - Epoch [185][100/396] lr: 5.484e-02, eta: 14:12:08, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8000, loss_cls: 1.7574, loss: 1.7574, grad_norm: 2.3705, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2309, loss/aux0: 1.2309 2020-10-20 10:26:35,244 - mmaction - INFO - Epoch [185][100/396] lr: 5.484e-02, eta: 14:12:16, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8000, loss_cls: 1.7574, loss: 1.7574, grad_norm: 2.3785, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2286, loss/aux0: 1.2286 2020-10-20 10:27:11,777 - mmaction - INFO - Epoch [185][120/396] lr: 5.484e-02, eta: 14:11:33, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5646, top5_acc: 0.7958, loss_cls: 1.7620, loss: 1.7620, grad_norm: 2.3214, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2265, loss/aux0: 1.2265 2020-10-20 10:27:12,732 - mmaction - INFO - Epoch [185][120/396] lr: 5.484e-02, eta: 14:11:40, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5646, top5_acc: 0.7958, loss_cls: 1.7620, loss: 1.7620, grad_norm: 2.3478, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2241, loss/aux0: 1.2241 2020-10-20 10:27:49,213 - mmaction - INFO - Epoch [185][140/396] lr: 5.484e-02, eta: 14:10:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5648, top5_acc: 0.8023, loss_cls: 1.7426, loss: 1.7426, grad_norm: 2.3397, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2346, loss/aux0: 1.2346 2020-10-20 10:27:50,176 - mmaction - INFO - Epoch [185][140/396] lr: 5.484e-02, eta: 14:11:05, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5648, top5_acc: 0.8023, loss_cls: 1.7426, loss: 1.7426, grad_norm: 2.3386, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2409, loss/aux0: 1.2409 2020-10-20 10:28:26,621 - mmaction - INFO - Epoch [185][160/396] lr: 5.484e-02, eta: 14:10:22, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5599, top5_acc: 0.7924, loss_cls: 1.7896, loss: 1.7896, grad_norm: 2.3162, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1804, loss/aux0: 1.1804 2020-10-20 10:28:27,565 - mmaction - INFO - Epoch [185][160/396] lr: 5.484e-02, eta: 14:10:29, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5599, top5_acc: 0.7924, loss_cls: 1.7896, loss: 1.7896, grad_norm: 2.3149, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1652, loss/aux0: 1.1652 2020-10-20 10:29:04,109 - mmaction - INFO - Epoch [185][180/396] lr: 5.484e-02, eta: 14:09:47, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5672, top5_acc: 0.7940, loss_cls: 1.7595, loss: 1.7595, grad_norm: 2.2952, top1_acc/aux0: 0.6961, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2136, loss/aux0: 1.2136 2020-10-20 10:29:05,050 - mmaction - INFO - Epoch [185][180/396] lr: 5.484e-02, eta: 14:09:54, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5672, top5_acc: 0.7940, loss_cls: 1.7595, loss: 1.7595, grad_norm: 2.3049, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2294, loss/aux0: 1.2294 2020-10-20 10:29:41,698 - mmaction - INFO - Epoch [185][200/396] lr: 5.484e-02, eta: 14:09:11, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5677, top5_acc: 0.7982, loss_cls: 1.7716, loss: 1.7716, grad_norm: 2.3334, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2583, loss/aux0: 1.2583 2020-10-20 10:29:42,662 - mmaction - INFO - Epoch [185][200/396] lr: 5.484e-02, eta: 14:09:18, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5677, top5_acc: 0.7982, loss_cls: 1.7716, loss: 1.7716, grad_norm: 2.3571, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2622, loss/aux0: 1.2622 2020-10-20 10:30:19,267 - mmaction - INFO - Epoch [185][220/396] lr: 5.484e-02, eta: 14:08:36, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5573, top5_acc: 0.7885, loss_cls: 1.8245, loss: 1.8245, grad_norm: 2.2854, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2334, loss/aux0: 1.2334 2020-10-20 10:30:20,218 - mmaction - INFO - Epoch [185][220/396] lr: 5.484e-02, eta: 14:08:43, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5573, top5_acc: 0.7885, loss_cls: 1.8245, loss: 1.8245, grad_norm: 2.2818, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2273, loss/aux0: 1.2273 2020-10-20 10:30:56,760 - mmaction - INFO - Epoch [185][240/396] lr: 5.484e-02, eta: 14:08:00, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5607, top5_acc: 0.7940, loss_cls: 1.7681, loss: 1.7681, grad_norm: 2.3456, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2385, loss/aux0: 1.2385 2020-10-20 10:30:57,774 - mmaction - INFO - Epoch [185][240/396] lr: 5.484e-02, eta: 14:08:08, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.5607, top5_acc: 0.7940, loss_cls: 1.7681, loss: 1.7681, grad_norm: 2.3390, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2335, loss/aux0: 1.2335 2020-10-20 10:31:34,269 - mmaction - INFO - Epoch [185][260/396] lr: 5.484e-02, eta: 14:07:25, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5635, top5_acc: 0.8021, loss_cls: 1.7681, loss: 1.7681, grad_norm: 2.3295, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2267, loss/aux0: 1.2267 2020-10-20 10:31:35,300 - mmaction - INFO - Epoch [185][260/396] lr: 5.484e-02, eta: 14:07:32, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.5635, top5_acc: 0.8021, loss_cls: 1.7681, loss: 1.7681, grad_norm: 2.3418, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2354, loss/aux0: 1.2354 2020-10-20 10:32:11,706 - mmaction - INFO - Epoch [185][280/396] lr: 5.484e-02, eta: 14:06:50, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5628, top5_acc: 0.8055, loss_cls: 1.7255, loss: 1.7255, grad_norm: 2.2694, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2524, loss/aux0: 1.2524 2020-10-20 10:32:12,699 - mmaction - INFO - Epoch [185][280/396] lr: 5.484e-02, eta: 14:06:57, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5628, top5_acc: 0.8055, loss_cls: 1.7255, loss: 1.7255, grad_norm: 2.2760, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2534, loss/aux0: 1.2534 2020-10-20 10:32:49,158 - mmaction - INFO - Epoch [185][300/396] lr: 5.484e-02, eta: 14:06:14, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5596, top5_acc: 0.8000, loss_cls: 1.7759, loss: 1.7759, grad_norm: 2.3753, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1946, loss/aux0: 1.1946 2020-10-20 10:32:50,126 - mmaction - INFO - Epoch [185][300/396] lr: 5.484e-02, eta: 14:06:21, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5596, top5_acc: 0.8000, loss_cls: 1.7759, loss: 1.7759, grad_norm: 2.3635, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1737, loss/aux0: 1.1737 2020-10-20 10:33:26,593 - mmaction - INFO - Epoch [185][320/396] lr: 5.484e-02, eta: 14:05:39, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5492, top5_acc: 0.7958, loss_cls: 1.8084, loss: 1.8084, grad_norm: 2.3092, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.1967, loss/aux0: 1.1967 2020-10-20 10:33:27,530 - mmaction - INFO - Epoch [185][320/396] lr: 5.484e-02, eta: 14:05:46, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5492, top5_acc: 0.7958, loss_cls: 1.8084, loss: 1.8084, grad_norm: 2.2941, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2031, loss/aux0: 1.2031 2020-10-20 10:34:04,057 - mmaction - INFO - Epoch [185][340/396] lr: 5.484e-02, eta: 14:05:03, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5573, top5_acc: 0.7924, loss_cls: 1.7942, loss: 1.7942, grad_norm: 2.3286, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2238, loss/aux0: 1.2238 2020-10-20 10:34:05,039 - mmaction - INFO - Epoch [185][340/396] lr: 5.484e-02, eta: 14:05:11, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.5573, top5_acc: 0.7924, loss_cls: 1.7942, loss: 1.7942, grad_norm: 2.3332, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2407, loss/aux0: 1.2407 2020-10-20 10:34:41,468 - mmaction - INFO - Epoch [185][360/396] lr: 5.484e-02, eta: 14:04:28, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5635, top5_acc: 0.7969, loss_cls: 1.7694, loss: 1.7694, grad_norm: 2.3539, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2593, loss/aux0: 1.2593 2020-10-20 10:34:42,418 - mmaction - INFO - Epoch [185][360/396] lr: 5.484e-02, eta: 14:04:35, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5635, top5_acc: 0.7969, loss_cls: 1.7694, loss: 1.7694, grad_norm: 2.3474, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2525, loss/aux0: 1.2525 2020-10-20 10:35:18,884 - mmaction - INFO - Epoch [185][380/396] lr: 5.484e-02, eta: 14:03:52, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5542, top5_acc: 0.7857, loss_cls: 1.8029, loss: 1.8029, grad_norm: 2.2926, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2266, loss/aux0: 1.2266 2020-10-20 10:35:19,863 - mmaction - INFO - Epoch [185][380/396] lr: 5.484e-02, eta: 14:04:00, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5542, top5_acc: 0.7857, loss_cls: 1.8029, loss: 1.8029, grad_norm: 2.3008, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2221, loss/aux0: 1.2221 2020-10-20 10:40:05,536 - mmaction - INFO - Epoch [186][20/396] lr: 5.343e-02, eta: 14:02:37, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5703, top5_acc: 0.7935, loss_cls: 1.7622, loss: 1.7622, grad_norm: 2.3540, top1_acc/aux0: 0.6853, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.2019, loss/aux0: 1.2019 2020-10-20 10:40:06,514 - mmaction - INFO - Epoch [186][20/396] lr: 5.343e-02, eta: 14:02:44, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5703, top5_acc: 0.7935, loss_cls: 1.7622, loss: 1.7622, grad_norm: 2.3511, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1972, loss/aux0: 1.1972 2020-10-20 10:40:42,874 - mmaction - INFO - Epoch [186][40/396] lr: 5.343e-02, eta: 14:02:02, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8133, loss_cls: 1.6752, loss: 1.6752, grad_norm: 2.3180, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.1447, loss/aux0: 1.1447 2020-10-20 10:40:43,859 - mmaction - INFO - Epoch [186][40/396] lr: 5.343e-02, eta: 14:02:09, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8133, loss_cls: 1.6752, loss: 1.6752, grad_norm: 2.3150, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1463, loss/aux0: 1.1463 2020-10-20 10:41:20,413 - mmaction - INFO - Epoch [186][60/396] lr: 5.343e-02, eta: 14:01:26, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5617, top5_acc: 0.7844, loss_cls: 1.7965, loss: 1.7965, grad_norm: 2.3231, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2290, loss/aux0: 1.2290 2020-10-20 10:41:21,383 - mmaction - INFO - Epoch [186][60/396] lr: 5.343e-02, eta: 14:01:33, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5617, top5_acc: 0.7844, loss_cls: 1.7965, loss: 1.7965, grad_norm: 2.3203, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2294, loss/aux0: 1.2294 2020-10-20 10:41:57,882 - mmaction - INFO - Epoch [186][80/396] lr: 5.343e-02, eta: 14:00:51, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5708, top5_acc: 0.7943, loss_cls: 1.7716, loss: 1.7716, grad_norm: 2.3114, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2004, loss/aux0: 1.2004 2020-10-20 10:41:58,872 - mmaction - INFO - Epoch [186][80/396] lr: 5.343e-02, eta: 14:00:58, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.5708, top5_acc: 0.7943, loss_cls: 1.7716, loss: 1.7716, grad_norm: 2.3306, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2171, loss/aux0: 1.2171 2020-10-20 10:42:35,318 - mmaction - INFO - Epoch [186][100/396] lr: 5.343e-02, eta: 14:00:15, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5547, top5_acc: 0.7924, loss_cls: 1.8129, loss: 1.8129, grad_norm: 2.3314, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2211, loss/aux0: 1.2211 2020-10-20 10:42:36,335 - mmaction - INFO - Epoch [186][100/396] lr: 5.343e-02, eta: 14:00:23, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5547, top5_acc: 0.7924, loss_cls: 1.8129, loss: 1.8129, grad_norm: 2.3358, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2216, loss/aux0: 1.2216 2020-10-20 10:43:12,798 - mmaction - INFO - Epoch [186][120/396] lr: 5.343e-02, eta: 13:59:40, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5753, top5_acc: 0.8013, loss_cls: 1.7312, loss: 1.7312, grad_norm: 2.3060, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2103, loss/aux0: 1.2103 2020-10-20 10:43:13,749 - mmaction - INFO - Epoch [186][120/396] lr: 5.343e-02, eta: 13:59:47, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5753, top5_acc: 0.8013, loss_cls: 1.7312, loss: 1.7312, grad_norm: 2.3018, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1964, loss/aux0: 1.1964 2020-10-20 10:43:50,290 - mmaction - INFO - Epoch [186][140/396] lr: 5.343e-02, eta: 13:59:05, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5682, top5_acc: 0.8016, loss_cls: 1.7356, loss: 1.7356, grad_norm: 2.2629, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2036, loss/aux0: 1.2036 2020-10-20 10:43:51,258 - mmaction - INFO - Epoch [186][140/396] lr: 5.343e-02, eta: 13:59:12, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5682, top5_acc: 0.8016, loss_cls: 1.7356, loss: 1.7356, grad_norm: 2.2777, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2056, loss/aux0: 1.2056 2020-10-20 10:44:27,757 - mmaction - INFO - Epoch [186][160/396] lr: 5.343e-02, eta: 13:58:29, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5828, top5_acc: 0.8036, loss_cls: 1.7157, loss: 1.7157, grad_norm: 2.2636, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2137, loss/aux0: 1.2137 2020-10-20 10:44:28,739 - mmaction - INFO - Epoch [186][160/396] lr: 5.343e-02, eta: 13:58:36, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5828, top5_acc: 0.8036, loss_cls: 1.7157, loss: 1.7157, grad_norm: 2.2884, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.2209, loss/aux0: 1.2209 2020-10-20 10:45:05,374 - mmaction - INFO - Epoch [186][180/396] lr: 5.343e-02, eta: 13:57:54, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5688, top5_acc: 0.7974, loss_cls: 1.7527, loss: 1.7527, grad_norm: 2.3400, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2536, loss/aux0: 1.2536 2020-10-20 10:45:06,358 - mmaction - INFO - Epoch [186][180/396] lr: 5.343e-02, eta: 13:58:01, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.5688, top5_acc: 0.7974, loss_cls: 1.7527, loss: 1.7527, grad_norm: 2.3445, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2479, loss/aux0: 1.2479 2020-10-20 10:45:42,853 - mmaction - INFO - Epoch [186][200/396] lr: 5.343e-02, eta: 13:57:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5669, top5_acc: 0.8047, loss_cls: 1.7399, loss: 1.7399, grad_norm: 2.3623, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.1963, loss/aux0: 1.1963 2020-10-20 10:45:43,810 - mmaction - INFO - Epoch [186][200/396] lr: 5.343e-02, eta: 13:57:26, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5669, top5_acc: 0.8047, loss_cls: 1.7399, loss: 1.7399, grad_norm: 2.3600, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1852, loss/aux0: 1.1852 2020-10-20 10:46:20,315 - mmaction - INFO - Epoch [186][220/396] lr: 5.343e-02, eta: 13:56:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5682, top5_acc: 0.7932, loss_cls: 1.7658, loss: 1.7658, grad_norm: 2.3440, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2606, loss/aux0: 1.2606 2020-10-20 10:46:21,346 - mmaction - INFO - Epoch [186][220/396] lr: 5.343e-02, eta: 13:56:50, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5682, top5_acc: 0.7932, loss_cls: 1.7658, loss: 1.7658, grad_norm: 2.3451, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2728, loss/aux0: 1.2728 2020-10-20 10:46:57,789 - mmaction - INFO - Epoch [186][240/396] lr: 5.343e-02, eta: 13:56:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5758, top5_acc: 0.7990, loss_cls: 1.7512, loss: 1.7512, grad_norm: 2.3134, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1827, loss/aux0: 1.1827 2020-10-20 10:46:58,746 - mmaction - INFO - Epoch [186][240/396] lr: 5.343e-02, eta: 13:56:15, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5758, top5_acc: 0.7990, loss_cls: 1.7512, loss: 1.7512, grad_norm: 2.3041, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1832, loss/aux0: 1.1832 2020-10-20 10:47:35,311 - mmaction - INFO - Epoch [186][260/396] lr: 5.343e-02, eta: 13:55:32, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5703, top5_acc: 0.8070, loss_cls: 1.7468, loss: 1.7468, grad_norm: 2.2808, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1690, loss/aux0: 1.1690 2020-10-20 10:47:36,278 - mmaction - INFO - Epoch [186][260/396] lr: 5.343e-02, eta: 13:55:39, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5703, top5_acc: 0.8070, loss_cls: 1.7468, loss: 1.7468, grad_norm: 2.2935, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1603, loss/aux0: 1.1603 2020-10-20 10:48:12,785 - mmaction - INFO - Epoch [186][280/396] lr: 5.343e-02, eta: 13:54:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5521, top5_acc: 0.7911, loss_cls: 1.8094, loss: 1.8094, grad_norm: 2.4300, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2360, loss/aux0: 1.2360 2020-10-20 10:48:13,799 - mmaction - INFO - Epoch [186][280/396] lr: 5.343e-02, eta: 13:55:04, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5521, top5_acc: 0.7911, loss_cls: 1.8094, loss: 1.8094, grad_norm: 2.4286, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2540, loss/aux0: 1.2540 2020-10-20 10:48:50,284 - mmaction - INFO - Epoch [186][300/396] lr: 5.343e-02, eta: 13:54:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5635, top5_acc: 0.7964, loss_cls: 1.7448, loss: 1.7448, grad_norm: 2.3551, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2377, loss/aux0: 1.2377 2020-10-20 10:48:51,252 - mmaction - INFO - Epoch [186][300/396] lr: 5.343e-02, eta: 13:54:28, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5635, top5_acc: 0.7964, loss_cls: 1.7448, loss: 1.7448, grad_norm: 2.3548, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.2175, loss/aux0: 1.2175 2020-10-20 10:49:27,689 - mmaction - INFO - Epoch [186][320/396] lr: 5.343e-02, eta: 13:53:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5672, top5_acc: 0.7992, loss_cls: 1.7436, loss: 1.7436, grad_norm: 2.3067, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1872, loss/aux0: 1.1872 2020-10-20 10:49:28,701 - mmaction - INFO - Epoch [186][320/396] lr: 5.343e-02, eta: 13:53:53, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5672, top5_acc: 0.7992, loss_cls: 1.7436, loss: 1.7436, grad_norm: 2.2919, top1_acc/aux0: 0.6961, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1848, loss/aux0: 1.1848 2020-10-20 10:50:05,316 - mmaction - INFO - Epoch [186][340/396] lr: 5.343e-02, eta: 13:53:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5742, top5_acc: 0.8003, loss_cls: 1.7352, loss: 1.7352, grad_norm: 2.3374, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1913, loss/aux0: 1.1913 2020-10-20 10:50:06,325 - mmaction - INFO - Epoch [186][340/396] lr: 5.343e-02, eta: 13:53:18, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5742, top5_acc: 0.8003, loss_cls: 1.7352, loss: 1.7352, grad_norm: 2.3257, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1946, loss/aux0: 1.1946 2020-10-20 10:50:42,851 - mmaction - INFO - Epoch [186][360/396] lr: 5.343e-02, eta: 13:52:35, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5651, top5_acc: 0.7995, loss_cls: 1.7727, loss: 1.7727, grad_norm: 2.3623, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.2224, loss/aux0: 1.2224 2020-10-20 10:50:43,824 - mmaction - INFO - Epoch [186][360/396] lr: 5.343e-02, eta: 13:52:42, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5651, top5_acc: 0.7995, loss_cls: 1.7727, loss: 1.7727, grad_norm: 2.3450, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2175, loss/aux0: 1.2175 2020-10-20 10:51:20,285 - mmaction - INFO - Epoch [186][380/396] lr: 5.343e-02, eta: 13:52:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5581, top5_acc: 0.7875, loss_cls: 1.8042, loss: 1.8042, grad_norm: 2.2269, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2194, loss/aux0: 1.2194 2020-10-20 10:51:21,307 - mmaction - INFO - Epoch [186][380/396] lr: 5.343e-02, eta: 13:52:07, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.5581, top5_acc: 0.7875, loss_cls: 1.8042, loss: 1.8042, grad_norm: 2.2292, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2377, loss/aux0: 1.2377 2020-10-20 10:55:59,124 - mmaction - INFO - Epoch [187][20/396] lr: 5.202e-02, eta: 13:50:45, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5784, top5_acc: 0.7997, loss_cls: 1.7172, loss: 1.7172, grad_norm: 2.3457, top1_acc/aux0: 0.6957, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2401, loss/aux0: 1.2401 2020-10-20 10:56:00,075 - mmaction - INFO - Epoch [187][20/396] lr: 5.202e-02, eta: 13:50:52, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.5784, top5_acc: 0.7997, loss_cls: 1.7172, loss: 1.7172, grad_norm: 2.3312, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2406, loss/aux0: 1.2406 2020-10-20 10:56:36,481 - mmaction - INFO - Epoch [187][40/396] lr: 5.202e-02, eta: 13:50:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5797, top5_acc: 0.8089, loss_cls: 1.7170, loss: 1.7170, grad_norm: 2.3560, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2170, loss/aux0: 1.2170 2020-10-20 10:56:37,422 - mmaction - INFO - Epoch [187][40/396] lr: 5.202e-02, eta: 13:50:16, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5797, top5_acc: 0.8089, loss_cls: 1.7170, loss: 1.7170, grad_norm: 2.3575, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2221, loss/aux0: 1.2221 2020-10-20 10:57:13,878 - mmaction - INFO - Epoch [187][60/396] lr: 5.202e-02, eta: 13:49:34, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5836, top5_acc: 0.7995, loss_cls: 1.7062, loss: 1.7062, grad_norm: 2.2888, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.1819, loss/aux0: 1.1819 2020-10-20 10:57:14,872 - mmaction - INFO - Epoch [187][60/396] lr: 5.202e-02, eta: 13:49:41, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5836, top5_acc: 0.7995, loss_cls: 1.7062, loss: 1.7062, grad_norm: 2.2852, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1726, loss/aux0: 1.1726 2020-10-20 10:57:51,346 - mmaction - INFO - Epoch [187][80/396] lr: 5.202e-02, eta: 13:48:58, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5813, top5_acc: 0.8073, loss_cls: 1.7012, loss: 1.7012, grad_norm: 2.3312, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2041, loss/aux0: 1.2041 2020-10-20 10:57:52,307 - mmaction - INFO - Epoch [187][80/396] lr: 5.202e-02, eta: 13:49:05, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5813, top5_acc: 0.8073, loss_cls: 1.7012, loss: 1.7012, grad_norm: 2.3234, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2078, loss/aux0: 1.2078 2020-10-20 10:58:28,911 - mmaction - INFO - Epoch [187][100/396] lr: 5.202e-02, eta: 13:48:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5701, top5_acc: 0.7971, loss_cls: 1.7503, loss: 1.7503, grad_norm: 2.3299, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.1871, loss/aux0: 1.1871 2020-10-20 10:58:29,855 - mmaction - INFO - Epoch [187][100/396] lr: 5.202e-02, eta: 13:48:30, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5701, top5_acc: 0.7971, loss_cls: 1.7503, loss: 1.7503, grad_norm: 2.3363, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.1796, loss/aux0: 1.1796 2020-10-20 10:59:06,408 - mmaction - INFO - Epoch [187][120/396] lr: 5.202e-02, eta: 13:47:47, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5750, top5_acc: 0.7982, loss_cls: 1.7044, loss: 1.7044, grad_norm: 2.3669, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1980, loss/aux0: 1.1980 2020-10-20 10:59:07,398 - mmaction - INFO - Epoch [187][120/396] lr: 5.202e-02, eta: 13:47:54, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5750, top5_acc: 0.7982, loss_cls: 1.7044, loss: 1.7044, grad_norm: 2.3741, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.2004, loss/aux0: 1.2004 2020-10-20 10:59:43,884 - mmaction - INFO - Epoch [187][140/396] lr: 5.202e-02, eta: 13:47:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5818, top5_acc: 0.8107, loss_cls: 1.7124, loss: 1.7124, grad_norm: 2.2975, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2093, loss/aux0: 1.2093 2020-10-20 10:59:44,831 - mmaction - INFO - Epoch [187][140/396] lr: 5.202e-02, eta: 13:47:19, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5818, top5_acc: 0.8107, loss_cls: 1.7124, loss: 1.7124, grad_norm: 2.3030, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2109, loss/aux0: 1.2109 2020-10-20 11:00:21,272 - mmaction - INFO - Epoch [187][160/396] lr: 5.202e-02, eta: 13:46:36, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5711, top5_acc: 0.7956, loss_cls: 1.7477, loss: 1.7477, grad_norm: 2.3064, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2324, loss/aux0: 1.2324 2020-10-20 11:00:22,293 - mmaction - INFO - Epoch [187][160/396] lr: 5.202e-02, eta: 13:46:43, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5711, top5_acc: 0.7956, loss_cls: 1.7477, loss: 1.7477, grad_norm: 2.3148, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2353, loss/aux0: 1.2353 2020-10-20 11:00:58,747 - mmaction - INFO - Epoch [187][180/396] lr: 5.202e-02, eta: 13:46:01, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5729, top5_acc: 0.8021, loss_cls: 1.7232, loss: 1.7232, grad_norm: 2.3826, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.1975, loss/aux0: 1.1975 2020-10-20 11:00:59,694 - mmaction - INFO - Epoch [187][180/396] lr: 5.202e-02, eta: 13:46:08, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5729, top5_acc: 0.8021, loss_cls: 1.7232, loss: 1.7232, grad_norm: 2.3893, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.1909, loss/aux0: 1.1909 2020-10-20 11:01:36,277 - mmaction - INFO - Epoch [187][200/396] lr: 5.202e-02, eta: 13:45:25, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5685, top5_acc: 0.7870, loss_cls: 1.7877, loss: 1.7877, grad_norm: 2.3145, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2022, loss/aux0: 1.2022 2020-10-20 11:01:37,230 - mmaction - INFO - Epoch [187][200/396] lr: 5.202e-02, eta: 13:45:32, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5685, top5_acc: 0.7870, loss_cls: 1.7877, loss: 1.7877, grad_norm: 2.2943, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2094, loss/aux0: 1.2094 2020-10-20 11:02:13,663 - mmaction - INFO - Epoch [187][220/396] lr: 5.202e-02, eta: 13:44:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5688, top5_acc: 0.8003, loss_cls: 1.7489, loss: 1.7489, grad_norm: 2.2812, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1693, loss/aux0: 1.1693 2020-10-20 11:02:14,608 - mmaction - INFO - Epoch [187][220/396] lr: 5.202e-02, eta: 13:44:57, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5688, top5_acc: 0.8003, loss_cls: 1.7489, loss: 1.7489, grad_norm: 2.2818, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1583, loss/aux0: 1.1583 2020-10-20 11:02:51,111 - mmaction - INFO - Epoch [187][240/396] lr: 5.202e-02, eta: 13:44:14, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5729, top5_acc: 0.8044, loss_cls: 1.7372, loss: 1.7372, grad_norm: 2.2968, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.1935, loss/aux0: 1.1935 2020-10-20 11:02:52,092 - mmaction - INFO - Epoch [187][240/396] lr: 5.202e-02, eta: 13:44:21, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5729, top5_acc: 0.8044, loss_cls: 1.7372, loss: 1.7372, grad_norm: 2.2902, top1_acc/aux0: 0.6977, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2047, loss/aux0: 1.2047 2020-10-20 11:03:28,523 - mmaction - INFO - Epoch [187][260/396] lr: 5.202e-02, eta: 13:43:39, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5687, top5_acc: 0.8018, loss_cls: 1.7528, loss: 1.7528, grad_norm: 2.3448, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2055, loss/aux0: 1.2055 2020-10-20 11:03:29,508 - mmaction - INFO - Epoch [187][260/396] lr: 5.202e-02, eta: 13:43:46, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5687, top5_acc: 0.8018, loss_cls: 1.7528, loss: 1.7528, grad_norm: 2.3441, top1_acc/aux0: 0.7018, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1973, loss/aux0: 1.1973 2020-10-20 11:04:05,926 - mmaction - INFO - Epoch [187][280/396] lr: 5.202e-02, eta: 13:43:04, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5690, top5_acc: 0.8044, loss_cls: 1.7266, loss: 1.7266, grad_norm: 2.3490, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1727, loss/aux0: 1.1727 2020-10-20 11:04:06,892 - mmaction - INFO - Epoch [187][280/396] lr: 5.202e-02, eta: 13:43:10, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5690, top5_acc: 0.8044, loss_cls: 1.7266, loss: 1.7266, grad_norm: 2.3572, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1814, loss/aux0: 1.1814 2020-10-20 11:04:43,528 - mmaction - INFO - Epoch [187][300/396] lr: 5.202e-02, eta: 13:42:28, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5583, top5_acc: 0.7870, loss_cls: 1.7705, loss: 1.7705, grad_norm: 2.3542, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2251, loss/aux0: 1.2251 2020-10-20 11:04:44,519 - mmaction - INFO - Epoch [187][300/396] lr: 5.202e-02, eta: 13:42:35, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.5583, top5_acc: 0.7870, loss_cls: 1.7705, loss: 1.7705, grad_norm: 2.3579, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2214, loss/aux0: 1.2214 2020-10-20 11:05:20,940 - mmaction - INFO - Epoch [187][320/396] lr: 5.202e-02, eta: 13:41:53, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5638, top5_acc: 0.8055, loss_cls: 1.7249, loss: 1.7249, grad_norm: 2.3540, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2215, loss/aux0: 1.2215 2020-10-20 11:05:21,873 - mmaction - INFO - Epoch [187][320/396] lr: 5.202e-02, eta: 13:42:00, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.5638, top5_acc: 0.8055, loss_cls: 1.7249, loss: 1.7249, grad_norm: 2.3547, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2190, loss/aux0: 1.2190 2020-10-20 11:05:58,360 - mmaction - INFO - Epoch [187][340/396] lr: 5.202e-02, eta: 13:41:17, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5805, top5_acc: 0.8013, loss_cls: 1.7231, loss: 1.7231, grad_norm: 2.3848, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1718, loss/aux0: 1.1718 2020-10-20 11:05:59,305 - mmaction - INFO - Epoch [187][340/396] lr: 5.202e-02, eta: 13:41:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5805, top5_acc: 0.8013, loss_cls: 1.7231, loss: 1.7231, grad_norm: 2.3896, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1681, loss/aux0: 1.1681 2020-10-20 11:06:35,823 - mmaction - INFO - Epoch [187][360/396] lr: 5.202e-02, eta: 13:40:42, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5763, top5_acc: 0.8005, loss_cls: 1.7253, loss: 1.7253, grad_norm: 2.3485, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.2089, loss/aux0: 1.2089 2020-10-20 11:06:36,799 - mmaction - INFO - Epoch [187][360/396] lr: 5.202e-02, eta: 13:40:49, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.5763, top5_acc: 0.8005, loss_cls: 1.7253, loss: 1.7253, grad_norm: 2.3359, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.2196, loss/aux0: 1.2196 2020-10-20 11:07:13,196 - mmaction - INFO - Epoch [187][380/396] lr: 5.202e-02, eta: 13:40:06, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5732, top5_acc: 0.8073, loss_cls: 1.7133, loss: 1.7133, grad_norm: 2.3670, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1889, loss/aux0: 1.1889 2020-10-20 11:07:14,136 - mmaction - INFO - Epoch [187][380/396] lr: 5.202e-02, eta: 13:40:13, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5732, top5_acc: 0.8073, loss_cls: 1.7133, loss: 1.7133, grad_norm: 2.3700, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1975, loss/aux0: 1.1975 2020-10-20 11:11:32,457 - mmaction - INFO - Epoch [188][20/396] lr: 5.064e-02, eta: 13:38:51, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5797, top5_acc: 0.8039, loss_cls: 1.6815, loss: 1.6815, grad_norm: 2.3256, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8934, loss_cls/aux0: 1.1369, loss/aux0: 1.1369 2020-10-20 11:11:33,413 - mmaction - INFO - Epoch [188][20/396] lr: 5.064e-02, eta: 13:38:58, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5797, top5_acc: 0.8039, loss_cls: 1.6815, loss: 1.6815, grad_norm: 2.3217, top1_acc/aux0: 0.7086, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1397, loss/aux0: 1.1397 2020-10-20 11:12:09,858 - mmaction - INFO - Epoch [188][40/396] lr: 5.064e-02, eta: 13:38:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5753, top5_acc: 0.8148, loss_cls: 1.6900, loss: 1.6900, grad_norm: 2.3664, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1900, loss/aux0: 1.1900 2020-10-20 11:12:10,859 - mmaction - INFO - Epoch [188][40/396] lr: 5.064e-02, eta: 13:38:23, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5753, top5_acc: 0.8148, loss_cls: 1.6900, loss: 1.6900, grad_norm: 2.3657, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2061, loss/aux0: 1.2061 2020-10-20 11:12:47,396 - mmaction - INFO - Epoch [188][60/396] lr: 5.064e-02, eta: 13:37:40, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5695, top5_acc: 0.7930, loss_cls: 1.7812, loss: 1.7812, grad_norm: 2.3513, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1590, loss/aux0: 1.1590 2020-10-20 11:12:48,408 - mmaction - INFO - Epoch [188][60/396] lr: 5.064e-02, eta: 13:37:47, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5695, top5_acc: 0.7930, loss_cls: 1.7812, loss: 1.7812, grad_norm: 2.3440, top1_acc/aux0: 0.7185, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1363, loss/aux0: 1.1363 2020-10-20 11:13:24,921 - mmaction - INFO - Epoch [188][80/396] lr: 5.064e-02, eta: 13:37:05, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5703, top5_acc: 0.7930, loss_cls: 1.7296, loss: 1.7296, grad_norm: 2.2966, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1616, loss/aux0: 1.1616 2020-10-20 11:13:25,876 - mmaction - INFO - Epoch [188][80/396] lr: 5.064e-02, eta: 13:37:12, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5703, top5_acc: 0.7930, loss_cls: 1.7296, loss: 1.7296, grad_norm: 2.2995, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1703, loss/aux0: 1.1703 2020-10-20 11:14:02,330 - mmaction - INFO - Epoch [188][100/396] lr: 5.064e-02, eta: 13:36:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5820, top5_acc: 0.8010, loss_cls: 1.6878, loss: 1.6878, grad_norm: 2.3615, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2300, loss/aux0: 1.2300 2020-10-20 11:14:03,293 - mmaction - INFO - Epoch [188][100/396] lr: 5.064e-02, eta: 13:36:36, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5820, top5_acc: 0.8010, loss_cls: 1.6878, loss: 1.6878, grad_norm: 2.3552, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2186, loss/aux0: 1.2186 2020-10-20 11:14:39,815 - mmaction - INFO - Epoch [188][120/396] lr: 5.064e-02, eta: 13:35:54, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5740, top5_acc: 0.8005, loss_cls: 1.7317, loss: 1.7317, grad_norm: 2.3556, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1720, loss/aux0: 1.1720 2020-10-20 11:14:40,798 - mmaction - INFO - Epoch [188][120/396] lr: 5.064e-02, eta: 13:36:01, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.5740, top5_acc: 0.8005, loss_cls: 1.7317, loss: 1.7317, grad_norm: 2.3780, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1899, loss/aux0: 1.1899 2020-10-20 11:15:17,251 - mmaction - INFO - Epoch [188][140/396] lr: 5.064e-02, eta: 13:35:19, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5852, top5_acc: 0.8076, loss_cls: 1.6914, loss: 1.6914, grad_norm: 2.3841, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1927, loss/aux0: 1.1927 2020-10-20 11:15:18,211 - mmaction - INFO - Epoch [188][140/396] lr: 5.064e-02, eta: 13:35:25, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5852, top5_acc: 0.8076, loss_cls: 1.6914, loss: 1.6914, grad_norm: 2.3751, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1717, loss/aux0: 1.1717 2020-10-20 11:15:54,866 - mmaction - INFO - Epoch [188][160/396] lr: 5.064e-02, eta: 13:34:43, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.5714, top5_acc: 0.7982, loss_cls: 1.7137, loss: 1.7137, grad_norm: 2.3445, top1_acc/aux0: 0.7086, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1537, loss/aux0: 1.1537 2020-10-20 11:15:55,830 - mmaction - INFO - Epoch [188][160/396] lr: 5.064e-02, eta: 13:34:50, time: 0.946, data_time: 0.002, memory: 8462, top1_acc: 0.5714, top5_acc: 0.7982, loss_cls: 1.7137, loss: 1.7137, grad_norm: 2.3506, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1625, loss/aux0: 1.1625 2020-10-20 11:16:32,363 - mmaction - INFO - Epoch [188][180/396] lr: 5.064e-02, eta: 13:34:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5911, top5_acc: 0.8128, loss_cls: 1.6768, loss: 1.6768, grad_norm: 2.3866, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2315, loss/aux0: 1.2315 2020-10-20 11:16:33,335 - mmaction - INFO - Epoch [188][180/396] lr: 5.064e-02, eta: 13:34:15, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5911, top5_acc: 0.8128, loss_cls: 1.6768, loss: 1.6768, grad_norm: 2.3949, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2441, loss/aux0: 1.2441 2020-10-20 11:17:09,788 - mmaction - INFO - Epoch [188][200/396] lr: 5.064e-02, eta: 13:33:32, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8117, loss_cls: 1.6767, loss: 1.6767, grad_norm: 2.3083, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1672, loss/aux0: 1.1672 2020-10-20 11:17:10,809 - mmaction - INFO - Epoch [188][200/396] lr: 5.064e-02, eta: 13:33:39, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8117, loss_cls: 1.6767, loss: 1.6767, grad_norm: 2.3217, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1653, loss/aux0: 1.1653 2020-10-20 11:17:47,271 - mmaction - INFO - Epoch [188][220/396] lr: 5.064e-02, eta: 13:32:57, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5818, top5_acc: 0.8138, loss_cls: 1.6817, loss: 1.6817, grad_norm: 2.3170, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2123, loss/aux0: 1.2123 2020-10-20 11:17:48,217 - mmaction - INFO - Epoch [188][220/396] lr: 5.064e-02, eta: 13:33:04, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.5818, top5_acc: 0.8138, loss_cls: 1.6817, loss: 1.6817, grad_norm: 2.2831, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1957, loss/aux0: 1.1957 2020-10-20 11:18:24,733 - mmaction - INFO - Epoch [188][240/396] lr: 5.064e-02, eta: 13:32:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5773, top5_acc: 0.8039, loss_cls: 1.7187, loss: 1.7187, grad_norm: 2.4412, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1901, loss/aux0: 1.1901 2020-10-20 11:18:25,681 - mmaction - INFO - Epoch [188][240/396] lr: 5.064e-02, eta: 13:32:28, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5773, top5_acc: 0.8039, loss_cls: 1.7187, loss: 1.7187, grad_norm: 2.4285, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2044, loss/aux0: 1.2044 2020-10-20 11:19:02,191 - mmaction - INFO - Epoch [188][260/396] lr: 5.064e-02, eta: 13:31:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5635, top5_acc: 0.7992, loss_cls: 1.7538, loss: 1.7538, grad_norm: 2.3350, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2194, loss/aux0: 1.2194 2020-10-20 11:19:03,185 - mmaction - INFO - Epoch [188][260/396] lr: 5.064e-02, eta: 13:31:53, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5635, top5_acc: 0.7992, loss_cls: 1.7538, loss: 1.7538, grad_norm: 2.3398, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2183, loss/aux0: 1.2183 2020-10-20 11:19:39,744 - mmaction - INFO - Epoch [188][280/396] lr: 5.064e-02, eta: 13:31:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5758, top5_acc: 0.8065, loss_cls: 1.7270, loss: 1.7270, grad_norm: 2.3491, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1834, loss/aux0: 1.1834 2020-10-20 11:19:40,700 - mmaction - INFO - Epoch [188][280/396] lr: 5.064e-02, eta: 13:31:17, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5758, top5_acc: 0.8065, loss_cls: 1.7270, loss: 1.7270, grad_norm: 2.3539, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1850, loss/aux0: 1.1850 2020-10-20 11:20:17,190 - mmaction - INFO - Epoch [188][300/396] lr: 5.064e-02, eta: 13:30:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5677, top5_acc: 0.7935, loss_cls: 1.7592, loss: 1.7592, grad_norm: 2.4346, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2272, loss/aux0: 1.2272 2020-10-20 11:20:18,212 - mmaction - INFO - Epoch [188][300/396] lr: 5.064e-02, eta: 13:30:42, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5677, top5_acc: 0.7935, loss_cls: 1.7592, loss: 1.7592, grad_norm: 2.4198, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2112, loss/aux0: 1.2112 2020-10-20 11:20:54,604 - mmaction - INFO - Epoch [188][320/396] lr: 5.064e-02, eta: 13:30:00, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5628, top5_acc: 0.7914, loss_cls: 1.7801, loss: 1.7801, grad_norm: 2.3632, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2012, loss/aux0: 1.2012 2020-10-20 11:20:55,625 - mmaction - INFO - Epoch [188][320/396] lr: 5.064e-02, eta: 13:30:06, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5628, top5_acc: 0.7914, loss_cls: 1.7801, loss: 1.7801, grad_norm: 2.3536, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2146, loss/aux0: 1.2146 2020-10-20 11:21:32,166 - mmaction - INFO - Epoch [188][340/396] lr: 5.064e-02, eta: 13:29:24, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5664, top5_acc: 0.8156, loss_cls: 1.7131, loss: 1.7131, grad_norm: 2.3153, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.2126, loss/aux0: 1.2126 2020-10-20 11:21:33,189 - mmaction - INFO - Epoch [188][340/396] lr: 5.064e-02, eta: 13:29:31, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.5664, top5_acc: 0.8156, loss_cls: 1.7131, loss: 1.7131, grad_norm: 2.3194, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.2047, loss/aux0: 1.2047 2020-10-20 11:22:09,620 - mmaction - INFO - Epoch [188][360/396] lr: 5.064e-02, eta: 13:28:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5687, top5_acc: 0.8018, loss_cls: 1.7275, loss: 1.7275, grad_norm: 2.3976, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1702, loss/aux0: 1.1702 2020-10-20 11:22:10,611 - mmaction - INFO - Epoch [188][360/396] lr: 5.064e-02, eta: 13:28:55, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5687, top5_acc: 0.8018, loss_cls: 1.7275, loss: 1.7275, grad_norm: 2.4068, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1826, loss/aux0: 1.1826 2020-10-20 11:22:47,115 - mmaction - INFO - Epoch [188][380/396] lr: 5.064e-02, eta: 13:28:13, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5604, top5_acc: 0.7781, loss_cls: 1.8094, loss: 1.8094, grad_norm: 2.3353, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2236, loss/aux0: 1.2236 2020-10-20 11:22:48,069 - mmaction - INFO - Epoch [188][380/396] lr: 5.064e-02, eta: 13:28:20, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5604, top5_acc: 0.7781, loss_cls: 1.8094, loss: 1.8094, grad_norm: 2.3453, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2065, loss/aux0: 1.2065 2020-10-20 11:27:30,458 - mmaction - INFO - Epoch [189][20/396] lr: 4.927e-02, eta: 13:26:58, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5740, top5_acc: 0.8060, loss_cls: 1.7008, loss: 1.7008, grad_norm: 2.3649, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.2062, loss/aux0: 1.2062 2020-10-20 11:27:31,458 - mmaction - INFO - Epoch [189][20/396] lr: 4.927e-02, eta: 13:27:05, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.5740, top5_acc: 0.8060, loss_cls: 1.7008, loss: 1.7008, grad_norm: 2.3552, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1985, loss/aux0: 1.1985 2020-10-20 11:28:07,868 - mmaction - INFO - Epoch [189][40/396] lr: 4.927e-02, eta: 13:26:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5826, top5_acc: 0.8102, loss_cls: 1.6733, loss: 1.6733, grad_norm: 2.3605, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1889, loss/aux0: 1.1889 2020-10-20 11:28:08,857 - mmaction - INFO - Epoch [189][40/396] lr: 4.927e-02, eta: 13:26:30, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5826, top5_acc: 0.8102, loss_cls: 1.6733, loss: 1.6733, grad_norm: 2.3721, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.2094, loss/aux0: 1.2094 2020-10-20 11:28:45,223 - mmaction - INFO - Epoch [189][60/396] lr: 4.927e-02, eta: 13:25:47, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5935, top5_acc: 0.8060, loss_cls: 1.7141, loss: 1.7141, grad_norm: 2.3791, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.1970, loss/aux0: 1.1970 2020-10-20 11:28:46,173 - mmaction - INFO - Epoch [189][60/396] lr: 4.927e-02, eta: 13:25:54, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.5935, top5_acc: 0.8060, loss_cls: 1.7141, loss: 1.7141, grad_norm: 2.3534, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.1811, loss/aux0: 1.1811 2020-10-20 11:29:22,770 - mmaction - INFO - Epoch [189][80/396] lr: 4.927e-02, eta: 13:25:12, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5708, top5_acc: 0.8003, loss_cls: 1.6980, loss: 1.6980, grad_norm: 2.4126, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2387, loss/aux0: 1.2387 2020-10-20 11:29:23,727 - mmaction - INFO - Epoch [189][80/396] lr: 4.927e-02, eta: 13:25:19, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5708, top5_acc: 0.8003, loss_cls: 1.6980, loss: 1.6980, grad_norm: 2.4015, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2350, loss/aux0: 1.2350 2020-10-20 11:30:00,175 - mmaction - INFO - Epoch [189][100/396] lr: 4.927e-02, eta: 13:24:37, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5630, top5_acc: 0.7940, loss_cls: 1.7779, loss: 1.7779, grad_norm: 2.4051, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2112, loss/aux0: 1.2112 2020-10-20 11:30:01,134 - mmaction - INFO - Epoch [189][100/396] lr: 4.927e-02, eta: 13:24:43, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5630, top5_acc: 0.7940, loss_cls: 1.7779, loss: 1.7779, grad_norm: 2.4061, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2197, loss/aux0: 1.2197 2020-10-20 11:30:37,612 - mmaction - INFO - Epoch [189][120/396] lr: 4.927e-02, eta: 13:24:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5818, top5_acc: 0.8034, loss_cls: 1.6860, loss: 1.6860, grad_norm: 2.3720, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2017, loss/aux0: 1.2017 2020-10-20 11:30:38,620 - mmaction - INFO - Epoch [189][120/396] lr: 4.927e-02, eta: 13:24:08, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5818, top5_acc: 0.8034, loss_cls: 1.6860, loss: 1.6860, grad_norm: 2.3906, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2009, loss/aux0: 1.2009 2020-10-20 11:31:15,067 - mmaction - INFO - Epoch [189][140/396] lr: 4.927e-02, eta: 13:23:26, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5831, top5_acc: 0.8128, loss_cls: 1.6780, loss: 1.6780, grad_norm: 2.3368, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1958, loss/aux0: 1.1958 2020-10-20 11:31:16,095 - mmaction - INFO - Epoch [189][140/396] lr: 4.927e-02, eta: 13:23:32, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5831, top5_acc: 0.8128, loss_cls: 1.6780, loss: 1.6780, grad_norm: 2.3400, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1999, loss/aux0: 1.1999 2020-10-20 11:31:52,495 - mmaction - INFO - Epoch [189][160/396] lr: 4.927e-02, eta: 13:22:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5659, top5_acc: 0.7922, loss_cls: 1.7467, loss: 1.7467, grad_norm: 2.3251, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1362, loss/aux0: 1.1362 2020-10-20 11:31:53,431 - mmaction - INFO - Epoch [189][160/396] lr: 4.927e-02, eta: 13:22:57, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5659, top5_acc: 0.7922, loss_cls: 1.7467, loss: 1.7467, grad_norm: 2.3031, top1_acc/aux0: 0.7096, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1190, loss/aux0: 1.1190 2020-10-20 11:32:30,013 - mmaction - INFO - Epoch [189][180/396] lr: 4.927e-02, eta: 13:22:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8008, loss_cls: 1.7315, loss: 1.7315, grad_norm: 2.3564, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1561, loss/aux0: 1.1561 2020-10-20 11:32:30,983 - mmaction - INFO - Epoch [189][180/396] lr: 4.927e-02, eta: 13:22:21, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8008, loss_cls: 1.7315, loss: 1.7315, grad_norm: 2.3629, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1665, loss/aux0: 1.1665 2020-10-20 11:33:07,427 - mmaction - INFO - Epoch [189][200/396] lr: 4.927e-02, eta: 13:21:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5630, top5_acc: 0.7987, loss_cls: 1.7339, loss: 1.7339, grad_norm: 2.3727, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.1697, loss/aux0: 1.1697 2020-10-20 11:33:08,376 - mmaction - INFO - Epoch [189][200/396] lr: 4.927e-02, eta: 13:21:46, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5630, top5_acc: 0.7987, loss_cls: 1.7339, loss: 1.7339, grad_norm: 2.3835, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1710, loss/aux0: 1.1710 2020-10-20 11:33:44,898 - mmaction - INFO - Epoch [189][220/396] lr: 4.927e-02, eta: 13:21:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5784, top5_acc: 0.8039, loss_cls: 1.7094, loss: 1.7094, grad_norm: 2.3458, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1401, loss/aux0: 1.1401 2020-10-20 11:33:45,911 - mmaction - INFO - Epoch [189][220/396] lr: 4.927e-02, eta: 13:21:10, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.5784, top5_acc: 0.8039, loss_cls: 1.7094, loss: 1.7094, grad_norm: 2.3795, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1409, loss/aux0: 1.1409 2020-10-20 11:34:22,414 - mmaction - INFO - Epoch [189][240/396] lr: 4.927e-02, eta: 13:20:28, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5760, top5_acc: 0.8102, loss_cls: 1.7000, loss: 1.7000, grad_norm: 2.3512, top1_acc/aux0: 0.6961, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2063, loss/aux0: 1.2063 2020-10-20 11:34:23,367 - mmaction - INFO - Epoch [189][240/396] lr: 4.927e-02, eta: 13:20:35, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5760, top5_acc: 0.8102, loss_cls: 1.7000, loss: 1.7000, grad_norm: 2.3387, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1990, loss/aux0: 1.1990 2020-10-20 11:34:59,877 - mmaction - INFO - Epoch [189][260/396] lr: 4.927e-02, eta: 13:19:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5693, top5_acc: 0.8060, loss_cls: 1.7178, loss: 1.7178, grad_norm: 2.3595, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1263, loss/aux0: 1.1263 2020-10-20 11:35:00,815 - mmaction - INFO - Epoch [189][260/396] lr: 4.927e-02, eta: 13:19:59, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5693, top5_acc: 0.8060, loss_cls: 1.7178, loss: 1.7178, grad_norm: 2.3658, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1219, loss/aux0: 1.1219 2020-10-20 11:35:37,329 - mmaction - INFO - Epoch [189][280/396] lr: 4.927e-02, eta: 13:19:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5721, top5_acc: 0.8065, loss_cls: 1.7279, loss: 1.7279, grad_norm: 2.4030, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1738, loss/aux0: 1.1738 2020-10-20 11:35:38,331 - mmaction - INFO - Epoch [189][280/396] lr: 4.927e-02, eta: 13:19:24, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5721, top5_acc: 0.8065, loss_cls: 1.7279, loss: 1.7279, grad_norm: 2.3962, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1876, loss/aux0: 1.1876 2020-10-20 11:36:14,769 - mmaction - INFO - Epoch [189][300/396] lr: 4.927e-02, eta: 13:18:42, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5750, top5_acc: 0.7958, loss_cls: 1.7407, loss: 1.7407, grad_norm: 2.3214, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1723, loss/aux0: 1.1723 2020-10-20 11:36:15,735 - mmaction - INFO - Epoch [189][300/396] lr: 4.927e-02, eta: 13:18:49, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5750, top5_acc: 0.7958, loss_cls: 1.7407, loss: 1.7407, grad_norm: 2.3145, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.1688, loss/aux0: 1.1688 2020-10-20 11:36:52,164 - mmaction - INFO - Epoch [189][320/396] lr: 4.927e-02, eta: 13:18:06, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5740, top5_acc: 0.7966, loss_cls: 1.7594, loss: 1.7594, grad_norm: 2.3786, top1_acc/aux0: 0.7055, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.1882, loss/aux0: 1.1882 2020-10-20 11:36:53,184 - mmaction - INFO - Epoch [189][320/396] lr: 4.927e-02, eta: 13:18:13, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5740, top5_acc: 0.7966, loss_cls: 1.7594, loss: 1.7594, grad_norm: 2.4010, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.1898, loss/aux0: 1.1898 2020-10-20 11:37:29,630 - mmaction - INFO - Epoch [189][340/396] lr: 4.927e-02, eta: 13:17:31, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5742, top5_acc: 0.8073, loss_cls: 1.7007, loss: 1.7007, grad_norm: 2.3887, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1790, loss/aux0: 1.1790 2020-10-20 11:37:30,583 - mmaction - INFO - Epoch [189][340/396] lr: 4.927e-02, eta: 13:17:38, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5742, top5_acc: 0.8073, loss_cls: 1.7007, loss: 1.7007, grad_norm: 2.4082, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1790, loss/aux0: 1.1790 2020-10-20 11:38:06,938 - mmaction - INFO - Epoch [189][360/396] lr: 4.927e-02, eta: 13:16:55, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5695, top5_acc: 0.7953, loss_cls: 1.7371, loss: 1.7371, grad_norm: 2.3647, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1465, loss/aux0: 1.1465 2020-10-20 11:38:07,956 - mmaction - INFO - Epoch [189][360/396] lr: 4.927e-02, eta: 13:17:02, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5695, top5_acc: 0.7953, loss_cls: 1.7371, loss: 1.7371, grad_norm: 2.3624, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1508, loss/aux0: 1.1508 2020-10-20 11:38:44,398 - mmaction - INFO - Epoch [189][380/396] lr: 4.927e-02, eta: 13:16:20, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5771, top5_acc: 0.7943, loss_cls: 1.7393, loss: 1.7393, grad_norm: 2.4089, top1_acc/aux0: 0.7086, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.1747, loss/aux0: 1.1747 2020-10-20 11:38:45,433 - mmaction - INFO - Epoch [189][380/396] lr: 4.927e-02, eta: 13:16:27, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5771, top5_acc: 0.7943, loss_cls: 1.7393, loss: 1.7393, grad_norm: 2.4236, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1673, loss/aux0: 1.1673 2020-10-20 11:43:07,282 - mmaction - INFO - Epoch [190][20/396] lr: 4.791e-02, eta: 13:15:05, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5818, top5_acc: 0.8047, loss_cls: 1.6880, loss: 1.6880, grad_norm: 2.3597, top1_acc/aux0: 0.6960, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1820, loss/aux0: 1.1820 2020-10-20 11:43:08,260 - mmaction - INFO - Epoch [190][20/396] lr: 4.791e-02, eta: 13:15:12, time: 0.936, data_time: 0.004, memory: 8462, top1_acc: 0.5818, top5_acc: 0.8047, loss_cls: 1.6880, loss: 1.6880, grad_norm: 2.3170, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1743, loss/aux0: 1.1743 2020-10-20 11:43:44,541 - mmaction - INFO - Epoch [190][40/396] lr: 4.791e-02, eta: 13:14:30, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.5841, top5_acc: 0.8023, loss_cls: 1.6923, loss: 1.6923, grad_norm: 2.3982, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.2005, loss/aux0: 1.2005 2020-10-20 11:43:45,540 - mmaction - INFO - Epoch [190][40/396] lr: 4.791e-02, eta: 13:14:36, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.5841, top5_acc: 0.8023, loss_cls: 1.6923, loss: 1.6923, grad_norm: 2.3834, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.2065, loss/aux0: 1.2065 2020-10-20 11:44:22,027 - mmaction - INFO - Epoch [190][60/396] lr: 4.791e-02, eta: 13:13:54, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5779, top5_acc: 0.8029, loss_cls: 1.6986, loss: 1.6986, grad_norm: 2.3943, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1355, loss/aux0: 1.1355 2020-10-20 11:44:22,982 - mmaction - INFO - Epoch [190][60/396] lr: 4.791e-02, eta: 13:14:01, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5779, top5_acc: 0.8029, loss_cls: 1.6986, loss: 1.6986, grad_norm: 2.3864, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1360, loss/aux0: 1.1360 2020-10-20 11:44:59,445 - mmaction - INFO - Epoch [190][80/396] lr: 4.791e-02, eta: 13:13:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5818, top5_acc: 0.8146, loss_cls: 1.6683, loss: 1.6683, grad_norm: 2.3831, top1_acc/aux0: 0.7013, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1796, loss/aux0: 1.1796 2020-10-20 11:45:00,417 - mmaction - INFO - Epoch [190][80/396] lr: 4.791e-02, eta: 13:13:26, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5818, top5_acc: 0.8146, loss_cls: 1.6683, loss: 1.6683, grad_norm: 2.3887, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.1846, loss/aux0: 1.1846 2020-10-20 11:45:36,938 - mmaction - INFO - Epoch [190][100/396] lr: 4.791e-02, eta: 13:12:43, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5828, top5_acc: 0.8068, loss_cls: 1.6937, loss: 1.6937, grad_norm: 2.4137, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2257, loss/aux0: 1.2257 2020-10-20 11:45:37,889 - mmaction - INFO - Epoch [190][100/396] lr: 4.791e-02, eta: 13:12:50, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5828, top5_acc: 0.8068, loss_cls: 1.6937, loss: 1.6937, grad_norm: 2.4070, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2229, loss/aux0: 1.2229 2020-10-20 11:46:14,343 - mmaction - INFO - Epoch [190][120/396] lr: 4.791e-02, eta: 13:12:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5849, top5_acc: 0.8120, loss_cls: 1.6768, loss: 1.6768, grad_norm: 2.3730, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1624, loss/aux0: 1.1624 2020-10-20 11:46:15,297 - mmaction - INFO - Epoch [190][120/396] lr: 4.791e-02, eta: 13:12:15, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5849, top5_acc: 0.8120, loss_cls: 1.6768, loss: 1.6768, grad_norm: 2.3828, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1529, loss/aux0: 1.1529 2020-10-20 11:46:51,794 - mmaction - INFO - Epoch [190][140/396] lr: 4.791e-02, eta: 13:11:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5964, top5_acc: 0.8122, loss_cls: 1.6543, loss: 1.6543, grad_norm: 2.3707, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1400, loss/aux0: 1.1400 2020-10-20 11:46:52,771 - mmaction - INFO - Epoch [190][140/396] lr: 4.791e-02, eta: 13:11:39, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5964, top5_acc: 0.8122, loss_cls: 1.6543, loss: 1.6543, grad_norm: 2.3763, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1516, loss/aux0: 1.1516 2020-10-20 11:47:29,297 - mmaction - INFO - Epoch [190][160/396] lr: 4.791e-02, eta: 13:10:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5852, top5_acc: 0.7966, loss_cls: 1.7275, loss: 1.7275, grad_norm: 2.3123, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1385, loss/aux0: 1.1385 2020-10-20 11:47:30,305 - mmaction - INFO - Epoch [190][160/396] lr: 4.791e-02, eta: 13:11:04, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5852, top5_acc: 0.7966, loss_cls: 1.7275, loss: 1.7275, grad_norm: 2.3044, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1302, loss/aux0: 1.1302 2020-10-20 11:48:06,803 - mmaction - INFO - Epoch [190][180/396] lr: 4.791e-02, eta: 13:10:22, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5810, top5_acc: 0.7982, loss_cls: 1.7226, loss: 1.7226, grad_norm: 2.3780, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2173, loss/aux0: 1.2173 2020-10-20 11:48:07,839 - mmaction - INFO - Epoch [190][180/396] lr: 4.791e-02, eta: 13:10:28, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5810, top5_acc: 0.7982, loss_cls: 1.7226, loss: 1.7226, grad_norm: 2.3768, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2212, loss/aux0: 1.2212 2020-10-20 11:48:44,379 - mmaction - INFO - Epoch [190][200/396] lr: 4.791e-02, eta: 13:09:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5786, top5_acc: 0.8073, loss_cls: 1.6892, loss: 1.6892, grad_norm: 2.3440, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1435, loss/aux0: 1.1435 2020-10-20 11:48:45,388 - mmaction - INFO - Epoch [190][200/396] lr: 4.791e-02, eta: 13:09:53, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5786, top5_acc: 0.8073, loss_cls: 1.6892, loss: 1.6892, grad_norm: 2.3564, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1561, loss/aux0: 1.1561 2020-10-20 11:49:21,894 - mmaction - INFO - Epoch [190][220/396] lr: 4.791e-02, eta: 13:09:11, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5677, top5_acc: 0.7982, loss_cls: 1.7326, loss: 1.7326, grad_norm: 2.3455, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1600, loss/aux0: 1.1600 2020-10-20 11:49:22,860 - mmaction - INFO - Epoch [190][220/396] lr: 4.791e-02, eta: 13:09:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5677, top5_acc: 0.7982, loss_cls: 1.7326, loss: 1.7326, grad_norm: 2.3698, top1_acc/aux0: 0.7107, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1500, loss/aux0: 1.1500 2020-10-20 11:49:59,338 - mmaction - INFO - Epoch [190][240/396] lr: 4.791e-02, eta: 13:08:35, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5755, top5_acc: 0.8000, loss_cls: 1.7167, loss: 1.7167, grad_norm: 2.4098, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1744, loss/aux0: 1.1744 2020-10-20 11:50:00,301 - mmaction - INFO - Epoch [190][240/396] lr: 4.791e-02, eta: 13:08:42, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5755, top5_acc: 0.8000, loss_cls: 1.7167, loss: 1.7167, grad_norm: 2.4019, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1771, loss/aux0: 1.1771 2020-10-20 11:50:36,691 - mmaction - INFO - Epoch [190][260/396] lr: 4.791e-02, eta: 13:08:00, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5622, top5_acc: 0.7930, loss_cls: 1.7778, loss: 1.7778, grad_norm: 2.4349, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1609, loss/aux0: 1.1609 2020-10-20 11:50:37,638 - mmaction - INFO - Epoch [190][260/396] lr: 4.791e-02, eta: 13:08:06, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.5622, top5_acc: 0.7930, loss_cls: 1.7778, loss: 1.7778, grad_norm: 2.4427, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1524, loss/aux0: 1.1524 2020-10-20 11:51:14,145 - mmaction - INFO - Epoch [190][280/396] lr: 4.791e-02, eta: 13:07:24, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5810, top5_acc: 0.8109, loss_cls: 1.6909, loss: 1.6909, grad_norm: 2.3982, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1812, loss/aux0: 1.1812 2020-10-20 11:51:15,106 - mmaction - INFO - Epoch [190][280/396] lr: 4.791e-02, eta: 13:07:31, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5810, top5_acc: 0.8109, loss_cls: 1.6909, loss: 1.6909, grad_norm: 2.4085, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1846, loss/aux0: 1.1846 2020-10-20 11:51:51,572 - mmaction - INFO - Epoch [190][300/396] lr: 4.791e-02, eta: 13:06:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5857, top5_acc: 0.8010, loss_cls: 1.6956, loss: 1.6956, grad_norm: 2.4128, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1694, loss/aux0: 1.1694 2020-10-20 11:51:52,585 - mmaction - INFO - Epoch [190][300/396] lr: 4.791e-02, eta: 13:06:55, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5857, top5_acc: 0.8010, loss_cls: 1.6956, loss: 1.6956, grad_norm: 2.4189, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1708, loss/aux0: 1.1708 2020-10-20 11:52:29,089 - mmaction - INFO - Epoch [190][320/396] lr: 4.791e-02, eta: 13:06:13, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5784, top5_acc: 0.8000, loss_cls: 1.7134, loss: 1.7134, grad_norm: 2.4878, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1816, loss/aux0: 1.1816 2020-10-20 11:52:30,087 - mmaction - INFO - Epoch [190][320/396] lr: 4.791e-02, eta: 13:06:20, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.5784, top5_acc: 0.8000, loss_cls: 1.7134, loss: 1.7134, grad_norm: 2.4827, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1772, loss/aux0: 1.1772 2020-10-20 11:53:06,573 - mmaction - INFO - Epoch [190][340/396] lr: 4.791e-02, eta: 13:05:38, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8115, loss_cls: 1.6596, loss: 1.6596, grad_norm: 2.3773, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2123, loss/aux0: 1.2123 2020-10-20 11:53:07,560 - mmaction - INFO - Epoch [190][340/396] lr: 4.791e-02, eta: 13:05:44, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8115, loss_cls: 1.6596, loss: 1.6596, grad_norm: 2.3784, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2187, loss/aux0: 1.2187 2020-10-20 11:53:43,996 - mmaction - INFO - Epoch [190][360/396] lr: 4.791e-02, eta: 13:05:02, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5802, top5_acc: 0.8068, loss_cls: 1.7098, loss: 1.7098, grad_norm: 2.4635, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1600, loss/aux0: 1.1600 2020-10-20 11:53:44,961 - mmaction - INFO - Epoch [190][360/396] lr: 4.791e-02, eta: 13:05:09, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5802, top5_acc: 0.8068, loss_cls: 1.7098, loss: 1.7098, grad_norm: 2.4685, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1530, loss/aux0: 1.1530 2020-10-20 11:54:21,439 - mmaction - INFO - Epoch [190][380/396] lr: 4.791e-02, eta: 13:04:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5758, top5_acc: 0.8156, loss_cls: 1.6709, loss: 1.6709, grad_norm: 2.3334, top1_acc/aux0: 0.7018, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1720, loss/aux0: 1.1720 2020-10-20 11:54:22,442 - mmaction - INFO - Epoch [190][380/396] lr: 4.791e-02, eta: 13:04:33, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.5758, top5_acc: 0.8156, loss_cls: 1.6709, loss: 1.6709, grad_norm: 2.3394, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1661, loss/aux0: 1.1661 2020-10-20 11:58:56,585 - mmaction - INFO - Epoch [191][20/396] lr: 4.657e-02, eta: 13:03:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5896, top5_acc: 0.8151, loss_cls: 1.6498, loss: 1.6498, grad_norm: 2.4644, top1_acc/aux0: 0.6965, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2282, loss/aux0: 1.2282 2020-10-20 11:58:57,544 - mmaction - INFO - Epoch [191][20/396] lr: 4.657e-02, eta: 13:03:19, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5896, top5_acc: 0.8151, loss_cls: 1.6498, loss: 1.6498, grad_norm: 2.4753, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2231, loss/aux0: 1.2231 2020-10-20 11:59:34,016 - mmaction - INFO - Epoch [191][40/396] lr: 4.657e-02, eta: 13:02:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5875, top5_acc: 0.8029, loss_cls: 1.7031, loss: 1.7031, grad_norm: 2.3709, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1430, loss/aux0: 1.1430 2020-10-20 11:59:35,006 - mmaction - INFO - Epoch [191][40/396] lr: 4.657e-02, eta: 13:02:44, time: 0.940, data_time: 0.006, memory: 8462, top1_acc: 0.5875, top5_acc: 0.8029, loss_cls: 1.7031, loss: 1.7031, grad_norm: 2.3679, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1464, loss/aux0: 1.1464 2020-10-20 12:00:15,612 - mmaction - INFO - Epoch [191][60/396] lr: 4.657e-02, eta: 13:02:03, time: 1.143, data_time: 0.000, memory: 8462, top1_acc: 0.5922, top5_acc: 0.8169, loss_cls: 1.6476, loss: 1.6476, grad_norm: 2.3887, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1699, loss/aux0: 1.1699 2020-10-20 12:00:16,657 - mmaction - INFO - Epoch [191][60/396] lr: 4.657e-02, eta: 13:02:11, time: 1.150, data_time: 0.009, memory: 8462, top1_acc: 0.5922, top5_acc: 0.8169, loss_cls: 1.6476, loss: 1.6476, grad_norm: 2.3906, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1804, loss/aux0: 1.1804 2020-10-20 12:00:53,204 - mmaction - INFO - Epoch [191][80/396] lr: 4.657e-02, eta: 13:01:29, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5943, top5_acc: 0.8190, loss_cls: 1.6240, loss: 1.6240, grad_norm: 2.4274, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1642, loss/aux0: 1.1642 2020-10-20 12:00:54,182 - mmaction - INFO - Epoch [191][80/396] lr: 4.657e-02, eta: 13:01:36, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5943, top5_acc: 0.8190, loss_cls: 1.6240, loss: 1.6240, grad_norm: 2.4177, top1_acc/aux0: 0.7063, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1560, loss/aux0: 1.1560 2020-10-20 12:01:30,694 - mmaction - INFO - Epoch [191][100/396] lr: 4.657e-02, eta: 13:00:54, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5695, top5_acc: 0.7948, loss_cls: 1.7485, loss: 1.7485, grad_norm: 2.4554, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1677, loss/aux0: 1.1677 2020-10-20 12:01:31,689 - mmaction - INFO - Epoch [191][100/396] lr: 4.657e-02, eta: 13:01:00, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5695, top5_acc: 0.7948, loss_cls: 1.7485, loss: 1.7485, grad_norm: 2.4632, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1645, loss/aux0: 1.1645 2020-10-20 12:02:08,152 - mmaction - INFO - Epoch [191][120/396] lr: 4.657e-02, eta: 13:00:18, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5828, top5_acc: 0.8089, loss_cls: 1.6854, loss: 1.6854, grad_norm: 2.3882, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1888, loss/aux0: 1.1888 2020-10-20 12:02:09,109 - mmaction - INFO - Epoch [191][120/396] lr: 4.657e-02, eta: 13:00:25, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5828, top5_acc: 0.8089, loss_cls: 1.6854, loss: 1.6854, grad_norm: 2.3728, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1786, loss/aux0: 1.1786 2020-10-20 12:02:45,639 - mmaction - INFO - Epoch [191][140/396] lr: 4.657e-02, eta: 12:59:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5862, top5_acc: 0.8021, loss_cls: 1.6983, loss: 1.6983, grad_norm: 2.4286, top1_acc/aux0: 0.7107, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1495, loss/aux0: 1.1495 2020-10-20 12:02:46,613 - mmaction - INFO - Epoch [191][140/396] lr: 4.657e-02, eta: 12:59:49, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5862, top5_acc: 0.8021, loss_cls: 1.6983, loss: 1.6983, grad_norm: 2.4236, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1648, loss/aux0: 1.1648 2020-10-20 12:03:23,096 - mmaction - INFO - Epoch [191][160/396] lr: 4.657e-02, eta: 12:59:07, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5742, top5_acc: 0.8096, loss_cls: 1.6862, loss: 1.6862, grad_norm: 2.3953, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2159, loss/aux0: 1.2159 2020-10-20 12:03:24,062 - mmaction - INFO - Epoch [191][160/396] lr: 4.657e-02, eta: 12:59:14, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5742, top5_acc: 0.8096, loss_cls: 1.6862, loss: 1.6862, grad_norm: 2.3932, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2091, loss/aux0: 1.2091 2020-10-20 12:04:00,670 - mmaction - INFO - Epoch [191][180/396] lr: 4.657e-02, eta: 12:58:32, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5836, top5_acc: 0.8063, loss_cls: 1.6971, loss: 1.6971, grad_norm: 2.4544, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1587, loss/aux0: 1.1587 2020-10-20 12:04:01,671 - mmaction - INFO - Epoch [191][180/396] lr: 4.657e-02, eta: 12:58:38, time: 0.945, data_time: 0.003, memory: 8462, top1_acc: 0.5836, top5_acc: 0.8063, loss_cls: 1.6971, loss: 1.6971, grad_norm: 2.4637, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1591, loss/aux0: 1.1591 2020-10-20 12:04:38,198 - mmaction - INFO - Epoch [191][200/396] lr: 4.657e-02, eta: 12:57:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5919, top5_acc: 0.8143, loss_cls: 1.6708, loss: 1.6708, grad_norm: 2.5005, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1682, loss/aux0: 1.1682 2020-10-20 12:04:39,154 - mmaction - INFO - Epoch [191][200/396] lr: 4.657e-02, eta: 12:58:03, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5919, top5_acc: 0.8143, loss_cls: 1.6708, loss: 1.6708, grad_norm: 2.4912, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1776, loss/aux0: 1.1776 2020-10-20 12:05:15,727 - mmaction - INFO - Epoch [191][220/396] lr: 4.657e-02, eta: 12:57:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5792, top5_acc: 0.8029, loss_cls: 1.6975, loss: 1.6975, grad_norm: 2.4337, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1951, loss/aux0: 1.1951 2020-10-20 12:05:16,747 - mmaction - INFO - Epoch [191][220/396] lr: 4.657e-02, eta: 12:57:27, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5792, top5_acc: 0.8029, loss_cls: 1.6975, loss: 1.6975, grad_norm: 2.4110, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1774, loss/aux0: 1.1774 2020-10-20 12:05:53,318 - mmaction - INFO - Epoch [191][240/396] lr: 4.657e-02, eta: 12:56:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5802, top5_acc: 0.7982, loss_cls: 1.7278, loss: 1.7278, grad_norm: 2.4114, top1_acc/aux0: 0.7096, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1199, loss/aux0: 1.1199 2020-10-20 12:05:54,300 - mmaction - INFO - Epoch [191][240/396] lr: 4.657e-02, eta: 12:56:52, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5802, top5_acc: 0.7982, loss_cls: 1.7278, loss: 1.7278, grad_norm: 2.4112, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1340, loss/aux0: 1.1340 2020-10-20 12:06:30,711 - mmaction - INFO - Epoch [191][260/396] lr: 4.657e-02, eta: 12:56:10, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5805, top5_acc: 0.8013, loss_cls: 1.6959, loss: 1.6959, grad_norm: 2.3878, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.1938, loss/aux0: 1.1938 2020-10-20 12:06:31,709 - mmaction - INFO - Epoch [191][260/396] lr: 4.657e-02, eta: 12:56:16, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5805, top5_acc: 0.8013, loss_cls: 1.6959, loss: 1.6959, grad_norm: 2.3864, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1944, loss/aux0: 1.1944 2020-10-20 12:07:08,195 - mmaction - INFO - Epoch [191][280/396] lr: 4.657e-02, eta: 12:55:34, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5833, top5_acc: 0.8083, loss_cls: 1.6915, loss: 1.6915, grad_norm: 2.4653, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1765, loss/aux0: 1.1765 2020-10-20 12:07:09,172 - mmaction - INFO - Epoch [191][280/396] lr: 4.657e-02, eta: 12:55:41, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5833, top5_acc: 0.8083, loss_cls: 1.6915, loss: 1.6915, grad_norm: 2.4776, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1814, loss/aux0: 1.1814 2020-10-20 12:07:45,650 - mmaction - INFO - Epoch [191][300/396] lr: 4.657e-02, eta: 12:54:59, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5901, top5_acc: 0.8122, loss_cls: 1.6725, loss: 1.6725, grad_norm: 2.5000, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2393, loss/aux0: 1.2393 2020-10-20 12:07:46,592 - mmaction - INFO - Epoch [191][300/396] lr: 4.657e-02, eta: 12:55:05, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5901, top5_acc: 0.8122, loss_cls: 1.6725, loss: 1.6725, grad_norm: 2.4938, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2271, loss/aux0: 1.2271 2020-10-20 12:08:23,107 - mmaction - INFO - Epoch [191][320/396] lr: 4.657e-02, eta: 12:54:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5794, top5_acc: 0.8091, loss_cls: 1.7022, loss: 1.7022, grad_norm: 2.3974, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2047, loss/aux0: 1.2047 2020-10-20 12:08:24,134 - mmaction - INFO - Epoch [191][320/396] lr: 4.657e-02, eta: 12:54:30, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5794, top5_acc: 0.8091, loss_cls: 1.7022, loss: 1.7022, grad_norm: 2.3911, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1945, loss/aux0: 1.1945 2020-10-20 12:09:00,560 - mmaction - INFO - Epoch [191][340/396] lr: 4.657e-02, eta: 12:53:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5635, top5_acc: 0.8010, loss_cls: 1.7610, loss: 1.7610, grad_norm: 2.4877, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1797, loss/aux0: 1.1797 2020-10-20 12:09:01,508 - mmaction - INFO - Epoch [191][340/396] lr: 4.657e-02, eta: 12:53:54, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5635, top5_acc: 0.8010, loss_cls: 1.7610, loss: 1.7610, grad_norm: 2.4522, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1831, loss/aux0: 1.1831 2020-10-20 12:09:37,892 - mmaction - INFO - Epoch [191][360/396] lr: 4.657e-02, eta: 12:53:12, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5844, top5_acc: 0.8000, loss_cls: 1.7126, loss: 1.7126, grad_norm: 2.3717, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1617, loss/aux0: 1.1617 2020-10-20 12:09:38,890 - mmaction - INFO - Epoch [191][360/396] lr: 4.657e-02, eta: 12:53:19, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5844, top5_acc: 0.8000, loss_cls: 1.7126, loss: 1.7126, grad_norm: 2.3595, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1577, loss/aux0: 1.1577 2020-10-20 12:10:15,277 - mmaction - INFO - Epoch [191][380/396] lr: 4.657e-02, eta: 12:52:37, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5823, top5_acc: 0.8062, loss_cls: 1.6810, loss: 1.6810, grad_norm: 2.4274, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1470, loss/aux0: 1.1470 2020-10-20 12:10:16,289 - mmaction - INFO - Epoch [191][380/396] lr: 4.657e-02, eta: 12:52:43, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.5823, top5_acc: 0.8062, loss_cls: 1.6810, loss: 1.6810, grad_norm: 2.4430, top1_acc/aux0: 0.7063, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1580, loss/aux0: 1.1580 2020-10-20 12:14:58,834 - mmaction - INFO - Epoch [192][20/396] lr: 4.524e-02, eta: 12:51:23, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.5844, top5_acc: 0.8026, loss_cls: 1.6902, loss: 1.6902, grad_norm: 2.4204, top1_acc/aux0: 0.7015, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1472, loss/aux0: 1.1472 2020-10-20 12:14:59,836 - mmaction - INFO - Epoch [192][20/396] lr: 4.524e-02, eta: 12:51:29, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.5844, top5_acc: 0.8026, loss_cls: 1.6902, loss: 1.6902, grad_norm: 2.4107, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1396, loss/aux0: 1.1396 2020-10-20 12:15:36,191 - mmaction - INFO - Epoch [192][40/396] lr: 4.524e-02, eta: 12:50:47, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5826, top5_acc: 0.8188, loss_cls: 1.6692, loss: 1.6692, grad_norm: 2.4664, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1719, loss/aux0: 1.1719 2020-10-20 12:15:37,175 - mmaction - INFO - Epoch [192][40/396] lr: 4.524e-02, eta: 12:50:53, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5826, top5_acc: 0.8188, loss_cls: 1.6692, loss: 1.6692, grad_norm: 2.4449, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1736, loss/aux0: 1.1736 2020-10-20 12:16:13,581 - mmaction - INFO - Epoch [192][60/396] lr: 4.524e-02, eta: 12:50:12, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5906, top5_acc: 0.8151, loss_cls: 1.6634, loss: 1.6634, grad_norm: 2.4013, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1074, loss/aux0: 1.1074 2020-10-20 12:16:14,584 - mmaction - INFO - Epoch [192][60/396] lr: 4.524e-02, eta: 12:50:18, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5906, top5_acc: 0.8151, loss_cls: 1.6634, loss: 1.6634, grad_norm: 2.4173, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1079, loss/aux0: 1.1079 2020-10-20 12:16:51,070 - mmaction - INFO - Epoch [192][80/396] lr: 4.524e-02, eta: 12:49:36, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8060, loss_cls: 1.6955, loss: 1.6955, grad_norm: 2.4123, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1556, loss/aux0: 1.1556 2020-10-20 12:16:52,001 - mmaction - INFO - Epoch [192][80/396] lr: 4.524e-02, eta: 12:49:42, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8060, loss_cls: 1.6955, loss: 1.6955, grad_norm: 2.4159, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1584, loss/aux0: 1.1584 2020-10-20 12:17:28,414 - mmaction - INFO - Epoch [192][100/396] lr: 4.524e-02, eta: 12:49:01, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5919, top5_acc: 0.8216, loss_cls: 1.6269, loss: 1.6269, grad_norm: 2.4593, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1628, loss/aux0: 1.1628 2020-10-20 12:17:29,375 - mmaction - INFO - Epoch [192][100/396] lr: 4.524e-02, eta: 12:49:07, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5919, top5_acc: 0.8216, loss_cls: 1.6269, loss: 1.6269, grad_norm: 2.4534, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1687, loss/aux0: 1.1687 2020-10-20 12:18:05,888 - mmaction - INFO - Epoch [192][120/396] lr: 4.524e-02, eta: 12:48:25, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5987, top5_acc: 0.8063, loss_cls: 1.6888, loss: 1.6888, grad_norm: 2.4288, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1658, loss/aux0: 1.1658 2020-10-20 12:18:06,871 - mmaction - INFO - Epoch [192][120/396] lr: 4.524e-02, eta: 12:48:31, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5987, top5_acc: 0.8063, loss_cls: 1.6888, loss: 1.6888, grad_norm: 2.4251, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1668, loss/aux0: 1.1668 2020-10-20 12:18:43,334 - mmaction - INFO - Epoch [192][140/396] lr: 4.524e-02, eta: 12:47:50, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5766, top5_acc: 0.8042, loss_cls: 1.7068, loss: 1.7068, grad_norm: 2.4103, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1463, loss/aux0: 1.1463 2020-10-20 12:18:44,343 - mmaction - INFO - Epoch [192][140/396] lr: 4.524e-02, eta: 12:47:56, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5766, top5_acc: 0.8042, loss_cls: 1.7068, loss: 1.7068, grad_norm: 2.4250, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1429, loss/aux0: 1.1429 2020-10-20 12:19:20,853 - mmaction - INFO - Epoch [192][160/396] lr: 4.524e-02, eta: 12:47:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5930, top5_acc: 0.8117, loss_cls: 1.6536, loss: 1.6536, grad_norm: 2.4265, top1_acc/aux0: 0.7086, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1818, loss/aux0: 1.1818 2020-10-20 12:19:21,804 - mmaction - INFO - Epoch [192][160/396] lr: 4.524e-02, eta: 12:47:20, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5930, top5_acc: 0.8117, loss_cls: 1.6536, loss: 1.6536, grad_norm: 2.4327, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.1853, loss/aux0: 1.1853 2020-10-20 12:19:58,313 - mmaction - INFO - Epoch [192][180/396] lr: 4.524e-02, eta: 12:46:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5849, top5_acc: 0.8062, loss_cls: 1.6955, loss: 1.6955, grad_norm: 2.3935, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1706, loss/aux0: 1.1706 2020-10-20 12:19:59,343 - mmaction - INFO - Epoch [192][180/396] lr: 4.524e-02, eta: 12:46:45, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5849, top5_acc: 0.8062, loss_cls: 1.6955, loss: 1.6955, grad_norm: 2.4069, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1672, loss/aux0: 1.1672 2020-10-20 12:20:35,782 - mmaction - INFO - Epoch [192][200/396] lr: 4.524e-02, eta: 12:46:03, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5750, top5_acc: 0.8021, loss_cls: 1.7199, loss: 1.7199, grad_norm: 2.4217, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1675, loss/aux0: 1.1675 2020-10-20 12:20:36,737 - mmaction - INFO - Epoch [192][200/396] lr: 4.524e-02, eta: 12:46:09, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5750, top5_acc: 0.8021, loss_cls: 1.7199, loss: 1.7199, grad_norm: 2.4383, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1793, loss/aux0: 1.1793 2020-10-20 12:21:13,204 - mmaction - INFO - Epoch [192][220/396] lr: 4.524e-02, eta: 12:45:28, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5781, top5_acc: 0.8060, loss_cls: 1.7195, loss: 1.7195, grad_norm: 2.4157, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1456, loss/aux0: 1.1456 2020-10-20 12:21:14,211 - mmaction - INFO - Epoch [192][220/396] lr: 4.524e-02, eta: 12:45:34, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5781, top5_acc: 0.8060, loss_cls: 1.7195, loss: 1.7195, grad_norm: 2.4231, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1335, loss/aux0: 1.1335 2020-10-20 12:21:50,701 - mmaction - INFO - Epoch [192][240/396] lr: 4.524e-02, eta: 12:44:52, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5784, top5_acc: 0.8036, loss_cls: 1.6943, loss: 1.6943, grad_norm: 2.5308, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1493, loss/aux0: 1.1493 2020-10-20 12:21:51,640 - mmaction - INFO - Epoch [192][240/396] lr: 4.524e-02, eta: 12:44:58, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5784, top5_acc: 0.8036, loss_cls: 1.6943, loss: 1.6943, grad_norm: 2.5163, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1459, loss/aux0: 1.1459 2020-10-20 12:22:28,168 - mmaction - INFO - Epoch [192][260/396] lr: 4.524e-02, eta: 12:44:17, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5820, top5_acc: 0.8081, loss_cls: 1.6946, loss: 1.6946, grad_norm: 2.4980, top1_acc/aux0: 0.7013, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1801, loss/aux0: 1.1801 2020-10-20 12:22:29,134 - mmaction - INFO - Epoch [192][260/396] lr: 4.524e-02, eta: 12:44:23, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5820, top5_acc: 0.8081, loss_cls: 1.6946, loss: 1.6946, grad_norm: 2.4941, top1_acc/aux0: 0.7018, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1771, loss/aux0: 1.1771 2020-10-20 12:23:05,798 - mmaction - INFO - Epoch [192][280/396] lr: 4.524e-02, eta: 12:43:41, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5867, top5_acc: 0.8057, loss_cls: 1.6812, loss: 1.6812, grad_norm: 2.4295, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1399, loss/aux0: 1.1399 2020-10-20 12:23:06,806 - mmaction - INFO - Epoch [192][280/396] lr: 4.524e-02, eta: 12:43:47, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.5867, top5_acc: 0.8057, loss_cls: 1.6812, loss: 1.6812, grad_norm: 2.4061, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1357, loss/aux0: 1.1357 2020-10-20 12:23:43,290 - mmaction - INFO - Epoch [192][300/396] lr: 4.524e-02, eta: 12:43:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5911, top5_acc: 0.8044, loss_cls: 1.6864, loss: 1.6864, grad_norm: 2.4658, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1472, loss/aux0: 1.1472 2020-10-20 12:23:44,278 - mmaction - INFO - Epoch [192][300/396] lr: 4.524e-02, eta: 12:43:12, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5911, top5_acc: 0.8044, loss_cls: 1.6864, loss: 1.6864, grad_norm: 2.4652, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1530, loss/aux0: 1.1530 2020-10-20 12:24:20,684 - mmaction - INFO - Epoch [192][320/396] lr: 4.524e-02, eta: 12:42:30, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5740, top5_acc: 0.8055, loss_cls: 1.7084, loss: 1.7084, grad_norm: 2.5402, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1671, loss/aux0: 1.1671 2020-10-20 12:24:21,644 - mmaction - INFO - Epoch [192][320/396] lr: 4.524e-02, eta: 12:42:36, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5740, top5_acc: 0.8055, loss_cls: 1.7084, loss: 1.7084, grad_norm: 2.5101, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1755, loss/aux0: 1.1755 2020-10-20 12:24:58,198 - mmaction - INFO - Epoch [192][340/396] lr: 4.524e-02, eta: 12:41:55, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5969, top5_acc: 0.8154, loss_cls: 1.6328, loss: 1.6328, grad_norm: 2.4374, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1179, loss/aux0: 1.1179 2020-10-20 12:24:59,171 - mmaction - INFO - Epoch [192][340/396] lr: 4.524e-02, eta: 12:42:01, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5969, top5_acc: 0.8154, loss_cls: 1.6328, loss: 1.6328, grad_norm: 2.4344, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1238, loss/aux0: 1.1238 2020-10-20 12:25:35,756 - mmaction - INFO - Epoch [192][360/396] lr: 4.524e-02, eta: 12:41:19, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5904, top5_acc: 0.8138, loss_cls: 1.6329, loss: 1.6329, grad_norm: 2.4507, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.1982, loss/aux0: 1.1982 2020-10-20 12:25:36,732 - mmaction - INFO - Epoch [192][360/396] lr: 4.524e-02, eta: 12:41:25, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5904, top5_acc: 0.8138, loss_cls: 1.6329, loss: 1.6329, grad_norm: 2.4626, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.1915, loss/aux0: 1.1915 2020-10-20 12:26:13,268 - mmaction - INFO - Epoch [192][380/396] lr: 4.524e-02, eta: 12:40:44, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5870, top5_acc: 0.8234, loss_cls: 1.6393, loss: 1.6393, grad_norm: 2.4245, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1462, loss/aux0: 1.1462 2020-10-20 12:26:14,237 - mmaction - INFO - Epoch [192][380/396] lr: 4.524e-02, eta: 12:40:50, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.5870, top5_acc: 0.8234, loss_cls: 1.6393, loss: 1.6393, grad_norm: 2.4324, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1408, loss/aux0: 1.1408 2020-10-20 12:26:46,129 - mmaction - INFO - Saving checkpoint at 192 epochs 2020-10-20 12:28:30,120 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 12:28:30,239 - mmaction - INFO - top1_acc 0.6728 top5_acc 0.8795 2020-10-20 12:28:30,240 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 12:28:30,260 - mmaction - INFO - mean_acc 0.6732 2020-10-20 12:28:30,260 - mmaction - INFO - Now best checkpoint is epoch_192.pth 2020-10-20 12:28:30,267 - mmaction - INFO - Epoch(val) [192][396] top1_acc: 0.6728, top5_acc: 0.8795, mean_class_accuracy: 0.6732 2020-10-20 12:32:36,585 - mmaction - INFO - Epoch [193][20/396] lr: 4.393e-02, eta: 12:39:30, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5846, top5_acc: 0.8128, loss_cls: 1.6686, loss: 1.6686, grad_norm: 2.4130, top1_acc/aux0: 0.7124, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1238, loss/aux0: 1.1238 2020-10-20 12:32:37,523 - mmaction - INFO - Epoch [193][20/396] lr: 4.393e-02, eta: 12:39:36, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5846, top5_acc: 0.8128, loss_cls: 1.6686, loss: 1.6686, grad_norm: 2.4200, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1249, loss/aux0: 1.1249 2020-10-20 12:33:14,106 - mmaction - INFO - Epoch [193][40/396] lr: 4.393e-02, eta: 12:38:54, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5768, top5_acc: 0.8102, loss_cls: 1.6817, loss: 1.6817, grad_norm: 2.4498, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1905, loss/aux0: 1.1905 2020-10-20 12:33:15,114 - mmaction - INFO - Epoch [193][40/396] lr: 4.393e-02, eta: 12:39:01, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5768, top5_acc: 0.8102, loss_cls: 1.6817, loss: 1.6817, grad_norm: 2.4521, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1879, loss/aux0: 1.1879 2020-10-20 12:33:51,520 - mmaction - INFO - Epoch [193][60/396] lr: 4.393e-02, eta: 12:38:19, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5940, top5_acc: 0.8169, loss_cls: 1.6433, loss: 1.6433, grad_norm: 2.4137, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1320, loss/aux0: 1.1320 2020-10-20 12:33:52,509 - mmaction - INFO - Epoch [193][60/396] lr: 4.393e-02, eta: 12:38:25, time: 0.936, data_time: 0.004, memory: 8462, top1_acc: 0.5940, top5_acc: 0.8169, loss_cls: 1.6433, loss: 1.6433, grad_norm: 2.4189, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1214, loss/aux0: 1.1214 2020-10-20 12:34:29,120 - mmaction - INFO - Epoch [193][80/396] lr: 4.393e-02, eta: 12:37:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5898, top5_acc: 0.8193, loss_cls: 1.6141, loss: 1.6141, grad_norm: 2.3647, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0752, loss/aux0: 1.0752 2020-10-20 12:34:30,111 - mmaction - INFO - Epoch [193][80/396] lr: 4.393e-02, eta: 12:37:50, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5898, top5_acc: 0.8193, loss_cls: 1.6141, loss: 1.6141, grad_norm: 2.3809, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.0909, loss/aux0: 1.0909 2020-10-20 12:35:06,473 - mmaction - INFO - Epoch [193][100/396] lr: 4.393e-02, eta: 12:37:08, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5958, top5_acc: 0.8182, loss_cls: 1.6346, loss: 1.6346, grad_norm: 2.4361, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1470, loss/aux0: 1.1470 2020-10-20 12:35:07,423 - mmaction - INFO - Epoch [193][100/396] lr: 4.393e-02, eta: 12:37:14, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.5958, top5_acc: 0.8182, loss_cls: 1.6346, loss: 1.6346, grad_norm: 2.4188, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1347, loss/aux0: 1.1347 2020-10-20 12:35:43,862 - mmaction - INFO - Epoch [193][120/396] lr: 4.393e-02, eta: 12:36:32, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5995, top5_acc: 0.8102, loss_cls: 1.6261, loss: 1.6261, grad_norm: 2.4671, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1606, loss/aux0: 1.1606 2020-10-20 12:35:44,856 - mmaction - INFO - Epoch [193][120/396] lr: 4.393e-02, eta: 12:36:38, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.5995, top5_acc: 0.8102, loss_cls: 1.6261, loss: 1.6261, grad_norm: 2.4820, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1762, loss/aux0: 1.1762 2020-10-20 12:36:21,366 - mmaction - INFO - Epoch [193][140/396] lr: 4.393e-02, eta: 12:35:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5896, top5_acc: 0.8042, loss_cls: 1.7102, loss: 1.7102, grad_norm: 2.4671, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1552, loss/aux0: 1.1552 2020-10-20 12:36:22,369 - mmaction - INFO - Epoch [193][140/396] lr: 4.393e-02, eta: 12:36:03, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.5896, top5_acc: 0.8042, loss_cls: 1.7102, loss: 1.7102, grad_norm: 2.4876, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1526, loss/aux0: 1.1526 2020-10-20 12:36:58,868 - mmaction - INFO - Epoch [193][160/396] lr: 4.393e-02, eta: 12:35:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5714, top5_acc: 0.8063, loss_cls: 1.7004, loss: 1.7004, grad_norm: 2.5099, top1_acc/aux0: 0.7018, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1571, loss/aux0: 1.1571 2020-10-20 12:36:59,874 - mmaction - INFO - Epoch [193][160/396] lr: 4.393e-02, eta: 12:35:27, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5714, top5_acc: 0.8063, loss_cls: 1.7004, loss: 1.7004, grad_norm: 2.5071, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1553, loss/aux0: 1.1553 2020-10-20 12:37:36,330 - mmaction - INFO - Epoch [193][180/396] lr: 4.393e-02, eta: 12:34:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5997, top5_acc: 0.8193, loss_cls: 1.6441, loss: 1.6441, grad_norm: 2.4537, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1467, loss/aux0: 1.1467 2020-10-20 12:37:37,266 - mmaction - INFO - Epoch [193][180/396] lr: 4.393e-02, eta: 12:34:52, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5997, top5_acc: 0.8193, loss_cls: 1.6441, loss: 1.6441, grad_norm: 2.4474, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1406, loss/aux0: 1.1406 2020-10-20 12:38:13,755 - mmaction - INFO - Epoch [193][200/396] lr: 4.393e-02, eta: 12:34:10, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8128, loss_cls: 1.6478, loss: 1.6478, grad_norm: 2.4408, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1170, loss/aux0: 1.1170 2020-10-20 12:38:14,740 - mmaction - INFO - Epoch [193][200/396] lr: 4.393e-02, eta: 12:34:16, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8128, loss_cls: 1.6478, loss: 1.6478, grad_norm: 2.4419, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.1205, loss/aux0: 1.1205 2020-10-20 12:38:51,215 - mmaction - INFO - Epoch [193][220/396] lr: 4.393e-02, eta: 12:33:35, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5982, top5_acc: 0.8167, loss_cls: 1.6285, loss: 1.6285, grad_norm: 2.4720, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1492, loss/aux0: 1.1492 2020-10-20 12:38:52,165 - mmaction - INFO - Epoch [193][220/396] lr: 4.393e-02, eta: 12:33:41, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5982, top5_acc: 0.8167, loss_cls: 1.6285, loss: 1.6285, grad_norm: 2.4787, top1_acc/aux0: 0.7055, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1579, loss/aux0: 1.1579 2020-10-20 12:39:28,558 - mmaction - INFO - Epoch [193][240/396] lr: 4.393e-02, eta: 12:32:59, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5878, top5_acc: 0.8104, loss_cls: 1.6772, loss: 1.6772, grad_norm: 2.4408, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1641, loss/aux0: 1.1641 2020-10-20 12:39:29,531 - mmaction - INFO - Epoch [193][240/396] lr: 4.393e-02, eta: 12:33:05, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5878, top5_acc: 0.8104, loss_cls: 1.6772, loss: 1.6772, grad_norm: 2.4180, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1606, loss/aux0: 1.1606 2020-10-20 12:40:06,021 - mmaction - INFO - Epoch [193][260/396] lr: 4.393e-02, eta: 12:32:24, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5846, top5_acc: 0.8060, loss_cls: 1.6746, loss: 1.6746, grad_norm: 2.4842, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1536, loss/aux0: 1.1536 2020-10-20 12:40:06,938 - mmaction - INFO - Epoch [193][260/396] lr: 4.393e-02, eta: 12:32:30, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5846, top5_acc: 0.8060, loss_cls: 1.6746, loss: 1.6746, grad_norm: 2.4855, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1467, loss/aux0: 1.1467 2020-10-20 12:40:43,289 - mmaction - INFO - Epoch [193][280/396] lr: 4.393e-02, eta: 12:31:48, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5792, top5_acc: 0.8023, loss_cls: 1.6955, loss: 1.6955, grad_norm: 2.4466, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.1606, loss/aux0: 1.1606 2020-10-20 12:40:44,269 - mmaction - INFO - Epoch [193][280/396] lr: 4.393e-02, eta: 12:31:54, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5792, top5_acc: 0.8023, loss_cls: 1.6955, loss: 1.6955, grad_norm: 2.4474, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.1603, loss/aux0: 1.1603 2020-10-20 12:41:20,600 - mmaction - INFO - Epoch [193][300/396] lr: 4.393e-02, eta: 12:31:13, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5911, top5_acc: 0.8151, loss_cls: 1.6626, loss: 1.6626, grad_norm: 2.4729, top1_acc/aux0: 0.7148, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1177, loss/aux0: 1.1177 2020-10-20 12:41:21,536 - mmaction - INFO - Epoch [193][300/396] lr: 4.393e-02, eta: 12:31:19, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.5911, top5_acc: 0.8151, loss_cls: 1.6626, loss: 1.6626, grad_norm: 2.4709, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1145, loss/aux0: 1.1145 2020-10-20 12:41:58,062 - mmaction - INFO - Epoch [193][320/396] lr: 4.393e-02, eta: 12:30:37, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5862, top5_acc: 0.8107, loss_cls: 1.7136, loss: 1.7136, grad_norm: 2.4728, top1_acc/aux0: 0.7211, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1203, loss/aux0: 1.1203 2020-10-20 12:41:59,053 - mmaction - INFO - Epoch [193][320/396] lr: 4.393e-02, eta: 12:30:43, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5862, top5_acc: 0.8107, loss_cls: 1.7136, loss: 1.7136, grad_norm: 2.4870, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1316, loss/aux0: 1.1316 2020-10-20 12:42:35,444 - mmaction - INFO - Epoch [193][340/396] lr: 4.393e-02, eta: 12:30:01, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5872, top5_acc: 0.8047, loss_cls: 1.7084, loss: 1.7084, grad_norm: 2.4875, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1839, loss/aux0: 1.1839 2020-10-20 12:42:36,378 - mmaction - INFO - Epoch [193][340/396] lr: 4.393e-02, eta: 12:30:08, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5872, top5_acc: 0.8047, loss_cls: 1.7084, loss: 1.7084, grad_norm: 2.4793, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1713, loss/aux0: 1.1713 2020-10-20 12:43:12,800 - mmaction - INFO - Epoch [193][360/396] lr: 4.393e-02, eta: 12:29:26, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5776, top5_acc: 0.8010, loss_cls: 1.6928, loss: 1.6928, grad_norm: 2.4352, top1_acc/aux0: 0.7138, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1321, loss/aux0: 1.1321 2020-10-20 12:43:13,766 - mmaction - INFO - Epoch [193][360/396] lr: 4.393e-02, eta: 12:29:32, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5776, top5_acc: 0.8010, loss_cls: 1.6928, loss: 1.6928, grad_norm: 2.4473, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1398, loss/aux0: 1.1398 2020-10-20 12:43:50,196 - mmaction - INFO - Epoch [193][380/396] lr: 4.393e-02, eta: 12:28:50, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5862, top5_acc: 0.8081, loss_cls: 1.6948, loss: 1.6948, grad_norm: 2.5075, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1577, loss/aux0: 1.1577 2020-10-20 12:43:51,197 - mmaction - INFO - Epoch [193][380/396] lr: 4.393e-02, eta: 12:28:56, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5862, top5_acc: 0.8081, loss_cls: 1.6948, loss: 1.6948, grad_norm: 2.4985, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1618, loss/aux0: 1.1618 2020-10-20 12:48:28,118 - mmaction - INFO - Epoch [194][20/396] lr: 4.264e-02, eta: 12:27:37, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.6003, top5_acc: 0.8078, loss_cls: 1.6351, loss: 1.6351, grad_norm: 2.4058, top1_acc/aux0: 0.7171, top5_acc/aux0: 0.8928, loss_cls/aux0: 1.1158, loss/aux0: 1.1158 2020-10-20 12:48:29,078 - mmaction - INFO - Epoch [194][20/396] lr: 4.264e-02, eta: 12:27:43, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.6003, top5_acc: 0.8078, loss_cls: 1.6351, loss: 1.6351, grad_norm: 2.3963, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1053, loss/aux0: 1.1053 2020-10-20 12:49:05,515 - mmaction - INFO - Epoch [194][40/396] lr: 4.264e-02, eta: 12:27:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6107, top5_acc: 0.8133, loss_cls: 1.6043, loss: 1.6043, grad_norm: 2.4711, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1053, loss/aux0: 1.1053 2020-10-20 12:49:06,488 - mmaction - INFO - Epoch [194][40/396] lr: 4.264e-02, eta: 12:27:07, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6107, top5_acc: 0.8133, loss_cls: 1.6043, loss: 1.6043, grad_norm: 2.4811, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.1113, loss/aux0: 1.1113 2020-10-20 12:49:42,858 - mmaction - INFO - Epoch [194][60/396] lr: 4.264e-02, eta: 12:26:26, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6013, top5_acc: 0.8172, loss_cls: 1.6297, loss: 1.6297, grad_norm: 2.4531, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.1631, loss/aux0: 1.1631 2020-10-20 12:49:43,839 - mmaction - INFO - Epoch [194][60/396] lr: 4.264e-02, eta: 12:26:32, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6013, top5_acc: 0.8172, loss_cls: 1.6297, loss: 1.6297, grad_norm: 2.4659, top1_acc/aux0: 0.7018, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.1712, loss/aux0: 1.1712 2020-10-20 12:50:20,373 - mmaction - INFO - Epoch [194][80/396] lr: 4.264e-02, eta: 12:25:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5807, top5_acc: 0.7987, loss_cls: 1.7117, loss: 1.7117, grad_norm: 2.4555, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.1795, loss/aux0: 1.1795 2020-10-20 12:50:21,309 - mmaction - INFO - Epoch [194][80/396] lr: 4.264e-02, eta: 12:25:56, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5807, top5_acc: 0.7987, loss_cls: 1.7117, loss: 1.7117, grad_norm: 2.4479, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1771, loss/aux0: 1.1771 2020-10-20 12:50:57,810 - mmaction - INFO - Epoch [194][100/396] lr: 4.264e-02, eta: 12:25:15, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5987, top5_acc: 0.8130, loss_cls: 1.6237, loss: 1.6237, grad_norm: 2.5273, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1493, loss/aux0: 1.1493 2020-10-20 12:50:58,833 - mmaction - INFO - Epoch [194][100/396] lr: 4.264e-02, eta: 12:25:21, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5987, top5_acc: 0.8130, loss_cls: 1.6237, loss: 1.6237, grad_norm: 2.5252, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1427, loss/aux0: 1.1427 2020-10-20 12:51:35,353 - mmaction - INFO - Epoch [194][120/396] lr: 4.264e-02, eta: 12:24:39, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5831, top5_acc: 0.8122, loss_cls: 1.6678, loss: 1.6678, grad_norm: 2.4648, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1576, loss/aux0: 1.1576 2020-10-20 12:51:36,339 - mmaction - INFO - Epoch [194][120/396] lr: 4.264e-02, eta: 12:24:45, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.5831, top5_acc: 0.8122, loss_cls: 1.6678, loss: 1.6678, grad_norm: 2.4668, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1712, loss/aux0: 1.1712 2020-10-20 12:52:12,822 - mmaction - INFO - Epoch [194][140/396] lr: 4.264e-02, eta: 12:24:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8148, loss_cls: 1.6286, loss: 1.6286, grad_norm: 2.4653, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1466, loss/aux0: 1.1466 2020-10-20 12:52:13,788 - mmaction - INFO - Epoch [194][140/396] lr: 4.264e-02, eta: 12:24:10, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8148, loss_cls: 1.6286, loss: 1.6286, grad_norm: 2.4675, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1449, loss/aux0: 1.1449 2020-10-20 12:52:50,276 - mmaction - INFO - Epoch [194][160/396] lr: 4.264e-02, eta: 12:23:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5820, top5_acc: 0.8107, loss_cls: 1.6578, loss: 1.6578, grad_norm: 2.5017, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1395, loss/aux0: 1.1395 2020-10-20 12:52:51,243 - mmaction - INFO - Epoch [194][160/396] lr: 4.264e-02, eta: 12:23:34, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5820, top5_acc: 0.8107, loss_cls: 1.6578, loss: 1.6578, grad_norm: 2.4982, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.1368, loss/aux0: 1.1368 2020-10-20 12:53:27,766 - mmaction - INFO - Epoch [194][180/396] lr: 4.264e-02, eta: 12:22:52, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5904, top5_acc: 0.8148, loss_cls: 1.6272, loss: 1.6272, grad_norm: 2.4821, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1147, loss/aux0: 1.1147 2020-10-20 12:53:28,770 - mmaction - INFO - Epoch [194][180/396] lr: 4.264e-02, eta: 12:22:58, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5904, top5_acc: 0.8148, loss_cls: 1.6272, loss: 1.6272, grad_norm: 2.4803, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1112, loss/aux0: 1.1112 2020-10-20 12:54:05,172 - mmaction - INFO - Epoch [194][200/396] lr: 4.264e-02, eta: 12:22:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5914, top5_acc: 0.8099, loss_cls: 1.6559, loss: 1.6559, grad_norm: 2.5197, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1728, loss/aux0: 1.1728 2020-10-20 12:54:06,128 - mmaction - INFO - Epoch [194][200/396] lr: 4.264e-02, eta: 12:22:23, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5914, top5_acc: 0.8099, loss_cls: 1.6559, loss: 1.6559, grad_norm: 2.5224, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1683, loss/aux0: 1.1683 2020-10-20 12:54:42,784 - mmaction - INFO - Epoch [194][220/396] lr: 4.264e-02, eta: 12:21:41, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.5943, top5_acc: 0.8169, loss_cls: 1.6240, loss: 1.6240, grad_norm: 2.4683, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1267, loss/aux0: 1.1267 2020-10-20 12:54:43,753 - mmaction - INFO - Epoch [194][220/396] lr: 4.264e-02, eta: 12:21:48, time: 0.948, data_time: 0.003, memory: 8462, top1_acc: 0.5943, top5_acc: 0.8169, loss_cls: 1.6240, loss: 1.6240, grad_norm: 2.4713, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.1365, loss/aux0: 1.1365 2020-10-20 12:55:21,450 - mmaction - INFO - Epoch [194][240/396] lr: 4.264e-02, eta: 12:21:06, time: 0.990, data_time: 0.003, memory: 8462, top1_acc: 0.5865, top5_acc: 0.8161, loss_cls: 1.6519, loss: 1.6519, grad_norm: 2.4995, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1212, loss/aux0: 1.1212 2020-10-20 12:55:22,485 - mmaction - INFO - Epoch [194][240/396] lr: 4.264e-02, eta: 12:21:13, time: 0.967, data_time: 0.018, memory: 8462, top1_acc: 0.5865, top5_acc: 0.8161, loss_cls: 1.6519, loss: 1.6519, grad_norm: 2.5025, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1242, loss/aux0: 1.1242 2020-10-20 12:55:58,986 - mmaction - INFO - Epoch [194][260/396] lr: 4.264e-02, eta: 12:20:31, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5836, top5_acc: 0.8044, loss_cls: 1.6990, loss: 1.6990, grad_norm: 2.4439, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1774, loss/aux0: 1.1774 2020-10-20 12:55:59,937 - mmaction - INFO - Epoch [194][260/396] lr: 4.264e-02, eta: 12:20:37, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5836, top5_acc: 0.8044, loss_cls: 1.6990, loss: 1.6990, grad_norm: 2.4466, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1763, loss/aux0: 1.1763 2020-10-20 12:56:36,482 - mmaction - INFO - Epoch [194][280/396] lr: 4.264e-02, eta: 12:19:56, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5935, top5_acc: 0.8146, loss_cls: 1.6546, loss: 1.6546, grad_norm: 2.4994, top1_acc/aux0: 0.7055, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1873, loss/aux0: 1.1873 2020-10-20 12:56:37,446 - mmaction - INFO - Epoch [194][280/396] lr: 4.264e-02, eta: 12:20:02, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5935, top5_acc: 0.8146, loss_cls: 1.6546, loss: 1.6546, grad_norm: 2.4964, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1762, loss/aux0: 1.1762 2020-10-20 12:57:13,857 - mmaction - INFO - Epoch [194][300/396] lr: 4.264e-02, eta: 12:19:20, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5896, top5_acc: 0.8042, loss_cls: 1.6483, loss: 1.6483, grad_norm: 2.4521, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1661, loss/aux0: 1.1661 2020-10-20 12:57:14,810 - mmaction - INFO - Epoch [194][300/396] lr: 4.264e-02, eta: 12:19:26, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5896, top5_acc: 0.8042, loss_cls: 1.6483, loss: 1.6483, grad_norm: 2.4542, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1720, loss/aux0: 1.1720 2020-10-20 12:57:51,324 - mmaction - INFO - Epoch [194][320/396] lr: 4.264e-02, eta: 12:18:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8185, loss_cls: 1.6598, loss: 1.6598, grad_norm: 2.4145, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.1046, loss/aux0: 1.1046 2020-10-20 12:57:52,339 - mmaction - INFO - Epoch [194][320/396] lr: 4.264e-02, eta: 12:18:50, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8185, loss_cls: 1.6598, loss: 1.6598, grad_norm: 2.4232, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1039, loss/aux0: 1.1039 2020-10-20 12:58:28,818 - mmaction - INFO - Epoch [194][340/396] lr: 4.264e-02, eta: 12:18:09, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5885, top5_acc: 0.8159, loss_cls: 1.6487, loss: 1.6487, grad_norm: 2.5172, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1197, loss/aux0: 1.1197 2020-10-20 12:58:29,770 - mmaction - INFO - Epoch [194][340/396] lr: 4.264e-02, eta: 12:18:15, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5885, top5_acc: 0.8159, loss_cls: 1.6487, loss: 1.6487, grad_norm: 2.5117, top1_acc/aux0: 0.7138, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1145, loss/aux0: 1.1145 2020-10-20 12:59:06,251 - mmaction - INFO - Epoch [194][360/396] lr: 4.264e-02, eta: 12:17:33, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5815, top5_acc: 0.8008, loss_cls: 1.6946, loss: 1.6946, grad_norm: 2.4228, top1_acc/aux0: 0.7185, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1044, loss/aux0: 1.1044 2020-10-20 12:59:07,285 - mmaction - INFO - Epoch [194][360/396] lr: 4.264e-02, eta: 12:17:39, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5815, top5_acc: 0.8008, loss_cls: 1.6946, loss: 1.6946, grad_norm: 2.4350, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1106, loss/aux0: 1.1106 2020-10-20 12:59:43,680 - mmaction - INFO - Epoch [194][380/396] lr: 4.264e-02, eta: 12:16:58, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.5956, top5_acc: 0.8016, loss_cls: 1.6810, loss: 1.6810, grad_norm: 2.5515, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1161, loss/aux0: 1.1161 2020-10-20 12:59:44,633 - mmaction - INFO - Epoch [194][380/396] lr: 4.264e-02, eta: 12:17:04, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.5956, top5_acc: 0.8016, loss_cls: 1.6810, loss: 1.6810, grad_norm: 2.5389, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1104, loss/aux0: 1.1104 2020-10-20 13:04:07,438 - mmaction - INFO - Epoch [195][20/396] lr: 4.136e-02, eta: 12:15:44, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6070, top5_acc: 0.8216, loss_cls: 1.5867, loss: 1.5867, grad_norm: 2.4526, top1_acc/aux0: 0.7075, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1447, loss/aux0: 1.1447 2020-10-20 13:04:08,390 - mmaction - INFO - Epoch [195][20/396] lr: 4.136e-02, eta: 12:15:50, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.6070, top5_acc: 0.8216, loss_cls: 1.5867, loss: 1.5867, grad_norm: 2.4352, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1394, loss/aux0: 1.1394 2020-10-20 13:04:44,822 - mmaction - INFO - Epoch [195][40/396] lr: 4.136e-02, eta: 12:15:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6096, top5_acc: 0.8224, loss_cls: 1.6137, loss: 1.6137, grad_norm: 2.5019, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1354, loss/aux0: 1.1354 2020-10-20 13:04:45,808 - mmaction - INFO - Epoch [195][40/396] lr: 4.136e-02, eta: 12:15:15, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6096, top5_acc: 0.8224, loss_cls: 1.6137, loss: 1.6137, grad_norm: 2.5172, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1483, loss/aux0: 1.1483 2020-10-20 13:05:22,289 - mmaction - INFO - Epoch [195][60/396] lr: 4.136e-02, eta: 12:14:33, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5997, top5_acc: 0.8219, loss_cls: 1.5977, loss: 1.5977, grad_norm: 2.4559, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0883, loss/aux0: 1.0883 2020-10-20 13:05:23,235 - mmaction - INFO - Epoch [195][60/396] lr: 4.136e-02, eta: 12:14:39, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.5997, top5_acc: 0.8219, loss_cls: 1.5977, loss: 1.5977, grad_norm: 2.4543, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0723, loss/aux0: 1.0723 2020-10-20 13:05:59,839 - mmaction - INFO - Epoch [195][80/396] lr: 4.136e-02, eta: 12:13:58, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5964, top5_acc: 0.8203, loss_cls: 1.6240, loss: 1.6240, grad_norm: 2.4982, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1140, loss/aux0: 1.1140 2020-10-20 13:06:00,811 - mmaction - INFO - Epoch [195][80/396] lr: 4.136e-02, eta: 12:14:04, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5964, top5_acc: 0.8203, loss_cls: 1.6240, loss: 1.6240, grad_norm: 2.5149, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1208, loss/aux0: 1.1208 2020-10-20 13:06:37,340 - mmaction - INFO - Epoch [195][100/396] lr: 4.136e-02, eta: 12:13:22, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5979, top5_acc: 0.8164, loss_cls: 1.6350, loss: 1.6350, grad_norm: 2.5190, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1049, loss/aux0: 1.1049 2020-10-20 13:06:38,304 - mmaction - INFO - Epoch [195][100/396] lr: 4.136e-02, eta: 12:13:28, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5979, top5_acc: 0.8164, loss_cls: 1.6350, loss: 1.6350, grad_norm: 2.5193, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.1102, loss/aux0: 1.1102 2020-10-20 13:07:14,743 - mmaction - INFO - Epoch [195][120/396] lr: 4.136e-02, eta: 12:12:47, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5937, top5_acc: 0.8104, loss_cls: 1.6613, loss: 1.6613, grad_norm: 2.5261, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1477, loss/aux0: 1.1477 2020-10-20 13:07:15,691 - mmaction - INFO - Epoch [195][120/396] lr: 4.136e-02, eta: 12:12:53, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5937, top5_acc: 0.8104, loss_cls: 1.6613, loss: 1.6613, grad_norm: 2.5362, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1556, loss/aux0: 1.1556 2020-10-20 13:07:52,277 - mmaction - INFO - Epoch [195][140/396] lr: 4.136e-02, eta: 12:12:11, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5953, top5_acc: 0.8174, loss_cls: 1.6356, loss: 1.6356, grad_norm: 2.5842, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.1894, loss/aux0: 1.1894 2020-10-20 13:07:53,267 - mmaction - INFO - Epoch [195][140/396] lr: 4.136e-02, eta: 12:12:17, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5953, top5_acc: 0.8174, loss_cls: 1.6356, loss: 1.6356, grad_norm: 2.5751, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1771, loss/aux0: 1.1771 2020-10-20 13:08:29,724 - mmaction - INFO - Epoch [195][160/396] lr: 4.136e-02, eta: 12:11:36, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5940, top5_acc: 0.8143, loss_cls: 1.6222, loss: 1.6222, grad_norm: 2.5425, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.0810, loss/aux0: 1.0810 2020-10-20 13:08:30,721 - mmaction - INFO - Epoch [195][160/396] lr: 4.136e-02, eta: 12:11:42, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5940, top5_acc: 0.8143, loss_cls: 1.6222, loss: 1.6222, grad_norm: 2.5484, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.0904, loss/aux0: 1.0904 2020-10-20 13:09:07,143 - mmaction - INFO - Epoch [195][180/396] lr: 4.136e-02, eta: 12:11:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5927, top5_acc: 0.8146, loss_cls: 1.6274, loss: 1.6274, grad_norm: 2.5231, top1_acc/aux0: 0.7086, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1375, loss/aux0: 1.1375 2020-10-20 13:09:08,108 - mmaction - INFO - Epoch [195][180/396] lr: 4.136e-02, eta: 12:11:06, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5927, top5_acc: 0.8146, loss_cls: 1.6274, loss: 1.6274, grad_norm: 2.5278, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1330, loss/aux0: 1.1330 2020-10-20 13:09:44,651 - mmaction - INFO - Epoch [195][200/396] lr: 4.136e-02, eta: 12:10:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5901, top5_acc: 0.8026, loss_cls: 1.6917, loss: 1.6917, grad_norm: 2.5153, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1191, loss/aux0: 1.1191 2020-10-20 13:09:45,683 - mmaction - INFO - Epoch [195][200/396] lr: 4.136e-02, eta: 12:10:31, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5901, top5_acc: 0.8026, loss_cls: 1.6917, loss: 1.6917, grad_norm: 2.4912, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.1122, loss/aux0: 1.1122 2020-10-20 13:10:22,154 - mmaction - INFO - Epoch [195][220/396] lr: 4.136e-02, eta: 12:09:49, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5885, top5_acc: 0.8167, loss_cls: 1.6365, loss: 1.6365, grad_norm: 2.5278, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.0990, loss/aux0: 1.0990 2020-10-20 13:10:23,132 - mmaction - INFO - Epoch [195][220/396] lr: 4.136e-02, eta: 12:09:55, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5885, top5_acc: 0.8167, loss_cls: 1.6365, loss: 1.6365, grad_norm: 2.5339, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0957, loss/aux0: 1.0957 2020-10-20 13:10:59,562 - mmaction - INFO - Epoch [195][240/396] lr: 4.136e-02, eta: 12:09:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8104, loss_cls: 1.6653, loss: 1.6653, grad_norm: 2.5270, top1_acc/aux0: 0.7107, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1268, loss/aux0: 1.1268 2020-10-20 13:11:00,520 - mmaction - INFO - Epoch [195][240/396] lr: 4.136e-02, eta: 12:09:20, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8104, loss_cls: 1.6653, loss: 1.6653, grad_norm: 2.5335, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1404, loss/aux0: 1.1404 2020-10-20 13:11:36,948 - mmaction - INFO - Epoch [195][260/396] lr: 4.136e-02, eta: 12:08:38, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5875, top5_acc: 0.8112, loss_cls: 1.6620, loss: 1.6620, grad_norm: 2.4945, top1_acc/aux0: 0.7063, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1545, loss/aux0: 1.1545 2020-10-20 13:11:37,921 - mmaction - INFO - Epoch [195][260/396] lr: 4.136e-02, eta: 12:08:44, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.5875, top5_acc: 0.8112, loss_cls: 1.6620, loss: 1.6620, grad_norm: 2.4903, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1422, loss/aux0: 1.1422 2020-10-20 13:12:14,311 - mmaction - INFO - Epoch [195][280/396] lr: 4.136e-02, eta: 12:08:02, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5964, top5_acc: 0.8190, loss_cls: 1.6340, loss: 1.6340, grad_norm: 2.4698, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1377, loss/aux0: 1.1377 2020-10-20 13:12:15,330 - mmaction - INFO - Epoch [195][280/396] lr: 4.136e-02, eta: 12:08:08, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5964, top5_acc: 0.8190, loss_cls: 1.6340, loss: 1.6340, grad_norm: 2.4789, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1442, loss/aux0: 1.1442 2020-10-20 13:12:51,834 - mmaction - INFO - Epoch [195][300/396] lr: 4.136e-02, eta: 12:07:27, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5930, top5_acc: 0.8125, loss_cls: 1.6219, loss: 1.6219, grad_norm: 2.5485, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1562, loss/aux0: 1.1562 2020-10-20 13:12:52,823 - mmaction - INFO - Epoch [195][300/396] lr: 4.136e-02, eta: 12:07:33, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.5930, top5_acc: 0.8125, loss_cls: 1.6219, loss: 1.6219, grad_norm: 2.5527, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1517, loss/aux0: 1.1517 2020-10-20 13:13:29,237 - mmaction - INFO - Epoch [195][320/396] lr: 4.136e-02, eta: 12:06:51, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5859, top5_acc: 0.8148, loss_cls: 1.6710, loss: 1.6710, grad_norm: 2.5846, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1529, loss/aux0: 1.1529 2020-10-20 13:13:30,227 - mmaction - INFO - Epoch [195][320/396] lr: 4.136e-02, eta: 12:06:57, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5859, top5_acc: 0.8148, loss_cls: 1.6710, loss: 1.6710, grad_norm: 2.5876, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1621, loss/aux0: 1.1621 2020-10-20 13:14:06,628 - mmaction - INFO - Epoch [195][340/396] lr: 4.136e-02, eta: 12:06:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5901, top5_acc: 0.8135, loss_cls: 1.6540, loss: 1.6540, grad_norm: 2.5168, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1482, loss/aux0: 1.1482 2020-10-20 13:14:07,569 - mmaction - INFO - Epoch [195][340/396] lr: 4.136e-02, eta: 12:06:22, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5901, top5_acc: 0.8135, loss_cls: 1.6540, loss: 1.6540, grad_norm: 2.5074, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1436, loss/aux0: 1.1436 2020-10-20 13:14:43,966 - mmaction - INFO - Epoch [195][360/396] lr: 4.136e-02, eta: 12:05:40, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5984, top5_acc: 0.8135, loss_cls: 1.6080, loss: 1.6080, grad_norm: 2.5517, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1375, loss/aux0: 1.1375 2020-10-20 13:14:44,917 - mmaction - INFO - Epoch [195][360/396] lr: 4.136e-02, eta: 12:05:46, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.5984, top5_acc: 0.8135, loss_cls: 1.6080, loss: 1.6080, grad_norm: 2.5477, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1297, loss/aux0: 1.1297 2020-10-20 13:15:21,332 - mmaction - INFO - Epoch [195][380/396] lr: 4.136e-02, eta: 12:05:05, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5911, top5_acc: 0.8091, loss_cls: 1.6756, loss: 1.6756, grad_norm: 2.5265, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1103, loss/aux0: 1.1103 2020-10-20 13:15:22,297 - mmaction - INFO - Epoch [195][380/396] lr: 4.136e-02, eta: 12:05:11, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5911, top5_acc: 0.8091, loss_cls: 1.6756, loss: 1.6756, grad_norm: 2.5245, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1206, loss/aux0: 1.1206 2020-10-20 13:19:57,373 - mmaction - INFO - Epoch [196][20/396] lr: 4.010e-02, eta: 12:03:51, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6122, top5_acc: 0.8331, loss_cls: 1.5415, loss: 1.5415, grad_norm: 2.5495, top1_acc/aux0: 0.7061, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1587, loss/aux0: 1.1587 2020-10-20 13:19:58,340 - mmaction - INFO - Epoch [196][20/396] lr: 4.010e-02, eta: 12:03:57, time: 0.936, data_time: 0.007, memory: 8462, top1_acc: 0.6122, top5_acc: 0.8331, loss_cls: 1.5415, loss: 1.5415, grad_norm: 2.5190, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1509, loss/aux0: 1.1509 2020-10-20 13:20:34,673 - mmaction - INFO - Epoch [196][40/396] lr: 4.010e-02, eta: 12:03:16, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.6005, top5_acc: 0.8250, loss_cls: 1.5995, loss: 1.5995, grad_norm: 2.5443, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1177, loss/aux0: 1.1177 2020-10-20 13:20:35,677 - mmaction - INFO - Epoch [196][40/396] lr: 4.010e-02, eta: 12:03:22, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.6005, top5_acc: 0.8250, loss_cls: 1.5995, loss: 1.5995, grad_norm: 2.5369, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1209, loss/aux0: 1.1209 2020-10-20 13:21:12,210 - mmaction - INFO - Epoch [196][60/396] lr: 4.010e-02, eta: 12:02:40, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6044, top5_acc: 0.8237, loss_cls: 1.5845, loss: 1.5845, grad_norm: 2.5513, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1005, loss/aux0: 1.1005 2020-10-20 13:21:13,174 - mmaction - INFO - Epoch [196][60/396] lr: 4.010e-02, eta: 12:02:46, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.6044, top5_acc: 0.8237, loss_cls: 1.5845, loss: 1.5845, grad_norm: 2.5672, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0979, loss/aux0: 1.0979 2020-10-20 13:21:49,768 - mmaction - INFO - Epoch [196][80/396] lr: 4.010e-02, eta: 12:02:05, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5945, top5_acc: 0.8057, loss_cls: 1.6613, loss: 1.6613, grad_norm: 2.4696, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1130, loss/aux0: 1.1130 2020-10-20 13:21:50,733 - mmaction - INFO - Epoch [196][80/396] lr: 4.010e-02, eta: 12:02:11, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5945, top5_acc: 0.8057, loss_cls: 1.6613, loss: 1.6613, grad_norm: 2.4965, top1_acc/aux0: 0.7237, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1211, loss/aux0: 1.1211 2020-10-20 13:22:27,210 - mmaction - INFO - Epoch [196][100/396] lr: 4.010e-02, eta: 12:01:29, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5992, top5_acc: 0.8154, loss_cls: 1.6082, loss: 1.6082, grad_norm: 2.5394, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1130, loss/aux0: 1.1130 2020-10-20 13:22:28,157 - mmaction - INFO - Epoch [196][100/396] lr: 4.010e-02, eta: 12:01:35, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5992, top5_acc: 0.8154, loss_cls: 1.6082, loss: 1.6082, grad_norm: 2.5417, top1_acc/aux0: 0.7107, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1015, loss/aux0: 1.1015 2020-10-20 13:23:04,686 - mmaction - INFO - Epoch [196][120/396] lr: 4.010e-02, eta: 12:00:54, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5997, top5_acc: 0.8177, loss_cls: 1.5874, loss: 1.5874, grad_norm: 2.4954, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0727, loss/aux0: 1.0727 2020-10-20 13:23:05,640 - mmaction - INFO - Epoch [196][120/396] lr: 4.010e-02, eta: 12:01:00, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.5997, top5_acc: 0.8177, loss_cls: 1.5874, loss: 1.5874, grad_norm: 2.5199, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0992, loss/aux0: 1.0992 2020-10-20 13:23:42,168 - mmaction - INFO - Epoch [196][140/396] lr: 4.010e-02, eta: 12:00:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5922, top5_acc: 0.8151, loss_cls: 1.6251, loss: 1.6251, grad_norm: 2.5714, top1_acc/aux0: 0.7138, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1220, loss/aux0: 1.1220 2020-10-20 13:23:43,134 - mmaction - INFO - Epoch [196][140/396] lr: 4.010e-02, eta: 12:00:24, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5922, top5_acc: 0.8151, loss_cls: 1.6251, loss: 1.6251, grad_norm: 2.5636, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1095, loss/aux0: 1.1095 2020-10-20 13:24:19,786 - mmaction - INFO - Epoch [196][160/396] lr: 4.010e-02, eta: 11:59:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6029, top5_acc: 0.8164, loss_cls: 1.6315, loss: 1.6315, grad_norm: 2.6174, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.1014, loss/aux0: 1.1014 2020-10-20 13:24:20,746 - mmaction - INFO - Epoch [196][160/396] lr: 4.010e-02, eta: 11:59:49, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6029, top5_acc: 0.8164, loss_cls: 1.6315, loss: 1.6315, grad_norm: 2.6292, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.1000, loss/aux0: 1.1000 2020-10-20 13:24:57,213 - mmaction - INFO - Epoch [196][180/396] lr: 4.010e-02, eta: 11:59:07, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5875, top5_acc: 0.8036, loss_cls: 1.6839, loss: 1.6839, grad_norm: 2.4513, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0962, loss/aux0: 1.0962 2020-10-20 13:24:58,170 - mmaction - INFO - Epoch [196][180/396] lr: 4.010e-02, eta: 11:59:13, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.5875, top5_acc: 0.8036, loss_cls: 1.6839, loss: 1.6839, grad_norm: 2.4357, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0863, loss/aux0: 1.0863 2020-10-20 13:25:34,724 - mmaction - INFO - Epoch [196][200/396] lr: 4.010e-02, eta: 11:58:32, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5883, top5_acc: 0.8091, loss_cls: 1.6494, loss: 1.6494, grad_norm: 2.4815, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1225, loss/aux0: 1.1225 2020-10-20 13:25:35,717 - mmaction - INFO - Epoch [196][200/396] lr: 4.010e-02, eta: 11:58:38, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.5883, top5_acc: 0.8091, loss_cls: 1.6494, loss: 1.6494, grad_norm: 2.4706, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1215, loss/aux0: 1.1215 2020-10-20 13:26:12,250 - mmaction - INFO - Epoch [196][220/396] lr: 4.010e-02, eta: 11:57:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6003, top5_acc: 0.8258, loss_cls: 1.5967, loss: 1.5967, grad_norm: 2.5654, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1150, loss/aux0: 1.1150 2020-10-20 13:26:13,194 - mmaction - INFO - Epoch [196][220/396] lr: 4.010e-02, eta: 11:58:02, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6003, top5_acc: 0.8258, loss_cls: 1.5967, loss: 1.5967, grad_norm: 2.5403, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1103, loss/aux0: 1.1103 2020-10-20 13:26:49,656 - mmaction - INFO - Epoch [196][240/396] lr: 4.010e-02, eta: 11:57:21, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6008, top5_acc: 0.8242, loss_cls: 1.5967, loss: 1.5967, grad_norm: 2.6135, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1360, loss/aux0: 1.1360 2020-10-20 13:26:50,621 - mmaction - INFO - Epoch [196][240/396] lr: 4.010e-02, eta: 11:57:26, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6008, top5_acc: 0.8242, loss_cls: 1.5967, loss: 1.5967, grad_norm: 2.5938, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1461, loss/aux0: 1.1461 2020-10-20 13:27:27,086 - mmaction - INFO - Epoch [196][260/396] lr: 4.010e-02, eta: 11:56:45, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5945, top5_acc: 0.8161, loss_cls: 1.6364, loss: 1.6364, grad_norm: 2.5090, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1369, loss/aux0: 1.1369 2020-10-20 13:27:28,101 - mmaction - INFO - Epoch [196][260/396] lr: 4.010e-02, eta: 11:56:51, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5945, top5_acc: 0.8161, loss_cls: 1.6364, loss: 1.6364, grad_norm: 2.5266, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1426, loss/aux0: 1.1426 2020-10-20 13:28:04,479 - mmaction - INFO - Epoch [196][280/396] lr: 4.010e-02, eta: 11:56:10, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6000, top5_acc: 0.8130, loss_cls: 1.6523, loss: 1.6523, grad_norm: 2.6057, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1483, loss/aux0: 1.1483 2020-10-20 13:28:05,429 - mmaction - INFO - Epoch [196][280/396] lr: 4.010e-02, eta: 11:56:15, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.6000, top5_acc: 0.8130, loss_cls: 1.6523, loss: 1.6523, grad_norm: 2.6076, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1471, loss/aux0: 1.1471 2020-10-20 13:28:41,866 - mmaction - INFO - Epoch [196][300/396] lr: 4.010e-02, eta: 11:55:34, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5956, top5_acc: 0.8190, loss_cls: 1.6582, loss: 1.6582, grad_norm: 2.5294, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1741, loss/aux0: 1.1741 2020-10-20 13:28:42,803 - mmaction - INFO - Epoch [196][300/396] lr: 4.010e-02, eta: 11:55:40, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.5956, top5_acc: 0.8190, loss_cls: 1.6582, loss: 1.6582, grad_norm: 2.5256, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1724, loss/aux0: 1.1724 2020-10-20 13:29:19,454 - mmaction - INFO - Epoch [196][320/396] lr: 4.010e-02, eta: 11:54:58, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5839, top5_acc: 0.8115, loss_cls: 1.6729, loss: 1.6729, grad_norm: 2.5323, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.0918, loss/aux0: 1.0918 2020-10-20 13:29:20,397 - mmaction - INFO - Epoch [196][320/396] lr: 4.010e-02, eta: 11:55:04, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5839, top5_acc: 0.8115, loss_cls: 1.6729, loss: 1.6729, grad_norm: 2.5239, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.0827, loss/aux0: 1.0827 2020-10-20 13:29:56,887 - mmaction - INFO - Epoch [196][340/396] lr: 4.010e-02, eta: 11:54:23, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5927, top5_acc: 0.8078, loss_cls: 1.6855, loss: 1.6855, grad_norm: 2.5784, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0965, loss/aux0: 1.0965 2020-10-20 13:29:57,855 - mmaction - INFO - Epoch [196][340/396] lr: 4.010e-02, eta: 11:54:29, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.5927, top5_acc: 0.8078, loss_cls: 1.6855, loss: 1.6855, grad_norm: 2.5631, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.0980, loss/aux0: 1.0980 2020-10-20 13:30:34,297 - mmaction - INFO - Epoch [196][360/396] lr: 4.010e-02, eta: 11:53:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5898, top5_acc: 0.8133, loss_cls: 1.6485, loss: 1.6485, grad_norm: 2.5715, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.1641, loss/aux0: 1.1641 2020-10-20 13:30:35,241 - mmaction - INFO - Epoch [196][360/396] lr: 4.010e-02, eta: 11:53:53, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5898, top5_acc: 0.8133, loss_cls: 1.6485, loss: 1.6485, grad_norm: 2.5645, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.1686, loss/aux0: 1.1686 2020-10-20 13:31:11,788 - mmaction - INFO - Epoch [196][380/396] lr: 4.010e-02, eta: 11:53:12, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8216, loss_cls: 1.6323, loss: 1.6323, grad_norm: 2.5187, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0952, loss/aux0: 1.0952 2020-10-20 13:31:12,740 - mmaction - INFO - Epoch [196][380/396] lr: 4.010e-02, eta: 11:53:17, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8216, loss_cls: 1.6323, loss: 1.6323, grad_norm: 2.5211, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0891, loss/aux0: 1.0891 2020-10-20 13:35:36,690 - mmaction - INFO - Epoch [197][20/396] lr: 3.886e-02, eta: 11:51:59, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6026, top5_acc: 0.8242, loss_cls: 1.5962, loss: 1.5962, grad_norm: 2.5249, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1265, loss/aux0: 1.1265 2020-10-20 13:35:37,663 - mmaction - INFO - Epoch [197][20/396] lr: 3.886e-02, eta: 11:52:04, time: 0.936, data_time: 0.005, memory: 8462, top1_acc: 0.6026, top5_acc: 0.8242, loss_cls: 1.5962, loss: 1.5962, grad_norm: 2.5307, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1229, loss/aux0: 1.1229 2020-10-20 13:36:14,036 - mmaction - INFO - Epoch [197][40/396] lr: 3.886e-02, eta: 11:51:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6031, top5_acc: 0.8182, loss_cls: 1.6213, loss: 1.6213, grad_norm: 2.5427, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0996, loss/aux0: 1.0996 2020-10-20 13:36:15,009 - mmaction - INFO - Epoch [197][40/396] lr: 3.886e-02, eta: 11:51:29, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6031, top5_acc: 0.8182, loss_cls: 1.6213, loss: 1.6213, grad_norm: 2.5520, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1132, loss/aux0: 1.1132 2020-10-20 13:36:51,553 - mmaction - INFO - Epoch [197][60/396] lr: 3.886e-02, eta: 11:50:48, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6154, top5_acc: 0.8276, loss_cls: 1.5538, loss: 1.5538, grad_norm: 2.5230, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0988, loss/aux0: 1.0988 2020-10-20 13:36:52,533 - mmaction - INFO - Epoch [197][60/396] lr: 3.886e-02, eta: 11:50:53, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.6154, top5_acc: 0.8276, loss_cls: 1.5538, loss: 1.5538, grad_norm: 2.5106, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0930, loss/aux0: 1.0930 2020-10-20 13:37:29,088 - mmaction - INFO - Epoch [197][80/396] lr: 3.886e-02, eta: 11:50:12, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6044, top5_acc: 0.8216, loss_cls: 1.5856, loss: 1.5856, grad_norm: 2.5561, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1062, loss/aux0: 1.1062 2020-10-20 13:37:30,064 - mmaction - INFO - Epoch [197][80/396] lr: 3.886e-02, eta: 11:50:18, time: 0.943, data_time: 0.004, memory: 8462, top1_acc: 0.6044, top5_acc: 0.8216, loss_cls: 1.5856, loss: 1.5856, grad_norm: 2.5465, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1023, loss/aux0: 1.1023 2020-10-20 13:38:06,564 - mmaction - INFO - Epoch [197][100/396] lr: 3.886e-02, eta: 11:49:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8307, loss_cls: 1.5574, loss: 1.5574, grad_norm: 2.5539, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0827, loss/aux0: 1.0827 2020-10-20 13:38:07,521 - mmaction - INFO - Epoch [197][100/396] lr: 3.886e-02, eta: 11:49:42, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8307, loss_cls: 1.5574, loss: 1.5574, grad_norm: 2.5517, top1_acc/aux0: 0.7268, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0760, loss/aux0: 1.0760 2020-10-20 13:38:44,097 - mmaction - INFO - Epoch [197][120/396] lr: 3.886e-02, eta: 11:49:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5930, top5_acc: 0.8224, loss_cls: 1.6153, loss: 1.6153, grad_norm: 2.5202, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1380, loss/aux0: 1.1380 2020-10-20 13:38:45,087 - mmaction - INFO - Epoch [197][120/396] lr: 3.886e-02, eta: 11:49:07, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.5930, top5_acc: 0.8224, loss_cls: 1.6153, loss: 1.6153, grad_norm: 2.5200, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1510, loss/aux0: 1.1510 2020-10-20 13:39:21,510 - mmaction - INFO - Epoch [197][140/396] lr: 3.886e-02, eta: 11:48:25, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6081, top5_acc: 0.8219, loss_cls: 1.5819, loss: 1.5819, grad_norm: 2.5205, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1153, loss/aux0: 1.1153 2020-10-20 13:39:22,501 - mmaction - INFO - Epoch [197][140/396] lr: 3.886e-02, eta: 11:48:31, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.6081, top5_acc: 0.8219, loss_cls: 1.5819, loss: 1.5819, grad_norm: 2.5236, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1062, loss/aux0: 1.1062 2020-10-20 13:39:58,893 - mmaction - INFO - Epoch [197][160/396] lr: 3.886e-02, eta: 11:47:50, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5885, top5_acc: 0.8198, loss_cls: 1.6285, loss: 1.6285, grad_norm: 2.6069, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0895, loss/aux0: 1.0895 2020-10-20 13:39:59,923 - mmaction - INFO - Epoch [197][160/396] lr: 3.886e-02, eta: 11:47:56, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5885, top5_acc: 0.8198, loss_cls: 1.6285, loss: 1.6285, grad_norm: 2.5937, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0872, loss/aux0: 1.0872 2020-10-20 13:40:36,554 - mmaction - INFO - Epoch [197][180/396] lr: 3.886e-02, eta: 11:47:14, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.6122, top5_acc: 0.8284, loss_cls: 1.5747, loss: 1.5747, grad_norm: 2.5031, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1272, loss/aux0: 1.1272 2020-10-20 13:40:37,572 - mmaction - INFO - Epoch [197][180/396] lr: 3.886e-02, eta: 11:47:20, time: 0.947, data_time: 0.003, memory: 8462, top1_acc: 0.6122, top5_acc: 0.8284, loss_cls: 1.5747, loss: 1.5747, grad_norm: 2.4821, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1229, loss/aux0: 1.1229 2020-10-20 13:41:14,050 - mmaction - INFO - Epoch [197][200/396] lr: 3.886e-02, eta: 11:46:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5951, top5_acc: 0.8294, loss_cls: 1.5963, loss: 1.5963, grad_norm: 2.4875, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0671, loss/aux0: 1.0671 2020-10-20 13:41:15,004 - mmaction - INFO - Epoch [197][200/396] lr: 3.886e-02, eta: 11:46:45, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5951, top5_acc: 0.8294, loss_cls: 1.5963, loss: 1.5963, grad_norm: 2.4856, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0687, loss/aux0: 1.0687 2020-10-20 13:41:51,378 - mmaction - INFO - Epoch [197][220/396] lr: 3.886e-02, eta: 11:46:03, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8107, loss_cls: 1.6551, loss: 1.6551, grad_norm: 2.5669, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1476, loss/aux0: 1.1476 2020-10-20 13:41:52,310 - mmaction - INFO - Epoch [197][220/396] lr: 3.886e-02, eta: 11:46:09, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8107, loss_cls: 1.6551, loss: 1.6551, grad_norm: 2.5821, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1669, loss/aux0: 1.1669 2020-10-20 13:42:28,792 - mmaction - INFO - Epoch [197][240/396] lr: 3.886e-02, eta: 11:45:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5971, top5_acc: 0.8164, loss_cls: 1.6408, loss: 1.6408, grad_norm: 2.5654, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1450, loss/aux0: 1.1450 2020-10-20 13:42:29,750 - mmaction - INFO - Epoch [197][240/396] lr: 3.886e-02, eta: 11:45:33, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5971, top5_acc: 0.8164, loss_cls: 1.6408, loss: 1.6408, grad_norm: 2.5638, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1275, loss/aux0: 1.1275 2020-10-20 13:43:06,294 - mmaction - INFO - Epoch [197][260/396] lr: 3.886e-02, eta: 11:44:52, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6023, top5_acc: 0.8203, loss_cls: 1.6085, loss: 1.6085, grad_norm: 2.5159, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0840, loss/aux0: 1.0840 2020-10-20 13:43:07,317 - mmaction - INFO - Epoch [197][260/396] lr: 3.886e-02, eta: 11:44:58, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6023, top5_acc: 0.8203, loss_cls: 1.6085, loss: 1.6085, grad_norm: 2.5147, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0823, loss/aux0: 1.0823 2020-10-20 13:43:43,932 - mmaction - INFO - Epoch [197][280/396] lr: 3.886e-02, eta: 11:44:17, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5997, top5_acc: 0.8250, loss_cls: 1.5891, loss: 1.5891, grad_norm: 2.5429, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0811, loss/aux0: 1.0811 2020-10-20 13:43:44,883 - mmaction - INFO - Epoch [197][280/396] lr: 3.886e-02, eta: 11:44:22, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5997, top5_acc: 0.8250, loss_cls: 1.5891, loss: 1.5891, grad_norm: 2.5538, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0948, loss/aux0: 1.0948 2020-10-20 13:44:21,454 - mmaction - INFO - Epoch [197][300/396] lr: 3.886e-02, eta: 11:43:41, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8109, loss_cls: 1.6278, loss: 1.6278, grad_norm: 2.5118, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1076, loss/aux0: 1.1076 2020-10-20 13:44:22,414 - mmaction - INFO - Epoch [197][300/396] lr: 3.886e-02, eta: 11:43:47, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8109, loss_cls: 1.6278, loss: 1.6278, grad_norm: 2.5011, top1_acc/aux0: 0.7237, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.0985, loss/aux0: 1.0985 2020-10-20 13:44:58,864 - mmaction - INFO - Epoch [197][320/396] lr: 3.886e-02, eta: 11:43:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5875, top5_acc: 0.8224, loss_cls: 1.6180, loss: 1.6180, grad_norm: 2.6191, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1074, loss/aux0: 1.1074 2020-10-20 13:44:59,839 - mmaction - INFO - Epoch [197][320/396] lr: 3.886e-02, eta: 11:43:11, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.5875, top5_acc: 0.8224, loss_cls: 1.6180, loss: 1.6180, grad_norm: 2.6066, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.1063, loss/aux0: 1.1063 2020-10-20 13:45:36,281 - mmaction - INFO - Epoch [197][340/396] lr: 3.886e-02, eta: 11:42:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5823, top5_acc: 0.8104, loss_cls: 1.7142, loss: 1.7142, grad_norm: 2.5805, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1166, loss/aux0: 1.1166 2020-10-20 13:45:37,276 - mmaction - INFO - Epoch [197][340/396] lr: 3.886e-02, eta: 11:42:36, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.5823, top5_acc: 0.8104, loss_cls: 1.7142, loss: 1.7142, grad_norm: 2.6032, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1205, loss/aux0: 1.1205 2020-10-20 13:46:13,718 - mmaction - INFO - Epoch [197][360/396] lr: 3.886e-02, eta: 11:41:54, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5932, top5_acc: 0.8174, loss_cls: 1.6426, loss: 1.6426, grad_norm: 2.5405, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0671, loss/aux0: 1.0671 2020-10-20 13:46:14,680 - mmaction - INFO - Epoch [197][360/396] lr: 3.886e-02, eta: 11:42:00, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.5932, top5_acc: 0.8174, loss_cls: 1.6426, loss: 1.6426, grad_norm: 2.5483, top1_acc/aux0: 0.7237, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0746, loss/aux0: 1.0746 2020-10-20 13:46:51,181 - mmaction - INFO - Epoch [197][380/396] lr: 3.886e-02, eta: 11:41:19, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8029, loss_cls: 1.6473, loss: 1.6473, grad_norm: 2.5318, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.1014, loss/aux0: 1.1014 2020-10-20 13:46:52,200 - mmaction - INFO - Epoch [197][380/396] lr: 3.886e-02, eta: 11:41:25, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.5893, top5_acc: 0.8029, loss_cls: 1.6473, loss: 1.6473, grad_norm: 2.5304, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0945, loss/aux0: 1.0945 2020-10-20 13:51:31,124 - mmaction - INFO - Epoch [198][20/396] lr: 3.763e-02, eta: 11:40:06, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6099, top5_acc: 0.8286, loss_cls: 1.5523, loss: 1.5523, grad_norm: 2.4905, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0835, loss/aux0: 1.0835 2020-10-20 13:51:32,115 - mmaction - INFO - Epoch [198][20/396] lr: 3.763e-02, eta: 11:40:12, time: 0.937, data_time: 0.006, memory: 8462, top1_acc: 0.6099, top5_acc: 0.8286, loss_cls: 1.5523, loss: 1.5523, grad_norm: 2.4974, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0847, loss/aux0: 1.0847 2020-10-20 13:52:08,511 - mmaction - INFO - Epoch [198][40/396] lr: 3.763e-02, eta: 11:39:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5854, top5_acc: 0.8070, loss_cls: 1.6528, loss: 1.6528, grad_norm: 2.5792, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1367, loss/aux0: 1.1367 2020-10-20 13:52:09,501 - mmaction - INFO - Epoch [198][40/396] lr: 3.763e-02, eta: 11:39:36, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5854, top5_acc: 0.8070, loss_cls: 1.6528, loss: 1.6528, grad_norm: 2.5663, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1204, loss/aux0: 1.1204 2020-10-20 13:52:45,943 - mmaction - INFO - Epoch [198][60/396] lr: 3.763e-02, eta: 11:38:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6078, top5_acc: 0.8263, loss_cls: 1.5918, loss: 1.5918, grad_norm: 2.5383, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0892, loss/aux0: 1.0892 2020-10-20 13:52:46,876 - mmaction - INFO - Epoch [198][60/396] lr: 3.763e-02, eta: 11:39:00, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6078, top5_acc: 0.8263, loss_cls: 1.5918, loss: 1.5918, grad_norm: 2.5417, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1022, loss/aux0: 1.1022 2020-10-20 13:53:23,321 - mmaction - INFO - Epoch [198][80/396] lr: 3.763e-02, eta: 11:38:19, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6094, top5_acc: 0.8258, loss_cls: 1.5636, loss: 1.5636, grad_norm: 2.5265, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1287, loss/aux0: 1.1287 2020-10-20 13:53:24,278 - mmaction - INFO - Epoch [198][80/396] lr: 3.763e-02, eta: 11:38:25, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6094, top5_acc: 0.8258, loss_cls: 1.5636, loss: 1.5636, grad_norm: 2.5445, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1410, loss/aux0: 1.1410 2020-10-20 13:54:00,744 - mmaction - INFO - Epoch [198][100/396] lr: 3.763e-02, eta: 11:37:44, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5945, top5_acc: 0.8208, loss_cls: 1.6080, loss: 1.6080, grad_norm: 2.5681, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1417, loss/aux0: 1.1417 2020-10-20 13:54:01,697 - mmaction - INFO - Epoch [198][100/396] lr: 3.763e-02, eta: 11:37:49, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5945, top5_acc: 0.8208, loss_cls: 1.6080, loss: 1.6080, grad_norm: 2.5781, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1255, loss/aux0: 1.1255 2020-10-20 13:54:38,295 - mmaction - INFO - Epoch [198][120/396] lr: 3.763e-02, eta: 11:37:08, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5930, top5_acc: 0.8224, loss_cls: 1.6187, loss: 1.6187, grad_norm: 2.5640, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0854, loss/aux0: 1.0854 2020-10-20 13:54:39,233 - mmaction - INFO - Epoch [198][120/396] lr: 3.763e-02, eta: 11:37:14, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.5930, top5_acc: 0.8224, loss_cls: 1.6187, loss: 1.6187, grad_norm: 2.5568, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0813, loss/aux0: 1.0813 2020-10-20 13:55:15,817 - mmaction - INFO - Epoch [198][140/396] lr: 3.763e-02, eta: 11:36:33, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6068, top5_acc: 0.8130, loss_cls: 1.6216, loss: 1.6216, grad_norm: 2.5953, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.1174, loss/aux0: 1.1174 2020-10-20 13:55:16,839 - mmaction - INFO - Epoch [198][140/396] lr: 3.763e-02, eta: 11:36:38, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6068, top5_acc: 0.8130, loss_cls: 1.6216, loss: 1.6216, grad_norm: 2.5940, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1399, loss/aux0: 1.1399 2020-10-20 13:55:53,438 - mmaction - INFO - Epoch [198][160/396] lr: 3.763e-02, eta: 11:35:57, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6099, top5_acc: 0.8180, loss_cls: 1.5840, loss: 1.5840, grad_norm: 2.5356, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1368, loss/aux0: 1.1368 2020-10-20 13:55:54,437 - mmaction - INFO - Epoch [198][160/396] lr: 3.763e-02, eta: 11:36:03, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.6099, top5_acc: 0.8180, loss_cls: 1.5840, loss: 1.5840, grad_norm: 2.5367, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1289, loss/aux0: 1.1289 2020-10-20 13:56:31,059 - mmaction - INFO - Epoch [198][180/396] lr: 3.763e-02, eta: 11:35:22, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.5943, top5_acc: 0.8266, loss_cls: 1.5884, loss: 1.5884, grad_norm: 2.5665, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1231, loss/aux0: 1.1231 2020-10-20 13:56:32,049 - mmaction - INFO - Epoch [198][180/396] lr: 3.763e-02, eta: 11:35:27, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.5943, top5_acc: 0.8266, loss_cls: 1.5884, loss: 1.5884, grad_norm: 2.5674, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1255, loss/aux0: 1.1255 2020-10-20 13:57:08,638 - mmaction - INFO - Epoch [198][200/396] lr: 3.763e-02, eta: 11:34:46, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6130, top5_acc: 0.8357, loss_cls: 1.5231, loss: 1.5231, grad_norm: 2.6081, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1194, loss/aux0: 1.1194 2020-10-20 13:57:09,574 - mmaction - INFO - Epoch [198][200/396] lr: 3.763e-02, eta: 11:34:52, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6130, top5_acc: 0.8357, loss_cls: 1.5231, loss: 1.5231, grad_norm: 2.6035, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1112, loss/aux0: 1.1112 2020-10-20 13:57:46,037 - mmaction - INFO - Epoch [198][220/396] lr: 3.763e-02, eta: 11:34:11, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6005, top5_acc: 0.8130, loss_cls: 1.6551, loss: 1.6551, grad_norm: 2.5972, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0797, loss/aux0: 1.0797 2020-10-20 13:57:47,071 - mmaction - INFO - Epoch [198][220/396] lr: 3.763e-02, eta: 11:34:16, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6005, top5_acc: 0.8130, loss_cls: 1.6551, loss: 1.6551, grad_norm: 2.6029, top1_acc/aux0: 0.7185, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0883, loss/aux0: 1.0883 2020-10-20 13:58:23,579 - mmaction - INFO - Epoch [198][240/396] lr: 3.763e-02, eta: 11:33:35, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5940, top5_acc: 0.8143, loss_cls: 1.6268, loss: 1.6268, grad_norm: 2.5786, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1363, loss/aux0: 1.1363 2020-10-20 13:58:24,546 - mmaction - INFO - Epoch [198][240/396] lr: 3.763e-02, eta: 11:33:41, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5940, top5_acc: 0.8143, loss_cls: 1.6268, loss: 1.6268, grad_norm: 2.5860, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1244, loss/aux0: 1.1244 2020-10-20 13:59:01,059 - mmaction - INFO - Epoch [198][260/396] lr: 3.763e-02, eta: 11:33:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.5826, top5_acc: 0.8143, loss_cls: 1.6619, loss: 1.6619, grad_norm: 2.5837, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1144, loss/aux0: 1.1144 2020-10-20 13:59:02,091 - mmaction - INFO - Epoch [198][260/396] lr: 3.763e-02, eta: 11:33:05, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.5826, top5_acc: 0.8143, loss_cls: 1.6619, loss: 1.6619, grad_norm: 2.5911, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1176, loss/aux0: 1.1176 2020-10-20 13:59:38,668 - mmaction - INFO - Epoch [198][280/396] lr: 3.763e-02, eta: 11:32:24, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5922, top5_acc: 0.8112, loss_cls: 1.6485, loss: 1.6485, grad_norm: 2.6014, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0892, loss/aux0: 1.0892 2020-10-20 13:59:39,693 - mmaction - INFO - Epoch [198][280/396] lr: 3.763e-02, eta: 11:32:30, time: 0.945, data_time: 0.003, memory: 8462, top1_acc: 0.5922, top5_acc: 0.8112, loss_cls: 1.6485, loss: 1.6485, grad_norm: 2.6074, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0971, loss/aux0: 1.0971 2020-10-20 14:00:16,217 - mmaction - INFO - Epoch [198][300/396] lr: 3.763e-02, eta: 11:31:49, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5958, top5_acc: 0.8164, loss_cls: 1.6279, loss: 1.6279, grad_norm: 2.6290, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.1275, loss/aux0: 1.1275 2020-10-20 14:00:17,165 - mmaction - INFO - Epoch [198][300/396] lr: 3.763e-02, eta: 11:31:54, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5958, top5_acc: 0.8164, loss_cls: 1.6279, loss: 1.6279, grad_norm: 2.6235, top1_acc/aux0: 0.7185, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.1242, loss/aux0: 1.1242 2020-10-20 14:00:53,723 - mmaction - INFO - Epoch [198][320/396] lr: 3.763e-02, eta: 11:31:13, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6005, top5_acc: 0.8211, loss_cls: 1.6045, loss: 1.6045, grad_norm: 2.5719, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1531, loss/aux0: 1.1531 2020-10-20 14:00:54,679 - mmaction - INFO - Epoch [198][320/396] lr: 3.763e-02, eta: 11:31:19, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6005, top5_acc: 0.8211, loss_cls: 1.6045, loss: 1.6045, grad_norm: 2.5707, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1484, loss/aux0: 1.1484 2020-10-20 14:01:31,195 - mmaction - INFO - Epoch [198][340/396] lr: 3.763e-02, eta: 11:30:37, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.5979, top5_acc: 0.8141, loss_cls: 1.6341, loss: 1.6341, grad_norm: 2.6079, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1161, loss/aux0: 1.1161 2020-10-20 14:01:32,148 - mmaction - INFO - Epoch [198][340/396] lr: 3.763e-02, eta: 11:30:43, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.5979, top5_acc: 0.8141, loss_cls: 1.6341, loss: 1.6341, grad_norm: 2.5983, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1179, loss/aux0: 1.1179 2020-10-20 14:02:08,596 - mmaction - INFO - Epoch [198][360/396] lr: 3.763e-02, eta: 11:30:02, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6055, top5_acc: 0.8203, loss_cls: 1.5824, loss: 1.5824, grad_norm: 2.6438, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1624, loss/aux0: 1.1624 2020-10-20 14:02:09,592 - mmaction - INFO - Epoch [198][360/396] lr: 3.763e-02, eta: 11:30:07, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.6055, top5_acc: 0.8203, loss_cls: 1.5824, loss: 1.5824, grad_norm: 2.6446, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1652, loss/aux0: 1.1652 2020-10-20 14:02:46,002 - mmaction - INFO - Epoch [198][380/396] lr: 3.763e-02, eta: 11:29:26, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.5987, top5_acc: 0.8151, loss_cls: 1.6013, loss: 1.6013, grad_norm: 2.5315, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1157, loss/aux0: 1.1157 2020-10-20 14:02:46,997 - mmaction - INFO - Epoch [198][380/396] lr: 3.763e-02, eta: 11:29:32, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.5987, top5_acc: 0.8151, loss_cls: 1.6013, loss: 1.6013, grad_norm: 2.5703, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1163, loss/aux0: 1.1163 2020-10-20 14:07:37,892 - mmaction - INFO - Epoch [199][20/396] lr: 3.642e-02, eta: 11:28:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6099, top5_acc: 0.8247, loss_cls: 1.5829, loss: 1.5829, grad_norm: 2.5154, top1_acc/aux0: 0.7212, top5_acc/aux0: 0.8923, loss_cls/aux0: 1.0970, loss/aux0: 1.0970 2020-10-20 14:07:38,836 - mmaction - INFO - Epoch [199][20/396] lr: 3.642e-02, eta: 11:28:19, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6099, top5_acc: 0.8247, loss_cls: 1.5829, loss: 1.5829, grad_norm: 2.5110, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0894, loss/aux0: 1.0894 2020-10-20 14:08:15,324 - mmaction - INFO - Epoch [199][40/396] lr: 3.642e-02, eta: 11:27:38, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6065, top5_acc: 0.8273, loss_cls: 1.5811, loss: 1.5811, grad_norm: 2.5335, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0685, loss/aux0: 1.0685 2020-10-20 14:08:16,272 - mmaction - INFO - Epoch [199][40/396] lr: 3.642e-02, eta: 11:27:43, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6065, top5_acc: 0.8273, loss_cls: 1.5811, loss: 1.5811, grad_norm: 2.5323, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0758, loss/aux0: 1.0758 2020-10-20 14:08:52,723 - mmaction - INFO - Epoch [199][60/396] lr: 3.642e-02, eta: 11:27:02, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6206, top5_acc: 0.8328, loss_cls: 1.5399, loss: 1.5399, grad_norm: 2.5664, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0765, loss/aux0: 1.0765 2020-10-20 14:08:53,673 - mmaction - INFO - Epoch [199][60/396] lr: 3.642e-02, eta: 11:27:08, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6206, top5_acc: 0.8328, loss_cls: 1.5399, loss: 1.5399, grad_norm: 2.5721, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0786, loss/aux0: 1.0786 2020-10-20 14:09:30,206 - mmaction - INFO - Epoch [199][80/396] lr: 3.642e-02, eta: 11:26:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6141, top5_acc: 0.8224, loss_cls: 1.5567, loss: 1.5567, grad_norm: 2.5429, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0867, loss/aux0: 1.0867 2020-10-20 14:09:31,158 - mmaction - INFO - Epoch [199][80/396] lr: 3.642e-02, eta: 11:26:32, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.6141, top5_acc: 0.8224, loss_cls: 1.5567, loss: 1.5567, grad_norm: 2.5187, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0728, loss/aux0: 1.0728 2020-10-20 14:10:07,678 - mmaction - INFO - Epoch [199][100/396] lr: 3.642e-02, eta: 11:25:51, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6013, top5_acc: 0.8208, loss_cls: 1.5972, loss: 1.5972, grad_norm: 2.6199, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0968, loss/aux0: 1.0968 2020-10-20 14:10:08,626 - mmaction - INFO - Epoch [199][100/396] lr: 3.642e-02, eta: 11:25:57, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6013, top5_acc: 0.8208, loss_cls: 1.5972, loss: 1.5972, grad_norm: 2.6087, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1035, loss/aux0: 1.1035 2020-10-20 14:10:45,151 - mmaction - INFO - Epoch [199][120/396] lr: 3.642e-02, eta: 11:25:16, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5940, top5_acc: 0.8242, loss_cls: 1.6201, loss: 1.6201, grad_norm: 2.6230, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0437, loss/aux0: 1.0437 2020-10-20 14:10:46,111 - mmaction - INFO - Epoch [199][120/396] lr: 3.642e-02, eta: 11:25:21, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5940, top5_acc: 0.8242, loss_cls: 1.6201, loss: 1.6201, grad_norm: 2.5991, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0472, loss/aux0: 1.0472 2020-10-20 14:11:22,657 - mmaction - INFO - Epoch [199][140/396] lr: 3.642e-02, eta: 11:24:40, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6039, top5_acc: 0.8214, loss_cls: 1.6021, loss: 1.6021, grad_norm: 2.5928, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0521, loss/aux0: 1.0521 2020-10-20 14:11:23,633 - mmaction - INFO - Epoch [199][140/396] lr: 3.642e-02, eta: 11:24:46, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6039, top5_acc: 0.8214, loss_cls: 1.6021, loss: 1.6021, grad_norm: 2.5800, top1_acc/aux0: 0.7388, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0458, loss/aux0: 1.0458 2020-10-20 14:12:00,191 - mmaction - INFO - Epoch [199][160/396] lr: 3.642e-02, eta: 11:24:05, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6078, top5_acc: 0.8161, loss_cls: 1.5802, loss: 1.5802, grad_norm: 2.5958, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1090, loss/aux0: 1.1090 2020-10-20 14:12:01,180 - mmaction - INFO - Epoch [199][160/396] lr: 3.642e-02, eta: 11:24:10, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.6078, top5_acc: 0.8161, loss_cls: 1.5802, loss: 1.5802, grad_norm: 2.5909, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1177, loss/aux0: 1.1177 2020-10-20 14:12:37,747 - mmaction - INFO - Epoch [199][180/396] lr: 3.642e-02, eta: 11:23:29, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6073, top5_acc: 0.8130, loss_cls: 1.6101, loss: 1.6101, grad_norm: 2.5665, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0500, loss/aux0: 1.0500 2020-10-20 14:12:38,699 - mmaction - INFO - Epoch [199][180/396] lr: 3.642e-02, eta: 11:23:35, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6073, top5_acc: 0.8130, loss_cls: 1.6101, loss: 1.6101, grad_norm: 2.5907, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0488, loss/aux0: 1.0488 2020-10-20 14:13:15,363 - mmaction - INFO - Epoch [199][200/396] lr: 3.642e-02, eta: 11:22:54, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.6073, top5_acc: 0.8240, loss_cls: 1.5901, loss: 1.5901, grad_norm: 2.6185, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1021, loss/aux0: 1.1021 2020-10-20 14:13:16,318 - mmaction - INFO - Epoch [199][200/396] lr: 3.642e-02, eta: 11:22:59, time: 0.946, data_time: 0.003, memory: 8462, top1_acc: 0.6073, top5_acc: 0.8240, loss_cls: 1.5901, loss: 1.5901, grad_norm: 2.6189, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1091, loss/aux0: 1.1091 2020-10-20 14:13:52,836 - mmaction - INFO - Epoch [199][220/396] lr: 3.642e-02, eta: 11:22:18, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.5945, top5_acc: 0.8182, loss_cls: 1.6097, loss: 1.6097, grad_norm: 2.5775, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1002, loss/aux0: 1.1002 2020-10-20 14:13:53,786 - mmaction - INFO - Epoch [199][220/396] lr: 3.642e-02, eta: 11:22:24, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5945, top5_acc: 0.8182, loss_cls: 1.6097, loss: 1.6097, grad_norm: 2.5772, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0886, loss/aux0: 1.0886 2020-10-20 14:14:30,287 - mmaction - INFO - Epoch [199][240/396] lr: 3.642e-02, eta: 11:21:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6005, top5_acc: 0.8247, loss_cls: 1.5900, loss: 1.5900, grad_norm: 2.6383, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.1011, loss/aux0: 1.1011 2020-10-20 14:14:31,264 - mmaction - INFO - Epoch [199][240/396] lr: 3.642e-02, eta: 11:21:48, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6005, top5_acc: 0.8247, loss_cls: 1.5900, loss: 1.5900, grad_norm: 2.6377, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1099, loss/aux0: 1.1099 2020-10-20 14:15:07,762 - mmaction - INFO - Epoch [199][260/396] lr: 3.642e-02, eta: 11:21:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6094, top5_acc: 0.8229, loss_cls: 1.5983, loss: 1.5983, grad_norm: 2.5972, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0704, loss/aux0: 1.0704 2020-10-20 14:15:08,711 - mmaction - INFO - Epoch [199][260/396] lr: 3.642e-02, eta: 11:21:12, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6094, top5_acc: 0.8229, loss_cls: 1.5983, loss: 1.5983, grad_norm: 2.6057, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0619, loss/aux0: 1.0619 2020-10-20 14:15:45,322 - mmaction - INFO - Epoch [199][280/396] lr: 3.642e-02, eta: 11:20:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6036, top5_acc: 0.8182, loss_cls: 1.5984, loss: 1.5984, grad_norm: 2.6718, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0913, loss/aux0: 1.0913 2020-10-20 14:15:46,348 - mmaction - INFO - Epoch [199][280/396] lr: 3.642e-02, eta: 11:20:37, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.6036, top5_acc: 0.8182, loss_cls: 1.5984, loss: 1.5984, grad_norm: 2.6681, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0970, loss/aux0: 1.0970 2020-10-20 14:16:22,983 - mmaction - INFO - Epoch [199][300/396] lr: 3.642e-02, eta: 11:19:56, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.6026, top5_acc: 0.8201, loss_cls: 1.6013, loss: 1.6013, grad_norm: 2.6040, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1069, loss/aux0: 1.1069 2020-10-20 14:16:23,945 - mmaction - INFO - Epoch [199][300/396] lr: 3.642e-02, eta: 11:20:01, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.6026, top5_acc: 0.8201, loss_cls: 1.6013, loss: 1.6013, grad_norm: 2.6213, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1180, loss/aux0: 1.1180 2020-10-20 14:17:00,383 - mmaction - INFO - Epoch [199][320/396] lr: 3.642e-02, eta: 11:19:20, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.5919, top5_acc: 0.8198, loss_cls: 1.6014, loss: 1.6014, grad_norm: 2.5849, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1001, loss/aux0: 1.1001 2020-10-20 14:17:01,405 - mmaction - INFO - Epoch [199][320/396] lr: 3.642e-02, eta: 11:19:26, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.5919, top5_acc: 0.8198, loss_cls: 1.6014, loss: 1.6014, grad_norm: 2.5954, top1_acc/aux0: 0.7216, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0843, loss/aux0: 1.0843 2020-10-20 14:17:37,855 - mmaction - INFO - Epoch [199][340/396] lr: 3.642e-02, eta: 11:18:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.5935, top5_acc: 0.8122, loss_cls: 1.6554, loss: 1.6554, grad_norm: 2.5709, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1089, loss/aux0: 1.1089 2020-10-20 14:17:38,802 - mmaction - INFO - Epoch [199][340/396] lr: 3.642e-02, eta: 11:18:50, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5935, top5_acc: 0.8122, loss_cls: 1.6554, loss: 1.6554, grad_norm: 2.5814, top1_acc/aux0: 0.7216, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1119, loss/aux0: 1.1119 2020-10-20 14:18:15,487 - mmaction - INFO - Epoch [199][360/396] lr: 3.642e-02, eta: 11:18:09, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.6010, top5_acc: 0.8182, loss_cls: 1.6177, loss: 1.6177, grad_norm: 2.5921, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0753, loss/aux0: 1.0753 2020-10-20 14:18:16,494 - mmaction - INFO - Epoch [199][360/396] lr: 3.642e-02, eta: 11:18:15, time: 0.947, data_time: 0.001, memory: 8462, top1_acc: 0.6010, top5_acc: 0.8182, loss_cls: 1.6177, loss: 1.6177, grad_norm: 2.6042, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0763, loss/aux0: 1.0763 2020-10-20 14:18:53,143 - mmaction - INFO - Epoch [199][380/396] lr: 3.642e-02, eta: 11:17:34, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5979, top5_acc: 0.8266, loss_cls: 1.5949, loss: 1.5949, grad_norm: 2.6706, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1237, loss/aux0: 1.1237 2020-10-20 14:18:54,099 - mmaction - INFO - Epoch [199][380/396] lr: 3.642e-02, eta: 11:17:39, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.5979, top5_acc: 0.8266, loss_cls: 1.5949, loss: 1.5949, grad_norm: 2.6375, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1230, loss/aux0: 1.1230 2020-10-20 14:23:57,645 - mmaction - INFO - Epoch [200][20/396] lr: 3.522e-02, eta: 11:16:21, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6148, top5_acc: 0.8359, loss_cls: 1.5185, loss: 1.5185, grad_norm: 2.6059, top1_acc/aux0: 0.7212, top5_acc/aux0: 0.8934, loss_cls/aux0: 1.1134, loss/aux0: 1.1134 2020-10-20 14:23:58,661 - mmaction - INFO - Epoch [200][20/396] lr: 3.522e-02, eta: 11:16:27, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6148, top5_acc: 0.8359, loss_cls: 1.5185, loss: 1.5185, grad_norm: 2.5795, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0985, loss/aux0: 1.0985 2020-10-20 14:24:34,987 - mmaction - INFO - Epoch [200][40/396] lr: 3.522e-02, eta: 11:15:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6195, top5_acc: 0.8253, loss_cls: 1.5532, loss: 1.5532, grad_norm: 2.6195, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0221, loss/aux0: 1.0221 2020-10-20 14:24:35,937 - mmaction - INFO - Epoch [200][40/396] lr: 3.522e-02, eta: 11:15:51, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6195, top5_acc: 0.8253, loss_cls: 1.5532, loss: 1.5532, grad_norm: 2.6256, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0364, loss/aux0: 1.0364 2020-10-20 14:25:12,387 - mmaction - INFO - Epoch [200][60/396] lr: 3.522e-02, eta: 11:15:10, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6078, top5_acc: 0.8273, loss_cls: 1.5822, loss: 1.5822, grad_norm: 2.6460, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0914, loss/aux0: 1.0914 2020-10-20 14:25:13,395 - mmaction - INFO - Epoch [200][60/396] lr: 3.522e-02, eta: 11:15:15, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.6078, top5_acc: 0.8273, loss_cls: 1.5822, loss: 1.5822, grad_norm: 2.6534, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.1029, loss/aux0: 1.1029 2020-10-20 14:25:49,844 - mmaction - INFO - Epoch [200][80/396] lr: 3.522e-02, eta: 11:14:34, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6169, top5_acc: 0.8339, loss_cls: 1.5583, loss: 1.5583, grad_norm: 2.6224, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.1011, loss/aux0: 1.1011 2020-10-20 14:25:50,849 - mmaction - INFO - Epoch [200][80/396] lr: 3.522e-02, eta: 11:14:40, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.6169, top5_acc: 0.8339, loss_cls: 1.5583, loss: 1.5583, grad_norm: 2.6211, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0877, loss/aux0: 1.0877 2020-10-20 14:26:27,435 - mmaction - INFO - Epoch [200][100/396] lr: 3.522e-02, eta: 11:13:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6081, top5_acc: 0.8328, loss_cls: 1.5440, loss: 1.5440, grad_norm: 2.6638, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1043, loss/aux0: 1.1043 2020-10-20 14:26:28,380 - mmaction - INFO - Epoch [200][100/396] lr: 3.522e-02, eta: 11:14:04, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6081, top5_acc: 0.8328, loss_cls: 1.5440, loss: 1.5440, grad_norm: 2.6533, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1153, loss/aux0: 1.1153 2020-10-20 14:27:04,897 - mmaction - INFO - Epoch [200][120/396] lr: 3.522e-02, eta: 11:13:23, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6070, top5_acc: 0.8253, loss_cls: 1.5755, loss: 1.5755, grad_norm: 2.5814, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1152, loss/aux0: 1.1152 2020-10-20 14:27:05,842 - mmaction - INFO - Epoch [200][120/396] lr: 3.522e-02, eta: 11:13:29, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6070, top5_acc: 0.8253, loss_cls: 1.5755, loss: 1.5755, grad_norm: 2.5952, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1107, loss/aux0: 1.1107 2020-10-20 14:27:42,358 - mmaction - INFO - Epoch [200][140/396] lr: 3.522e-02, eta: 11:12:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6076, top5_acc: 0.8260, loss_cls: 1.5468, loss: 1.5468, grad_norm: 2.6184, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0856, loss/aux0: 1.0856 2020-10-20 14:27:43,298 - mmaction - INFO - Epoch [200][140/396] lr: 3.522e-02, eta: 11:12:53, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6076, top5_acc: 0.8260, loss_cls: 1.5468, loss: 1.5468, grad_norm: 2.6072, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0718, loss/aux0: 1.0718 2020-10-20 14:28:19,898 - mmaction - INFO - Epoch [200][160/396] lr: 3.522e-02, eta: 11:12:12, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6029, top5_acc: 0.8242, loss_cls: 1.5871, loss: 1.5871, grad_norm: 2.6421, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0988, loss/aux0: 1.0988 2020-10-20 14:28:20,908 - mmaction - INFO - Epoch [200][160/396] lr: 3.522e-02, eta: 11:12:17, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.6029, top5_acc: 0.8242, loss_cls: 1.5871, loss: 1.5871, grad_norm: 2.6419, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1071, loss/aux0: 1.1071 2020-10-20 14:28:57,366 - mmaction - INFO - Epoch [200][180/396] lr: 3.522e-02, eta: 11:11:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6130, top5_acc: 0.8273, loss_cls: 1.5580, loss: 1.5580, grad_norm: 2.5372, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0424, loss/aux0: 1.0424 2020-10-20 14:28:58,323 - mmaction - INFO - Epoch [200][180/396] lr: 3.522e-02, eta: 11:11:42, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6130, top5_acc: 0.8273, loss_cls: 1.5580, loss: 1.5580, grad_norm: 2.5425, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0403, loss/aux0: 1.0403 2020-10-20 14:29:34,911 - mmaction - INFO - Epoch [200][200/396] lr: 3.522e-02, eta: 11:11:01, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6016, top5_acc: 0.8193, loss_cls: 1.6059, loss: 1.6059, grad_norm: 2.6673, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0470, loss/aux0: 1.0470 2020-10-20 14:29:35,875 - mmaction - INFO - Epoch [200][200/396] lr: 3.522e-02, eta: 11:11:06, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6016, top5_acc: 0.8193, loss_cls: 1.6059, loss: 1.6059, grad_norm: 2.6689, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0502, loss/aux0: 1.0502 2020-10-20 14:30:12,394 - mmaction - INFO - Epoch [200][220/396] lr: 3.522e-02, eta: 11:10:25, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6065, top5_acc: 0.8266, loss_cls: 1.5853, loss: 1.5853, grad_norm: 2.7161, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0722, loss/aux0: 1.0722 2020-10-20 14:30:13,373 - mmaction - INFO - Epoch [200][220/396] lr: 3.522e-02, eta: 11:10:31, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6065, top5_acc: 0.8266, loss_cls: 1.5853, loss: 1.5853, grad_norm: 2.7027, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0758, loss/aux0: 1.0758 2020-10-20 14:30:49,871 - mmaction - INFO - Epoch [200][240/396] lr: 3.522e-02, eta: 11:09:50, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5953, top5_acc: 0.8297, loss_cls: 1.6012, loss: 1.6012, grad_norm: 2.6177, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0875, loss/aux0: 1.0875 2020-10-20 14:30:50,885 - mmaction - INFO - Epoch [200][240/396] lr: 3.522e-02, eta: 11:09:55, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.5953, top5_acc: 0.8297, loss_cls: 1.6012, loss: 1.6012, grad_norm: 2.6187, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.0766, loss/aux0: 1.0766 2020-10-20 14:31:27,380 - mmaction - INFO - Epoch [200][260/396] lr: 3.522e-02, eta: 11:09:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6060, top5_acc: 0.8339, loss_cls: 1.5626, loss: 1.5626, grad_norm: 2.6362, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0824, loss/aux0: 1.0824 2020-10-20 14:31:28,403 - mmaction - INFO - Epoch [200][260/396] lr: 3.522e-02, eta: 11:09:20, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6060, top5_acc: 0.8339, loss_cls: 1.5626, loss: 1.5626, grad_norm: 2.6448, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0882, loss/aux0: 1.0882 2020-10-20 14:32:05,094 - mmaction - INFO - Epoch [200][280/396] lr: 3.522e-02, eta: 11:08:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6115, top5_acc: 0.8198, loss_cls: 1.5674, loss: 1.5674, grad_norm: 2.6117, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0782, loss/aux0: 1.0782 2020-10-20 14:32:06,066 - mmaction - INFO - Epoch [200][280/396] lr: 3.522e-02, eta: 11:08:44, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6115, top5_acc: 0.8198, loss_cls: 1.5674, loss: 1.5674, grad_norm: 2.5942, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0697, loss/aux0: 1.0697 2020-10-20 14:32:42,668 - mmaction - INFO - Epoch [200][300/396] lr: 3.522e-02, eta: 11:08:03, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6182, top5_acc: 0.8292, loss_cls: 1.5449, loss: 1.5449, grad_norm: 2.6263, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0609, loss/aux0: 1.0609 2020-10-20 14:32:43,644 - mmaction - INFO - Epoch [200][300/396] lr: 3.522e-02, eta: 11:08:09, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6182, top5_acc: 0.8292, loss_cls: 1.5449, loss: 1.5449, grad_norm: 2.6220, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0621, loss/aux0: 1.0621 2020-10-20 14:33:20,105 - mmaction - INFO - Epoch [200][320/396] lr: 3.522e-02, eta: 11:07:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6029, top5_acc: 0.8286, loss_cls: 1.5522, loss: 1.5522, grad_norm: 2.6173, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0949, loss/aux0: 1.0949 2020-10-20 14:33:21,102 - mmaction - INFO - Epoch [200][320/396] lr: 3.522e-02, eta: 11:07:33, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6029, top5_acc: 0.8286, loss_cls: 1.5522, loss: 1.5522, grad_norm: 2.6244, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.0990, loss/aux0: 1.0990 2020-10-20 14:33:57,543 - mmaction - INFO - Epoch [200][340/396] lr: 3.522e-02, eta: 11:06:52, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6049, top5_acc: 0.8234, loss_cls: 1.5483, loss: 1.5483, grad_norm: 2.6038, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0746, loss/aux0: 1.0746 2020-10-20 14:33:58,564 - mmaction - INFO - Epoch [200][340/396] lr: 3.522e-02, eta: 11:06:57, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6049, top5_acc: 0.8234, loss_cls: 1.5483, loss: 1.5483, grad_norm: 2.5896, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0693, loss/aux0: 1.0693 2020-10-20 14:34:35,096 - mmaction - INFO - Epoch [200][360/396] lr: 3.522e-02, eta: 11:06:17, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6044, top5_acc: 0.8232, loss_cls: 1.5763, loss: 1.5763, grad_norm: 2.5564, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0760, loss/aux0: 1.0760 2020-10-20 14:34:36,046 - mmaction - INFO - Epoch [200][360/396] lr: 3.522e-02, eta: 11:06:22, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6044, top5_acc: 0.8232, loss_cls: 1.5763, loss: 1.5763, grad_norm: 2.5525, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0934, loss/aux0: 1.0934 2020-10-20 14:35:12,520 - mmaction - INFO - Epoch [200][380/396] lr: 3.522e-02, eta: 11:05:41, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5971, top5_acc: 0.8174, loss_cls: 1.6030, loss: 1.6030, grad_norm: 2.6554, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0679, loss/aux0: 1.0679 2020-10-20 14:35:13,526 - mmaction - INFO - Epoch [200][380/396] lr: 3.522e-02, eta: 11:05:46, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.5971, top5_acc: 0.8174, loss_cls: 1.6030, loss: 1.6030, grad_norm: 2.6342, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0442, loss/aux0: 1.0442 2020-10-20 14:35:45,204 - mmaction - INFO - Saving checkpoint at 200 epochs 2020-10-20 14:37:26,106 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 14:37:26,224 - mmaction - INFO - top1_acc 0.6833 top5_acc 0.8836 2020-10-20 14:37:26,224 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 14:37:26,245 - mmaction - INFO - mean_acc 0.6832 2020-10-20 14:37:26,245 - mmaction - INFO - Now best checkpoint is epoch_200.pth 2020-10-20 14:37:26,252 - mmaction - INFO - Epoch(val) [200][396] top1_acc: 0.6833, top5_acc: 0.8836, mean_class_accuracy: 0.6832 2020-10-20 14:41:41,466 - mmaction - INFO - Epoch [201][20/396] lr: 3.405e-02, eta: 11:04:29, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.6060, top5_acc: 0.8182, loss_cls: 1.6151, loss: 1.6151, grad_norm: 2.6040, top1_acc/aux0: 0.7325, top5_acc/aux0: 0.9093, loss_cls/aux0: 1.0156, loss/aux0: 1.0156 2020-10-20 14:41:42,452 - mmaction - INFO - Epoch [201][20/396] lr: 3.405e-02, eta: 11:04:34, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.6060, top5_acc: 0.8182, loss_cls: 1.6151, loss: 1.6151, grad_norm: 2.6090, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0068, loss/aux0: 1.0068 2020-10-20 14:42:18,861 - mmaction - INFO - Epoch [201][40/396] lr: 3.405e-02, eta: 11:03:53, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6203, top5_acc: 0.8271, loss_cls: 1.5352, loss: 1.5352, grad_norm: 2.6141, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0882, loss/aux0: 1.0882 2020-10-20 14:42:19,817 - mmaction - INFO - Epoch [201][40/396] lr: 3.405e-02, eta: 11:03:58, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6203, top5_acc: 0.8271, loss_cls: 1.5352, loss: 1.5352, grad_norm: 2.6235, top1_acc/aux0: 0.7268, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1076, loss/aux0: 1.1076 2020-10-20 14:42:56,308 - mmaction - INFO - Epoch [201][60/396] lr: 3.405e-02, eta: 11:03:17, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6089, top5_acc: 0.8232, loss_cls: 1.5746, loss: 1.5746, grad_norm: 2.6646, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0225, loss/aux0: 1.0225 2020-10-20 14:42:57,271 - mmaction - INFO - Epoch [201][60/396] lr: 3.405e-02, eta: 11:03:23, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6089, top5_acc: 0.8232, loss_cls: 1.5746, loss: 1.5746, grad_norm: 2.6715, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0129, loss/aux0: 1.0129 2020-10-20 14:43:33,818 - mmaction - INFO - Epoch [201][80/396] lr: 3.405e-02, eta: 11:02:42, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6081, top5_acc: 0.8315, loss_cls: 1.5653, loss: 1.5653, grad_norm: 2.7084, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0320, loss/aux0: 1.0320 2020-10-20 14:43:34,774 - mmaction - INFO - Epoch [201][80/396] lr: 3.405e-02, eta: 11:02:47, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6081, top5_acc: 0.8315, loss_cls: 1.5653, loss: 1.5653, grad_norm: 2.6966, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0307, loss/aux0: 1.0307 2020-10-20 14:44:11,306 - mmaction - INFO - Epoch [201][100/396] lr: 3.405e-02, eta: 11:02:06, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6195, top5_acc: 0.8305, loss_cls: 1.5378, loss: 1.5378, grad_norm: 2.5601, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0706, loss/aux0: 1.0706 2020-10-20 14:44:12,263 - mmaction - INFO - Epoch [201][100/396] lr: 3.405e-02, eta: 11:02:11, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6195, top5_acc: 0.8305, loss_cls: 1.5378, loss: 1.5378, grad_norm: 2.5636, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0789, loss/aux0: 1.0789 2020-10-20 14:44:48,925 - mmaction - INFO - Epoch [201][120/396] lr: 3.405e-02, eta: 11:01:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6208, top5_acc: 0.8391, loss_cls: 1.5168, loss: 1.5168, grad_norm: 2.6877, top1_acc/aux0: 0.7237, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0538, loss/aux0: 1.0538 2020-10-20 14:44:49,956 - mmaction - INFO - Epoch [201][120/396] lr: 3.405e-02, eta: 11:01:36, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.6208, top5_acc: 0.8391, loss_cls: 1.5168, loss: 1.5168, grad_norm: 2.6828, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0540, loss/aux0: 1.0540 2020-10-20 14:45:26,475 - mmaction - INFO - Epoch [201][140/396] lr: 3.405e-02, eta: 11:00:55, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6297, top5_acc: 0.8333, loss_cls: 1.5248, loss: 1.5248, grad_norm: 2.6066, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0500, loss/aux0: 1.0500 2020-10-20 14:45:27,426 - mmaction - INFO - Epoch [201][140/396] lr: 3.405e-02, eta: 11:01:00, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6297, top5_acc: 0.8333, loss_cls: 1.5248, loss: 1.5248, grad_norm: 2.6008, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0484, loss/aux0: 1.0484 2020-10-20 14:46:03,816 - mmaction - INFO - Epoch [201][160/396] lr: 3.405e-02, eta: 11:00:19, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6052, top5_acc: 0.8258, loss_cls: 1.5795, loss: 1.5795, grad_norm: 2.6310, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0916, loss/aux0: 1.0916 2020-10-20 14:46:04,766 - mmaction - INFO - Epoch [201][160/396] lr: 3.405e-02, eta: 11:00:25, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.6052, top5_acc: 0.8258, loss_cls: 1.5795, loss: 1.5795, grad_norm: 2.6177, top1_acc/aux0: 0.7211, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0764, loss/aux0: 1.0764 2020-10-20 14:46:41,204 - mmaction - INFO - Epoch [201][180/396] lr: 3.405e-02, eta: 10:59:44, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6234, top5_acc: 0.8357, loss_cls: 1.5034, loss: 1.5034, grad_norm: 2.6390, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0358, loss/aux0: 1.0358 2020-10-20 14:46:42,230 - mmaction - INFO - Epoch [201][180/396] lr: 3.405e-02, eta: 10:59:49, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6234, top5_acc: 0.8357, loss_cls: 1.5034, loss: 1.5034, grad_norm: 2.6238, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0470, loss/aux0: 1.0470 2020-10-20 14:47:18,747 - mmaction - INFO - Epoch [201][200/396] lr: 3.405e-02, eta: 10:59:08, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6060, top5_acc: 0.8294, loss_cls: 1.5606, loss: 1.5606, grad_norm: 2.6860, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0712, loss/aux0: 1.0712 2020-10-20 14:47:19,707 - mmaction - INFO - Epoch [201][200/396] lr: 3.405e-02, eta: 10:59:13, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.6060, top5_acc: 0.8294, loss_cls: 1.5606, loss: 1.5606, grad_norm: 2.6730, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0722, loss/aux0: 1.0722 2020-10-20 14:47:56,167 - mmaction - INFO - Epoch [201][220/396] lr: 3.405e-02, eta: 10:58:33, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6078, top5_acc: 0.8258, loss_cls: 1.5827, loss: 1.5827, grad_norm: 2.6640, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0333, loss/aux0: 1.0333 2020-10-20 14:47:57,167 - mmaction - INFO - Epoch [201][220/396] lr: 3.405e-02, eta: 10:58:38, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6078, top5_acc: 0.8258, loss_cls: 1.5827, loss: 1.5827, grad_norm: 2.6689, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0449, loss/aux0: 1.0449 2020-10-20 14:48:33,602 - mmaction - INFO - Epoch [201][240/396] lr: 3.405e-02, eta: 10:57:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6039, top5_acc: 0.8143, loss_cls: 1.5979, loss: 1.5979, grad_norm: 2.5923, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0900, loss/aux0: 1.0900 2020-10-20 14:48:34,557 - mmaction - INFO - Epoch [201][240/396] lr: 3.405e-02, eta: 10:58:02, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6039, top5_acc: 0.8143, loss_cls: 1.5979, loss: 1.5979, grad_norm: 2.6154, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0872, loss/aux0: 1.0872 2020-10-20 14:49:11,029 - mmaction - INFO - Epoch [201][260/396] lr: 3.405e-02, eta: 10:57:21, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6039, top5_acc: 0.8138, loss_cls: 1.6211, loss: 1.6211, grad_norm: 2.6739, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0739, loss/aux0: 1.0739 2020-10-20 14:49:12,053 - mmaction - INFO - Epoch [201][260/396] lr: 3.405e-02, eta: 10:57:27, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6039, top5_acc: 0.8138, loss_cls: 1.6211, loss: 1.6211, grad_norm: 2.6605, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0606, loss/aux0: 1.0606 2020-10-20 14:49:48,537 - mmaction - INFO - Epoch [201][280/396] lr: 3.405e-02, eta: 10:56:46, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8221, loss_cls: 1.5831, loss: 1.5831, grad_norm: 2.5679, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0277, loss/aux0: 1.0277 2020-10-20 14:49:49,532 - mmaction - INFO - Epoch [201][280/396] lr: 3.405e-02, eta: 10:56:51, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8221, loss_cls: 1.5831, loss: 1.5831, grad_norm: 2.5760, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0366, loss/aux0: 1.0366 2020-10-20 14:50:26,154 - mmaction - INFO - Epoch [201][300/396] lr: 3.405e-02, eta: 10:56:10, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6102, top5_acc: 0.8250, loss_cls: 1.5664, loss: 1.5664, grad_norm: 2.6818, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0884, loss/aux0: 1.0884 2020-10-20 14:50:27,099 - mmaction - INFO - Epoch [201][300/396] lr: 3.405e-02, eta: 10:56:15, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6102, top5_acc: 0.8250, loss_cls: 1.5664, loss: 1.5664, grad_norm: 2.7091, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0823, loss/aux0: 1.0823 2020-10-20 14:51:03,574 - mmaction - INFO - Epoch [201][320/396] lr: 3.405e-02, eta: 10:55:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6135, top5_acc: 0.8286, loss_cls: 1.5601, loss: 1.5601, grad_norm: 2.6673, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.1041, loss/aux0: 1.1041 2020-10-20 14:51:04,565 - mmaction - INFO - Epoch [201][320/396] lr: 3.405e-02, eta: 10:55:40, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6135, top5_acc: 0.8286, loss_cls: 1.5601, loss: 1.5601, grad_norm: 2.6651, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0986, loss/aux0: 1.0986 2020-10-20 14:51:41,006 - mmaction - INFO - Epoch [201][340/396] lr: 3.405e-02, eta: 10:54:59, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5982, top5_acc: 0.8180, loss_cls: 1.6029, loss: 1.6029, grad_norm: 2.6820, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0603, loss/aux0: 1.0603 2020-10-20 14:51:41,971 - mmaction - INFO - Epoch [201][340/396] lr: 3.405e-02, eta: 10:55:04, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5982, top5_acc: 0.8180, loss_cls: 1.6029, loss: 1.6029, grad_norm: 2.6681, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0576, loss/aux0: 1.0576 2020-10-20 14:52:18,439 - mmaction - INFO - Epoch [201][360/396] lr: 3.405e-02, eta: 10:54:24, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6128, top5_acc: 0.8292, loss_cls: 1.5656, loss: 1.5656, grad_norm: 2.5971, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0525, loss/aux0: 1.0525 2020-10-20 14:52:19,404 - mmaction - INFO - Epoch [201][360/396] lr: 3.405e-02, eta: 10:54:29, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6128, top5_acc: 0.8292, loss_cls: 1.5656, loss: 1.5656, grad_norm: 2.5927, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0594, loss/aux0: 1.0594 2020-10-20 14:52:55,889 - mmaction - INFO - Epoch [201][380/396] lr: 3.405e-02, eta: 10:53:48, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5940, top5_acc: 0.8102, loss_cls: 1.6151, loss: 1.6151, grad_norm: 2.7351, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0907, loss/aux0: 1.0907 2020-10-20 14:52:56,865 - mmaction - INFO - Epoch [201][380/396] lr: 3.405e-02, eta: 10:53:53, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5940, top5_acc: 0.8102, loss_cls: 1.6151, loss: 1.6151, grad_norm: 2.7164, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0922, loss/aux0: 1.0922 2020-10-20 14:57:15,117 - mmaction - INFO - Epoch [202][20/396] lr: 3.289e-02, eta: 10:52:36, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.6201, top5_acc: 0.8357, loss_cls: 1.5131, loss: 1.5131, grad_norm: 2.6531, top1_acc/aux0: 0.7256, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.0761, loss/aux0: 1.0761 2020-10-20 14:57:16,065 - mmaction - INFO - Epoch [202][20/396] lr: 3.289e-02, eta: 10:52:41, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.6201, top5_acc: 0.8357, loss_cls: 1.5131, loss: 1.5131, grad_norm: 2.6571, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0706, loss/aux0: 1.0706 2020-10-20 14:57:52,593 - mmaction - INFO - Epoch [202][40/396] lr: 3.289e-02, eta: 10:52:00, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8263, loss_cls: 1.5397, loss: 1.5397, grad_norm: 2.6145, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0550, loss/aux0: 1.0550 2020-10-20 14:57:53,606 - mmaction - INFO - Epoch [202][40/396] lr: 3.289e-02, eta: 10:52:05, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8263, loss_cls: 1.5397, loss: 1.5397, grad_norm: 2.6123, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0648, loss/aux0: 1.0648 2020-10-20 14:58:30,187 - mmaction - INFO - Epoch [202][60/396] lr: 3.289e-02, eta: 10:51:25, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6143, top5_acc: 0.8255, loss_cls: 1.5580, loss: 1.5580, grad_norm: 2.6046, top1_acc/aux0: 0.7284, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0567, loss/aux0: 1.0567 2020-10-20 14:58:31,167 - mmaction - INFO - Epoch [202][60/396] lr: 3.289e-02, eta: 10:51:30, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6143, top5_acc: 0.8255, loss_cls: 1.5580, loss: 1.5580, grad_norm: 2.6157, top1_acc/aux0: 0.7268, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0541, loss/aux0: 1.0541 2020-10-20 14:59:07,658 - mmaction - INFO - Epoch [202][80/396] lr: 3.289e-02, eta: 10:50:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6154, top5_acc: 0.8286, loss_cls: 1.5329, loss: 1.5329, grad_norm: 2.5914, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0818, loss/aux0: 1.0818 2020-10-20 14:59:08,616 - mmaction - INFO - Epoch [202][80/396] lr: 3.289e-02, eta: 10:50:54, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6154, top5_acc: 0.8286, loss_cls: 1.5329, loss: 1.5329, grad_norm: 2.6166, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0809, loss/aux0: 1.0809 2020-10-20 14:59:45,175 - mmaction - INFO - Epoch [202][100/396] lr: 3.289e-02, eta: 10:50:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8305, loss_cls: 1.5347, loss: 1.5347, grad_norm: 2.6326, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0617, loss/aux0: 1.0617 2020-10-20 14:59:46,197 - mmaction - INFO - Epoch [202][100/396] lr: 3.289e-02, eta: 10:50:18, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8305, loss_cls: 1.5347, loss: 1.5347, grad_norm: 2.6353, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0488, loss/aux0: 1.0488 2020-10-20 15:00:26,619 - mmaction - INFO - Epoch [202][120/396] lr: 3.289e-02, eta: 10:49:39, time: 1.127, data_time: 0.000, memory: 8462, top1_acc: 0.6174, top5_acc: 0.8313, loss_cls: 1.5246, loss: 1.5246, grad_norm: 2.6601, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0073, loss/aux0: 1.0073 2020-10-20 15:00:27,649 - mmaction - INFO - Epoch [202][120/396] lr: 3.289e-02, eta: 10:49:44, time: 0.984, data_time: 0.008, memory: 8462, top1_acc: 0.6174, top5_acc: 0.8313, loss_cls: 1.5246, loss: 1.5246, grad_norm: 2.6594, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0216, loss/aux0: 1.0216 2020-10-20 15:01:04,308 - mmaction - INFO - Epoch [202][140/396] lr: 3.289e-02, eta: 10:49:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6138, top5_acc: 0.8302, loss_cls: 1.5588, loss: 1.5588, grad_norm: 2.5908, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0673, loss/aux0: 1.0673 2020-10-20 15:01:05,275 - mmaction - INFO - Epoch [202][140/396] lr: 3.289e-02, eta: 10:49:09, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6138, top5_acc: 0.8302, loss_cls: 1.5588, loss: 1.5588, grad_norm: 2.5790, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0579, loss/aux0: 1.0579 2020-10-20 15:01:41,734 - mmaction - INFO - Epoch [202][160/396] lr: 3.289e-02, eta: 10:48:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6122, top5_acc: 0.8349, loss_cls: 1.5644, loss: 1.5644, grad_norm: 2.6053, top1_acc/aux0: 0.7284, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0650, loss/aux0: 1.0650 2020-10-20 15:01:42,714 - mmaction - INFO - Epoch [202][160/396] lr: 3.289e-02, eta: 10:48:33, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6122, top5_acc: 0.8349, loss_cls: 1.5644, loss: 1.5644, grad_norm: 2.6006, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0658, loss/aux0: 1.0658 2020-10-20 15:02:19,268 - mmaction - INFO - Epoch [202][180/396] lr: 3.289e-02, eta: 10:47:52, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6068, top5_acc: 0.8247, loss_cls: 1.5699, loss: 1.5699, grad_norm: 2.6716, top1_acc/aux0: 0.7237, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0669, loss/aux0: 1.0669 2020-10-20 15:02:20,218 - mmaction - INFO - Epoch [202][180/396] lr: 3.289e-02, eta: 10:47:57, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6068, top5_acc: 0.8247, loss_cls: 1.5699, loss: 1.5699, grad_norm: 2.6699, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0775, loss/aux0: 1.0775 2020-10-20 15:02:56,834 - mmaction - INFO - Epoch [202][200/396] lr: 3.289e-02, eta: 10:47:17, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6253, top5_acc: 0.8318, loss_cls: 1.5223, loss: 1.5223, grad_norm: 2.6739, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0560, loss/aux0: 1.0560 2020-10-20 15:02:57,796 - mmaction - INFO - Epoch [202][200/396] lr: 3.289e-02, eta: 10:47:22, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.6253, top5_acc: 0.8318, loss_cls: 1.5223, loss: 1.5223, grad_norm: 2.6736, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0522, loss/aux0: 1.0522 2020-10-20 15:03:34,417 - mmaction - INFO - Epoch [202][220/396] lr: 3.289e-02, eta: 10:46:41, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6073, top5_acc: 0.8253, loss_cls: 1.5647, loss: 1.5647, grad_norm: 2.6675, top1_acc/aux0: 0.7211, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0773, loss/aux0: 1.0773 2020-10-20 15:03:35,368 - mmaction - INFO - Epoch [202][220/396] lr: 3.289e-02, eta: 10:46:46, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6073, top5_acc: 0.8253, loss_cls: 1.5647, loss: 1.5647, grad_norm: 2.6699, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0729, loss/aux0: 1.0729 2020-10-20 15:04:11,871 - mmaction - INFO - Epoch [202][240/396] lr: 3.289e-02, eta: 10:46:06, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6036, top5_acc: 0.8203, loss_cls: 1.5985, loss: 1.5985, grad_norm: 2.6431, top1_acc/aux0: 0.7357, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0318, loss/aux0: 1.0318 2020-10-20 15:04:12,845 - mmaction - INFO - Epoch [202][240/396] lr: 3.289e-02, eta: 10:46:11, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6036, top5_acc: 0.8203, loss_cls: 1.5985, loss: 1.5985, grad_norm: 2.6224, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0174, loss/aux0: 1.0174 2020-10-20 15:04:49,436 - mmaction - INFO - Epoch [202][260/396] lr: 3.289e-02, eta: 10:45:30, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.6107, top5_acc: 0.8237, loss_cls: 1.5643, loss: 1.5643, grad_norm: 2.5812, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0172, loss/aux0: 1.0172 2020-10-20 15:04:50,424 - mmaction - INFO - Epoch [202][260/396] lr: 3.289e-02, eta: 10:45:35, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.6107, top5_acc: 0.8237, loss_cls: 1.5643, loss: 1.5643, grad_norm: 2.5726, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0254, loss/aux0: 1.0254 2020-10-20 15:05:27,054 - mmaction - INFO - Epoch [202][280/396] lr: 3.289e-02, eta: 10:44:54, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.6190, top5_acc: 0.8307, loss_cls: 1.5434, loss: 1.5434, grad_norm: 2.6585, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0445, loss/aux0: 1.0445 2020-10-20 15:05:27,986 - mmaction - INFO - Epoch [202][280/396] lr: 3.289e-02, eta: 10:45:00, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6190, top5_acc: 0.8307, loss_cls: 1.5434, loss: 1.5434, grad_norm: 2.6582, top1_acc/aux0: 0.7268, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0530, loss/aux0: 1.0530 2020-10-20 15:06:04,539 - mmaction - INFO - Epoch [202][300/396] lr: 3.289e-02, eta: 10:44:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6068, top5_acc: 0.8294, loss_cls: 1.5664, loss: 1.5664, grad_norm: 2.6469, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0851, loss/aux0: 1.0851 2020-10-20 15:06:05,493 - mmaction - INFO - Epoch [202][300/396] lr: 3.289e-02, eta: 10:44:24, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6068, top5_acc: 0.8294, loss_cls: 1.5664, loss: 1.5664, grad_norm: 2.6549, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0799, loss/aux0: 1.0799 2020-10-20 15:06:42,012 - mmaction - INFO - Epoch [202][320/396] lr: 3.289e-02, eta: 10:43:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5984, top5_acc: 0.8203, loss_cls: 1.6009, loss: 1.6009, grad_norm: 2.6858, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0546, loss/aux0: 1.0546 2020-10-20 15:06:43,056 - mmaction - INFO - Epoch [202][320/396] lr: 3.289e-02, eta: 10:43:48, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.5984, top5_acc: 0.8203, loss_cls: 1.6009, loss: 1.6009, grad_norm: 2.7096, top1_acc/aux0: 0.7341, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.0636, loss/aux0: 1.0636 2020-10-20 15:07:19,526 - mmaction - INFO - Epoch [202][340/396] lr: 3.289e-02, eta: 10:43:08, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6076, top5_acc: 0.8318, loss_cls: 1.5554, loss: 1.5554, grad_norm: 2.6561, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0719, loss/aux0: 1.0719 2020-10-20 15:07:20,484 - mmaction - INFO - Epoch [202][340/396] lr: 3.289e-02, eta: 10:43:13, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6076, top5_acc: 0.8318, loss_cls: 1.5554, loss: 1.5554, grad_norm: 2.6775, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0671, loss/aux0: 1.0671 2020-10-20 15:07:57,061 - mmaction - INFO - Epoch [202][360/396] lr: 3.289e-02, eta: 10:42:32, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6112, top5_acc: 0.8341, loss_cls: 1.5386, loss: 1.5386, grad_norm: 2.6363, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1032, loss/aux0: 1.1032 2020-10-20 15:07:58,072 - mmaction - INFO - Epoch [202][360/396] lr: 3.289e-02, eta: 10:42:37, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6112, top5_acc: 0.8341, loss_cls: 1.5386, loss: 1.5386, grad_norm: 2.6459, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1005, loss/aux0: 1.1005 2020-10-20 15:08:34,604 - mmaction - INFO - Epoch [202][380/396] lr: 3.289e-02, eta: 10:41:56, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6102, top5_acc: 0.8240, loss_cls: 1.5923, loss: 1.5923, grad_norm: 2.6423, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0669, loss/aux0: 1.0669 2020-10-20 15:08:35,605 - mmaction - INFO - Epoch [202][380/396] lr: 3.289e-02, eta: 10:42:01, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6102, top5_acc: 0.8240, loss_cls: 1.5923, loss: 1.5923, grad_norm: 2.6574, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0773, loss/aux0: 1.0773 2020-10-20 15:13:27,792 - mmaction - INFO - Epoch [203][20/396] lr: 3.175e-02, eta: 10:40:44, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6208, top5_acc: 0.8281, loss_cls: 1.5347, loss: 1.5347, grad_norm: 2.6487, top1_acc/aux0: 0.7218, top5_acc/aux0: 0.8975, loss_cls/aux0: 1.0723, loss/aux0: 1.0723 2020-10-20 15:13:28,772 - mmaction - INFO - Epoch [203][20/396] lr: 3.175e-02, eta: 10:40:49, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6208, top5_acc: 0.8281, loss_cls: 1.5347, loss: 1.5347, grad_norm: 2.6416, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0709, loss/aux0: 1.0709 2020-10-20 15:14:05,225 - mmaction - INFO - Epoch [203][40/396] lr: 3.175e-02, eta: 10:40:09, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6086, top5_acc: 0.8299, loss_cls: 1.5436, loss: 1.5436, grad_norm: 2.7476, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0563, loss/aux0: 1.0563 2020-10-20 15:14:06,178 - mmaction - INFO - Epoch [203][40/396] lr: 3.175e-02, eta: 10:40:14, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6086, top5_acc: 0.8299, loss_cls: 1.5436, loss: 1.5436, grad_norm: 2.7198, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0486, loss/aux0: 1.0486 2020-10-20 15:14:42,816 - mmaction - INFO - Epoch [203][60/396] lr: 3.175e-02, eta: 10:39:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6167, top5_acc: 0.8333, loss_cls: 1.5143, loss: 1.5143, grad_norm: 2.6753, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0185, loss/aux0: 1.0185 2020-10-20 15:14:43,778 - mmaction - INFO - Epoch [203][60/396] lr: 3.175e-02, eta: 10:39:38, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6167, top5_acc: 0.8333, loss_cls: 1.5143, loss: 1.5143, grad_norm: 2.6591, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0257, loss/aux0: 1.0257 2020-10-20 15:15:20,241 - mmaction - INFO - Epoch [203][80/396] lr: 3.175e-02, eta: 10:38:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6195, top5_acc: 0.8344, loss_cls: 1.5009, loss: 1.5009, grad_norm: 2.6867, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0627, loss/aux0: 1.0627 2020-10-20 15:15:21,198 - mmaction - INFO - Epoch [203][80/396] lr: 3.175e-02, eta: 10:39:03, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6195, top5_acc: 0.8344, loss_cls: 1.5009, loss: 1.5009, grad_norm: 2.6886, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0638, loss/aux0: 1.0638 2020-10-20 15:15:57,697 - mmaction - INFO - Epoch [203][100/396] lr: 3.175e-02, eta: 10:38:22, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6182, top5_acc: 0.8227, loss_cls: 1.5154, loss: 1.5154, grad_norm: 2.6546, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0165, loss/aux0: 1.0165 2020-10-20 15:15:58,723 - mmaction - INFO - Epoch [203][100/396] lr: 3.175e-02, eta: 10:38:27, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6182, top5_acc: 0.8227, loss_cls: 1.5154, loss: 1.5154, grad_norm: 2.6560, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0213, loss/aux0: 1.0213 2020-10-20 15:16:35,234 - mmaction - INFO - Epoch [203][120/396] lr: 3.175e-02, eta: 10:37:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6302, top5_acc: 0.8445, loss_cls: 1.4520, loss: 1.4520, grad_norm: 2.6094, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0498, loss/aux0: 1.0498 2020-10-20 15:16:36,250 - mmaction - INFO - Epoch [203][120/396] lr: 3.175e-02, eta: 10:37:51, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6302, top5_acc: 0.8445, loss_cls: 1.4520, loss: 1.4520, grad_norm: 2.6081, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0410, loss/aux0: 1.0410 2020-10-20 15:17:12,692 - mmaction - INFO - Epoch [203][140/396] lr: 3.175e-02, eta: 10:37:11, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6320, top5_acc: 0.8349, loss_cls: 1.4998, loss: 1.4998, grad_norm: 2.6140, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0481, loss/aux0: 1.0481 2020-10-20 15:17:13,710 - mmaction - INFO - Epoch [203][140/396] lr: 3.175e-02, eta: 10:37:16, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.6320, top5_acc: 0.8349, loss_cls: 1.4998, loss: 1.4998, grad_norm: 2.6199, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0567, loss/aux0: 1.0567 2020-10-20 15:17:50,178 - mmaction - INFO - Epoch [203][160/396] lr: 3.175e-02, eta: 10:36:35, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6130, top5_acc: 0.8237, loss_cls: 1.5850, loss: 1.5850, grad_norm: 2.6859, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0435, loss/aux0: 1.0435 2020-10-20 15:17:51,108 - mmaction - INFO - Epoch [203][160/396] lr: 3.175e-02, eta: 10:36:40, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6130, top5_acc: 0.8237, loss_cls: 1.5850, loss: 1.5850, grad_norm: 2.7002, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0408, loss/aux0: 1.0408 2020-10-20 15:18:27,564 - mmaction - INFO - Epoch [203][180/396] lr: 3.175e-02, eta: 10:36:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6081, top5_acc: 0.8224, loss_cls: 1.5588, loss: 1.5588, grad_norm: 2.7153, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0683, loss/aux0: 1.0683 2020-10-20 15:18:28,520 - mmaction - INFO - Epoch [203][180/396] lr: 3.175e-02, eta: 10:36:05, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6081, top5_acc: 0.8224, loss_cls: 1.5588, loss: 1.5588, grad_norm: 2.7082, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0613, loss/aux0: 1.0613 2020-10-20 15:19:05,033 - mmaction - INFO - Epoch [203][200/396] lr: 3.175e-02, eta: 10:35:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6151, top5_acc: 0.8362, loss_cls: 1.5422, loss: 1.5422, grad_norm: 2.7512, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0461, loss/aux0: 1.0461 2020-10-20 15:19:05,990 - mmaction - INFO - Epoch [203][200/396] lr: 3.175e-02, eta: 10:35:29, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6151, top5_acc: 0.8362, loss_cls: 1.5422, loss: 1.5422, grad_norm: 2.7354, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0468, loss/aux0: 1.0468 2020-10-20 15:19:42,595 - mmaction - INFO - Epoch [203][220/396] lr: 3.175e-02, eta: 10:34:48, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.6198, top5_acc: 0.8393, loss_cls: 1.5094, loss: 1.5094, grad_norm: 2.7018, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0301, loss/aux0: 1.0301 2020-10-20 15:19:43,551 - mmaction - INFO - Epoch [203][220/396] lr: 3.175e-02, eta: 10:34:53, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.6198, top5_acc: 0.8393, loss_cls: 1.5094, loss: 1.5094, grad_norm: 2.6893, top1_acc/aux0: 0.7388, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0392, loss/aux0: 1.0392 2020-10-20 15:20:20,061 - mmaction - INFO - Epoch [203][240/396] lr: 3.175e-02, eta: 10:34:13, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6240, top5_acc: 0.8299, loss_cls: 1.5018, loss: 1.5018, grad_norm: 2.7237, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0837, loss/aux0: 1.0837 2020-10-20 15:20:21,034 - mmaction - INFO - Epoch [203][240/396] lr: 3.175e-02, eta: 10:34:18, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6240, top5_acc: 0.8299, loss_cls: 1.5018, loss: 1.5018, grad_norm: 2.7124, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0734, loss/aux0: 1.0734 2020-10-20 15:20:57,496 - mmaction - INFO - Epoch [203][260/396] lr: 3.175e-02, eta: 10:33:37, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6128, top5_acc: 0.8273, loss_cls: 1.5503, loss: 1.5503, grad_norm: 2.7061, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0697, loss/aux0: 1.0697 2020-10-20 15:20:58,443 - mmaction - INFO - Epoch [203][260/396] lr: 3.175e-02, eta: 10:33:42, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6128, top5_acc: 0.8273, loss_cls: 1.5503, loss: 1.5503, grad_norm: 2.7221, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0829, loss/aux0: 1.0829 2020-10-20 15:21:34,890 - mmaction - INFO - Epoch [203][280/396] lr: 3.175e-02, eta: 10:33:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6042, top5_acc: 0.8216, loss_cls: 1.5879, loss: 1.5879, grad_norm: 2.7409, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0504, loss/aux0: 1.0504 2020-10-20 15:21:35,834 - mmaction - INFO - Epoch [203][280/396] lr: 3.175e-02, eta: 10:33:07, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6042, top5_acc: 0.8216, loss_cls: 1.5879, loss: 1.5879, grad_norm: 2.7311, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0473, loss/aux0: 1.0473 2020-10-20 15:22:12,318 - mmaction - INFO - Epoch [203][300/396] lr: 3.175e-02, eta: 10:32:26, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8286, loss_cls: 1.5637, loss: 1.5637, grad_norm: 2.6794, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9091, loss_cls/aux0: 1.0305, loss/aux0: 1.0305 2020-10-20 15:22:13,248 - mmaction - INFO - Epoch [203][300/396] lr: 3.175e-02, eta: 10:32:31, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8286, loss_cls: 1.5637, loss: 1.5637, grad_norm: 2.6647, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.9122, loss_cls/aux0: 1.0116, loss/aux0: 1.0116 2020-10-20 15:22:49,778 - mmaction - INFO - Epoch [203][320/396] lr: 3.175e-02, eta: 10:31:50, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6286, top5_acc: 0.8318, loss_cls: 1.5241, loss: 1.5241, grad_norm: 2.6894, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0387, loss/aux0: 1.0387 2020-10-20 15:22:50,749 - mmaction - INFO - Epoch [203][320/396] lr: 3.175e-02, eta: 10:31:55, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6286, top5_acc: 0.8318, loss_cls: 1.5241, loss: 1.5241, grad_norm: 2.6804, top1_acc/aux0: 0.7268, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0457, loss/aux0: 1.0457 2020-10-20 15:23:27,184 - mmaction - INFO - Epoch [203][340/396] lr: 3.175e-02, eta: 10:31:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6070, top5_acc: 0.8255, loss_cls: 1.5760, loss: 1.5760, grad_norm: 2.6785, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0248, loss/aux0: 1.0248 2020-10-20 15:23:28,193 - mmaction - INFO - Epoch [203][340/396] lr: 3.175e-02, eta: 10:31:20, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6070, top5_acc: 0.8255, loss_cls: 1.5760, loss: 1.5760, grad_norm: 2.6925, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0247, loss/aux0: 1.0247 2020-10-20 15:24:04,739 - mmaction - INFO - Epoch [203][360/396] lr: 3.175e-02, eta: 10:30:39, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6151, top5_acc: 0.8294, loss_cls: 1.5436, loss: 1.5436, grad_norm: 2.6951, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0131, loss/aux0: 1.0131 2020-10-20 15:24:05,740 - mmaction - INFO - Epoch [203][360/396] lr: 3.175e-02, eta: 10:30:44, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.6151, top5_acc: 0.8294, loss_cls: 1.5436, loss: 1.5436, grad_norm: 2.6866, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0181, loss/aux0: 1.0181 2020-10-20 15:24:42,196 - mmaction - INFO - Epoch [203][380/396] lr: 3.175e-02, eta: 10:30:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6242, top5_acc: 0.8292, loss_cls: 1.5423, loss: 1.5423, grad_norm: 2.6462, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0365, loss/aux0: 1.0365 2020-10-20 15:24:43,108 - mmaction - INFO - Epoch [203][380/396] lr: 3.175e-02, eta: 10:30:08, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6242, top5_acc: 0.8292, loss_cls: 1.5423, loss: 1.5423, grad_norm: 2.6397, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0500, loss/aux0: 1.0500 2020-10-20 15:29:02,302 - mmaction - INFO - Epoch [204][20/396] lr: 3.062e-02, eta: 10:28:52, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8365, loss_cls: 1.4947, loss: 1.4947, grad_norm: 2.7439, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0219, loss/aux0: 1.0219 2020-10-20 15:29:03,252 - mmaction - INFO - Epoch [204][20/396] lr: 3.062e-02, eta: 10:28:56, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8365, loss_cls: 1.4947, loss: 1.4947, grad_norm: 2.7478, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0251, loss/aux0: 1.0251 2020-10-20 15:29:39,671 - mmaction - INFO - Epoch [204][40/396] lr: 3.062e-02, eta: 10:28:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6234, top5_acc: 0.8352, loss_cls: 1.5079, loss: 1.5079, grad_norm: 2.6717, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0079, loss/aux0: 1.0079 2020-10-20 15:29:40,630 - mmaction - INFO - Epoch [204][40/396] lr: 3.062e-02, eta: 10:28:21, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6234, top5_acc: 0.8352, loss_cls: 1.5079, loss: 1.5079, grad_norm: 2.6855, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0128, loss/aux0: 1.0128 2020-10-20 15:30:17,158 - mmaction - INFO - Epoch [204][60/396] lr: 3.062e-02, eta: 10:27:40, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6247, top5_acc: 0.8354, loss_cls: 1.4940, loss: 1.4940, grad_norm: 2.6471, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.0995, loss/aux0: 1.0995 2020-10-20 15:30:18,150 - mmaction - INFO - Epoch [204][60/396] lr: 3.062e-02, eta: 10:27:45, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.6247, top5_acc: 0.8354, loss_cls: 1.4940, loss: 1.4940, grad_norm: 2.6360, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.0957, loss/aux0: 1.0957 2020-10-20 15:30:54,663 - mmaction - INFO - Epoch [204][80/396] lr: 3.062e-02, eta: 10:27:05, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6138, top5_acc: 0.8333, loss_cls: 1.5474, loss: 1.5474, grad_norm: 2.7329, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0222, loss/aux0: 1.0222 2020-10-20 15:30:55,623 - mmaction - INFO - Epoch [204][80/396] lr: 3.062e-02, eta: 10:27:10, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6138, top5_acc: 0.8333, loss_cls: 1.5474, loss: 1.5474, grad_norm: 2.7336, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0182, loss/aux0: 1.0182 2020-10-20 15:31:32,204 - mmaction - INFO - Epoch [204][100/396] lr: 3.062e-02, eta: 10:26:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6320, top5_acc: 0.8357, loss_cls: 1.4769, loss: 1.4769, grad_norm: 2.6322, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.0928, loss/aux0: 1.0928 2020-10-20 15:31:33,166 - mmaction - INFO - Epoch [204][100/396] lr: 3.062e-02, eta: 10:26:34, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6320, top5_acc: 0.8357, loss_cls: 1.4769, loss: 1.4769, grad_norm: 2.6298, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.0893, loss/aux0: 1.0893 2020-10-20 15:32:09,753 - mmaction - INFO - Epoch [204][120/396] lr: 3.062e-02, eta: 10:25:54, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.5982, top5_acc: 0.8177, loss_cls: 1.5923, loss: 1.5923, grad_norm: 2.7396, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9977, loss/aux0: 0.9977 2020-10-20 15:32:10,704 - mmaction - INFO - Epoch [204][120/396] lr: 3.062e-02, eta: 10:25:58, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.5982, top5_acc: 0.8177, loss_cls: 1.5923, loss: 1.5923, grad_norm: 2.7480, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9974, loss/aux0: 0.9974 2020-10-20 15:32:47,175 - mmaction - INFO - Epoch [204][140/396] lr: 3.062e-02, eta: 10:25:18, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6276, top5_acc: 0.8307, loss_cls: 1.5155, loss: 1.5155, grad_norm: 2.7315, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9372, loss/aux0: 0.9372 2020-10-20 15:32:48,134 - mmaction - INFO - Epoch [204][140/396] lr: 3.062e-02, eta: 10:25:23, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6276, top5_acc: 0.8307, loss_cls: 1.5155, loss: 1.5155, grad_norm: 2.7263, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9416, loss/aux0: 0.9416 2020-10-20 15:33:24,728 - mmaction - INFO - Epoch [204][160/396] lr: 3.062e-02, eta: 10:24:42, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6135, top5_acc: 0.8336, loss_cls: 1.5321, loss: 1.5321, grad_norm: 2.7010, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0630, loss/aux0: 1.0630 2020-10-20 15:33:25,692 - mmaction - INFO - Epoch [204][160/396] lr: 3.062e-02, eta: 10:24:47, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6135, top5_acc: 0.8336, loss_cls: 1.5321, loss: 1.5321, grad_norm: 2.7142, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0754, loss/aux0: 1.0754 2020-10-20 15:34:02,305 - mmaction - INFO - Epoch [204][180/396] lr: 3.062e-02, eta: 10:24:07, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6260, top5_acc: 0.8341, loss_cls: 1.5317, loss: 1.5317, grad_norm: 2.7445, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0852, loss/aux0: 1.0852 2020-10-20 15:34:03,272 - mmaction - INFO - Epoch [204][180/396] lr: 3.062e-02, eta: 10:24:12, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6260, top5_acc: 0.8341, loss_cls: 1.5317, loss: 1.5317, grad_norm: 2.7454, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0808, loss/aux0: 1.0808 2020-10-20 15:34:39,843 - mmaction - INFO - Epoch [204][200/396] lr: 3.062e-02, eta: 10:23:31, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6138, top5_acc: 0.8263, loss_cls: 1.5900, loss: 1.5900, grad_norm: 2.7403, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0620, loss/aux0: 1.0620 2020-10-20 15:34:40,877 - mmaction - INFO - Epoch [204][200/396] lr: 3.062e-02, eta: 10:23:36, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.6138, top5_acc: 0.8263, loss_cls: 1.5900, loss: 1.5900, grad_norm: 2.7458, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0550, loss/aux0: 1.0550 2020-10-20 15:35:17,401 - mmaction - INFO - Epoch [204][220/396] lr: 3.062e-02, eta: 10:22:56, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6081, top5_acc: 0.8310, loss_cls: 1.5431, loss: 1.5431, grad_norm: 2.7211, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0309, loss/aux0: 1.0309 2020-10-20 15:35:18,364 - mmaction - INFO - Epoch [204][220/396] lr: 3.062e-02, eta: 10:23:01, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6081, top5_acc: 0.8310, loss_cls: 1.5431, loss: 1.5431, grad_norm: 2.7200, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0289, loss/aux0: 1.0289 2020-10-20 15:35:54,939 - mmaction - INFO - Epoch [204][240/396] lr: 3.062e-02, eta: 10:22:20, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6214, top5_acc: 0.8320, loss_cls: 1.5250, loss: 1.5250, grad_norm: 2.7407, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0278, loss/aux0: 1.0278 2020-10-20 15:35:55,947 - mmaction - INFO - Epoch [204][240/396] lr: 3.062e-02, eta: 10:22:25, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.6214, top5_acc: 0.8320, loss_cls: 1.5250, loss: 1.5250, grad_norm: 2.7360, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0320, loss/aux0: 1.0320 2020-10-20 15:36:32,409 - mmaction - INFO - Epoch [204][260/396] lr: 3.062e-02, eta: 10:21:44, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6013, top5_acc: 0.8237, loss_cls: 1.5917, loss: 1.5917, grad_norm: 2.7411, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0485, loss/aux0: 1.0485 2020-10-20 15:36:33,352 - mmaction - INFO - Epoch [204][260/396] lr: 3.062e-02, eta: 10:21:49, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6013, top5_acc: 0.8237, loss_cls: 1.5917, loss: 1.5917, grad_norm: 2.7361, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0425, loss/aux0: 1.0425 2020-10-20 15:37:09,892 - mmaction - INFO - Epoch [204][280/396] lr: 3.062e-02, eta: 10:21:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6354, top5_acc: 0.8359, loss_cls: 1.4921, loss: 1.4921, grad_norm: 2.6422, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0219, loss/aux0: 1.0219 2020-10-20 15:37:10,822 - mmaction - INFO - Epoch [204][280/396] lr: 3.062e-02, eta: 10:21:14, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6354, top5_acc: 0.8359, loss_cls: 1.4921, loss: 1.4921, grad_norm: 2.6584, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0276, loss/aux0: 1.0276 2020-10-20 15:37:47,290 - mmaction - INFO - Epoch [204][300/396] lr: 3.062e-02, eta: 10:20:33, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6211, top5_acc: 0.8344, loss_cls: 1.4924, loss: 1.4924, grad_norm: 2.6483, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0125, loss/aux0: 1.0125 2020-10-20 15:37:48,309 - mmaction - INFO - Epoch [204][300/396] lr: 3.062e-02, eta: 10:20:38, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6211, top5_acc: 0.8344, loss_cls: 1.4924, loss: 1.4924, grad_norm: 2.6465, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0088, loss/aux0: 1.0088 2020-10-20 15:38:24,793 - mmaction - INFO - Epoch [204][320/396] lr: 3.062e-02, eta: 10:19:58, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6104, top5_acc: 0.8260, loss_cls: 1.5413, loss: 1.5413, grad_norm: 2.7553, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0232, loss/aux0: 1.0232 2020-10-20 15:38:25,806 - mmaction - INFO - Epoch [204][320/396] lr: 3.062e-02, eta: 10:20:02, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6104, top5_acc: 0.8260, loss_cls: 1.5413, loss: 1.5413, grad_norm: 2.7697, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0234, loss/aux0: 1.0234 2020-10-20 15:39:02,203 - mmaction - INFO - Epoch [204][340/396] lr: 3.062e-02, eta: 10:19:22, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6164, top5_acc: 0.8331, loss_cls: 1.5340, loss: 1.5340, grad_norm: 2.7034, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0337, loss/aux0: 1.0337 2020-10-20 15:39:03,153 - mmaction - INFO - Epoch [204][340/396] lr: 3.062e-02, eta: 10:19:27, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6164, top5_acc: 0.8331, loss_cls: 1.5340, loss: 1.5340, grad_norm: 2.6904, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0345, loss/aux0: 1.0345 2020-10-20 15:39:39,577 - mmaction - INFO - Epoch [204][360/396] lr: 3.062e-02, eta: 10:18:46, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8305, loss_cls: 1.4960, loss: 1.4960, grad_norm: 2.6945, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0307, loss/aux0: 1.0307 2020-10-20 15:39:40,593 - mmaction - INFO - Epoch [204][360/396] lr: 3.062e-02, eta: 10:18:51, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8305, loss_cls: 1.4960, loss: 1.4960, grad_norm: 2.7032, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0388, loss/aux0: 1.0388 2020-10-20 15:40:17,704 - mmaction - INFO - Epoch [204][380/396] lr: 3.062e-02, eta: 10:18:11, time: 0.967, data_time: 0.000, memory: 8462, top1_acc: 0.6146, top5_acc: 0.8305, loss_cls: 1.5437, loss: 1.5437, grad_norm: 2.7711, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.0652, loss/aux0: 1.0652 2020-10-20 15:40:18,747 - mmaction - INFO - Epoch [204][380/396] lr: 3.062e-02, eta: 10:18:16, time: 0.972, data_time: 0.001, memory: 8462, top1_acc: 0.6146, top5_acc: 0.8305, loss_cls: 1.5437, loss: 1.5437, grad_norm: 2.7824, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0510, loss/aux0: 1.0510 2020-10-20 15:45:07,156 - mmaction - INFO - Epoch [205][20/396] lr: 2.952e-02, eta: 10:16:59, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6289, top5_acc: 0.8315, loss_cls: 1.4938, loss: 1.4938, grad_norm: 2.7692, top1_acc/aux0: 0.7330, top5_acc/aux0: 0.8967, loss_cls/aux0: 1.0599, loss/aux0: 1.0599 2020-10-20 15:45:08,109 - mmaction - INFO - Epoch [205][20/396] lr: 2.952e-02, eta: 10:17:04, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6289, top5_acc: 0.8315, loss_cls: 1.4938, loss: 1.4938, grad_norm: 2.7869, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0629, loss/aux0: 1.0629 2020-10-20 15:45:44,454 - mmaction - INFO - Epoch [205][40/396] lr: 2.952e-02, eta: 10:16:24, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.6263, top5_acc: 0.8331, loss_cls: 1.5040, loss: 1.5040, grad_norm: 2.6702, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0373, loss/aux0: 1.0373 2020-10-20 15:45:45,415 - mmaction - INFO - Epoch [205][40/396] lr: 2.952e-02, eta: 10:16:28, time: 0.932, data_time: 0.003, memory: 8462, top1_acc: 0.6263, top5_acc: 0.8331, loss_cls: 1.5040, loss: 1.5040, grad_norm: 2.6560, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0267, loss/aux0: 1.0267 2020-10-20 15:46:22,002 - mmaction - INFO - Epoch [205][60/396] lr: 2.952e-02, eta: 10:15:48, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8302, loss_cls: 1.5252, loss: 1.5252, grad_norm: 2.6822, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9913, loss/aux0: 0.9913 2020-10-20 15:46:22,964 - mmaction - INFO - Epoch [205][60/396] lr: 2.952e-02, eta: 10:15:53, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8302, loss_cls: 1.5252, loss: 1.5252, grad_norm: 2.6669, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9977, loss/aux0: 0.9977 2020-10-20 15:46:59,465 - mmaction - INFO - Epoch [205][80/396] lr: 2.952e-02, eta: 10:15:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6130, top5_acc: 0.8260, loss_cls: 1.5385, loss: 1.5385, grad_norm: 2.7307, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9986, loss/aux0: 0.9986 2020-10-20 15:47:00,485 - mmaction - INFO - Epoch [205][80/396] lr: 2.952e-02, eta: 10:15:17, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6130, top5_acc: 0.8260, loss_cls: 1.5385, loss: 1.5385, grad_norm: 2.7146, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9928, loss/aux0: 0.9928 2020-10-20 15:47:37,006 - mmaction - INFO - Epoch [205][100/396] lr: 2.952e-02, eta: 10:14:37, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6143, top5_acc: 0.8352, loss_cls: 1.5267, loss: 1.5267, grad_norm: 2.7328, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0952, loss/aux0: 1.0952 2020-10-20 15:47:37,962 - mmaction - INFO - Epoch [205][100/396] lr: 2.952e-02, eta: 10:14:42, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6143, top5_acc: 0.8352, loss_cls: 1.5267, loss: 1.5267, grad_norm: 2.7411, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1100, loss/aux0: 1.1100 2020-10-20 15:48:14,474 - mmaction - INFO - Epoch [205][120/396] lr: 2.952e-02, eta: 10:14:01, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6299, top5_acc: 0.8326, loss_cls: 1.4934, loss: 1.4934, grad_norm: 2.6018, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0550, loss/aux0: 1.0550 2020-10-20 15:48:15,489 - mmaction - INFO - Epoch [205][120/396] lr: 2.952e-02, eta: 10:14:06, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6299, top5_acc: 0.8326, loss_cls: 1.4934, loss: 1.4934, grad_norm: 2.6100, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0514, loss/aux0: 1.0514 2020-10-20 15:48:52,054 - mmaction - INFO - Epoch [205][140/396] lr: 2.952e-02, eta: 10:13:26, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6219, top5_acc: 0.8349, loss_cls: 1.4984, loss: 1.4984, grad_norm: 2.7364, top1_acc/aux0: 0.7388, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0182, loss/aux0: 1.0182 2020-10-20 15:48:53,072 - mmaction - INFO - Epoch [205][140/396] lr: 2.952e-02, eta: 10:13:30, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.6219, top5_acc: 0.8349, loss_cls: 1.4984, loss: 1.4984, grad_norm: 2.7427, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9091, loss_cls/aux0: 1.0094, loss/aux0: 1.0094 2020-10-20 15:49:29,620 - mmaction - INFO - Epoch [205][160/396] lr: 2.952e-02, eta: 10:12:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6237, top5_acc: 0.8315, loss_cls: 1.5417, loss: 1.5417, grad_norm: 2.7846, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0570, loss/aux0: 1.0570 2020-10-20 15:49:30,580 - mmaction - INFO - Epoch [205][160/396] lr: 2.952e-02, eta: 10:12:55, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6237, top5_acc: 0.8315, loss_cls: 1.5417, loss: 1.5417, grad_norm: 2.7795, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0518, loss/aux0: 1.0518 2020-10-20 15:50:07,134 - mmaction - INFO - Epoch [205][180/396] lr: 2.952e-02, eta: 10:12:14, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6307, top5_acc: 0.8422, loss_cls: 1.4766, loss: 1.4766, grad_norm: 2.7467, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0206, loss/aux0: 1.0206 2020-10-20 15:50:08,116 - mmaction - INFO - Epoch [205][180/396] lr: 2.952e-02, eta: 10:12:19, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.6307, top5_acc: 0.8422, loss_cls: 1.4766, loss: 1.4766, grad_norm: 2.7592, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0263, loss/aux0: 1.0263 2020-10-20 15:50:44,793 - mmaction - INFO - Epoch [205][200/396] lr: 2.952e-02, eta: 10:11:39, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.6294, top5_acc: 0.8372, loss_cls: 1.5129, loss: 1.5129, grad_norm: 2.6635, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0152, loss/aux0: 1.0152 2020-10-20 15:50:45,758 - mmaction - INFO - Epoch [205][200/396] lr: 2.952e-02, eta: 10:11:44, time: 0.944, data_time: 0.004, memory: 8462, top1_acc: 0.6294, top5_acc: 0.8372, loss_cls: 1.5129, loss: 1.5129, grad_norm: 2.6674, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0168, loss/aux0: 1.0168 2020-10-20 15:51:22,285 - mmaction - INFO - Epoch [205][220/396] lr: 2.952e-02, eta: 10:11:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6240, top5_acc: 0.8341, loss_cls: 1.5012, loss: 1.5012, grad_norm: 2.7060, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0119, loss/aux0: 1.0119 2020-10-20 15:51:23,269 - mmaction - INFO - Epoch [205][220/396] lr: 2.952e-02, eta: 10:11:08, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6240, top5_acc: 0.8341, loss_cls: 1.5012, loss: 1.5012, grad_norm: 2.7167, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0100, loss/aux0: 1.0100 2020-10-20 15:51:59,684 - mmaction - INFO - Epoch [205][240/396] lr: 2.952e-02, eta: 10:10:28, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6305, top5_acc: 0.8354, loss_cls: 1.4863, loss: 1.4863, grad_norm: 2.7078, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0509, loss/aux0: 1.0509 2020-10-20 15:52:00,641 - mmaction - INFO - Epoch [205][240/396] lr: 2.952e-02, eta: 10:10:32, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6305, top5_acc: 0.8354, loss_cls: 1.4863, loss: 1.4863, grad_norm: 2.7034, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0496, loss/aux0: 1.0496 2020-10-20 15:52:37,160 - mmaction - INFO - Epoch [205][260/396] lr: 2.952e-02, eta: 10:09:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.5997, top5_acc: 0.8242, loss_cls: 1.6084, loss: 1.6084, grad_norm: 2.7217, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0347, loss/aux0: 1.0347 2020-10-20 15:52:38,117 - mmaction - INFO - Epoch [205][260/396] lr: 2.952e-02, eta: 10:09:57, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.5997, top5_acc: 0.8242, loss_cls: 1.6084, loss: 1.6084, grad_norm: 2.7200, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0376, loss/aux0: 1.0376 2020-10-20 15:53:14,532 - mmaction - INFO - Epoch [205][280/396] lr: 2.952e-02, eta: 10:09:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6247, top5_acc: 0.8339, loss_cls: 1.5054, loss: 1.5054, grad_norm: 2.6846, top1_acc/aux0: 0.7341, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0258, loss/aux0: 1.0258 2020-10-20 15:53:15,469 - mmaction - INFO - Epoch [205][280/396] lr: 2.952e-02, eta: 10:09:21, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6247, top5_acc: 0.8339, loss_cls: 1.5054, loss: 1.5054, grad_norm: 2.6774, top1_acc/aux0: 0.7341, top5_acc/aux0: 0.9081, loss_cls/aux0: 1.0192, loss/aux0: 1.0192 2020-10-20 15:53:51,987 - mmaction - INFO - Epoch [205][300/396] lr: 2.952e-02, eta: 10:08:41, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6193, top5_acc: 0.8352, loss_cls: 1.5124, loss: 1.5124, grad_norm: 2.7201, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0268, loss/aux0: 1.0268 2020-10-20 15:53:52,966 - mmaction - INFO - Epoch [205][300/396] lr: 2.952e-02, eta: 10:08:45, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6193, top5_acc: 0.8352, loss_cls: 1.5124, loss: 1.5124, grad_norm: 2.7126, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0300, loss/aux0: 1.0300 2020-10-20 15:54:29,456 - mmaction - INFO - Epoch [205][320/396] lr: 2.952e-02, eta: 10:08:05, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8365, loss_cls: 1.5041, loss: 1.5041, grad_norm: 2.6630, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0166, loss/aux0: 1.0166 2020-10-20 15:54:30,410 - mmaction - INFO - Epoch [205][320/396] lr: 2.952e-02, eta: 10:08:10, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8365, loss_cls: 1.5041, loss: 1.5041, grad_norm: 2.6540, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0195, loss/aux0: 1.0195 2020-10-20 15:55:06,814 - mmaction - INFO - Epoch [205][340/396] lr: 2.952e-02, eta: 10:07:29, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.5979, top5_acc: 0.8297, loss_cls: 1.5792, loss: 1.5792, grad_norm: 2.6816, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0090, loss/aux0: 1.0090 2020-10-20 15:55:07,747 - mmaction - INFO - Epoch [205][340/396] lr: 2.952e-02, eta: 10:07:34, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.5979, top5_acc: 0.8297, loss_cls: 1.5792, loss: 1.5792, grad_norm: 2.6655, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0045, loss/aux0: 1.0045 2020-10-20 15:55:44,175 - mmaction - INFO - Epoch [205][360/396] lr: 2.952e-02, eta: 10:06:54, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6167, top5_acc: 0.8357, loss_cls: 1.5017, loss: 1.5017, grad_norm: 2.7661, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0422, loss/aux0: 1.0422 2020-10-20 15:55:45,138 - mmaction - INFO - Epoch [205][360/396] lr: 2.952e-02, eta: 10:06:58, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6167, top5_acc: 0.8357, loss_cls: 1.5017, loss: 1.5017, grad_norm: 2.7765, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0502, loss/aux0: 1.0502 2020-10-20 15:56:21,497 - mmaction - INFO - Epoch [205][380/396] lr: 2.952e-02, eta: 10:06:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6240, top5_acc: 0.8388, loss_cls: 1.4817, loss: 1.4817, grad_norm: 2.7508, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0490, loss/aux0: 1.0490 2020-10-20 15:56:22,459 - mmaction - INFO - Epoch [205][380/396] lr: 2.952e-02, eta: 10:06:23, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6240, top5_acc: 0.8388, loss_cls: 1.4817, loss: 1.4817, grad_norm: 2.7520, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0453, loss/aux0: 1.0453 2020-10-20 16:01:03,090 - mmaction - INFO - Epoch [206][20/396] lr: 2.843e-02, eta: 10:05:06, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6302, top5_acc: 0.8328, loss_cls: 1.4905, loss: 1.4905, grad_norm: 2.7890, top1_acc/aux0: 0.7322, top5_acc/aux0: 0.9087, loss_cls/aux0: 1.0409, loss/aux0: 1.0409 2020-10-20 16:01:04,069 - mmaction - INFO - Epoch [206][20/396] lr: 2.843e-02, eta: 10:05:11, time: 0.935, data_time: 0.005, memory: 8462, top1_acc: 0.6302, top5_acc: 0.8328, loss_cls: 1.4905, loss: 1.4905, grad_norm: 2.7746, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0524, loss/aux0: 1.0524 2020-10-20 16:01:40,561 - mmaction - INFO - Epoch [206][40/396] lr: 2.843e-02, eta: 10:04:31, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6326, top5_acc: 0.8523, loss_cls: 1.4486, loss: 1.4486, grad_norm: 2.7380, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0050, loss/aux0: 1.0050 2020-10-20 16:01:41,511 - mmaction - INFO - Epoch [206][40/396] lr: 2.843e-02, eta: 10:04:36, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6326, top5_acc: 0.8523, loss_cls: 1.4486, loss: 1.4486, grad_norm: 2.7477, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9920, loss/aux0: 0.9920 2020-10-20 16:02:18,037 - mmaction - INFO - Epoch [206][60/396] lr: 2.843e-02, eta: 10:03:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6224, top5_acc: 0.8292, loss_cls: 1.5249, loss: 1.5249, grad_norm: 2.7313, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0726, loss/aux0: 1.0726 2020-10-20 16:02:19,025 - mmaction - INFO - Epoch [206][60/396] lr: 2.843e-02, eta: 10:04:00, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6224, top5_acc: 0.8292, loss_cls: 1.5249, loss: 1.5249, grad_norm: 2.7107, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0745, loss/aux0: 1.0745 2020-10-20 16:02:55,546 - mmaction - INFO - Epoch [206][80/396] lr: 2.843e-02, eta: 10:03:20, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6406, top5_acc: 0.8333, loss_cls: 1.4774, loss: 1.4774, grad_norm: 2.7022, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0375, loss/aux0: 1.0375 2020-10-20 16:02:56,513 - mmaction - INFO - Epoch [206][80/396] lr: 2.843e-02, eta: 10:03:24, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6406, top5_acc: 0.8333, loss_cls: 1.4774, loss: 1.4774, grad_norm: 2.7140, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0339, loss/aux0: 1.0339 2020-10-20 16:03:32,992 - mmaction - INFO - Epoch [206][100/396] lr: 2.843e-02, eta: 10:02:44, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6344, top5_acc: 0.8471, loss_cls: 1.4351, loss: 1.4351, grad_norm: 2.7723, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0265, loss/aux0: 1.0265 2020-10-20 16:03:33,967 - mmaction - INFO - Epoch [206][100/396] lr: 2.843e-02, eta: 10:02:49, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.6344, top5_acc: 0.8471, loss_cls: 1.4351, loss: 1.4351, grad_norm: 2.7766, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0343, loss/aux0: 1.0343 2020-10-20 16:04:10,457 - mmaction - INFO - Epoch [206][120/396] lr: 2.843e-02, eta: 10:02:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6443, top5_acc: 0.8359, loss_cls: 1.4566, loss: 1.4566, grad_norm: 2.7367, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0788, loss/aux0: 1.0788 2020-10-20 16:04:11,448 - mmaction - INFO - Epoch [206][120/396] lr: 2.843e-02, eta: 10:02:13, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6443, top5_acc: 0.8359, loss_cls: 1.4566, loss: 1.4566, grad_norm: 2.7386, top1_acc/aux0: 0.7357, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0755, loss/aux0: 1.0755 2020-10-20 16:04:47,950 - mmaction - INFO - Epoch [206][140/396] lr: 2.843e-02, eta: 10:01:33, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6315, top5_acc: 0.8404, loss_cls: 1.4780, loss: 1.4780, grad_norm: 2.6731, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0677, loss/aux0: 1.0677 2020-10-20 16:04:48,909 - mmaction - INFO - Epoch [206][140/396] lr: 2.843e-02, eta: 10:01:37, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6315, top5_acc: 0.8404, loss_cls: 1.4780, loss: 1.4780, grad_norm: 2.6981, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0749, loss/aux0: 1.0749 2020-10-20 16:05:25,437 - mmaction - INFO - Epoch [206][160/396] lr: 2.843e-02, eta: 10:00:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6318, top5_acc: 0.8326, loss_cls: 1.4805, loss: 1.4805, grad_norm: 2.7146, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0190, loss/aux0: 1.0190 2020-10-20 16:05:26,391 - mmaction - INFO - Epoch [206][160/396] lr: 2.843e-02, eta: 10:01:02, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6318, top5_acc: 0.8326, loss_cls: 1.4805, loss: 1.4805, grad_norm: 2.7076, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0075, loss/aux0: 1.0075 2020-10-20 16:06:02,891 - mmaction - INFO - Epoch [206][180/396] lr: 2.843e-02, eta: 10:00:22, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6263, top5_acc: 0.8320, loss_cls: 1.5055, loss: 1.5055, grad_norm: 2.6839, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0058, loss/aux0: 1.0058 2020-10-20 16:06:03,866 - mmaction - INFO - Epoch [206][180/396] lr: 2.843e-02, eta: 10:00:26, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6263, top5_acc: 0.8320, loss_cls: 1.5055, loss: 1.5055, grad_norm: 2.6828, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9993, loss/aux0: 0.9993 2020-10-20 16:06:40,342 - mmaction - INFO - Epoch [206][200/396] lr: 2.843e-02, eta: 9:59:46, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6245, top5_acc: 0.8297, loss_cls: 1.5019, loss: 1.5019, grad_norm: 2.8354, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0336, loss/aux0: 1.0336 2020-10-20 16:06:41,301 - mmaction - INFO - Epoch [206][200/396] lr: 2.843e-02, eta: 9:59:50, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6245, top5_acc: 0.8297, loss_cls: 1.5019, loss: 1.5019, grad_norm: 2.8183, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0338, loss/aux0: 1.0338 2020-10-20 16:07:17,755 - mmaction - INFO - Epoch [206][220/396] lr: 2.843e-02, eta: 9:59:10, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6281, top5_acc: 0.8331, loss_cls: 1.5067, loss: 1.5067, grad_norm: 2.7216, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9091, loss_cls/aux0: 1.0157, loss/aux0: 1.0157 2020-10-20 16:07:18,764 - mmaction - INFO - Epoch [206][220/396] lr: 2.843e-02, eta: 9:59:15, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6281, top5_acc: 0.8331, loss_cls: 1.5067, loss: 1.5067, grad_norm: 2.7246, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9091, loss_cls/aux0: 1.0186, loss/aux0: 1.0186 2020-10-20 16:07:55,284 - mmaction - INFO - Epoch [206][240/396] lr: 2.843e-02, eta: 9:58:35, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8362, loss_cls: 1.5232, loss: 1.5232, grad_norm: 2.7366, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9128, loss_cls/aux0: 1.0226, loss/aux0: 1.0226 2020-10-20 16:07:56,237 - mmaction - INFO - Epoch [206][240/396] lr: 2.843e-02, eta: 9:58:39, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8362, loss_cls: 1.5232, loss: 1.5232, grad_norm: 2.7194, top1_acc/aux0: 0.7268, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0430, loss/aux0: 1.0430 2020-10-20 16:08:32,729 - mmaction - INFO - Epoch [206][260/396] lr: 2.843e-02, eta: 9:57:59, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6201, top5_acc: 0.8281, loss_cls: 1.5198, loss: 1.5198, grad_norm: 2.7765, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0566, loss/aux0: 1.0566 2020-10-20 16:08:33,678 - mmaction - INFO - Epoch [206][260/396] lr: 2.843e-02, eta: 9:58:04, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6201, top5_acc: 0.8281, loss_cls: 1.5198, loss: 1.5198, grad_norm: 2.7877, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0443, loss/aux0: 1.0443 2020-10-20 16:09:10,166 - mmaction - INFO - Epoch [206][280/396] lr: 2.843e-02, eta: 9:57:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6232, top5_acc: 0.8411, loss_cls: 1.5049, loss: 1.5049, grad_norm: 2.7792, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0424, loss/aux0: 1.0424 2020-10-20 16:09:11,167 - mmaction - INFO - Epoch [206][280/396] lr: 2.843e-02, eta: 9:57:28, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6232, top5_acc: 0.8411, loss_cls: 1.5049, loss: 1.5049, grad_norm: 2.7898, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0486, loss/aux0: 1.0486 2020-10-20 16:09:47,617 - mmaction - INFO - Epoch [206][300/396] lr: 2.843e-02, eta: 9:56:48, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6258, top5_acc: 0.8422, loss_cls: 1.4756, loss: 1.4756, grad_norm: 2.7780, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0636, loss/aux0: 1.0636 2020-10-20 16:09:48,569 - mmaction - INFO - Epoch [206][300/396] lr: 2.843e-02, eta: 9:56:52, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6258, top5_acc: 0.8422, loss_cls: 1.4756, loss: 1.4756, grad_norm: 2.7718, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0532, loss/aux0: 1.0532 2020-10-20 16:10:25,197 - mmaction - INFO - Epoch [206][320/396] lr: 2.843e-02, eta: 9:56:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6154, top5_acc: 0.8221, loss_cls: 1.5723, loss: 1.5723, grad_norm: 2.7619, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0083, loss/aux0: 1.0083 2020-10-20 16:10:26,159 - mmaction - INFO - Epoch [206][320/396] lr: 2.843e-02, eta: 9:56:17, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.6154, top5_acc: 0.8221, loss_cls: 1.5723, loss: 1.5723, grad_norm: 2.7530, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0056, loss/aux0: 1.0056 2020-10-20 16:11:02,646 - mmaction - INFO - Epoch [206][340/396] lr: 2.843e-02, eta: 9:55:36, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6273, top5_acc: 0.8349, loss_cls: 1.4947, loss: 1.4947, grad_norm: 2.7209, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0113, loss/aux0: 1.0113 2020-10-20 16:11:03,592 - mmaction - INFO - Epoch [206][340/396] lr: 2.843e-02, eta: 9:55:41, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6273, top5_acc: 0.8349, loss_cls: 1.4947, loss: 1.4947, grad_norm: 2.7017, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0051, loss/aux0: 1.0051 2020-10-20 16:11:40,209 - mmaction - INFO - Epoch [206][360/396] lr: 2.843e-02, eta: 9:55:01, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.6240, top5_acc: 0.8352, loss_cls: 1.4980, loss: 1.4980, grad_norm: 2.8897, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0608, loss/aux0: 1.0608 2020-10-20 16:11:41,161 - mmaction - INFO - Epoch [206][360/396] lr: 2.843e-02, eta: 9:55:05, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6240, top5_acc: 0.8352, loss_cls: 1.4980, loss: 1.4980, grad_norm: 2.8912, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0748, loss/aux0: 1.0748 2020-10-20 16:12:17,549 - mmaction - INFO - Epoch [206][380/396] lr: 2.843e-02, eta: 9:54:25, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8266, loss_cls: 1.5398, loss: 1.5398, grad_norm: 2.7522, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0122, loss/aux0: 1.0122 2020-10-20 16:12:18,511 - mmaction - INFO - Epoch [206][380/396] lr: 2.843e-02, eta: 9:54:30, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8266, loss_cls: 1.5398, loss: 1.5398, grad_norm: 2.7392, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0053, loss/aux0: 1.0053 2020-10-20 16:16:41,647 - mmaction - INFO - Epoch [207][20/396] lr: 2.736e-02, eta: 9:53:14, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.6349, top5_acc: 0.8404, loss_cls: 1.4774, loss: 1.4774, grad_norm: 2.7149, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0467, loss/aux0: 1.0467 2020-10-20 16:16:42,606 - mmaction - INFO - Epoch [207][20/396] lr: 2.736e-02, eta: 9:53:18, time: 0.933, data_time: 0.003, memory: 8462, top1_acc: 0.6349, top5_acc: 0.8404, loss_cls: 1.4774, loss: 1.4774, grad_norm: 2.7146, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0401, loss/aux0: 1.0401 2020-10-20 16:17:19,014 - mmaction - INFO - Epoch [207][40/396] lr: 2.736e-02, eta: 9:52:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6268, top5_acc: 0.8411, loss_cls: 1.4753, loss: 1.4753, grad_norm: 2.7643, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9892, loss/aux0: 0.9892 2020-10-20 16:17:19,941 - mmaction - INFO - Epoch [207][40/396] lr: 2.736e-02, eta: 9:52:43, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6268, top5_acc: 0.8411, loss_cls: 1.4753, loss: 1.4753, grad_norm: 2.7482, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9907, loss/aux0: 0.9907 2020-10-20 16:17:56,508 - mmaction - INFO - Epoch [207][60/396] lr: 2.736e-02, eta: 9:52:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6289, top5_acc: 0.8367, loss_cls: 1.4848, loss: 1.4848, grad_norm: 2.7319, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9938, loss/aux0: 0.9938 2020-10-20 16:17:57,485 - mmaction - INFO - Epoch [207][60/396] lr: 2.736e-02, eta: 9:52:07, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.6289, top5_acc: 0.8367, loss_cls: 1.4848, loss: 1.4848, grad_norm: 2.7542, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9997, loss/aux0: 0.9997 2020-10-20 16:18:34,020 - mmaction - INFO - Epoch [207][80/396] lr: 2.736e-02, eta: 9:51:27, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6328, top5_acc: 0.8445, loss_cls: 1.4674, loss: 1.4674, grad_norm: 2.7273, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0015, loss/aux0: 1.0015 2020-10-20 16:18:34,968 - mmaction - INFO - Epoch [207][80/396] lr: 2.736e-02, eta: 9:51:31, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6328, top5_acc: 0.8445, loss_cls: 1.4674, loss: 1.4674, grad_norm: 2.7378, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0008, loss/aux0: 1.0008 2020-10-20 16:19:11,493 - mmaction - INFO - Epoch [207][100/396] lr: 2.736e-02, eta: 9:50:51, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6115, top5_acc: 0.8260, loss_cls: 1.5376, loss: 1.5376, grad_norm: 2.8165, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0297, loss/aux0: 1.0297 2020-10-20 16:19:12,508 - mmaction - INFO - Epoch [207][100/396] lr: 2.736e-02, eta: 9:50:56, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6115, top5_acc: 0.8260, loss_cls: 1.5376, loss: 1.5376, grad_norm: 2.8157, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0275, loss/aux0: 1.0275 2020-10-20 16:19:49,187 - mmaction - INFO - Epoch [207][120/396] lr: 2.736e-02, eta: 9:50:16, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.6195, top5_acc: 0.8359, loss_cls: 1.5179, loss: 1.5179, grad_norm: 2.7909, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0439, loss/aux0: 1.0439 2020-10-20 16:19:50,211 - mmaction - INFO - Epoch [207][120/396] lr: 2.736e-02, eta: 9:50:20, time: 0.949, data_time: 0.002, memory: 8462, top1_acc: 0.6195, top5_acc: 0.8359, loss_cls: 1.5179, loss: 1.5179, grad_norm: 2.7970, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0440, loss/aux0: 1.0440 2020-10-20 16:20:26,840 - mmaction - INFO - Epoch [207][140/396] lr: 2.736e-02, eta: 9:49:40, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8453, loss_cls: 1.4247, loss: 1.4247, grad_norm: 2.7835, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9102, loss_cls/aux0: 1.0057, loss/aux0: 1.0057 2020-10-20 16:20:27,782 - mmaction - INFO - Epoch [207][140/396] lr: 2.736e-02, eta: 9:49:45, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8453, loss_cls: 1.4247, loss: 1.4247, grad_norm: 2.7691, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0118, loss/aux0: 1.0118 2020-10-20 16:21:04,405 - mmaction - INFO - Epoch [207][160/396] lr: 2.736e-02, eta: 9:49:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6289, top5_acc: 0.8310, loss_cls: 1.5074, loss: 1.5074, grad_norm: 2.7392, top1_acc/aux0: 0.7518, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9801, loss/aux0: 0.9801 2020-10-20 16:21:05,369 - mmaction - INFO - Epoch [207][160/396] lr: 2.736e-02, eta: 9:49:09, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.6289, top5_acc: 0.8310, loss_cls: 1.5074, loss: 1.5074, grad_norm: 2.7342, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9723, loss/aux0: 0.9723 2020-10-20 16:21:41,946 - mmaction - INFO - Epoch [207][180/396] lr: 2.736e-02, eta: 9:48:29, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6185, top5_acc: 0.8286, loss_cls: 1.4947, loss: 1.4947, grad_norm: 2.7169, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9996, loss/aux0: 0.9996 2020-10-20 16:21:42,908 - mmaction - INFO - Epoch [207][180/396] lr: 2.736e-02, eta: 9:48:33, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6185, top5_acc: 0.8286, loss_cls: 1.4947, loss: 1.4947, grad_norm: 2.7009, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9970, loss/aux0: 0.9970 2020-10-20 16:22:19,350 - mmaction - INFO - Epoch [207][200/396] lr: 2.736e-02, eta: 9:47:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8362, loss_cls: 1.4626, loss: 1.4626, grad_norm: 2.7442, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9973, loss/aux0: 0.9973 2020-10-20 16:22:20,318 - mmaction - INFO - Epoch [207][200/396] lr: 2.736e-02, eta: 9:47:58, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8362, loss_cls: 1.4626, loss: 1.4626, grad_norm: 2.7571, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9963, loss/aux0: 0.9963 2020-10-20 16:22:56,799 - mmaction - INFO - Epoch [207][220/396] lr: 2.736e-02, eta: 9:47:17, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6242, top5_acc: 0.8432, loss_cls: 1.4893, loss: 1.4893, grad_norm: 2.8169, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9416, loss/aux0: 0.9416 2020-10-20 16:22:57,746 - mmaction - INFO - Epoch [207][220/396] lr: 2.736e-02, eta: 9:47:22, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6242, top5_acc: 0.8432, loss_cls: 1.4893, loss: 1.4893, grad_norm: 2.8116, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9414, loss/aux0: 0.9414 2020-10-20 16:23:34,328 - mmaction - INFO - Epoch [207][240/396] lr: 2.736e-02, eta: 9:46:42, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6479, top5_acc: 0.8440, loss_cls: 1.4451, loss: 1.4451, grad_norm: 2.7402, top1_acc/aux0: 0.7492, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0017, loss/aux0: 1.0017 2020-10-20 16:23:35,317 - mmaction - INFO - Epoch [207][240/396] lr: 2.736e-02, eta: 9:46:46, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6479, top5_acc: 0.8440, loss_cls: 1.4451, loss: 1.4451, grad_norm: 2.7625, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0093, loss/aux0: 1.0093 2020-10-20 16:24:11,830 - mmaction - INFO - Epoch [207][260/396] lr: 2.736e-02, eta: 9:46:06, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6247, top5_acc: 0.8482, loss_cls: 1.4602, loss: 1.4602, grad_norm: 2.7732, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9013, loss_cls/aux0: 0.9997, loss/aux0: 0.9997 2020-10-20 16:24:12,792 - mmaction - INFO - Epoch [207][260/396] lr: 2.736e-02, eta: 9:46:11, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6247, top5_acc: 0.8482, loss_cls: 1.4602, loss: 1.4602, grad_norm: 2.7639, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9029, loss_cls/aux0: 0.9964, loss/aux0: 0.9964 2020-10-20 16:24:49,228 - mmaction - INFO - Epoch [207][280/396] lr: 2.736e-02, eta: 9:45:31, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6229, top5_acc: 0.8320, loss_cls: 1.5031, loss: 1.5031, grad_norm: 2.7664, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0079, loss/aux0: 1.0079 2020-10-20 16:24:50,188 - mmaction - INFO - Epoch [207][280/396] lr: 2.736e-02, eta: 9:45:35, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6229, top5_acc: 0.8320, loss_cls: 1.5031, loss: 1.5031, grad_norm: 2.7747, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0072, loss/aux0: 1.0072 2020-10-20 16:25:26,705 - mmaction - INFO - Epoch [207][300/396] lr: 2.736e-02, eta: 9:44:55, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6203, top5_acc: 0.8435, loss_cls: 1.4749, loss: 1.4749, grad_norm: 2.8032, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9890, loss/aux0: 0.9890 2020-10-20 16:25:27,646 - mmaction - INFO - Epoch [207][300/396] lr: 2.736e-02, eta: 9:44:59, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6203, top5_acc: 0.8435, loss_cls: 1.4749, loss: 1.4749, grad_norm: 2.8253, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9960, loss/aux0: 0.9960 2020-10-20 16:26:04,095 - mmaction - INFO - Epoch [207][320/396] lr: 2.736e-02, eta: 9:44:19, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6289, top5_acc: 0.8352, loss_cls: 1.4761, loss: 1.4761, grad_norm: 2.8097, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0467, loss/aux0: 1.0467 2020-10-20 16:26:05,095 - mmaction - INFO - Epoch [207][320/396] lr: 2.736e-02, eta: 9:44:24, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6289, top5_acc: 0.8352, loss_cls: 1.4761, loss: 1.4761, grad_norm: 2.7935, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0428, loss/aux0: 1.0428 2020-10-20 16:26:41,520 - mmaction - INFO - Epoch [207][340/396] lr: 2.736e-02, eta: 9:43:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6292, top5_acc: 0.8326, loss_cls: 1.4969, loss: 1.4969, grad_norm: 2.7570, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0268, loss/aux0: 1.0268 2020-10-20 16:26:42,461 - mmaction - INFO - Epoch [207][340/396] lr: 2.736e-02, eta: 9:43:48, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6292, top5_acc: 0.8326, loss_cls: 1.4969, loss: 1.4969, grad_norm: 2.7293, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0238, loss/aux0: 1.0238 2020-10-20 16:27:19,092 - mmaction - INFO - Epoch [207][360/396] lr: 2.736e-02, eta: 9:43:08, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.6234, top5_acc: 0.8318, loss_cls: 1.5127, loss: 1.5127, grad_norm: 2.7914, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0252, loss/aux0: 1.0252 2020-10-20 16:27:20,048 - mmaction - INFO - Epoch [207][360/396] lr: 2.736e-02, eta: 9:43:13, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.6234, top5_acc: 0.8318, loss_cls: 1.5127, loss: 1.5127, grad_norm: 2.8008, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0292, loss/aux0: 1.0292 2020-10-20 16:27:56,516 - mmaction - INFO - Epoch [207][380/396] lr: 2.736e-02, eta: 9:42:32, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6354, top5_acc: 0.8354, loss_cls: 1.4687, loss: 1.4687, grad_norm: 2.7962, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0493, loss/aux0: 1.0493 2020-10-20 16:27:57,514 - mmaction - INFO - Epoch [207][380/396] lr: 2.736e-02, eta: 9:42:37, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6354, top5_acc: 0.8354, loss_cls: 1.4687, loss: 1.4687, grad_norm: 2.7683, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0399, loss/aux0: 1.0399 2020-10-20 16:32:45,949 - mmaction - INFO - Epoch [208][20/396] lr: 2.631e-02, eta: 9:41:21, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6396, top5_acc: 0.8453, loss_cls: 1.4272, loss: 1.4272, grad_norm: 2.7830, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9943, loss/aux0: 0.9943 2020-10-20 16:32:46,937 - mmaction - INFO - Epoch [208][20/396] lr: 2.631e-02, eta: 9:41:26, time: 0.935, data_time: 0.006, memory: 8462, top1_acc: 0.6396, top5_acc: 0.8453, loss_cls: 1.4272, loss: 1.4272, grad_norm: 2.7725, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9060, loss_cls/aux0: 0.9894, loss/aux0: 0.9894 2020-10-20 16:33:23,371 - mmaction - INFO - Epoch [208][40/396] lr: 2.631e-02, eta: 9:40:45, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6229, top5_acc: 0.8331, loss_cls: 1.5031, loss: 1.5031, grad_norm: 2.9538, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0661, loss/aux0: 1.0661 2020-10-20 16:33:24,336 - mmaction - INFO - Epoch [208][40/396] lr: 2.631e-02, eta: 9:40:50, time: 0.933, data_time: 0.004, memory: 8462, top1_acc: 0.6229, top5_acc: 0.8331, loss_cls: 1.5031, loss: 1.5031, grad_norm: 2.9446, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0784, loss/aux0: 1.0784 2020-10-20 16:34:00,728 - mmaction - INFO - Epoch [208][60/396] lr: 2.631e-02, eta: 9:40:10, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6396, top5_acc: 0.8461, loss_cls: 1.4367, loss: 1.4367, grad_norm: 2.7466, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0206, loss/aux0: 1.0206 2020-10-20 16:34:01,766 - mmaction - INFO - Epoch [208][60/396] lr: 2.631e-02, eta: 9:40:14, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6396, top5_acc: 0.8461, loss_cls: 1.4367, loss: 1.4367, grad_norm: 2.7397, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0097, loss/aux0: 1.0097 2020-10-20 16:34:38,326 - mmaction - INFO - Epoch [208][80/396] lr: 2.631e-02, eta: 9:39:34, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6198, top5_acc: 0.8411, loss_cls: 1.4835, loss: 1.4835, grad_norm: 2.7822, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9905, loss/aux0: 0.9905 2020-10-20 16:34:39,270 - mmaction - INFO - Epoch [208][80/396] lr: 2.631e-02, eta: 9:39:39, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6198, top5_acc: 0.8411, loss_cls: 1.4835, loss: 1.4835, grad_norm: 2.7621, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9042, loss_cls/aux0: 0.9882, loss/aux0: 0.9882 2020-10-20 16:35:15,933 - mmaction - INFO - Epoch [208][100/396] lr: 2.631e-02, eta: 9:38:59, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.6417, top5_acc: 0.8523, loss_cls: 1.4215, loss: 1.4215, grad_norm: 2.8182, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0088, loss/aux0: 1.0088 2020-10-20 16:35:16,917 - mmaction - INFO - Epoch [208][100/396] lr: 2.631e-02, eta: 9:39:03, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.6417, top5_acc: 0.8523, loss_cls: 1.4215, loss: 1.4215, grad_norm: 2.8372, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0129, loss/aux0: 1.0129 2020-10-20 16:35:53,398 - mmaction - INFO - Epoch [208][120/396] lr: 2.631e-02, eta: 9:38:23, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6292, top5_acc: 0.8406, loss_cls: 1.4731, loss: 1.4731, grad_norm: 2.7698, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0278, loss/aux0: 1.0278 2020-10-20 16:35:54,368 - mmaction - INFO - Epoch [208][120/396] lr: 2.631e-02, eta: 9:38:27, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6292, top5_acc: 0.8406, loss_cls: 1.4731, loss: 1.4731, grad_norm: 2.7543, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0207, loss/aux0: 1.0207 2020-10-20 16:36:30,951 - mmaction - INFO - Epoch [208][140/396] lr: 2.631e-02, eta: 9:37:47, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6383, top5_acc: 0.8435, loss_cls: 1.4574, loss: 1.4574, grad_norm: 2.7675, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9042, loss_cls/aux0: 0.9917, loss/aux0: 0.9917 2020-10-20 16:36:31,962 - mmaction - INFO - Epoch [208][140/396] lr: 2.631e-02, eta: 9:37:52, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.6383, top5_acc: 0.8435, loss_cls: 1.4574, loss: 1.4574, grad_norm: 2.7740, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0030, loss/aux0: 1.0030 2020-10-20 16:37:08,496 - mmaction - INFO - Epoch [208][160/396] lr: 2.631e-02, eta: 9:37:12, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8404, loss_cls: 1.4409, loss: 1.4409, grad_norm: 2.7779, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0260, loss/aux0: 1.0260 2020-10-20 16:37:09,444 - mmaction - INFO - Epoch [208][160/396] lr: 2.631e-02, eta: 9:37:16, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8404, loss_cls: 1.4409, loss: 1.4409, grad_norm: 2.7794, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0348, loss/aux0: 1.0348 2020-10-20 16:37:45,876 - mmaction - INFO - Epoch [208][180/396] lr: 2.631e-02, eta: 9:36:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6430, top5_acc: 0.8523, loss_cls: 1.4109, loss: 1.4109, grad_norm: 2.8669, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9589, loss/aux0: 0.9589 2020-10-20 16:37:46,883 - mmaction - INFO - Epoch [208][180/396] lr: 2.631e-02, eta: 9:36:40, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6430, top5_acc: 0.8523, loss_cls: 1.4109, loss: 1.4109, grad_norm: 2.8623, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9424, loss/aux0: 0.9424 2020-10-20 16:38:23,554 - mmaction - INFO - Epoch [208][200/396] lr: 2.631e-02, eta: 9:36:00, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.6510, top5_acc: 0.8578, loss_cls: 1.3619, loss: 1.3619, grad_norm: 2.8142, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9867, loss/aux0: 0.9867 2020-10-20 16:38:24,503 - mmaction - INFO - Epoch [208][200/396] lr: 2.631e-02, eta: 9:36:05, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.6510, top5_acc: 0.8578, loss_cls: 1.3619, loss: 1.3619, grad_norm: 2.8287, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0032, loss/aux0: 1.0032 2020-10-20 16:39:01,099 - mmaction - INFO - Epoch [208][220/396] lr: 2.631e-02, eta: 9:35:25, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6385, top5_acc: 0.8427, loss_cls: 1.4464, loss: 1.4464, grad_norm: 2.7986, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9888, loss/aux0: 0.9888 2020-10-20 16:39:02,068 - mmaction - INFO - Epoch [208][220/396] lr: 2.631e-02, eta: 9:35:29, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6385, top5_acc: 0.8427, loss_cls: 1.4464, loss: 1.4464, grad_norm: 2.8161, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9848, loss/aux0: 0.9848 2020-10-20 16:39:38,566 - mmaction - INFO - Epoch [208][240/396] lr: 2.631e-02, eta: 9:34:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6292, top5_acc: 0.8289, loss_cls: 1.4955, loss: 1.4955, grad_norm: 2.8596, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0019, loss/aux0: 1.0019 2020-10-20 16:39:39,509 - mmaction - INFO - Epoch [208][240/396] lr: 2.631e-02, eta: 9:34:54, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.6292, top5_acc: 0.8289, loss_cls: 1.4955, loss: 1.4955, grad_norm: 2.8550, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9970, loss/aux0: 0.9970 2020-10-20 16:40:15,958 - mmaction - INFO - Epoch [208][260/396] lr: 2.631e-02, eta: 9:34:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6336, top5_acc: 0.8346, loss_cls: 1.5024, loss: 1.5024, grad_norm: 2.8655, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0415, loss/aux0: 1.0415 2020-10-20 16:40:16,940 - mmaction - INFO - Epoch [208][260/396] lr: 2.631e-02, eta: 9:34:18, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6336, top5_acc: 0.8346, loss_cls: 1.5024, loss: 1.5024, grad_norm: 2.8575, top1_acc/aux0: 0.7357, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0379, loss/aux0: 1.0379 2020-10-20 16:40:53,439 - mmaction - INFO - Epoch [208][280/396] lr: 2.631e-02, eta: 9:33:38, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6352, top5_acc: 0.8422, loss_cls: 1.4419, loss: 1.4419, grad_norm: 2.7559, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9935, loss/aux0: 0.9935 2020-10-20 16:40:54,446 - mmaction - INFO - Epoch [208][280/396] lr: 2.631e-02, eta: 9:33:42, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6352, top5_acc: 0.8422, loss_cls: 1.4419, loss: 1.4419, grad_norm: 2.7318, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0006, loss/aux0: 1.0006 2020-10-20 16:41:30,918 - mmaction - INFO - Epoch [208][300/396] lr: 2.631e-02, eta: 9:33:02, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6266, top5_acc: 0.8375, loss_cls: 1.4913, loss: 1.4913, grad_norm: 2.8072, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0167, loss/aux0: 1.0167 2020-10-20 16:41:31,863 - mmaction - INFO - Epoch [208][300/396] lr: 2.631e-02, eta: 9:33:07, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6266, top5_acc: 0.8375, loss_cls: 1.4913, loss: 1.4913, grad_norm: 2.7969, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0043, loss/aux0: 1.0043 2020-10-20 16:42:08,424 - mmaction - INFO - Epoch [208][320/396] lr: 2.631e-02, eta: 9:32:27, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6203, top5_acc: 0.8339, loss_cls: 1.5133, loss: 1.5133, grad_norm: 2.8490, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9860, loss/aux0: 0.9860 2020-10-20 16:42:09,372 - mmaction - INFO - Epoch [208][320/396] lr: 2.631e-02, eta: 9:32:31, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6203, top5_acc: 0.8339, loss_cls: 1.5133, loss: 1.5133, grad_norm: 2.8430, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9055, loss_cls/aux0: 0.9996, loss/aux0: 0.9996 2020-10-20 16:42:45,850 - mmaction - INFO - Epoch [208][340/396] lr: 2.631e-02, eta: 9:31:51, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6297, top5_acc: 0.8417, loss_cls: 1.4590, loss: 1.4590, grad_norm: 2.8410, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0352, loss/aux0: 1.0352 2020-10-20 16:42:46,804 - mmaction - INFO - Epoch [208][340/396] lr: 2.631e-02, eta: 9:31:55, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6297, top5_acc: 0.8417, loss_cls: 1.4590, loss: 1.4590, grad_norm: 2.8641, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0401, loss/aux0: 1.0401 2020-10-20 16:43:23,269 - mmaction - INFO - Epoch [208][360/396] lr: 2.631e-02, eta: 9:31:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6305, top5_acc: 0.8349, loss_cls: 1.4659, loss: 1.4659, grad_norm: 2.8537, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0107, loss/aux0: 1.0107 2020-10-20 16:43:24,270 - mmaction - INFO - Epoch [208][360/396] lr: 2.631e-02, eta: 9:31:20, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6305, top5_acc: 0.8349, loss_cls: 1.4659, loss: 1.4659, grad_norm: 2.8382, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9962, loss/aux0: 0.9962 2020-10-20 16:44:00,817 - mmaction - INFO - Epoch [208][380/396] lr: 2.631e-02, eta: 9:30:40, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6380, top5_acc: 0.8419, loss_cls: 1.4388, loss: 1.4388, grad_norm: 2.8433, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0118, loss/aux0: 1.0118 2020-10-20 16:44:01,784 - mmaction - INFO - Epoch [208][380/396] lr: 2.631e-02, eta: 9:30:44, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6380, top5_acc: 0.8419, loss_cls: 1.4388, loss: 1.4388, grad_norm: 2.8283, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0132, loss/aux0: 1.0132 2020-10-20 16:44:34,884 - mmaction - INFO - Saving checkpoint at 208 epochs 2020-10-20 16:46:16,997 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 16:46:17,115 - mmaction - INFO - top1_acc 0.7001 top5_acc 0.8962 2020-10-20 16:46:17,115 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 16:46:17,132 - mmaction - INFO - mean_acc 0.7004 2020-10-20 16:46:17,133 - mmaction - INFO - Now best checkpoint is epoch_208.pth 2020-10-20 16:46:17,181 - mmaction - INFO - Epoch(val) [208][396] top1_acc: 0.7001, top5_acc: 0.8962, mean_class_accuracy: 0.7004 2020-10-20 16:50:06,054 - mmaction - INFO - Epoch [209][20/396] lr: 2.528e-02, eta: 9:29:28, time: 0.927, data_time: 0.000, memory: 8462, top1_acc: 0.6497, top5_acc: 0.8539, loss_cls: 1.3988, loss: 1.3988, grad_norm: 2.7742, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0141, loss/aux0: 1.0141 2020-10-20 16:50:07,017 - mmaction - INFO - Epoch [209][20/396] lr: 2.528e-02, eta: 9:29:33, time: 0.930, data_time: 0.002, memory: 8462, top1_acc: 0.6497, top5_acc: 0.8539, loss_cls: 1.3988, loss: 1.3988, grad_norm: 2.8085, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0271, loss/aux0: 1.0271 2020-10-20 16:50:43,419 - mmaction - INFO - Epoch [209][40/396] lr: 2.528e-02, eta: 9:28:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6357, top5_acc: 0.8458, loss_cls: 1.4429, loss: 1.4429, grad_norm: 2.8403, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0610, loss/aux0: 1.0610 2020-10-20 16:50:44,387 - mmaction - INFO - Epoch [209][40/396] lr: 2.528e-02, eta: 9:28:57, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.6357, top5_acc: 0.8458, loss_cls: 1.4429, loss: 1.4429, grad_norm: 2.8540, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0577, loss/aux0: 1.0577 2020-10-20 16:51:20,842 - mmaction - INFO - Epoch [209][60/396] lr: 2.528e-02, eta: 9:28:17, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6341, top5_acc: 0.8419, loss_cls: 1.4508, loss: 1.4508, grad_norm: 2.8810, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0088, loss/aux0: 1.0088 2020-10-20 16:51:21,813 - mmaction - INFO - Epoch [209][60/396] lr: 2.528e-02, eta: 9:28:21, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6341, top5_acc: 0.8419, loss_cls: 1.4508, loss: 1.4508, grad_norm: 2.8747, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9927, loss/aux0: 0.9927 2020-10-20 16:51:58,333 - mmaction - INFO - Epoch [209][80/396] lr: 2.528e-02, eta: 9:27:41, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6339, top5_acc: 0.8422, loss_cls: 1.4553, loss: 1.4553, grad_norm: 2.7781, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9904, loss/aux0: 0.9904 2020-10-20 16:51:59,328 - mmaction - INFO - Epoch [209][80/396] lr: 2.528e-02, eta: 9:27:46, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6339, top5_acc: 0.8422, loss_cls: 1.4553, loss: 1.4553, grad_norm: 2.7685, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9995, loss/aux0: 0.9995 2020-10-20 16:52:35,822 - mmaction - INFO - Epoch [209][100/396] lr: 2.528e-02, eta: 9:27:06, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6508, top5_acc: 0.8487, loss_cls: 1.4218, loss: 1.4218, grad_norm: 2.8961, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0614, loss/aux0: 1.0614 2020-10-20 16:52:36,770 - mmaction - INFO - Epoch [209][100/396] lr: 2.528e-02, eta: 9:27:10, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6508, top5_acc: 0.8487, loss_cls: 1.4218, loss: 1.4218, grad_norm: 2.9022, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0566, loss/aux0: 1.0566 2020-10-20 16:53:13,282 - mmaction - INFO - Epoch [209][120/396] lr: 2.528e-02, eta: 9:26:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6529, top5_acc: 0.8607, loss_cls: 1.3732, loss: 1.3732, grad_norm: 2.8573, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9908, loss/aux0: 0.9908 2020-10-20 16:53:14,266 - mmaction - INFO - Epoch [209][120/396] lr: 2.528e-02, eta: 9:26:34, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6529, top5_acc: 0.8607, loss_cls: 1.3732, loss: 1.3732, grad_norm: 2.8326, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9819, loss/aux0: 0.9819 2020-10-20 16:53:50,777 - mmaction - INFO - Epoch [209][140/396] lr: 2.528e-02, eta: 9:25:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6331, top5_acc: 0.8359, loss_cls: 1.4865, loss: 1.4865, grad_norm: 2.8243, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.9091, loss_cls/aux0: 1.0163, loss/aux0: 1.0163 2020-10-20 16:53:51,731 - mmaction - INFO - Epoch [209][140/396] lr: 2.528e-02, eta: 9:25:59, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6331, top5_acc: 0.8359, loss_cls: 1.4865, loss: 1.4865, grad_norm: 2.8301, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0289, loss/aux0: 1.0289 2020-10-20 16:54:28,387 - mmaction - INFO - Epoch [209][160/396] lr: 2.528e-02, eta: 9:25:19, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6359, top5_acc: 0.8414, loss_cls: 1.4466, loss: 1.4466, grad_norm: 2.7787, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9499, loss/aux0: 0.9499 2020-10-20 16:54:29,360 - mmaction - INFO - Epoch [209][160/396] lr: 2.528e-02, eta: 9:25:23, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.6359, top5_acc: 0.8414, loss_cls: 1.4466, loss: 1.4466, grad_norm: 2.7736, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9510, loss/aux0: 0.9510 2020-10-20 16:55:05,968 - mmaction - INFO - Epoch [209][180/396] lr: 2.528e-02, eta: 9:24:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6208, top5_acc: 0.8372, loss_cls: 1.5102, loss: 1.5102, grad_norm: 2.7548, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9648, loss/aux0: 0.9648 2020-10-20 16:55:06,958 - mmaction - INFO - Epoch [209][180/396] lr: 2.528e-02, eta: 9:24:47, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.6208, top5_acc: 0.8372, loss_cls: 1.5102, loss: 1.5102, grad_norm: 2.7471, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9610, loss/aux0: 0.9610 2020-10-20 16:55:43,539 - mmaction - INFO - Epoch [209][200/396] lr: 2.528e-02, eta: 9:24:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6346, top5_acc: 0.8404, loss_cls: 1.4646, loss: 1.4646, grad_norm: 2.7205, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9644, loss/aux0: 0.9644 2020-10-20 16:55:44,510 - mmaction - INFO - Epoch [209][200/396] lr: 2.528e-02, eta: 9:24:12, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6346, top5_acc: 0.8404, loss_cls: 1.4646, loss: 1.4646, grad_norm: 2.7117, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9606, loss/aux0: 0.9606 2020-10-20 16:56:21,062 - mmaction - INFO - Epoch [209][220/396] lr: 2.528e-02, eta: 9:23:32, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6409, top5_acc: 0.8443, loss_cls: 1.4497, loss: 1.4497, grad_norm: 2.8887, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9903, loss/aux0: 0.9903 2020-10-20 16:56:22,096 - mmaction - INFO - Epoch [209][220/396] lr: 2.528e-02, eta: 9:23:36, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6409, top5_acc: 0.8443, loss_cls: 1.4497, loss: 1.4497, grad_norm: 2.8715, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9060, loss_cls/aux0: 0.9866, loss/aux0: 0.9866 2020-10-20 16:56:58,699 - mmaction - INFO - Epoch [209][240/396] lr: 2.528e-02, eta: 9:22:56, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.6336, top5_acc: 0.8492, loss_cls: 1.4461, loss: 1.4461, grad_norm: 2.8069, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9940, loss/aux0: 0.9940 2020-10-20 16:56:59,639 - mmaction - INFO - Epoch [209][240/396] lr: 2.528e-02, eta: 9:23:01, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6336, top5_acc: 0.8492, loss_cls: 1.4461, loss: 1.4461, grad_norm: 2.8302, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0091, loss/aux0: 1.0091 2020-10-20 16:57:36,310 - mmaction - INFO - Epoch [209][260/396] lr: 2.528e-02, eta: 9:22:21, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6255, top5_acc: 0.8432, loss_cls: 1.4678, loss: 1.4678, grad_norm: 2.9016, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0316, loss/aux0: 1.0316 2020-10-20 16:57:37,260 - mmaction - INFO - Epoch [209][260/396] lr: 2.528e-02, eta: 9:22:25, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6255, top5_acc: 0.8432, loss_cls: 1.4678, loss: 1.4678, grad_norm: 2.8818, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0160, loss/aux0: 1.0160 2020-10-20 16:58:13,902 - mmaction - INFO - Epoch [209][280/396] lr: 2.528e-02, eta: 9:21:45, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8315, loss_cls: 1.5337, loss: 1.5337, grad_norm: 2.8672, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0195, loss/aux0: 1.0195 2020-10-20 16:58:14,860 - mmaction - INFO - Epoch [209][280/396] lr: 2.528e-02, eta: 9:21:49, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8315, loss_cls: 1.5337, loss: 1.5337, grad_norm: 2.8568, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0191, loss/aux0: 1.0191 2020-10-20 16:58:51,384 - mmaction - INFO - Epoch [209][300/396] lr: 2.528e-02, eta: 9:21:09, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6336, top5_acc: 0.8385, loss_cls: 1.4700, loss: 1.4700, grad_norm: 2.9146, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0023, loss/aux0: 1.0023 2020-10-20 16:58:52,384 - mmaction - INFO - Epoch [209][300/396] lr: 2.528e-02, eta: 9:21:14, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6336, top5_acc: 0.8385, loss_cls: 1.4700, loss: 1.4700, grad_norm: 2.8952, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0080, loss/aux0: 1.0080 2020-10-20 16:59:29,013 - mmaction - INFO - Epoch [209][320/396] lr: 2.528e-02, eta: 9:20:34, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6292, top5_acc: 0.8471, loss_cls: 1.4513, loss: 1.4513, grad_norm: 2.8148, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9412, loss/aux0: 0.9412 2020-10-20 16:59:29,951 - mmaction - INFO - Epoch [209][320/396] lr: 2.528e-02, eta: 9:20:38, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6292, top5_acc: 0.8471, loss_cls: 1.4513, loss: 1.4513, grad_norm: 2.8180, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9470, loss/aux0: 0.9470 2020-10-20 17:00:06,513 - mmaction - INFO - Epoch [209][340/396] lr: 2.528e-02, eta: 9:19:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6294, top5_acc: 0.8435, loss_cls: 1.4600, loss: 1.4600, grad_norm: 2.7997, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9805, loss/aux0: 0.9805 2020-10-20 17:00:07,473 - mmaction - INFO - Epoch [209][340/396] lr: 2.528e-02, eta: 9:20:02, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6294, top5_acc: 0.8435, loss_cls: 1.4600, loss: 1.4600, grad_norm: 2.8068, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9847, loss/aux0: 0.9847 2020-10-20 17:00:44,083 - mmaction - INFO - Epoch [209][360/396] lr: 2.528e-02, eta: 9:19:22, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8310, loss_cls: 1.5102, loss: 1.5102, grad_norm: 2.8599, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0401, loss/aux0: 1.0401 2020-10-20 17:00:45,034 - mmaction - INFO - Epoch [209][360/396] lr: 2.528e-02, eta: 9:19:27, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8310, loss_cls: 1.5102, loss: 1.5102, grad_norm: 2.8632, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0369, loss/aux0: 1.0369 2020-10-20 17:01:21,526 - mmaction - INFO - Epoch [209][380/396] lr: 2.528e-02, eta: 9:18:47, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6357, top5_acc: 0.8497, loss_cls: 1.4554, loss: 1.4554, grad_norm: 2.8839, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9518, loss/aux0: 0.9518 2020-10-20 17:01:22,540 - mmaction - INFO - Epoch [209][380/396] lr: 2.528e-02, eta: 9:18:51, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6357, top5_acc: 0.8497, loss_cls: 1.4554, loss: 1.4554, grad_norm: 2.9009, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9539, loss/aux0: 0.9539 2020-10-20 17:05:58,934 - mmaction - INFO - Epoch [210][20/396] lr: 2.427e-02, eta: 9:17:36, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6346, top5_acc: 0.8456, loss_cls: 1.4445, loss: 1.4445, grad_norm: 2.8440, top1_acc/aux0: 0.7538, top5_acc/aux0: 0.9082, loss_cls/aux0: 0.9855, loss/aux0: 0.9855 2020-10-20 17:05:59,887 - mmaction - INFO - Epoch [210][20/396] lr: 2.427e-02, eta: 9:17:40, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.6346, top5_acc: 0.8456, loss_cls: 1.4445, loss: 1.4445, grad_norm: 2.8637, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9958, loss/aux0: 0.9958 2020-10-20 17:06:36,306 - mmaction - INFO - Epoch [210][40/396] lr: 2.427e-02, eta: 9:17:00, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6461, top5_acc: 0.8482, loss_cls: 1.4292, loss: 1.4292, grad_norm: 2.7555, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0494, loss/aux0: 1.0494 2020-10-20 17:06:37,338 - mmaction - INFO - Epoch [210][40/396] lr: 2.427e-02, eta: 9:17:04, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6461, top5_acc: 0.8482, loss_cls: 1.4292, loss: 1.4292, grad_norm: 2.7760, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0389, loss/aux0: 1.0389 2020-10-20 17:07:13,827 - mmaction - INFO - Epoch [210][60/396] lr: 2.427e-02, eta: 9:16:24, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8500, loss_cls: 1.4031, loss: 1.4031, grad_norm: 2.8614, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9520, loss/aux0: 0.9520 2020-10-20 17:07:14,828 - mmaction - INFO - Epoch [210][60/396] lr: 2.427e-02, eta: 9:16:29, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8500, loss_cls: 1.4031, loss: 1.4031, grad_norm: 2.8508, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9541, loss/aux0: 0.9541 2020-10-20 17:07:51,268 - mmaction - INFO - Epoch [210][80/396] lr: 2.427e-02, eta: 9:15:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6404, top5_acc: 0.8424, loss_cls: 1.4313, loss: 1.4313, grad_norm: 2.8213, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9964, loss/aux0: 0.9964 2020-10-20 17:07:52,239 - mmaction - INFO - Epoch [210][80/396] lr: 2.427e-02, eta: 9:15:53, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6404, top5_acc: 0.8424, loss_cls: 1.4313, loss: 1.4313, grad_norm: 2.8071, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9938, loss/aux0: 0.9938 2020-10-20 17:08:28,706 - mmaction - INFO - Epoch [210][100/396] lr: 2.427e-02, eta: 9:15:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6440, top5_acc: 0.8503, loss_cls: 1.4116, loss: 1.4116, grad_norm: 2.8246, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9813, loss/aux0: 0.9813 2020-10-20 17:08:29,671 - mmaction - INFO - Epoch [210][100/396] lr: 2.427e-02, eta: 9:15:17, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.6440, top5_acc: 0.8503, loss_cls: 1.4116, loss: 1.4116, grad_norm: 2.8478, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9826, loss/aux0: 0.9826 2020-10-20 17:09:06,168 - mmaction - INFO - Epoch [210][120/396] lr: 2.427e-02, eta: 9:14:38, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8477, loss_cls: 1.4161, loss: 1.4161, grad_norm: 2.8553, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9047, loss_cls/aux0: 0.9982, loss/aux0: 0.9982 2020-10-20 17:09:07,102 - mmaction - INFO - Epoch [210][120/396] lr: 2.427e-02, eta: 9:14:42, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8477, loss_cls: 1.4161, loss: 1.4161, grad_norm: 2.8541, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9966, loss/aux0: 0.9966 2020-10-20 17:09:43,588 - mmaction - INFO - Epoch [210][140/396] lr: 2.427e-02, eta: 9:14:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6302, top5_acc: 0.8458, loss_cls: 1.4335, loss: 1.4335, grad_norm: 2.8486, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9539, loss/aux0: 0.9539 2020-10-20 17:09:44,556 - mmaction - INFO - Epoch [210][140/396] lr: 2.427e-02, eta: 9:14:06, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6302, top5_acc: 0.8458, loss_cls: 1.4335, loss: 1.4335, grad_norm: 2.8411, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9523, loss/aux0: 0.9523 2020-10-20 17:10:21,098 - mmaction - INFO - Epoch [210][160/396] lr: 2.427e-02, eta: 9:13:26, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6438, top5_acc: 0.8393, loss_cls: 1.4622, loss: 1.4622, grad_norm: 2.7753, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9583, loss/aux0: 0.9583 2020-10-20 17:10:22,061 - mmaction - INFO - Epoch [210][160/396] lr: 2.427e-02, eta: 9:13:30, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6438, top5_acc: 0.8393, loss_cls: 1.4622, loss: 1.4622, grad_norm: 2.7424, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9565, loss/aux0: 0.9565 2020-10-20 17:10:58,974 - mmaction - INFO - Epoch [210][180/396] lr: 2.427e-02, eta: 9:12:51, time: 0.956, data_time: 0.000, memory: 8462, top1_acc: 0.6487, top5_acc: 0.8492, loss_cls: 1.4102, loss: 1.4102, grad_norm: 2.8826, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0026, loss/aux0: 1.0026 2020-10-20 17:10:59,967 - mmaction - INFO - Epoch [210][180/396] lr: 2.427e-02, eta: 9:12:55, time: 0.960, data_time: 0.003, memory: 8462, top1_acc: 0.6487, top5_acc: 0.8492, loss_cls: 1.4102, loss: 1.4102, grad_norm: 2.9175, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0169, loss/aux0: 1.0169 2020-10-20 17:11:36,807 - mmaction - INFO - Epoch [210][200/396] lr: 2.427e-02, eta: 9:12:15, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6393, top5_acc: 0.8490, loss_cls: 1.4068, loss: 1.4068, grad_norm: 2.9193, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9081, loss_cls/aux0: 1.0078, loss/aux0: 1.0078 2020-10-20 17:11:37,793 - mmaction - INFO - Epoch [210][200/396] lr: 2.427e-02, eta: 9:12:19, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6393, top5_acc: 0.8490, loss_cls: 1.4068, loss: 1.4068, grad_norm: 2.9080, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9984, loss/aux0: 0.9984 2020-10-20 17:12:14,286 - mmaction - INFO - Epoch [210][220/396] lr: 2.427e-02, eta: 9:11:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6440, top5_acc: 0.8500, loss_cls: 1.4051, loss: 1.4051, grad_norm: 2.8093, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9865, loss/aux0: 0.9865 2020-10-20 17:12:15,237 - mmaction - INFO - Epoch [210][220/396] lr: 2.427e-02, eta: 9:11:44, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6440, top5_acc: 0.8500, loss_cls: 1.4051, loss: 1.4051, grad_norm: 2.8193, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9794, loss/aux0: 0.9794 2020-10-20 17:12:51,756 - mmaction - INFO - Epoch [210][240/396] lr: 2.427e-02, eta: 9:11:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6247, top5_acc: 0.8375, loss_cls: 1.4593, loss: 1.4593, grad_norm: 2.7691, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9455, loss/aux0: 0.9455 2020-10-20 17:12:52,772 - mmaction - INFO - Epoch [210][240/396] lr: 2.427e-02, eta: 9:11:08, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6247, top5_acc: 0.8375, loss_cls: 1.4593, loss: 1.4593, grad_norm: 2.7726, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9496, loss/aux0: 0.9496 2020-10-20 17:13:29,235 - mmaction - INFO - Epoch [210][260/396] lr: 2.427e-02, eta: 9:10:28, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.6479, top5_acc: 0.8503, loss_cls: 1.4032, loss: 1.4032, grad_norm: 2.8827, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9578, loss/aux0: 0.9578 2020-10-20 17:13:30,213 - mmaction - INFO - Epoch [210][260/396] lr: 2.427e-02, eta: 9:10:32, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.6479, top5_acc: 0.8503, loss_cls: 1.4032, loss: 1.4032, grad_norm: 2.8743, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9563, loss/aux0: 0.9563 2020-10-20 17:14:06,665 - mmaction - INFO - Epoch [210][280/396] lr: 2.427e-02, eta: 9:09:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6409, top5_acc: 0.8427, loss_cls: 1.4614, loss: 1.4614, grad_norm: 2.9101, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0001, loss/aux0: 1.0001 2020-10-20 17:14:07,638 - mmaction - INFO - Epoch [210][280/396] lr: 2.427e-02, eta: 9:09:57, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6409, top5_acc: 0.8427, loss_cls: 1.4614, loss: 1.4614, grad_norm: 2.9081, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9034, loss_cls/aux0: 0.9974, loss/aux0: 0.9974 2020-10-20 17:14:44,195 - mmaction - INFO - Epoch [210][300/396] lr: 2.427e-02, eta: 9:09:17, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8492, loss_cls: 1.4266, loss: 1.4266, grad_norm: 2.8649, top1_acc/aux0: 0.7388, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0034, loss/aux0: 1.0034 2020-10-20 17:14:45,186 - mmaction - INFO - Epoch [210][300/396] lr: 2.427e-02, eta: 9:09:21, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8492, loss_cls: 1.4266, loss: 1.4266, grad_norm: 2.8497, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0127, loss/aux0: 1.0127 2020-10-20 17:15:21,646 - mmaction - INFO - Epoch [210][320/396] lr: 2.427e-02, eta: 9:08:41, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6328, top5_acc: 0.8422, loss_cls: 1.4479, loss: 1.4479, grad_norm: 2.8477, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0053, loss/aux0: 1.0053 2020-10-20 17:15:22,589 - mmaction - INFO - Epoch [210][320/396] lr: 2.427e-02, eta: 9:08:45, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6328, top5_acc: 0.8422, loss_cls: 1.4479, loss: 1.4479, grad_norm: 2.8518, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9112, loss_cls/aux0: 1.0017, loss/aux0: 1.0017 2020-10-20 17:15:58,997 - mmaction - INFO - Epoch [210][340/396] lr: 2.427e-02, eta: 9:08:05, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6443, top5_acc: 0.8469, loss_cls: 1.4374, loss: 1.4374, grad_norm: 2.8516, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0511, loss/aux0: 1.0511 2020-10-20 17:16:00,011 - mmaction - INFO - Epoch [210][340/396] lr: 2.427e-02, eta: 9:08:10, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.6443, top5_acc: 0.8469, loss_cls: 1.4374, loss: 1.4374, grad_norm: 2.8520, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0598, loss/aux0: 1.0598 2020-10-20 17:16:36,444 - mmaction - INFO - Epoch [210][360/396] lr: 2.427e-02, eta: 9:07:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8372, loss_cls: 1.4517, loss: 1.4517, grad_norm: 2.8479, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9717, loss/aux0: 0.9717 2020-10-20 17:16:37,384 - mmaction - INFO - Epoch [210][360/396] lr: 2.427e-02, eta: 9:07:34, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6323, top5_acc: 0.8372, loss_cls: 1.4517, loss: 1.4517, grad_norm: 2.8487, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9562, loss/aux0: 0.9562 2020-10-20 17:17:13,867 - mmaction - INFO - Epoch [210][380/396] lr: 2.427e-02, eta: 9:06:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6370, top5_acc: 0.8393, loss_cls: 1.4725, loss: 1.4725, grad_norm: 2.9024, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9937, loss/aux0: 0.9937 2020-10-20 17:17:14,814 - mmaction - INFO - Epoch [210][380/396] lr: 2.427e-02, eta: 9:06:58, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6370, top5_acc: 0.8393, loss_cls: 1.4725, loss: 1.4725, grad_norm: 2.9086, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0035, loss/aux0: 1.0035 2020-10-20 17:21:49,193 - mmaction - INFO - Epoch [211][20/396] lr: 2.327e-02, eta: 9:05:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6401, top5_acc: 0.8505, loss_cls: 1.4068, loss: 1.4068, grad_norm: 2.8446, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9134, loss_cls/aux0: 0.9677, loss/aux0: 0.9677 2020-10-20 17:21:50,117 - mmaction - INFO - Epoch [211][20/396] lr: 2.327e-02, eta: 9:05:47, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.6401, top5_acc: 0.8505, loss_cls: 1.4068, loss: 1.4068, grad_norm: 2.8256, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9594, loss/aux0: 0.9594 2020-10-20 17:22:26,633 - mmaction - INFO - Epoch [211][40/396] lr: 2.327e-02, eta: 9:05:08, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6458, top5_acc: 0.8492, loss_cls: 1.4095, loss: 1.4095, grad_norm: 2.8606, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9948, loss/aux0: 0.9948 2020-10-20 17:22:27,586 - mmaction - INFO - Epoch [211][40/396] lr: 2.327e-02, eta: 9:05:12, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6458, top5_acc: 0.8492, loss_cls: 1.4095, loss: 1.4095, grad_norm: 2.8508, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9977, loss/aux0: 0.9977 2020-10-20 17:23:04,143 - mmaction - INFO - Epoch [211][60/396] lr: 2.327e-02, eta: 9:04:32, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6422, top5_acc: 0.8497, loss_cls: 1.4135, loss: 1.4135, grad_norm: 2.8937, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9564, loss/aux0: 0.9564 2020-10-20 17:23:05,108 - mmaction - INFO - Epoch [211][60/396] lr: 2.327e-02, eta: 9:04:36, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6422, top5_acc: 0.8497, loss_cls: 1.4135, loss: 1.4135, grad_norm: 2.9147, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9572, loss/aux0: 0.9572 2020-10-20 17:23:41,606 - mmaction - INFO - Epoch [211][80/396] lr: 2.327e-02, eta: 9:03:56, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6477, top5_acc: 0.8492, loss_cls: 1.4176, loss: 1.4176, grad_norm: 2.8025, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9901, loss/aux0: 0.9901 2020-10-20 17:23:42,565 - mmaction - INFO - Epoch [211][80/396] lr: 2.327e-02, eta: 9:04:00, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6477, top5_acc: 0.8492, loss_cls: 1.4176, loss: 1.4176, grad_norm: 2.8093, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9862, loss/aux0: 0.9862 2020-10-20 17:24:19,072 - mmaction - INFO - Epoch [211][100/396] lr: 2.327e-02, eta: 9:03:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6625, top5_acc: 0.8586, loss_cls: 1.3485, loss: 1.3485, grad_norm: 2.7722, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9347, loss/aux0: 0.9347 2020-10-20 17:24:20,073 - mmaction - INFO - Epoch [211][100/396] lr: 2.327e-02, eta: 9:03:25, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6625, top5_acc: 0.8586, loss_cls: 1.3485, loss: 1.3485, grad_norm: 2.7719, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9317, loss/aux0: 0.9317 2020-10-20 17:24:56,543 - mmaction - INFO - Epoch [211][120/396] lr: 2.327e-02, eta: 9:02:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6440, top5_acc: 0.8510, loss_cls: 1.4183, loss: 1.4183, grad_norm: 2.8636, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9776, loss/aux0: 0.9776 2020-10-20 17:24:57,516 - mmaction - INFO - Epoch [211][120/396] lr: 2.327e-02, eta: 9:02:49, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6440, top5_acc: 0.8510, loss_cls: 1.4183, loss: 1.4183, grad_norm: 2.8714, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9863, loss/aux0: 0.9863 2020-10-20 17:25:34,085 - mmaction - INFO - Epoch [211][140/396] lr: 2.327e-02, eta: 9:02:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6544, top5_acc: 0.8464, loss_cls: 1.3992, loss: 1.3992, grad_norm: 2.8141, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9788, loss/aux0: 0.9788 2020-10-20 17:25:35,119 - mmaction - INFO - Epoch [211][140/396] lr: 2.327e-02, eta: 9:02:13, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6544, top5_acc: 0.8464, loss_cls: 1.3992, loss: 1.3992, grad_norm: 2.8354, top1_acc/aux0: 0.7492, top5_acc/aux0: 0.9023, loss_cls/aux0: 0.9945, loss/aux0: 0.9945 2020-10-20 17:26:11,656 - mmaction - INFO - Epoch [211][160/396] lr: 2.327e-02, eta: 9:01:34, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6383, top5_acc: 0.8451, loss_cls: 1.4264, loss: 1.4264, grad_norm: 2.8179, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9065, loss_cls/aux0: 0.9951, loss/aux0: 0.9951 2020-10-20 17:26:12,600 - mmaction - INFO - Epoch [211][160/396] lr: 2.327e-02, eta: 9:01:38, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6383, top5_acc: 0.8451, loss_cls: 1.4264, loss: 1.4264, grad_norm: 2.8299, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9874, loss/aux0: 0.9874 2020-10-20 17:26:49,167 - mmaction - INFO - Epoch [211][180/396] lr: 2.327e-02, eta: 9:00:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6461, top5_acc: 0.8453, loss_cls: 1.3993, loss: 1.3993, grad_norm: 2.8810, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9897, loss/aux0: 0.9897 2020-10-20 17:26:50,142 - mmaction - INFO - Epoch [211][180/396] lr: 2.327e-02, eta: 9:01:02, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.6461, top5_acc: 0.8453, loss_cls: 1.3993, loss: 1.3993, grad_norm: 2.8706, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9778, loss/aux0: 0.9778 2020-10-20 17:27:26,683 - mmaction - INFO - Epoch [211][200/396] lr: 2.327e-02, eta: 9:00:22, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6339, top5_acc: 0.8430, loss_cls: 1.4439, loss: 1.4439, grad_norm: 2.8826, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9834, loss/aux0: 0.9834 2020-10-20 17:27:27,636 - mmaction - INFO - Epoch [211][200/396] lr: 2.327e-02, eta: 9:00:26, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6339, top5_acc: 0.8430, loss_cls: 1.4439, loss: 1.4439, grad_norm: 2.8803, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9876, loss/aux0: 0.9876 2020-10-20 17:28:04,193 - mmaction - INFO - Epoch [211][220/396] lr: 2.327e-02, eta: 8:59:47, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6430, top5_acc: 0.8414, loss_cls: 1.4498, loss: 1.4498, grad_norm: 2.8636, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9708, loss/aux0: 0.9708 2020-10-20 17:28:05,144 - mmaction - INFO - Epoch [211][220/396] lr: 2.327e-02, eta: 8:59:51, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6430, top5_acc: 0.8414, loss_cls: 1.4498, loss: 1.4498, grad_norm: 2.8424, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9688, loss/aux0: 0.9688 2020-10-20 17:28:41,834 - mmaction - INFO - Epoch [211][240/396] lr: 2.327e-02, eta: 8:59:11, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6266, top5_acc: 0.8362, loss_cls: 1.4758, loss: 1.4758, grad_norm: 2.8919, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9739, loss/aux0: 0.9739 2020-10-20 17:28:42,815 - mmaction - INFO - Epoch [211][240/396] lr: 2.327e-02, eta: 8:59:15, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.6266, top5_acc: 0.8362, loss_cls: 1.4758, loss: 1.4758, grad_norm: 2.8872, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9788, loss/aux0: 0.9788 2020-10-20 17:29:19,529 - mmaction - INFO - Epoch [211][260/396] lr: 2.327e-02, eta: 8:58:35, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8396, loss_cls: 1.4368, loss: 1.4368, grad_norm: 2.9098, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9884, loss/aux0: 0.9884 2020-10-20 17:29:20,476 - mmaction - INFO - Epoch [211][260/396] lr: 2.327e-02, eta: 8:58:39, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8396, loss_cls: 1.4368, loss: 1.4368, grad_norm: 2.8916, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9834, loss/aux0: 0.9834 2020-10-20 17:29:57,012 - mmaction - INFO - Epoch [211][280/396] lr: 2.327e-02, eta: 8:58:00, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6336, top5_acc: 0.8406, loss_cls: 1.4312, loss: 1.4312, grad_norm: 2.9000, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9648, loss/aux0: 0.9648 2020-10-20 17:29:57,963 - mmaction - INFO - Epoch [211][280/396] lr: 2.327e-02, eta: 8:58:04, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6336, top5_acc: 0.8406, loss_cls: 1.4312, loss: 1.4312, grad_norm: 2.9136, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9785, loss/aux0: 0.9785 2020-10-20 17:30:34,509 - mmaction - INFO - Epoch [211][300/396] lr: 2.327e-02, eta: 8:57:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8419, loss_cls: 1.4154, loss: 1.4154, grad_norm: 2.8627, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9013, loss_cls/aux0: 0.9834, loss/aux0: 0.9834 2020-10-20 17:30:35,495 - mmaction - INFO - Epoch [211][300/396] lr: 2.327e-02, eta: 8:57:28, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8419, loss_cls: 1.4154, loss: 1.4154, grad_norm: 2.8663, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9044, loss_cls/aux0: 0.9767, loss/aux0: 0.9767 2020-10-20 17:31:12,066 - mmaction - INFO - Epoch [211][320/396] lr: 2.327e-02, eta: 8:56:48, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6461, top5_acc: 0.8526, loss_cls: 1.3982, loss: 1.3982, grad_norm: 2.9574, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9702, loss/aux0: 0.9702 2020-10-20 17:31:13,052 - mmaction - INFO - Epoch [211][320/396] lr: 2.327e-02, eta: 8:56:52, time: 0.941, data_time: 0.005, memory: 8462, top1_acc: 0.6461, top5_acc: 0.8526, loss_cls: 1.3982, loss: 1.3982, grad_norm: 2.9673, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9680, loss/aux0: 0.9680 2020-10-20 17:31:49,649 - mmaction - INFO - Epoch [211][340/396] lr: 2.327e-02, eta: 8:56:13, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6328, top5_acc: 0.8424, loss_cls: 1.4711, loss: 1.4711, grad_norm: 2.9241, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9955, loss/aux0: 0.9955 2020-10-20 17:31:50,644 - mmaction - INFO - Epoch [211][340/396] lr: 2.327e-02, eta: 8:56:17, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.6328, top5_acc: 0.8424, loss_cls: 1.4711, loss: 1.4711, grad_norm: 2.9189, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9949, loss/aux0: 0.9949 2020-10-20 17:32:27,132 - mmaction - INFO - Epoch [211][360/396] lr: 2.327e-02, eta: 8:55:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6333, top5_acc: 0.8346, loss_cls: 1.4842, loss: 1.4842, grad_norm: 2.8875, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9796, loss/aux0: 0.9796 2020-10-20 17:32:28,083 - mmaction - INFO - Epoch [211][360/396] lr: 2.327e-02, eta: 8:55:41, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6333, top5_acc: 0.8346, loss_cls: 1.4842, loss: 1.4842, grad_norm: 2.8886, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9813, loss/aux0: 0.9813 2020-10-20 17:33:04,605 - mmaction - INFO - Epoch [211][380/396] lr: 2.327e-02, eta: 8:55:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6474, top5_acc: 0.8474, loss_cls: 1.4035, loss: 1.4035, grad_norm: 2.8818, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9776, loss/aux0: 0.9776 2020-10-20 17:33:05,566 - mmaction - INFO - Epoch [211][380/396] lr: 2.327e-02, eta: 8:55:05, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6474, top5_acc: 0.8474, loss_cls: 1.4035, loss: 1.4035, grad_norm: 2.9018, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9927, loss/aux0: 0.9927 2020-10-20 17:37:28,596 - mmaction - INFO - Epoch [212][20/396] lr: 2.230e-02, eta: 8:53:51, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.6482, top5_acc: 0.8503, loss_cls: 1.4196, loss: 1.4196, grad_norm: 2.7999, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.9096, loss/aux0: 0.9096 2020-10-20 17:37:29,567 - mmaction - INFO - Epoch [212][20/396] lr: 2.230e-02, eta: 8:53:55, time: 0.932, data_time: 0.003, memory: 8462, top1_acc: 0.6482, top5_acc: 0.8503, loss_cls: 1.4196, loss: 1.4196, grad_norm: 2.7871, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.9147, loss/aux0: 0.9147 2020-10-20 17:38:06,014 - mmaction - INFO - Epoch [212][40/396] lr: 2.230e-02, eta: 8:53:15, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6414, top5_acc: 0.8513, loss_cls: 1.4056, loss: 1.4056, grad_norm: 2.9622, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9833, loss/aux0: 0.9833 2020-10-20 17:38:06,967 - mmaction - INFO - Epoch [212][40/396] lr: 2.230e-02, eta: 8:53:19, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6414, top5_acc: 0.8513, loss_cls: 1.4056, loss: 1.4056, grad_norm: 2.9390, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9741, loss/aux0: 0.9741 2020-10-20 17:38:43,597 - mmaction - INFO - Epoch [212][60/396] lr: 2.230e-02, eta: 8:52:39, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.6568, top5_acc: 0.8521, loss_cls: 1.3720, loss: 1.3720, grad_norm: 2.9131, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9108, loss/aux0: 0.9108 2020-10-20 17:38:44,559 - mmaction - INFO - Epoch [212][60/396] lr: 2.230e-02, eta: 8:52:43, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.6568, top5_acc: 0.8521, loss_cls: 1.3720, loss: 1.3720, grad_norm: 2.8977, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9120, loss/aux0: 0.9120 2020-10-20 17:39:21,119 - mmaction - INFO - Epoch [212][80/396] lr: 2.230e-02, eta: 8:52:04, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6456, top5_acc: 0.8490, loss_cls: 1.4038, loss: 1.4038, grad_norm: 2.9477, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9157, loss/aux0: 0.9157 2020-10-20 17:39:22,076 - mmaction - INFO - Epoch [212][80/396] lr: 2.230e-02, eta: 8:52:08, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6456, top5_acc: 0.8490, loss_cls: 1.4038, loss: 1.4038, grad_norm: 2.9296, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9179, loss/aux0: 0.9179 2020-10-20 17:39:58,600 - mmaction - INFO - Epoch [212][100/396] lr: 2.230e-02, eta: 8:51:28, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6443, top5_acc: 0.8414, loss_cls: 1.4145, loss: 1.4145, grad_norm: 2.9300, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9525, loss/aux0: 0.9525 2020-10-20 17:39:59,556 - mmaction - INFO - Epoch [212][100/396] lr: 2.230e-02, eta: 8:51:32, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6443, top5_acc: 0.8414, loss_cls: 1.4145, loss: 1.4145, grad_norm: 2.9330, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9606, loss/aux0: 0.9606 2020-10-20 17:40:36,172 - mmaction - INFO - Epoch [212][120/396] lr: 2.230e-02, eta: 8:50:52, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6544, top5_acc: 0.8612, loss_cls: 1.3433, loss: 1.3433, grad_norm: 2.9054, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9641, loss/aux0: 0.9641 2020-10-20 17:40:37,128 - mmaction - INFO - Epoch [212][120/396] lr: 2.230e-02, eta: 8:50:56, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6544, top5_acc: 0.8612, loss_cls: 1.3433, loss: 1.3433, grad_norm: 2.9274, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9555, loss/aux0: 0.9555 2020-10-20 17:41:13,699 - mmaction - INFO - Epoch [212][140/396] lr: 2.230e-02, eta: 8:50:17, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6393, top5_acc: 0.8539, loss_cls: 1.4332, loss: 1.4332, grad_norm: 2.8893, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9619, loss/aux0: 0.9619 2020-10-20 17:41:14,669 - mmaction - INFO - Epoch [212][140/396] lr: 2.230e-02, eta: 8:50:21, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6393, top5_acc: 0.8539, loss_cls: 1.4332, loss: 1.4332, grad_norm: 2.8840, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9581, loss/aux0: 0.9581 2020-10-20 17:41:51,243 - mmaction - INFO - Epoch [212][160/396] lr: 2.230e-02, eta: 8:49:41, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6367, top5_acc: 0.8448, loss_cls: 1.4317, loss: 1.4317, grad_norm: 2.8708, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9432, loss/aux0: 0.9432 2020-10-20 17:41:52,278 - mmaction - INFO - Epoch [212][160/396] lr: 2.230e-02, eta: 8:49:45, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6367, top5_acc: 0.8448, loss_cls: 1.4317, loss: 1.4317, grad_norm: 2.8760, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9554, loss/aux0: 0.9554 2020-10-20 17:42:28,765 - mmaction - INFO - Epoch [212][180/396] lr: 2.230e-02, eta: 8:49:05, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6526, top5_acc: 0.8581, loss_cls: 1.3568, loss: 1.3568, grad_norm: 2.8887, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9736, loss/aux0: 0.9736 2020-10-20 17:42:29,743 - mmaction - INFO - Epoch [212][180/396] lr: 2.230e-02, eta: 8:49:09, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6526, top5_acc: 0.8581, loss_cls: 1.3568, loss: 1.3568, grad_norm: 2.8976, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9693, loss/aux0: 0.9693 2020-10-20 17:43:06,254 - mmaction - INFO - Epoch [212][200/396] lr: 2.230e-02, eta: 8:48:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6424, top5_acc: 0.8479, loss_cls: 1.4517, loss: 1.4517, grad_norm: 2.9961, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0053, loss/aux0: 1.0053 2020-10-20 17:43:07,232 - mmaction - INFO - Epoch [212][200/396] lr: 2.230e-02, eta: 8:48:34, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6424, top5_acc: 0.8479, loss_cls: 1.4517, loss: 1.4517, grad_norm: 2.9960, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0025, loss/aux0: 1.0025 2020-10-20 17:43:43,784 - mmaction - INFO - Epoch [212][220/396] lr: 2.230e-02, eta: 8:47:54, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6542, top5_acc: 0.8510, loss_cls: 1.4071, loss: 1.4071, grad_norm: 2.8369, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9433, loss/aux0: 0.9433 2020-10-20 17:43:44,769 - mmaction - INFO - Epoch [212][220/396] lr: 2.230e-02, eta: 8:47:58, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6542, top5_acc: 0.8510, loss_cls: 1.4071, loss: 1.4071, grad_norm: 2.8318, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9436, loss/aux0: 0.9436 2020-10-20 17:44:21,308 - mmaction - INFO - Epoch [212][240/396] lr: 2.230e-02, eta: 8:47:18, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6492, top5_acc: 0.8484, loss_cls: 1.4059, loss: 1.4059, grad_norm: 2.8936, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.9410, loss/aux0: 0.9410 2020-10-20 17:44:22,295 - mmaction - INFO - Epoch [212][240/396] lr: 2.230e-02, eta: 8:47:22, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6492, top5_acc: 0.8484, loss_cls: 1.4059, loss: 1.4059, grad_norm: 2.9030, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9498, loss/aux0: 0.9498 2020-10-20 17:44:58,773 - mmaction - INFO - Epoch [212][260/396] lr: 2.230e-02, eta: 8:46:43, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6443, top5_acc: 0.8497, loss_cls: 1.4041, loss: 1.4041, grad_norm: 2.9170, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0064, loss/aux0: 1.0064 2020-10-20 17:44:59,739 - mmaction - INFO - Epoch [212][260/396] lr: 2.230e-02, eta: 8:46:46, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6443, top5_acc: 0.8497, loss_cls: 1.4041, loss: 1.4041, grad_norm: 2.9296, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0063, loss/aux0: 1.0063 2020-10-20 17:45:36,267 - mmaction - INFO - Epoch [212][280/396] lr: 2.230e-02, eta: 8:46:07, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6388, top5_acc: 0.8445, loss_cls: 1.4261, loss: 1.4261, grad_norm: 2.9152, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9848, loss/aux0: 0.9848 2020-10-20 17:45:37,223 - mmaction - INFO - Epoch [212][280/396] lr: 2.230e-02, eta: 8:46:11, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6388, top5_acc: 0.8445, loss_cls: 1.4261, loss: 1.4261, grad_norm: 2.9198, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9062, loss_cls/aux0: 0.9850, loss/aux0: 0.9850 2020-10-20 17:46:13,745 - mmaction - INFO - Epoch [212][300/396] lr: 2.230e-02, eta: 8:45:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6372, top5_acc: 0.8430, loss_cls: 1.4295, loss: 1.4295, grad_norm: 2.9543, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0089, loss/aux0: 1.0089 2020-10-20 17:46:14,700 - mmaction - INFO - Epoch [212][300/396] lr: 2.230e-02, eta: 8:45:35, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6372, top5_acc: 0.8430, loss_cls: 1.4295, loss: 1.4295, grad_norm: 2.9230, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9955, loss/aux0: 0.9955 2020-10-20 17:46:51,391 - mmaction - INFO - Epoch [212][320/396] lr: 2.230e-02, eta: 8:44:56, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6487, top5_acc: 0.8479, loss_cls: 1.4161, loss: 1.4161, grad_norm: 2.8787, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9418, loss/aux0: 0.9418 2020-10-20 17:46:52,337 - mmaction - INFO - Epoch [212][320/396] lr: 2.230e-02, eta: 8:44:59, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6487, top5_acc: 0.8479, loss_cls: 1.4161, loss: 1.4161, grad_norm: 2.8851, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9468, loss/aux0: 0.9468 2020-10-20 17:47:28,928 - mmaction - INFO - Epoch [212][340/396] lr: 2.230e-02, eta: 8:44:20, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.6505, top5_acc: 0.8396, loss_cls: 1.4230, loss: 1.4230, grad_norm: 2.8012, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9291, loss/aux0: 0.9291 2020-10-20 17:47:29,877 - mmaction - INFO - Epoch [212][340/396] lr: 2.230e-02, eta: 8:44:24, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6505, top5_acc: 0.8396, loss_cls: 1.4230, loss: 1.4230, grad_norm: 2.8208, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9368, loss/aux0: 0.9368 2020-10-20 17:48:06,461 - mmaction - INFO - Epoch [212][360/396] lr: 2.230e-02, eta: 8:43:44, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8589, loss_cls: 1.3983, loss: 1.3983, grad_norm: 2.9309, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9404, loss/aux0: 0.9404 2020-10-20 17:48:07,426 - mmaction - INFO - Epoch [212][360/396] lr: 2.230e-02, eta: 8:43:48, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8589, loss_cls: 1.3983, loss: 1.3983, grad_norm: 2.9283, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9427, loss/aux0: 0.9427 2020-10-20 17:48:44,014 - mmaction - INFO - Epoch [212][380/396] lr: 2.230e-02, eta: 8:43:09, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6539, top5_acc: 0.8487, loss_cls: 1.3773, loss: 1.3773, grad_norm: 2.9153, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9706, loss/aux0: 0.9706 2020-10-20 17:48:44,973 - mmaction - INFO - Epoch [212][380/396] lr: 2.230e-02, eta: 8:43:12, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6539, top5_acc: 0.8487, loss_cls: 1.3773, loss: 1.3773, grad_norm: 2.8985, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9689, loss/aux0: 0.9689 2020-10-20 17:53:36,990 - mmaction - INFO - Epoch [213][20/396] lr: 2.134e-02, eta: 8:41:58, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8451, loss_cls: 1.4262, loss: 1.4262, grad_norm: 2.9905, top1_acc/aux0: 0.7601, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9587, loss/aux0: 0.9587 2020-10-20 17:53:37,961 - mmaction - INFO - Epoch [213][20/396] lr: 2.134e-02, eta: 8:42:02, time: 0.937, data_time: 0.005, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8451, loss_cls: 1.4262, loss: 1.4262, grad_norm: 2.9904, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9485, loss/aux0: 0.9485 2020-10-20 17:54:14,378 - mmaction - INFO - Epoch [213][40/396] lr: 2.134e-02, eta: 8:41:22, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6435, top5_acc: 0.8432, loss_cls: 1.4191, loss: 1.4191, grad_norm: 2.9368, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9215, loss/aux0: 0.9215 2020-10-20 17:54:15,328 - mmaction - INFO - Epoch [213][40/396] lr: 2.134e-02, eta: 8:41:26, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6435, top5_acc: 0.8432, loss_cls: 1.4191, loss: 1.4191, grad_norm: 2.9320, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9251, loss/aux0: 0.9251 2020-10-20 17:54:51,886 - mmaction - INFO - Epoch [213][60/396] lr: 2.134e-02, eta: 8:40:47, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6565, top5_acc: 0.8513, loss_cls: 1.3733, loss: 1.3733, grad_norm: 2.9583, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9283, loss/aux0: 0.9283 2020-10-20 17:54:52,826 - mmaction - INFO - Epoch [213][60/396] lr: 2.134e-02, eta: 8:40:51, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6565, top5_acc: 0.8513, loss_cls: 1.3733, loss: 1.3733, grad_norm: 2.9867, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9373, loss/aux0: 0.9373 2020-10-20 17:55:29,548 - mmaction - INFO - Epoch [213][80/396] lr: 2.134e-02, eta: 8:40:11, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6482, top5_acc: 0.8456, loss_cls: 1.4084, loss: 1.4084, grad_norm: 2.9789, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9795, loss/aux0: 0.9795 2020-10-20 17:55:30,581 - mmaction - INFO - Epoch [213][80/396] lr: 2.134e-02, eta: 8:40:15, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6482, top5_acc: 0.8456, loss_cls: 1.4084, loss: 1.4084, grad_norm: 2.9821, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9794, loss/aux0: 0.9794 2020-10-20 17:56:07,107 - mmaction - INFO - Epoch [213][100/396] lr: 2.134e-02, eta: 8:39:35, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6638, top5_acc: 0.8646, loss_cls: 1.2917, loss: 1.2917, grad_norm: 2.9169, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9652, loss/aux0: 0.9652 2020-10-20 17:56:08,086 - mmaction - INFO - Epoch [213][100/396] lr: 2.134e-02, eta: 8:39:39, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6638, top5_acc: 0.8646, loss_cls: 1.2917, loss: 1.2917, grad_norm: 2.8801, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9552, loss/aux0: 0.9552 2020-10-20 17:56:44,649 - mmaction - INFO - Epoch [213][120/396] lr: 2.134e-02, eta: 8:39:00, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6549, top5_acc: 0.8581, loss_cls: 1.3839, loss: 1.3839, grad_norm: 2.8867, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9036, loss_cls/aux0: 0.9996, loss/aux0: 0.9996 2020-10-20 17:56:45,679 - mmaction - INFO - Epoch [213][120/396] lr: 2.134e-02, eta: 8:39:04, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.6549, top5_acc: 0.8581, loss_cls: 1.3839, loss: 1.3839, grad_norm: 2.8672, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0072, loss/aux0: 1.0072 2020-10-20 17:57:22,265 - mmaction - INFO - Epoch [213][140/396] lr: 2.134e-02, eta: 8:38:24, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6396, top5_acc: 0.8424, loss_cls: 1.4346, loss: 1.4346, grad_norm: 2.9677, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9625, loss/aux0: 0.9625 2020-10-20 17:57:23,267 - mmaction - INFO - Epoch [213][140/396] lr: 2.134e-02, eta: 8:38:28, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6396, top5_acc: 0.8424, loss_cls: 1.4346, loss: 1.4346, grad_norm: 2.9863, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9699, loss/aux0: 0.9699 2020-10-20 17:57:59,831 - mmaction - INFO - Epoch [213][160/396] lr: 2.134e-02, eta: 8:37:48, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6294, top5_acc: 0.8357, loss_cls: 1.4598, loss: 1.4598, grad_norm: 2.8953, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9216, loss/aux0: 0.9216 2020-10-20 17:58:00,784 - mmaction - INFO - Epoch [213][160/396] lr: 2.134e-02, eta: 8:37:52, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6294, top5_acc: 0.8357, loss_cls: 1.4598, loss: 1.4598, grad_norm: 2.8716, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9175, loss/aux0: 0.9175 2020-10-20 17:58:37,272 - mmaction - INFO - Epoch [213][180/396] lr: 2.134e-02, eta: 8:37:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6474, top5_acc: 0.8487, loss_cls: 1.4178, loss: 1.4178, grad_norm: 2.8656, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9078, loss/aux0: 0.9078 2020-10-20 17:58:38,218 - mmaction - INFO - Epoch [213][180/396] lr: 2.134e-02, eta: 8:37:17, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6474, top5_acc: 0.8487, loss_cls: 1.4178, loss: 1.4178, grad_norm: 2.8729, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.9005, loss/aux0: 0.9005 2020-10-20 17:59:14,748 - mmaction - INFO - Epoch [213][200/396] lr: 2.134e-02, eta: 8:36:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6461, top5_acc: 0.8417, loss_cls: 1.4057, loss: 1.4057, grad_norm: 2.9650, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9575, loss/aux0: 0.9575 2020-10-20 17:59:15,702 - mmaction - INFO - Epoch [213][200/396] lr: 2.134e-02, eta: 8:36:41, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6461, top5_acc: 0.8417, loss_cls: 1.4057, loss: 1.4057, grad_norm: 2.9631, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9540, loss/aux0: 0.9540 2020-10-20 17:59:52,197 - mmaction - INFO - Epoch [213][220/396] lr: 2.134e-02, eta: 8:36:01, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6349, top5_acc: 0.8477, loss_cls: 1.4346, loss: 1.4346, grad_norm: 2.9591, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9354, loss/aux0: 0.9354 2020-10-20 17:59:53,180 - mmaction - INFO - Epoch [213][220/396] lr: 2.134e-02, eta: 8:36:05, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.6349, top5_acc: 0.8477, loss_cls: 1.4346, loss: 1.4346, grad_norm: 2.9363, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9395, loss/aux0: 0.9395 2020-10-20 18:00:35,941 - mmaction - INFO - Epoch [213][240/396] lr: 2.134e-02, eta: 8:35:26, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.6466, top5_acc: 0.8477, loss_cls: 1.3877, loss: 1.3877, grad_norm: 2.9781, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9648, loss/aux0: 0.9648 2020-10-20 18:00:36,976 - mmaction - INFO - Epoch [213][240/396] lr: 2.134e-02, eta: 8:35:29, time: 0.948, data_time: 0.008, memory: 8462, top1_acc: 0.6466, top5_acc: 0.8477, loss_cls: 1.3877, loss: 1.3877, grad_norm: 2.9849, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9687, loss/aux0: 0.9687 2020-10-20 18:01:13,559 - mmaction - INFO - Epoch [213][260/396] lr: 2.134e-02, eta: 8:34:50, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6378, top5_acc: 0.8479, loss_cls: 1.3963, loss: 1.3963, grad_norm: 2.9841, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9834, loss/aux0: 0.9834 2020-10-20 18:01:14,565 - mmaction - INFO - Epoch [213][260/396] lr: 2.134e-02, eta: 8:34:54, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.6378, top5_acc: 0.8479, loss_cls: 1.3963, loss: 1.3963, grad_norm: 2.9760, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9740, loss/aux0: 0.9740 2020-10-20 18:01:51,064 - mmaction - INFO - Epoch [213][280/396] lr: 2.134e-02, eta: 8:34:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6583, top5_acc: 0.8432, loss_cls: 1.4111, loss: 1.4111, grad_norm: 2.9212, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9361, loss/aux0: 0.9361 2020-10-20 18:01:52,067 - mmaction - INFO - Epoch [213][280/396] lr: 2.134e-02, eta: 8:34:18, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6583, top5_acc: 0.8432, loss_cls: 1.4111, loss: 1.4111, grad_norm: 2.9244, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9433, loss/aux0: 0.9433 2020-10-20 18:02:28,532 - mmaction - INFO - Epoch [213][300/396] lr: 2.134e-02, eta: 8:33:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6378, top5_acc: 0.8409, loss_cls: 1.4744, loss: 1.4744, grad_norm: 3.0362, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9728, loss/aux0: 0.9728 2020-10-20 18:02:29,490 - mmaction - INFO - Epoch [213][300/396] lr: 2.134e-02, eta: 8:33:42, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6378, top5_acc: 0.8409, loss_cls: 1.4744, loss: 1.4744, grad_norm: 3.0345, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9674, loss/aux0: 0.9674 2020-10-20 18:03:06,006 - mmaction - INFO - Epoch [213][320/396] lr: 2.134e-02, eta: 8:33:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6510, top5_acc: 0.8479, loss_cls: 1.3848, loss: 1.3848, grad_norm: 2.9460, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9467, loss/aux0: 0.9467 2020-10-20 18:03:06,953 - mmaction - INFO - Epoch [213][320/396] lr: 2.134e-02, eta: 8:33:07, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6510, top5_acc: 0.8479, loss_cls: 1.3848, loss: 1.3848, grad_norm: 2.9505, top1_acc/aux0: 0.7518, top5_acc/aux0: 0.9063, loss_cls/aux0: 0.9567, loss/aux0: 0.9567 2020-10-20 18:03:43,565 - mmaction - INFO - Epoch [213][340/396] lr: 2.134e-02, eta: 8:32:27, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6518, top5_acc: 0.8492, loss_cls: 1.4002, loss: 1.4002, grad_norm: 2.9546, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9361, loss/aux0: 0.9361 2020-10-20 18:03:44,551 - mmaction - INFO - Epoch [213][340/396] lr: 2.134e-02, eta: 8:32:31, time: 0.944, data_time: 0.003, memory: 8462, top1_acc: 0.6518, top5_acc: 0.8492, loss_cls: 1.4002, loss: 1.4002, grad_norm: 2.9590, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9328, loss/aux0: 0.9328 2020-10-20 18:04:20,998 - mmaction - INFO - Epoch [213][360/396] lr: 2.134e-02, eta: 8:31:52, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6505, top5_acc: 0.8523, loss_cls: 1.4082, loss: 1.4082, grad_norm: 3.0141, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9945, loss/aux0: 0.9945 2020-10-20 18:04:21,965 - mmaction - INFO - Epoch [213][360/396] lr: 2.134e-02, eta: 8:31:55, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6505, top5_acc: 0.8523, loss_cls: 1.4082, loss: 1.4082, grad_norm: 3.0007, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9107, loss_cls/aux0: 1.0034, loss/aux0: 1.0034 2020-10-20 18:04:58,477 - mmaction - INFO - Epoch [213][380/396] lr: 2.134e-02, eta: 8:31:16, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6333, top5_acc: 0.8443, loss_cls: 1.4412, loss: 1.4412, grad_norm: 3.0792, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9036, loss_cls/aux0: 0.9948, loss/aux0: 0.9948 2020-10-20 18:04:59,433 - mmaction - INFO - Epoch [213][380/396] lr: 2.134e-02, eta: 8:31:20, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6333, top5_acc: 0.8443, loss_cls: 1.4412, loss: 1.4412, grad_norm: 3.0747, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9810, loss/aux0: 0.9810 2020-10-20 18:10:00,460 - mmaction - INFO - Epoch [214][20/396] lr: 2.040e-02, eta: 8:30:06, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6443, top5_acc: 0.8518, loss_cls: 1.3775, loss: 1.3775, grad_norm: 2.9595, top1_acc/aux0: 0.7571, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9538, loss/aux0: 0.9538 2020-10-20 18:10:01,415 - mmaction - INFO - Epoch [214][20/396] lr: 2.040e-02, eta: 8:30:09, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.6443, top5_acc: 0.8518, loss_cls: 1.3775, loss: 1.3775, grad_norm: 2.9621, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9511, loss/aux0: 0.9511 2020-10-20 18:10:37,808 - mmaction - INFO - Epoch [214][40/396] lr: 2.040e-02, eta: 8:29:30, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6596, top5_acc: 0.8526, loss_cls: 1.3587, loss: 1.3587, grad_norm: 2.9698, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9601, loss/aux0: 0.9601 2020-10-20 18:10:38,805 - mmaction - INFO - Epoch [214][40/396] lr: 2.040e-02, eta: 8:29:34, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6596, top5_acc: 0.8526, loss_cls: 1.3587, loss: 1.3587, grad_norm: 3.0074, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9654, loss/aux0: 0.9654 2020-10-20 18:11:15,290 - mmaction - INFO - Epoch [214][60/396] lr: 2.040e-02, eta: 8:28:54, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6690, top5_acc: 0.8586, loss_cls: 1.3365, loss: 1.3365, grad_norm: 2.8739, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9417, loss/aux0: 0.9417 2020-10-20 18:11:16,256 - mmaction - INFO - Epoch [214][60/396] lr: 2.040e-02, eta: 8:28:58, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6690, top5_acc: 0.8586, loss_cls: 1.3365, loss: 1.3365, grad_norm: 2.8867, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9292, loss/aux0: 0.9292 2020-10-20 18:11:52,815 - mmaction - INFO - Epoch [214][80/396] lr: 2.040e-02, eta: 8:28:19, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6641, top5_acc: 0.8568, loss_cls: 1.3459, loss: 1.3459, grad_norm: 2.9974, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9439, loss/aux0: 0.9439 2020-10-20 18:11:53,765 - mmaction - INFO - Epoch [214][80/396] lr: 2.040e-02, eta: 8:28:22, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6641, top5_acc: 0.8568, loss_cls: 1.3459, loss: 1.3459, grad_norm: 3.0027, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9637, loss/aux0: 0.9637 2020-10-20 18:12:30,308 - mmaction - INFO - Epoch [214][100/396] lr: 2.040e-02, eta: 8:27:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6510, top5_acc: 0.8602, loss_cls: 1.3709, loss: 1.3709, grad_norm: 2.9260, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9378, loss/aux0: 0.9378 2020-10-20 18:12:31,285 - mmaction - INFO - Epoch [214][100/396] lr: 2.040e-02, eta: 8:27:47, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6510, top5_acc: 0.8602, loss_cls: 1.3709, loss: 1.3709, grad_norm: 2.9319, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9226, loss/aux0: 0.9226 2020-10-20 18:13:07,812 - mmaction - INFO - Epoch [214][120/396] lr: 2.040e-02, eta: 8:27:07, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6505, top5_acc: 0.8500, loss_cls: 1.3675, loss: 1.3675, grad_norm: 3.0361, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9345, loss/aux0: 0.9345 2020-10-20 18:13:08,830 - mmaction - INFO - Epoch [214][120/396] lr: 2.040e-02, eta: 8:27:11, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6505, top5_acc: 0.8500, loss_cls: 1.3675, loss: 1.3675, grad_norm: 3.0319, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9354, loss/aux0: 0.9354 2020-10-20 18:13:45,466 - mmaction - INFO - Epoch [214][140/396] lr: 2.040e-02, eta: 8:26:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6370, top5_acc: 0.8503, loss_cls: 1.4351, loss: 1.4351, grad_norm: 2.9837, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9325, loss/aux0: 0.9325 2020-10-20 18:13:46,425 - mmaction - INFO - Epoch [214][140/396] lr: 2.040e-02, eta: 8:26:35, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6370, top5_acc: 0.8503, loss_cls: 1.4351, loss: 1.4351, grad_norm: 2.9510, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9314, loss/aux0: 0.9314 2020-10-20 18:14:22,948 - mmaction - INFO - Epoch [214][160/396] lr: 2.040e-02, eta: 8:25:56, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6451, top5_acc: 0.8497, loss_cls: 1.3881, loss: 1.3881, grad_norm: 3.0736, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9386, loss/aux0: 0.9386 2020-10-20 18:14:23,913 - mmaction - INFO - Epoch [214][160/396] lr: 2.040e-02, eta: 8:26:00, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6451, top5_acc: 0.8497, loss_cls: 1.3881, loss: 1.3881, grad_norm: 3.0761, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9559, loss/aux0: 0.9559 2020-10-20 18:15:00,475 - mmaction - INFO - Epoch [214][180/396] lr: 2.040e-02, eta: 8:25:20, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.6482, top5_acc: 0.8508, loss_cls: 1.3993, loss: 1.3993, grad_norm: 2.9382, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9440, loss/aux0: 0.9440 2020-10-20 18:15:01,433 - mmaction - INFO - Epoch [214][180/396] lr: 2.040e-02, eta: 8:25:24, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.6482, top5_acc: 0.8508, loss_cls: 1.3993, loss: 1.3993, grad_norm: 2.9418, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9325, loss/aux0: 0.9325 2020-10-20 18:15:38,008 - mmaction - INFO - Epoch [214][200/396] lr: 2.040e-02, eta: 8:24:44, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6622, top5_acc: 0.8497, loss_cls: 1.3784, loss: 1.3784, grad_norm: 3.0347, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9392, loss/aux0: 0.9392 2020-10-20 18:15:38,959 - mmaction - INFO - Epoch [214][200/396] lr: 2.040e-02, eta: 8:24:48, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6622, top5_acc: 0.8497, loss_cls: 1.3784, loss: 1.3784, grad_norm: 3.0442, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9335, loss/aux0: 0.9335 2020-10-20 18:16:15,604 - mmaction - INFO - Epoch [214][220/396] lr: 2.040e-02, eta: 8:24:09, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6568, top5_acc: 0.8560, loss_cls: 1.3492, loss: 1.3492, grad_norm: 2.9182, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9408, loss/aux0: 0.9408 2020-10-20 18:16:16,598 - mmaction - INFO - Epoch [214][220/396] lr: 2.040e-02, eta: 8:24:12, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.6568, top5_acc: 0.8560, loss_cls: 1.3492, loss: 1.3492, grad_norm: 2.9146, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9483, loss/aux0: 0.9483 2020-10-20 18:16:53,233 - mmaction - INFO - Epoch [214][240/396] lr: 2.040e-02, eta: 8:23:33, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6495, top5_acc: 0.8453, loss_cls: 1.4020, loss: 1.4020, grad_norm: 2.9833, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9293, loss/aux0: 0.9293 2020-10-20 18:16:54,174 - mmaction - INFO - Epoch [214][240/396] lr: 2.040e-02, eta: 8:23:37, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6495, top5_acc: 0.8453, loss_cls: 1.4020, loss: 1.4020, grad_norm: 2.9890, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9382, loss/aux0: 0.9382 2020-10-20 18:17:30,679 - mmaction - INFO - Epoch [214][260/396] lr: 2.040e-02, eta: 8:22:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6331, top5_acc: 0.8529, loss_cls: 1.4128, loss: 1.4128, grad_norm: 2.9741, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9756, loss/aux0: 0.9756 2020-10-20 18:17:31,659 - mmaction - INFO - Epoch [214][260/396] lr: 2.040e-02, eta: 8:23:01, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6331, top5_acc: 0.8529, loss_cls: 1.4128, loss: 1.4128, grad_norm: 2.9693, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9577, loss/aux0: 0.9577 2020-10-20 18:18:08,159 - mmaction - INFO - Epoch [214][280/396] lr: 2.040e-02, eta: 8:22:22, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6643, top5_acc: 0.8549, loss_cls: 1.3456, loss: 1.3456, grad_norm: 2.9012, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8946, loss/aux0: 0.8946 2020-10-20 18:18:09,142 - mmaction - INFO - Epoch [214][280/396] lr: 2.040e-02, eta: 8:22:25, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6643, top5_acc: 0.8549, loss_cls: 1.3456, loss: 1.3456, grad_norm: 2.8884, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.9001, loss/aux0: 0.9001 2020-10-20 18:18:45,816 - mmaction - INFO - Epoch [214][300/396] lr: 2.040e-02, eta: 8:21:46, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6432, top5_acc: 0.8505, loss_cls: 1.3971, loss: 1.3971, grad_norm: 2.9205, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9540, loss/aux0: 0.9540 2020-10-20 18:18:46,787 - mmaction - INFO - Epoch [214][300/396] lr: 2.040e-02, eta: 8:21:50, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.6432, top5_acc: 0.8505, loss_cls: 1.3971, loss: 1.3971, grad_norm: 2.9371, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9607, loss/aux0: 0.9607 2020-10-20 18:19:23,283 - mmaction - INFO - Epoch [214][320/396] lr: 2.040e-02, eta: 8:21:10, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6505, top5_acc: 0.8503, loss_cls: 1.3851, loss: 1.3851, grad_norm: 2.9862, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9758, loss/aux0: 0.9758 2020-10-20 18:19:24,245 - mmaction - INFO - Epoch [214][320/396] lr: 2.040e-02, eta: 8:21:14, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6505, top5_acc: 0.8503, loss_cls: 1.3851, loss: 1.3851, grad_norm: 2.9813, top1_acc/aux0: 0.7492, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9681, loss/aux0: 0.9681 2020-10-20 18:20:00,767 - mmaction - INFO - Epoch [214][340/396] lr: 2.040e-02, eta: 8:20:35, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6484, top5_acc: 0.8557, loss_cls: 1.3906, loss: 1.3906, grad_norm: 3.0082, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9315, loss/aux0: 0.9315 2020-10-20 18:20:01,797 - mmaction - INFO - Epoch [214][340/396] lr: 2.040e-02, eta: 8:20:38, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6484, top5_acc: 0.8557, loss_cls: 1.3906, loss: 1.3906, grad_norm: 2.9977, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9261, loss/aux0: 0.9261 2020-10-20 18:20:38,367 - mmaction - INFO - Epoch [214][360/396] lr: 2.040e-02, eta: 8:19:59, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6466, top5_acc: 0.8529, loss_cls: 1.3987, loss: 1.3987, grad_norm: 2.9157, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9312, loss/aux0: 0.9312 2020-10-20 18:20:39,356 - mmaction - INFO - Epoch [214][360/396] lr: 2.040e-02, eta: 8:20:03, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.6466, top5_acc: 0.8529, loss_cls: 1.3987, loss: 1.3987, grad_norm: 2.9287, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9384, loss/aux0: 0.9384 2020-10-20 18:21:15,886 - mmaction - INFO - Epoch [214][380/396] lr: 2.040e-02, eta: 8:19:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6354, top5_acc: 0.8547, loss_cls: 1.4006, loss: 1.4006, grad_norm: 2.8871, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9385, loss/aux0: 0.9385 2020-10-20 18:21:16,864 - mmaction - INFO - Epoch [214][380/396] lr: 2.040e-02, eta: 8:19:27, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6354, top5_acc: 0.8547, loss_cls: 1.4006, loss: 1.4006, grad_norm: 2.8594, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9350, loss/aux0: 0.9350 2020-10-20 18:26:05,610 - mmaction - INFO - Epoch [215][20/396] lr: 1.949e-02, eta: 8:18:13, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.6596, top5_acc: 0.8539, loss_cls: 1.3429, loss: 1.3429, grad_norm: 2.9645, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9131, loss_cls/aux0: 0.9636, loss/aux0: 0.9636 2020-10-20 18:26:06,571 - mmaction - INFO - Epoch [215][20/396] lr: 1.949e-02, eta: 8:18:17, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.6596, top5_acc: 0.8539, loss_cls: 1.3429, loss: 1.3429, grad_norm: 2.9805, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9650, loss/aux0: 0.9650 2020-10-20 18:26:43,044 - mmaction - INFO - Epoch [215][40/396] lr: 1.949e-02, eta: 8:17:37, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6604, top5_acc: 0.8487, loss_cls: 1.3666, loss: 1.3666, grad_norm: 3.0305, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9384, loss/aux0: 0.9384 2020-10-20 18:26:44,013 - mmaction - INFO - Epoch [215][40/396] lr: 1.949e-02, eta: 8:17:41, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.6604, top5_acc: 0.8487, loss_cls: 1.3666, loss: 1.3666, grad_norm: 3.0235, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9353, loss/aux0: 0.9353 2020-10-20 18:27:20,529 - mmaction - INFO - Epoch [215][60/396] lr: 1.949e-02, eta: 8:17:02, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6667, top5_acc: 0.8570, loss_cls: 1.3148, loss: 1.3148, grad_norm: 2.9279, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9397, loss/aux0: 0.9397 2020-10-20 18:27:21,553 - mmaction - INFO - Epoch [215][60/396] lr: 1.949e-02, eta: 8:17:05, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6667, top5_acc: 0.8570, loss_cls: 1.3148, loss: 1.3148, grad_norm: 2.9317, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9355, loss/aux0: 0.9355 2020-10-20 18:27:58,029 - mmaction - INFO - Epoch [215][80/396] lr: 1.949e-02, eta: 8:16:26, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6815, top5_acc: 0.8695, loss_cls: 1.2638, loss: 1.2638, grad_norm: 2.9292, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9272, loss/aux0: 0.9272 2020-10-20 18:27:59,037 - mmaction - INFO - Epoch [215][80/396] lr: 1.949e-02, eta: 8:16:30, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6815, top5_acc: 0.8695, loss_cls: 1.2638, loss: 1.2638, grad_norm: 2.9326, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9381, loss/aux0: 0.9381 2020-10-20 18:28:35,589 - mmaction - INFO - Epoch [215][100/396] lr: 1.949e-02, eta: 8:15:50, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6505, top5_acc: 0.8526, loss_cls: 1.3735, loss: 1.3735, grad_norm: 2.9761, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9564, loss/aux0: 0.9564 2020-10-20 18:28:36,601 - mmaction - INFO - Epoch [215][100/396] lr: 1.949e-02, eta: 8:15:54, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.6505, top5_acc: 0.8526, loss_cls: 1.3735, loss: 1.3735, grad_norm: 2.9775, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9530, loss/aux0: 0.9530 2020-10-20 18:29:13,118 - mmaction - INFO - Epoch [215][120/396] lr: 1.949e-02, eta: 8:15:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6552, top5_acc: 0.8581, loss_cls: 1.3510, loss: 1.3510, grad_norm: 3.0783, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9471, loss/aux0: 0.9471 2020-10-20 18:29:14,131 - mmaction - INFO - Epoch [215][120/396] lr: 1.949e-02, eta: 8:15:18, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6552, top5_acc: 0.8581, loss_cls: 1.3510, loss: 1.3510, grad_norm: 3.0718, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9404, loss/aux0: 0.9404 2020-10-20 18:29:50,710 - mmaction - INFO - Epoch [215][140/396] lr: 1.949e-02, eta: 8:14:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6620, top5_acc: 0.8552, loss_cls: 1.3379, loss: 1.3379, grad_norm: 2.9496, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9087, loss/aux0: 0.9087 2020-10-20 18:29:51,699 - mmaction - INFO - Epoch [215][140/396] lr: 1.949e-02, eta: 8:14:42, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6620, top5_acc: 0.8552, loss_cls: 1.3379, loss: 1.3379, grad_norm: 2.9545, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9163, loss/aux0: 0.9163 2020-10-20 18:30:28,284 - mmaction - INFO - Epoch [215][160/396] lr: 1.949e-02, eta: 8:14:03, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6625, top5_acc: 0.8591, loss_cls: 1.3424, loss: 1.3424, grad_norm: 3.0452, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9417, loss/aux0: 0.9417 2020-10-20 18:30:29,317 - mmaction - INFO - Epoch [215][160/396] lr: 1.949e-02, eta: 8:14:07, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6625, top5_acc: 0.8591, loss_cls: 1.3424, loss: 1.3424, grad_norm: 3.0370, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9344, loss/aux0: 0.9344 2020-10-20 18:31:05,845 - mmaction - INFO - Epoch [215][180/396] lr: 1.949e-02, eta: 8:13:27, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6651, top5_acc: 0.8620, loss_cls: 1.3139, loss: 1.3139, grad_norm: 2.9866, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9107, loss/aux0: 0.9107 2020-10-20 18:31:06,798 - mmaction - INFO - Epoch [215][180/396] lr: 1.949e-02, eta: 8:13:31, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6651, top5_acc: 0.8620, loss_cls: 1.3139, loss: 1.3139, grad_norm: 2.9918, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9173, loss/aux0: 0.9173 2020-10-20 18:31:43,313 - mmaction - INFO - Epoch [215][200/396] lr: 1.949e-02, eta: 8:12:52, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6766, top5_acc: 0.8589, loss_cls: 1.3033, loss: 1.3033, grad_norm: 3.0059, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9153, loss/aux0: 0.9153 2020-10-20 18:31:44,245 - mmaction - INFO - Epoch [215][200/396] lr: 1.949e-02, eta: 8:12:55, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.6766, top5_acc: 0.8589, loss_cls: 1.3033, loss: 1.3033, grad_norm: 3.0074, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9143, loss/aux0: 0.9143 2020-10-20 18:32:20,807 - mmaction - INFO - Epoch [215][220/396] lr: 1.949e-02, eta: 8:12:16, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6620, top5_acc: 0.8513, loss_cls: 1.3729, loss: 1.3729, grad_norm: 3.0547, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9068, loss/aux0: 0.9068 2020-10-20 18:32:21,772 - mmaction - INFO - Epoch [215][220/396] lr: 1.949e-02, eta: 8:12:20, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6620, top5_acc: 0.8513, loss_cls: 1.3729, loss: 1.3729, grad_norm: 3.0521, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.9016, loss/aux0: 0.9016 2020-10-20 18:32:58,363 - mmaction - INFO - Epoch [215][240/396] lr: 1.949e-02, eta: 8:11:40, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6591, top5_acc: 0.8474, loss_cls: 1.3591, loss: 1.3591, grad_norm: 2.9501, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9094, loss/aux0: 0.9094 2020-10-20 18:32:59,389 - mmaction - INFO - Epoch [215][240/396] lr: 1.949e-02, eta: 8:11:44, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6591, top5_acc: 0.8474, loss_cls: 1.3591, loss: 1.3591, grad_norm: 2.9433, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9080, loss/aux0: 0.9080 2020-10-20 18:33:35,966 - mmaction - INFO - Epoch [215][260/396] lr: 1.949e-02, eta: 8:11:05, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6648, top5_acc: 0.8630, loss_cls: 1.3252, loss: 1.3252, grad_norm: 2.9598, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9307, loss/aux0: 0.9307 2020-10-20 18:33:36,935 - mmaction - INFO - Epoch [215][260/396] lr: 1.949e-02, eta: 8:11:08, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6648, top5_acc: 0.8630, loss_cls: 1.3252, loss: 1.3252, grad_norm: 2.9509, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9372, loss/aux0: 0.9372 2020-10-20 18:34:13,356 - mmaction - INFO - Epoch [215][280/396] lr: 1.949e-02, eta: 8:10:29, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6667, top5_acc: 0.8589, loss_cls: 1.3308, loss: 1.3308, grad_norm: 2.9907, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9783, loss/aux0: 0.9783 2020-10-20 18:34:14,368 - mmaction - INFO - Epoch [215][280/396] lr: 1.949e-02, eta: 8:10:33, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6667, top5_acc: 0.8589, loss_cls: 1.3308, loss: 1.3308, grad_norm: 2.9756, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9739, loss/aux0: 0.9739 2020-10-20 18:34:50,877 - mmaction - INFO - Epoch [215][300/396] lr: 1.949e-02, eta: 8:09:53, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6687, top5_acc: 0.8648, loss_cls: 1.2957, loss: 1.2957, grad_norm: 2.8827, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9049, loss/aux0: 0.9049 2020-10-20 18:34:51,894 - mmaction - INFO - Epoch [215][300/396] lr: 1.949e-02, eta: 8:09:57, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6687, top5_acc: 0.8648, loss_cls: 1.2957, loss: 1.2957, grad_norm: 2.9035, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9050, loss/aux0: 0.9050 2020-10-20 18:35:28,392 - mmaction - INFO - Epoch [215][320/396] lr: 1.949e-02, eta: 8:09:17, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6607, top5_acc: 0.8544, loss_cls: 1.3554, loss: 1.3554, grad_norm: 2.9429, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8958, loss/aux0: 0.8958 2020-10-20 18:35:29,428 - mmaction - INFO - Epoch [215][320/396] lr: 1.949e-02, eta: 8:09:21, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6607, top5_acc: 0.8544, loss_cls: 1.3554, loss: 1.3554, grad_norm: 2.9484, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8936, loss/aux0: 0.8936 2020-10-20 18:36:05,870 - mmaction - INFO - Epoch [215][340/396] lr: 1.949e-02, eta: 8:08:42, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8549, loss_cls: 1.4013, loss: 1.4013, grad_norm: 2.9461, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9794, loss/aux0: 0.9794 2020-10-20 18:36:06,892 - mmaction - INFO - Epoch [215][340/396] lr: 1.949e-02, eta: 8:08:45, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8549, loss_cls: 1.4013, loss: 1.4013, grad_norm: 2.9457, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9903, loss/aux0: 0.9903 2020-10-20 18:36:43,467 - mmaction - INFO - Epoch [215][360/396] lr: 1.949e-02, eta: 8:08:06, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6570, top5_acc: 0.8596, loss_cls: 1.3607, loss: 1.3607, grad_norm: 2.9834, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9397, loss/aux0: 0.9397 2020-10-20 18:36:44,502 - mmaction - INFO - Epoch [215][360/396] lr: 1.949e-02, eta: 8:08:10, time: 0.946, data_time: 0.002, memory: 8462, top1_acc: 0.6570, top5_acc: 0.8596, loss_cls: 1.3607, loss: 1.3607, grad_norm: 2.9893, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9308, loss/aux0: 0.9308 2020-10-20 18:37:20,966 - mmaction - INFO - Epoch [215][380/396] lr: 1.949e-02, eta: 8:07:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6633, top5_acc: 0.8604, loss_cls: 1.3504, loss: 1.3504, grad_norm: 3.0380, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9880, loss/aux0: 0.9880 2020-10-20 18:37:21,913 - mmaction - INFO - Epoch [215][380/396] lr: 1.949e-02, eta: 8:07:34, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6633, top5_acc: 0.8604, loss_cls: 1.3504, loss: 1.3504, grad_norm: 3.0407, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9865, loss/aux0: 0.9865 2020-10-20 18:42:10,897 - mmaction - INFO - Epoch [216][20/396] lr: 1.859e-02, eta: 8:06:20, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6674, top5_acc: 0.8583, loss_cls: 1.3096, loss: 1.3096, grad_norm: 2.9795, top1_acc/aux0: 0.7486, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9697, loss/aux0: 0.9697 2020-10-20 18:42:11,855 - mmaction - INFO - Epoch [216][20/396] lr: 1.859e-02, eta: 8:06:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6674, top5_acc: 0.8583, loss_cls: 1.3096, loss: 1.3096, grad_norm: 3.0068, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9655, loss/aux0: 0.9655 2020-10-20 18:42:48,292 - mmaction - INFO - Epoch [216][40/396] lr: 1.859e-02, eta: 8:05:45, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6641, top5_acc: 0.8612, loss_cls: 1.3486, loss: 1.3486, grad_norm: 3.0375, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9301, loss/aux0: 0.9301 2020-10-20 18:42:49,238 - mmaction - INFO - Epoch [216][40/396] lr: 1.859e-02, eta: 8:05:48, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.6641, top5_acc: 0.8612, loss_cls: 1.3486, loss: 1.3486, grad_norm: 3.0590, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9312, loss/aux0: 0.9312 2020-10-20 18:43:25,741 - mmaction - INFO - Epoch [216][60/396] lr: 1.859e-02, eta: 8:05:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6654, top5_acc: 0.8539, loss_cls: 1.3412, loss: 1.3412, grad_norm: 2.9230, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9340, loss/aux0: 0.9340 2020-10-20 18:43:26,710 - mmaction - INFO - Epoch [216][60/396] lr: 1.859e-02, eta: 8:05:13, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.6654, top5_acc: 0.8539, loss_cls: 1.3412, loss: 1.3412, grad_norm: 2.9103, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9292, loss/aux0: 0.9292 2020-10-20 18:44:03,196 - mmaction - INFO - Epoch [216][80/396] lr: 1.859e-02, eta: 8:04:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6586, top5_acc: 0.8573, loss_cls: 1.3819, loss: 1.3819, grad_norm: 3.0026, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9346, loss/aux0: 0.9346 2020-10-20 18:44:04,166 - mmaction - INFO - Epoch [216][80/396] lr: 1.859e-02, eta: 8:04:37, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.6586, top5_acc: 0.8573, loss_cls: 1.3819, loss: 1.3819, grad_norm: 2.9998, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9419, loss/aux0: 0.9419 2020-10-20 18:44:40,714 - mmaction - INFO - Epoch [216][100/396] lr: 1.859e-02, eta: 8:03:58, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6682, top5_acc: 0.8565, loss_cls: 1.3427, loss: 1.3427, grad_norm: 2.9749, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9111, loss/aux0: 0.9111 2020-10-20 18:44:41,677 - mmaction - INFO - Epoch [216][100/396] lr: 1.859e-02, eta: 8:04:01, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6682, top5_acc: 0.8565, loss_cls: 1.3427, loss: 1.3427, grad_norm: 2.9856, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9189, loss/aux0: 0.9189 2020-10-20 18:45:18,140 - mmaction - INFO - Epoch [216][120/396] lr: 1.859e-02, eta: 8:03:22, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6612, top5_acc: 0.8531, loss_cls: 1.3646, loss: 1.3646, grad_norm: 2.9494, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9118, loss/aux0: 0.9118 2020-10-20 18:45:19,109 - mmaction - INFO - Epoch [216][120/396] lr: 1.859e-02, eta: 8:03:25, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6612, top5_acc: 0.8531, loss_cls: 1.3646, loss: 1.3646, grad_norm: 2.9441, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.9005, loss/aux0: 0.9005 2020-10-20 18:45:55,598 - mmaction - INFO - Epoch [216][140/396] lr: 1.859e-02, eta: 8:02:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6638, top5_acc: 0.8544, loss_cls: 1.3498, loss: 1.3498, grad_norm: 2.9545, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9209, loss/aux0: 0.9209 2020-10-20 18:45:56,620 - mmaction - INFO - Epoch [216][140/396] lr: 1.859e-02, eta: 8:02:50, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6638, top5_acc: 0.8544, loss_cls: 1.3498, loss: 1.3498, grad_norm: 2.9587, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9252, loss/aux0: 0.9252 2020-10-20 18:46:33,201 - mmaction - INFO - Epoch [216][160/396] lr: 1.859e-02, eta: 8:02:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6563, top5_acc: 0.8552, loss_cls: 1.3641, loss: 1.3641, grad_norm: 3.0081, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9199, loss/aux0: 0.9199 2020-10-20 18:46:34,166 - mmaction - INFO - Epoch [216][160/396] lr: 1.859e-02, eta: 8:02:14, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6563, top5_acc: 0.8552, loss_cls: 1.3641, loss: 1.3641, grad_norm: 3.0136, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9279, loss/aux0: 0.9279 2020-10-20 18:47:10,697 - mmaction - INFO - Epoch [216][180/396] lr: 1.859e-02, eta: 8:01:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6635, top5_acc: 0.8539, loss_cls: 1.3397, loss: 1.3397, grad_norm: 2.9401, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9569, loss/aux0: 0.9569 2020-10-20 18:47:11,649 - mmaction - INFO - Epoch [216][180/396] lr: 1.859e-02, eta: 8:01:38, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6635, top5_acc: 0.8539, loss_cls: 1.3397, loss: 1.3397, grad_norm: 2.9444, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9489, loss/aux0: 0.9489 2020-10-20 18:47:48,205 - mmaction - INFO - Epoch [216][200/396] lr: 1.859e-02, eta: 8:00:59, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6594, top5_acc: 0.8594, loss_cls: 1.3491, loss: 1.3491, grad_norm: 3.0541, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9470, loss/aux0: 0.9470 2020-10-20 18:47:49,151 - mmaction - INFO - Epoch [216][200/396] lr: 1.859e-02, eta: 8:01:03, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6594, top5_acc: 0.8594, loss_cls: 1.3491, loss: 1.3491, grad_norm: 3.0304, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9442, loss/aux0: 0.9442 2020-10-20 18:48:25,848 - mmaction - INFO - Epoch [216][220/396] lr: 1.859e-02, eta: 8:00:23, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6745, top5_acc: 0.8633, loss_cls: 1.3083, loss: 1.3083, grad_norm: 3.0331, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9348, loss/aux0: 0.9348 2020-10-20 18:48:26,796 - mmaction - INFO - Epoch [216][220/396] lr: 1.859e-02, eta: 8:00:27, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.6745, top5_acc: 0.8633, loss_cls: 1.3083, loss: 1.3083, grad_norm: 3.0553, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9253, loss/aux0: 0.9253 2020-10-20 18:49:03,356 - mmaction - INFO - Epoch [216][240/396] lr: 1.859e-02, eta: 7:59:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6591, top5_acc: 0.8643, loss_cls: 1.3244, loss: 1.3244, grad_norm: 2.9877, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8738, loss/aux0: 0.8738 2020-10-20 18:49:04,307 - mmaction - INFO - Epoch [216][240/396] lr: 1.859e-02, eta: 7:59:51, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6591, top5_acc: 0.8643, loss_cls: 1.3244, loss: 1.3244, grad_norm: 2.9997, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8838, loss/aux0: 0.8838 2020-10-20 18:49:40,778 - mmaction - INFO - Epoch [216][260/396] lr: 1.859e-02, eta: 7:59:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6557, top5_acc: 0.8531, loss_cls: 1.3534, loss: 1.3534, grad_norm: 3.0081, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9286, loss/aux0: 0.9286 2020-10-20 18:49:41,766 - mmaction - INFO - Epoch [216][260/396] lr: 1.859e-02, eta: 7:59:15, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6557, top5_acc: 0.8531, loss_cls: 1.3534, loss: 1.3534, grad_norm: 3.0139, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9252, loss/aux0: 0.9252 2020-10-20 18:50:18,227 - mmaction - INFO - Epoch [216][280/396] lr: 1.859e-02, eta: 7:58:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6609, top5_acc: 0.8589, loss_cls: 1.3447, loss: 1.3447, grad_norm: 2.9925, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9363, loss/aux0: 0.9363 2020-10-20 18:50:19,180 - mmaction - INFO - Epoch [216][280/396] lr: 1.859e-02, eta: 7:58:40, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6609, top5_acc: 0.8589, loss_cls: 1.3447, loss: 1.3447, grad_norm: 3.0128, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9484, loss/aux0: 0.9484 2020-10-20 18:50:55,679 - mmaction - INFO - Epoch [216][300/396] lr: 1.859e-02, eta: 7:58:00, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6607, top5_acc: 0.8622, loss_cls: 1.3253, loss: 1.3253, grad_norm: 3.0632, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9388, loss/aux0: 0.9388 2020-10-20 18:50:56,690 - mmaction - INFO - Epoch [216][300/396] lr: 1.859e-02, eta: 7:58:04, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6607, top5_acc: 0.8622, loss_cls: 1.3253, loss: 1.3253, grad_norm: 3.0714, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9257, loss/aux0: 0.9257 2020-10-20 18:51:33,142 - mmaction - INFO - Epoch [216][320/396] lr: 1.859e-02, eta: 7:57:25, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6638, top5_acc: 0.8596, loss_cls: 1.3233, loss: 1.3233, grad_norm: 2.9373, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8816, loss/aux0: 0.8816 2020-10-20 18:51:34,097 - mmaction - INFO - Epoch [216][320/396] lr: 1.859e-02, eta: 7:57:28, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6638, top5_acc: 0.8596, loss_cls: 1.3233, loss: 1.3233, grad_norm: 2.9361, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8850, loss/aux0: 0.8850 2020-10-20 18:52:10,682 - mmaction - INFO - Epoch [216][340/396] lr: 1.859e-02, eta: 7:56:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6638, top5_acc: 0.8557, loss_cls: 1.3708, loss: 1.3708, grad_norm: 3.0850, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9893, loss/aux0: 0.9893 2020-10-20 18:52:11,663 - mmaction - INFO - Epoch [216][340/396] lr: 1.859e-02, eta: 7:56:52, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.6638, top5_acc: 0.8557, loss_cls: 1.3708, loss: 1.3708, grad_norm: 3.0850, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9047, loss_cls/aux0: 0.9922, loss/aux0: 0.9922 2020-10-20 18:52:48,334 - mmaction - INFO - Epoch [216][360/396] lr: 1.859e-02, eta: 7:56:13, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6714, top5_acc: 0.8695, loss_cls: 1.2886, loss: 1.2886, grad_norm: 2.9202, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9498, loss/aux0: 0.9498 2020-10-20 18:52:49,273 - mmaction - INFO - Epoch [216][360/396] lr: 1.859e-02, eta: 7:56:17, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6714, top5_acc: 0.8695, loss_cls: 1.2886, loss: 1.2886, grad_norm: 2.8998, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9384, loss/aux0: 0.9384 2020-10-20 18:53:25,775 - mmaction - INFO - Epoch [216][380/396] lr: 1.859e-02, eta: 7:55:38, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6484, top5_acc: 0.8466, loss_cls: 1.4133, loss: 1.4133, grad_norm: 3.0409, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9156, loss/aux0: 0.9156 2020-10-20 18:53:26,700 - mmaction - INFO - Epoch [216][380/396] lr: 1.859e-02, eta: 7:55:41, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6484, top5_acc: 0.8466, loss_cls: 1.4133, loss: 1.4133, grad_norm: 3.0455, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9275, loss/aux0: 0.9275 2020-10-20 18:53:58,426 - mmaction - INFO - Saving checkpoint at 216 epochs 2020-10-20 18:55:39,533 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 18:55:39,650 - mmaction - INFO - top1_acc 0.7152 top5_acc 0.9033 2020-10-20 18:55:39,650 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 18:55:39,672 - mmaction - INFO - mean_acc 0.7158 2020-10-20 18:55:39,672 - mmaction - INFO - Now best checkpoint is epoch_216.pth 2020-10-20 18:55:39,722 - mmaction - INFO - Epoch(val) [216][396] top1_acc: 0.7152, top5_acc: 0.9033, mean_class_accuracy: 0.7158 2020-10-20 18:59:25,617 - mmaction - INFO - Epoch [217][20/396] lr: 1.771e-02, eta: 7:54:28, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6841, top5_acc: 0.8693, loss_cls: 1.2471, loss: 1.2471, grad_norm: 2.9147, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9151, loss/aux0: 0.9151 2020-10-20 18:59:26,587 - mmaction - INFO - Epoch [217][20/396] lr: 1.771e-02, eta: 7:54:31, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.6841, top5_acc: 0.8693, loss_cls: 1.2471, loss: 1.2471, grad_norm: 2.9534, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9222, loss/aux0: 0.9222 2020-10-20 19:00:02,992 - mmaction - INFO - Epoch [217][40/396] lr: 1.771e-02, eta: 7:53:52, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6664, top5_acc: 0.8669, loss_cls: 1.3086, loss: 1.3086, grad_norm: 3.0832, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9285, loss/aux0: 0.9285 2020-10-20 19:00:03,971 - mmaction - INFO - Epoch [217][40/396] lr: 1.771e-02, eta: 7:53:55, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6664, top5_acc: 0.8669, loss_cls: 1.3086, loss: 1.3086, grad_norm: 3.0899, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9169, loss/aux0: 0.9169 2020-10-20 19:00:40,404 - mmaction - INFO - Epoch [217][60/396] lr: 1.771e-02, eta: 7:53:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6729, top5_acc: 0.8596, loss_cls: 1.3018, loss: 1.3018, grad_norm: 3.0600, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9335, loss/aux0: 0.9335 2020-10-20 19:00:41,430 - mmaction - INFO - Epoch [217][60/396] lr: 1.771e-02, eta: 7:53:20, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6729, top5_acc: 0.8596, loss_cls: 1.3018, loss: 1.3018, grad_norm: 3.0671, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9426, loss/aux0: 0.9426 2020-10-20 19:01:18,010 - mmaction - INFO - Epoch [217][80/396] lr: 1.771e-02, eta: 7:52:41, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6625, top5_acc: 0.8555, loss_cls: 1.3242, loss: 1.3242, grad_norm: 3.0037, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8985, loss/aux0: 0.8985 2020-10-20 19:01:18,973 - mmaction - INFO - Epoch [217][80/396] lr: 1.771e-02, eta: 7:52:44, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6625, top5_acc: 0.8555, loss_cls: 1.3242, loss: 1.3242, grad_norm: 3.0063, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8983, loss/aux0: 0.8983 2020-10-20 19:01:55,528 - mmaction - INFO - Epoch [217][100/396] lr: 1.771e-02, eta: 7:52:05, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6641, top5_acc: 0.8617, loss_cls: 1.3213, loss: 1.3213, grad_norm: 2.9213, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9334, loss/aux0: 0.9334 2020-10-20 19:01:56,564 - mmaction - INFO - Epoch [217][100/396] lr: 1.771e-02, eta: 7:52:08, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.6641, top5_acc: 0.8617, loss_cls: 1.3213, loss: 1.3213, grad_norm: 2.9180, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9226, loss/aux0: 0.9226 2020-10-20 19:02:33,041 - mmaction - INFO - Epoch [217][120/396] lr: 1.771e-02, eta: 7:51:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6716, top5_acc: 0.8654, loss_cls: 1.3011, loss: 1.3011, grad_norm: 3.0843, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9547, loss/aux0: 0.9547 2020-10-20 19:02:34,023 - mmaction - INFO - Epoch [217][120/396] lr: 1.771e-02, eta: 7:51:33, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6716, top5_acc: 0.8654, loss_cls: 1.3011, loss: 1.3011, grad_norm: 3.1017, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9610, loss/aux0: 0.9610 2020-10-20 19:03:10,507 - mmaction - INFO - Epoch [217][140/396] lr: 1.771e-02, eta: 7:50:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6716, top5_acc: 0.8583, loss_cls: 1.2987, loss: 1.2987, grad_norm: 2.9870, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8952, loss/aux0: 0.8952 2020-10-20 19:03:11,450 - mmaction - INFO - Epoch [217][140/396] lr: 1.771e-02, eta: 7:50:57, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6716, top5_acc: 0.8583, loss_cls: 1.2987, loss: 1.2987, grad_norm: 2.9704, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8922, loss/aux0: 0.8922 2020-10-20 19:03:47,920 - mmaction - INFO - Epoch [217][160/396] lr: 1.771e-02, eta: 7:50:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6781, top5_acc: 0.8635, loss_cls: 1.3078, loss: 1.3078, grad_norm: 3.1281, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9525, loss/aux0: 0.9525 2020-10-20 19:03:48,953 - mmaction - INFO - Epoch [217][160/396] lr: 1.771e-02, eta: 7:50:21, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6781, top5_acc: 0.8635, loss_cls: 1.3078, loss: 1.3078, grad_norm: 3.1227, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9556, loss/aux0: 0.9556 2020-10-20 19:04:25,416 - mmaction - INFO - Epoch [217][180/396] lr: 1.771e-02, eta: 7:49:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6648, top5_acc: 0.8612, loss_cls: 1.3510, loss: 1.3510, grad_norm: 3.0921, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9165, loss/aux0: 0.9165 2020-10-20 19:04:26,351 - mmaction - INFO - Epoch [217][180/396] lr: 1.771e-02, eta: 7:49:45, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6648, top5_acc: 0.8612, loss_cls: 1.3510, loss: 1.3510, grad_norm: 3.0906, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9230, loss/aux0: 0.9230 2020-10-20 19:05:02,869 - mmaction - INFO - Epoch [217][200/396] lr: 1.771e-02, eta: 7:49:06, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6570, top5_acc: 0.8557, loss_cls: 1.3734, loss: 1.3734, grad_norm: 3.0167, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9030, loss/aux0: 0.9030 2020-10-20 19:05:03,823 - mmaction - INFO - Epoch [217][200/396] lr: 1.771e-02, eta: 7:49:10, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6570, top5_acc: 0.8557, loss_cls: 1.3734, loss: 1.3734, grad_norm: 3.0206, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8986, loss/aux0: 0.8986 2020-10-20 19:05:40,451 - mmaction - INFO - Epoch [217][220/396] lr: 1.771e-02, eta: 7:48:31, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6633, top5_acc: 0.8578, loss_cls: 1.3394, loss: 1.3394, grad_norm: 2.9727, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9238, loss/aux0: 0.9238 2020-10-20 19:05:41,408 - mmaction - INFO - Epoch [217][220/396] lr: 1.771e-02, eta: 7:48:34, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6633, top5_acc: 0.8578, loss_cls: 1.3394, loss: 1.3394, grad_norm: 2.9811, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9164, loss/aux0: 0.9164 2020-10-20 19:06:17,944 - mmaction - INFO - Epoch [217][240/396] lr: 1.771e-02, eta: 7:47:55, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6672, top5_acc: 0.8596, loss_cls: 1.3332, loss: 1.3332, grad_norm: 3.0371, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9081, loss/aux0: 0.9081 2020-10-20 19:06:18,899 - mmaction - INFO - Epoch [217][240/396] lr: 1.771e-02, eta: 7:47:58, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6672, top5_acc: 0.8596, loss_cls: 1.3332, loss: 1.3332, grad_norm: 3.0528, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9187, loss/aux0: 0.9187 2020-10-20 19:06:55,450 - mmaction - INFO - Epoch [217][260/396] lr: 1.771e-02, eta: 7:47:19, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6708, top5_acc: 0.8479, loss_cls: 1.3433, loss: 1.3433, grad_norm: 2.9167, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9226, loss/aux0: 0.9226 2020-10-20 19:06:56,459 - mmaction - INFO - Epoch [217][260/396] lr: 1.771e-02, eta: 7:47:23, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.6708, top5_acc: 0.8479, loss_cls: 1.3433, loss: 1.3433, grad_norm: 2.9170, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9154, loss/aux0: 0.9154 2020-10-20 19:07:32,965 - mmaction - INFO - Epoch [217][280/396] lr: 1.771e-02, eta: 7:46:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6677, top5_acc: 0.8487, loss_cls: 1.3642, loss: 1.3642, grad_norm: 3.1360, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9174, loss/aux0: 0.9174 2020-10-20 19:07:33,923 - mmaction - INFO - Epoch [217][280/396] lr: 1.771e-02, eta: 7:46:47, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6677, top5_acc: 0.8487, loss_cls: 1.3642, loss: 1.3642, grad_norm: 3.1194, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9142, loss/aux0: 0.9142 2020-10-20 19:08:10,548 - mmaction - INFO - Epoch [217][300/396] lr: 1.771e-02, eta: 7:46:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6688, top5_acc: 0.8604, loss_cls: 1.3388, loss: 1.3388, grad_norm: 3.0914, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9271, loss/aux0: 0.9271 2020-10-20 19:08:11,564 - mmaction - INFO - Epoch [217][300/396] lr: 1.771e-02, eta: 7:46:11, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.6688, top5_acc: 0.8604, loss_cls: 1.3388, loss: 1.3388, grad_norm: 3.1336, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9419, loss/aux0: 0.9419 2020-10-20 19:08:48,064 - mmaction - INFO - Epoch [217][320/396] lr: 1.771e-02, eta: 7:45:32, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6461, top5_acc: 0.8471, loss_cls: 1.3832, loss: 1.3832, grad_norm: 3.1777, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9273, loss/aux0: 0.9273 2020-10-20 19:08:49,065 - mmaction - INFO - Epoch [217][320/396] lr: 1.771e-02, eta: 7:45:35, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.6461, top5_acc: 0.8471, loss_cls: 1.3832, loss: 1.3832, grad_norm: 3.1830, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9212, loss/aux0: 0.9212 2020-10-20 19:09:25,560 - mmaction - INFO - Epoch [217][340/396] lr: 1.771e-02, eta: 7:44:56, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6625, top5_acc: 0.8487, loss_cls: 1.3555, loss: 1.3555, grad_norm: 3.0454, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9322, loss/aux0: 0.9322 2020-10-20 19:09:26,523 - mmaction - INFO - Epoch [217][340/396] lr: 1.771e-02, eta: 7:45:00, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6625, top5_acc: 0.8487, loss_cls: 1.3555, loss: 1.3555, grad_norm: 3.0391, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9276, loss/aux0: 0.9276 2020-10-20 19:10:03,188 - mmaction - INFO - Epoch [217][360/396] lr: 1.771e-02, eta: 7:44:21, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.6565, top5_acc: 0.8518, loss_cls: 1.3722, loss: 1.3722, grad_norm: 3.0601, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8801, loss/aux0: 0.8801 2020-10-20 19:10:04,134 - mmaction - INFO - Epoch [217][360/396] lr: 1.771e-02, eta: 7:44:24, time: 0.946, data_time: 0.002, memory: 8462, top1_acc: 0.6565, top5_acc: 0.8518, loss_cls: 1.3722, loss: 1.3722, grad_norm: 3.0732, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8845, loss/aux0: 0.8845 2020-10-20 19:10:40,599 - mmaction - INFO - Epoch [217][380/396] lr: 1.771e-02, eta: 7:43:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6565, top5_acc: 0.8570, loss_cls: 1.3555, loss: 1.3555, grad_norm: 3.0673, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9162, loss/aux0: 0.9162 2020-10-20 19:10:41,605 - mmaction - INFO - Epoch [217][380/396] lr: 1.771e-02, eta: 7:43:48, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6565, top5_acc: 0.8570, loss_cls: 1.3555, loss: 1.3555, grad_norm: 3.1062, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9141, loss/aux0: 0.9141 2020-10-20 19:15:01,402 - mmaction - INFO - Epoch [218][20/396] lr: 1.685e-02, eta: 7:42:35, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6805, top5_acc: 0.8836, loss_cls: 1.2491, loss: 1.2491, grad_norm: 3.0448, top1_acc/aux0: 0.7662, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.9061, loss/aux0: 0.9061 2020-10-20 19:15:02,366 - mmaction - INFO - Epoch [218][20/396] lr: 1.685e-02, eta: 7:42:38, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.6805, top5_acc: 0.8836, loss_cls: 1.2491, loss: 1.2491, grad_norm: 3.0235, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8984, loss/aux0: 0.8984 2020-10-20 19:15:38,835 - mmaction - INFO - Epoch [218][40/396] lr: 1.685e-02, eta: 7:41:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6659, top5_acc: 0.8586, loss_cls: 1.3376, loss: 1.3376, grad_norm: 3.0177, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9251, loss/aux0: 0.9251 2020-10-20 19:15:39,790 - mmaction - INFO - Epoch [218][40/396] lr: 1.685e-02, eta: 7:42:03, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6659, top5_acc: 0.8586, loss_cls: 1.3376, loss: 1.3376, grad_norm: 2.9865, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9343, loss/aux0: 0.9343 2020-10-20 19:16:16,266 - mmaction - INFO - Epoch [218][60/396] lr: 1.685e-02, eta: 7:41:24, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6568, top5_acc: 0.8531, loss_cls: 1.3687, loss: 1.3687, grad_norm: 3.0207, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8952, loss/aux0: 0.8952 2020-10-20 19:16:17,274 - mmaction - INFO - Epoch [218][60/396] lr: 1.685e-02, eta: 7:41:27, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.6568, top5_acc: 0.8531, loss_cls: 1.3687, loss: 1.3687, grad_norm: 3.0187, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8897, loss/aux0: 0.8897 2020-10-20 19:16:53,708 - mmaction - INFO - Epoch [218][80/396] lr: 1.685e-02, eta: 7:40:48, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6771, top5_acc: 0.8656, loss_cls: 1.2740, loss: 1.2740, grad_norm: 3.0687, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8772, loss/aux0: 0.8772 2020-10-20 19:16:54,709 - mmaction - INFO - Epoch [218][80/396] lr: 1.685e-02, eta: 7:40:51, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6771, top5_acc: 0.8656, loss_cls: 1.2740, loss: 1.2740, grad_norm: 3.0812, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8833, loss/aux0: 0.8833 2020-10-20 19:17:31,111 - mmaction - INFO - Epoch [218][100/396] lr: 1.685e-02, eta: 7:40:12, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6727, top5_acc: 0.8586, loss_cls: 1.3045, loss: 1.3045, grad_norm: 3.0122, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9328, loss/aux0: 0.9328 2020-10-20 19:17:32,094 - mmaction - INFO - Epoch [218][100/396] lr: 1.685e-02, eta: 7:40:16, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.6727, top5_acc: 0.8586, loss_cls: 1.3045, loss: 1.3045, grad_norm: 3.0267, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9262, loss/aux0: 0.9262 2020-10-20 19:18:08,585 - mmaction - INFO - Epoch [218][120/396] lr: 1.685e-02, eta: 7:39:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6542, top5_acc: 0.8518, loss_cls: 1.3554, loss: 1.3554, grad_norm: 3.0535, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9157, loss/aux0: 0.9157 2020-10-20 19:18:09,591 - mmaction - INFO - Epoch [218][120/396] lr: 1.685e-02, eta: 7:39:40, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6542, top5_acc: 0.8518, loss_cls: 1.3554, loss: 1.3554, grad_norm: 3.0492, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9135, loss/aux0: 0.9135 2020-10-20 19:18:46,081 - mmaction - INFO - Epoch [218][140/396] lr: 1.685e-02, eta: 7:39:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6721, top5_acc: 0.8677, loss_cls: 1.2930, loss: 1.2930, grad_norm: 3.1096, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9008, loss/aux0: 0.9008 2020-10-20 19:18:47,040 - mmaction - INFO - Epoch [218][140/396] lr: 1.685e-02, eta: 7:39:04, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6721, top5_acc: 0.8677, loss_cls: 1.2930, loss: 1.2930, grad_norm: 3.0763, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9060, loss/aux0: 0.9060 2020-10-20 19:19:23,480 - mmaction - INFO - Epoch [218][160/396] lr: 1.685e-02, eta: 7:38:25, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6661, top5_acc: 0.8620, loss_cls: 1.3370, loss: 1.3370, grad_norm: 3.0896, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8778, loss/aux0: 0.8778 2020-10-20 19:19:24,442 - mmaction - INFO - Epoch [218][160/396] lr: 1.685e-02, eta: 7:38:28, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.6661, top5_acc: 0.8620, loss_cls: 1.3370, loss: 1.3370, grad_norm: 3.0820, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8769, loss/aux0: 0.8769 2020-10-20 19:20:00,949 - mmaction - INFO - Epoch [218][180/396] lr: 1.685e-02, eta: 7:37:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6792, top5_acc: 0.8745, loss_cls: 1.2592, loss: 1.2592, grad_norm: 3.0437, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8908, loss/aux0: 0.8908 2020-10-20 19:20:01,921 - mmaction - INFO - Epoch [218][180/396] lr: 1.685e-02, eta: 7:37:53, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6792, top5_acc: 0.8745, loss_cls: 1.2592, loss: 1.2592, grad_norm: 3.0145, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8949, loss/aux0: 0.8949 2020-10-20 19:20:38,480 - mmaction - INFO - Epoch [218][200/396] lr: 1.685e-02, eta: 7:37:14, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6651, top5_acc: 0.8591, loss_cls: 1.3357, loss: 1.3357, grad_norm: 3.1144, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8837, loss/aux0: 0.8837 2020-10-20 19:20:39,429 - mmaction - INFO - Epoch [218][200/396] lr: 1.685e-02, eta: 7:37:17, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6651, top5_acc: 0.8591, loss_cls: 1.3357, loss: 1.3357, grad_norm: 3.0997, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8804, loss/aux0: 0.8804 2020-10-20 19:21:15,983 - mmaction - INFO - Epoch [218][220/396] lr: 1.685e-02, eta: 7:36:38, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6591, top5_acc: 0.8630, loss_cls: 1.3414, loss: 1.3414, grad_norm: 3.1256, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9146, loss/aux0: 0.9146 2020-10-20 19:21:16,929 - mmaction - INFO - Epoch [218][220/396] lr: 1.685e-02, eta: 7:36:41, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6591, top5_acc: 0.8630, loss_cls: 1.3414, loss: 1.3414, grad_norm: 3.1095, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9148, loss/aux0: 0.9148 2020-10-20 19:21:53,485 - mmaction - INFO - Epoch [218][240/396] lr: 1.685e-02, eta: 7:36:02, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6583, top5_acc: 0.8563, loss_cls: 1.3554, loss: 1.3554, grad_norm: 3.1442, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9122, loss/aux0: 0.9122 2020-10-20 19:21:54,438 - mmaction - INFO - Epoch [218][240/396] lr: 1.685e-02, eta: 7:36:05, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6583, top5_acc: 0.8563, loss_cls: 1.3554, loss: 1.3554, grad_norm: 3.1681, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9155, loss/aux0: 0.9155 2020-10-20 19:22:31,031 - mmaction - INFO - Epoch [218][260/396] lr: 1.685e-02, eta: 7:35:26, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6656, top5_acc: 0.8693, loss_cls: 1.2910, loss: 1.2910, grad_norm: 2.9845, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8697, loss/aux0: 0.8697 2020-10-20 19:22:32,000 - mmaction - INFO - Epoch [218][260/396] lr: 1.685e-02, eta: 7:35:30, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6656, top5_acc: 0.8693, loss_cls: 1.2910, loss: 1.2910, grad_norm: 2.9831, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8656, loss/aux0: 0.8656 2020-10-20 19:23:08,611 - mmaction - INFO - Epoch [218][280/396] lr: 1.685e-02, eta: 7:34:51, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6703, top5_acc: 0.8669, loss_cls: 1.2822, loss: 1.2822, grad_norm: 3.1168, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9060, loss_cls/aux0: 0.9397, loss/aux0: 0.9397 2020-10-20 19:23:09,552 - mmaction - INFO - Epoch [218][280/396] lr: 1.685e-02, eta: 7:34:54, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6703, top5_acc: 0.8669, loss_cls: 1.2822, loss: 1.2822, grad_norm: 3.1090, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9419, loss/aux0: 0.9419 2020-10-20 19:23:46,096 - mmaction - INFO - Epoch [218][300/396] lr: 1.685e-02, eta: 7:34:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6682, top5_acc: 0.8586, loss_cls: 1.3133, loss: 1.3133, grad_norm: 3.0942, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9387, loss/aux0: 0.9387 2020-10-20 19:23:47,037 - mmaction - INFO - Epoch [218][300/396] lr: 1.685e-02, eta: 7:34:18, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6682, top5_acc: 0.8586, loss_cls: 1.3133, loss: 1.3133, grad_norm: 3.1090, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9377, loss/aux0: 0.9377 2020-10-20 19:24:23,562 - mmaction - INFO - Epoch [218][320/396] lr: 1.685e-02, eta: 7:33:39, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6656, top5_acc: 0.8513, loss_cls: 1.3252, loss: 1.3252, grad_norm: 3.0658, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8722, loss/aux0: 0.8722 2020-10-20 19:24:24,575 - mmaction - INFO - Epoch [218][320/396] lr: 1.685e-02, eta: 7:33:42, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.6656, top5_acc: 0.8513, loss_cls: 1.3252, loss: 1.3252, grad_norm: 3.0602, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8717, loss/aux0: 0.8717 2020-10-20 19:25:00,980 - mmaction - INFO - Epoch [218][340/396] lr: 1.685e-02, eta: 7:33:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6630, top5_acc: 0.8664, loss_cls: 1.3026, loss: 1.3026, grad_norm: 3.1701, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9096, loss/aux0: 0.9096 2020-10-20 19:25:01,927 - mmaction - INFO - Epoch [218][340/396] lr: 1.685e-02, eta: 7:33:07, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6630, top5_acc: 0.8664, loss_cls: 1.3026, loss: 1.3026, grad_norm: 3.1460, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9049, loss/aux0: 0.9049 2020-10-20 19:25:38,388 - mmaction - INFO - Epoch [218][360/396] lr: 1.685e-02, eta: 7:32:28, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6724, top5_acc: 0.8630, loss_cls: 1.2950, loss: 1.2950, grad_norm: 3.0136, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9018, loss/aux0: 0.9018 2020-10-20 19:25:39,349 - mmaction - INFO - Epoch [218][360/396] lr: 1.685e-02, eta: 7:32:31, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6724, top5_acc: 0.8630, loss_cls: 1.2950, loss: 1.2950, grad_norm: 3.0310, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9163, loss/aux0: 0.9163 2020-10-20 19:26:15,839 - mmaction - INFO - Epoch [218][380/396] lr: 1.685e-02, eta: 7:31:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6536, top5_acc: 0.8497, loss_cls: 1.3742, loss: 1.3742, grad_norm: 3.1830, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9440, loss/aux0: 0.9440 2020-10-20 19:26:16,784 - mmaction - INFO - Epoch [218][380/396] lr: 1.685e-02, eta: 7:31:55, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6536, top5_acc: 0.8497, loss_cls: 1.3742, loss: 1.3742, grad_norm: 3.1571, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9300, loss/aux0: 0.9300 2020-10-20 19:30:36,630 - mmaction - INFO - Epoch [219][20/396] lr: 1.602e-02, eta: 7:30:42, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.6755, top5_acc: 0.8576, loss_cls: 1.2900, loss: 1.2900, grad_norm: 3.0035, top1_acc/aux0: 0.7725, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8993, loss/aux0: 0.8993 2020-10-20 19:30:37,627 - mmaction - INFO - Epoch [219][20/396] lr: 1.602e-02, eta: 7:30:46, time: 0.933, data_time: 0.004, memory: 8462, top1_acc: 0.6755, top5_acc: 0.8576, loss_cls: 1.2900, loss: 1.2900, grad_norm: 2.9901, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8950, loss/aux0: 0.8950 2020-10-20 19:31:14,027 - mmaction - INFO - Epoch [219][40/396] lr: 1.602e-02, eta: 7:30:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6703, top5_acc: 0.8557, loss_cls: 1.3121, loss: 1.3121, grad_norm: 3.0517, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8333, loss/aux0: 0.8333 2020-10-20 19:31:14,973 - mmaction - INFO - Epoch [219][40/396] lr: 1.602e-02, eta: 7:30:10, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6703, top5_acc: 0.8557, loss_cls: 1.3121, loss: 1.3121, grad_norm: 3.0315, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8306, loss/aux0: 0.8306 2020-10-20 19:31:51,463 - mmaction - INFO - Epoch [219][60/396] lr: 1.602e-02, eta: 7:29:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6818, top5_acc: 0.8716, loss_cls: 1.2491, loss: 1.2491, grad_norm: 2.9937, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8570, loss/aux0: 0.8570 2020-10-20 19:31:52,413 - mmaction - INFO - Epoch [219][60/396] lr: 1.602e-02, eta: 7:29:34, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6818, top5_acc: 0.8716, loss_cls: 1.2491, loss: 1.2491, grad_norm: 3.0033, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8656, loss/aux0: 0.8656 2020-10-20 19:32:29,016 - mmaction - INFO - Epoch [219][80/396] lr: 1.602e-02, eta: 7:28:55, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6604, top5_acc: 0.8568, loss_cls: 1.3324, loss: 1.3324, grad_norm: 3.2054, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8863, loss/aux0: 0.8863 2020-10-20 19:32:29,972 - mmaction - INFO - Epoch [219][80/396] lr: 1.602e-02, eta: 7:28:58, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6604, top5_acc: 0.8568, loss_cls: 1.3324, loss: 1.3324, grad_norm: 3.1795, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8777, loss/aux0: 0.8777 2020-10-20 19:33:06,540 - mmaction - INFO - Epoch [219][100/396] lr: 1.602e-02, eta: 7:28:19, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6786, top5_acc: 0.8656, loss_cls: 1.2852, loss: 1.2852, grad_norm: 3.0448, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9022, loss/aux0: 0.9022 2020-10-20 19:33:07,493 - mmaction - INFO - Epoch [219][100/396] lr: 1.602e-02, eta: 7:28:23, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6786, top5_acc: 0.8656, loss_cls: 1.2852, loss: 1.2852, grad_norm: 3.0576, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9170, loss/aux0: 0.9170 2020-10-20 19:33:44,037 - mmaction - INFO - Epoch [219][120/396] lr: 1.602e-02, eta: 7:27:44, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6768, top5_acc: 0.8680, loss_cls: 1.2567, loss: 1.2567, grad_norm: 3.1211, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9310, loss/aux0: 0.9310 2020-10-20 19:33:44,984 - mmaction - INFO - Epoch [219][120/396] lr: 1.602e-02, eta: 7:27:47, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6768, top5_acc: 0.8680, loss_cls: 1.2567, loss: 1.2567, grad_norm: 3.0950, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.9146, loss/aux0: 0.9146 2020-10-20 19:34:21,482 - mmaction - INFO - Epoch [219][140/396] lr: 1.602e-02, eta: 7:27:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6732, top5_acc: 0.8693, loss_cls: 1.2761, loss: 1.2761, grad_norm: 3.2110, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8761, loss/aux0: 0.8761 2020-10-20 19:34:22,454 - mmaction - INFO - Epoch [219][140/396] lr: 1.602e-02, eta: 7:27:11, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6732, top5_acc: 0.8693, loss_cls: 1.2761, loss: 1.2761, grad_norm: 3.2031, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8788, loss/aux0: 0.8788 2020-10-20 19:34:58,926 - mmaction - INFO - Epoch [219][160/396] lr: 1.602e-02, eta: 7:26:32, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6734, top5_acc: 0.8648, loss_cls: 1.2946, loss: 1.2946, grad_norm: 3.1102, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.8876, loss/aux0: 0.8876 2020-10-20 19:34:59,876 - mmaction - INFO - Epoch [219][160/396] lr: 1.602e-02, eta: 7:26:35, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6734, top5_acc: 0.8648, loss_cls: 1.2946, loss: 1.2946, grad_norm: 3.0987, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.8960, loss/aux0: 0.8960 2020-10-20 19:35:36,409 - mmaction - INFO - Epoch [219][180/396] lr: 1.602e-02, eta: 7:25:56, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6820, top5_acc: 0.8622, loss_cls: 1.2734, loss: 1.2734, grad_norm: 3.0139, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8920, loss/aux0: 0.8920 2020-10-20 19:35:37,360 - mmaction - INFO - Epoch [219][180/396] lr: 1.602e-02, eta: 7:26:00, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6820, top5_acc: 0.8622, loss_cls: 1.2734, loss: 1.2734, grad_norm: 3.0364, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8912, loss/aux0: 0.8912 2020-10-20 19:36:14,044 - mmaction - INFO - Epoch [219][200/396] lr: 1.602e-02, eta: 7:25:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6698, top5_acc: 0.8591, loss_cls: 1.3011, loss: 1.3011, grad_norm: 3.0843, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9350, loss/aux0: 0.9350 2020-10-20 19:36:14,996 - mmaction - INFO - Epoch [219][200/396] lr: 1.602e-02, eta: 7:25:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6698, top5_acc: 0.8591, loss_cls: 1.3011, loss: 1.3011, grad_norm: 3.0897, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9385, loss/aux0: 0.9385 2020-10-20 19:36:51,595 - mmaction - INFO - Epoch [219][220/396] lr: 1.602e-02, eta: 7:24:45, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.6685, top5_acc: 0.8646, loss_cls: 1.2982, loss: 1.2982, grad_norm: 3.0668, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8975, loss/aux0: 0.8975 2020-10-20 19:36:52,553 - mmaction - INFO - Epoch [219][220/396] lr: 1.602e-02, eta: 7:24:48, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6685, top5_acc: 0.8646, loss_cls: 1.2982, loss: 1.2982, grad_norm: 3.0691, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8925, loss/aux0: 0.8925 2020-10-20 19:37:29,135 - mmaction - INFO - Epoch [219][240/396] lr: 1.602e-02, eta: 7:24:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6490, top5_acc: 0.8471, loss_cls: 1.4047, loss: 1.4047, grad_norm: 3.1649, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8866, loss/aux0: 0.8866 2020-10-20 19:37:30,150 - mmaction - INFO - Epoch [219][240/396] lr: 1.602e-02, eta: 7:24:12, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.6490, top5_acc: 0.8471, loss_cls: 1.4047, loss: 1.4047, grad_norm: 3.1659, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8874, loss/aux0: 0.8874 2020-10-20 19:38:06,651 - mmaction - INFO - Epoch [219][260/396] lr: 1.602e-02, eta: 7:23:34, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6714, top5_acc: 0.8573, loss_cls: 1.3135, loss: 1.3135, grad_norm: 3.0926, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8785, loss/aux0: 0.8785 2020-10-20 19:38:07,650 - mmaction - INFO - Epoch [219][260/396] lr: 1.602e-02, eta: 7:23:37, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.6714, top5_acc: 0.8573, loss_cls: 1.3135, loss: 1.3135, grad_norm: 3.0743, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8787, loss/aux0: 0.8787 2020-10-20 19:38:44,157 - mmaction - INFO - Epoch [219][280/396] lr: 1.602e-02, eta: 7:22:58, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6586, top5_acc: 0.8563, loss_cls: 1.3413, loss: 1.3413, grad_norm: 3.1244, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9389, loss/aux0: 0.9389 2020-10-20 19:38:45,159 - mmaction - INFO - Epoch [219][280/396] lr: 1.602e-02, eta: 7:23:01, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.6586, top5_acc: 0.8563, loss_cls: 1.3413, loss: 1.3413, grad_norm: 3.1630, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9506, loss/aux0: 0.9506 2020-10-20 19:39:21,756 - mmaction - INFO - Epoch [219][300/396] lr: 1.602e-02, eta: 7:22:22, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6685, top5_acc: 0.8667, loss_cls: 1.3172, loss: 1.3172, grad_norm: 3.0810, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9308, loss/aux0: 0.9308 2020-10-20 19:39:22,715 - mmaction - INFO - Epoch [219][300/396] lr: 1.602e-02, eta: 7:22:25, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.6685, top5_acc: 0.8667, loss_cls: 1.3172, loss: 1.3172, grad_norm: 3.0904, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.9091, loss/aux0: 0.9091 2020-10-20 19:39:59,214 - mmaction - INFO - Epoch [219][320/396] lr: 1.602e-02, eta: 7:21:46, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6758, top5_acc: 0.8729, loss_cls: 1.2597, loss: 1.2597, grad_norm: 3.1328, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8726, loss/aux0: 0.8726 2020-10-20 19:40:00,194 - mmaction - INFO - Epoch [219][320/396] lr: 1.602e-02, eta: 7:21:50, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.6758, top5_acc: 0.8729, loss_cls: 1.2597, loss: 1.2597, grad_norm: 3.1304, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8810, loss/aux0: 0.8810 2020-10-20 19:40:36,692 - mmaction - INFO - Epoch [219][340/396] lr: 1.602e-02, eta: 7:21:11, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6664, top5_acc: 0.8617, loss_cls: 1.3227, loss: 1.3227, grad_norm: 3.1247, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8686, loss/aux0: 0.8686 2020-10-20 19:40:37,637 - mmaction - INFO - Epoch [219][340/396] lr: 1.602e-02, eta: 7:21:14, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6664, top5_acc: 0.8617, loss_cls: 1.3227, loss: 1.3227, grad_norm: 3.1137, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8692, loss/aux0: 0.8692 2020-10-20 19:41:14,151 - mmaction - INFO - Epoch [219][360/396] lr: 1.602e-02, eta: 7:20:35, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6562, top5_acc: 0.8531, loss_cls: 1.3509, loss: 1.3509, grad_norm: 3.1911, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8800, loss/aux0: 0.8800 2020-10-20 19:41:15,102 - mmaction - INFO - Epoch [219][360/396] lr: 1.602e-02, eta: 7:20:38, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6562, top5_acc: 0.8531, loss_cls: 1.3509, loss: 1.3509, grad_norm: 3.2070, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8864, loss/aux0: 0.8864 2020-10-20 19:41:51,734 - mmaction - INFO - Epoch [219][380/396] lr: 1.602e-02, eta: 7:19:59, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6703, top5_acc: 0.8565, loss_cls: 1.2922, loss: 1.2922, grad_norm: 3.0699, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8985, loss/aux0: 0.8985 2020-10-20 19:41:52,758 - mmaction - INFO - Epoch [219][380/396] lr: 1.602e-02, eta: 7:20:02, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.6703, top5_acc: 0.8565, loss_cls: 1.2922, loss: 1.2922, grad_norm: 3.0794, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8878, loss/aux0: 0.8878 2020-10-20 19:46:11,802 - mmaction - INFO - Epoch [220][20/396] lr: 1.520e-02, eta: 7:18:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6841, top5_acc: 0.8734, loss_cls: 1.2574, loss: 1.2574, grad_norm: 3.0846, top1_acc/aux0: 0.7629, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9281, loss/aux0: 0.9281 2020-10-20 19:46:12,766 - mmaction - INFO - Epoch [220][20/396] lr: 1.520e-02, eta: 7:18:53, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6841, top5_acc: 0.8734, loss_cls: 1.2574, loss: 1.2574, grad_norm: 3.0802, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9361, loss/aux0: 0.9361 2020-10-20 19:46:49,226 - mmaction - INFO - Epoch [220][40/396] lr: 1.520e-02, eta: 7:18:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6727, top5_acc: 0.8758, loss_cls: 1.2719, loss: 1.2719, grad_norm: 3.1581, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9169, loss/aux0: 0.9169 2020-10-20 19:46:50,174 - mmaction - INFO - Epoch [220][40/396] lr: 1.520e-02, eta: 7:18:17, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6727, top5_acc: 0.8758, loss_cls: 1.2719, loss: 1.2719, grad_norm: 3.1611, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9068, loss/aux0: 0.9068 2020-10-20 19:47:26,715 - mmaction - INFO - Epoch [220][60/396] lr: 1.520e-02, eta: 7:17:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6805, top5_acc: 0.8581, loss_cls: 1.2978, loss: 1.2978, grad_norm: 3.1410, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8737, loss/aux0: 0.8737 2020-10-20 19:47:27,724 - mmaction - INFO - Epoch [220][60/396] lr: 1.520e-02, eta: 7:17:41, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.6805, top5_acc: 0.8581, loss_cls: 1.2978, loss: 1.2978, grad_norm: 3.1318, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8628, loss/aux0: 0.8628 2020-10-20 19:48:04,187 - mmaction - INFO - Epoch [220][80/396] lr: 1.520e-02, eta: 7:17:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6872, top5_acc: 0.8708, loss_cls: 1.2427, loss: 1.2427, grad_norm: 3.1181, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8819, loss/aux0: 0.8819 2020-10-20 19:48:05,122 - mmaction - INFO - Epoch [220][80/396] lr: 1.520e-02, eta: 7:17:06, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6872, top5_acc: 0.8708, loss_cls: 1.2427, loss: 1.2427, grad_norm: 3.1354, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8976, loss/aux0: 0.8976 2020-10-20 19:48:41,649 - mmaction - INFO - Epoch [220][100/396] lr: 1.520e-02, eta: 7:16:27, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.6750, top5_acc: 0.8607, loss_cls: 1.3004, loss: 1.3004, grad_norm: 3.2074, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9263, loss/aux0: 0.9263 2020-10-20 19:48:42,611 - mmaction - INFO - Epoch [220][100/396] lr: 1.520e-02, eta: 7:16:30, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.6750, top5_acc: 0.8607, loss_cls: 1.3004, loss: 1.3004, grad_norm: 3.1885, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9211, loss/aux0: 0.9211 2020-10-20 19:49:19,179 - mmaction - INFO - Epoch [220][120/396] lr: 1.520e-02, eta: 7:15:51, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6885, top5_acc: 0.8742, loss_cls: 1.2285, loss: 1.2285, grad_norm: 3.0281, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8800, loss/aux0: 0.8800 2020-10-20 19:49:20,119 - mmaction - INFO - Epoch [220][120/396] lr: 1.520e-02, eta: 7:15:54, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6885, top5_acc: 0.8742, loss_cls: 1.2285, loss: 1.2285, grad_norm: 3.0348, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8839, loss/aux0: 0.8839 2020-10-20 19:49:56,686 - mmaction - INFO - Epoch [220][140/396] lr: 1.520e-02, eta: 7:15:15, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6901, top5_acc: 0.8669, loss_cls: 1.2574, loss: 1.2574, grad_norm: 3.0535, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8358, loss/aux0: 0.8358 2020-10-20 19:49:57,665 - mmaction - INFO - Epoch [220][140/396] lr: 1.520e-02, eta: 7:15:18, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6901, top5_acc: 0.8669, loss_cls: 1.2574, loss: 1.2574, grad_norm: 3.0432, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8317, loss/aux0: 0.8317 2020-10-20 19:50:34,119 - mmaction - INFO - Epoch [220][160/396] lr: 1.520e-02, eta: 7:14:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6680, top5_acc: 0.8581, loss_cls: 1.2961, loss: 1.2961, grad_norm: 3.1450, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9415, loss/aux0: 0.9415 2020-10-20 19:50:35,075 - mmaction - INFO - Epoch [220][160/396] lr: 1.520e-02, eta: 7:14:43, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6680, top5_acc: 0.8581, loss_cls: 1.2961, loss: 1.2961, grad_norm: 3.1319, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9399, loss/aux0: 0.9399 2020-10-20 19:51:11,579 - mmaction - INFO - Epoch [220][180/396] lr: 1.520e-02, eta: 7:14:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6685, top5_acc: 0.8555, loss_cls: 1.3263, loss: 1.3263, grad_norm: 3.1805, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9323, loss/aux0: 0.9323 2020-10-20 19:51:12,589 - mmaction - INFO - Epoch [220][180/396] lr: 1.520e-02, eta: 7:14:07, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6685, top5_acc: 0.8555, loss_cls: 1.3263, loss: 1.3263, grad_norm: 3.1708, top1_acc/aux0: 0.7622, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9380, loss/aux0: 0.9380 2020-10-20 19:51:49,021 - mmaction - INFO - Epoch [220][200/396] lr: 1.520e-02, eta: 7:13:28, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6760, top5_acc: 0.8693, loss_cls: 1.2626, loss: 1.2626, grad_norm: 3.0457, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9063, loss/aux0: 0.9063 2020-10-20 19:51:49,986 - mmaction - INFO - Epoch [220][200/396] lr: 1.520e-02, eta: 7:13:31, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6760, top5_acc: 0.8693, loss_cls: 1.2626, loss: 1.2626, grad_norm: 3.0492, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9063, loss/aux0: 0.9063 2020-10-20 19:52:26,468 - mmaction - INFO - Epoch [220][220/396] lr: 1.520e-02, eta: 7:12:52, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6753, top5_acc: 0.8651, loss_cls: 1.2745, loss: 1.2745, grad_norm: 3.0394, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8958, loss/aux0: 0.8958 2020-10-20 19:52:27,435 - mmaction - INFO - Epoch [220][220/396] lr: 1.520e-02, eta: 7:12:55, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6753, top5_acc: 0.8651, loss_cls: 1.2745, loss: 1.2745, grad_norm: 3.0370, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8909, loss/aux0: 0.8909 2020-10-20 19:53:03,906 - mmaction - INFO - Epoch [220][240/396] lr: 1.520e-02, eta: 7:12:17, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6812, top5_acc: 0.8641, loss_cls: 1.2763, loss: 1.2763, grad_norm: 3.0048, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8895, loss/aux0: 0.8895 2020-10-20 19:53:04,908 - mmaction - INFO - Epoch [220][240/396] lr: 1.520e-02, eta: 7:12:20, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.6812, top5_acc: 0.8641, loss_cls: 1.2763, loss: 1.2763, grad_norm: 3.0005, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8840, loss/aux0: 0.8840 2020-10-20 19:53:41,359 - mmaction - INFO - Epoch [220][260/396] lr: 1.520e-02, eta: 7:11:41, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6818, top5_acc: 0.8719, loss_cls: 1.2428, loss: 1.2428, grad_norm: 3.0752, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8754, loss/aux0: 0.8754 2020-10-20 19:53:42,295 - mmaction - INFO - Epoch [220][260/396] lr: 1.520e-02, eta: 7:11:44, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6818, top5_acc: 0.8719, loss_cls: 1.2428, loss: 1.2428, grad_norm: 3.0869, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8830, loss/aux0: 0.8830 2020-10-20 19:54:18,738 - mmaction - INFO - Epoch [220][280/396] lr: 1.520e-02, eta: 7:11:05, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6859, top5_acc: 0.8734, loss_cls: 1.2502, loss: 1.2502, grad_norm: 3.1711, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8748, loss/aux0: 0.8748 2020-10-20 19:54:19,691 - mmaction - INFO - Epoch [220][280/396] lr: 1.520e-02, eta: 7:11:08, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6859, top5_acc: 0.8734, loss_cls: 1.2502, loss: 1.2502, grad_norm: 3.1862, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8826, loss/aux0: 0.8826 2020-10-20 19:54:56,159 - mmaction - INFO - Epoch [220][300/396] lr: 1.520e-02, eta: 7:10:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6753, top5_acc: 0.8609, loss_cls: 1.2971, loss: 1.2971, grad_norm: 3.1818, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9438, loss/aux0: 0.9438 2020-10-20 19:54:57,193 - mmaction - INFO - Epoch [220][300/396] lr: 1.520e-02, eta: 7:10:32, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.6753, top5_acc: 0.8609, loss_cls: 1.2971, loss: 1.2971, grad_norm: 3.1697, top1_acc/aux0: 0.7518, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9406, loss/aux0: 0.9406 2020-10-20 19:55:33,652 - mmaction - INFO - Epoch [220][320/396] lr: 1.520e-02, eta: 7:09:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6745, top5_acc: 0.8695, loss_cls: 1.2636, loss: 1.2636, grad_norm: 3.1897, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8763, loss/aux0: 0.8763 2020-10-20 19:55:34,651 - mmaction - INFO - Epoch [220][320/396] lr: 1.520e-02, eta: 7:09:57, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.6745, top5_acc: 0.8695, loss_cls: 1.2636, loss: 1.2636, grad_norm: 3.1844, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8688, loss/aux0: 0.8688 2020-10-20 19:56:11,070 - mmaction - INFO - Epoch [220][340/396] lr: 1.520e-02, eta: 7:09:18, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6651, top5_acc: 0.8638, loss_cls: 1.3125, loss: 1.3125, grad_norm: 3.1977, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9012, loss/aux0: 0.9012 2020-10-20 19:56:12,067 - mmaction - INFO - Epoch [220][340/396] lr: 1.520e-02, eta: 7:09:21, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.6651, top5_acc: 0.8638, loss_cls: 1.3125, loss: 1.3125, grad_norm: 3.1891, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9060, loss/aux0: 0.9060 2020-10-20 19:56:48,581 - mmaction - INFO - Epoch [220][360/396] lr: 1.520e-02, eta: 7:08:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6680, top5_acc: 0.8609, loss_cls: 1.3131, loss: 1.3131, grad_norm: 3.0938, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8843, loss/aux0: 0.8843 2020-10-20 19:56:49,532 - mmaction - INFO - Epoch [220][360/396] lr: 1.520e-02, eta: 7:08:45, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6680, top5_acc: 0.8609, loss_cls: 1.3131, loss: 1.3131, grad_norm: 3.1017, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8894, loss/aux0: 0.8894 2020-10-20 19:57:25,869 - mmaction - INFO - Epoch [220][380/396] lr: 1.520e-02, eta: 7:08:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6659, top5_acc: 0.8586, loss_cls: 1.3165, loss: 1.3165, grad_norm: 3.1954, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9189, loss/aux0: 0.9189 2020-10-20 19:57:26,828 - mmaction - INFO - Epoch [220][380/396] lr: 1.520e-02, eta: 7:08:09, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6659, top5_acc: 0.8586, loss_cls: 1.3165, loss: 1.3165, grad_norm: 3.2352, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9086, loss/aux0: 0.9086 2020-10-20 20:02:07,275 - mmaction - INFO - Epoch [221][20/396] lr: 1.440e-02, eta: 7:06:57, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6935, top5_acc: 0.8763, loss_cls: 1.2099, loss: 1.2099, grad_norm: 3.0644, top1_acc/aux0: 0.7777, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8691, loss/aux0: 0.8691 2020-10-20 20:02:08,237 - mmaction - INFO - Epoch [221][20/396] lr: 1.440e-02, eta: 7:07:00, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6935, top5_acc: 0.8763, loss_cls: 1.2099, loss: 1.2099, grad_norm: 3.0445, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8614, loss/aux0: 0.8614 2020-10-20 20:02:44,649 - mmaction - INFO - Epoch [221][40/396] lr: 1.440e-02, eta: 7:06:21, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6745, top5_acc: 0.8690, loss_cls: 1.2831, loss: 1.2831, grad_norm: 3.1626, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8392, loss/aux0: 0.8392 2020-10-20 20:02:45,620 - mmaction - INFO - Epoch [221][40/396] lr: 1.440e-02, eta: 7:06:24, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.6745, top5_acc: 0.8690, loss_cls: 1.2831, loss: 1.2831, grad_norm: 3.1556, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8414, loss/aux0: 0.8414 2020-10-20 20:03:22,111 - mmaction - INFO - Epoch [221][60/396] lr: 1.440e-02, eta: 7:05:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8802, loss_cls: 1.1918, loss: 1.1918, grad_norm: 3.0928, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8750, loss/aux0: 0.8750 2020-10-20 20:03:23,067 - mmaction - INFO - Epoch [221][60/396] lr: 1.440e-02, eta: 7:05:49, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8802, loss_cls: 1.1918, loss: 1.1918, grad_norm: 3.0920, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8828, loss/aux0: 0.8828 2020-10-20 20:03:59,533 - mmaction - INFO - Epoch [221][80/396] lr: 1.440e-02, eta: 7:05:10, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6888, top5_acc: 0.8729, loss_cls: 1.2326, loss: 1.2326, grad_norm: 3.0841, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8644, loss/aux0: 0.8644 2020-10-20 20:04:00,565 - mmaction - INFO - Epoch [221][80/396] lr: 1.440e-02, eta: 7:05:13, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6888, top5_acc: 0.8729, loss_cls: 1.2326, loss: 1.2326, grad_norm: 3.0754, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8620, loss/aux0: 0.8620 2020-10-20 20:04:37,124 - mmaction - INFO - Epoch [221][100/396] lr: 1.440e-02, eta: 7:04:34, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6831, top5_acc: 0.8729, loss_cls: 1.2390, loss: 1.2390, grad_norm: 3.0412, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8804, loss/aux0: 0.8804 2020-10-20 20:04:38,083 - mmaction - INFO - Epoch [221][100/396] lr: 1.440e-02, eta: 7:04:37, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6831, top5_acc: 0.8729, loss_cls: 1.2390, loss: 1.2390, grad_norm: 3.0362, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8853, loss/aux0: 0.8853 2020-10-20 20:05:14,794 - mmaction - INFO - Epoch [221][120/396] lr: 1.440e-02, eta: 7:03:58, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8661, loss_cls: 1.2327, loss: 1.2327, grad_norm: 3.1103, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8533, loss/aux0: 0.8533 2020-10-20 20:05:15,781 - mmaction - INFO - Epoch [221][120/396] lr: 1.440e-02, eta: 7:04:01, time: 0.948, data_time: 0.003, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8661, loss_cls: 1.2327, loss: 1.2327, grad_norm: 3.1119, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8515, loss/aux0: 0.8515 2020-10-20 20:05:52,311 - mmaction - INFO - Epoch [221][140/396] lr: 1.440e-02, eta: 7:03:23, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2631, loss: 1.2631, grad_norm: 3.1106, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8787, loss/aux0: 0.8787 2020-10-20 20:05:53,259 - mmaction - INFO - Epoch [221][140/396] lr: 1.440e-02, eta: 7:03:26, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2631, loss: 1.2631, grad_norm: 3.1200, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8842, loss/aux0: 0.8842 2020-10-20 20:06:29,830 - mmaction - INFO - Epoch [221][160/396] lr: 1.440e-02, eta: 7:02:47, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6747, top5_acc: 0.8661, loss_cls: 1.2784, loss: 1.2784, grad_norm: 3.2114, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9050, loss/aux0: 0.9050 2020-10-20 20:06:30,781 - mmaction - INFO - Epoch [221][160/396] lr: 1.440e-02, eta: 7:02:50, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6747, top5_acc: 0.8661, loss_cls: 1.2784, loss: 1.2784, grad_norm: 3.1966, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8838, loss/aux0: 0.8838 2020-10-20 20:07:07,275 - mmaction - INFO - Epoch [221][180/396] lr: 1.440e-02, eta: 7:02:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6846, top5_acc: 0.8716, loss_cls: 1.2396, loss: 1.2396, grad_norm: 3.2192, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8940, loss/aux0: 0.8940 2020-10-20 20:07:08,234 - mmaction - INFO - Epoch [221][180/396] lr: 1.440e-02, eta: 7:02:14, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.6846, top5_acc: 0.8716, loss_cls: 1.2396, loss: 1.2396, grad_norm: 3.2206, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9096, loss/aux0: 0.9096 2020-10-20 20:07:44,801 - mmaction - INFO - Epoch [221][200/396] lr: 1.440e-02, eta: 7:01:35, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6714, top5_acc: 0.8591, loss_cls: 1.3113, loss: 1.3113, grad_norm: 3.1297, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9218, loss/aux0: 0.9218 2020-10-20 20:07:45,757 - mmaction - INFO - Epoch [221][200/396] lr: 1.440e-02, eta: 7:01:38, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6714, top5_acc: 0.8591, loss_cls: 1.3113, loss: 1.3113, grad_norm: 3.1241, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9254, loss/aux0: 0.9254 2020-10-20 20:08:22,254 - mmaction - INFO - Epoch [221][220/396] lr: 1.440e-02, eta: 7:01:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6768, top5_acc: 0.8701, loss_cls: 1.2609, loss: 1.2609, grad_norm: 3.1627, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8327, loss/aux0: 0.8327 2020-10-20 20:08:23,236 - mmaction - INFO - Epoch [221][220/396] lr: 1.440e-02, eta: 7:01:03, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6768, top5_acc: 0.8701, loss_cls: 1.2609, loss: 1.2609, grad_norm: 3.1765, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8197, loss/aux0: 0.8197 2020-10-20 20:08:59,859 - mmaction - INFO - Epoch [221][240/396] lr: 1.440e-02, eta: 7:00:24, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.6828, top5_acc: 0.8651, loss_cls: 1.2664, loss: 1.2664, grad_norm: 3.2004, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8941, loss/aux0: 0.8941 2020-10-20 20:09:00,886 - mmaction - INFO - Epoch [221][240/396] lr: 1.440e-02, eta: 7:00:27, time: 0.946, data_time: 0.002, memory: 8462, top1_acc: 0.6828, top5_acc: 0.8651, loss_cls: 1.2664, loss: 1.2664, grad_norm: 3.2058, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9034, loss/aux0: 0.9034 2020-10-20 20:09:37,421 - mmaction - INFO - Epoch [221][260/396] lr: 1.440e-02, eta: 6:59:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6766, top5_acc: 0.8586, loss_cls: 1.2803, loss: 1.2803, grad_norm: 3.1571, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9122, loss/aux0: 0.9122 2020-10-20 20:09:38,440 - mmaction - INFO - Epoch [221][260/396] lr: 1.440e-02, eta: 6:59:51, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.6766, top5_acc: 0.8586, loss_cls: 1.2803, loss: 1.2803, grad_norm: 3.1741, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9175, loss/aux0: 0.9175 2020-10-20 20:10:15,066 - mmaction - INFO - Epoch [221][280/396] lr: 1.440e-02, eta: 6:59:12, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.6794, top5_acc: 0.8667, loss_cls: 1.2652, loss: 1.2652, grad_norm: 3.0975, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8593, loss/aux0: 0.8593 2020-10-20 20:10:16,012 - mmaction - INFO - Epoch [221][280/396] lr: 1.440e-02, eta: 6:59:15, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.6794, top5_acc: 0.8667, loss_cls: 1.2652, loss: 1.2652, grad_norm: 3.1371, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8626, loss/aux0: 0.8626 2020-10-20 20:10:52,519 - mmaction - INFO - Epoch [221][300/396] lr: 1.440e-02, eta: 6:58:37, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6664, top5_acc: 0.8617, loss_cls: 1.2921, loss: 1.2921, grad_norm: 3.2227, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.9091, loss/aux0: 0.9091 2020-10-20 20:10:53,484 - mmaction - INFO - Epoch [221][300/396] lr: 1.440e-02, eta: 6:58:40, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6664, top5_acc: 0.8617, loss_cls: 1.2921, loss: 1.2921, grad_norm: 3.2025, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.9013, loss/aux0: 0.9013 2020-10-20 20:11:30,006 - mmaction - INFO - Epoch [221][320/396] lr: 1.440e-02, eta: 6:58:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6648, top5_acc: 0.8620, loss_cls: 1.3245, loss: 1.3245, grad_norm: 3.2611, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8918, loss/aux0: 0.8918 2020-10-20 20:11:30,982 - mmaction - INFO - Epoch [221][320/396] lr: 1.440e-02, eta: 6:58:04, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.6648, top5_acc: 0.8620, loss_cls: 1.3245, loss: 1.3245, grad_norm: 3.2274, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8773, loss/aux0: 0.8773 2020-10-20 20:12:07,425 - mmaction - INFO - Epoch [221][340/396] lr: 1.440e-02, eta: 6:57:25, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6865, top5_acc: 0.8740, loss_cls: 1.2386, loss: 1.2386, grad_norm: 3.0734, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8678, loss/aux0: 0.8678 2020-10-20 20:12:08,442 - mmaction - INFO - Epoch [221][340/396] lr: 1.440e-02, eta: 6:57:28, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6865, top5_acc: 0.8740, loss_cls: 1.2386, loss: 1.2386, grad_norm: 3.0623, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8733, loss/aux0: 0.8733 2020-10-20 20:12:44,999 - mmaction - INFO - Epoch [221][360/396] lr: 1.440e-02, eta: 6:56:49, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6727, top5_acc: 0.8646, loss_cls: 1.2987, loss: 1.2987, grad_norm: 3.1269, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8936, loss/aux0: 0.8936 2020-10-20 20:12:45,952 - mmaction - INFO - Epoch [221][360/396] lr: 1.440e-02, eta: 6:56:52, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6727, top5_acc: 0.8646, loss_cls: 1.2987, loss: 1.2987, grad_norm: 3.1658, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9037, loss/aux0: 0.9037 2020-10-20 20:13:22,524 - mmaction - INFO - Epoch [221][380/396] lr: 1.440e-02, eta: 6:56:14, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6813, top5_acc: 0.8755, loss_cls: 1.2513, loss: 1.2513, grad_norm: 3.1840, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9098, loss/aux0: 0.9098 2020-10-20 20:13:23,534 - mmaction - INFO - Epoch [221][380/396] lr: 1.440e-02, eta: 6:56:17, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.6813, top5_acc: 0.8755, loss_cls: 1.2513, loss: 1.2513, grad_norm: 3.2069, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9164, loss/aux0: 0.9164 2020-10-20 20:18:48,504 - mmaction - INFO - Epoch [222][20/396] lr: 1.362e-02, eta: 6:55:04, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6747, top5_acc: 0.8656, loss_cls: 1.2553, loss: 1.2553, grad_norm: 3.1600, top1_acc/aux0: 0.7843, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8341, loss/aux0: 0.8341 2020-10-20 20:18:49,464 - mmaction - INFO - Epoch [222][20/396] lr: 1.362e-02, eta: 6:55:07, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.6747, top5_acc: 0.8656, loss_cls: 1.2553, loss: 1.2553, grad_norm: 3.1772, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8412, loss/aux0: 0.8412 2020-10-20 20:19:25,949 - mmaction - INFO - Epoch [222][40/396] lr: 1.362e-02, eta: 6:54:29, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6784, top5_acc: 0.8667, loss_cls: 1.2697, loss: 1.2697, grad_norm: 3.1967, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8885, loss/aux0: 0.8885 2020-10-20 20:19:26,969 - mmaction - INFO - Epoch [222][40/396] lr: 1.362e-02, eta: 6:54:32, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6784, top5_acc: 0.8667, loss_cls: 1.2697, loss: 1.2697, grad_norm: 3.2178, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8851, loss/aux0: 0.8851 2020-10-20 20:20:03,401 - mmaction - INFO - Epoch [222][60/396] lr: 1.362e-02, eta: 6:53:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6729, top5_acc: 0.8714, loss_cls: 1.2689, loss: 1.2689, grad_norm: 3.1628, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8700, loss/aux0: 0.8700 2020-10-20 20:20:04,359 - mmaction - INFO - Epoch [222][60/396] lr: 1.362e-02, eta: 6:53:56, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6729, top5_acc: 0.8714, loss_cls: 1.2689, loss: 1.2689, grad_norm: 3.1523, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8704, loss/aux0: 0.8704 2020-10-20 20:20:40,911 - mmaction - INFO - Epoch [222][80/396] lr: 1.362e-02, eta: 6:53:17, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6758, top5_acc: 0.8646, loss_cls: 1.2733, loss: 1.2733, grad_norm: 3.2706, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8930, loss/aux0: 0.8930 2020-10-20 20:20:41,875 - mmaction - INFO - Epoch [222][80/396] lr: 1.362e-02, eta: 6:53:20, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6758, top5_acc: 0.8646, loss_cls: 1.2733, loss: 1.2733, grad_norm: 3.2275, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8800, loss/aux0: 0.8800 2020-10-20 20:21:18,414 - mmaction - INFO - Epoch [222][100/396] lr: 1.362e-02, eta: 6:52:41, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6794, top5_acc: 0.8625, loss_cls: 1.2773, loss: 1.2773, grad_norm: 3.2215, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8927, loss/aux0: 0.8927 2020-10-20 20:21:19,383 - mmaction - INFO - Epoch [222][100/396] lr: 1.362e-02, eta: 6:52:44, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6794, top5_acc: 0.8625, loss_cls: 1.2773, loss: 1.2773, grad_norm: 3.2293, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9054, loss/aux0: 0.9054 2020-10-20 20:21:55,945 - mmaction - INFO - Epoch [222][120/396] lr: 1.362e-02, eta: 6:52:06, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6802, top5_acc: 0.8690, loss_cls: 1.2654, loss: 1.2654, grad_norm: 3.0259, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8605, loss/aux0: 0.8605 2020-10-20 20:21:56,929 - mmaction - INFO - Epoch [222][120/396] lr: 1.362e-02, eta: 6:52:09, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6802, top5_acc: 0.8690, loss_cls: 1.2654, loss: 1.2654, grad_norm: 3.0324, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8606, loss/aux0: 0.8606 2020-10-20 20:22:33,405 - mmaction - INFO - Epoch [222][140/396] lr: 1.362e-02, eta: 6:51:30, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7083, top5_acc: 0.8760, loss_cls: 1.1849, loss: 1.1849, grad_norm: 3.1514, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8919, loss/aux0: 0.8919 2020-10-20 20:22:34,383 - mmaction - INFO - Epoch [222][140/396] lr: 1.362e-02, eta: 6:51:33, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7083, top5_acc: 0.8760, loss_cls: 1.1849, loss: 1.1849, grad_norm: 3.1331, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8961, loss/aux0: 0.8961 2020-10-20 20:23:10,888 - mmaction - INFO - Epoch [222][160/396] lr: 1.362e-02, eta: 6:50:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6867, top5_acc: 0.8745, loss_cls: 1.2438, loss: 1.2438, grad_norm: 3.2414, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8981, loss/aux0: 0.8981 2020-10-20 20:23:11,912 - mmaction - INFO - Epoch [222][160/396] lr: 1.362e-02, eta: 6:50:57, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6867, top5_acc: 0.8745, loss_cls: 1.2438, loss: 1.2438, grad_norm: 3.2286, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8858, loss/aux0: 0.8858 2020-10-20 20:23:48,498 - mmaction - INFO - Epoch [222][180/396] lr: 1.362e-02, eta: 6:50:18, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6792, top5_acc: 0.8695, loss_cls: 1.2667, loss: 1.2667, grad_norm: 3.1382, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8408, loss/aux0: 0.8408 2020-10-20 20:23:49,476 - mmaction - INFO - Epoch [222][180/396] lr: 1.362e-02, eta: 6:50:21, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.6792, top5_acc: 0.8695, loss_cls: 1.2667, loss: 1.2667, grad_norm: 3.1331, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8575, loss/aux0: 0.8575 2020-10-20 20:24:26,088 - mmaction - INFO - Epoch [222][200/396] lr: 1.362e-02, eta: 6:49:43, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6799, top5_acc: 0.8714, loss_cls: 1.2437, loss: 1.2437, grad_norm: 3.0879, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8496, loss/aux0: 0.8496 2020-10-20 20:24:27,048 - mmaction - INFO - Epoch [222][200/396] lr: 1.362e-02, eta: 6:49:46, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6799, top5_acc: 0.8714, loss_cls: 1.2437, loss: 1.2437, grad_norm: 3.0864, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-20 20:25:03,580 - mmaction - INFO - Epoch [222][220/396] lr: 1.362e-02, eta: 6:49:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8648, loss_cls: 1.2258, loss: 1.2258, grad_norm: 3.1441, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8774, loss/aux0: 0.8774 2020-10-20 20:25:04,532 - mmaction - INFO - Epoch [222][220/396] lr: 1.362e-02, eta: 6:49:10, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8648, loss_cls: 1.2258, loss: 1.2258, grad_norm: 3.1287, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.8871, loss/aux0: 0.8871 2020-10-20 20:25:41,078 - mmaction - INFO - Epoch [222][240/396] lr: 1.362e-02, eta: 6:48:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6917, top5_acc: 0.8682, loss_cls: 1.2554, loss: 1.2554, grad_norm: 3.2057, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8658, loss/aux0: 0.8658 2020-10-20 20:25:42,047 - mmaction - INFO - Epoch [222][240/396] lr: 1.362e-02, eta: 6:48:34, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6917, top5_acc: 0.8682, loss_cls: 1.2554, loss: 1.2554, grad_norm: 3.1912, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8590, loss/aux0: 0.8590 2020-10-20 20:26:18,588 - mmaction - INFO - Epoch [222][260/396] lr: 1.362e-02, eta: 6:47:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6935, top5_acc: 0.8773, loss_cls: 1.2091, loss: 1.2091, grad_norm: 3.1781, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8914, loss/aux0: 0.8914 2020-10-20 20:26:19,565 - mmaction - INFO - Epoch [222][260/396] lr: 1.362e-02, eta: 6:47:58, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6935, top5_acc: 0.8773, loss_cls: 1.2091, loss: 1.2091, grad_norm: 3.1381, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8814, loss/aux0: 0.8814 2020-10-20 20:26:56,108 - mmaction - INFO - Epoch [222][280/396] lr: 1.362e-02, eta: 6:47:20, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6922, top5_acc: 0.8708, loss_cls: 1.2430, loss: 1.2430, grad_norm: 3.1944, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8734, loss/aux0: 0.8734 2020-10-20 20:26:57,054 - mmaction - INFO - Epoch [222][280/396] lr: 1.362e-02, eta: 6:47:23, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6922, top5_acc: 0.8708, loss_cls: 1.2430, loss: 1.2430, grad_norm: 3.1895, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8913, loss/aux0: 0.8913 2020-10-20 20:27:33,596 - mmaction - INFO - Epoch [222][300/396] lr: 1.362e-02, eta: 6:46:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6805, top5_acc: 0.8677, loss_cls: 1.2491, loss: 1.2491, grad_norm: 3.1623, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8830, loss/aux0: 0.8830 2020-10-20 20:27:34,574 - mmaction - INFO - Epoch [222][300/396] lr: 1.362e-02, eta: 6:46:47, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.6805, top5_acc: 0.8677, loss_cls: 1.2491, loss: 1.2491, grad_norm: 3.1505, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8832, loss/aux0: 0.8832 2020-10-20 20:28:11,021 - mmaction - INFO - Epoch [222][320/396] lr: 1.362e-02, eta: 6:46:08, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6953, top5_acc: 0.8729, loss_cls: 1.2296, loss: 1.2296, grad_norm: 3.2015, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8956, loss/aux0: 0.8956 2020-10-20 20:28:11,960 - mmaction - INFO - Epoch [222][320/396] lr: 1.362e-02, eta: 6:46:11, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6953, top5_acc: 0.8729, loss_cls: 1.2296, loss: 1.2296, grad_norm: 3.1893, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8903, loss/aux0: 0.8903 2020-10-20 20:28:48,491 - mmaction - INFO - Epoch [222][340/396] lr: 1.362e-02, eta: 6:45:32, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6841, top5_acc: 0.8750, loss_cls: 1.2221, loss: 1.2221, grad_norm: 3.1979, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8306, loss/aux0: 0.8306 2020-10-20 20:28:49,446 - mmaction - INFO - Epoch [222][340/396] lr: 1.362e-02, eta: 6:45:35, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6841, top5_acc: 0.8750, loss_cls: 1.2221, loss: 1.2221, grad_norm: 3.1978, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8346, loss/aux0: 0.8346 2020-10-20 20:29:26,038 - mmaction - INFO - Epoch [222][360/396] lr: 1.362e-02, eta: 6:44:57, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6737, top5_acc: 0.8648, loss_cls: 1.2818, loss: 1.2818, grad_norm: 3.2263, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8655, loss/aux0: 0.8655 2020-10-20 20:29:26,993 - mmaction - INFO - Epoch [222][360/396] lr: 1.362e-02, eta: 6:44:59, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6737, top5_acc: 0.8648, loss_cls: 1.2818, loss: 1.2818, grad_norm: 3.2159, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8618, loss/aux0: 0.8618 2020-10-20 20:30:03,555 - mmaction - INFO - Epoch [222][380/396] lr: 1.362e-02, eta: 6:44:21, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6828, top5_acc: 0.8693, loss_cls: 1.2506, loss: 1.2506, grad_norm: 3.2428, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8848, loss/aux0: 0.8848 2020-10-20 20:30:04,534 - mmaction - INFO - Epoch [222][380/396] lr: 1.362e-02, eta: 6:44:24, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.6828, top5_acc: 0.8693, loss_cls: 1.2506, loss: 1.2506, grad_norm: 3.2200, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8823, loss/aux0: 0.8823 2020-10-20 20:34:42,010 - mmaction - INFO - Epoch [223][20/396] lr: 1.287e-02, eta: 6:43:12, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.6974, top5_acc: 0.8742, loss_cls: 1.2044, loss: 1.2044, grad_norm: 3.1262, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-20 20:34:42,981 - mmaction - INFO - Epoch [223][20/396] lr: 1.287e-02, eta: 6:43:15, time: 0.934, data_time: 0.004, memory: 8462, top1_acc: 0.6974, top5_acc: 0.8742, loss_cls: 1.2044, loss: 1.2044, grad_norm: 3.1304, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8328, loss/aux0: 0.8328 2020-10-20 20:35:19,479 - mmaction - INFO - Epoch [223][40/396] lr: 1.287e-02, eta: 6:42:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6797, top5_acc: 0.8698, loss_cls: 1.2598, loss: 1.2598, grad_norm: 3.3295, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8434, loss/aux0: 0.8434 2020-10-20 20:35:20,428 - mmaction - INFO - Epoch [223][40/396] lr: 1.287e-02, eta: 6:42:39, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6797, top5_acc: 0.8698, loss_cls: 1.2598, loss: 1.2598, grad_norm: 3.3170, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8313, loss/aux0: 0.8313 2020-10-20 20:35:56,968 - mmaction - INFO - Epoch [223][60/396] lr: 1.287e-02, eta: 6:42:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6880, top5_acc: 0.8724, loss_cls: 1.2152, loss: 1.2152, grad_norm: 3.1916, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8934, loss/aux0: 0.8934 2020-10-20 20:35:57,924 - mmaction - INFO - Epoch [223][60/396] lr: 1.287e-02, eta: 6:42:03, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6880, top5_acc: 0.8724, loss_cls: 1.2152, loss: 1.2152, grad_norm: 3.1887, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9150, loss/aux0: 0.9150 2020-10-20 20:36:34,344 - mmaction - INFO - Epoch [223][80/396] lr: 1.287e-02, eta: 6:41:25, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6841, top5_acc: 0.8677, loss_cls: 1.2468, loss: 1.2468, grad_norm: 3.1756, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8487, loss/aux0: 0.8487 2020-10-20 20:36:35,284 - mmaction - INFO - Epoch [223][80/396] lr: 1.287e-02, eta: 6:41:27, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6841, top5_acc: 0.8677, loss_cls: 1.2468, loss: 1.2468, grad_norm: 3.1738, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8377, loss/aux0: 0.8377 2020-10-20 20:37:11,826 - mmaction - INFO - Epoch [223][100/396] lr: 1.287e-02, eta: 6:40:49, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6794, top5_acc: 0.8659, loss_cls: 1.2514, loss: 1.2514, grad_norm: 3.2000, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8908, loss/aux0: 0.8908 2020-10-20 20:37:12,869 - mmaction - INFO - Epoch [223][100/396] lr: 1.287e-02, eta: 6:40:52, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6794, top5_acc: 0.8659, loss_cls: 1.2514, loss: 1.2514, grad_norm: 3.2146, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8938, loss/aux0: 0.8938 2020-10-20 20:37:49,426 - mmaction - INFO - Epoch [223][120/396] lr: 1.287e-02, eta: 6:40:13, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.6885, top5_acc: 0.8721, loss_cls: 1.2159, loss: 1.2159, grad_norm: 3.1780, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8428, loss/aux0: 0.8428 2020-10-20 20:37:50,373 - mmaction - INFO - Epoch [223][120/396] lr: 1.287e-02, eta: 6:40:16, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6885, top5_acc: 0.8721, loss_cls: 1.2159, loss: 1.2159, grad_norm: 3.1876, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8492, loss/aux0: 0.8492 2020-10-20 20:38:26,920 - mmaction - INFO - Epoch [223][140/396] lr: 1.287e-02, eta: 6:39:37, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6820, top5_acc: 0.8711, loss_cls: 1.2567, loss: 1.2567, grad_norm: 3.2261, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8335, loss/aux0: 0.8335 2020-10-20 20:38:27,888 - mmaction - INFO - Epoch [223][140/396] lr: 1.287e-02, eta: 6:39:40, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6820, top5_acc: 0.8711, loss_cls: 1.2567, loss: 1.2567, grad_norm: 3.2481, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8261, loss/aux0: 0.8261 2020-10-20 20:39:04,479 - mmaction - INFO - Epoch [223][160/396] lr: 1.287e-02, eta: 6:39:02, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6815, top5_acc: 0.8714, loss_cls: 1.2550, loss: 1.2550, grad_norm: 3.3562, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.8970, loss/aux0: 0.8970 2020-10-20 20:39:05,483 - mmaction - INFO - Epoch [223][160/396] lr: 1.287e-02, eta: 6:39:04, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6815, top5_acc: 0.8714, loss_cls: 1.2550, loss: 1.2550, grad_norm: 3.3235, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9010, loss/aux0: 0.9010 2020-10-20 20:39:42,195 - mmaction - INFO - Epoch [223][180/396] lr: 1.287e-02, eta: 6:38:26, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.6974, top5_acc: 0.8802, loss_cls: 1.1738, loss: 1.1738, grad_norm: 3.2404, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8884, loss/aux0: 0.8884 2020-10-20 20:39:43,147 - mmaction - INFO - Epoch [223][180/396] lr: 1.287e-02, eta: 6:38:29, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.6974, top5_acc: 0.8802, loss_cls: 1.1738, loss: 1.1738, grad_norm: 3.2651, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8899, loss/aux0: 0.8899 2020-10-20 20:40:19,758 - mmaction - INFO - Epoch [223][200/396] lr: 1.287e-02, eta: 6:37:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6786, top5_acc: 0.8711, loss_cls: 1.2506, loss: 1.2506, grad_norm: 3.2636, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8445, loss/aux0: 0.8445 2020-10-20 20:40:20,798 - mmaction - INFO - Epoch [223][200/396] lr: 1.287e-02, eta: 6:37:53, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.6786, top5_acc: 0.8711, loss_cls: 1.2506, loss: 1.2506, grad_norm: 3.2358, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8335, loss/aux0: 0.8335 2020-10-20 20:40:57,458 - mmaction - INFO - Epoch [223][220/396] lr: 1.287e-02, eta: 6:37:14, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6927, top5_acc: 0.8706, loss_cls: 1.2245, loss: 1.2245, grad_norm: 3.1952, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8253, loss/aux0: 0.8253 2020-10-20 20:40:58,414 - mmaction - INFO - Epoch [223][220/396] lr: 1.287e-02, eta: 6:37:17, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6927, top5_acc: 0.8706, loss_cls: 1.2245, loss: 1.2245, grad_norm: 3.1591, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8247, loss/aux0: 0.8247 2020-10-20 20:41:34,918 - mmaction - INFO - Epoch [223][240/396] lr: 1.287e-02, eta: 6:36:39, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6763, top5_acc: 0.8729, loss_cls: 1.2493, loss: 1.2493, grad_norm: 3.2267, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8256, loss/aux0: 0.8256 2020-10-20 20:41:35,947 - mmaction - INFO - Epoch [223][240/396] lr: 1.287e-02, eta: 6:36:41, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6763, top5_acc: 0.8729, loss_cls: 1.2493, loss: 1.2493, grad_norm: 3.2151, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8307, loss/aux0: 0.8307 2020-10-20 20:42:12,576 - mmaction - INFO - Epoch [223][260/396] lr: 1.287e-02, eta: 6:36:03, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6935, top5_acc: 0.8802, loss_cls: 1.1995, loss: 1.1995, grad_norm: 3.2841, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8655, loss/aux0: 0.8655 2020-10-20 20:42:13,527 - mmaction - INFO - Epoch [223][260/396] lr: 1.287e-02, eta: 6:36:06, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.6935, top5_acc: 0.8802, loss_cls: 1.1995, loss: 1.1995, grad_norm: 3.2676, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8606, loss/aux0: 0.8606 2020-10-20 20:42:50,271 - mmaction - INFO - Epoch [223][280/396] lr: 1.287e-02, eta: 6:35:27, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.6964, top5_acc: 0.8711, loss_cls: 1.2309, loss: 1.2309, grad_norm: 3.2328, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8571, loss/aux0: 0.8571 2020-10-20 20:42:51,217 - mmaction - INFO - Epoch [223][280/396] lr: 1.287e-02, eta: 6:35:30, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.6964, top5_acc: 0.8711, loss_cls: 1.2309, loss: 1.2309, grad_norm: 3.2141, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8625, loss/aux0: 0.8625 2020-10-20 20:43:27,790 - mmaction - INFO - Epoch [223][300/396] lr: 1.287e-02, eta: 6:34:51, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6818, top5_acc: 0.8695, loss_cls: 1.2384, loss: 1.2384, grad_norm: 3.2425, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8567, loss/aux0: 0.8567 2020-10-20 20:43:28,734 - mmaction - INFO - Epoch [223][300/396] lr: 1.287e-02, eta: 6:34:54, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6818, top5_acc: 0.8695, loss_cls: 1.2384, loss: 1.2384, grad_norm: 3.2346, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8491, loss/aux0: 0.8491 2020-10-20 20:44:05,309 - mmaction - INFO - Epoch [223][320/396] lr: 1.287e-02, eta: 6:34:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7063, top5_acc: 0.8742, loss_cls: 1.1724, loss: 1.1724, grad_norm: 3.0861, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8422, loss/aux0: 0.8422 2020-10-20 20:44:06,258 - mmaction - INFO - Epoch [223][320/396] lr: 1.287e-02, eta: 6:34:18, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.7063, top5_acc: 0.8742, loss_cls: 1.1724, loss: 1.1724, grad_norm: 3.0681, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8495, loss/aux0: 0.8495 2020-10-20 20:44:42,837 - mmaction - INFO - Epoch [223][340/396] lr: 1.287e-02, eta: 6:33:40, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8747, loss_cls: 1.2194, loss: 1.2194, grad_norm: 3.1706, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.8026, loss/aux0: 0.8026 2020-10-20 20:44:43,800 - mmaction - INFO - Epoch [223][340/396] lr: 1.287e-02, eta: 6:33:43, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8747, loss_cls: 1.2194, loss: 1.2194, grad_norm: 3.1608, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7940, loss/aux0: 0.7940 2020-10-20 20:45:20,268 - mmaction - INFO - Epoch [223][360/396] lr: 1.287e-02, eta: 6:33:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6891, top5_acc: 0.8659, loss_cls: 1.2486, loss: 1.2486, grad_norm: 3.2206, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8341, loss/aux0: 0.8341 2020-10-20 20:45:21,215 - mmaction - INFO - Epoch [223][360/396] lr: 1.287e-02, eta: 6:33:07, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6891, top5_acc: 0.8659, loss_cls: 1.2486, loss: 1.2486, grad_norm: 3.2308, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8493, loss/aux0: 0.8493 2020-10-20 20:45:57,846 - mmaction - INFO - Epoch [223][380/396] lr: 1.287e-02, eta: 6:32:28, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6849, top5_acc: 0.8721, loss_cls: 1.2439, loss: 1.2439, grad_norm: 3.1689, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8450, loss/aux0: 0.8450 2020-10-20 20:45:58,818 - mmaction - INFO - Epoch [223][380/396] lr: 1.287e-02, eta: 6:32:31, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.6849, top5_acc: 0.8721, loss_cls: 1.2439, loss: 1.2439, grad_norm: 3.1771, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8370, loss/aux0: 0.8370 2020-10-20 20:50:59,535 - mmaction - INFO - Epoch [224][20/396] lr: 1.213e-02, eta: 6:31:19, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7023, top5_acc: 0.8779, loss_cls: 1.1788, loss: 1.1788, grad_norm: 3.1432, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8181, loss/aux0: 0.8181 2020-10-20 20:51:00,486 - mmaction - INFO - Epoch [224][20/396] lr: 1.213e-02, eta: 6:31:22, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.7023, top5_acc: 0.8779, loss_cls: 1.1788, loss: 1.1788, grad_norm: 3.1632, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8167, loss/aux0: 0.8167 2020-10-20 20:51:37,019 - mmaction - INFO - Epoch [224][40/396] lr: 1.213e-02, eta: 6:30:44, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6917, top5_acc: 0.8737, loss_cls: 1.2125, loss: 1.2125, grad_norm: 3.2751, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8657, loss/aux0: 0.8657 2020-10-20 20:51:37,965 - mmaction - INFO - Epoch [224][40/396] lr: 1.213e-02, eta: 6:30:46, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6917, top5_acc: 0.8737, loss_cls: 1.2125, loss: 1.2125, grad_norm: 3.2833, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8727, loss/aux0: 0.8727 2020-10-20 20:52:14,560 - mmaction - INFO - Epoch [224][60/396] lr: 1.213e-02, eta: 6:30:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6914, top5_acc: 0.8721, loss_cls: 1.2274, loss: 1.2274, grad_norm: 3.1914, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8348, loss/aux0: 0.8348 2020-10-20 20:52:15,535 - mmaction - INFO - Epoch [224][60/396] lr: 1.213e-02, eta: 6:30:11, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.6914, top5_acc: 0.8721, loss_cls: 1.2274, loss: 1.2274, grad_norm: 3.2176, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8351, loss/aux0: 0.8351 2020-10-20 20:52:52,114 - mmaction - INFO - Epoch [224][80/396] lr: 1.213e-02, eta: 6:29:32, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7031, top5_acc: 0.8831, loss_cls: 1.1847, loss: 1.1847, grad_norm: 3.2038, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8658, loss/aux0: 0.8658 2020-10-20 20:52:53,072 - mmaction - INFO - Epoch [224][80/396] lr: 1.213e-02, eta: 6:29:35, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7031, top5_acc: 0.8831, loss_cls: 1.1847, loss: 1.1847, grad_norm: 3.2157, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8637, loss/aux0: 0.8637 2020-10-20 20:53:29,704 - mmaction - INFO - Epoch [224][100/396] lr: 1.213e-02, eta: 6:28:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6859, top5_acc: 0.8758, loss_cls: 1.2334, loss: 1.2334, grad_norm: 3.2158, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8398, loss/aux0: 0.8398 2020-10-20 20:53:30,635 - mmaction - INFO - Epoch [224][100/396] lr: 1.213e-02, eta: 6:28:59, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6859, top5_acc: 0.8758, loss_cls: 1.2334, loss: 1.2334, grad_norm: 3.1872, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8427, loss/aux0: 0.8427 2020-10-20 20:54:07,174 - mmaction - INFO - Epoch [224][120/396] lr: 1.213e-02, eta: 6:28:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7010, top5_acc: 0.8724, loss_cls: 1.1759, loss: 1.1759, grad_norm: 3.1666, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8185, loss/aux0: 0.8185 2020-10-20 20:54:08,174 - mmaction - INFO - Epoch [224][120/396] lr: 1.213e-02, eta: 6:28:23, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7010, top5_acc: 0.8724, loss_cls: 1.1759, loss: 1.1759, grad_norm: 3.1825, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8114, loss/aux0: 0.8114 2020-10-20 20:54:44,767 - mmaction - INFO - Epoch [224][140/396] lr: 1.213e-02, eta: 6:27:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6865, top5_acc: 0.8693, loss_cls: 1.2576, loss: 1.2576, grad_norm: 3.2788, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8245, loss/aux0: 0.8245 2020-10-20 20:54:45,720 - mmaction - INFO - Epoch [224][140/396] lr: 1.213e-02, eta: 6:27:47, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6865, top5_acc: 0.8693, loss_cls: 1.2576, loss: 1.2576, grad_norm: 3.2485, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8209, loss/aux0: 0.8209 2020-10-20 20:55:22,124 - mmaction - INFO - Epoch [224][160/396] lr: 1.213e-02, eta: 6:27:09, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6927, top5_acc: 0.8719, loss_cls: 1.2348, loss: 1.2348, grad_norm: 3.1932, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-20 20:55:23,079 - mmaction - INFO - Epoch [224][160/396] lr: 1.213e-02, eta: 6:27:12, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6927, top5_acc: 0.8719, loss_cls: 1.2348, loss: 1.2348, grad_norm: 3.1876, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8311, loss/aux0: 0.8311 2020-10-20 20:55:59,591 - mmaction - INFO - Epoch [224][180/396] lr: 1.213e-02, eta: 6:26:33, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6849, top5_acc: 0.8701, loss_cls: 1.2299, loss: 1.2299, grad_norm: 3.2532, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8179, loss/aux0: 0.8179 2020-10-20 20:56:00,540 - mmaction - INFO - Epoch [224][180/396] lr: 1.213e-02, eta: 6:26:36, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6849, top5_acc: 0.8701, loss_cls: 1.2299, loss: 1.2299, grad_norm: 3.2511, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8162, loss/aux0: 0.8162 2020-10-20 20:56:37,176 - mmaction - INFO - Epoch [224][200/396] lr: 1.213e-02, eta: 6:25:57, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7003, top5_acc: 0.8747, loss_cls: 1.1943, loss: 1.1943, grad_norm: 3.3226, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8763, loss/aux0: 0.8763 2020-10-20 20:56:38,141 - mmaction - INFO - Epoch [224][200/396] lr: 1.213e-02, eta: 6:26:00, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7003, top5_acc: 0.8747, loss_cls: 1.1943, loss: 1.1943, grad_norm: 3.3007, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8835, loss/aux0: 0.8835 2020-10-20 20:57:14,670 - mmaction - INFO - Epoch [224][220/396] lr: 1.213e-02, eta: 6:25:22, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6883, top5_acc: 0.8789, loss_cls: 1.2132, loss: 1.2132, grad_norm: 3.1941, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8413, loss/aux0: 0.8413 2020-10-20 20:57:15,646 - mmaction - INFO - Epoch [224][220/396] lr: 1.213e-02, eta: 6:25:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.6883, top5_acc: 0.8789, loss_cls: 1.2132, loss: 1.2132, grad_norm: 3.1825, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8456, loss/aux0: 0.8456 2020-10-20 20:57:52,245 - mmaction - INFO - Epoch [224][240/396] lr: 1.213e-02, eta: 6:24:46, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6917, top5_acc: 0.8742, loss_cls: 1.2126, loss: 1.2126, grad_norm: 3.2135, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8355, loss/aux0: 0.8355 2020-10-20 20:57:53,176 - mmaction - INFO - Epoch [224][240/396] lr: 1.213e-02, eta: 6:24:49, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6917, top5_acc: 0.8742, loss_cls: 1.2126, loss: 1.2126, grad_norm: 3.2190, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8281, loss/aux0: 0.8281 2020-10-20 20:58:29,781 - mmaction - INFO - Epoch [224][260/396] lr: 1.213e-02, eta: 6:24:10, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6776, top5_acc: 0.8682, loss_cls: 1.2817, loss: 1.2817, grad_norm: 3.3443, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8622, loss/aux0: 0.8622 2020-10-20 20:58:30,744 - mmaction - INFO - Epoch [224][260/396] lr: 1.213e-02, eta: 6:24:13, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.6776, top5_acc: 0.8682, loss_cls: 1.2817, loss: 1.2817, grad_norm: 3.3675, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8711, loss/aux0: 0.8711 2020-10-20 20:59:07,199 - mmaction - INFO - Epoch [224][280/396] lr: 1.213e-02, eta: 6:23:34, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8779, loss_cls: 1.2194, loss: 1.2194, grad_norm: 3.1863, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8188, loss/aux0: 0.8188 2020-10-20 20:59:08,218 - mmaction - INFO - Epoch [224][280/396] lr: 1.213e-02, eta: 6:23:37, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8779, loss_cls: 1.2194, loss: 1.2194, grad_norm: 3.1954, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8068, loss/aux0: 0.8068 2020-10-20 20:59:44,716 - mmaction - INFO - Epoch [224][300/396] lr: 1.213e-02, eta: 6:22:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7008, top5_acc: 0.8750, loss_cls: 1.2182, loss: 1.2182, grad_norm: 3.2052, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8593, loss/aux0: 0.8593 2020-10-20 20:59:45,682 - mmaction - INFO - Epoch [224][300/396] lr: 1.213e-02, eta: 6:23:01, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7008, top5_acc: 0.8750, loss_cls: 1.2182, loss: 1.2182, grad_norm: 3.2005, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8666, loss/aux0: 0.8666 2020-10-20 21:00:28,523 - mmaction - INFO - Epoch [224][320/396] lr: 1.213e-02, eta: 6:22:24, time: 1.248, data_time: 0.000, memory: 8462, top1_acc: 0.6927, top5_acc: 0.8745, loss_cls: 1.2033, loss: 1.2033, grad_norm: 3.2530, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8516, loss/aux0: 0.8516 2020-10-20 21:00:29,534 - mmaction - INFO - Epoch [224][320/396] lr: 1.213e-02, eta: 6:22:26, time: 0.984, data_time: 0.007, memory: 8462, top1_acc: 0.6927, top5_acc: 0.8745, loss_cls: 1.2033, loss: 1.2033, grad_norm: 3.2527, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8490, loss/aux0: 0.8490 2020-10-20 21:01:05,997 - mmaction - INFO - Epoch [224][340/396] lr: 1.213e-02, eta: 6:21:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6987, top5_acc: 0.8768, loss_cls: 1.1917, loss: 1.1917, grad_norm: 3.1465, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8597, loss/aux0: 0.8597 2020-10-20 21:01:06,944 - mmaction - INFO - Epoch [224][340/396] lr: 1.213e-02, eta: 6:21:51, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6987, top5_acc: 0.8768, loss_cls: 1.1917, loss: 1.1917, grad_norm: 3.1521, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8709, loss/aux0: 0.8709 2020-10-20 21:01:43,314 - mmaction - INFO - Epoch [224][360/396] lr: 1.213e-02, eta: 6:21:12, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.6883, top5_acc: 0.8698, loss_cls: 1.2163, loss: 1.2163, grad_norm: 3.2819, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8760, loss/aux0: 0.8760 2020-10-20 21:01:44,271 - mmaction - INFO - Epoch [224][360/396] lr: 1.213e-02, eta: 6:21:15, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.6883, top5_acc: 0.8698, loss_cls: 1.2163, loss: 1.2163, grad_norm: 3.2980, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8632, loss/aux0: 0.8632 2020-10-20 21:02:20,683 - mmaction - INFO - Epoch [224][380/396] lr: 1.213e-02, eta: 6:20:36, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6875, top5_acc: 0.8724, loss_cls: 1.2383, loss: 1.2383, grad_norm: 3.3541, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8386, loss/aux0: 0.8386 2020-10-20 21:02:21,642 - mmaction - INFO - Epoch [224][380/396] lr: 1.213e-02, eta: 6:20:39, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.6875, top5_acc: 0.8724, loss_cls: 1.2383, loss: 1.2383, grad_norm: 3.3757, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8471, loss/aux0: 0.8471 2020-10-20 21:02:56,267 - mmaction - INFO - Saving checkpoint at 224 epochs 2020-10-20 21:05:02,399 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 21:05:02,604 - mmaction - INFO - top1_acc 0.7396 top5_acc 0.9128 2020-10-20 21:05:02,604 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 21:05:02,750 - mmaction - INFO - mean_acc 0.7396 2020-10-20 21:05:02,750 - mmaction - INFO - Now best checkpoint is epoch_224.pth 2020-10-20 21:05:02,763 - mmaction - INFO - Epoch(val) [224][396] top1_acc: 0.7396, top5_acc: 0.9128, mean_class_accuracy: 0.7396 2020-10-20 21:08:53,275 - mmaction - INFO - Epoch [225][20/396] lr: 1.142e-02, eta: 6:19:28, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.6971, top5_acc: 0.8695, loss_cls: 1.2156, loss: 1.2156, grad_norm: 3.2055, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8602, loss/aux0: 0.8602 2020-10-20 21:08:54,223 - mmaction - INFO - Epoch [225][20/396] lr: 1.142e-02, eta: 6:19:30, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.6971, top5_acc: 0.8695, loss_cls: 1.2156, loss: 1.2156, grad_norm: 3.1894, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8616, loss/aux0: 0.8616 2020-10-20 21:09:30,645 - mmaction - INFO - Epoch [225][40/396] lr: 1.142e-02, eta: 6:18:52, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7031, top5_acc: 0.8820, loss_cls: 1.1851, loss: 1.1851, grad_norm: 3.2875, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8545, loss/aux0: 0.8545 2020-10-20 21:09:31,569 - mmaction - INFO - Epoch [225][40/396] lr: 1.142e-02, eta: 6:18:55, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7031, top5_acc: 0.8820, loss_cls: 1.1851, loss: 1.1851, grad_norm: 3.2891, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8549, loss/aux0: 0.8549 2020-10-20 21:10:08,105 - mmaction - INFO - Epoch [225][60/396] lr: 1.142e-02, eta: 6:18:16, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7073, top5_acc: 0.8776, loss_cls: 1.1687, loss: 1.1687, grad_norm: 3.1515, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8123, loss/aux0: 0.8123 2020-10-20 21:10:09,035 - mmaction - INFO - Epoch [225][60/396] lr: 1.142e-02, eta: 6:18:19, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7073, top5_acc: 0.8776, loss_cls: 1.1687, loss: 1.1687, grad_norm: 3.1375, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8029, loss/aux0: 0.8029 2020-10-20 21:10:45,546 - mmaction - INFO - Epoch [225][80/396] lr: 1.142e-02, eta: 6:17:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6977, top5_acc: 0.8773, loss_cls: 1.1989, loss: 1.1989, grad_norm: 3.2748, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7840, loss/aux0: 0.7840 2020-10-20 21:10:46,471 - mmaction - INFO - Epoch [225][80/396] lr: 1.142e-02, eta: 6:17:43, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6977, top5_acc: 0.8773, loss_cls: 1.1989, loss: 1.1989, grad_norm: 3.2785, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7910, loss/aux0: 0.7910 2020-10-20 21:11:22,978 - mmaction - INFO - Epoch [225][100/396] lr: 1.142e-02, eta: 6:17:05, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6953, top5_acc: 0.8711, loss_cls: 1.2038, loss: 1.2038, grad_norm: 3.2999, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8459, loss/aux0: 0.8459 2020-10-20 21:11:23,978 - mmaction - INFO - Epoch [225][100/396] lr: 1.142e-02, eta: 6:17:07, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6953, top5_acc: 0.8711, loss_cls: 1.2038, loss: 1.2038, grad_norm: 3.2946, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8510, loss/aux0: 0.8510 2020-10-20 21:12:00,523 - mmaction - INFO - Epoch [225][120/396] lr: 1.142e-02, eta: 6:16:29, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.6883, top5_acc: 0.8651, loss_cls: 1.2437, loss: 1.2437, grad_norm: 3.3425, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8352, loss/aux0: 0.8352 2020-10-20 21:12:01,486 - mmaction - INFO - Epoch [225][120/396] lr: 1.142e-02, eta: 6:16:31, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.6883, top5_acc: 0.8651, loss_cls: 1.2437, loss: 1.2437, grad_norm: 3.3498, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8329, loss/aux0: 0.8329 2020-10-20 21:12:37,948 - mmaction - INFO - Epoch [225][140/396] lr: 1.142e-02, eta: 6:15:53, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7086, top5_acc: 0.8794, loss_cls: 1.1744, loss: 1.1744, grad_norm: 3.2459, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8240, loss/aux0: 0.8240 2020-10-20 21:12:38,905 - mmaction - INFO - Epoch [225][140/396] lr: 1.142e-02, eta: 6:15:56, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7086, top5_acc: 0.8794, loss_cls: 1.1744, loss: 1.1744, grad_norm: 3.2523, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8224, loss/aux0: 0.8224 2020-10-20 21:13:15,518 - mmaction - INFO - Epoch [225][160/396] lr: 1.142e-02, eta: 6:15:17, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6904, top5_acc: 0.8839, loss_cls: 1.1849, loss: 1.1849, grad_norm: 3.2445, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8614, loss/aux0: 0.8614 2020-10-20 21:13:16,469 - mmaction - INFO - Epoch [225][160/396] lr: 1.142e-02, eta: 6:15:20, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.6904, top5_acc: 0.8839, loss_cls: 1.1849, loss: 1.1849, grad_norm: 3.2297, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8552, loss/aux0: 0.8552 2020-10-20 21:13:53,120 - mmaction - INFO - Epoch [225][180/396] lr: 1.142e-02, eta: 6:14:41, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7016, top5_acc: 0.8872, loss_cls: 1.1299, loss: 1.1299, grad_norm: 3.2297, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8425, loss/aux0: 0.8425 2020-10-20 21:13:54,076 - mmaction - INFO - Epoch [225][180/396] lr: 1.142e-02, eta: 6:14:44, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7016, top5_acc: 0.8872, loss_cls: 1.1299, loss: 1.1299, grad_norm: 3.2026, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8437, loss/aux0: 0.8437 2020-10-20 21:14:30,571 - mmaction - INFO - Epoch [225][200/396] lr: 1.142e-02, eta: 6:14:06, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7151, top5_acc: 0.8841, loss_cls: 1.1465, loss: 1.1465, grad_norm: 3.1593, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8020, loss/aux0: 0.8020 2020-10-20 21:14:31,528 - mmaction - INFO - Epoch [225][200/396] lr: 1.142e-02, eta: 6:14:08, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7151, top5_acc: 0.8841, loss_cls: 1.1465, loss: 1.1465, grad_norm: 3.1641, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8095, loss/aux0: 0.8095 2020-10-20 21:15:07,925 - mmaction - INFO - Epoch [225][220/396] lr: 1.142e-02, eta: 6:13:30, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8687, loss_cls: 1.2370, loss: 1.2370, grad_norm: 3.1852, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8387, loss/aux0: 0.8387 2020-10-20 21:15:08,886 - mmaction - INFO - Epoch [225][220/396] lr: 1.142e-02, eta: 6:13:32, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8687, loss_cls: 1.2370, loss: 1.2370, grad_norm: 3.1814, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8337, loss/aux0: 0.8337 2020-10-20 21:15:45,302 - mmaction - INFO - Epoch [225][240/396] lr: 1.142e-02, eta: 6:12:54, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.6914, top5_acc: 0.8755, loss_cls: 1.2200, loss: 1.2200, grad_norm: 3.3748, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8719, loss/aux0: 0.8719 2020-10-20 21:15:46,269 - mmaction - INFO - Epoch [225][240/396] lr: 1.142e-02, eta: 6:12:57, time: 0.936, data_time: 0.004, memory: 8462, top1_acc: 0.6914, top5_acc: 0.8755, loss_cls: 1.2200, loss: 1.2200, grad_norm: 3.3549, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8702, loss/aux0: 0.8702 2020-10-20 21:16:22,837 - mmaction - INFO - Epoch [225][260/396] lr: 1.142e-02, eta: 6:12:18, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7068, top5_acc: 0.8815, loss_cls: 1.1668, loss: 1.1668, grad_norm: 3.1672, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-20 21:16:23,775 - mmaction - INFO - Epoch [225][260/396] lr: 1.142e-02, eta: 6:12:21, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7068, top5_acc: 0.8815, loss_cls: 1.1668, loss: 1.1668, grad_norm: 3.1653, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8077, loss/aux0: 0.8077 2020-10-20 21:17:00,189 - mmaction - INFO - Epoch [225][280/396] lr: 1.142e-02, eta: 6:11:42, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7039, top5_acc: 0.8771, loss_cls: 1.1880, loss: 1.1880, grad_norm: 3.2672, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8515, loss/aux0: 0.8515 2020-10-20 21:17:01,141 - mmaction - INFO - Epoch [225][280/396] lr: 1.142e-02, eta: 6:11:45, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7039, top5_acc: 0.8771, loss_cls: 1.1880, loss: 1.1880, grad_norm: 3.2491, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8577, loss/aux0: 0.8577 2020-10-20 21:17:37,794 - mmaction - INFO - Epoch [225][300/396] lr: 1.142e-02, eta: 6:11:07, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7065, top5_acc: 0.8786, loss_cls: 1.1847, loss: 1.1847, grad_norm: 3.3944, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8717, loss/aux0: 0.8717 2020-10-20 21:17:38,755 - mmaction - INFO - Epoch [225][300/396] lr: 1.142e-02, eta: 6:11:09, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7065, top5_acc: 0.8786, loss_cls: 1.1847, loss: 1.1847, grad_norm: 3.4001, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8710, loss/aux0: 0.8710 2020-10-20 21:18:15,433 - mmaction - INFO - Epoch [225][320/396] lr: 1.142e-02, eta: 6:10:31, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.6828, top5_acc: 0.8818, loss_cls: 1.2157, loss: 1.2157, grad_norm: 3.2743, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.8311, loss/aux0: 0.8311 2020-10-20 21:18:16,375 - mmaction - INFO - Epoch [225][320/396] lr: 1.142e-02, eta: 6:10:33, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6828, top5_acc: 0.8818, loss_cls: 1.2157, loss: 1.2157, grad_norm: 3.2851, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.8276, loss/aux0: 0.8276 2020-10-20 21:18:53,053 - mmaction - INFO - Epoch [225][340/396] lr: 1.142e-02, eta: 6:09:55, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.6865, top5_acc: 0.8763, loss_cls: 1.2279, loss: 1.2279, grad_norm: 3.2521, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8276, loss/aux0: 0.8276 2020-10-20 21:18:54,014 - mmaction - INFO - Epoch [225][340/396] lr: 1.142e-02, eta: 6:09:58, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.6865, top5_acc: 0.8763, loss_cls: 1.2279, loss: 1.2279, grad_norm: 3.2549, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8282, loss/aux0: 0.8282 2020-10-20 21:19:30,618 - mmaction - INFO - Epoch [225][360/396] lr: 1.142e-02, eta: 6:09:19, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6841, top5_acc: 0.8661, loss_cls: 1.2352, loss: 1.2352, grad_norm: 3.3552, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8991, loss/aux0: 0.8991 2020-10-20 21:19:31,632 - mmaction - INFO - Epoch [225][360/396] lr: 1.142e-02, eta: 6:09:22, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.6841, top5_acc: 0.8661, loss_cls: 1.2352, loss: 1.2352, grad_norm: 3.3387, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8957, loss/aux0: 0.8957 2020-10-20 21:20:08,050 - mmaction - INFO - Epoch [225][380/396] lr: 1.142e-02, eta: 6:08:44, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6943, top5_acc: 0.8766, loss_cls: 1.2195, loss: 1.2195, grad_norm: 3.4215, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8587, loss/aux0: 0.8587 2020-10-20 21:20:08,986 - mmaction - INFO - Epoch [225][380/396] lr: 1.142e-02, eta: 6:08:46, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6943, top5_acc: 0.8766, loss_cls: 1.2195, loss: 1.2195, grad_norm: 3.4011, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8692, loss/aux0: 0.8692 2020-10-20 21:24:30,878 - mmaction - INFO - Epoch [226][20/396] lr: 1.072e-02, eta: 6:07:35, time: 0.929, data_time: 0.000, memory: 8462, top1_acc: 0.7065, top5_acc: 0.8727, loss_cls: 1.2031, loss: 1.2031, grad_norm: 3.2430, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8301, loss/aux0: 0.8301 2020-10-20 21:24:31,864 - mmaction - INFO - Epoch [226][20/396] lr: 1.072e-02, eta: 6:07:38, time: 0.931, data_time: 0.003, memory: 8462, top1_acc: 0.7065, top5_acc: 0.8727, loss_cls: 1.2031, loss: 1.2031, grad_norm: 3.2555, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8352, loss/aux0: 0.8352 2020-10-20 21:25:08,367 - mmaction - INFO - Epoch [226][40/396] lr: 1.072e-02, eta: 6:06:59, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7096, top5_acc: 0.8859, loss_cls: 1.1567, loss: 1.1567, grad_norm: 3.2863, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8374, loss/aux0: 0.8374 2020-10-20 21:25:09,344 - mmaction - INFO - Epoch [226][40/396] lr: 1.072e-02, eta: 6:07:02, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7096, top5_acc: 0.8859, loss_cls: 1.1567, loss: 1.1567, grad_norm: 3.2584, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8231, loss/aux0: 0.8231 2020-10-20 21:25:45,924 - mmaction - INFO - Epoch [226][60/396] lr: 1.072e-02, eta: 6:06:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7013, top5_acc: 0.8760, loss_cls: 1.1812, loss: 1.1812, grad_norm: 3.2302, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7683, loss/aux0: 0.7683 2020-10-20 21:25:46,871 - mmaction - INFO - Epoch [226][60/396] lr: 1.072e-02, eta: 6:06:26, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7013, top5_acc: 0.8760, loss_cls: 1.1812, loss: 1.1812, grad_norm: 3.2148, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7819, loss/aux0: 0.7819 2020-10-20 21:26:23,424 - mmaction - INFO - Epoch [226][80/396] lr: 1.072e-02, eta: 6:05:48, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7047, top5_acc: 0.8794, loss_cls: 1.1581, loss: 1.1581, grad_norm: 3.1514, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.8145, loss/aux0: 0.8145 2020-10-20 21:26:24,378 - mmaction - INFO - Epoch [226][80/396] lr: 1.072e-02, eta: 6:05:50, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7047, top5_acc: 0.8794, loss_cls: 1.1581, loss: 1.1581, grad_norm: 3.1448, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8091, loss/aux0: 0.8091 2020-10-20 21:27:00,871 - mmaction - INFO - Epoch [226][100/396] lr: 1.072e-02, eta: 6:05:12, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6974, top5_acc: 0.8701, loss_cls: 1.1840, loss: 1.1840, grad_norm: 3.1531, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8071, loss/aux0: 0.8071 2020-10-20 21:27:01,908 - mmaction - INFO - Epoch [226][100/396] lr: 1.072e-02, eta: 6:05:14, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6974, top5_acc: 0.8701, loss_cls: 1.1840, loss: 1.1840, grad_norm: 3.1396, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8048, loss/aux0: 0.8048 2020-10-20 21:27:38,353 - mmaction - INFO - Epoch [226][120/396] lr: 1.072e-02, eta: 6:04:36, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7159, top5_acc: 0.8852, loss_cls: 1.1235, loss: 1.1235, grad_norm: 3.2165, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8097, loss/aux0: 0.8097 2020-10-20 21:27:39,319 - mmaction - INFO - Epoch [226][120/396] lr: 1.072e-02, eta: 6:04:39, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.7159, top5_acc: 0.8852, loss_cls: 1.1235, loss: 1.1235, grad_norm: 3.2349, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8170, loss/aux0: 0.8170 2020-10-20 21:28:15,848 - mmaction - INFO - Epoch [226][140/396] lr: 1.072e-02, eta: 6:04:00, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6971, top5_acc: 0.8779, loss_cls: 1.1863, loss: 1.1863, grad_norm: 3.3749, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8317, loss/aux0: 0.8317 2020-10-20 21:28:16,789 - mmaction - INFO - Epoch [226][140/396] lr: 1.072e-02, eta: 6:04:03, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.6971, top5_acc: 0.8779, loss_cls: 1.1863, loss: 1.1863, grad_norm: 3.3622, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8229, loss/aux0: 0.8229 2020-10-20 21:28:53,411 - mmaction - INFO - Epoch [226][160/396] lr: 1.072e-02, eta: 6:03:24, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.1861, loss: 1.1861, grad_norm: 3.3298, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8769, loss/aux0: 0.8769 2020-10-20 21:28:54,361 - mmaction - INFO - Epoch [226][160/396] lr: 1.072e-02, eta: 6:03:27, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.1861, loss: 1.1861, grad_norm: 3.3204, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8816, loss/aux0: 0.8816 2020-10-20 21:29:30,867 - mmaction - INFO - Epoch [226][180/396] lr: 1.072e-02, eta: 6:02:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7008, top5_acc: 0.8839, loss_cls: 1.1840, loss: 1.1840, grad_norm: 3.1472, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8056, loss/aux0: 0.8056 2020-10-20 21:29:31,847 - mmaction - INFO - Epoch [226][180/396] lr: 1.072e-02, eta: 6:02:51, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7008, top5_acc: 0.8839, loss_cls: 1.1840, loss: 1.1840, grad_norm: 3.1640, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8074, loss/aux0: 0.8074 2020-10-20 21:30:08,351 - mmaction - INFO - Epoch [226][200/396] lr: 1.072e-02, eta: 6:02:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7010, top5_acc: 0.8737, loss_cls: 1.1922, loss: 1.1922, grad_norm: 3.3065, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8099, loss/aux0: 0.8099 2020-10-20 21:30:09,298 - mmaction - INFO - Epoch [226][200/396] lr: 1.072e-02, eta: 6:02:15, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7010, top5_acc: 0.8737, loss_cls: 1.1922, loss: 1.1922, grad_norm: 3.3025, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.8064, loss/aux0: 0.8064 2020-10-20 21:30:45,761 - mmaction - INFO - Epoch [226][220/396] lr: 1.072e-02, eta: 6:01:37, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.6891, top5_acc: 0.8690, loss_cls: 1.2231, loss: 1.2231, grad_norm: 3.3553, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8259, loss/aux0: 0.8259 2020-10-20 21:30:46,708 - mmaction - INFO - Epoch [226][220/396] lr: 1.072e-02, eta: 6:01:40, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.6891, top5_acc: 0.8690, loss_cls: 1.2231, loss: 1.2231, grad_norm: 3.3260, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8268, loss/aux0: 0.8268 2020-10-20 21:31:23,280 - mmaction - INFO - Epoch [226][240/396] lr: 1.072e-02, eta: 6:01:01, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7169, top5_acc: 0.8807, loss_cls: 1.1433, loss: 1.1433, grad_norm: 3.1316, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7918, loss/aux0: 0.7918 2020-10-20 21:31:24,221 - mmaction - INFO - Epoch [226][240/396] lr: 1.072e-02, eta: 6:01:04, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7169, top5_acc: 0.8807, loss_cls: 1.1433, loss: 1.1433, grad_norm: 3.1277, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7931, loss/aux0: 0.7931 2020-10-20 21:32:00,906 - mmaction - INFO - Epoch [226][260/396] lr: 1.072e-02, eta: 6:00:25, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7003, top5_acc: 0.8799, loss_cls: 1.1674, loss: 1.1674, grad_norm: 3.3061, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8339, loss/aux0: 0.8339 2020-10-20 21:32:01,883 - mmaction - INFO - Epoch [226][260/396] lr: 1.072e-02, eta: 6:00:28, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7003, top5_acc: 0.8799, loss_cls: 1.1674, loss: 1.1674, grad_norm: 3.3036, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8383, loss/aux0: 0.8383 2020-10-20 21:32:38,413 - mmaction - INFO - Epoch [226][280/396] lr: 1.072e-02, eta: 5:59:50, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6924, top5_acc: 0.8815, loss_cls: 1.1994, loss: 1.1994, grad_norm: 3.2805, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8342, loss/aux0: 0.8342 2020-10-20 21:32:39,340 - mmaction - INFO - Epoch [226][280/396] lr: 1.072e-02, eta: 5:59:52, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6924, top5_acc: 0.8815, loss_cls: 1.1994, loss: 1.1994, grad_norm: 3.2738, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8299, loss/aux0: 0.8299 2020-10-20 21:33:15,955 - mmaction - INFO - Epoch [226][300/396] lr: 1.072e-02, eta: 5:59:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6940, top5_acc: 0.8682, loss_cls: 1.2180, loss: 1.2180, grad_norm: 3.3961, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8523, loss/aux0: 0.8523 2020-10-20 21:33:16,919 - mmaction - INFO - Epoch [226][300/396] lr: 1.072e-02, eta: 5:59:16, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6940, top5_acc: 0.8682, loss_cls: 1.2180, loss: 1.2180, grad_norm: 3.3709, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8432, loss/aux0: 0.8432 2020-10-20 21:33:53,437 - mmaction - INFO - Epoch [226][320/396] lr: 1.072e-02, eta: 5:58:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6958, top5_acc: 0.8794, loss_cls: 1.1797, loss: 1.1797, grad_norm: 3.3404, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7761, loss/aux0: 0.7761 2020-10-20 21:33:54,410 - mmaction - INFO - Epoch [226][320/396] lr: 1.072e-02, eta: 5:58:41, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.6958, top5_acc: 0.8794, loss_cls: 1.1797, loss: 1.1797, grad_norm: 3.3008, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7868, loss/aux0: 0.7868 2020-10-20 21:34:30,931 - mmaction - INFO - Epoch [226][340/396] lr: 1.072e-02, eta: 5:58:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7073, top5_acc: 0.8836, loss_cls: 1.1701, loss: 1.1701, grad_norm: 3.3951, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8108, loss/aux0: 0.8108 2020-10-20 21:34:31,901 - mmaction - INFO - Epoch [226][340/396] lr: 1.072e-02, eta: 5:58:05, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7073, top5_acc: 0.8836, loss_cls: 1.1701, loss: 1.1701, grad_norm: 3.3859, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8049, loss/aux0: 0.8049 2020-10-20 21:35:08,572 - mmaction - INFO - Epoch [226][360/396] lr: 1.072e-02, eta: 5:57:27, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7003, top5_acc: 0.8794, loss_cls: 1.1666, loss: 1.1666, grad_norm: 3.2330, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7991, loss/aux0: 0.7991 2020-10-20 21:35:09,604 - mmaction - INFO - Epoch [226][360/396] lr: 1.072e-02, eta: 5:57:29, time: 0.947, data_time: 0.002, memory: 8462, top1_acc: 0.7003, top5_acc: 0.8794, loss_cls: 1.1666, loss: 1.1666, grad_norm: 3.2518, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8016, loss/aux0: 0.8016 2020-10-20 21:35:46,170 - mmaction - INFO - Epoch [226][380/396] lr: 1.072e-02, eta: 5:56:51, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.6909, top5_acc: 0.8667, loss_cls: 1.2331, loss: 1.2331, grad_norm: 3.3545, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8569, loss/aux0: 0.8569 2020-10-20 21:35:47,129 - mmaction - INFO - Epoch [226][380/396] lr: 1.072e-02, eta: 5:56:53, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.6909, top5_acc: 0.8667, loss_cls: 1.2331, loss: 1.2331, grad_norm: 3.3824, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8662, loss/aux0: 0.8662 2020-10-20 21:40:32,657 - mmaction - INFO - Epoch [227][20/396] lr: 1.005e-02, eta: 5:55:42, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7247, top5_acc: 0.8891, loss_cls: 1.0983, loss: 1.0983, grad_norm: 3.2808, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8182, loss/aux0: 0.8182 2020-10-20 21:40:33,596 - mmaction - INFO - Epoch [227][20/396] lr: 1.005e-02, eta: 5:55:45, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7247, top5_acc: 0.8891, loss_cls: 1.0983, loss: 1.0983, grad_norm: 3.2537, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8165, loss/aux0: 0.8165 2020-10-20 21:41:09,985 - mmaction - INFO - Epoch [227][40/396] lr: 1.005e-02, eta: 5:55:07, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7039, top5_acc: 0.8831, loss_cls: 1.1557, loss: 1.1557, grad_norm: 3.3482, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8149, loss/aux0: 0.8149 2020-10-20 21:41:10,949 - mmaction - INFO - Epoch [227][40/396] lr: 1.005e-02, eta: 5:55:09, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7039, top5_acc: 0.8831, loss_cls: 1.1557, loss: 1.1557, grad_norm: 3.3675, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8143, loss/aux0: 0.8143 2020-10-20 21:41:47,383 - mmaction - INFO - Epoch [227][60/396] lr: 1.005e-02, eta: 5:54:31, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7026, top5_acc: 0.8750, loss_cls: 1.1918, loss: 1.1918, grad_norm: 3.2326, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7941, loss/aux0: 0.7941 2020-10-20 21:41:48,326 - mmaction - INFO - Epoch [227][60/396] lr: 1.005e-02, eta: 5:54:33, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.7026, top5_acc: 0.8750, loss_cls: 1.1918, loss: 1.1918, grad_norm: 3.2475, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7998, loss/aux0: 0.7998 2020-10-20 21:42:24,888 - mmaction - INFO - Epoch [227][80/396] lr: 1.005e-02, eta: 5:53:55, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7099, top5_acc: 0.8885, loss_cls: 1.1415, loss: 1.1415, grad_norm: 3.1941, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8188, loss/aux0: 0.8188 2020-10-20 21:42:25,836 - mmaction - INFO - Epoch [227][80/396] lr: 1.005e-02, eta: 5:53:57, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7099, top5_acc: 0.8885, loss_cls: 1.1415, loss: 1.1415, grad_norm: 3.1930, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8135, loss/aux0: 0.8135 2020-10-20 21:43:02,569 - mmaction - INFO - Epoch [227][100/396] lr: 1.005e-02, eta: 5:53:19, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7026, top5_acc: 0.8815, loss_cls: 1.1560, loss: 1.1560, grad_norm: 3.2321, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7745, loss/aux0: 0.7745 2020-10-20 21:43:03,509 - mmaction - INFO - Epoch [227][100/396] lr: 1.005e-02, eta: 5:53:22, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7026, top5_acc: 0.8815, loss_cls: 1.1560, loss: 1.1560, grad_norm: 3.2478, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7784, loss/aux0: 0.7784 2020-10-20 21:43:40,082 - mmaction - INFO - Epoch [227][120/396] lr: 1.005e-02, eta: 5:52:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7130, top5_acc: 0.8773, loss_cls: 1.1556, loss: 1.1556, grad_norm: 3.3091, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8472, loss/aux0: 0.8472 2020-10-20 21:43:41,053 - mmaction - INFO - Epoch [227][120/396] lr: 1.005e-02, eta: 5:52:46, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7130, top5_acc: 0.8773, loss_cls: 1.1556, loss: 1.1556, grad_norm: 3.3010, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8497, loss/aux0: 0.8497 2020-10-20 21:44:17,743 - mmaction - INFO - Epoch [227][140/396] lr: 1.005e-02, eta: 5:52:08, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7112, top5_acc: 0.8815, loss_cls: 1.1363, loss: 1.1363, grad_norm: 3.2422, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8398, loss/aux0: 0.8398 2020-10-20 21:44:18,713 - mmaction - INFO - Epoch [227][140/396] lr: 1.005e-02, eta: 5:52:10, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7112, top5_acc: 0.8815, loss_cls: 1.1363, loss: 1.1363, grad_norm: 3.2355, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8384, loss/aux0: 0.8384 2020-10-20 21:44:55,267 - mmaction - INFO - Epoch [227][160/396] lr: 1.005e-02, eta: 5:51:32, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7029, top5_acc: 0.8771, loss_cls: 1.1675, loss: 1.1675, grad_norm: 3.3531, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8176, loss/aux0: 0.8176 2020-10-20 21:44:56,217 - mmaction - INFO - Epoch [227][160/396] lr: 1.005e-02, eta: 5:51:34, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7029, top5_acc: 0.8771, loss_cls: 1.1675, loss: 1.1675, grad_norm: 3.3653, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8222, loss/aux0: 0.8222 2020-10-20 21:45:32,839 - mmaction - INFO - Epoch [227][180/396] lr: 1.005e-02, eta: 5:50:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7021, top5_acc: 0.8755, loss_cls: 1.1893, loss: 1.1893, grad_norm: 3.3625, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8471, loss/aux0: 0.8471 2020-10-20 21:45:33,805 - mmaction - INFO - Epoch [227][180/396] lr: 1.005e-02, eta: 5:50:58, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7021, top5_acc: 0.8755, loss_cls: 1.1893, loss: 1.1893, grad_norm: 3.3621, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8397, loss/aux0: 0.8397 2020-10-20 21:46:10,346 - mmaction - INFO - Epoch [227][200/396] lr: 1.005e-02, eta: 5:50:20, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6982, top5_acc: 0.8740, loss_cls: 1.1901, loss: 1.1901, grad_norm: 3.2834, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8309, loss/aux0: 0.8309 2020-10-20 21:46:11,347 - mmaction - INFO - Epoch [227][200/396] lr: 1.005e-02, eta: 5:50:23, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6982, top5_acc: 0.8740, loss_cls: 1.1901, loss: 1.1901, grad_norm: 3.2669, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8306, loss/aux0: 0.8306 2020-10-20 21:46:47,870 - mmaction - INFO - Epoch [227][220/396] lr: 1.005e-02, eta: 5:49:44, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7128, top5_acc: 0.8857, loss_cls: 1.1458, loss: 1.1458, grad_norm: 3.3201, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8448, loss/aux0: 0.8448 2020-10-20 21:46:48,823 - mmaction - INFO - Epoch [227][220/396] lr: 1.005e-02, eta: 5:49:47, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7128, top5_acc: 0.8857, loss_cls: 1.1458, loss: 1.1458, grad_norm: 3.2958, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8473, loss/aux0: 0.8473 2020-10-20 21:47:25,277 - mmaction - INFO - Epoch [227][240/396] lr: 1.005e-02, eta: 5:49:09, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.6867, top5_acc: 0.8729, loss_cls: 1.1935, loss: 1.1935, grad_norm: 3.3021, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8144, loss/aux0: 0.8144 2020-10-20 21:47:26,227 - mmaction - INFO - Epoch [227][240/396] lr: 1.005e-02, eta: 5:49:11, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6867, top5_acc: 0.8729, loss_cls: 1.1935, loss: 1.1935, grad_norm: 3.3324, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8080, loss/aux0: 0.8080 2020-10-20 21:48:02,696 - mmaction - INFO - Epoch [227][260/396] lr: 1.005e-02, eta: 5:48:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6992, top5_acc: 0.8742, loss_cls: 1.2027, loss: 1.2027, grad_norm: 3.3290, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8290, loss/aux0: 0.8290 2020-10-20 21:48:03,619 - mmaction - INFO - Epoch [227][260/396] lr: 1.005e-02, eta: 5:48:35, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.6992, top5_acc: 0.8742, loss_cls: 1.2027, loss: 1.2027, grad_norm: 3.3060, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-20 21:48:40,105 - mmaction - INFO - Epoch [227][280/396] lr: 1.005e-02, eta: 5:47:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7174, top5_acc: 0.8898, loss_cls: 1.1210, loss: 1.1210, grad_norm: 3.2300, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8007, loss/aux0: 0.8007 2020-10-20 21:48:41,061 - mmaction - INFO - Epoch [227][280/396] lr: 1.005e-02, eta: 5:47:59, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7174, top5_acc: 0.8898, loss_cls: 1.1210, loss: 1.1210, grad_norm: 3.2081, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7996, loss/aux0: 0.7996 2020-10-20 21:49:17,545 - mmaction - INFO - Epoch [227][300/396] lr: 1.005e-02, eta: 5:47:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7086, top5_acc: 0.8766, loss_cls: 1.1683, loss: 1.1683, grad_norm: 3.3115, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8412, loss/aux0: 0.8412 2020-10-20 21:49:18,495 - mmaction - INFO - Epoch [227][300/396] lr: 1.005e-02, eta: 5:47:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7086, top5_acc: 0.8766, loss_cls: 1.1683, loss: 1.1683, grad_norm: 3.3274, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8449, loss/aux0: 0.8449 2020-10-20 21:49:54,933 - mmaction - INFO - Epoch [227][320/396] lr: 1.005e-02, eta: 5:46:45, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7107, top5_acc: 0.8802, loss_cls: 1.1460, loss: 1.1460, grad_norm: 3.3237, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7739, loss/aux0: 0.7739 2020-10-20 21:49:55,872 - mmaction - INFO - Epoch [227][320/396] lr: 1.005e-02, eta: 5:46:48, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7107, top5_acc: 0.8802, loss_cls: 1.1460, loss: 1.1460, grad_norm: 3.3093, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7723, loss/aux0: 0.7723 2020-10-20 21:50:32,473 - mmaction - INFO - Epoch [227][340/396] lr: 1.005e-02, eta: 5:46:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7094, top5_acc: 0.8841, loss_cls: 1.1477, loss: 1.1477, grad_norm: 3.3001, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7924, loss/aux0: 0.7924 2020-10-20 21:50:33,415 - mmaction - INFO - Epoch [227][340/396] lr: 1.005e-02, eta: 5:46:12, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7094, top5_acc: 0.8841, loss_cls: 1.1477, loss: 1.1477, grad_norm: 3.2937, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7896, loss/aux0: 0.7896 2020-10-20 21:51:09,952 - mmaction - INFO - Epoch [227][360/396] lr: 1.005e-02, eta: 5:45:34, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7156, top5_acc: 0.8865, loss_cls: 1.1362, loss: 1.1362, grad_norm: 3.3728, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8042, loss/aux0: 0.8042 2020-10-20 21:51:10,926 - mmaction - INFO - Epoch [227][360/396] lr: 1.005e-02, eta: 5:45:36, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7156, top5_acc: 0.8865, loss_cls: 1.1362, loss: 1.1362, grad_norm: 3.3785, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8029, loss/aux0: 0.8029 2020-10-20 21:51:47,445 - mmaction - INFO - Epoch [227][380/396] lr: 1.005e-02, eta: 5:44:58, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.6997, top5_acc: 0.8740, loss_cls: 1.1627, loss: 1.1627, grad_norm: 3.3449, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8152, loss/aux0: 0.8152 2020-10-20 21:51:48,389 - mmaction - INFO - Epoch [227][380/396] lr: 1.005e-02, eta: 5:45:00, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.6997, top5_acc: 0.8740, loss_cls: 1.1627, loss: 1.1627, grad_norm: 3.3193, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8104, loss/aux0: 0.8104 2020-10-20 21:56:11,136 - mmaction - INFO - Epoch [228][20/396] lr: 9.399e-03, eta: 5:43:50, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7117, top5_acc: 0.8786, loss_cls: 1.1493, loss: 1.1493, grad_norm: 3.2491, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8370, loss/aux0: 0.8370 2020-10-20 21:56:12,085 - mmaction - INFO - Epoch [228][20/396] lr: 9.399e-03, eta: 5:43:52, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.7117, top5_acc: 0.8786, loss_cls: 1.1493, loss: 1.1493, grad_norm: 3.2840, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8395, loss/aux0: 0.8395 2020-10-20 21:56:48,698 - mmaction - INFO - Epoch [228][40/396] lr: 9.399e-03, eta: 5:43:14, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7083, top5_acc: 0.8773, loss_cls: 1.1593, loss: 1.1593, grad_norm: 3.3194, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7988, loss/aux0: 0.7988 2020-10-20 21:56:49,655 - mmaction - INFO - Epoch [228][40/396] lr: 9.399e-03, eta: 5:43:16, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.7083, top5_acc: 0.8773, loss_cls: 1.1593, loss: 1.1593, grad_norm: 3.2948, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7928, loss/aux0: 0.7928 2020-10-20 21:57:26,098 - mmaction - INFO - Epoch [228][60/396] lr: 9.399e-03, eta: 5:42:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7151, top5_acc: 0.8904, loss_cls: 1.1268, loss: 1.1268, grad_norm: 3.4035, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7977, loss/aux0: 0.7977 2020-10-20 21:57:27,059 - mmaction - INFO - Epoch [228][60/396] lr: 9.399e-03, eta: 5:42:40, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7151, top5_acc: 0.8904, loss_cls: 1.1268, loss: 1.1268, grad_norm: 3.4008, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7963, loss/aux0: 0.7963 2020-10-20 21:58:03,573 - mmaction - INFO - Epoch [228][80/396] lr: 9.399e-03, eta: 5:42:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7174, top5_acc: 0.8846, loss_cls: 1.1210, loss: 1.1210, grad_norm: 3.3747, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8147, loss/aux0: 0.8147 2020-10-20 21:58:04,528 - mmaction - INFO - Epoch [228][80/396] lr: 9.399e-03, eta: 5:42:05, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7174, top5_acc: 0.8846, loss_cls: 1.1210, loss: 1.1210, grad_norm: 3.3701, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8153, loss/aux0: 0.8153 2020-10-20 21:58:41,198 - mmaction - INFO - Epoch [228][100/396] lr: 9.399e-03, eta: 5:41:26, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7083, top5_acc: 0.8828, loss_cls: 1.1446, loss: 1.1446, grad_norm: 3.3992, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7959, loss/aux0: 0.7959 2020-10-20 21:58:42,183 - mmaction - INFO - Epoch [228][100/396] lr: 9.399e-03, eta: 5:41:29, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.7083, top5_acc: 0.8828, loss_cls: 1.1446, loss: 1.1446, grad_norm: 3.3860, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7955, loss/aux0: 0.7955 2020-10-20 21:59:18,702 - mmaction - INFO - Epoch [228][120/396] lr: 9.399e-03, eta: 5:40:51, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7070, top5_acc: 0.8815, loss_cls: 1.1523, loss: 1.1523, grad_norm: 3.3086, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8265, loss/aux0: 0.8265 2020-10-20 21:59:19,663 - mmaction - INFO - Epoch [228][120/396] lr: 9.399e-03, eta: 5:40:53, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7070, top5_acc: 0.8815, loss_cls: 1.1523, loss: 1.1523, grad_norm: 3.3255, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8323, loss/aux0: 0.8323 2020-10-20 21:59:56,195 - mmaction - INFO - Epoch [228][140/396] lr: 9.399e-03, eta: 5:40:15, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7055, top5_acc: 0.8753, loss_cls: 1.1503, loss: 1.1503, grad_norm: 3.3700, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8037, loss/aux0: 0.8037 2020-10-20 21:59:57,154 - mmaction - INFO - Epoch [228][140/396] lr: 9.399e-03, eta: 5:40:17, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7055, top5_acc: 0.8753, loss_cls: 1.1503, loss: 1.1503, grad_norm: 3.3498, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7919, loss/aux0: 0.7919 2020-10-20 22:00:33,847 - mmaction - INFO - Epoch [228][160/396] lr: 9.399e-03, eta: 5:39:39, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7096, top5_acc: 0.8792, loss_cls: 1.1492, loss: 1.1492, grad_norm: 3.4601, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8526, loss/aux0: 0.8526 2020-10-20 22:00:34,861 - mmaction - INFO - Epoch [228][160/396] lr: 9.399e-03, eta: 5:39:41, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.7096, top5_acc: 0.8792, loss_cls: 1.1492, loss: 1.1492, grad_norm: 3.4619, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8622, loss/aux0: 0.8622 2020-10-20 22:01:11,486 - mmaction - INFO - Epoch [228][180/396] lr: 9.399e-03, eta: 5:39:03, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7117, top5_acc: 0.8776, loss_cls: 1.1569, loss: 1.1569, grad_norm: 3.3095, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8259, loss/aux0: 0.8259 2020-10-20 22:01:12,452 - mmaction - INFO - Epoch [228][180/396] lr: 9.399e-03, eta: 5:39:06, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.7117, top5_acc: 0.8776, loss_cls: 1.1569, loss: 1.1569, grad_norm: 3.2894, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8258, loss/aux0: 0.8258 2020-10-20 22:01:48,915 - mmaction - INFO - Epoch [228][200/396] lr: 9.399e-03, eta: 5:38:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7070, top5_acc: 0.8852, loss_cls: 1.1426, loss: 1.1426, grad_norm: 3.3708, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8090, loss/aux0: 0.8090 2020-10-20 22:01:49,873 - mmaction - INFO - Epoch [228][200/396] lr: 9.399e-03, eta: 5:38:30, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7070, top5_acc: 0.8852, loss_cls: 1.1426, loss: 1.1426, grad_norm: 3.3594, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8061, loss/aux0: 0.8061 2020-10-20 22:02:26,448 - mmaction - INFO - Epoch [228][220/396] lr: 9.399e-03, eta: 5:37:52, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7115, top5_acc: 0.8779, loss_cls: 1.1481, loss: 1.1481, grad_norm: 3.3714, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8293, loss/aux0: 0.8293 2020-10-20 22:02:27,416 - mmaction - INFO - Epoch [228][220/396] lr: 9.399e-03, eta: 5:37:54, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7115, top5_acc: 0.8779, loss_cls: 1.1481, loss: 1.1481, grad_norm: 3.3803, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8424, loss/aux0: 0.8424 2020-10-20 22:03:03,913 - mmaction - INFO - Epoch [228][240/396] lr: 9.399e-03, eta: 5:37:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7216, top5_acc: 0.8951, loss_cls: 1.0875, loss: 1.0875, grad_norm: 3.3900, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8285, loss/aux0: 0.8285 2020-10-20 22:03:04,870 - mmaction - INFO - Epoch [228][240/396] lr: 9.399e-03, eta: 5:37:18, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7216, top5_acc: 0.8951, loss_cls: 1.0875, loss: 1.0875, grad_norm: 3.3900, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8173, loss/aux0: 0.8173 2020-10-20 22:03:41,298 - mmaction - INFO - Epoch [228][260/396] lr: 9.399e-03, eta: 5:36:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7026, top5_acc: 0.8789, loss_cls: 1.1606, loss: 1.1606, grad_norm: 3.4466, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8177, loss/aux0: 0.8177 2020-10-20 22:03:42,302 - mmaction - INFO - Epoch [228][260/396] lr: 9.399e-03, eta: 5:36:42, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7026, top5_acc: 0.8789, loss_cls: 1.1606, loss: 1.1606, grad_norm: 3.4600, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8137, loss/aux0: 0.8137 2020-10-20 22:04:18,852 - mmaction - INFO - Epoch [228][280/396] lr: 9.399e-03, eta: 5:36:04, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7096, top5_acc: 0.8812, loss_cls: 1.1520, loss: 1.1520, grad_norm: 3.3593, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8075, loss/aux0: 0.8075 2020-10-20 22:04:19,796 - mmaction - INFO - Epoch [228][280/396] lr: 9.399e-03, eta: 5:36:07, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7096, top5_acc: 0.8812, loss_cls: 1.1520, loss: 1.1520, grad_norm: 3.3386, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8101, loss/aux0: 0.8101 2020-10-20 22:04:56,276 - mmaction - INFO - Epoch [228][300/396] lr: 9.399e-03, eta: 5:35:28, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7318, top5_acc: 0.8966, loss_cls: 1.0715, loss: 1.0715, grad_norm: 3.2504, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7803, loss/aux0: 0.7803 2020-10-20 22:04:57,230 - mmaction - INFO - Epoch [228][300/396] lr: 9.399e-03, eta: 5:35:31, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7318, top5_acc: 0.8966, loss_cls: 1.0715, loss: 1.0715, grad_norm: 3.2276, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7753, loss/aux0: 0.7753 2020-10-20 22:05:33,715 - mmaction - INFO - Epoch [228][320/396] lr: 9.399e-03, eta: 5:34:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.6917, top5_acc: 0.8760, loss_cls: 1.2083, loss: 1.2083, grad_norm: 3.4221, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8111, loss/aux0: 0.8111 2020-10-20 22:05:34,668 - mmaction - INFO - Epoch [228][320/396] lr: 9.399e-03, eta: 5:34:55, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.6917, top5_acc: 0.8760, loss_cls: 1.2083, loss: 1.2083, grad_norm: 3.4158, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8130, loss/aux0: 0.8130 2020-10-20 22:06:11,328 - mmaction - INFO - Epoch [228][340/396] lr: 9.399e-03, eta: 5:34:17, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.6990, top5_acc: 0.8755, loss_cls: 1.1700, loss: 1.1700, grad_norm: 3.2977, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7914, loss/aux0: 0.7914 2020-10-20 22:06:12,298 - mmaction - INFO - Epoch [228][340/396] lr: 9.399e-03, eta: 5:34:19, time: 0.946, data_time: 0.003, memory: 8462, top1_acc: 0.6990, top5_acc: 0.8755, loss_cls: 1.1700, loss: 1.1700, grad_norm: 3.2848, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7936, loss/aux0: 0.7936 2020-10-20 22:06:48,800 - mmaction - INFO - Epoch [228][360/396] lr: 9.399e-03, eta: 5:33:41, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6948, top5_acc: 0.8747, loss_cls: 1.1874, loss: 1.1874, grad_norm: 3.3456, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8034, loss/aux0: 0.8034 2020-10-20 22:06:49,739 - mmaction - INFO - Epoch [228][360/396] lr: 9.399e-03, eta: 5:33:43, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.6948, top5_acc: 0.8747, loss_cls: 1.1874, loss: 1.1874, grad_norm: 3.3306, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8083, loss/aux0: 0.8083 2020-10-20 22:07:26,188 - mmaction - INFO - Epoch [228][380/396] lr: 9.399e-03, eta: 5:33:05, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7034, top5_acc: 0.8667, loss_cls: 1.2016, loss: 1.2016, grad_norm: 3.2890, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8295, loss/aux0: 0.8295 2020-10-20 22:07:27,131 - mmaction - INFO - Epoch [228][380/396] lr: 9.399e-03, eta: 5:33:07, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7034, top5_acc: 0.8667, loss_cls: 1.2016, loss: 1.2016, grad_norm: 3.2837, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8293, loss/aux0: 0.8293 2020-10-20 22:12:06,854 - mmaction - INFO - Epoch [229][20/396] lr: 8.768e-03, eta: 5:31:57, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.7208, top5_acc: 0.8870, loss_cls: 1.1014, loss: 1.1014, grad_norm: 3.3194, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7676, loss/aux0: 0.7676 2020-10-20 22:12:07,805 - mmaction - INFO - Epoch [229][20/396] lr: 8.768e-03, eta: 5:31:59, time: 0.932, data_time: 0.004, memory: 8462, top1_acc: 0.7208, top5_acc: 0.8870, loss_cls: 1.1014, loss: 1.1014, grad_norm: 3.3348, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7684, loss/aux0: 0.7684 2020-10-20 22:12:44,223 - mmaction - INFO - Epoch [229][40/396] lr: 8.768e-03, eta: 5:31:21, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7198, top5_acc: 0.8940, loss_cls: 1.0886, loss: 1.0886, grad_norm: 3.2949, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7894, loss/aux0: 0.7894 2020-10-20 22:12:45,170 - mmaction - INFO - Epoch [229][40/396] lr: 8.768e-03, eta: 5:31:23, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7198, top5_acc: 0.8940, loss_cls: 1.0886, loss: 1.0886, grad_norm: 3.2789, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7900, loss/aux0: 0.7900 2020-10-20 22:13:21,761 - mmaction - INFO - Epoch [229][60/396] lr: 8.768e-03, eta: 5:30:45, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7211, top5_acc: 0.8901, loss_cls: 1.0835, loss: 1.0835, grad_norm: 3.2846, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7764, loss/aux0: 0.7764 2020-10-20 22:13:22,685 - mmaction - INFO - Epoch [229][60/396] lr: 8.768e-03, eta: 5:30:48, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7211, top5_acc: 0.8901, loss_cls: 1.0835, loss: 1.0835, grad_norm: 3.2754, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7828, loss/aux0: 0.7828 2020-10-20 22:13:59,272 - mmaction - INFO - Epoch [229][80/396] lr: 8.768e-03, eta: 5:30:10, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.6977, top5_acc: 0.8781, loss_cls: 1.1648, loss: 1.1648, grad_norm: 3.3591, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7978, loss/aux0: 0.7978 2020-10-20 22:14:00,233 - mmaction - INFO - Epoch [229][80/396] lr: 8.768e-03, eta: 5:30:12, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.6977, top5_acc: 0.8781, loss_cls: 1.1648, loss: 1.1648, grad_norm: 3.3741, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7901, loss/aux0: 0.7901 2020-10-20 22:14:36,837 - mmaction - INFO - Epoch [229][100/396] lr: 8.768e-03, eta: 5:29:34, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7125, top5_acc: 0.8880, loss_cls: 1.1066, loss: 1.1066, grad_norm: 3.3718, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8134, loss/aux0: 0.8134 2020-10-20 22:14:37,795 - mmaction - INFO - Epoch [229][100/396] lr: 8.768e-03, eta: 5:29:36, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7125, top5_acc: 0.8880, loss_cls: 1.1066, loss: 1.1066, grad_norm: 3.3500, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8096, loss/aux0: 0.8096 2020-10-20 22:15:14,306 - mmaction - INFO - Epoch [229][120/396] lr: 8.768e-03, eta: 5:28:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7010, top5_acc: 0.8826, loss_cls: 1.1546, loss: 1.1546, grad_norm: 3.3049, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7739, loss/aux0: 0.7739 2020-10-20 22:15:15,250 - mmaction - INFO - Epoch [229][120/396] lr: 8.768e-03, eta: 5:29:00, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7010, top5_acc: 0.8826, loss_cls: 1.1546, loss: 1.1546, grad_norm: 3.3195, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7837, loss/aux0: 0.7837 2020-10-20 22:15:51,850 - mmaction - INFO - Epoch [229][140/396] lr: 8.768e-03, eta: 5:28:22, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7167, top5_acc: 0.8867, loss_cls: 1.1126, loss: 1.1126, grad_norm: 3.2761, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8333, loss/aux0: 0.8333 2020-10-20 22:15:52,825 - mmaction - INFO - Epoch [229][140/396] lr: 8.768e-03, eta: 5:28:24, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7167, top5_acc: 0.8867, loss_cls: 1.1126, loss: 1.1126, grad_norm: 3.2957, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8259, loss/aux0: 0.8259 2020-10-20 22:16:29,299 - mmaction - INFO - Epoch [229][160/396] lr: 8.768e-03, eta: 5:27:46, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7138, top5_acc: 0.8865, loss_cls: 1.1237, loss: 1.1237, grad_norm: 3.3863, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7908, loss/aux0: 0.7908 2020-10-20 22:16:30,319 - mmaction - INFO - Epoch [229][160/396] lr: 8.768e-03, eta: 5:27:49, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7138, top5_acc: 0.8865, loss_cls: 1.1237, loss: 1.1237, grad_norm: 3.3801, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7882, loss/aux0: 0.7882 2020-10-20 22:17:06,808 - mmaction - INFO - Epoch [229][180/396] lr: 8.768e-03, eta: 5:27:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7159, top5_acc: 0.8901, loss_cls: 1.1187, loss: 1.1187, grad_norm: 3.4312, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8313, loss/aux0: 0.8313 2020-10-20 22:17:07,777 - mmaction - INFO - Epoch [229][180/396] lr: 8.768e-03, eta: 5:27:13, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7159, top5_acc: 0.8901, loss_cls: 1.1187, loss: 1.1187, grad_norm: 3.4355, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8487, loss/aux0: 0.8487 2020-10-20 22:17:44,432 - mmaction - INFO - Epoch [229][200/396] lr: 8.768e-03, eta: 5:26:35, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7154, top5_acc: 0.8891, loss_cls: 1.1219, loss: 1.1219, grad_norm: 3.3346, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7779, loss/aux0: 0.7779 2020-10-20 22:17:45,403 - mmaction - INFO - Epoch [229][200/396] lr: 8.768e-03, eta: 5:26:37, time: 0.946, data_time: 0.002, memory: 8462, top1_acc: 0.7154, top5_acc: 0.8891, loss_cls: 1.1219, loss: 1.1219, grad_norm: 3.3196, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7647, loss/aux0: 0.7647 2020-10-20 22:18:21,927 - mmaction - INFO - Epoch [229][220/396] lr: 8.768e-03, eta: 5:25:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7021, top5_acc: 0.8760, loss_cls: 1.1966, loss: 1.1966, grad_norm: 3.4908, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7891, loss/aux0: 0.7891 2020-10-20 22:18:22,899 - mmaction - INFO - Epoch [229][220/396] lr: 8.768e-03, eta: 5:26:01, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7021, top5_acc: 0.8760, loss_cls: 1.1966, loss: 1.1966, grad_norm: 3.5130, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7972, loss/aux0: 0.7972 2020-10-20 22:18:59,412 - mmaction - INFO - Epoch [229][240/396] lr: 8.768e-03, eta: 5:25:23, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7047, top5_acc: 0.8823, loss_cls: 1.1500, loss: 1.1500, grad_norm: 3.3991, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7794, loss/aux0: 0.7794 2020-10-20 22:19:00,368 - mmaction - INFO - Epoch [229][240/396] lr: 8.768e-03, eta: 5:25:25, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7047, top5_acc: 0.8823, loss_cls: 1.1500, loss: 1.1500, grad_norm: 3.4014, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7767, loss/aux0: 0.7767 2020-10-20 22:19:37,041 - mmaction - INFO - Epoch [229][260/396] lr: 8.768e-03, eta: 5:24:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7242, top5_acc: 0.8867, loss_cls: 1.1239, loss: 1.1239, grad_norm: 3.3991, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7818, loss/aux0: 0.7818 2020-10-20 22:19:38,064 - mmaction - INFO - Epoch [229][260/396] lr: 8.768e-03, eta: 5:24:50, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7242, top5_acc: 0.8867, loss_cls: 1.1239, loss: 1.1239, grad_norm: 3.3727, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7709, loss/aux0: 0.7709 2020-10-20 22:20:14,675 - mmaction - INFO - Epoch [229][280/396] lr: 8.768e-03, eta: 5:24:12, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7148, top5_acc: 0.8846, loss_cls: 1.1282, loss: 1.1282, grad_norm: 3.4551, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7806, loss/aux0: 0.7806 2020-10-20 22:20:15,641 - mmaction - INFO - Epoch [229][280/396] lr: 8.768e-03, eta: 5:24:14, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7148, top5_acc: 0.8846, loss_cls: 1.1282, loss: 1.1282, grad_norm: 3.4846, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7924, loss/aux0: 0.7924 2020-10-20 22:20:52,209 - mmaction - INFO - Epoch [229][300/396] lr: 8.768e-03, eta: 5:23:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7065, top5_acc: 0.8823, loss_cls: 1.1554, loss: 1.1554, grad_norm: 3.4178, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8516, loss/aux0: 0.8516 2020-10-20 22:20:53,173 - mmaction - INFO - Epoch [229][300/396] lr: 8.768e-03, eta: 5:23:38, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7065, top5_acc: 0.8823, loss_cls: 1.1554, loss: 1.1554, grad_norm: 3.4155, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8424, loss/aux0: 0.8424 2020-10-20 22:21:29,749 - mmaction - INFO - Epoch [229][320/396] lr: 8.768e-03, eta: 5:23:00, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7148, top5_acc: 0.8846, loss_cls: 1.1146, loss: 1.1146, grad_norm: 3.2655, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8033, loss/aux0: 0.8033 2020-10-20 22:21:30,695 - mmaction - INFO - Epoch [229][320/396] lr: 8.768e-03, eta: 5:23:02, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7148, top5_acc: 0.8846, loss_cls: 1.1146, loss: 1.1146, grad_norm: 3.2508, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8078, loss/aux0: 0.8078 2020-10-20 22:22:07,173 - mmaction - INFO - Epoch [229][340/396] lr: 8.768e-03, eta: 5:22:24, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7102, top5_acc: 0.8898, loss_cls: 1.1350, loss: 1.1350, grad_norm: 3.3840, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7724, loss/aux0: 0.7724 2020-10-20 22:22:08,131 - mmaction - INFO - Epoch [229][340/396] lr: 8.768e-03, eta: 5:22:26, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7102, top5_acc: 0.8898, loss_cls: 1.1350, loss: 1.1350, grad_norm: 3.3824, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7715, loss/aux0: 0.7715 2020-10-20 22:22:44,681 - mmaction - INFO - Epoch [229][360/396] lr: 8.768e-03, eta: 5:21:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7156, top5_acc: 0.8828, loss_cls: 1.1357, loss: 1.1357, grad_norm: 3.4104, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8050, loss/aux0: 0.8050 2020-10-20 22:22:45,631 - mmaction - INFO - Epoch [229][360/396] lr: 8.768e-03, eta: 5:21:50, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7156, top5_acc: 0.8828, loss_cls: 1.1357, loss: 1.1357, grad_norm: 3.3974, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8010, loss/aux0: 0.8010 2020-10-20 22:23:22,199 - mmaction - INFO - Epoch [229][380/396] lr: 8.768e-03, eta: 5:21:12, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7044, top5_acc: 0.8812, loss_cls: 1.1232, loss: 1.1232, grad_norm: 3.2733, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7620, loss/aux0: 0.7620 2020-10-20 22:23:23,130 - mmaction - INFO - Epoch [229][380/396] lr: 8.768e-03, eta: 5:21:15, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7044, top5_acc: 0.8812, loss_cls: 1.1232, loss: 1.1232, grad_norm: 3.3101, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7664, loss/aux0: 0.7664 2020-10-20 22:27:47,425 - mmaction - INFO - Epoch [230][20/396] lr: 8.159e-03, eta: 5:20:04, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.7094, top5_acc: 0.8841, loss_cls: 1.1561, loss: 1.1561, grad_norm: 3.4443, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8188, loss/aux0: 0.8188 2020-10-20 22:27:48,375 - mmaction - INFO - Epoch [230][20/396] lr: 8.159e-03, eta: 5:20:07, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.7094, top5_acc: 0.8841, loss_cls: 1.1561, loss: 1.1561, grad_norm: 3.4371, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8128, loss/aux0: 0.8128 2020-10-20 22:28:24,784 - mmaction - INFO - Epoch [230][40/396] lr: 8.159e-03, eta: 5:19:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7146, top5_acc: 0.8891, loss_cls: 1.0987, loss: 1.0987, grad_norm: 3.3739, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8361, loss/aux0: 0.8361 2020-10-20 22:28:25,740 - mmaction - INFO - Epoch [230][40/396] lr: 8.159e-03, eta: 5:19:31, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7146, top5_acc: 0.8891, loss_cls: 1.0987, loss: 1.0987, grad_norm: 3.3865, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8490, loss/aux0: 0.8490 2020-10-20 22:29:02,201 - mmaction - INFO - Epoch [230][60/396] lr: 8.159e-03, eta: 5:18:53, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7174, top5_acc: 0.8823, loss_cls: 1.1195, loss: 1.1195, grad_norm: 3.3077, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7854, loss/aux0: 0.7854 2020-10-20 22:29:03,162 - mmaction - INFO - Epoch [230][60/396] lr: 8.159e-03, eta: 5:18:55, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.7174, top5_acc: 0.8823, loss_cls: 1.1195, loss: 1.1195, grad_norm: 3.3228, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7771, loss/aux0: 0.7771 2020-10-20 22:29:39,783 - mmaction - INFO - Epoch [230][80/396] lr: 8.159e-03, eta: 5:18:17, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7180, top5_acc: 0.8901, loss_cls: 1.1148, loss: 1.1148, grad_norm: 3.3876, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7948, loss/aux0: 0.7948 2020-10-20 22:29:40,739 - mmaction - INFO - Epoch [230][80/396] lr: 8.159e-03, eta: 5:18:19, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7180, top5_acc: 0.8901, loss_cls: 1.1148, loss: 1.1148, grad_norm: 3.3728, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7939, loss/aux0: 0.7939 2020-10-20 22:30:17,304 - mmaction - INFO - Epoch [230][100/396] lr: 8.159e-03, eta: 5:17:41, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7172, top5_acc: 0.8854, loss_cls: 1.1252, loss: 1.1252, grad_norm: 3.3564, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7692, loss/aux0: 0.7692 2020-10-20 22:30:18,274 - mmaction - INFO - Epoch [230][100/396] lr: 8.159e-03, eta: 5:17:43, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.7172, top5_acc: 0.8854, loss_cls: 1.1252, loss: 1.1252, grad_norm: 3.3496, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7608, loss/aux0: 0.7608 2020-10-20 22:30:54,899 - mmaction - INFO - Epoch [230][120/396] lr: 8.159e-03, eta: 5:17:05, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.7206, top5_acc: 0.8857, loss_cls: 1.1022, loss: 1.1022, grad_norm: 3.3590, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7487, loss/aux0: 0.7487 2020-10-20 22:30:55,840 - mmaction - INFO - Epoch [230][120/396] lr: 8.159e-03, eta: 5:17:08, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.7206, top5_acc: 0.8857, loss_cls: 1.1022, loss: 1.1022, grad_norm: 3.3648, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7561, loss/aux0: 0.7561 2020-10-20 22:31:32,282 - mmaction - INFO - Epoch [230][140/396] lr: 8.159e-03, eta: 5:16:30, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7133, top5_acc: 0.8839, loss_cls: 1.1193, loss: 1.1193, grad_norm: 3.3992, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8191, loss/aux0: 0.8191 2020-10-20 22:31:33,250 - mmaction - INFO - Epoch [230][140/396] lr: 8.159e-03, eta: 5:16:32, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7133, top5_acc: 0.8839, loss_cls: 1.1193, loss: 1.1193, grad_norm: 3.3871, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8190, loss/aux0: 0.8190 2020-10-20 22:32:09,776 - mmaction - INFO - Epoch [230][160/396] lr: 8.159e-03, eta: 5:15:54, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7185, top5_acc: 0.8896, loss_cls: 1.1274, loss: 1.1274, grad_norm: 3.4817, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7883, loss/aux0: 0.7883 2020-10-20 22:32:10,774 - mmaction - INFO - Epoch [230][160/396] lr: 8.159e-03, eta: 5:15:56, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7185, top5_acc: 0.8896, loss_cls: 1.1274, loss: 1.1274, grad_norm: 3.5112, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7859, loss/aux0: 0.7859 2020-10-20 22:32:47,319 - mmaction - INFO - Epoch [230][180/396] lr: 8.159e-03, eta: 5:15:18, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7195, top5_acc: 0.8789, loss_cls: 1.1124, loss: 1.1124, grad_norm: 3.3758, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8116, loss/aux0: 0.8116 2020-10-20 22:32:48,274 - mmaction - INFO - Epoch [230][180/396] lr: 8.159e-03, eta: 5:15:20, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7195, top5_acc: 0.8789, loss_cls: 1.1124, loss: 1.1124, grad_norm: 3.3305, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8147, loss/aux0: 0.8147 2020-10-20 22:33:24,841 - mmaction - INFO - Epoch [230][200/396] lr: 8.159e-03, eta: 5:14:42, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7076, top5_acc: 0.8896, loss_cls: 1.1219, loss: 1.1219, grad_norm: 3.4378, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7946, loss/aux0: 0.7946 2020-10-20 22:33:25,814 - mmaction - INFO - Epoch [230][200/396] lr: 8.159e-03, eta: 5:14:44, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7076, top5_acc: 0.8896, loss_cls: 1.1219, loss: 1.1219, grad_norm: 3.4105, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7969, loss/aux0: 0.7969 2020-10-20 22:34:02,290 - mmaction - INFO - Epoch [230][220/396] lr: 8.159e-03, eta: 5:14:06, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7062, top5_acc: 0.8849, loss_cls: 1.1390, loss: 1.1390, grad_norm: 3.4008, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.7828, loss/aux0: 0.7828 2020-10-20 22:34:03,231 - mmaction - INFO - Epoch [230][220/396] lr: 8.159e-03, eta: 5:14:08, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7062, top5_acc: 0.8849, loss_cls: 1.1390, loss: 1.1390, grad_norm: 3.4089, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.7910, loss/aux0: 0.7910 2020-10-20 22:34:39,855 - mmaction - INFO - Epoch [230][240/396] lr: 8.159e-03, eta: 5:13:30, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7221, top5_acc: 0.8815, loss_cls: 1.1128, loss: 1.1128, grad_norm: 3.4406, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7876, loss/aux0: 0.7876 2020-10-20 22:34:40,807 - mmaction - INFO - Epoch [230][240/396] lr: 8.159e-03, eta: 5:13:33, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7221, top5_acc: 0.8815, loss_cls: 1.1128, loss: 1.1128, grad_norm: 3.4440, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7792, loss/aux0: 0.7792 2020-10-20 22:35:17,219 - mmaction - INFO - Epoch [230][260/396] lr: 8.159e-03, eta: 5:12:55, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7146, top5_acc: 0.8826, loss_cls: 1.1433, loss: 1.1433, grad_norm: 3.3775, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7977, loss/aux0: 0.7977 2020-10-20 22:35:18,158 - mmaction - INFO - Epoch [230][260/396] lr: 8.159e-03, eta: 5:12:57, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.7146, top5_acc: 0.8826, loss_cls: 1.1433, loss: 1.1433, grad_norm: 3.3671, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7943, loss/aux0: 0.7943 2020-10-20 22:35:54,830 - mmaction - INFO - Epoch [230][280/396] lr: 8.159e-03, eta: 5:12:19, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7253, top5_acc: 0.8888, loss_cls: 1.1073, loss: 1.1073, grad_norm: 3.3499, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7510, loss/aux0: 0.7510 2020-10-20 22:35:55,773 - mmaction - INFO - Epoch [230][280/396] lr: 8.159e-03, eta: 5:12:21, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7253, top5_acc: 0.8888, loss_cls: 1.1073, loss: 1.1073, grad_norm: 3.4006, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7530, loss/aux0: 0.7530 2020-10-20 22:36:32,272 - mmaction - INFO - Epoch [230][300/396] lr: 8.159e-03, eta: 5:11:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7109, top5_acc: 0.8836, loss_cls: 1.1224, loss: 1.1224, grad_norm: 3.5512, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8313, loss/aux0: 0.8313 2020-10-20 22:36:33,263 - mmaction - INFO - Epoch [230][300/396] lr: 8.159e-03, eta: 5:11:45, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.7109, top5_acc: 0.8836, loss_cls: 1.1224, loss: 1.1224, grad_norm: 3.5481, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8287, loss/aux0: 0.8287 2020-10-20 22:37:09,752 - mmaction - INFO - Epoch [230][320/396] lr: 8.159e-03, eta: 5:11:07, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7070, top5_acc: 0.8927, loss_cls: 1.1091, loss: 1.1091, grad_norm: 3.3783, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7809, loss/aux0: 0.7809 2020-10-20 22:37:10,706 - mmaction - INFO - Epoch [230][320/396] lr: 8.159e-03, eta: 5:11:09, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7070, top5_acc: 0.8927, loss_cls: 1.1091, loss: 1.1091, grad_norm: 3.3758, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7779, loss/aux0: 0.7779 2020-10-20 22:37:47,199 - mmaction - INFO - Epoch [230][340/396] lr: 8.159e-03, eta: 5:10:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7245, top5_acc: 0.8891, loss_cls: 1.0860, loss: 1.0860, grad_norm: 3.3431, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7856, loss/aux0: 0.7856 2020-10-20 22:37:48,152 - mmaction - INFO - Epoch [230][340/396] lr: 8.159e-03, eta: 5:10:33, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7245, top5_acc: 0.8891, loss_cls: 1.0860, loss: 1.0860, grad_norm: 3.3425, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7797, loss/aux0: 0.7797 2020-10-20 22:38:24,623 - mmaction - INFO - Epoch [230][360/396] lr: 8.159e-03, eta: 5:09:55, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7237, top5_acc: 0.8937, loss_cls: 1.0953, loss: 1.0953, grad_norm: 3.4196, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7505, loss/aux0: 0.7505 2020-10-20 22:38:25,576 - mmaction - INFO - Epoch [230][360/396] lr: 8.159e-03, eta: 5:09:58, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.7237, top5_acc: 0.8937, loss_cls: 1.0953, loss: 1.0953, grad_norm: 3.4486, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7726, loss/aux0: 0.7726 2020-10-20 22:39:02,043 - mmaction - INFO - Epoch [230][380/396] lr: 8.159e-03, eta: 5:09:20, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7245, top5_acc: 0.8896, loss_cls: 1.0948, loss: 1.0948, grad_norm: 3.4692, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7584, loss/aux0: 0.7584 2020-10-20 22:39:03,020 - mmaction - INFO - Epoch [230][380/396] lr: 8.159e-03, eta: 5:09:22, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7245, top5_acc: 0.8896, loss_cls: 1.0948, loss: 1.0948, grad_norm: 3.4433, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7453, loss/aux0: 0.7453 2020-10-20 22:43:24,044 - mmaction - INFO - Epoch [231][20/396] lr: 7.571e-03, eta: 5:08:12, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7138, top5_acc: 0.8844, loss_cls: 1.1249, loss: 1.1249, grad_norm: 3.4136, top1_acc/aux0: 0.7947, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.7955, loss/aux0: 0.7955 2020-10-20 22:43:24,996 - mmaction - INFO - Epoch [231][20/396] lr: 7.571e-03, eta: 5:08:14, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.7138, top5_acc: 0.8844, loss_cls: 1.1249, loss: 1.1249, grad_norm: 3.4063, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7963, loss/aux0: 0.7963 2020-10-20 22:44:01,386 - mmaction - INFO - Epoch [231][40/396] lr: 7.571e-03, eta: 5:07:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7208, top5_acc: 0.8935, loss_cls: 1.0799, loss: 1.0799, grad_norm: 3.3564, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7677, loss/aux0: 0.7677 2020-10-20 22:44:02,332 - mmaction - INFO - Epoch [231][40/396] lr: 7.571e-03, eta: 5:07:38, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7208, top5_acc: 0.8935, loss_cls: 1.0799, loss: 1.0799, grad_norm: 3.3517, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7652, loss/aux0: 0.7652 2020-10-20 22:44:38,759 - mmaction - INFO - Epoch [231][60/396] lr: 7.571e-03, eta: 5:07:00, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7172, top5_acc: 0.8826, loss_cls: 1.1060, loss: 1.1060, grad_norm: 3.4546, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7948, loss/aux0: 0.7948 2020-10-20 22:44:39,702 - mmaction - INFO - Epoch [231][60/396] lr: 7.571e-03, eta: 5:07:02, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7172, top5_acc: 0.8826, loss_cls: 1.1060, loss: 1.1060, grad_norm: 3.4363, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7915, loss/aux0: 0.7915 2020-10-20 22:45:16,207 - mmaction - INFO - Epoch [231][80/396] lr: 7.571e-03, eta: 5:06:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7122, top5_acc: 0.8841, loss_cls: 1.1090, loss: 1.1090, grad_norm: 3.5755, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8196, loss/aux0: 0.8196 2020-10-20 22:45:17,170 - mmaction - INFO - Epoch [231][80/396] lr: 7.571e-03, eta: 5:06:26, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7122, top5_acc: 0.8841, loss_cls: 1.1090, loss: 1.1090, grad_norm: 3.5698, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8192, loss/aux0: 0.8192 2020-10-20 22:45:53,618 - mmaction - INFO - Epoch [231][100/396] lr: 7.571e-03, eta: 5:05:48, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7102, top5_acc: 0.8815, loss_cls: 1.1151, loss: 1.1151, grad_norm: 3.3801, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7341, loss/aux0: 0.7341 2020-10-20 22:45:54,602 - mmaction - INFO - Epoch [231][100/396] lr: 7.571e-03, eta: 5:05:50, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.7102, top5_acc: 0.8815, loss_cls: 1.1151, loss: 1.1151, grad_norm: 3.4041, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7396, loss/aux0: 0.7396 2020-10-20 22:46:31,145 - mmaction - INFO - Epoch [231][120/396] lr: 7.571e-03, eta: 5:05:13, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7240, top5_acc: 0.8794, loss_cls: 1.1128, loss: 1.1128, grad_norm: 3.3632, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8095, loss/aux0: 0.8095 2020-10-20 22:46:32,089 - mmaction - INFO - Epoch [231][120/396] lr: 7.571e-03, eta: 5:05:15, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7240, top5_acc: 0.8794, loss_cls: 1.1128, loss: 1.1128, grad_norm: 3.3816, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8125, loss/aux0: 0.8125 2020-10-20 22:47:08,852 - mmaction - INFO - Epoch [231][140/396] lr: 7.571e-03, eta: 5:04:37, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7312, top5_acc: 0.8951, loss_cls: 1.0645, loss: 1.0645, grad_norm: 3.3302, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7599, loss/aux0: 0.7599 2020-10-20 22:47:09,793 - mmaction - INFO - Epoch [231][140/396] lr: 7.571e-03, eta: 5:04:39, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.7312, top5_acc: 0.8951, loss_cls: 1.0645, loss: 1.0645, grad_norm: 3.3442, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7520, loss/aux0: 0.7520 2020-10-20 22:47:46,257 - mmaction - INFO - Epoch [231][160/396] lr: 7.571e-03, eta: 5:04:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7346, top5_acc: 0.8932, loss_cls: 1.0633, loss: 1.0633, grad_norm: 3.4879, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7556, loss/aux0: 0.7556 2020-10-20 22:47:47,206 - mmaction - INFO - Epoch [231][160/396] lr: 7.571e-03, eta: 5:04:03, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7346, top5_acc: 0.8932, loss_cls: 1.0633, loss: 1.0633, grad_norm: 3.4668, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7584, loss/aux0: 0.7584 2020-10-20 22:48:23,745 - mmaction - INFO - Epoch [231][180/396] lr: 7.571e-03, eta: 5:03:25, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7177, top5_acc: 0.8844, loss_cls: 1.1106, loss: 1.1106, grad_norm: 3.3681, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7441, loss/aux0: 0.7441 2020-10-20 22:48:24,709 - mmaction - INFO - Epoch [231][180/396] lr: 7.571e-03, eta: 5:03:27, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7177, top5_acc: 0.8844, loss_cls: 1.1106, loss: 1.1106, grad_norm: 3.3929, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7407, loss/aux0: 0.7407 2020-10-20 22:49:01,313 - mmaction - INFO - Epoch [231][200/396] lr: 7.571e-03, eta: 5:02:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7250, top5_acc: 0.8846, loss_cls: 1.1002, loss: 1.1002, grad_norm: 3.5178, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8166, loss/aux0: 0.8166 2020-10-20 22:49:02,273 - mmaction - INFO - Epoch [231][200/396] lr: 7.571e-03, eta: 5:02:51, time: 0.943, data_time: 0.007, memory: 8462, top1_acc: 0.7250, top5_acc: 0.8846, loss_cls: 1.1002, loss: 1.1002, grad_norm: 3.5427, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8196, loss/aux0: 0.8196 2020-10-20 22:49:38,859 - mmaction - INFO - Epoch [231][220/396] lr: 7.571e-03, eta: 5:02:13, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7187, top5_acc: 0.8961, loss_cls: 1.0741, loss: 1.0741, grad_norm: 3.4484, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7533, loss/aux0: 0.7533 2020-10-20 22:49:39,809 - mmaction - INFO - Epoch [231][220/396] lr: 7.571e-03, eta: 5:02:16, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.7187, top5_acc: 0.8961, loss_cls: 1.0741, loss: 1.0741, grad_norm: 3.4721, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7524, loss/aux0: 0.7524 2020-10-20 22:50:16,342 - mmaction - INFO - Epoch [231][240/396] lr: 7.571e-03, eta: 5:01:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7164, top5_acc: 0.8826, loss_cls: 1.1154, loss: 1.1154, grad_norm: 3.4740, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7749, loss/aux0: 0.7749 2020-10-20 22:50:17,302 - mmaction - INFO - Epoch [231][240/396] lr: 7.571e-03, eta: 5:01:40, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.7164, top5_acc: 0.8826, loss_cls: 1.1154, loss: 1.1154, grad_norm: 3.4877, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7820, loss/aux0: 0.7820 2020-10-20 22:50:53,748 - mmaction - INFO - Epoch [231][260/396] lr: 7.571e-03, eta: 5:01:02, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7203, top5_acc: 0.8984, loss_cls: 1.0753, loss: 1.0753, grad_norm: 3.5195, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8444, loss/aux0: 0.8444 2020-10-20 22:50:54,695 - mmaction - INFO - Epoch [231][260/396] lr: 7.571e-03, eta: 5:01:04, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.7203, top5_acc: 0.8984, loss_cls: 1.0753, loss: 1.0753, grad_norm: 3.4873, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8301, loss/aux0: 0.8301 2020-10-20 22:51:31,207 - mmaction - INFO - Epoch [231][280/396] lr: 7.571e-03, eta: 5:00:26, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7117, top5_acc: 0.8826, loss_cls: 1.1337, loss: 1.1337, grad_norm: 3.2948, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7840, loss/aux0: 0.7840 2020-10-20 22:51:32,182 - mmaction - INFO - Epoch [231][280/396] lr: 7.571e-03, eta: 5:00:28, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7117, top5_acc: 0.8826, loss_cls: 1.1337, loss: 1.1337, grad_norm: 3.3228, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8001, loss/aux0: 0.8001 2020-10-20 22:52:08,637 - mmaction - INFO - Epoch [231][300/396] lr: 7.571e-03, eta: 4:59:50, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7180, top5_acc: 0.8904, loss_cls: 1.1178, loss: 1.1178, grad_norm: 3.4636, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.8026, loss/aux0: 0.8026 2020-10-20 22:52:09,654 - mmaction - INFO - Epoch [231][300/396] lr: 7.571e-03, eta: 4:59:52, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7180, top5_acc: 0.8904, loss_cls: 1.1178, loss: 1.1178, grad_norm: 3.4875, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8017, loss/aux0: 0.8017 2020-10-20 22:52:46,253 - mmaction - INFO - Epoch [231][320/396] lr: 7.571e-03, eta: 4:59:14, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7091, top5_acc: 0.8880, loss_cls: 1.1456, loss: 1.1456, grad_norm: 3.4326, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7613, loss/aux0: 0.7613 2020-10-20 22:52:47,210 - mmaction - INFO - Epoch [231][320/396] lr: 7.571e-03, eta: 4:59:16, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7091, top5_acc: 0.8880, loss_cls: 1.1456, loss: 1.1456, grad_norm: 3.4412, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7519, loss/aux0: 0.7519 2020-10-20 22:53:23,818 - mmaction - INFO - Epoch [231][340/396] lr: 7.571e-03, eta: 4:58:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7260, top5_acc: 0.8805, loss_cls: 1.0928, loss: 1.0928, grad_norm: 3.4020, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7490, loss/aux0: 0.7490 2020-10-20 22:53:24,787 - mmaction - INFO - Epoch [231][340/396] lr: 7.571e-03, eta: 4:58:41, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.7260, top5_acc: 0.8805, loss_cls: 1.0928, loss: 1.0928, grad_norm: 3.3983, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7590, loss/aux0: 0.7590 2020-10-20 22:54:01,354 - mmaction - INFO - Epoch [231][360/396] lr: 7.571e-03, eta: 4:58:03, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7078, top5_acc: 0.8857, loss_cls: 1.1204, loss: 1.1204, grad_norm: 3.4056, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7750, loss/aux0: 0.7750 2020-10-20 22:54:02,291 - mmaction - INFO - Epoch [231][360/396] lr: 7.571e-03, eta: 4:58:05, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7078, top5_acc: 0.8857, loss_cls: 1.1204, loss: 1.1204, grad_norm: 3.4053, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7707, loss/aux0: 0.7707 2020-10-20 22:54:38,785 - mmaction - INFO - Epoch [231][380/396] lr: 7.571e-03, eta: 4:57:27, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7203, top5_acc: 0.8870, loss_cls: 1.1009, loss: 1.1009, grad_norm: 3.4345, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7760, loss/aux0: 0.7760 2020-10-20 22:54:39,747 - mmaction - INFO - Epoch [231][380/396] lr: 7.571e-03, eta: 4:57:29, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7203, top5_acc: 0.8870, loss_cls: 1.1009, loss: 1.1009, grad_norm: 3.4243, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7717, loss/aux0: 0.7717 2020-10-20 22:59:35,734 - mmaction - INFO - Epoch [232][20/396] lr: 7.004e-03, eta: 4:56:19, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7260, top5_acc: 0.8870, loss_cls: 1.0918, loss: 1.0918, grad_norm: 3.4195, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7988, loss/aux0: 0.7988 2020-10-20 22:59:36,698 - mmaction - INFO - Epoch [232][20/396] lr: 7.004e-03, eta: 4:56:21, time: 0.934, data_time: 0.004, memory: 8462, top1_acc: 0.7260, top5_acc: 0.8870, loss_cls: 1.0918, loss: 1.0918, grad_norm: 3.4168, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7892, loss/aux0: 0.7892 2020-10-20 23:00:13,265 - mmaction - INFO - Epoch [232][40/396] lr: 7.004e-03, eta: 4:55:43, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7349, top5_acc: 0.8935, loss_cls: 1.0295, loss: 1.0295, grad_norm: 3.3699, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7787, loss/aux0: 0.7787 2020-10-20 23:00:14,293 - mmaction - INFO - Epoch [232][40/396] lr: 7.004e-03, eta: 4:55:45, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.7349, top5_acc: 0.8935, loss_cls: 1.0295, loss: 1.0295, grad_norm: 3.3722, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7833, loss/aux0: 0.7833 2020-10-20 23:00:50,780 - mmaction - INFO - Epoch [232][60/396] lr: 7.004e-03, eta: 4:55:07, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7318, top5_acc: 0.8969, loss_cls: 1.0518, loss: 1.0518, grad_norm: 3.5398, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8231, loss/aux0: 0.8231 2020-10-20 23:00:51,781 - mmaction - INFO - Epoch [232][60/396] lr: 7.004e-03, eta: 4:55:09, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7318, top5_acc: 0.8969, loss_cls: 1.0518, loss: 1.0518, grad_norm: 3.5190, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8275, loss/aux0: 0.8275 2020-10-20 23:01:28,313 - mmaction - INFO - Epoch [232][80/396] lr: 7.004e-03, eta: 4:54:32, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7242, top5_acc: 0.8956, loss_cls: 1.0633, loss: 1.0633, grad_norm: 3.5031, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8133, loss/aux0: 0.8133 2020-10-20 23:01:29,299 - mmaction - INFO - Epoch [232][80/396] lr: 7.004e-03, eta: 4:54:34, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7242, top5_acc: 0.8956, loss_cls: 1.0633, loss: 1.0633, grad_norm: 3.5145, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8069, loss/aux0: 0.8069 2020-10-20 23:02:05,859 - mmaction - INFO - Epoch [232][100/396] lr: 7.004e-03, eta: 4:53:56, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7201, top5_acc: 0.8951, loss_cls: 1.0997, loss: 1.0997, grad_norm: 3.4458, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7962, loss/aux0: 0.7962 2020-10-20 23:02:06,819 - mmaction - INFO - Epoch [232][100/396] lr: 7.004e-03, eta: 4:53:58, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7201, top5_acc: 0.8951, loss_cls: 1.0997, loss: 1.0997, grad_norm: 3.4412, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8077, loss/aux0: 0.8077 2020-10-20 23:02:43,327 - mmaction - INFO - Epoch [232][120/396] lr: 7.004e-03, eta: 4:53:20, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7190, top5_acc: 0.8836, loss_cls: 1.1092, loss: 1.1092, grad_norm: 3.4671, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7820, loss/aux0: 0.7820 2020-10-20 23:02:44,265 - mmaction - INFO - Epoch [232][120/396] lr: 7.004e-03, eta: 4:53:22, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7190, top5_acc: 0.8836, loss_cls: 1.1092, loss: 1.1092, grad_norm: 3.4429, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7718, loss/aux0: 0.7718 2020-10-20 23:03:20,774 - mmaction - INFO - Epoch [232][140/396] lr: 7.004e-03, eta: 4:52:44, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7099, top5_acc: 0.8852, loss_cls: 1.1149, loss: 1.1149, grad_norm: 3.4262, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.7769, loss/aux0: 0.7769 2020-10-20 23:03:21,712 - mmaction - INFO - Epoch [232][140/396] lr: 7.004e-03, eta: 4:52:46, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7099, top5_acc: 0.8852, loss_cls: 1.1149, loss: 1.1149, grad_norm: 3.4567, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7802, loss/aux0: 0.7802 2020-10-20 23:03:58,240 - mmaction - INFO - Epoch [232][160/396] lr: 7.004e-03, eta: 4:52:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7214, top5_acc: 0.8852, loss_cls: 1.1132, loss: 1.1132, grad_norm: 3.4547, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7888, loss/aux0: 0.7888 2020-10-20 23:03:59,194 - mmaction - INFO - Epoch [232][160/396] lr: 7.004e-03, eta: 4:52:10, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7214, top5_acc: 0.8852, loss_cls: 1.1132, loss: 1.1132, grad_norm: 3.4558, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7880, loss/aux0: 0.7880 2020-10-20 23:04:36,048 - mmaction - INFO - Epoch [232][180/396] lr: 7.004e-03, eta: 4:51:32, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7310, top5_acc: 0.8971, loss_cls: 1.0581, loss: 1.0581, grad_norm: 3.4050, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7508, loss/aux0: 0.7508 2020-10-20 23:04:37,020 - mmaction - INFO - Epoch [232][180/396] lr: 7.004e-03, eta: 4:51:34, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7310, top5_acc: 0.8971, loss_cls: 1.0581, loss: 1.0581, grad_norm: 3.4217, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7550, loss/aux0: 0.7550 2020-10-20 23:05:13,670 - mmaction - INFO - Epoch [232][200/396] lr: 7.004e-03, eta: 4:50:57, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7146, top5_acc: 0.8823, loss_cls: 1.1243, loss: 1.1243, grad_norm: 3.4021, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7742, loss/aux0: 0.7742 2020-10-20 23:05:14,613 - mmaction - INFO - Epoch [232][200/396] lr: 7.004e-03, eta: 4:50:59, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7146, top5_acc: 0.8823, loss_cls: 1.1243, loss: 1.1243, grad_norm: 3.3753, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7672, loss/aux0: 0.7672 2020-10-20 23:05:51,263 - mmaction - INFO - Epoch [232][220/396] lr: 7.004e-03, eta: 4:50:21, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7273, top5_acc: 0.8893, loss_cls: 1.0743, loss: 1.0743, grad_norm: 3.3588, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.7898, loss/aux0: 0.7898 2020-10-20 23:05:52,225 - mmaction - INFO - Epoch [232][220/396] lr: 7.004e-03, eta: 4:50:23, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.7273, top5_acc: 0.8893, loss_cls: 1.0743, loss: 1.0743, grad_norm: 3.3808, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8055, loss/aux0: 0.8055 2020-10-20 23:06:28,658 - mmaction - INFO - Epoch [232][240/396] lr: 7.004e-03, eta: 4:49:45, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7164, top5_acc: 0.8878, loss_cls: 1.1137, loss: 1.1137, grad_norm: 3.4643, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7852, loss/aux0: 0.7852 2020-10-20 23:06:29,662 - mmaction - INFO - Epoch [232][240/396] lr: 7.004e-03, eta: 4:49:47, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.7164, top5_acc: 0.8878, loss_cls: 1.1137, loss: 1.1137, grad_norm: 3.4617, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7713, loss/aux0: 0.7713 2020-10-20 23:07:06,200 - mmaction - INFO - Epoch [232][260/396] lr: 7.004e-03, eta: 4:49:09, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7177, top5_acc: 0.8810, loss_cls: 1.1468, loss: 1.1468, grad_norm: 3.4578, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7382, loss/aux0: 0.7382 2020-10-20 23:07:07,161 - mmaction - INFO - Epoch [232][260/396] lr: 7.004e-03, eta: 4:49:11, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7177, top5_acc: 0.8810, loss_cls: 1.1468, loss: 1.1468, grad_norm: 3.4914, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7461, loss/aux0: 0.7461 2020-10-20 23:07:43,723 - mmaction - INFO - Epoch [232][280/396] lr: 7.004e-03, eta: 4:48:33, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7250, top5_acc: 0.8922, loss_cls: 1.0638, loss: 1.0638, grad_norm: 3.4339, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7396, loss/aux0: 0.7396 2020-10-20 23:07:44,669 - mmaction - INFO - Epoch [232][280/396] lr: 7.004e-03, eta: 4:48:35, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.7250, top5_acc: 0.8922, loss_cls: 1.0638, loss: 1.0638, grad_norm: 3.4153, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7279, loss/aux0: 0.7279 2020-10-20 23:08:21,175 - mmaction - INFO - Epoch [232][300/396] lr: 7.004e-03, eta: 4:47:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7302, top5_acc: 0.8964, loss_cls: 1.0444, loss: 1.0444, grad_norm: 3.4267, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7777, loss/aux0: 0.7777 2020-10-20 23:08:22,140 - mmaction - INFO - Epoch [232][300/396] lr: 7.004e-03, eta: 4:47:59, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7302, top5_acc: 0.8964, loss_cls: 1.0444, loss: 1.0444, grad_norm: 3.4607, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7910, loss/aux0: 0.7910 2020-10-20 23:08:58,781 - mmaction - INFO - Epoch [232][320/396] lr: 7.004e-03, eta: 4:47:22, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7313, top5_acc: 0.8893, loss_cls: 1.0727, loss: 1.0727, grad_norm: 3.4503, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7747, loss/aux0: 0.7747 2020-10-20 23:08:59,747 - mmaction - INFO - Epoch [232][320/396] lr: 7.004e-03, eta: 4:47:24, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7313, top5_acc: 0.8893, loss_cls: 1.0727, loss: 1.0727, grad_norm: 3.4762, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7666, loss/aux0: 0.7666 2020-10-20 23:09:36,198 - mmaction - INFO - Epoch [232][340/396] lr: 7.004e-03, eta: 4:46:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7281, top5_acc: 0.8883, loss_cls: 1.0965, loss: 1.0965, grad_norm: 3.5076, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7777, loss/aux0: 0.7777 2020-10-20 23:09:37,141 - mmaction - INFO - Epoch [232][340/396] lr: 7.004e-03, eta: 4:46:48, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7281, top5_acc: 0.8883, loss_cls: 1.0965, loss: 1.0965, grad_norm: 3.4619, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7676, loss/aux0: 0.7676 2020-10-20 23:10:13,678 - mmaction - INFO - Epoch [232][360/396] lr: 7.004e-03, eta: 4:46:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7112, top5_acc: 0.8888, loss_cls: 1.1215, loss: 1.1215, grad_norm: 3.6176, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7850, loss/aux0: 0.7850 2020-10-20 23:10:14,633 - mmaction - INFO - Epoch [232][360/396] lr: 7.004e-03, eta: 4:46:12, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7112, top5_acc: 0.8888, loss_cls: 1.1215, loss: 1.1215, grad_norm: 3.6331, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7930, loss/aux0: 0.7930 2020-10-20 23:10:51,166 - mmaction - INFO - Epoch [232][380/396] lr: 7.004e-03, eta: 4:45:34, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7151, top5_acc: 0.8904, loss_cls: 1.1166, loss: 1.1166, grad_norm: 3.3638, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7526, loss/aux0: 0.7526 2020-10-20 23:10:52,135 - mmaction - INFO - Epoch [232][380/396] lr: 7.004e-03, eta: 4:45:36, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7151, top5_acc: 0.8904, loss_cls: 1.1166, loss: 1.1166, grad_norm: 3.3932, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7573, loss/aux0: 0.7573 2020-10-20 23:11:23,971 - mmaction - INFO - Saving checkpoint at 232 epochs 2020-10-20 23:13:19,263 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 23:13:19,384 - mmaction - INFO - top1_acc 0.7505 top5_acc 0.9219 2020-10-20 23:13:19,385 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 23:13:19,425 - mmaction - INFO - mean_acc 0.7509 2020-10-20 23:13:19,426 - mmaction - INFO - Now best checkpoint is epoch_232.pth 2020-10-20 23:13:19,472 - mmaction - INFO - Epoch(val) [232][396] top1_acc: 0.7505, top5_acc: 0.9219, mean_class_accuracy: 0.7509 2020-10-20 23:17:15,108 - mmaction - INFO - Epoch [233][20/396] lr: 6.459e-03, eta: 4:44:26, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7341, top5_acc: 0.8990, loss_cls: 1.0302, loss: 1.0302, grad_norm: 3.3327, top1_acc/aux0: 0.8035, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7490, loss/aux0: 0.7490 2020-10-20 23:17:16,037 - mmaction - INFO - Epoch [233][20/396] lr: 6.459e-03, eta: 4:44:28, time: 0.931, data_time: 0.001, memory: 8462, top1_acc: 0.7341, top5_acc: 0.8990, loss_cls: 1.0302, loss: 1.0302, grad_norm: 3.3390, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7539, loss/aux0: 0.7539 2020-10-20 23:17:52,702 - mmaction - INFO - Epoch [233][40/396] lr: 6.459e-03, eta: 4:43:51, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7326, top5_acc: 0.8919, loss_cls: 1.0467, loss: 1.0467, grad_norm: 3.5872, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7740, loss/aux0: 0.7740 2020-10-20 23:17:53,645 - mmaction - INFO - Epoch [233][40/396] lr: 6.459e-03, eta: 4:43:53, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7326, top5_acc: 0.8919, loss_cls: 1.0467, loss: 1.0467, grad_norm: 3.5797, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7665, loss/aux0: 0.7665 2020-10-20 23:18:30,256 - mmaction - INFO - Epoch [233][60/396] lr: 6.459e-03, eta: 4:43:15, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7456, top5_acc: 0.9010, loss_cls: 1.0324, loss: 1.0324, grad_norm: 3.4725, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7714, loss/aux0: 0.7714 2020-10-20 23:18:31,255 - mmaction - INFO - Epoch [233][60/396] lr: 6.459e-03, eta: 4:43:17, time: 0.939, data_time: 0.006, memory: 8462, top1_acc: 0.7456, top5_acc: 0.9010, loss_cls: 1.0324, loss: 1.0324, grad_norm: 3.4770, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7717, loss/aux0: 0.7717 2020-10-20 23:19:07,886 - mmaction - INFO - Epoch [233][80/396] lr: 6.459e-03, eta: 4:42:39, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7281, top5_acc: 0.8857, loss_cls: 1.0918, loss: 1.0918, grad_norm: 3.5052, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7820, loss/aux0: 0.7820 2020-10-20 23:19:08,834 - mmaction - INFO - Epoch [233][80/396] lr: 6.459e-03, eta: 4:42:41, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7281, top5_acc: 0.8857, loss_cls: 1.0918, loss: 1.0918, grad_norm: 3.5599, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7911, loss/aux0: 0.7911 2020-10-20 23:19:45,407 - mmaction - INFO - Epoch [233][100/396] lr: 6.459e-03, eta: 4:42:03, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7284, top5_acc: 0.9013, loss_cls: 1.0445, loss: 1.0445, grad_norm: 3.6138, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7981, loss/aux0: 0.7981 2020-10-20 23:19:46,400 - mmaction - INFO - Epoch [233][100/396] lr: 6.459e-03, eta: 4:42:05, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7284, top5_acc: 0.9013, loss_cls: 1.0445, loss: 1.0445, grad_norm: 3.6295, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7931, loss/aux0: 0.7931 2020-10-20 23:20:22,933 - mmaction - INFO - Epoch [233][120/396] lr: 6.459e-03, eta: 4:41:27, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7253, top5_acc: 0.8966, loss_cls: 1.0420, loss: 1.0420, grad_norm: 3.4970, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7520, loss/aux0: 0.7520 2020-10-20 23:20:23,893 - mmaction - INFO - Epoch [233][120/396] lr: 6.459e-03, eta: 4:41:29, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7253, top5_acc: 0.8966, loss_cls: 1.0420, loss: 1.0420, grad_norm: 3.5224, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7576, loss/aux0: 0.7576 2020-10-20 23:21:00,534 - mmaction - INFO - Epoch [233][140/396] lr: 6.459e-03, eta: 4:40:51, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7378, top5_acc: 0.8831, loss_cls: 1.0768, loss: 1.0768, grad_norm: 3.4262, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7783, loss/aux0: 0.7783 2020-10-20 23:21:01,492 - mmaction - INFO - Epoch [233][140/396] lr: 6.459e-03, eta: 4:40:53, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7378, top5_acc: 0.8831, loss_cls: 1.0768, loss: 1.0768, grad_norm: 3.4446, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7629, loss/aux0: 0.7629 2020-10-20 23:21:38,108 - mmaction - INFO - Epoch [233][160/396] lr: 6.459e-03, eta: 4:40:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7320, top5_acc: 0.8974, loss_cls: 1.0432, loss: 1.0432, grad_norm: 3.5664, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7597, loss/aux0: 0.7597 2020-10-20 23:21:39,094 - mmaction - INFO - Epoch [233][160/396] lr: 6.459e-03, eta: 4:40:18, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.7320, top5_acc: 0.8974, loss_cls: 1.0432, loss: 1.0432, grad_norm: 3.5654, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7634, loss/aux0: 0.7634 2020-10-20 23:22:15,678 - mmaction - INFO - Epoch [233][180/396] lr: 6.459e-03, eta: 4:39:40, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7193, top5_acc: 0.8852, loss_cls: 1.1037, loss: 1.1037, grad_norm: 3.4937, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7646, loss/aux0: 0.7646 2020-10-20 23:22:16,627 - mmaction - INFO - Epoch [233][180/396] lr: 6.459e-03, eta: 4:39:42, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7193, top5_acc: 0.8852, loss_cls: 1.1037, loss: 1.1037, grad_norm: 3.4996, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7719, loss/aux0: 0.7719 2020-10-20 23:22:53,201 - mmaction - INFO - Epoch [233][200/396] lr: 6.459e-03, eta: 4:39:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7201, top5_acc: 0.8813, loss_cls: 1.1391, loss: 1.1391, grad_norm: 3.5629, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7461, loss/aux0: 0.7461 2020-10-20 23:22:54,166 - mmaction - INFO - Epoch [233][200/396] lr: 6.459e-03, eta: 4:39:06, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7201, top5_acc: 0.8813, loss_cls: 1.1391, loss: 1.1391, grad_norm: 3.5863, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7444, loss/aux0: 0.7444 2020-10-20 23:23:30,595 - mmaction - INFO - Epoch [233][220/396] lr: 6.459e-03, eta: 4:38:28, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7122, top5_acc: 0.8906, loss_cls: 1.1088, loss: 1.1088, grad_norm: 3.5309, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7712, loss/aux0: 0.7712 2020-10-20 23:23:31,539 - mmaction - INFO - Epoch [233][220/396] lr: 6.459e-03, eta: 4:38:30, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.7122, top5_acc: 0.8906, loss_cls: 1.1088, loss: 1.1088, grad_norm: 3.5547, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7761, loss/aux0: 0.7761 2020-10-20 23:24:08,170 - mmaction - INFO - Epoch [233][240/396] lr: 6.459e-03, eta: 4:37:52, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7245, top5_acc: 0.8935, loss_cls: 1.0869, loss: 1.0869, grad_norm: 3.4884, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7740, loss/aux0: 0.7740 2020-10-20 23:24:09,136 - mmaction - INFO - Epoch [233][240/396] lr: 6.459e-03, eta: 4:37:54, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7245, top5_acc: 0.8935, loss_cls: 1.0869, loss: 1.0869, grad_norm: 3.4765, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7695, loss/aux0: 0.7695 2020-10-20 23:24:45,656 - mmaction - INFO - Epoch [233][260/396] lr: 6.459e-03, eta: 4:37:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7167, top5_acc: 0.8846, loss_cls: 1.1055, loss: 1.1055, grad_norm: 3.4821, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7448, loss/aux0: 0.7448 2020-10-20 23:24:46,646 - mmaction - INFO - Epoch [233][260/396] lr: 6.459e-03, eta: 4:37:18, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7167, top5_acc: 0.8846, loss_cls: 1.1055, loss: 1.1055, grad_norm: 3.4824, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7397, loss/aux0: 0.7397 2020-10-20 23:25:22,954 - mmaction - INFO - Epoch [233][280/396] lr: 6.459e-03, eta: 4:36:41, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.7255, top5_acc: 0.8885, loss_cls: 1.0783, loss: 1.0783, grad_norm: 3.5117, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7613, loss/aux0: 0.7613 2020-10-20 23:25:23,917 - mmaction - INFO - Epoch [233][280/396] lr: 6.459e-03, eta: 4:36:42, time: 0.932, data_time: 0.001, memory: 8462, top1_acc: 0.7255, top5_acc: 0.8885, loss_cls: 1.0783, loss: 1.0783, grad_norm: 3.5339, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7788, loss/aux0: 0.7788 2020-10-20 23:26:00,525 - mmaction - INFO - Epoch [233][300/396] lr: 6.459e-03, eta: 4:36:05, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7263, top5_acc: 0.8839, loss_cls: 1.0963, loss: 1.0963, grad_norm: 3.5536, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7690, loss/aux0: 0.7690 2020-10-20 23:26:01,501 - mmaction - INFO - Epoch [233][300/396] lr: 6.459e-03, eta: 4:36:07, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7263, top5_acc: 0.8839, loss_cls: 1.0963, loss: 1.0963, grad_norm: 3.5654, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7517, loss/aux0: 0.7517 2020-10-20 23:26:37,993 - mmaction - INFO - Epoch [233][320/396] lr: 6.459e-03, eta: 4:35:29, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7406, top5_acc: 0.9068, loss_cls: 0.9967, loss: 0.9967, grad_norm: 3.4088, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7258, loss/aux0: 0.7258 2020-10-20 23:26:38,959 - mmaction - INFO - Epoch [233][320/396] lr: 6.459e-03, eta: 4:35:31, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7406, top5_acc: 0.9068, loss_cls: 0.9967, loss: 0.9967, grad_norm: 3.4350, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7318, loss/aux0: 0.7318 2020-10-20 23:27:15,517 - mmaction - INFO - Epoch [233][340/396] lr: 6.459e-03, eta: 4:34:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7263, top5_acc: 0.8885, loss_cls: 1.0898, loss: 1.0898, grad_norm: 3.5228, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7992, loss/aux0: 0.7992 2020-10-20 23:27:16,467 - mmaction - INFO - Epoch [233][340/396] lr: 6.459e-03, eta: 4:34:55, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7263, top5_acc: 0.8885, loss_cls: 1.0898, loss: 1.0898, grad_norm: 3.5127, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7995, loss/aux0: 0.7995 2020-10-20 23:27:53,030 - mmaction - INFO - Epoch [233][360/396] lr: 6.459e-03, eta: 4:34:17, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7271, top5_acc: 0.8930, loss_cls: 1.0786, loss: 1.0786, grad_norm: 3.5646, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8060, loss/aux0: 0.8060 2020-10-20 23:27:53,999 - mmaction - INFO - Epoch [233][360/396] lr: 6.459e-03, eta: 4:34:19, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7271, top5_acc: 0.8930, loss_cls: 1.0786, loss: 1.0786, grad_norm: 3.5479, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8026, loss/aux0: 0.8026 2020-10-20 23:28:30,520 - mmaction - INFO - Epoch [233][380/396] lr: 6.459e-03, eta: 4:33:41, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7177, top5_acc: 0.8878, loss_cls: 1.1026, loss: 1.1026, grad_norm: 3.5261, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7484, loss/aux0: 0.7484 2020-10-20 23:28:31,473 - mmaction - INFO - Epoch [233][380/396] lr: 6.459e-03, eta: 4:33:43, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7177, top5_acc: 0.8878, loss_cls: 1.1026, loss: 1.1026, grad_norm: 3.5180, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7403, loss/aux0: 0.7403 2020-10-20 23:33:35,129 - mmaction - INFO - Epoch [234][20/396] lr: 5.935e-03, eta: 4:32:34, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7404, top5_acc: 0.8940, loss_cls: 1.0339, loss: 1.0339, grad_norm: 3.4713, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7803, loss/aux0: 0.7803 2020-10-20 23:33:36,137 - mmaction - INFO - Epoch [234][20/396] lr: 5.935e-03, eta: 4:32:36, time: 0.938, data_time: 0.006, memory: 8462, top1_acc: 0.7404, top5_acc: 0.8940, loss_cls: 1.0339, loss: 1.0339, grad_norm: 3.4408, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7730, loss/aux0: 0.7730 2020-10-20 23:34:12,564 - mmaction - INFO - Epoch [234][40/396] lr: 5.935e-03, eta: 4:31:58, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7427, top5_acc: 0.8948, loss_cls: 1.0150, loss: 1.0150, grad_norm: 3.4655, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8096, loss/aux0: 0.8096 2020-10-20 23:34:13,575 - mmaction - INFO - Epoch [234][40/396] lr: 5.935e-03, eta: 4:32:00, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7427, top5_acc: 0.8948, loss_cls: 1.0150, loss: 1.0150, grad_norm: 3.4538, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8095, loss/aux0: 0.8095 2020-10-20 23:34:50,087 - mmaction - INFO - Epoch [234][60/396] lr: 5.935e-03, eta: 4:31:22, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7263, top5_acc: 0.8885, loss_cls: 1.0667, loss: 1.0667, grad_norm: 3.4101, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7410, loss/aux0: 0.7410 2020-10-20 23:34:51,023 - mmaction - INFO - Epoch [234][60/396] lr: 5.935e-03, eta: 4:31:24, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7263, top5_acc: 0.8885, loss_cls: 1.0667, loss: 1.0667, grad_norm: 3.4276, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7444, loss/aux0: 0.7444 2020-10-20 23:35:27,603 - mmaction - INFO - Epoch [234][80/396] lr: 5.935e-03, eta: 4:30:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7477, top5_acc: 0.8961, loss_cls: 1.0072, loss: 1.0072, grad_norm: 3.4557, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7699, loss/aux0: 0.7699 2020-10-20 23:35:28,547 - mmaction - INFO - Epoch [234][80/396] lr: 5.935e-03, eta: 4:30:48, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7477, top5_acc: 0.8961, loss_cls: 1.0072, loss: 1.0072, grad_norm: 3.4452, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7696, loss/aux0: 0.7696 2020-10-20 23:36:05,114 - mmaction - INFO - Epoch [234][100/396] lr: 5.935e-03, eta: 4:30:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7427, top5_acc: 0.8932, loss_cls: 1.0368, loss: 1.0368, grad_norm: 3.4435, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7577, loss/aux0: 0.7577 2020-10-20 23:36:06,072 - mmaction - INFO - Epoch [234][100/396] lr: 5.935e-03, eta: 4:30:12, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7427, top5_acc: 0.8932, loss_cls: 1.0368, loss: 1.0368, grad_norm: 3.4695, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7638, loss/aux0: 0.7638 2020-10-20 23:36:42,615 - mmaction - INFO - Epoch [234][120/396] lr: 5.935e-03, eta: 4:29:35, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7508, top5_acc: 0.8938, loss_cls: 1.0178, loss: 1.0178, grad_norm: 3.4720, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7647, loss/aux0: 0.7647 2020-10-20 23:36:43,570 - mmaction - INFO - Epoch [234][120/396] lr: 5.935e-03, eta: 4:29:36, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.7508, top5_acc: 0.8938, loss_cls: 1.0178, loss: 1.0178, grad_norm: 3.4508, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7561, loss/aux0: 0.7561 2020-10-20 23:37:20,256 - mmaction - INFO - Epoch [234][140/396] lr: 5.935e-03, eta: 4:28:59, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7320, top5_acc: 0.8917, loss_cls: 1.0407, loss: 1.0407, grad_norm: 3.4878, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7447, loss/aux0: 0.7447 2020-10-20 23:37:21,193 - mmaction - INFO - Epoch [234][140/396] lr: 5.935e-03, eta: 4:29:01, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7320, top5_acc: 0.8917, loss_cls: 1.0407, loss: 1.0407, grad_norm: 3.4624, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7459, loss/aux0: 0.7459 2020-10-20 23:37:57,713 - mmaction - INFO - Epoch [234][160/396] lr: 5.935e-03, eta: 4:28:23, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7349, top5_acc: 0.9049, loss_cls: 1.0297, loss: 1.0297, grad_norm: 3.4764, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7536, loss/aux0: 0.7536 2020-10-20 23:37:58,660 - mmaction - INFO - Epoch [234][160/396] lr: 5.935e-03, eta: 4:28:25, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7349, top5_acc: 0.9049, loss_cls: 1.0297, loss: 1.0297, grad_norm: 3.4838, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7531, loss/aux0: 0.7531 2020-10-20 23:38:35,302 - mmaction - INFO - Epoch [234][180/396] lr: 5.935e-03, eta: 4:27:47, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7187, top5_acc: 0.8911, loss_cls: 1.1156, loss: 1.1156, grad_norm: 3.4871, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7217, loss/aux0: 0.7217 2020-10-20 23:38:36,252 - mmaction - INFO - Epoch [234][180/396] lr: 5.935e-03, eta: 4:27:49, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7187, top5_acc: 0.8911, loss_cls: 1.1156, loss: 1.1156, grad_norm: 3.4907, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7252, loss/aux0: 0.7252 2020-10-20 23:39:12,740 - mmaction - INFO - Epoch [234][200/396] lr: 5.935e-03, eta: 4:27:11, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7305, top5_acc: 0.8914, loss_cls: 1.0830, loss: 1.0830, grad_norm: 3.5156, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7455, loss/aux0: 0.7455 2020-10-20 23:39:13,677 - mmaction - INFO - Epoch [234][200/396] lr: 5.935e-03, eta: 4:27:13, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.7305, top5_acc: 0.8914, loss_cls: 1.0830, loss: 1.0830, grad_norm: 3.5232, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7492, loss/aux0: 0.7492 2020-10-20 23:39:50,390 - mmaction - INFO - Epoch [234][220/396] lr: 5.935e-03, eta: 4:26:35, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7242, top5_acc: 0.8914, loss_cls: 1.0789, loss: 1.0789, grad_norm: 3.5502, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7548, loss/aux0: 0.7548 2020-10-20 23:39:51,360 - mmaction - INFO - Epoch [234][220/396] lr: 5.935e-03, eta: 4:26:37, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.7242, top5_acc: 0.8914, loss_cls: 1.0789, loss: 1.0789, grad_norm: 3.5358, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7494, loss/aux0: 0.7494 2020-10-20 23:40:28,041 - mmaction - INFO - Epoch [234][240/396] lr: 5.935e-03, eta: 4:26:00, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7143, top5_acc: 0.8906, loss_cls: 1.0930, loss: 1.0930, grad_norm: 3.5778, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7960, loss/aux0: 0.7960 2020-10-20 23:40:28,999 - mmaction - INFO - Epoch [234][240/396] lr: 5.935e-03, eta: 4:26:01, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.7143, top5_acc: 0.8906, loss_cls: 1.0930, loss: 1.0930, grad_norm: 3.5568, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7969, loss/aux0: 0.7969 2020-10-20 23:41:05,525 - mmaction - INFO - Epoch [234][260/396] lr: 5.935e-03, eta: 4:25:24, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7378, top5_acc: 0.8935, loss_cls: 1.0589, loss: 1.0589, grad_norm: 3.4860, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7400, loss/aux0: 0.7400 2020-10-20 23:41:06,484 - mmaction - INFO - Epoch [234][260/396] lr: 5.935e-03, eta: 4:25:25, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7378, top5_acc: 0.8935, loss_cls: 1.0589, loss: 1.0589, grad_norm: 3.5225, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7411, loss/aux0: 0.7411 2020-10-20 23:41:43,000 - mmaction - INFO - Epoch [234][280/396] lr: 5.935e-03, eta: 4:24:48, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7310, top5_acc: 0.8945, loss_cls: 1.0693, loss: 1.0693, grad_norm: 3.5297, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7287, loss/aux0: 0.7287 2020-10-20 23:41:44,017 - mmaction - INFO - Epoch [234][280/396] lr: 5.935e-03, eta: 4:24:50, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7310, top5_acc: 0.8945, loss_cls: 1.0693, loss: 1.0693, grad_norm: 3.5386, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7276, loss/aux0: 0.7276 2020-10-20 23:42:20,683 - mmaction - INFO - Epoch [234][300/396] lr: 5.935e-03, eta: 4:24:12, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7331, top5_acc: 0.8927, loss_cls: 1.0718, loss: 1.0718, grad_norm: 3.4312, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7409, loss/aux0: 0.7409 2020-10-20 23:42:21,646 - mmaction - INFO - Epoch [234][300/396] lr: 5.935e-03, eta: 4:24:14, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7331, top5_acc: 0.8927, loss_cls: 1.0718, loss: 1.0718, grad_norm: 3.4802, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7494, loss/aux0: 0.7494 2020-10-20 23:42:58,130 - mmaction - INFO - Epoch [234][320/396] lr: 5.935e-03, eta: 4:23:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7195, top5_acc: 0.8961, loss_cls: 1.0577, loss: 1.0577, grad_norm: 3.4863, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7416, loss/aux0: 0.7416 2020-10-20 23:42:59,092 - mmaction - INFO - Epoch [234][320/396] lr: 5.935e-03, eta: 4:23:38, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7195, top5_acc: 0.8961, loss_cls: 1.0577, loss: 1.0577, grad_norm: 3.4788, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7423, loss/aux0: 0.7423 2020-10-20 23:43:35,611 - mmaction - INFO - Epoch [234][340/396] lr: 5.935e-03, eta: 4:23:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7258, top5_acc: 0.8893, loss_cls: 1.0897, loss: 1.0897, grad_norm: 3.4297, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7499, loss/aux0: 0.7499 2020-10-20 23:43:36,560 - mmaction - INFO - Epoch [234][340/396] lr: 5.935e-03, eta: 4:23:02, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7258, top5_acc: 0.8893, loss_cls: 1.0897, loss: 1.0897, grad_norm: 3.4379, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7399, loss/aux0: 0.7399 2020-10-20 23:44:13,194 - mmaction - INFO - Epoch [234][360/396] lr: 5.935e-03, eta: 4:22:24, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7268, top5_acc: 0.8940, loss_cls: 1.0618, loss: 1.0618, grad_norm: 3.5632, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7353, loss/aux0: 0.7353 2020-10-20 23:44:14,150 - mmaction - INFO - Epoch [234][360/396] lr: 5.935e-03, eta: 4:22:26, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7268, top5_acc: 0.8940, loss_cls: 1.0618, loss: 1.0618, grad_norm: 3.5749, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7360, loss/aux0: 0.7360 2020-10-20 23:44:50,704 - mmaction - INFO - Epoch [234][380/396] lr: 5.935e-03, eta: 4:21:49, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7440, top5_acc: 0.8956, loss_cls: 1.0225, loss: 1.0225, grad_norm: 3.5348, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7715, loss/aux0: 0.7715 2020-10-20 23:44:51,717 - mmaction - INFO - Epoch [234][380/396] lr: 5.935e-03, eta: 4:21:50, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7440, top5_acc: 0.8956, loss_cls: 1.0225, loss: 1.0225, grad_norm: 3.5061, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7779, loss/aux0: 0.7779 2020-10-20 23:49:42,778 - mmaction - INFO - Epoch [235][20/396] lr: 5.434e-03, eta: 4:20:41, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7440, top5_acc: 0.8984, loss_cls: 1.0134, loss: 1.0134, grad_norm: 3.5194, top1_acc/aux0: 0.8059, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7402, loss/aux0: 0.7402 2020-10-20 23:49:43,776 - mmaction - INFO - Epoch [235][20/396] lr: 5.434e-03, eta: 4:20:43, time: 0.943, data_time: 0.007, memory: 8462, top1_acc: 0.7440, top5_acc: 0.8984, loss_cls: 1.0134, loss: 1.0134, grad_norm: 3.5196, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7466, loss/aux0: 0.7466 2020-10-20 23:50:20,461 - mmaction - INFO - Epoch [235][40/396] lr: 5.434e-03, eta: 4:20:05, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7305, top5_acc: 0.8896, loss_cls: 1.0702, loss: 1.0702, grad_norm: 3.5770, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7783, loss/aux0: 0.7783 2020-10-20 23:50:21,407 - mmaction - INFO - Epoch [235][40/396] lr: 5.434e-03, eta: 4:20:07, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7305, top5_acc: 0.8896, loss_cls: 1.0702, loss: 1.0702, grad_norm: 3.6169, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7814, loss/aux0: 0.7814 2020-10-20 23:50:57,938 - mmaction - INFO - Epoch [235][60/396] lr: 5.434e-03, eta: 4:19:30, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7529, top5_acc: 0.9005, loss_cls: 0.9996, loss: 0.9996, grad_norm: 3.5548, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7690, loss/aux0: 0.7690 2020-10-20 23:50:58,882 - mmaction - INFO - Epoch [235][60/396] lr: 5.434e-03, eta: 4:19:31, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7529, top5_acc: 0.9005, loss_cls: 0.9996, loss: 0.9996, grad_norm: 3.5364, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7565, loss/aux0: 0.7565 2020-10-20 23:51:35,435 - mmaction - INFO - Epoch [235][80/396] lr: 5.434e-03, eta: 4:18:54, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7333, top5_acc: 0.8943, loss_cls: 1.0525, loss: 1.0525, grad_norm: 3.4841, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7738, loss/aux0: 0.7738 2020-10-20 23:51:36,411 - mmaction - INFO - Epoch [235][80/396] lr: 5.434e-03, eta: 4:18:55, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7333, top5_acc: 0.8943, loss_cls: 1.0525, loss: 1.0525, grad_norm: 3.4656, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7758, loss/aux0: 0.7758 2020-10-20 23:52:13,014 - mmaction - INFO - Epoch [235][100/396] lr: 5.434e-03, eta: 4:18:18, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7289, top5_acc: 0.8951, loss_cls: 1.0646, loss: 1.0646, grad_norm: 3.4587, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.7082, loss/aux0: 0.7082 2020-10-20 23:52:13,999 - mmaction - INFO - Epoch [235][100/396] lr: 5.434e-03, eta: 4:18:20, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.7289, top5_acc: 0.8951, loss_cls: 1.0646, loss: 1.0646, grad_norm: 3.4549, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7040, loss/aux0: 0.7040 2020-10-20 23:52:50,512 - mmaction - INFO - Epoch [235][120/396] lr: 5.434e-03, eta: 4:17:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7354, top5_acc: 0.8940, loss_cls: 1.0498, loss: 1.0498, grad_norm: 3.5950, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7839, loss/aux0: 0.7839 2020-10-20 23:52:51,452 - mmaction - INFO - Epoch [235][120/396] lr: 5.434e-03, eta: 4:17:44, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7354, top5_acc: 0.8940, loss_cls: 1.0498, loss: 1.0498, grad_norm: 3.5890, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7877, loss/aux0: 0.7877 2020-10-20 23:53:27,960 - mmaction - INFO - Epoch [235][140/396] lr: 5.434e-03, eta: 4:17:06, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7484, top5_acc: 0.9031, loss_cls: 0.9994, loss: 0.9994, grad_norm: 3.4580, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7665, loss/aux0: 0.7665 2020-10-20 23:53:28,892 - mmaction - INFO - Epoch [235][140/396] lr: 5.434e-03, eta: 4:17:08, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7484, top5_acc: 0.9031, loss_cls: 0.9994, loss: 0.9994, grad_norm: 3.4543, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7625, loss/aux0: 0.7625 2020-10-20 23:54:05,302 - mmaction - INFO - Epoch [235][160/396] lr: 5.434e-03, eta: 4:16:30, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.7406, top5_acc: 0.9016, loss_cls: 1.0166, loss: 1.0166, grad_norm: 3.4815, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7319, loss/aux0: 0.7319 2020-10-20 23:54:06,241 - mmaction - INFO - Epoch [235][160/396] lr: 5.434e-03, eta: 4:16:32, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.7406, top5_acc: 0.9016, loss_cls: 1.0166, loss: 1.0166, grad_norm: 3.4836, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7271, loss/aux0: 0.7271 2020-10-20 23:54:42,741 - mmaction - INFO - Epoch [235][180/396] lr: 5.434e-03, eta: 4:15:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7328, top5_acc: 0.8974, loss_cls: 1.0458, loss: 1.0458, grad_norm: 3.5413, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7490, loss/aux0: 0.7490 2020-10-20 23:54:43,676 - mmaction - INFO - Epoch [235][180/396] lr: 5.434e-03, eta: 4:15:56, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7328, top5_acc: 0.8974, loss_cls: 1.0458, loss: 1.0458, grad_norm: 3.5440, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7633, loss/aux0: 0.7633 2020-10-20 23:55:20,318 - mmaction - INFO - Epoch [235][200/396] lr: 5.434e-03, eta: 4:15:19, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7208, top5_acc: 0.8891, loss_cls: 1.0855, loss: 1.0855, grad_norm: 3.6310, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7879, loss/aux0: 0.7879 2020-10-20 23:55:21,243 - mmaction - INFO - Epoch [235][200/396] lr: 5.434e-03, eta: 4:15:20, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7208, top5_acc: 0.8891, loss_cls: 1.0855, loss: 1.0855, grad_norm: 3.6751, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7902, loss/aux0: 0.7902 2020-10-20 23:55:57,754 - mmaction - INFO - Epoch [235][220/396] lr: 5.434e-03, eta: 4:14:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7305, top5_acc: 0.8927, loss_cls: 1.0541, loss: 1.0541, grad_norm: 3.6008, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7881, loss/aux0: 0.7881 2020-10-20 23:55:58,682 - mmaction - INFO - Epoch [235][220/396] lr: 5.434e-03, eta: 4:14:44, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.7305, top5_acc: 0.8927, loss_cls: 1.0541, loss: 1.0541, grad_norm: 3.6353, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7923, loss/aux0: 0.7923 2020-10-20 23:56:35,435 - mmaction - INFO - Epoch [235][240/396] lr: 5.434e-03, eta: 4:14:07, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7477, top5_acc: 0.8953, loss_cls: 1.0164, loss: 1.0164, grad_norm: 3.5203, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7444, loss/aux0: 0.7444 2020-10-20 23:56:36,392 - mmaction - INFO - Epoch [235][240/396] lr: 5.434e-03, eta: 4:14:09, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7477, top5_acc: 0.8953, loss_cls: 1.0164, loss: 1.0164, grad_norm: 3.5245, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7391, loss/aux0: 0.7391 2020-10-20 23:57:13,014 - mmaction - INFO - Epoch [235][260/396] lr: 5.434e-03, eta: 4:13:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7466, top5_acc: 0.9034, loss_cls: 0.9840, loss: 0.9840, grad_norm: 3.4763, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7630, loss/aux0: 0.7630 2020-10-20 23:57:14,033 - mmaction - INFO - Epoch [235][260/396] lr: 5.434e-03, eta: 4:13:33, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7466, top5_acc: 0.9034, loss_cls: 0.9840, loss: 0.9840, grad_norm: 3.4885, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7713, loss/aux0: 0.7713 2020-10-20 23:57:50,429 - mmaction - INFO - Epoch [235][280/396] lr: 5.434e-03, eta: 4:12:55, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7435, top5_acc: 0.9034, loss_cls: 0.9946, loss: 0.9946, grad_norm: 3.4423, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7866, loss/aux0: 0.7866 2020-10-20 23:57:51,383 - mmaction - INFO - Epoch [235][280/396] lr: 5.434e-03, eta: 4:12:57, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7435, top5_acc: 0.9034, loss_cls: 0.9946, loss: 0.9946, grad_norm: 3.4551, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7717, loss/aux0: 0.7717 2020-10-20 23:58:27,904 - mmaction - INFO - Epoch [235][300/396] lr: 5.434e-03, eta: 4:12:19, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7286, top5_acc: 0.8924, loss_cls: 1.0570, loss: 1.0570, grad_norm: 3.5205, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7346, loss/aux0: 0.7346 2020-10-20 23:58:28,896 - mmaction - INFO - Epoch [235][300/396] lr: 5.434e-03, eta: 4:12:21, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7286, top5_acc: 0.8924, loss_cls: 1.0570, loss: 1.0570, grad_norm: 3.5091, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7309, loss/aux0: 0.7309 2020-10-20 23:59:05,588 - mmaction - INFO - Epoch [235][320/396] lr: 5.434e-03, eta: 4:11:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7445, top5_acc: 0.9076, loss_cls: 1.0080, loss: 1.0080, grad_norm: 3.6834, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7557, loss/aux0: 0.7557 2020-10-20 23:59:06,564 - mmaction - INFO - Epoch [235][320/396] lr: 5.434e-03, eta: 4:11:45, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7445, top5_acc: 0.9076, loss_cls: 1.0080, loss: 1.0080, grad_norm: 3.7200, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7676, loss/aux0: 0.7676 2020-10-20 23:59:43,173 - mmaction - INFO - Epoch [235][340/396] lr: 5.434e-03, eta: 4:11:08, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7352, top5_acc: 0.8969, loss_cls: 1.0315, loss: 1.0315, grad_norm: 3.4758, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.7082, loss/aux0: 0.7082 2020-10-20 23:59:44,169 - mmaction - INFO - Epoch [235][340/396] lr: 5.434e-03, eta: 4:11:09, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7352, top5_acc: 0.8969, loss_cls: 1.0315, loss: 1.0315, grad_norm: 3.4486, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7035, loss/aux0: 0.7035 2020-10-21 00:00:29,240 - mmaction - INFO - Epoch [235][360/396] lr: 5.434e-03, eta: 4:10:32, time: 1.360, data_time: 0.000, memory: 8462, top1_acc: 0.7328, top5_acc: 0.8938, loss_cls: 1.0598, loss: 1.0598, grad_norm: 3.5820, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7715, loss/aux0: 0.7715 2020-10-21 00:00:30,388 - mmaction - INFO - Epoch [235][360/396] lr: 5.434e-03, eta: 4:10:35, time: 1.376, data_time: 0.019, memory: 8462, top1_acc: 0.7328, top5_acc: 0.8938, loss_cls: 1.0598, loss: 1.0598, grad_norm: 3.5964, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7758, loss/aux0: 0.7758 2020-10-21 00:01:06,981 - mmaction - INFO - Epoch [235][380/396] lr: 5.434e-03, eta: 4:09:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7268, top5_acc: 0.8849, loss_cls: 1.1061, loss: 1.1061, grad_norm: 3.6143, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7603, loss/aux0: 0.7603 2020-10-21 00:01:07,969 - mmaction - INFO - Epoch [235][380/396] lr: 5.434e-03, eta: 4:09:59, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7268, top5_acc: 0.8849, loss_cls: 1.1061, loss: 1.1061, grad_norm: 3.6025, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7552, loss/aux0: 0.7552 2020-10-21 00:06:43,195 - mmaction - INFO - Epoch [236][20/396] lr: 4.954e-03, eta: 4:08:50, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.7294, top5_acc: 0.8945, loss_cls: 1.0440, loss: 1.0440, grad_norm: 3.5848, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7368, loss/aux0: 0.7368 2020-10-21 00:06:44,180 - mmaction - INFO - Epoch [236][20/396] lr: 4.954e-03, eta: 4:08:52, time: 0.934, data_time: 0.005, memory: 8462, top1_acc: 0.7294, top5_acc: 0.8945, loss_cls: 1.0440, loss: 1.0440, grad_norm: 3.6055, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7350, loss/aux0: 0.7350 2020-10-21 00:07:20,595 - mmaction - INFO - Epoch [236][40/396] lr: 4.954e-03, eta: 4:08:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7401, top5_acc: 0.9031, loss_cls: 1.0167, loss: 1.0167, grad_norm: 3.5884, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7631, loss/aux0: 0.7631 2020-10-21 00:07:21,552 - mmaction - INFO - Epoch [236][40/396] lr: 4.954e-03, eta: 4:08:16, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7401, top5_acc: 0.9031, loss_cls: 1.0167, loss: 1.0167, grad_norm: 3.6027, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7784, loss/aux0: 0.7784 2020-10-21 00:07:58,055 - mmaction - INFO - Epoch [236][60/396] lr: 4.954e-03, eta: 4:07:38, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7560, top5_acc: 0.9018, loss_cls: 0.9832, loss: 0.9832, grad_norm: 3.5090, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7343, loss/aux0: 0.7343 2020-10-21 00:07:59,018 - mmaction - INFO - Epoch [236][60/396] lr: 4.954e-03, eta: 4:07:40, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7560, top5_acc: 0.9018, loss_cls: 0.9832, loss: 0.9832, grad_norm: 3.4999, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7142, loss/aux0: 0.7142 2020-10-21 00:08:35,508 - mmaction - INFO - Epoch [236][80/396] lr: 4.954e-03, eta: 4:07:03, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7440, top5_acc: 0.8982, loss_cls: 1.0125, loss: 1.0125, grad_norm: 3.5168, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7479, loss/aux0: 0.7479 2020-10-21 00:08:36,452 - mmaction - INFO - Epoch [236][80/396] lr: 4.954e-03, eta: 4:07:04, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7440, top5_acc: 0.8982, loss_cls: 1.0125, loss: 1.0125, grad_norm: 3.5562, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7552, loss/aux0: 0.7552 2020-10-21 00:09:12,985 - mmaction - INFO - Epoch [236][100/396] lr: 4.954e-03, eta: 4:06:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7331, top5_acc: 0.8948, loss_cls: 1.0665, loss: 1.0665, grad_norm: 3.6105, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7417, loss/aux0: 0.7417 2020-10-21 00:09:13,934 - mmaction - INFO - Epoch [236][100/396] lr: 4.954e-03, eta: 4:06:28, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7331, top5_acc: 0.8948, loss_cls: 1.0665, loss: 1.0665, grad_norm: 3.6111, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7422, loss/aux0: 0.7422 2020-10-21 00:09:50,382 - mmaction - INFO - Epoch [236][120/396] lr: 4.954e-03, eta: 4:05:51, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.7388, top5_acc: 0.8958, loss_cls: 1.0219, loss: 1.0219, grad_norm: 3.5570, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7639, loss/aux0: 0.7639 2020-10-21 00:09:51,339 - mmaction - INFO - Epoch [236][120/396] lr: 4.954e-03, eta: 4:05:52, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.7388, top5_acc: 0.8958, loss_cls: 1.0219, loss: 1.0219, grad_norm: 3.5402, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7653, loss/aux0: 0.7653 2020-10-21 00:10:28,022 - mmaction - INFO - Epoch [236][140/396] lr: 4.954e-03, eta: 4:05:15, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7404, top5_acc: 0.9010, loss_cls: 1.0009, loss: 1.0009, grad_norm: 3.5293, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7153, loss/aux0: 0.7153 2020-10-21 00:10:28,986 - mmaction - INFO - Epoch [236][140/396] lr: 4.954e-03, eta: 4:05:17, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.7404, top5_acc: 0.9010, loss_cls: 1.0009, loss: 1.0009, grad_norm: 3.5450, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7196, loss/aux0: 0.7196 2020-10-21 00:11:05,569 - mmaction - INFO - Epoch [236][160/396] lr: 4.954e-03, eta: 4:04:39, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7487, top5_acc: 0.9026, loss_cls: 1.0007, loss: 1.0007, grad_norm: 3.5722, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7089, loss/aux0: 0.7089 2020-10-21 00:11:06,516 - mmaction - INFO - Epoch [236][160/396] lr: 4.954e-03, eta: 4:04:41, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7487, top5_acc: 0.9026, loss_cls: 1.0007, loss: 1.0007, grad_norm: 3.5399, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7018, loss/aux0: 0.7018 2020-10-21 00:11:43,056 - mmaction - INFO - Epoch [236][180/396] lr: 4.954e-03, eta: 4:04:03, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7440, top5_acc: 0.8977, loss_cls: 1.0182, loss: 1.0182, grad_norm: 3.5665, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7645, loss/aux0: 0.7645 2020-10-21 00:11:44,007 - mmaction - INFO - Epoch [236][180/396] lr: 4.954e-03, eta: 4:04:05, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7440, top5_acc: 0.8977, loss_cls: 1.0182, loss: 1.0182, grad_norm: 3.5655, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7651, loss/aux0: 0.7651 2020-10-21 00:12:20,575 - mmaction - INFO - Epoch [236][200/396] lr: 4.954e-03, eta: 4:03:27, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7422, top5_acc: 0.9010, loss_cls: 1.0073, loss: 1.0073, grad_norm: 3.5291, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7646, loss/aux0: 0.7646 2020-10-21 00:12:21,579 - mmaction - INFO - Epoch [236][200/396] lr: 4.954e-03, eta: 4:03:29, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.7422, top5_acc: 0.9010, loss_cls: 1.0073, loss: 1.0073, grad_norm: 3.5109, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7581, loss/aux0: 0.7581 2020-10-21 00:12:58,173 - mmaction - INFO - Epoch [236][220/396] lr: 4.954e-03, eta: 4:02:51, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7370, top5_acc: 0.9021, loss_cls: 1.0076, loss: 1.0076, grad_norm: 3.4559, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7144, loss/aux0: 0.7144 2020-10-21 00:12:59,135 - mmaction - INFO - Epoch [236][220/396] lr: 4.954e-03, eta: 4:02:53, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7370, top5_acc: 0.9021, loss_cls: 1.0076, loss: 1.0076, grad_norm: 3.4731, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7230, loss/aux0: 0.7230 2020-10-21 00:13:35,559 - mmaction - INFO - Epoch [236][240/396] lr: 4.954e-03, eta: 4:02:16, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7339, top5_acc: 0.8932, loss_cls: 1.0545, loss: 1.0545, grad_norm: 3.5896, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7326, loss/aux0: 0.7326 2020-10-21 00:13:36,506 - mmaction - INFO - Epoch [236][240/396] lr: 4.954e-03, eta: 4:02:17, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.7339, top5_acc: 0.8932, loss_cls: 1.0545, loss: 1.0545, grad_norm: 3.6113, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7334, loss/aux0: 0.7334 2020-10-21 00:14:13,132 - mmaction - INFO - Epoch [236][260/396] lr: 4.954e-03, eta: 4:01:40, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7495, top5_acc: 0.9063, loss_cls: 0.9832, loss: 0.9832, grad_norm: 3.4822, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7573, loss/aux0: 0.7573 2020-10-21 00:14:14,079 - mmaction - INFO - Epoch [236][260/396] lr: 4.954e-03, eta: 4:01:41, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7495, top5_acc: 0.9063, loss_cls: 0.9832, loss: 0.9832, grad_norm: 3.4875, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7565, loss/aux0: 0.7565 2020-10-21 00:14:50,654 - mmaction - INFO - Epoch [236][280/396] lr: 4.954e-03, eta: 4:01:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7388, top5_acc: 0.8943, loss_cls: 1.0298, loss: 1.0298, grad_norm: 3.5847, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7299, loss/aux0: 0.7299 2020-10-21 00:14:51,611 - mmaction - INFO - Epoch [236][280/396] lr: 4.954e-03, eta: 4:01:05, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7388, top5_acc: 0.8943, loss_cls: 1.0298, loss: 1.0298, grad_norm: 3.5854, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7311, loss/aux0: 0.7311 2020-10-21 00:15:28,381 - mmaction - INFO - Epoch [236][300/396] lr: 4.954e-03, eta: 4:00:28, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7461, top5_acc: 0.9034, loss_cls: 0.9802, loss: 0.9802, grad_norm: 3.6209, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7517, loss/aux0: 0.7517 2020-10-21 00:15:29,393 - mmaction - INFO - Epoch [236][300/396] lr: 4.954e-03, eta: 4:00:30, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7461, top5_acc: 0.9034, loss_cls: 0.9802, loss: 0.9802, grad_norm: 3.6414, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7651, loss/aux0: 0.7651 2020-10-21 00:16:05,898 - mmaction - INFO - Epoch [236][320/396] lr: 4.954e-03, eta: 3:59:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7417, top5_acc: 0.9010, loss_cls: 1.0189, loss: 1.0189, grad_norm: 3.5149, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7456, loss/aux0: 0.7456 2020-10-21 00:16:06,866 - mmaction - INFO - Epoch [236][320/396] lr: 4.954e-03, eta: 3:59:54, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7417, top5_acc: 0.9010, loss_cls: 1.0189, loss: 1.0189, grad_norm: 3.4737, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7229, loss/aux0: 0.7229 2020-10-21 00:16:43,359 - mmaction - INFO - Epoch [236][340/396] lr: 4.954e-03, eta: 3:59:16, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7292, top5_acc: 0.8932, loss_cls: 1.0371, loss: 1.0371, grad_norm: 3.4711, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7189, loss/aux0: 0.7189 2020-10-21 00:16:44,312 - mmaction - INFO - Epoch [236][340/396] lr: 4.954e-03, eta: 3:59:18, time: 0.935, data_time: 0.003, memory: 8462, top1_acc: 0.7292, top5_acc: 0.8932, loss_cls: 1.0371, loss: 1.0371, grad_norm: 3.4926, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7222, loss/aux0: 0.7222 2020-10-21 00:17:20,851 - mmaction - INFO - Epoch [236][360/396] lr: 4.954e-03, eta: 3:58:40, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7333, top5_acc: 0.8948, loss_cls: 1.0270, loss: 1.0270, grad_norm: 3.4535, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7213, loss/aux0: 0.7213 2020-10-21 00:17:21,811 - mmaction - INFO - Epoch [236][360/396] lr: 4.954e-03, eta: 3:58:42, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7333, top5_acc: 0.8948, loss_cls: 1.0270, loss: 1.0270, grad_norm: 3.4838, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7338, loss/aux0: 0.7338 2020-10-21 00:17:58,328 - mmaction - INFO - Epoch [236][380/396] lr: 4.954e-03, eta: 3:58:04, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7388, top5_acc: 0.8924, loss_cls: 1.0352, loss: 1.0352, grad_norm: 3.6128, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7461, loss/aux0: 0.7461 2020-10-21 00:17:59,272 - mmaction - INFO - Epoch [236][380/396] lr: 4.954e-03, eta: 3:58:06, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7388, top5_acc: 0.8924, loss_cls: 1.0352, loss: 1.0352, grad_norm: 3.6033, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7290, loss/aux0: 0.7290 2020-10-21 00:23:35,309 - mmaction - INFO - Epoch [237][20/396] lr: 4.495e-03, eta: 3:56:57, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7466, top5_acc: 0.9034, loss_cls: 0.9851, loss: 0.9851, grad_norm: 3.6574, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8181, loss/aux0: 0.8181 2020-10-21 00:23:36,271 - mmaction - INFO - Epoch [237][20/396] lr: 4.495e-03, eta: 3:56:59, time: 0.932, data_time: 0.002, memory: 8462, top1_acc: 0.7466, top5_acc: 0.9034, loss_cls: 0.9851, loss: 0.9851, grad_norm: 3.6711, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8159, loss/aux0: 0.8159 2020-10-21 00:24:12,644 - mmaction - INFO - Epoch [237][40/396] lr: 4.495e-03, eta: 3:56:21, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7458, top5_acc: 0.9094, loss_cls: 0.9808, loss: 0.9808, grad_norm: 3.6292, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7424, loss/aux0: 0.7424 2020-10-21 00:24:13,592 - mmaction - INFO - Epoch [237][40/396] lr: 4.495e-03, eta: 3:56:23, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7458, top5_acc: 0.9094, loss_cls: 0.9808, loss: 0.9808, grad_norm: 3.6330, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7406, loss/aux0: 0.7406 2020-10-21 00:24:50,014 - mmaction - INFO - Epoch [237][60/396] lr: 4.495e-03, eta: 3:55:46, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7529, top5_acc: 0.9036, loss_cls: 0.9763, loss: 0.9763, grad_norm: 3.6556, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7376, loss/aux0: 0.7376 2020-10-21 00:24:50,978 - mmaction - INFO - Epoch [237][60/396] lr: 4.495e-03, eta: 3:55:47, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7529, top5_acc: 0.9036, loss_cls: 0.9763, loss: 0.9763, grad_norm: 3.6101, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7277, loss/aux0: 0.7277 2020-10-21 00:25:27,523 - mmaction - INFO - Epoch [237][80/396] lr: 4.495e-03, eta: 3:55:10, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7375, top5_acc: 0.8987, loss_cls: 1.0299, loss: 1.0299, grad_norm: 3.6946, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7626, loss/aux0: 0.7626 2020-10-21 00:25:28,474 - mmaction - INFO - Epoch [237][80/396] lr: 4.495e-03, eta: 3:55:11, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7375, top5_acc: 0.8987, loss_cls: 1.0299, loss: 1.0299, grad_norm: 3.6772, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7669, loss/aux0: 0.7669 2020-10-21 00:26:04,981 - mmaction - INFO - Epoch [237][100/396] lr: 4.495e-03, eta: 3:54:34, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7380, top5_acc: 0.8919, loss_cls: 1.0579, loss: 1.0579, grad_norm: 3.5297, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7265, loss/aux0: 0.7265 2020-10-21 00:26:05,946 - mmaction - INFO - Epoch [237][100/396] lr: 4.495e-03, eta: 3:54:35, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7380, top5_acc: 0.8919, loss_cls: 1.0579, loss: 1.0579, grad_norm: 3.5553, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7342, loss/aux0: 0.7342 2020-10-21 00:26:42,456 - mmaction - INFO - Epoch [237][120/396] lr: 4.495e-03, eta: 3:53:58, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7526, top5_acc: 0.9068, loss_cls: 0.9674, loss: 0.9674, grad_norm: 3.5638, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6938, loss/aux0: 0.6938 2020-10-21 00:26:43,411 - mmaction - INFO - Epoch [237][120/396] lr: 4.495e-03, eta: 3:54:00, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7526, top5_acc: 0.9068, loss_cls: 0.9674, loss: 0.9674, grad_norm: 3.5881, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6947, loss/aux0: 0.6947 2020-10-21 00:27:19,983 - mmaction - INFO - Epoch [237][140/396] lr: 4.495e-03, eta: 3:53:22, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7250, top5_acc: 0.8865, loss_cls: 1.0769, loss: 1.0769, grad_norm: 3.6517, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7173, loss/aux0: 0.7173 2020-10-21 00:27:20,982 - mmaction - INFO - Epoch [237][140/396] lr: 4.495e-03, eta: 3:53:24, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.7250, top5_acc: 0.8865, loss_cls: 1.0769, loss: 1.0769, grad_norm: 3.6235, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7141, loss/aux0: 0.7141 2020-10-21 00:27:57,460 - mmaction - INFO - Epoch [237][160/396] lr: 4.495e-03, eta: 3:52:46, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7427, top5_acc: 0.8969, loss_cls: 1.0253, loss: 1.0253, grad_norm: 3.5405, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7766, loss/aux0: 0.7766 2020-10-21 00:27:58,463 - mmaction - INFO - Epoch [237][160/396] lr: 4.495e-03, eta: 3:52:48, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7427, top5_acc: 0.8969, loss_cls: 1.0253, loss: 1.0253, grad_norm: 3.5442, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7703, loss/aux0: 0.7703 2020-10-21 00:28:35,067 - mmaction - INFO - Epoch [237][180/396] lr: 4.495e-03, eta: 3:52:10, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7458, top5_acc: 0.9026, loss_cls: 0.9901, loss: 0.9901, grad_norm: 3.6266, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7188, loss/aux0: 0.7188 2020-10-21 00:28:36,061 - mmaction - INFO - Epoch [237][180/396] lr: 4.495e-03, eta: 3:52:12, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.7458, top5_acc: 0.9026, loss_cls: 0.9901, loss: 0.9901, grad_norm: 3.6197, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7214, loss/aux0: 0.7214 2020-10-21 00:29:12,566 - mmaction - INFO - Epoch [237][200/396] lr: 4.495e-03, eta: 3:51:34, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7516, top5_acc: 0.9086, loss_cls: 0.9591, loss: 0.9591, grad_norm: 3.6360, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7247, loss/aux0: 0.7247 2020-10-21 00:29:13,529 - mmaction - INFO - Epoch [237][200/396] lr: 4.495e-03, eta: 3:51:36, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7516, top5_acc: 0.9086, loss_cls: 0.9591, loss: 0.9591, grad_norm: 3.6540, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7293, loss/aux0: 0.7293 2020-10-21 00:29:50,069 - mmaction - INFO - Epoch [237][220/396] lr: 4.495e-03, eta: 3:50:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7453, top5_acc: 0.8992, loss_cls: 1.0013, loss: 1.0013, grad_norm: 3.5285, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7090, loss/aux0: 0.7090 2020-10-21 00:29:51,011 - mmaction - INFO - Epoch [237][220/396] lr: 4.495e-03, eta: 3:51:00, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7453, top5_acc: 0.8992, loss_cls: 1.0013, loss: 1.0013, grad_norm: 3.5603, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7058, loss/aux0: 0.7058 2020-10-21 00:30:27,618 - mmaction - INFO - Epoch [237][240/396] lr: 4.495e-03, eta: 3:50:23, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7357, top5_acc: 0.8958, loss_cls: 1.0297, loss: 1.0297, grad_norm: 3.4846, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6976, loss/aux0: 0.6976 2020-10-21 00:30:28,573 - mmaction - INFO - Epoch [237][240/396] lr: 4.495e-03, eta: 3:50:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7357, top5_acc: 0.8958, loss_cls: 1.0297, loss: 1.0297, grad_norm: 3.4686, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7022, loss/aux0: 0.7022 2020-10-21 00:31:05,185 - mmaction - INFO - Epoch [237][260/396] lr: 4.495e-03, eta: 3:49:47, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7391, top5_acc: 0.9034, loss_cls: 1.0000, loss: 1.0000, grad_norm: 3.6134, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7132, loss/aux0: 0.7132 2020-10-21 00:31:06,144 - mmaction - INFO - Epoch [237][260/396] lr: 4.495e-03, eta: 3:49:48, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7391, top5_acc: 0.9034, loss_cls: 1.0000, loss: 1.0000, grad_norm: 3.6026, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.7117, loss/aux0: 0.7117 2020-10-21 00:31:42,693 - mmaction - INFO - Epoch [237][280/396] lr: 4.495e-03, eta: 3:49:11, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7518, top5_acc: 0.9034, loss_cls: 0.9706, loss: 0.9706, grad_norm: 3.5925, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.7239, loss/aux0: 0.7239 2020-10-21 00:31:43,631 - mmaction - INFO - Epoch [237][280/396] lr: 4.495e-03, eta: 3:49:13, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7518, top5_acc: 0.9034, loss_cls: 0.9706, loss: 0.9706, grad_norm: 3.5824, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7265, loss/aux0: 0.7265 2020-10-21 00:32:20,295 - mmaction - INFO - Epoch [237][300/396] lr: 4.495e-03, eta: 3:48:35, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7398, top5_acc: 0.8930, loss_cls: 1.0460, loss: 1.0460, grad_norm: 3.6425, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7157, loss/aux0: 0.7157 2020-10-21 00:32:21,243 - mmaction - INFO - Epoch [237][300/396] lr: 4.495e-03, eta: 3:48:37, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7398, top5_acc: 0.8930, loss_cls: 1.0460, loss: 1.0460, grad_norm: 3.6347, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7072, loss/aux0: 0.7072 2020-10-21 00:32:57,704 - mmaction - INFO - Epoch [237][320/396] lr: 4.495e-03, eta: 3:47:59, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7503, top5_acc: 0.9039, loss_cls: 0.9943, loss: 0.9943, grad_norm: 3.5718, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7305, loss/aux0: 0.7305 2020-10-21 00:32:58,662 - mmaction - INFO - Epoch [237][320/396] lr: 4.495e-03, eta: 3:48:01, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.7503, top5_acc: 0.9039, loss_cls: 0.9943, loss: 0.9943, grad_norm: 3.5385, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7273, loss/aux0: 0.7273 2020-10-21 00:33:35,324 - mmaction - INFO - Epoch [237][340/396] lr: 4.495e-03, eta: 3:47:23, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7414, top5_acc: 0.9005, loss_cls: 1.0354, loss: 1.0354, grad_norm: 3.5476, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7144, loss/aux0: 0.7144 2020-10-21 00:33:36,291 - mmaction - INFO - Epoch [237][340/396] lr: 4.495e-03, eta: 3:47:25, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7414, top5_acc: 0.9005, loss_cls: 1.0354, loss: 1.0354, grad_norm: 3.5401, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7320, loss/aux0: 0.7320 2020-10-21 00:34:12,858 - mmaction - INFO - Epoch [237][360/396] lr: 4.495e-03, eta: 3:46:47, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7367, top5_acc: 0.9039, loss_cls: 1.0066, loss: 1.0066, grad_norm: 3.6575, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.7894, loss/aux0: 0.7894 2020-10-21 00:34:13,813 - mmaction - INFO - Epoch [237][360/396] lr: 4.495e-03, eta: 3:46:49, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7367, top5_acc: 0.9039, loss_cls: 1.0066, loss: 1.0066, grad_norm: 3.6194, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7739, loss/aux0: 0.7739 2020-10-21 00:34:50,403 - mmaction - INFO - Epoch [237][380/396] lr: 4.495e-03, eta: 3:46:12, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7404, top5_acc: 0.9013, loss_cls: 1.0290, loss: 1.0290, grad_norm: 3.5735, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7280, loss/aux0: 0.7280 2020-10-21 00:34:51,355 - mmaction - INFO - Epoch [237][380/396] lr: 4.495e-03, eta: 3:46:13, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7404, top5_acc: 0.9013, loss_cls: 1.0290, loss: 1.0290, grad_norm: 3.5955, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7361, loss/aux0: 0.7361 2020-10-21 00:40:22,926 - mmaction - INFO - Epoch [238][20/396] lr: 4.059e-03, eta: 3:45:05, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7516, top5_acc: 0.9036, loss_cls: 0.9865, loss: 0.9865, grad_norm: 3.6535, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7565, loss/aux0: 0.7565 2020-10-21 00:40:23,876 - mmaction - INFO - Epoch [238][20/396] lr: 4.059e-03, eta: 3:45:06, time: 0.932, data_time: 0.003, memory: 8462, top1_acc: 0.7516, top5_acc: 0.9036, loss_cls: 0.9865, loss: 0.9865, grad_norm: 3.6139, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7465, loss/aux0: 0.7465 2020-10-21 00:41:00,435 - mmaction - INFO - Epoch [238][40/396] lr: 4.059e-03, eta: 3:44:29, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9102, loss_cls: 0.9539, loss: 0.9539, grad_norm: 3.6292, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7770, loss/aux0: 0.7770 2020-10-21 00:41:01,394 - mmaction - INFO - Epoch [238][40/396] lr: 4.059e-03, eta: 3:44:30, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9102, loss_cls: 0.9539, loss: 0.9539, grad_norm: 3.6403, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7844, loss/aux0: 0.7844 2020-10-21 00:41:37,902 - mmaction - INFO - Epoch [238][60/396] lr: 4.059e-03, eta: 3:43:53, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7383, top5_acc: 0.8958, loss_cls: 1.0320, loss: 1.0320, grad_norm: 3.6338, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7333, loss/aux0: 0.7333 2020-10-21 00:41:38,882 - mmaction - INFO - Epoch [238][60/396] lr: 4.059e-03, eta: 3:43:54, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.7383, top5_acc: 0.8958, loss_cls: 1.0320, loss: 1.0320, grad_norm: 3.6398, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7428, loss/aux0: 0.7428 2020-10-21 00:42:15,409 - mmaction - INFO - Epoch [238][80/396] lr: 4.059e-03, eta: 3:43:17, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7523, top5_acc: 0.9049, loss_cls: 0.9947, loss: 0.9947, grad_norm: 3.7262, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7700, loss/aux0: 0.7700 2020-10-21 00:42:16,369 - mmaction - INFO - Epoch [238][80/396] lr: 4.059e-03, eta: 3:43:18, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7523, top5_acc: 0.9049, loss_cls: 0.9947, loss: 0.9947, grad_norm: 3.7091, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7544, loss/aux0: 0.7544 2020-10-21 00:42:52,929 - mmaction - INFO - Epoch [238][100/396] lr: 4.059e-03, eta: 3:42:41, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7596, top5_acc: 0.9065, loss_cls: 0.9552, loss: 0.9552, grad_norm: 3.5674, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7080, loss/aux0: 0.7080 2020-10-21 00:42:53,935 - mmaction - INFO - Epoch [238][100/396] lr: 4.059e-03, eta: 3:42:43, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7596, top5_acc: 0.9065, loss_cls: 0.9552, loss: 0.9552, grad_norm: 3.5559, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7167, loss/aux0: 0.7167 2020-10-21 00:43:30,566 - mmaction - INFO - Epoch [238][120/396] lr: 4.059e-03, eta: 3:42:05, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.7505, top5_acc: 0.9042, loss_cls: 0.9747, loss: 0.9747, grad_norm: 3.5438, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7530, loss/aux0: 0.7530 2020-10-21 00:43:31,522 - mmaction - INFO - Epoch [238][120/396] lr: 4.059e-03, eta: 3:42:07, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.7505, top5_acc: 0.9042, loss_cls: 0.9747, loss: 0.9747, grad_norm: 3.4992, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7461, loss/aux0: 0.7461 2020-10-21 00:44:08,112 - mmaction - INFO - Epoch [238][140/396] lr: 4.059e-03, eta: 3:41:29, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7492, top5_acc: 0.9003, loss_cls: 0.9889, loss: 0.9889, grad_norm: 3.6649, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7281, loss/aux0: 0.7281 2020-10-21 00:44:09,069 - mmaction - INFO - Epoch [238][140/396] lr: 4.059e-03, eta: 3:41:31, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7492, top5_acc: 0.9003, loss_cls: 0.9889, loss: 0.9889, grad_norm: 3.6509, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7358, loss/aux0: 0.7358 2020-10-21 00:44:45,609 - mmaction - INFO - Epoch [238][160/396] lr: 4.059e-03, eta: 3:40:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7443, top5_acc: 0.9008, loss_cls: 0.9790, loss: 0.9790, grad_norm: 3.5829, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7217, loss/aux0: 0.7217 2020-10-21 00:44:46,555 - mmaction - INFO - Epoch [238][160/396] lr: 4.059e-03, eta: 3:40:55, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7443, top5_acc: 0.9008, loss_cls: 0.9790, loss: 0.9790, grad_norm: 3.5847, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7273, loss/aux0: 0.7273 2020-10-21 00:45:23,256 - mmaction - INFO - Epoch [238][180/396] lr: 4.059e-03, eta: 3:40:18, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7495, top5_acc: 0.9083, loss_cls: 0.9894, loss: 0.9894, grad_norm: 3.5842, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6960, loss/aux0: 0.6960 2020-10-21 00:45:24,220 - mmaction - INFO - Epoch [238][180/396] lr: 4.059e-03, eta: 3:40:19, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.7495, top5_acc: 0.9083, loss_cls: 0.9894, loss: 0.9894, grad_norm: 3.6029, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6916, loss/aux0: 0.6916 2020-10-21 00:46:00,691 - mmaction - INFO - Epoch [238][200/396] lr: 4.059e-03, eta: 3:39:42, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7477, top5_acc: 0.8984, loss_cls: 1.0123, loss: 1.0123, grad_norm: 3.4841, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7344, loss/aux0: 0.7344 2020-10-21 00:46:01,641 - mmaction - INFO - Epoch [238][200/396] lr: 4.059e-03, eta: 3:39:43, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7477, top5_acc: 0.8984, loss_cls: 1.0123, loss: 1.0123, grad_norm: 3.4788, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7241, loss/aux0: 0.7241 2020-10-21 00:46:38,178 - mmaction - INFO - Epoch [238][220/396] lr: 4.059e-03, eta: 3:39:06, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7456, top5_acc: 0.8990, loss_cls: 1.0070, loss: 1.0070, grad_norm: 3.5828, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6969, loss/aux0: 0.6969 2020-10-21 00:46:39,124 - mmaction - INFO - Epoch [238][220/396] lr: 4.059e-03, eta: 3:39:07, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7456, top5_acc: 0.8990, loss_cls: 1.0070, loss: 1.0070, grad_norm: 3.5834, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7057, loss/aux0: 0.7057 2020-10-21 00:47:15,716 - mmaction - INFO - Epoch [238][240/396] lr: 4.059e-03, eta: 3:38:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7487, top5_acc: 0.8997, loss_cls: 1.0044, loss: 1.0044, grad_norm: 3.5325, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7131, loss/aux0: 0.7131 2020-10-21 00:47:16,666 - mmaction - INFO - Epoch [238][240/396] lr: 4.059e-03, eta: 3:38:31, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7487, top5_acc: 0.8997, loss_cls: 1.0044, loss: 1.0044, grad_norm: 3.5658, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7112, loss/aux0: 0.7112 2020-10-21 00:47:53,102 - mmaction - INFO - Epoch [238][260/396] lr: 4.059e-03, eta: 3:37:54, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7523, top5_acc: 0.9094, loss_cls: 0.9617, loss: 0.9617, grad_norm: 3.5438, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7284, loss/aux0: 0.7284 2020-10-21 00:47:54,053 - mmaction - INFO - Epoch [238][260/396] lr: 4.059e-03, eta: 3:37:56, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7523, top5_acc: 0.9094, loss_cls: 0.9617, loss: 0.9617, grad_norm: 3.5338, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7250, loss/aux0: 0.7250 2020-10-21 00:48:30,594 - mmaction - INFO - Epoch [238][280/396] lr: 4.059e-03, eta: 3:37:18, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7562, top5_acc: 0.9068, loss_cls: 0.9779, loss: 0.9779, grad_norm: 3.6010, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7009, loss/aux0: 0.7009 2020-10-21 00:48:31,536 - mmaction - INFO - Epoch [238][280/396] lr: 4.059e-03, eta: 3:37:20, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7562, top5_acc: 0.9068, loss_cls: 0.9779, loss: 0.9779, grad_norm: 3.6222, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7183, loss/aux0: 0.7183 2020-10-21 00:49:07,997 - mmaction - INFO - Epoch [238][300/396] lr: 4.059e-03, eta: 3:36:42, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7406, top5_acc: 0.8977, loss_cls: 1.0048, loss: 1.0048, grad_norm: 3.6402, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7262, loss/aux0: 0.7262 2020-10-21 00:49:08,958 - mmaction - INFO - Epoch [238][300/396] lr: 4.059e-03, eta: 3:36:44, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7406, top5_acc: 0.8977, loss_cls: 1.0048, loss: 1.0048, grad_norm: 3.6446, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7159, loss/aux0: 0.7159 2020-10-21 00:49:45,522 - mmaction - INFO - Epoch [238][320/396] lr: 4.059e-03, eta: 3:36:06, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7487, top5_acc: 0.9026, loss_cls: 0.9935, loss: 0.9935, grad_norm: 3.6025, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7254, loss/aux0: 0.7254 2020-10-21 00:49:46,475 - mmaction - INFO - Epoch [238][320/396] lr: 4.059e-03, eta: 3:36:08, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7487, top5_acc: 0.9026, loss_cls: 0.9935, loss: 0.9935, grad_norm: 3.5924, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7179, loss/aux0: 0.7179 2020-10-21 00:50:22,934 - mmaction - INFO - Epoch [238][340/396] lr: 4.059e-03, eta: 3:35:31, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7529, top5_acc: 0.8977, loss_cls: 0.9937, loss: 0.9937, grad_norm: 3.5061, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7245, loss/aux0: 0.7245 2020-10-21 00:50:23,892 - mmaction - INFO - Epoch [238][340/396] lr: 4.059e-03, eta: 3:35:32, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7529, top5_acc: 0.8977, loss_cls: 0.9937, loss: 0.9937, grad_norm: 3.5127, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7321, loss/aux0: 0.7321 2020-10-21 00:51:00,368 - mmaction - INFO - Epoch [238][360/396] lr: 4.059e-03, eta: 3:34:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7474, top5_acc: 0.8924, loss_cls: 1.0045, loss: 1.0045, grad_norm: 3.5544, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7141, loss/aux0: 0.7141 2020-10-21 00:51:01,319 - mmaction - INFO - Epoch [238][360/396] lr: 4.059e-03, eta: 3:34:56, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7474, top5_acc: 0.8924, loss_cls: 1.0045, loss: 1.0045, grad_norm: 3.5313, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7064, loss/aux0: 0.7064 2020-10-21 00:51:37,755 - mmaction - INFO - Epoch [238][380/396] lr: 4.059e-03, eta: 3:34:19, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7622, top5_acc: 0.9089, loss_cls: 0.9499, loss: 0.9499, grad_norm: 3.5964, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7117, loss/aux0: 0.7117 2020-10-21 00:51:38,760 - mmaction - INFO - Epoch [238][380/396] lr: 4.059e-03, eta: 3:34:20, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7622, top5_acc: 0.9089, loss_cls: 0.9499, loss: 0.9499, grad_norm: 3.5926, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7202, loss/aux0: 0.7202 2020-10-21 00:57:34,634 - mmaction - INFO - Epoch [239][20/396] lr: 3.645e-03, eta: 3:33:12, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.7357, top5_acc: 0.8901, loss_cls: 1.0472, loss: 1.0472, grad_norm: 3.6816, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7257, loss/aux0: 0.7257 2020-10-21 00:57:35,594 - mmaction - INFO - Epoch [239][20/396] lr: 3.645e-03, eta: 3:33:13, time: 0.930, data_time: 0.002, memory: 8462, top1_acc: 0.7357, top5_acc: 0.8901, loss_cls: 1.0472, loss: 1.0472, grad_norm: 3.6670, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7227, loss/aux0: 0.7227 2020-10-21 00:58:12,125 - mmaction - INFO - Epoch [239][40/396] lr: 3.645e-03, eta: 3:32:36, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7518, top5_acc: 0.9034, loss_cls: 0.9867, loss: 0.9867, grad_norm: 3.6804, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7748, loss/aux0: 0.7748 2020-10-21 00:58:13,063 - mmaction - INFO - Epoch [239][40/396] lr: 3.645e-03, eta: 3:32:37, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7518, top5_acc: 0.9034, loss_cls: 0.9867, loss: 0.9867, grad_norm: 3.6855, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7799, loss/aux0: 0.7799 2020-10-21 00:58:49,571 - mmaction - INFO - Epoch [239][60/396] lr: 3.645e-03, eta: 3:32:00, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7492, top5_acc: 0.9065, loss_cls: 0.9740, loss: 0.9740, grad_norm: 3.5627, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7196, loss/aux0: 0.7196 2020-10-21 00:58:50,499 - mmaction - INFO - Epoch [239][60/396] lr: 3.645e-03, eta: 3:32:02, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7492, top5_acc: 0.9065, loss_cls: 0.9740, loss: 0.9740, grad_norm: 3.5548, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.7096, loss/aux0: 0.7096 2020-10-21 00:59:27,107 - mmaction - INFO - Epoch [239][80/396] lr: 3.645e-03, eta: 3:31:24, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7477, top5_acc: 0.9023, loss_cls: 0.9871, loss: 0.9871, grad_norm: 3.6357, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7191, loss/aux0: 0.7191 2020-10-21 00:59:28,133 - mmaction - INFO - Epoch [239][80/396] lr: 3.645e-03, eta: 3:31:26, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.7477, top5_acc: 0.9023, loss_cls: 0.9871, loss: 0.9871, grad_norm: 3.6172, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7226, loss/aux0: 0.7226 2020-10-21 01:00:04,684 - mmaction - INFO - Epoch [239][100/396] lr: 3.645e-03, eta: 3:30:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7352, top5_acc: 0.8930, loss_cls: 1.0352, loss: 1.0352, grad_norm: 3.6545, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6947, loss/aux0: 0.6947 2020-10-21 01:00:05,644 - mmaction - INFO - Epoch [239][100/396] lr: 3.645e-03, eta: 3:30:50, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7352, top5_acc: 0.8930, loss_cls: 1.0352, loss: 1.0352, grad_norm: 3.6600, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6999, loss/aux0: 0.6999 2020-10-21 01:00:42,609 - mmaction - INFO - Epoch [239][120/396] lr: 3.645e-03, eta: 3:30:13, time: 0.953, data_time: 0.000, memory: 8462, top1_acc: 0.7414, top5_acc: 0.8992, loss_cls: 1.0191, loss: 1.0191, grad_norm: 3.6797, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7526, loss/aux0: 0.7526 2020-10-21 01:00:43,718 - mmaction - INFO - Epoch [239][120/396] lr: 3.645e-03, eta: 3:30:14, time: 0.961, data_time: 0.011, memory: 8462, top1_acc: 0.7414, top5_acc: 0.8992, loss_cls: 1.0191, loss: 1.0191, grad_norm: 3.7096, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7542, loss/aux0: 0.7542 2020-10-21 01:01:20,684 - mmaction - INFO - Epoch [239][140/396] lr: 3.645e-03, eta: 3:29:37, time: 0.947, data_time: 0.000, memory: 8462, top1_acc: 0.7326, top5_acc: 0.8979, loss_cls: 1.0182, loss: 1.0182, grad_norm: 3.6095, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7217, loss/aux0: 0.7217 2020-10-21 01:01:21,657 - mmaction - INFO - Epoch [239][140/396] lr: 3.645e-03, eta: 3:29:38, time: 0.946, data_time: 0.001, memory: 8462, top1_acc: 0.7326, top5_acc: 0.8979, loss_cls: 1.0182, loss: 1.0182, grad_norm: 3.5804, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7178, loss/aux0: 0.7178 2020-10-21 01:01:58,261 - mmaction - INFO - Epoch [239][160/396] lr: 3.645e-03, eta: 3:29:01, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7453, top5_acc: 0.9076, loss_cls: 0.9892, loss: 0.9892, grad_norm: 3.5633, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6834, loss/aux0: 0.6834 2020-10-21 01:01:59,211 - mmaction - INFO - Epoch [239][160/396] lr: 3.645e-03, eta: 3:29:02, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7453, top5_acc: 0.9076, loss_cls: 0.9892, loss: 0.9892, grad_norm: 3.5745, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6848, loss/aux0: 0.6848 2020-10-21 01:02:36,148 - mmaction - INFO - Epoch [239][180/396] lr: 3.645e-03, eta: 3:28:25, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7461, top5_acc: 0.9003, loss_cls: 0.9793, loss: 0.9793, grad_norm: 3.5423, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6787, loss/aux0: 0.6787 2020-10-21 01:02:37,157 - mmaction - INFO - Epoch [239][180/396] lr: 3.645e-03, eta: 3:28:26, time: 0.953, data_time: 0.016, memory: 8462, top1_acc: 0.7461, top5_acc: 0.9003, loss_cls: 0.9793, loss: 0.9793, grad_norm: 3.5527, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6752, loss/aux0: 0.6752 2020-10-21 01:03:14,247 - mmaction - INFO - Epoch [239][200/396] lr: 3.645e-03, eta: 3:27:49, time: 0.954, data_time: 0.000, memory: 8462, top1_acc: 0.7500, top5_acc: 0.9005, loss_cls: 0.9882, loss: 0.9882, grad_norm: 3.6847, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7388, loss/aux0: 0.7388 2020-10-21 01:03:15,382 - mmaction - INFO - Epoch [239][200/396] lr: 3.645e-03, eta: 3:27:50, time: 0.959, data_time: 0.012, memory: 8462, top1_acc: 0.7500, top5_acc: 0.9005, loss_cls: 0.9882, loss: 0.9882, grad_norm: 3.7112, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7474, loss/aux0: 0.7474 2020-10-21 01:03:51,904 - mmaction - INFO - Epoch [239][220/396] lr: 3.645e-03, eta: 3:27:13, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7487, top5_acc: 0.8995, loss_cls: 1.0047, loss: 1.0047, grad_norm: 3.5195, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6851, loss/aux0: 0.6851 2020-10-21 01:03:52,855 - mmaction - INFO - Epoch [239][220/396] lr: 3.645e-03, eta: 3:27:15, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7487, top5_acc: 0.8995, loss_cls: 1.0047, loss: 1.0047, grad_norm: 3.5313, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6829, loss/aux0: 0.6829 2020-10-21 01:04:29,364 - mmaction - INFO - Epoch [239][240/396] lr: 3.645e-03, eta: 3:26:37, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7518, top5_acc: 0.9008, loss_cls: 0.9984, loss: 0.9984, grad_norm: 3.7235, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7353, loss/aux0: 0.7353 2020-10-21 01:04:30,309 - mmaction - INFO - Epoch [239][240/396] lr: 3.645e-03, eta: 3:26:39, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7518, top5_acc: 0.9008, loss_cls: 0.9984, loss: 0.9984, grad_norm: 3.7367, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7323, loss/aux0: 0.7323 2020-10-21 01:05:06,935 - mmaction - INFO - Epoch [239][260/396] lr: 3.645e-03, eta: 3:26:01, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7490, top5_acc: 0.8982, loss_cls: 0.9835, loss: 0.9835, grad_norm: 3.6727, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7109, loss/aux0: 0.7109 2020-10-21 01:05:07,899 - mmaction - INFO - Epoch [239][260/396] lr: 3.645e-03, eta: 3:26:03, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7490, top5_acc: 0.8982, loss_cls: 0.9835, loss: 0.9835, grad_norm: 3.6730, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7160, loss/aux0: 0.7160 2020-10-21 01:05:44,330 - mmaction - INFO - Epoch [239][280/396] lr: 3.645e-03, eta: 3:25:26, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7505, top5_acc: 0.9026, loss_cls: 0.9731, loss: 0.9731, grad_norm: 3.6265, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7247, loss/aux0: 0.7247 2020-10-21 01:05:45,344 - mmaction - INFO - Epoch [239][280/396] lr: 3.645e-03, eta: 3:25:27, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7505, top5_acc: 0.9026, loss_cls: 0.9731, loss: 0.9731, grad_norm: 3.6349, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7218, loss/aux0: 0.7218 2020-10-21 01:06:22,123 - mmaction - INFO - Epoch [239][300/396] lr: 3.645e-03, eta: 3:24:50, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7503, top5_acc: 0.9026, loss_cls: 0.9859, loss: 0.9859, grad_norm: 3.7365, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7367, loss/aux0: 0.7367 2020-10-21 01:06:23,083 - mmaction - INFO - Epoch [239][300/396] lr: 3.645e-03, eta: 3:24:51, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7503, top5_acc: 0.9026, loss_cls: 0.9859, loss: 0.9859, grad_norm: 3.7078, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7266, loss/aux0: 0.7266 2020-10-21 01:06:59,562 - mmaction - INFO - Epoch [239][320/396] lr: 3.645e-03, eta: 3:24:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7596, top5_acc: 0.9096, loss_cls: 0.9457, loss: 0.9457, grad_norm: 3.6534, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7137, loss/aux0: 0.7137 2020-10-21 01:07:00,517 - mmaction - INFO - Epoch [239][320/396] lr: 3.645e-03, eta: 3:24:15, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7596, top5_acc: 0.9096, loss_cls: 0.9457, loss: 0.9457, grad_norm: 3.6555, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7143, loss/aux0: 0.7143 2020-10-21 01:07:37,003 - mmaction - INFO - Epoch [239][340/396] lr: 3.645e-03, eta: 3:23:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7445, top5_acc: 0.9086, loss_cls: 0.9741, loss: 0.9741, grad_norm: 3.6211, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6808, loss/aux0: 0.6808 2020-10-21 01:07:37,945 - mmaction - INFO - Epoch [239][340/396] lr: 3.645e-03, eta: 3:23:39, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7445, top5_acc: 0.9086, loss_cls: 0.9741, loss: 0.9741, grad_norm: 3.6048, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6890, loss/aux0: 0.6890 2020-10-21 01:08:14,460 - mmaction - INFO - Epoch [239][360/396] lr: 3.645e-03, eta: 3:23:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7539, top5_acc: 0.9073, loss_cls: 0.9718, loss: 0.9718, grad_norm: 3.5795, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6974, loss/aux0: 0.6974 2020-10-21 01:08:15,424 - mmaction - INFO - Epoch [239][360/396] lr: 3.645e-03, eta: 3:23:03, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7539, top5_acc: 0.9073, loss_cls: 0.9718, loss: 0.9718, grad_norm: 3.5752, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7013, loss/aux0: 0.7013 2020-10-21 01:08:52,046 - mmaction - INFO - Epoch [239][380/396] lr: 3.645e-03, eta: 3:22:26, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7453, top5_acc: 0.9065, loss_cls: 0.9656, loss: 0.9656, grad_norm: 3.6572, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7532, loss/aux0: 0.7532 2020-10-21 01:08:52,992 - mmaction - INFO - Epoch [239][380/396] lr: 3.645e-03, eta: 3:22:27, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7453, top5_acc: 0.9065, loss_cls: 0.9656, loss: 0.9656, grad_norm: 3.6284, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7427, loss/aux0: 0.7427 2020-10-21 01:14:57,284 - mmaction - INFO - Epoch [240][20/396] lr: 3.252e-03, eta: 3:21:19, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7549, top5_acc: 0.9049, loss_cls: 0.9516, loss: 0.9516, grad_norm: 3.5725, top1_acc/aux0: 0.8100, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7017, loss/aux0: 0.7017 2020-10-21 01:14:58,257 - mmaction - INFO - Epoch [240][20/396] lr: 3.252e-03, eta: 3:21:21, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.7549, top5_acc: 0.9049, loss_cls: 0.9516, loss: 0.9516, grad_norm: 3.6036, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7122, loss/aux0: 0.7122 2020-10-21 01:15:34,619 - mmaction - INFO - Epoch [240][40/396] lr: 3.252e-03, eta: 3:20:43, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7573, top5_acc: 0.9073, loss_cls: 0.9415, loss: 0.9415, grad_norm: 3.6820, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7530, loss/aux0: 0.7530 2020-10-21 01:15:35,573 - mmaction - INFO - Epoch [240][40/396] lr: 3.252e-03, eta: 3:20:45, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.7573, top5_acc: 0.9073, loss_cls: 0.9415, loss: 0.9415, grad_norm: 3.6858, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7512, loss/aux0: 0.7512 2020-10-21 01:16:11,984 - mmaction - INFO - Epoch [240][60/396] lr: 3.252e-03, eta: 3:20:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7448, top5_acc: 0.9000, loss_cls: 0.9873, loss: 0.9873, grad_norm: 3.7061, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7519, loss/aux0: 0.7519 2020-10-21 01:16:12,934 - mmaction - INFO - Epoch [240][60/396] lr: 3.252e-03, eta: 3:20:09, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7448, top5_acc: 0.9000, loss_cls: 0.9873, loss: 0.9873, grad_norm: 3.6909, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7464, loss/aux0: 0.7464 2020-10-21 01:16:49,561 - mmaction - INFO - Epoch [240][80/396] lr: 3.252e-03, eta: 3:19:32, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7586, top5_acc: 0.9034, loss_cls: 0.9592, loss: 0.9592, grad_norm: 3.6957, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6890, loss/aux0: 0.6890 2020-10-21 01:16:50,518 - mmaction - INFO - Epoch [240][80/396] lr: 3.252e-03, eta: 3:19:33, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7586, top5_acc: 0.9034, loss_cls: 0.9592, loss: 0.9592, grad_norm: 3.6918, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6799, loss/aux0: 0.6799 2020-10-21 01:17:27,128 - mmaction - INFO - Epoch [240][100/396] lr: 3.252e-03, eta: 3:18:56, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7602, top5_acc: 0.9094, loss_cls: 0.9451, loss: 0.9451, grad_norm: 3.6134, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6785, loss/aux0: 0.6785 2020-10-21 01:17:28,135 - mmaction - INFO - Epoch [240][100/396] lr: 3.252e-03, eta: 3:18:57, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.7602, top5_acc: 0.9094, loss_cls: 0.9451, loss: 0.9451, grad_norm: 3.6671, top1_acc/aux0: 0.8206, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6910, loss/aux0: 0.6910 2020-10-21 01:18:04,821 - mmaction - INFO - Epoch [240][120/396] lr: 3.252e-03, eta: 3:18:20, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7628, top5_acc: 0.9021, loss_cls: 0.9605, loss: 0.9605, grad_norm: 3.6695, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6969, loss/aux0: 0.6969 2020-10-21 01:18:05,754 - mmaction - INFO - Epoch [240][120/396] lr: 3.252e-03, eta: 3:18:21, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.7628, top5_acc: 0.9021, loss_cls: 0.9605, loss: 0.9605, grad_norm: 3.6588, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6929, loss/aux0: 0.6929 2020-10-21 01:18:42,271 - mmaction - INFO - Epoch [240][140/396] lr: 3.252e-03, eta: 3:17:44, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7573, top5_acc: 0.9039, loss_cls: 0.9580, loss: 0.9580, grad_norm: 3.6191, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6989, loss/aux0: 0.6989 2020-10-21 01:18:43,268 - mmaction - INFO - Epoch [240][140/396] lr: 3.252e-03, eta: 3:17:45, time: 0.937, data_time: 0.004, memory: 8462, top1_acc: 0.7573, top5_acc: 0.9039, loss_cls: 0.9580, loss: 0.9580, grad_norm: 3.5763, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7005, loss/aux0: 0.7005 2020-10-21 01:19:19,800 - mmaction - INFO - Epoch [240][160/396] lr: 3.252e-03, eta: 3:17:08, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7513, top5_acc: 0.9039, loss_cls: 0.9728, loss: 0.9728, grad_norm: 3.5483, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6610, loss/aux0: 0.6610 2020-10-21 01:19:20,748 - mmaction - INFO - Epoch [240][160/396] lr: 3.252e-03, eta: 3:17:09, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7513, top5_acc: 0.9039, loss_cls: 0.9728, loss: 0.9728, grad_norm: 3.5635, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6590, loss/aux0: 0.6590 2020-10-21 01:19:57,320 - mmaction - INFO - Epoch [240][180/396] lr: 3.252e-03, eta: 3:16:32, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7568, top5_acc: 0.9094, loss_cls: 0.9473, loss: 0.9473, grad_norm: 3.5553, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6886, loss/aux0: 0.6886 2020-10-21 01:19:58,272 - mmaction - INFO - Epoch [240][180/396] lr: 3.252e-03, eta: 3:16:34, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7568, top5_acc: 0.9094, loss_cls: 0.9473, loss: 0.9473, grad_norm: 3.5652, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6863, loss/aux0: 0.6863 2020-10-21 01:20:34,922 - mmaction - INFO - Epoch [240][200/396] lr: 3.252e-03, eta: 3:15:56, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7487, top5_acc: 0.9107, loss_cls: 0.9535, loss: 0.9535, grad_norm: 3.7023, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7328, loss/aux0: 0.7328 2020-10-21 01:20:35,871 - mmaction - INFO - Epoch [240][200/396] lr: 3.252e-03, eta: 3:15:58, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7487, top5_acc: 0.9107, loss_cls: 0.9535, loss: 0.9535, grad_norm: 3.7009, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7333, loss/aux0: 0.7333 2020-10-21 01:21:12,499 - mmaction - INFO - Epoch [240][220/396] lr: 3.252e-03, eta: 3:15:20, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9047, loss_cls: 0.9554, loss: 0.9554, grad_norm: 3.5726, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6879, loss/aux0: 0.6879 2020-10-21 01:21:13,462 - mmaction - INFO - Epoch [240][220/396] lr: 3.252e-03, eta: 3:15:22, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9047, loss_cls: 0.9554, loss: 0.9554, grad_norm: 3.5866, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6861, loss/aux0: 0.6861 2020-10-21 01:21:50,055 - mmaction - INFO - Epoch [240][240/396] lr: 3.252e-03, eta: 3:14:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7521, top5_acc: 0.9016, loss_cls: 0.9788, loss: 0.9788, grad_norm: 3.5675, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6825, loss/aux0: 0.6825 2020-10-21 01:21:51,078 - mmaction - INFO - Epoch [240][240/396] lr: 3.252e-03, eta: 3:14:46, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7521, top5_acc: 0.9016, loss_cls: 0.9788, loss: 0.9788, grad_norm: 3.5645, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6768, loss/aux0: 0.6768 2020-10-21 01:22:27,743 - mmaction - INFO - Epoch [240][260/396] lr: 3.252e-03, eta: 3:14:09, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7443, top5_acc: 0.9026, loss_cls: 0.9948, loss: 0.9948, grad_norm: 3.6696, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6859, loss/aux0: 0.6859 2020-10-21 01:22:28,696 - mmaction - INFO - Epoch [240][260/396] lr: 3.252e-03, eta: 3:14:10, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7443, top5_acc: 0.9026, loss_cls: 0.9948, loss: 0.9948, grad_norm: 3.6177, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6843, loss/aux0: 0.6843 2020-10-21 01:23:05,302 - mmaction - INFO - Epoch [240][280/396] lr: 3.252e-03, eta: 3:13:33, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7414, top5_acc: 0.8984, loss_cls: 0.9999, loss: 0.9999, grad_norm: 3.6491, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6855, loss/aux0: 0.6855 2020-10-21 01:23:06,263 - mmaction - INFO - Epoch [240][280/396] lr: 3.252e-03, eta: 3:13:34, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7414, top5_acc: 0.8984, loss_cls: 0.9999, loss: 0.9999, grad_norm: 3.6490, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7018, loss/aux0: 0.7018 2020-10-21 01:23:42,751 - mmaction - INFO - Epoch [240][300/396] lr: 3.252e-03, eta: 3:12:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7357, top5_acc: 0.8987, loss_cls: 1.0177, loss: 1.0177, grad_norm: 3.7715, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7326, loss/aux0: 0.7326 2020-10-21 01:23:43,724 - mmaction - INFO - Epoch [240][300/396] lr: 3.252e-03, eta: 3:12:58, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7357, top5_acc: 0.8987, loss_cls: 1.0177, loss: 1.0177, grad_norm: 3.7097, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7261, loss/aux0: 0.7261 2020-10-21 01:24:20,143 - mmaction - INFO - Epoch [240][320/396] lr: 3.252e-03, eta: 3:12:21, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7589, top5_acc: 0.9060, loss_cls: 0.9482, loss: 0.9482, grad_norm: 3.6295, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6899, loss/aux0: 0.6899 2020-10-21 01:24:21,160 - mmaction - INFO - Epoch [240][320/396] lr: 3.252e-03, eta: 3:12:22, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7589, top5_acc: 0.9060, loss_cls: 0.9482, loss: 0.9482, grad_norm: 3.6361, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6893, loss/aux0: 0.6893 2020-10-21 01:24:57,614 - mmaction - INFO - Epoch [240][340/396] lr: 3.252e-03, eta: 3:11:45, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7555, top5_acc: 0.9076, loss_cls: 0.9610, loss: 0.9610, grad_norm: 3.7020, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7107, loss/aux0: 0.7107 2020-10-21 01:24:58,560 - mmaction - INFO - Epoch [240][340/396] lr: 3.252e-03, eta: 3:11:46, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7555, top5_acc: 0.9076, loss_cls: 0.9610, loss: 0.9610, grad_norm: 3.6939, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7162, loss/aux0: 0.7162 2020-10-21 01:25:35,171 - mmaction - INFO - Epoch [240][360/396] lr: 3.252e-03, eta: 3:11:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7604, top5_acc: 0.9109, loss_cls: 0.9510, loss: 0.9510, grad_norm: 3.6364, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7369, loss/aux0: 0.7369 2020-10-21 01:25:36,124 - mmaction - INFO - Epoch [240][360/396] lr: 3.252e-03, eta: 3:11:10, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7604, top5_acc: 0.9109, loss_cls: 0.9510, loss: 0.9510, grad_norm: 3.6330, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7183, loss/aux0: 0.7183 2020-10-21 01:26:12,712 - mmaction - INFO - Epoch [240][380/396] lr: 3.252e-03, eta: 3:10:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7529, top5_acc: 0.9062, loss_cls: 0.9637, loss: 0.9637, grad_norm: 3.7341, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7078, loss/aux0: 0.7078 2020-10-21 01:26:13,651 - mmaction - INFO - Epoch [240][380/396] lr: 3.252e-03, eta: 3:10:35, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7529, top5_acc: 0.9062, loss_cls: 0.9637, loss: 0.9637, grad_norm: 3.7438, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7145, loss/aux0: 0.7145 2020-10-21 01:26:46,416 - mmaction - INFO - Saving checkpoint at 240 epochs 2020-10-21 01:28:49,268 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 01:28:49,388 - mmaction - INFO - top1_acc 0.7627 top5_acc 0.9283 2020-10-21 01:28:49,389 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 01:28:49,408 - mmaction - INFO - mean_acc 0.7629 2020-10-21 01:28:49,408 - mmaction - INFO - Now best checkpoint is epoch_240.pth 2020-10-21 01:28:49,414 - mmaction - INFO - Epoch(val) [240][396] top1_acc: 0.7627, top5_acc: 0.9283, mean_class_accuracy: 0.7629 2020-10-21 01:33:03,293 - mmaction - INFO - Epoch [241][20/396] lr: 2.882e-03, eta: 3:09:27, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9117, loss_cls: 0.8984, loss: 0.8984, grad_norm: 3.5540, top1_acc/aux0: 0.8103, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7056, loss/aux0: 0.7056 2020-10-21 01:33:04,243 - mmaction - INFO - Epoch [241][20/396] lr: 2.882e-03, eta: 3:09:28, time: 0.934, data_time: 0.003, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9117, loss_cls: 0.8984, loss: 0.8984, grad_norm: 3.5559, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7073, loss/aux0: 0.7073 2020-10-21 01:33:40,629 - mmaction - INFO - Epoch [241][40/396] lr: 2.882e-03, eta: 3:08:51, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7492, top5_acc: 0.9039, loss_cls: 0.9903, loss: 0.9903, grad_norm: 3.6708, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7033, loss/aux0: 0.7033 2020-10-21 01:33:41,691 - mmaction - INFO - Epoch [241][40/396] lr: 2.882e-03, eta: 3:08:52, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.7492, top5_acc: 0.9039, loss_cls: 0.9903, loss: 0.9903, grad_norm: 3.6821, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7022, loss/aux0: 0.7022 2020-10-21 01:34:18,280 - mmaction - INFO - Epoch [241][60/396] lr: 2.882e-03, eta: 3:08:15, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7518, top5_acc: 0.9055, loss_cls: 0.9770, loss: 0.9770, grad_norm: 3.7312, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6772, loss/aux0: 0.6772 2020-10-21 01:34:19,229 - mmaction - INFO - Epoch [241][60/396] lr: 2.882e-03, eta: 3:08:16, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7518, top5_acc: 0.9055, loss_cls: 0.9770, loss: 0.9770, grad_norm: 3.7078, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6713, loss/aux0: 0.6713 2020-10-21 01:34:55,850 - mmaction - INFO - Epoch [241][80/396] lr: 2.882e-03, eta: 3:07:39, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7555, top5_acc: 0.9034, loss_cls: 0.9533, loss: 0.9533, grad_norm: 3.6991, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7286, loss/aux0: 0.7286 2020-10-21 01:34:56,870 - mmaction - INFO - Epoch [241][80/396] lr: 2.882e-03, eta: 3:07:40, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.7555, top5_acc: 0.9034, loss_cls: 0.9533, loss: 0.9533, grad_norm: 3.7191, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7330, loss/aux0: 0.7330 2020-10-21 01:35:33,508 - mmaction - INFO - Epoch [241][100/396] lr: 2.882e-03, eta: 3:07:03, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7568, top5_acc: 0.9042, loss_cls: 0.9584, loss: 0.9584, grad_norm: 3.7393, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7264, loss/aux0: 0.7264 2020-10-21 01:35:34,453 - mmaction - INFO - Epoch [241][100/396] lr: 2.882e-03, eta: 3:07:04, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7568, top5_acc: 0.9042, loss_cls: 0.9584, loss: 0.9584, grad_norm: 3.7136, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7232, loss/aux0: 0.7232 2020-10-21 01:36:11,022 - mmaction - INFO - Epoch [241][120/396] lr: 2.882e-03, eta: 3:06:27, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7589, top5_acc: 0.9047, loss_cls: 0.9554, loss: 0.9554, grad_norm: 3.6960, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7210, loss/aux0: 0.7210 2020-10-21 01:36:11,973 - mmaction - INFO - Epoch [241][120/396] lr: 2.882e-03, eta: 3:06:28, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7589, top5_acc: 0.9047, loss_cls: 0.9554, loss: 0.9554, grad_norm: 3.6928, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7269, loss/aux0: 0.7269 2020-10-21 01:36:48,442 - mmaction - INFO - Epoch [241][140/396] lr: 2.882e-03, eta: 3:05:51, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7549, top5_acc: 0.9055, loss_cls: 0.9504, loss: 0.9504, grad_norm: 3.6205, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7237, loss/aux0: 0.7237 2020-10-21 01:36:49,399 - mmaction - INFO - Epoch [241][140/396] lr: 2.882e-03, eta: 3:05:52, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7549, top5_acc: 0.9055, loss_cls: 0.9504, loss: 0.9504, grad_norm: 3.6154, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7244, loss/aux0: 0.7244 2020-10-21 01:37:25,969 - mmaction - INFO - Epoch [241][160/396] lr: 2.882e-03, eta: 3:05:15, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7698, top5_acc: 0.9086, loss_cls: 0.9293, loss: 0.9293, grad_norm: 3.6830, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7091, loss/aux0: 0.7091 2020-10-21 01:37:26,932 - mmaction - INFO - Epoch [241][160/396] lr: 2.882e-03, eta: 3:05:17, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7698, top5_acc: 0.9086, loss_cls: 0.9293, loss: 0.9293, grad_norm: 3.6956, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.7065, loss/aux0: 0.7065 2020-10-21 01:38:03,518 - mmaction - INFO - Epoch [241][180/396] lr: 2.882e-03, eta: 3:04:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7612, top5_acc: 0.9109, loss_cls: 0.9290, loss: 0.9290, grad_norm: 3.6821, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7110, loss/aux0: 0.7110 2020-10-21 01:38:04,447 - mmaction - INFO - Epoch [241][180/396] lr: 2.882e-03, eta: 3:04:41, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7612, top5_acc: 0.9109, loss_cls: 0.9290, loss: 0.9290, grad_norm: 3.6706, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7047, loss/aux0: 0.7047 2020-10-21 01:38:41,038 - mmaction - INFO - Epoch [241][200/396] lr: 2.882e-03, eta: 3:04:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7490, top5_acc: 0.9029, loss_cls: 0.9927, loss: 0.9927, grad_norm: 3.6993, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7294, loss/aux0: 0.7294 2020-10-21 01:38:41,989 - mmaction - INFO - Epoch [241][200/396] lr: 2.882e-03, eta: 3:04:05, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7490, top5_acc: 0.9029, loss_cls: 0.9927, loss: 0.9927, grad_norm: 3.7342, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7393, loss/aux0: 0.7393 2020-10-21 01:39:18,578 - mmaction - INFO - Epoch [241][220/396] lr: 2.882e-03, eta: 3:03:28, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7534, top5_acc: 0.8992, loss_cls: 0.9835, loss: 0.9835, grad_norm: 3.6604, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6940, loss/aux0: 0.6940 2020-10-21 01:39:19,517 - mmaction - INFO - Epoch [241][220/396] lr: 2.882e-03, eta: 3:03:29, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7534, top5_acc: 0.8992, loss_cls: 0.9835, loss: 0.9835, grad_norm: 3.6329, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6868, loss/aux0: 0.6868 2020-10-21 01:39:56,049 - mmaction - INFO - Epoch [241][240/396] lr: 2.882e-03, eta: 3:02:52, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7536, top5_acc: 0.9109, loss_cls: 0.9449, loss: 0.9449, grad_norm: 3.6857, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.7074, loss/aux0: 0.7074 2020-10-21 01:39:57,004 - mmaction - INFO - Epoch [241][240/396] lr: 2.882e-03, eta: 3:02:53, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7536, top5_acc: 0.9109, loss_cls: 0.9449, loss: 0.9449, grad_norm: 3.6902, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.7107, loss/aux0: 0.7107 2020-10-21 01:40:33,573 - mmaction - INFO - Epoch [241][260/396] lr: 2.882e-03, eta: 3:02:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7578, top5_acc: 0.9104, loss_cls: 0.9388, loss: 0.9388, grad_norm: 3.6568, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6821, loss/aux0: 0.6821 2020-10-21 01:40:34,522 - mmaction - INFO - Epoch [241][260/396] lr: 2.882e-03, eta: 3:02:17, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7578, top5_acc: 0.9104, loss_cls: 0.9388, loss: 0.9388, grad_norm: 3.6805, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6817, loss/aux0: 0.6817 2020-10-21 01:41:10,946 - mmaction - INFO - Epoch [241][280/396] lr: 2.882e-03, eta: 3:01:40, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7638, top5_acc: 0.9076, loss_cls: 0.9473, loss: 0.9473, grad_norm: 3.5936, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7429, loss/aux0: 0.7429 2020-10-21 01:41:11,902 - mmaction - INFO - Epoch [241][280/396] lr: 2.882e-03, eta: 3:01:41, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7638, top5_acc: 0.9076, loss_cls: 0.9473, loss: 0.9473, grad_norm: 3.5896, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7427, loss/aux0: 0.7427 2020-10-21 01:41:48,388 - mmaction - INFO - Epoch [241][300/396] lr: 2.882e-03, eta: 3:01:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7609, top5_acc: 0.9102, loss_cls: 0.9486, loss: 0.9486, grad_norm: 3.6953, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6846, loss/aux0: 0.6846 2020-10-21 01:41:49,322 - mmaction - INFO - Epoch [241][300/396] lr: 2.882e-03, eta: 3:01:05, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7609, top5_acc: 0.9102, loss_cls: 0.9486, loss: 0.9486, grad_norm: 3.6843, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6813, loss/aux0: 0.6813 2020-10-21 01:42:25,858 - mmaction - INFO - Epoch [241][320/396] lr: 2.882e-03, eta: 3:00:28, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7529, top5_acc: 0.9047, loss_cls: 0.9670, loss: 0.9670, grad_norm: 3.5654, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6588, loss/aux0: 0.6588 2020-10-21 01:42:26,817 - mmaction - INFO - Epoch [241][320/396] lr: 2.882e-03, eta: 3:00:29, time: 0.936, data_time: 0.004, memory: 8462, top1_acc: 0.7529, top5_acc: 0.9047, loss_cls: 0.9670, loss: 0.9670, grad_norm: 3.6000, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6611, loss/aux0: 0.6611 2020-10-21 01:43:03,272 - mmaction - INFO - Epoch [241][340/396] lr: 2.882e-03, eta: 2:59:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7688, top5_acc: 0.9112, loss_cls: 0.9140, loss: 0.9140, grad_norm: 3.5845, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6593, loss/aux0: 0.6593 2020-10-21 01:43:04,265 - mmaction - INFO - Epoch [241][340/396] lr: 2.882e-03, eta: 2:59:53, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7688, top5_acc: 0.9112, loss_cls: 0.9140, loss: 0.9140, grad_norm: 3.6050, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6645, loss/aux0: 0.6645 2020-10-21 01:43:40,647 - mmaction - INFO - Epoch [241][360/396] lr: 2.882e-03, eta: 2:59:16, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7563, top5_acc: 0.9044, loss_cls: 0.9593, loss: 0.9593, grad_norm: 3.6422, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7585, loss/aux0: 0.7585 2020-10-21 01:43:41,596 - mmaction - INFO - Epoch [241][360/396] lr: 2.882e-03, eta: 2:59:17, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.7563, top5_acc: 0.9044, loss_cls: 0.9593, loss: 0.9593, grad_norm: 3.5895, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7527, loss/aux0: 0.7527 2020-10-21 01:44:18,126 - mmaction - INFO - Epoch [241][380/396] lr: 2.882e-03, eta: 2:58:40, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7607, top5_acc: 0.9091, loss_cls: 0.9473, loss: 0.9473, grad_norm: 3.8535, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7547, loss/aux0: 0.7547 2020-10-21 01:44:19,055 - mmaction - INFO - Epoch [241][380/396] lr: 2.882e-03, eta: 2:58:42, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7607, top5_acc: 0.9091, loss_cls: 0.9473, loss: 0.9473, grad_norm: 3.8359, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7550, loss/aux0: 0.7550 2020-10-21 01:49:08,645 - mmaction - INFO - Epoch [242][20/396] lr: 2.534e-03, eta: 2:57:34, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7656, top5_acc: 0.9049, loss_cls: 0.9209, loss: 0.9209, grad_norm: 3.5490, top1_acc/aux0: 0.8191, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6671, loss/aux0: 0.6671 2020-10-21 01:49:09,603 - mmaction - INFO - Epoch [242][20/396] lr: 2.534e-03, eta: 2:57:35, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7656, top5_acc: 0.9049, loss_cls: 0.9209, loss: 0.9209, grad_norm: 3.5417, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6660, loss/aux0: 0.6660 2020-10-21 01:49:46,044 - mmaction - INFO - Epoch [242][40/396] lr: 2.534e-03, eta: 2:56:58, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7612, top5_acc: 0.9154, loss_cls: 0.9058, loss: 0.9058, grad_norm: 3.6204, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6735, loss/aux0: 0.6735 2020-10-21 01:49:46,995 - mmaction - INFO - Epoch [242][40/396] lr: 2.534e-03, eta: 2:56:59, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7612, top5_acc: 0.9154, loss_cls: 0.9058, loss: 0.9058, grad_norm: 3.6242, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6765, loss/aux0: 0.6765 2020-10-21 01:50:23,564 - mmaction - INFO - Epoch [242][60/396] lr: 2.534e-03, eta: 2:56:22, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7638, top5_acc: 0.9070, loss_cls: 0.9409, loss: 0.9409, grad_norm: 3.6696, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7084, loss/aux0: 0.7084 2020-10-21 01:50:24,526 - mmaction - INFO - Epoch [242][60/396] lr: 2.534e-03, eta: 2:56:23, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.7638, top5_acc: 0.9070, loss_cls: 0.9409, loss: 0.9409, grad_norm: 3.6616, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7019, loss/aux0: 0.7019 2020-10-21 01:51:00,985 - mmaction - INFO - Epoch [242][80/396] lr: 2.534e-03, eta: 2:55:46, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7576, top5_acc: 0.9107, loss_cls: 0.9258, loss: 0.9258, grad_norm: 3.7038, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6905, loss/aux0: 0.6905 2020-10-21 01:51:01,941 - mmaction - INFO - Epoch [242][80/396] lr: 2.534e-03, eta: 2:55:47, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7576, top5_acc: 0.9107, loss_cls: 0.9258, loss: 0.9258, grad_norm: 3.7086, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6995, loss/aux0: 0.6995 2020-10-21 01:51:38,466 - mmaction - INFO - Epoch [242][100/396] lr: 2.534e-03, eta: 2:55:10, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7648, top5_acc: 0.9073, loss_cls: 0.9309, loss: 0.9309, grad_norm: 3.5764, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6632, loss/aux0: 0.6632 2020-10-21 01:51:39,416 - mmaction - INFO - Epoch [242][100/396] lr: 2.534e-03, eta: 2:55:11, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7648, top5_acc: 0.9073, loss_cls: 0.9309, loss: 0.9309, grad_norm: 3.6101, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6688, loss/aux0: 0.6688 2020-10-21 01:52:16,092 - mmaction - INFO - Epoch [242][120/396] lr: 2.534e-03, eta: 2:54:34, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7682, top5_acc: 0.9122, loss_cls: 0.9121, loss: 0.9121, grad_norm: 3.6757, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7149, loss/aux0: 0.7149 2020-10-21 01:52:17,054 - mmaction - INFO - Epoch [242][120/396] lr: 2.534e-03, eta: 2:54:36, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.7682, top5_acc: 0.9122, loss_cls: 0.9121, loss: 0.9121, grad_norm: 3.6694, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7070, loss/aux0: 0.7070 2020-10-21 01:52:53,629 - mmaction - INFO - Epoch [242][140/396] lr: 2.534e-03, eta: 2:53:58, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7495, top5_acc: 0.9065, loss_cls: 0.9769, loss: 0.9769, grad_norm: 3.7096, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6925, loss/aux0: 0.6925 2020-10-21 01:52:54,561 - mmaction - INFO - Epoch [242][140/396] lr: 2.534e-03, eta: 2:54:00, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7495, top5_acc: 0.9065, loss_cls: 0.9769, loss: 0.9769, grad_norm: 3.6951, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.6941, loss/aux0: 0.6941 2020-10-21 01:53:31,191 - mmaction - INFO - Epoch [242][160/396] lr: 2.534e-03, eta: 2:53:23, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7680, top5_acc: 0.9057, loss_cls: 0.9470, loss: 0.9470, grad_norm: 3.7188, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7279, loss/aux0: 0.7279 2020-10-21 01:53:32,147 - mmaction - INFO - Epoch [242][160/396] lr: 2.534e-03, eta: 2:53:24, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.7680, top5_acc: 0.9057, loss_cls: 0.9470, loss: 0.9470, grad_norm: 3.6680, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7173, loss/aux0: 0.7173 2020-10-21 01:54:08,628 - mmaction - INFO - Epoch [242][180/396] lr: 2.534e-03, eta: 2:52:47, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7589, top5_acc: 0.9062, loss_cls: 0.9458, loss: 0.9458, grad_norm: 3.6483, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6674, loss/aux0: 0.6674 2020-10-21 01:54:09,575 - mmaction - INFO - Epoch [242][180/396] lr: 2.534e-03, eta: 2:52:48, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7589, top5_acc: 0.9062, loss_cls: 0.9458, loss: 0.9458, grad_norm: 3.6605, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6771, loss/aux0: 0.6771 2020-10-21 01:54:46,180 - mmaction - INFO - Epoch [242][200/396] lr: 2.534e-03, eta: 2:52:11, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7664, top5_acc: 0.9081, loss_cls: 0.9211, loss: 0.9211, grad_norm: 3.6363, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7114, loss/aux0: 0.7114 2020-10-21 01:54:47,142 - mmaction - INFO - Epoch [242][200/396] lr: 2.534e-03, eta: 2:52:12, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.7664, top5_acc: 0.9081, loss_cls: 0.9211, loss: 0.9211, grad_norm: 3.6459, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7053, loss/aux0: 0.7053 2020-10-21 01:55:23,728 - mmaction - INFO - Epoch [242][220/396] lr: 2.534e-03, eta: 2:51:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7573, top5_acc: 0.9036, loss_cls: 0.9517, loss: 0.9517, grad_norm: 3.6010, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6899, loss/aux0: 0.6899 2020-10-21 01:55:24,712 - mmaction - INFO - Epoch [242][220/396] lr: 2.534e-03, eta: 2:51:36, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.7573, top5_acc: 0.9036, loss_cls: 0.9517, loss: 0.9517, grad_norm: 3.5794, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6890, loss/aux0: 0.6890 2020-10-21 01:56:01,324 - mmaction - INFO - Epoch [242][240/396] lr: 2.534e-03, eta: 2:50:59, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7615, top5_acc: 0.9078, loss_cls: 0.9350, loss: 0.9350, grad_norm: 3.7677, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7043, loss/aux0: 0.7043 2020-10-21 01:56:02,278 - mmaction - INFO - Epoch [242][240/396] lr: 2.534e-03, eta: 2:51:00, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7615, top5_acc: 0.9078, loss_cls: 0.9350, loss: 0.9350, grad_norm: 3.7559, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7041, loss/aux0: 0.7041 2020-10-21 01:56:38,924 - mmaction - INFO - Epoch [242][260/396] lr: 2.534e-03, eta: 2:50:23, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7607, top5_acc: 0.9073, loss_cls: 0.9412, loss: 0.9412, grad_norm: 3.8316, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7254, loss/aux0: 0.7254 2020-10-21 01:56:39,871 - mmaction - INFO - Epoch [242][260/396] lr: 2.534e-03, eta: 2:50:24, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.7607, top5_acc: 0.9073, loss_cls: 0.9412, loss: 0.9412, grad_norm: 3.7959, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7259, loss/aux0: 0.7259 2020-10-21 01:57:16,457 - mmaction - INFO - Epoch [242][280/396] lr: 2.534e-03, eta: 2:49:47, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9112, loss_cls: 0.9453, loss: 0.9453, grad_norm: 3.7041, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7089, loss/aux0: 0.7089 2020-10-21 01:57:17,420 - mmaction - INFO - Epoch [242][280/396] lr: 2.534e-03, eta: 2:49:48, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9112, loss_cls: 0.9453, loss: 0.9453, grad_norm: 3.7265, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7157, loss/aux0: 0.7157 2020-10-21 01:57:54,451 - mmaction - INFO - Epoch [242][300/396] lr: 2.534e-03, eta: 2:49:11, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7495, top5_acc: 0.8997, loss_cls: 0.9956, loss: 0.9956, grad_norm: 3.8508, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7319, loss/aux0: 0.7319 2020-10-21 01:57:55,594 - mmaction - INFO - Epoch [242][300/396] lr: 2.534e-03, eta: 2:49:12, time: 0.949, data_time: 0.009, memory: 8462, top1_acc: 0.7495, top5_acc: 0.8997, loss_cls: 0.9956, loss: 0.9956, grad_norm: 3.8428, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7287, loss/aux0: 0.7287 2020-10-21 01:58:32,156 - mmaction - INFO - Epoch [242][320/396] lr: 2.534e-03, eta: 2:48:35, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7672, top5_acc: 0.9164, loss_cls: 0.9275, loss: 0.9275, grad_norm: 3.6281, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6774, loss/aux0: 0.6774 2020-10-21 01:58:33,132 - mmaction - INFO - Epoch [242][320/396] lr: 2.534e-03, eta: 2:48:36, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7672, top5_acc: 0.9164, loss_cls: 0.9275, loss: 0.9275, grad_norm: 3.6242, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6783, loss/aux0: 0.6783 2020-10-21 01:59:09,694 - mmaction - INFO - Epoch [242][340/396] lr: 2.534e-03, eta: 2:47:59, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7591, top5_acc: 0.9138, loss_cls: 0.9226, loss: 0.9226, grad_norm: 3.6870, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7064, loss/aux0: 0.7064 2020-10-21 01:59:10,671 - mmaction - INFO - Epoch [242][340/396] lr: 2.534e-03, eta: 2:48:01, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.7591, top5_acc: 0.9138, loss_cls: 0.9226, loss: 0.9226, grad_norm: 3.6514, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7034, loss/aux0: 0.7034 2020-10-21 01:59:47,308 - mmaction - INFO - Epoch [242][360/396] lr: 2.534e-03, eta: 2:47:24, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7591, top5_acc: 0.9055, loss_cls: 0.9703, loss: 0.9703, grad_norm: 3.7224, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6894, loss/aux0: 0.6894 2020-10-21 01:59:48,262 - mmaction - INFO - Epoch [242][360/396] lr: 2.534e-03, eta: 2:47:25, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7591, top5_acc: 0.9055, loss_cls: 0.9703, loss: 0.9703, grad_norm: 3.6944, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6850, loss/aux0: 0.6850 2020-10-21 02:00:24,715 - mmaction - INFO - Epoch [242][380/396] lr: 2.534e-03, eta: 2:46:48, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7557, top5_acc: 0.9036, loss_cls: 0.9536, loss: 0.9536, grad_norm: 3.6957, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6672, loss/aux0: 0.6672 2020-10-21 02:00:25,698 - mmaction - INFO - Epoch [242][380/396] lr: 2.534e-03, eta: 2:46:49, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.7557, top5_acc: 0.9036, loss_cls: 0.9536, loss: 0.9536, grad_norm: 3.6746, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6708, loss/aux0: 0.6708 2020-10-21 02:05:08,605 - mmaction - INFO - Epoch [243][20/396] lr: 2.208e-03, eta: 2:45:41, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7654, top5_acc: 0.9112, loss_cls: 0.9141, loss: 0.9141, grad_norm: 3.6897, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6899, loss/aux0: 0.6899 2020-10-21 02:05:09,561 - mmaction - INFO - Epoch [243][20/396] lr: 2.208e-03, eta: 2:45:42, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.7654, top5_acc: 0.9112, loss_cls: 0.9141, loss: 0.9141, grad_norm: 3.7126, top1_acc/aux0: 0.8206, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6970, loss/aux0: 0.6970 2020-10-21 02:05:46,187 - mmaction - INFO - Epoch [243][40/396] lr: 2.208e-03, eta: 2:45:05, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7651, top5_acc: 0.9128, loss_cls: 0.9328, loss: 0.9328, grad_norm: 3.7224, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6889, loss/aux0: 0.6889 2020-10-21 02:05:47,175 - mmaction - INFO - Epoch [243][40/396] lr: 2.208e-03, eta: 2:45:06, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.7651, top5_acc: 0.9128, loss_cls: 0.9328, loss: 0.9328, grad_norm: 3.7188, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6765, loss/aux0: 0.6765 2020-10-21 02:06:23,681 - mmaction - INFO - Epoch [243][60/396] lr: 2.208e-03, eta: 2:44:29, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7622, top5_acc: 0.9081, loss_cls: 0.9389, loss: 0.9389, grad_norm: 3.7069, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7016, loss/aux0: 0.7016 2020-10-21 02:06:24,612 - mmaction - INFO - Epoch [243][60/396] lr: 2.208e-03, eta: 2:44:31, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7622, top5_acc: 0.9081, loss_cls: 0.9389, loss: 0.9389, grad_norm: 3.7047, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7049, loss/aux0: 0.7049 2020-10-21 02:07:01,210 - mmaction - INFO - Epoch [243][80/396] lr: 2.208e-03, eta: 2:43:54, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9154, loss_cls: 0.8933, loss: 0.8933, grad_norm: 3.6285, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.6944, loss/aux0: 0.6944 2020-10-21 02:07:02,219 - mmaction - INFO - Epoch [243][80/396] lr: 2.208e-03, eta: 2:43:55, time: 0.942, data_time: 0.004, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9154, loss_cls: 0.8933, loss: 0.8933, grad_norm: 3.6375, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.6882, loss/aux0: 0.6882 2020-10-21 02:07:38,917 - mmaction - INFO - Epoch [243][100/396] lr: 2.208e-03, eta: 2:43:18, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7513, top5_acc: 0.9029, loss_cls: 0.9618, loss: 0.9618, grad_norm: 3.7502, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7025, loss/aux0: 0.7025 2020-10-21 02:07:39,878 - mmaction - INFO - Epoch [243][100/396] lr: 2.208e-03, eta: 2:43:19, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.7513, top5_acc: 0.9029, loss_cls: 0.9618, loss: 0.9618, grad_norm: 3.7792, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7079, loss/aux0: 0.7079 2020-10-21 02:08:16,322 - mmaction - INFO - Epoch [243][120/396] lr: 2.208e-03, eta: 2:42:42, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7760, top5_acc: 0.9174, loss_cls: 0.8811, loss: 0.8811, grad_norm: 3.6230, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6864, loss/aux0: 0.6864 2020-10-21 02:08:17,329 - mmaction - INFO - Epoch [243][120/396] lr: 2.208e-03, eta: 2:42:43, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7760, top5_acc: 0.9174, loss_cls: 0.8811, loss: 0.8811, grad_norm: 3.6334, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6896, loss/aux0: 0.6896 2020-10-21 02:08:53,905 - mmaction - INFO - Epoch [243][140/396] lr: 2.208e-03, eta: 2:42:06, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7693, top5_acc: 0.9120, loss_cls: 0.9081, loss: 0.9081, grad_norm: 3.6613, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6733, loss/aux0: 0.6733 2020-10-21 02:08:54,870 - mmaction - INFO - Epoch [243][140/396] lr: 2.208e-03, eta: 2:42:07, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7693, top5_acc: 0.9120, loss_cls: 0.9081, loss: 0.9081, grad_norm: 3.6492, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6666, loss/aux0: 0.6666 2020-10-21 02:09:31,452 - mmaction - INFO - Epoch [243][160/396] lr: 2.208e-03, eta: 2:41:30, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7609, top5_acc: 0.9104, loss_cls: 0.9416, loss: 0.9416, grad_norm: 3.7324, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6680, loss/aux0: 0.6680 2020-10-21 02:09:32,465 - mmaction - INFO - Epoch [243][160/396] lr: 2.208e-03, eta: 2:41:31, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7609, top5_acc: 0.9104, loss_cls: 0.9416, loss: 0.9416, grad_norm: 3.7110, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6725, loss/aux0: 0.6725 2020-10-21 02:10:09,068 - mmaction - INFO - Epoch [243][180/396] lr: 2.208e-03, eta: 2:40:54, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9086, loss_cls: 0.8943, loss: 0.8943, grad_norm: 3.5728, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6919, loss/aux0: 0.6919 2020-10-21 02:10:10,036 - mmaction - INFO - Epoch [243][180/396] lr: 2.208e-03, eta: 2:40:55, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9086, loss_cls: 0.8943, loss: 0.8943, grad_norm: 3.5506, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6911, loss/aux0: 0.6911 2020-10-21 02:10:46,800 - mmaction - INFO - Epoch [243][200/396] lr: 2.208e-03, eta: 2:40:18, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7586, top5_acc: 0.9104, loss_cls: 0.9365, loss: 0.9365, grad_norm: 3.6977, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6761, loss/aux0: 0.6761 2020-10-21 02:10:47,767 - mmaction - INFO - Epoch [243][200/396] lr: 2.208e-03, eta: 2:40:19, time: 0.944, data_time: 0.004, memory: 8462, top1_acc: 0.7586, top5_acc: 0.9104, loss_cls: 0.9365, loss: 0.9365, grad_norm: 3.7010, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6797, loss/aux0: 0.6797 2020-10-21 02:11:24,386 - mmaction - INFO - Epoch [243][220/396] lr: 2.208e-03, eta: 2:39:42, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7461, top5_acc: 0.9078, loss_cls: 0.9707, loss: 0.9707, grad_norm: 3.8065, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7212, loss/aux0: 0.7212 2020-10-21 02:11:25,319 - mmaction - INFO - Epoch [243][220/396] lr: 2.208e-03, eta: 2:39:43, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.7461, top5_acc: 0.9078, loss_cls: 0.9707, loss: 0.9707, grad_norm: 3.8104, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7252, loss/aux0: 0.7252 2020-10-21 02:12:01,970 - mmaction - INFO - Epoch [243][240/396] lr: 2.208e-03, eta: 2:39:06, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9010, loss_cls: 0.9561, loss: 0.9561, grad_norm: 3.6551, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6551, loss/aux0: 0.6551 2020-10-21 02:12:02,900 - mmaction - INFO - Epoch [243][240/396] lr: 2.208e-03, eta: 2:39:07, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9010, loss_cls: 0.9561, loss: 0.9561, grad_norm: 3.6689, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6521, loss/aux0: 0.6521 2020-10-21 02:12:39,399 - mmaction - INFO - Epoch [243][260/396] lr: 2.208e-03, eta: 2:38:30, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7599, top5_acc: 0.9122, loss_cls: 0.9262, loss: 0.9262, grad_norm: 3.8226, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7248, loss/aux0: 0.7248 2020-10-21 02:12:40,345 - mmaction - INFO - Epoch [243][260/396] lr: 2.208e-03, eta: 2:38:31, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7599, top5_acc: 0.9122, loss_cls: 0.9262, loss: 0.9262, grad_norm: 3.8408, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7275, loss/aux0: 0.7275 2020-10-21 02:13:16,935 - mmaction - INFO - Epoch [243][280/396] lr: 2.208e-03, eta: 2:37:54, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7771, top5_acc: 0.9195, loss_cls: 0.8621, loss: 0.8621, grad_norm: 3.5402, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6687, loss/aux0: 0.6687 2020-10-21 02:13:17,902 - mmaction - INFO - Epoch [243][280/396] lr: 2.208e-03, eta: 2:37:55, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.7771, top5_acc: 0.9195, loss_cls: 0.8621, loss: 0.8621, grad_norm: 3.5473, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6686, loss/aux0: 0.6686 2020-10-21 02:13:54,461 - mmaction - INFO - Epoch [243][300/396] lr: 2.208e-03, eta: 2:37:19, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7589, top5_acc: 0.9063, loss_cls: 0.9549, loss: 0.9549, grad_norm: 3.6373, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6890, loss/aux0: 0.6890 2020-10-21 02:13:55,397 - mmaction - INFO - Epoch [243][300/396] lr: 2.208e-03, eta: 2:37:20, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7589, top5_acc: 0.9063, loss_cls: 0.9549, loss: 0.9549, grad_norm: 3.6148, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6752, loss/aux0: 0.6752 2020-10-21 02:14:32,000 - mmaction - INFO - Epoch [243][320/396] lr: 2.208e-03, eta: 2:36:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7638, top5_acc: 0.9060, loss_cls: 0.9214, loss: 0.9214, grad_norm: 3.6749, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6749, loss/aux0: 0.6749 2020-10-21 02:14:32,937 - mmaction - INFO - Epoch [243][320/396] lr: 2.208e-03, eta: 2:36:44, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7638, top5_acc: 0.9060, loss_cls: 0.9214, loss: 0.9214, grad_norm: 3.6527, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6722, loss/aux0: 0.6722 2020-10-21 02:15:09,472 - mmaction - INFO - Epoch [243][340/396] lr: 2.208e-03, eta: 2:36:07, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7648, top5_acc: 0.9151, loss_cls: 0.9092, loss: 0.9092, grad_norm: 3.6596, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6573, loss/aux0: 0.6573 2020-10-21 02:15:10,411 - mmaction - INFO - Epoch [243][340/396] lr: 2.208e-03, eta: 2:36:08, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7648, top5_acc: 0.9151, loss_cls: 0.9092, loss: 0.9092, grad_norm: 3.6754, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6648, loss/aux0: 0.6648 2020-10-21 02:15:47,076 - mmaction - INFO - Epoch [243][360/396] lr: 2.208e-03, eta: 2:35:31, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7547, top5_acc: 0.9052, loss_cls: 0.9409, loss: 0.9409, grad_norm: 3.6223, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6659, loss/aux0: 0.6659 2020-10-21 02:15:48,025 - mmaction - INFO - Epoch [243][360/396] lr: 2.208e-03, eta: 2:35:32, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7547, top5_acc: 0.9052, loss_cls: 0.9409, loss: 0.9409, grad_norm: 3.6143, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6703, loss/aux0: 0.6703 2020-10-21 02:16:24,716 - mmaction - INFO - Epoch [243][380/396] lr: 2.208e-03, eta: 2:34:55, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7589, top5_acc: 0.9034, loss_cls: 0.9392, loss: 0.9392, grad_norm: 3.7216, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.7027, loss/aux0: 0.7027 2020-10-21 02:16:25,663 - mmaction - INFO - Epoch [243][380/396] lr: 2.208e-03, eta: 2:34:56, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7589, top5_acc: 0.9034, loss_cls: 0.9392, loss: 0.9392, grad_norm: 3.7100, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6993, loss/aux0: 0.6993 2020-10-21 02:21:04,456 - mmaction - INFO - Epoch [244][20/396] lr: 1.905e-03, eta: 2:33:49, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9055, loss_cls: 0.9329, loss: 0.9329, grad_norm: 3.8059, top1_acc/aux0: 0.8213, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6829, loss/aux0: 0.6829 2020-10-21 02:21:05,414 - mmaction - INFO - Epoch [244][20/396] lr: 1.905e-03, eta: 2:33:50, time: 0.933, data_time: 0.001, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9055, loss_cls: 0.9329, loss: 0.9329, grad_norm: 3.8303, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6926, loss/aux0: 0.6926 2020-10-21 02:21:41,939 - mmaction - INFO - Epoch [244][40/396] lr: 1.905e-03, eta: 2:33:13, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7667, top5_acc: 0.9094, loss_cls: 0.9156, loss: 0.9156, grad_norm: 3.6772, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6822, loss/aux0: 0.6822 2020-10-21 02:21:42,895 - mmaction - INFO - Epoch [244][40/396] lr: 1.905e-03, eta: 2:33:14, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.7667, top5_acc: 0.9094, loss_cls: 0.9156, loss: 0.9156, grad_norm: 3.6455, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6605, loss/aux0: 0.6605 2020-10-21 02:22:19,308 - mmaction - INFO - Epoch [244][60/396] lr: 1.905e-03, eta: 2:32:37, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9154, loss_cls: 0.8907, loss: 0.8907, grad_norm: 3.7713, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.6932, loss/aux0: 0.6932 2020-10-21 02:22:20,272 - mmaction - INFO - Epoch [244][60/396] lr: 1.905e-03, eta: 2:32:38, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9154, loss_cls: 0.8907, loss: 0.8907, grad_norm: 3.7692, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7138, loss/aux0: 0.7138 2020-10-21 02:22:56,800 - mmaction - INFO - Epoch [244][80/396] lr: 1.905e-03, eta: 2:32:01, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7656, top5_acc: 0.9138, loss_cls: 0.9004, loss: 0.9004, grad_norm: 3.6875, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6690, loss/aux0: 0.6690 2020-10-21 02:22:57,747 - mmaction - INFO - Epoch [244][80/396] lr: 1.905e-03, eta: 2:32:02, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7656, top5_acc: 0.9138, loss_cls: 0.9004, loss: 0.9004, grad_norm: 3.6846, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6614, loss/aux0: 0.6614 2020-10-21 02:23:34,516 - mmaction - INFO - Epoch [244][100/396] lr: 1.905e-03, eta: 2:31:25, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.7797, top5_acc: 0.9161, loss_cls: 0.8824, loss: 0.8824, grad_norm: 3.6884, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6954, loss/aux0: 0.6954 2020-10-21 02:23:35,485 - mmaction - INFO - Epoch [244][100/396] lr: 1.905e-03, eta: 2:31:26, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.7797, top5_acc: 0.9161, loss_cls: 0.8824, loss: 0.8824, grad_norm: 3.6629, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6871, loss/aux0: 0.6871 2020-10-21 02:24:12,022 - mmaction - INFO - Epoch [244][120/396] lr: 1.905e-03, eta: 2:30:49, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9148, loss_cls: 0.8663, loss: 0.8663, grad_norm: 3.5915, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6331, loss/aux0: 0.6331 2020-10-21 02:24:12,969 - mmaction - INFO - Epoch [244][120/396] lr: 1.905e-03, eta: 2:30:50, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9148, loss_cls: 0.8663, loss: 0.8663, grad_norm: 3.5973, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-21 02:24:49,412 - mmaction - INFO - Epoch [244][140/396] lr: 1.905e-03, eta: 2:30:13, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7708, top5_acc: 0.9161, loss_cls: 0.8859, loss: 0.8859, grad_norm: 3.6942, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6611, loss/aux0: 0.6611 2020-10-21 02:24:50,401 - mmaction - INFO - Epoch [244][140/396] lr: 1.905e-03, eta: 2:30:14, time: 0.936, data_time: 0.004, memory: 8462, top1_acc: 0.7708, top5_acc: 0.9161, loss_cls: 0.8859, loss: 0.8859, grad_norm: 3.6771, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6686, loss/aux0: 0.6686 2020-10-21 02:25:27,019 - mmaction - INFO - Epoch [244][160/396] lr: 1.905e-03, eta: 2:29:37, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7641, top5_acc: 0.9120, loss_cls: 0.9344, loss: 0.9344, grad_norm: 3.7214, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7196, loss/aux0: 0.7196 2020-10-21 02:25:27,967 - mmaction - INFO - Epoch [244][160/396] lr: 1.905e-03, eta: 2:29:38, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7641, top5_acc: 0.9120, loss_cls: 0.9344, loss: 0.9344, grad_norm: 3.6892, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7172, loss/aux0: 0.7172 2020-10-21 02:26:04,530 - mmaction - INFO - Epoch [244][180/396] lr: 1.905e-03, eta: 2:29:01, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7706, top5_acc: 0.9034, loss_cls: 0.9270, loss: 0.9270, grad_norm: 3.6416, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6681, loss/aux0: 0.6681 2020-10-21 02:26:05,483 - mmaction - INFO - Epoch [244][180/396] lr: 1.905e-03, eta: 2:29:02, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7706, top5_acc: 0.9034, loss_cls: 0.9270, loss: 0.9270, grad_norm: 3.6582, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6671, loss/aux0: 0.6671 2020-10-21 02:26:42,034 - mmaction - INFO - Epoch [244][200/396] lr: 1.905e-03, eta: 2:28:25, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7737, top5_acc: 0.9102, loss_cls: 0.9003, loss: 0.9003, grad_norm: 3.6467, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6677, loss/aux0: 0.6677 2020-10-21 02:26:43,041 - mmaction - INFO - Epoch [244][200/396] lr: 1.905e-03, eta: 2:28:26, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7737, top5_acc: 0.9102, loss_cls: 0.9003, loss: 0.9003, grad_norm: 3.6794, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6674, loss/aux0: 0.6674 2020-10-21 02:27:19,606 - mmaction - INFO - Epoch [244][220/396] lr: 1.905e-03, eta: 2:27:49, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7635, top5_acc: 0.9078, loss_cls: 0.9390, loss: 0.9390, grad_norm: 3.7083, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6714, loss/aux0: 0.6714 2020-10-21 02:27:20,560 - mmaction - INFO - Epoch [244][220/396] lr: 1.905e-03, eta: 2:27:50, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7635, top5_acc: 0.9078, loss_cls: 0.9390, loss: 0.9390, grad_norm: 3.7096, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6723, loss/aux0: 0.6723 2020-10-21 02:27:57,031 - mmaction - INFO - Epoch [244][240/396] lr: 1.905e-03, eta: 2:27:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7568, top5_acc: 0.9062, loss_cls: 0.9617, loss: 0.9617, grad_norm: 3.7742, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6885, loss/aux0: 0.6885 2020-10-21 02:27:57,996 - mmaction - INFO - Epoch [244][240/396] lr: 1.905e-03, eta: 2:27:14, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7568, top5_acc: 0.9062, loss_cls: 0.9617, loss: 0.9617, grad_norm: 3.7372, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6778, loss/aux0: 0.6778 2020-10-21 02:28:34,564 - mmaction - INFO - Epoch [244][260/396] lr: 1.905e-03, eta: 2:26:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7807, top5_acc: 0.9180, loss_cls: 0.8661, loss: 0.8661, grad_norm: 3.8183, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6809, loss/aux0: 0.6809 2020-10-21 02:28:35,565 - mmaction - INFO - Epoch [244][260/396] lr: 1.905e-03, eta: 2:26:39, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.7807, top5_acc: 0.9180, loss_cls: 0.8661, loss: 0.8661, grad_norm: 3.8225, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6887, loss/aux0: 0.6887 2020-10-21 02:29:12,182 - mmaction - INFO - Epoch [244][280/396] lr: 1.905e-03, eta: 2:26:02, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7549, top5_acc: 0.9104, loss_cls: 0.9535, loss: 0.9535, grad_norm: 3.8138, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6774, loss/aux0: 0.6774 2020-10-21 02:29:13,203 - mmaction - INFO - Epoch [244][280/396] lr: 1.905e-03, eta: 2:26:03, time: 0.945, data_time: 0.001, memory: 8462, top1_acc: 0.7549, top5_acc: 0.9104, loss_cls: 0.9535, loss: 0.9535, grad_norm: 3.8010, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6815, loss/aux0: 0.6815 2020-10-21 02:29:49,867 - mmaction - INFO - Epoch [244][300/396] lr: 1.905e-03, eta: 2:25:26, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7542, top5_acc: 0.9008, loss_cls: 0.9858, loss: 0.9858, grad_norm: 3.9330, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6842, loss/aux0: 0.6842 2020-10-21 02:29:50,825 - mmaction - INFO - Epoch [244][300/396] lr: 1.905e-03, eta: 2:25:27, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7542, top5_acc: 0.9008, loss_cls: 0.9858, loss: 0.9858, grad_norm: 3.9408, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6892, loss/aux0: 0.6892 2020-10-21 02:30:27,479 - mmaction - INFO - Epoch [244][320/396] lr: 1.905e-03, eta: 2:24:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7685, top5_acc: 0.9214, loss_cls: 0.8878, loss: 0.8878, grad_norm: 3.7155, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6708, loss/aux0: 0.6708 2020-10-21 02:30:28,428 - mmaction - INFO - Epoch [244][320/396] lr: 1.905e-03, eta: 2:24:51, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7685, top5_acc: 0.9214, loss_cls: 0.8878, loss: 0.8878, grad_norm: 3.6756, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6606, loss/aux0: 0.6606 2020-10-21 02:31:05,045 - mmaction - INFO - Epoch [244][340/396] lr: 1.905e-03, eta: 2:24:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7625, top5_acc: 0.9086, loss_cls: 0.9438, loss: 0.9438, grad_norm: 3.7825, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7174, loss/aux0: 0.7174 2020-10-21 02:31:06,011 - mmaction - INFO - Epoch [244][340/396] lr: 1.905e-03, eta: 2:24:15, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.7625, top5_acc: 0.9086, loss_cls: 0.9438, loss: 0.9438, grad_norm: 3.7638, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7248, loss/aux0: 0.7248 2020-10-21 02:31:42,572 - mmaction - INFO - Epoch [244][360/396] lr: 1.905e-03, eta: 2:23:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7789, top5_acc: 0.9138, loss_cls: 0.8966, loss: 0.8966, grad_norm: 3.7706, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6573, loss/aux0: 0.6573 2020-10-21 02:31:43,577 - mmaction - INFO - Epoch [244][360/396] lr: 1.905e-03, eta: 2:23:39, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7789, top5_acc: 0.9138, loss_cls: 0.8966, loss: 0.8966, grad_norm: 3.7662, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6520, loss/aux0: 0.6520 2020-10-21 02:32:20,295 - mmaction - INFO - Epoch [244][380/396] lr: 1.905e-03, eta: 2:23:02, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7604, top5_acc: 0.8992, loss_cls: 0.9477, loss: 0.9477, grad_norm: 3.7270, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7176, loss/aux0: 0.7176 2020-10-21 02:32:21,295 - mmaction - INFO - Epoch [244][380/396] lr: 1.905e-03, eta: 2:23:03, time: 0.945, data_time: 0.003, memory: 8462, top1_acc: 0.7604, top5_acc: 0.8992, loss_cls: 0.9477, loss: 0.9477, grad_norm: 3.6918, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7173, loss/aux0: 0.7173 2020-10-21 02:37:31,766 - mmaction - INFO - Epoch [245][20/396] lr: 1.624e-03, eta: 2:21:56, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.7607, top5_acc: 0.9094, loss_cls: 0.9343, loss: 0.9343, grad_norm: 3.6801, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6661, loss/aux0: 0.6661 2020-10-21 02:37:32,725 - mmaction - INFO - Epoch [245][20/396] lr: 1.624e-03, eta: 2:21:57, time: 0.933, data_time: 0.002, memory: 8462, top1_acc: 0.7607, top5_acc: 0.9094, loss_cls: 0.9343, loss: 0.9343, grad_norm: 3.7322, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6678, loss/aux0: 0.6678 2020-10-21 02:38:09,071 - mmaction - INFO - Epoch [245][40/396] lr: 1.624e-03, eta: 2:21:20, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7727, top5_acc: 0.9068, loss_cls: 0.9113, loss: 0.9113, grad_norm: 3.6712, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7076, loss/aux0: 0.7076 2020-10-21 02:38:10,029 - mmaction - INFO - Epoch [245][40/396] lr: 1.624e-03, eta: 2:21:21, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7727, top5_acc: 0.9068, loss_cls: 0.9113, loss: 0.9113, grad_norm: 3.6994, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7061, loss/aux0: 0.7061 2020-10-21 02:38:46,607 - mmaction - INFO - Epoch [245][60/396] lr: 1.624e-03, eta: 2:20:44, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7549, top5_acc: 0.9073, loss_cls: 0.9399, loss: 0.9399, grad_norm: 3.6759, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6635, loss/aux0: 0.6635 2020-10-21 02:38:47,580 - mmaction - INFO - Epoch [245][60/396] lr: 1.624e-03, eta: 2:20:45, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7549, top5_acc: 0.9073, loss_cls: 0.9399, loss: 0.9399, grad_norm: 3.6994, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6629, loss/aux0: 0.6629 2020-10-21 02:39:24,091 - mmaction - INFO - Epoch [245][80/396] lr: 1.624e-03, eta: 2:20:08, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7727, top5_acc: 0.9104, loss_cls: 0.8998, loss: 0.8998, grad_norm: 3.7002, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6906, loss/aux0: 0.6906 2020-10-21 02:39:25,059 - mmaction - INFO - Epoch [245][80/396] lr: 1.624e-03, eta: 2:20:09, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7727, top5_acc: 0.9104, loss_cls: 0.8998, loss: 0.8998, grad_norm: 3.7229, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6980, loss/aux0: 0.6980 2020-10-21 02:40:01,639 - mmaction - INFO - Epoch [245][100/396] lr: 1.624e-03, eta: 2:19:32, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7807, top5_acc: 0.9154, loss_cls: 0.8894, loss: 0.8894, grad_norm: 3.7329, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6818, loss/aux0: 0.6818 2020-10-21 02:40:02,568 - mmaction - INFO - Epoch [245][100/396] lr: 1.624e-03, eta: 2:19:33, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.7807, top5_acc: 0.9154, loss_cls: 0.8894, loss: 0.8894, grad_norm: 3.7194, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6714, loss/aux0: 0.6714 2020-10-21 02:40:39,261 - mmaction - INFO - Epoch [245][120/396] lr: 1.624e-03, eta: 2:18:56, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7609, top5_acc: 0.9128, loss_cls: 0.9100, loss: 0.9100, grad_norm: 3.6997, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6577, loss/aux0: 0.6577 2020-10-21 02:40:40,262 - mmaction - INFO - Epoch [245][120/396] lr: 1.624e-03, eta: 2:18:57, time: 0.946, data_time: 0.001, memory: 8462, top1_acc: 0.7609, top5_acc: 0.9128, loss_cls: 0.9100, loss: 0.9100, grad_norm: 3.7196, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6678, loss/aux0: 0.6678 2020-10-21 02:41:16,865 - mmaction - INFO - Epoch [245][140/396] lr: 1.624e-03, eta: 2:18:20, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7622, top5_acc: 0.9039, loss_cls: 0.9194, loss: 0.9194, grad_norm: 3.7680, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.7072, loss/aux0: 0.7072 2020-10-21 02:41:17,814 - mmaction - INFO - Epoch [245][140/396] lr: 1.624e-03, eta: 2:18:21, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7622, top5_acc: 0.9039, loss_cls: 0.9194, loss: 0.9194, grad_norm: 3.7649, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6984, loss/aux0: 0.6984 2020-10-21 02:41:54,396 - mmaction - INFO - Epoch [245][160/396] lr: 1.624e-03, eta: 2:17:44, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7641, top5_acc: 0.9060, loss_cls: 0.9240, loss: 0.9240, grad_norm: 3.6406, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6768, loss/aux0: 0.6768 2020-10-21 02:41:55,358 - mmaction - INFO - Epoch [245][160/396] lr: 1.624e-03, eta: 2:17:45, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.7641, top5_acc: 0.9060, loss_cls: 0.9240, loss: 0.9240, grad_norm: 3.6584, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6782, loss/aux0: 0.6782 2020-10-21 02:42:32,010 - mmaction - INFO - Epoch [245][180/396] lr: 1.624e-03, eta: 2:17:09, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7729, top5_acc: 0.9096, loss_cls: 0.9032, loss: 0.9032, grad_norm: 3.5929, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6439, loss/aux0: 0.6439 2020-10-21 02:42:32,952 - mmaction - INFO - Epoch [245][180/396] lr: 1.624e-03, eta: 2:17:09, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.7729, top5_acc: 0.9096, loss_cls: 0.9032, loss: 0.9032, grad_norm: 3.6229, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6560, loss/aux0: 0.6560 2020-10-21 02:43:09,524 - mmaction - INFO - Epoch [245][200/396] lr: 1.624e-03, eta: 2:16:33, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7667, top5_acc: 0.9122, loss_cls: 0.9099, loss: 0.9099, grad_norm: 3.7814, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7089, loss/aux0: 0.7089 2020-10-21 02:43:10,515 - mmaction - INFO - Epoch [245][200/396] lr: 1.624e-03, eta: 2:16:33, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.7667, top5_acc: 0.9122, loss_cls: 0.9099, loss: 0.9099, grad_norm: 3.8021, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7043, loss/aux0: 0.7043 2020-10-21 02:43:47,135 - mmaction - INFO - Epoch [245][220/396] lr: 1.624e-03, eta: 2:15:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7622, top5_acc: 0.9128, loss_cls: 0.9279, loss: 0.9279, grad_norm: 3.7057, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7129, loss/aux0: 0.7129 2020-10-21 02:43:48,098 - mmaction - INFO - Epoch [245][220/396] lr: 1.624e-03, eta: 2:15:58, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7622, top5_acc: 0.9128, loss_cls: 0.9279, loss: 0.9279, grad_norm: 3.7008, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7096, loss/aux0: 0.7096 2020-10-21 02:44:24,590 - mmaction - INFO - Epoch [245][240/396] lr: 1.624e-03, eta: 2:15:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7734, top5_acc: 0.9133, loss_cls: 0.9040, loss: 0.9040, grad_norm: 3.7608, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7128, loss/aux0: 0.7128 2020-10-21 02:44:25,567 - mmaction - INFO - Epoch [245][240/396] lr: 1.624e-03, eta: 2:15:22, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.7734, top5_acc: 0.9133, loss_cls: 0.9040, loss: 0.9040, grad_norm: 3.7273, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7075, loss/aux0: 0.7075 2020-10-21 02:45:01,992 - mmaction - INFO - Epoch [245][260/396] lr: 1.624e-03, eta: 2:14:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7628, top5_acc: 0.9107, loss_cls: 0.9170, loss: 0.9170, grad_norm: 3.5543, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6367, loss/aux0: 0.6367 2020-10-21 02:45:02,960 - mmaction - INFO - Epoch [245][260/396] lr: 1.624e-03, eta: 2:14:46, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7628, top5_acc: 0.9107, loss_cls: 0.9170, loss: 0.9170, grad_norm: 3.5601, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-21 02:45:39,483 - mmaction - INFO - Epoch [245][280/396] lr: 1.624e-03, eta: 2:14:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7628, top5_acc: 0.9102, loss_cls: 0.9249, loss: 0.9249, grad_norm: 3.8531, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7045, loss/aux0: 0.7045 2020-10-21 02:45:40,429 - mmaction - INFO - Epoch [245][280/396] lr: 1.624e-03, eta: 2:14:10, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7628, top5_acc: 0.9102, loss_cls: 0.9249, loss: 0.9249, grad_norm: 3.8246, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7076, loss/aux0: 0.7076 2020-10-21 02:46:17,049 - mmaction - INFO - Epoch [245][300/396] lr: 1.624e-03, eta: 2:13:33, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7693, top5_acc: 0.9070, loss_cls: 0.9208, loss: 0.9208, grad_norm: 3.7099, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6852, loss/aux0: 0.6852 2020-10-21 02:46:18,013 - mmaction - INFO - Epoch [245][300/396] lr: 1.624e-03, eta: 2:13:34, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7693, top5_acc: 0.9070, loss_cls: 0.9208, loss: 0.9208, grad_norm: 3.7410, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6852, loss/aux0: 0.6852 2020-10-21 02:46:54,479 - mmaction - INFO - Epoch [245][320/396] lr: 1.624e-03, eta: 2:12:57, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7721, top5_acc: 0.9214, loss_cls: 0.8702, loss: 0.8702, grad_norm: 3.6626, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.6832, loss/aux0: 0.6832 2020-10-21 02:46:55,424 - mmaction - INFO - Epoch [245][320/396] lr: 1.624e-03, eta: 2:12:58, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7721, top5_acc: 0.9214, loss_cls: 0.8702, loss: 0.8702, grad_norm: 3.6413, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.6803, loss/aux0: 0.6803 2020-10-21 02:47:32,000 - mmaction - INFO - Epoch [245][340/396] lr: 1.624e-03, eta: 2:12:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7669, top5_acc: 0.9109, loss_cls: 0.9263, loss: 0.9263, grad_norm: 3.7750, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6681, loss/aux0: 0.6681 2020-10-21 02:47:32,967 - mmaction - INFO - Epoch [245][340/396] lr: 1.624e-03, eta: 2:12:22, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7669, top5_acc: 0.9109, loss_cls: 0.9263, loss: 0.9263, grad_norm: 3.7865, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6685, loss/aux0: 0.6685 2020-10-21 02:48:09,401 - mmaction - INFO - Epoch [245][360/396] lr: 1.624e-03, eta: 2:11:45, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7810, top5_acc: 0.9159, loss_cls: 0.8919, loss: 0.8919, grad_norm: 3.6972, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.6971, loss/aux0: 0.6971 2020-10-21 02:48:10,347 - mmaction - INFO - Epoch [245][360/396] lr: 1.624e-03, eta: 2:11:46, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7810, top5_acc: 0.9159, loss_cls: 0.8919, loss: 0.8919, grad_norm: 3.7030, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7068, loss/aux0: 0.7068 2020-10-21 02:48:46,840 - mmaction - INFO - Epoch [245][380/396] lr: 1.624e-03, eta: 2:11:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7646, top5_acc: 0.9086, loss_cls: 0.9253, loss: 0.9253, grad_norm: 3.7378, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7096, loss/aux0: 0.7096 2020-10-21 02:48:47,861 - mmaction - INFO - Epoch [245][380/396] lr: 1.624e-03, eta: 2:11:10, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7646, top5_acc: 0.9086, loss_cls: 0.9253, loss: 0.9253, grad_norm: 3.7667, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7079, loss/aux0: 0.7079 2020-10-21 02:54:39,663 - mmaction - INFO - Epoch [246][20/396] lr: 1.365e-03, eta: 2:10:03, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9089, loss_cls: 0.9549, loss: 0.9549, grad_norm: 3.7948, top1_acc/aux0: 0.8262, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.6686, loss/aux0: 0.6686 2020-10-21 02:54:40,629 - mmaction - INFO - Epoch [246][20/396] lr: 1.365e-03, eta: 2:10:04, time: 0.935, data_time: 0.004, memory: 8462, top1_acc: 0.7594, top5_acc: 0.9089, loss_cls: 0.9549, loss: 0.9549, grad_norm: 3.7981, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6689, loss/aux0: 0.6689 2020-10-21 02:55:17,052 - mmaction - INFO - Epoch [246][40/396] lr: 1.365e-03, eta: 2:09:27, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9076, loss_cls: 0.9140, loss: 0.9140, grad_norm: 3.7261, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6525, loss/aux0: 0.6525 2020-10-21 02:55:18,008 - mmaction - INFO - Epoch [246][40/396] lr: 1.365e-03, eta: 2:09:28, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9076, loss_cls: 0.9140, loss: 0.9140, grad_norm: 3.7275, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6485, loss/aux0: 0.6485 2020-10-21 02:55:54,649 - mmaction - INFO - Epoch [246][60/396] lr: 1.365e-03, eta: 2:08:51, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9083, loss_cls: 0.9135, loss: 0.9135, grad_norm: 3.8216, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.7010, loss/aux0: 0.7010 2020-10-21 02:55:55,606 - mmaction - INFO - Epoch [246][60/396] lr: 1.365e-03, eta: 2:08:52, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9083, loss_cls: 0.9135, loss: 0.9135, grad_norm: 3.7982, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6965, loss/aux0: 0.6965 2020-10-21 02:56:32,171 - mmaction - INFO - Epoch [246][80/396] lr: 1.365e-03, eta: 2:08:15, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7534, top5_acc: 0.9081, loss_cls: 0.9644, loss: 0.9644, grad_norm: 3.8296, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6667, loss/aux0: 0.6667 2020-10-21 02:56:33,141 - mmaction - INFO - Epoch [246][80/396] lr: 1.365e-03, eta: 2:08:16, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7534, top5_acc: 0.9081, loss_cls: 0.9644, loss: 0.9644, grad_norm: 3.8643, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6771, loss/aux0: 0.6771 2020-10-21 02:57:09,684 - mmaction - INFO - Epoch [246][100/396] lr: 1.365e-03, eta: 2:07:39, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7714, top5_acc: 0.9096, loss_cls: 0.8850, loss: 0.8850, grad_norm: 3.7342, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6981, loss/aux0: 0.6981 2020-10-21 02:57:10,650 - mmaction - INFO - Epoch [246][100/396] lr: 1.365e-03, eta: 2:07:40, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7714, top5_acc: 0.9096, loss_cls: 0.8850, loss: 0.8850, grad_norm: 3.7212, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6929, loss/aux0: 0.6929 2020-10-21 02:57:47,270 - mmaction - INFO - Epoch [246][120/396] lr: 1.365e-03, eta: 2:07:04, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7706, top5_acc: 0.9185, loss_cls: 0.8741, loss: 0.8741, grad_norm: 3.7122, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6655, loss/aux0: 0.6655 2020-10-21 02:57:48,206 - mmaction - INFO - Epoch [246][120/396] lr: 1.365e-03, eta: 2:07:04, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7706, top5_acc: 0.9185, loss_cls: 0.8741, loss: 0.8741, grad_norm: 3.7015, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6659, loss/aux0: 0.6659 2020-10-21 02:58:24,758 - mmaction - INFO - Epoch [246][140/396] lr: 1.365e-03, eta: 2:06:28, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7711, top5_acc: 0.9151, loss_cls: 0.8930, loss: 0.8930, grad_norm: 3.7267, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6742, loss/aux0: 0.6742 2020-10-21 02:58:25,708 - mmaction - INFO - Epoch [246][140/396] lr: 1.365e-03, eta: 2:06:28, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.7711, top5_acc: 0.9151, loss_cls: 0.8930, loss: 0.8930, grad_norm: 3.7651, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6829, loss/aux0: 0.6829 2020-10-21 02:59:02,271 - mmaction - INFO - Epoch [246][160/396] lr: 1.365e-03, eta: 2:05:52, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9146, loss_cls: 0.9080, loss: 0.9080, grad_norm: 3.7109, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6819, loss/aux0: 0.6819 2020-10-21 02:59:03,215 - mmaction - INFO - Epoch [246][160/396] lr: 1.365e-03, eta: 2:05:52, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9146, loss_cls: 0.9080, loss: 0.9080, grad_norm: 3.7522, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6881, loss/aux0: 0.6881 2020-10-21 02:59:39,778 - mmaction - INFO - Epoch [246][180/396] lr: 1.365e-03, eta: 2:05:16, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7753, top5_acc: 0.9159, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.6648, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.6960, loss/aux0: 0.6960 2020-10-21 02:59:40,763 - mmaction - INFO - Epoch [246][180/396] lr: 1.365e-03, eta: 2:05:17, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.7753, top5_acc: 0.9159, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.6890, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6864, loss/aux0: 0.6864 2020-10-21 03:00:23,822 - mmaction - INFO - Epoch [246][200/396] lr: 1.365e-03, eta: 2:04:40, time: 1.262, data_time: 0.000, memory: 8462, top1_acc: 0.7667, top5_acc: 0.9135, loss_cls: 0.9096, loss: 0.9096, grad_norm: 3.7381, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7099, loss/aux0: 0.7099 2020-10-21 03:00:24,879 - mmaction - INFO - Epoch [246][200/396] lr: 1.365e-03, eta: 2:04:41, time: 1.269, data_time: 0.010, memory: 8462, top1_acc: 0.7667, top5_acc: 0.9135, loss_cls: 0.9096, loss: 0.9096, grad_norm: 3.7442, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.6998, loss/aux0: 0.6998 2020-10-21 03:01:01,467 - mmaction - INFO - Epoch [246][220/396] lr: 1.365e-03, eta: 2:04:04, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7719, top5_acc: 0.9128, loss_cls: 0.8909, loss: 0.8909, grad_norm: 3.6816, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6739, loss/aux0: 0.6739 2020-10-21 03:01:02,493 - mmaction - INFO - Epoch [246][220/396] lr: 1.365e-03, eta: 2:04:05, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7719, top5_acc: 0.9128, loss_cls: 0.8909, loss: 0.8909, grad_norm: 3.6781, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6758, loss/aux0: 0.6758 2020-10-21 03:01:39,159 - mmaction - INFO - Epoch [246][240/396] lr: 1.365e-03, eta: 2:03:29, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9156, loss_cls: 0.8858, loss: 0.8858, grad_norm: 3.7975, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6474, loss/aux0: 0.6474 2020-10-21 03:01:40,126 - mmaction - INFO - Epoch [246][240/396] lr: 1.365e-03, eta: 2:03:29, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9156, loss_cls: 0.8858, loss: 0.8858, grad_norm: 3.7902, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6533, loss/aux0: 0.6533 2020-10-21 03:02:16,733 - mmaction - INFO - Epoch [246][260/396] lr: 1.365e-03, eta: 2:02:53, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7680, top5_acc: 0.9107, loss_cls: 0.8975, loss: 0.8975, grad_norm: 3.7545, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6770, loss/aux0: 0.6770 2020-10-21 03:02:17,716 - mmaction - INFO - Epoch [246][260/396] lr: 1.365e-03, eta: 2:02:53, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7680, top5_acc: 0.9107, loss_cls: 0.8975, loss: 0.8975, grad_norm: 3.7456, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6753, loss/aux0: 0.6753 2020-10-21 03:02:54,320 - mmaction - INFO - Epoch [246][280/396] lr: 1.365e-03, eta: 2:02:17, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7813, top5_acc: 0.9146, loss_cls: 0.8651, loss: 0.8651, grad_norm: 3.7663, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6883, loss/aux0: 0.6883 2020-10-21 03:02:55,289 - mmaction - INFO - Epoch [246][280/396] lr: 1.365e-03, eta: 2:02:17, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.7813, top5_acc: 0.9146, loss_cls: 0.8651, loss: 0.8651, grad_norm: 3.7569, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6863, loss/aux0: 0.6863 2020-10-21 03:03:31,883 - mmaction - INFO - Epoch [246][300/396] lr: 1.365e-03, eta: 2:01:41, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7641, top5_acc: 0.9107, loss_cls: 0.9100, loss: 0.9100, grad_norm: 3.7209, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6882, loss/aux0: 0.6882 2020-10-21 03:03:32,841 - mmaction - INFO - Epoch [246][300/396] lr: 1.365e-03, eta: 2:01:41, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7641, top5_acc: 0.9107, loss_cls: 0.9100, loss: 0.9100, grad_norm: 3.7012, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6921, loss/aux0: 0.6921 2020-10-21 03:04:09,529 - mmaction - INFO - Epoch [246][320/396] lr: 1.365e-03, eta: 2:01:05, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7698, top5_acc: 0.9151, loss_cls: 0.9021, loss: 0.9021, grad_norm: 3.7049, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6273, loss/aux0: 0.6273 2020-10-21 03:04:10,473 - mmaction - INFO - Epoch [246][320/396] lr: 1.365e-03, eta: 2:01:06, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7698, top5_acc: 0.9151, loss_cls: 0.9021, loss: 0.9021, grad_norm: 3.7279, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6246, loss/aux0: 0.6246 2020-10-21 03:04:47,133 - mmaction - INFO - Epoch [246][340/396] lr: 1.365e-03, eta: 2:00:29, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7734, top5_acc: 0.9122, loss_cls: 0.8828, loss: 0.8828, grad_norm: 3.7479, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6809, loss/aux0: 0.6809 2020-10-21 03:04:48,080 - mmaction - INFO - Epoch [246][340/396] lr: 1.365e-03, eta: 2:00:30, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7734, top5_acc: 0.9122, loss_cls: 0.8828, loss: 0.8828, grad_norm: 3.7632, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6808, loss/aux0: 0.6808 2020-10-21 03:05:24,714 - mmaction - INFO - Epoch [246][360/396] lr: 1.365e-03, eta: 1:59:53, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7716, top5_acc: 0.9107, loss_cls: 0.9149, loss: 0.9149, grad_norm: 3.7834, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-21 03:05:25,677 - mmaction - INFO - Epoch [246][360/396] lr: 1.365e-03, eta: 1:59:54, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7716, top5_acc: 0.9107, loss_cls: 0.9149, loss: 0.9149, grad_norm: 3.7865, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6399, loss/aux0: 0.6399 2020-10-21 03:06:02,389 - mmaction - INFO - Epoch [246][380/396] lr: 1.365e-03, eta: 1:59:17, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7716, top5_acc: 0.9154, loss_cls: 0.9060, loss: 0.9060, grad_norm: 3.8102, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6891, loss/aux0: 0.6891 2020-10-21 03:06:03,370 - mmaction - INFO - Epoch [246][380/396] lr: 1.365e-03, eta: 1:59:18, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.7716, top5_acc: 0.9154, loss_cls: 0.9060, loss: 0.9060, grad_norm: 3.7763, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6778, loss/aux0: 0.6778 2020-10-21 03:11:46,981 - mmaction - INFO - Epoch [247][20/396] lr: 1.128e-03, eta: 1:58:11, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.7706, top5_acc: 0.9133, loss_cls: 0.9083, loss: 0.9083, grad_norm: 3.7724, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6532, loss/aux0: 0.6532 2020-10-21 03:11:47,937 - mmaction - INFO - Epoch [247][20/396] lr: 1.128e-03, eta: 1:58:12, time: 0.931, data_time: 0.002, memory: 8462, top1_acc: 0.7706, top5_acc: 0.9133, loss_cls: 0.9083, loss: 0.9083, grad_norm: 3.7697, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6508, loss/aux0: 0.6508 2020-10-21 03:12:24,357 - mmaction - INFO - Epoch [247][40/396] lr: 1.128e-03, eta: 1:57:35, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7758, top5_acc: 0.9107, loss_cls: 0.8792, loss: 0.8792, grad_norm: 3.7915, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.6995, loss/aux0: 0.6995 2020-10-21 03:12:25,303 - mmaction - INFO - Epoch [247][40/396] lr: 1.128e-03, eta: 1:57:36, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.7758, top5_acc: 0.9107, loss_cls: 0.8792, loss: 0.8792, grad_norm: 3.7916, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7041, loss/aux0: 0.7041 2020-10-21 03:13:01,790 - mmaction - INFO - Epoch [247][60/396] lr: 1.128e-03, eta: 1:56:59, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7721, top5_acc: 0.9115, loss_cls: 0.9078, loss: 0.9078, grad_norm: 3.7349, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6414, loss/aux0: 0.6414 2020-10-21 03:13:02,748 - mmaction - INFO - Epoch [247][60/396] lr: 1.128e-03, eta: 1:57:00, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7721, top5_acc: 0.9115, loss_cls: 0.9078, loss: 0.9078, grad_norm: 3.7219, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6366, loss/aux0: 0.6366 2020-10-21 03:13:39,253 - mmaction - INFO - Epoch [247][80/396] lr: 1.128e-03, eta: 1:56:23, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7701, top5_acc: 0.9128, loss_cls: 0.9028, loss: 0.9028, grad_norm: 3.7732, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6815, loss/aux0: 0.6815 2020-10-21 03:13:40,197 - mmaction - INFO - Epoch [247][80/396] lr: 1.128e-03, eta: 1:56:24, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7701, top5_acc: 0.9128, loss_cls: 0.9028, loss: 0.9028, grad_norm: 3.7660, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6849, loss/aux0: 0.6849 2020-10-21 03:14:16,852 - mmaction - INFO - Epoch [247][100/396] lr: 1.128e-03, eta: 1:55:47, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7719, top5_acc: 0.9083, loss_cls: 0.9073, loss: 0.9073, grad_norm: 3.7645, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6581, loss/aux0: 0.6581 2020-10-21 03:14:17,805 - mmaction - INFO - Epoch [247][100/396] lr: 1.128e-03, eta: 1:55:48, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7719, top5_acc: 0.9083, loss_cls: 0.9073, loss: 0.9073, grad_norm: 3.7522, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6536, loss/aux0: 0.6536 2020-10-21 03:14:54,263 - mmaction - INFO - Epoch [247][120/396] lr: 1.128e-03, eta: 1:55:11, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7708, top5_acc: 0.9154, loss_cls: 0.8961, loss: 0.8961, grad_norm: 3.7353, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6557, loss/aux0: 0.6557 2020-10-21 03:14:55,225 - mmaction - INFO - Epoch [247][120/396] lr: 1.128e-03, eta: 1:55:12, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7708, top5_acc: 0.9154, loss_cls: 0.8961, loss: 0.8961, grad_norm: 3.7494, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6531, loss/aux0: 0.6531 2020-10-21 03:15:31,926 - mmaction - INFO - Epoch [247][140/396] lr: 1.128e-03, eta: 1:54:35, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7674, top5_acc: 0.9117, loss_cls: 0.9131, loss: 0.9131, grad_norm: 3.7554, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.6899, loss/aux0: 0.6899 2020-10-21 03:15:32,891 - mmaction - INFO - Epoch [247][140/396] lr: 1.128e-03, eta: 1:54:36, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.7674, top5_acc: 0.9117, loss_cls: 0.9131, loss: 0.9131, grad_norm: 3.7484, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.6996, loss/aux0: 0.6996 2020-10-21 03:16:09,455 - mmaction - INFO - Epoch [247][160/396] lr: 1.128e-03, eta: 1:53:59, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7677, top5_acc: 0.9120, loss_cls: 0.9001, loss: 0.9001, grad_norm: 3.7775, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6473, loss/aux0: 0.6473 2020-10-21 03:16:10,412 - mmaction - INFO - Epoch [247][160/396] lr: 1.128e-03, eta: 1:54:00, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7677, top5_acc: 0.9120, loss_cls: 0.9001, loss: 0.9001, grad_norm: 3.8039, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6450, loss/aux0: 0.6450 2020-10-21 03:16:46,952 - mmaction - INFO - Epoch [247][180/396] lr: 1.128e-03, eta: 1:53:24, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7646, top5_acc: 0.9076, loss_cls: 0.9140, loss: 0.9140, grad_norm: 3.7580, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6605, loss/aux0: 0.6605 2020-10-21 03:16:47,923 - mmaction - INFO - Epoch [247][180/396] lr: 1.128e-03, eta: 1:53:24, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7646, top5_acc: 0.9076, loss_cls: 0.9140, loss: 0.9140, grad_norm: 3.7292, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6570, loss/aux0: 0.6570 2020-10-21 03:17:24,494 - mmaction - INFO - Epoch [247][200/396] lr: 1.128e-03, eta: 1:52:48, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7688, top5_acc: 0.9068, loss_cls: 0.9124, loss: 0.9124, grad_norm: 3.7167, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6642, loss/aux0: 0.6642 2020-10-21 03:17:25,450 - mmaction - INFO - Epoch [247][200/396] lr: 1.128e-03, eta: 1:52:48, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7688, top5_acc: 0.9068, loss_cls: 0.9124, loss: 0.9124, grad_norm: 3.6887, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6684, loss/aux0: 0.6684 2020-10-21 03:18:02,024 - mmaction - INFO - Epoch [247][220/396] lr: 1.128e-03, eta: 1:52:12, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7651, top5_acc: 0.9099, loss_cls: 0.9026, loss: 0.9026, grad_norm: 3.7383, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6949, loss/aux0: 0.6949 2020-10-21 03:18:03,042 - mmaction - INFO - Epoch [247][220/396] lr: 1.128e-03, eta: 1:52:12, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7651, top5_acc: 0.9099, loss_cls: 0.9026, loss: 0.9026, grad_norm: 3.7344, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6940, loss/aux0: 0.6940 2020-10-21 03:18:39,550 - mmaction - INFO - Epoch [247][240/396] lr: 1.128e-03, eta: 1:51:36, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7802, top5_acc: 0.9182, loss_cls: 0.8652, loss: 0.8652, grad_norm: 3.7696, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6447, loss/aux0: 0.6447 2020-10-21 03:18:40,507 - mmaction - INFO - Epoch [247][240/396] lr: 1.128e-03, eta: 1:51:36, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7802, top5_acc: 0.9182, loss_cls: 0.8652, loss: 0.8652, grad_norm: 3.7740, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6465, loss/aux0: 0.6465 2020-10-21 03:19:17,039 - mmaction - INFO - Epoch [247][260/396] lr: 1.128e-03, eta: 1:51:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7747, top5_acc: 0.9115, loss_cls: 0.9059, loss: 0.9059, grad_norm: 3.7645, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6753, loss/aux0: 0.6753 2020-10-21 03:19:18,053 - mmaction - INFO - Epoch [247][260/396] lr: 1.128e-03, eta: 1:51:00, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7747, top5_acc: 0.9115, loss_cls: 0.9059, loss: 0.9059, grad_norm: 3.7822, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6710, loss/aux0: 0.6710 2020-10-21 03:19:54,594 - mmaction - INFO - Epoch [247][280/396] lr: 1.128e-03, eta: 1:50:24, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7773, top5_acc: 0.9211, loss_cls: 0.8753, loss: 0.8753, grad_norm: 3.8329, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6748, loss/aux0: 0.6748 2020-10-21 03:19:55,569 - mmaction - INFO - Epoch [247][280/396] lr: 1.128e-03, eta: 1:50:25, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.7773, top5_acc: 0.9211, loss_cls: 0.8753, loss: 0.8753, grad_norm: 3.8481, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6744, loss/aux0: 0.6744 2020-10-21 03:20:32,068 - mmaction - INFO - Epoch [247][300/396] lr: 1.128e-03, eta: 1:49:48, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7789, top5_acc: 0.9156, loss_cls: 0.8611, loss: 0.8611, grad_norm: 3.6606, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-21 03:20:33,026 - mmaction - INFO - Epoch [247][300/396] lr: 1.128e-03, eta: 1:49:49, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7789, top5_acc: 0.9156, loss_cls: 0.8611, loss: 0.8611, grad_norm: 3.7034, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6394, loss/aux0: 0.6394 2020-10-21 03:21:09,584 - mmaction - INFO - Epoch [247][320/396] lr: 1.128e-03, eta: 1:49:12, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7638, top5_acc: 0.9047, loss_cls: 0.9324, loss: 0.9324, grad_norm: 3.7140, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6632, loss/aux0: 0.6632 2020-10-21 03:21:10,543 - mmaction - INFO - Epoch [247][320/396] lr: 1.128e-03, eta: 1:49:13, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7638, top5_acc: 0.9047, loss_cls: 0.9324, loss: 0.9324, grad_norm: 3.7250, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6613, loss/aux0: 0.6613 2020-10-21 03:21:47,030 - mmaction - INFO - Epoch [247][340/396] lr: 1.128e-03, eta: 1:48:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7529, top5_acc: 0.9034, loss_cls: 0.9684, loss: 0.9684, grad_norm: 3.7580, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6701, loss/aux0: 0.6701 2020-10-21 03:21:47,988 - mmaction - INFO - Epoch [247][340/396] lr: 1.128e-03, eta: 1:48:37, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7529, top5_acc: 0.9034, loss_cls: 0.9684, loss: 0.9684, grad_norm: 3.8115, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6696, loss/aux0: 0.6696 2020-10-21 03:22:24,536 - mmaction - INFO - Epoch [247][360/396] lr: 1.128e-03, eta: 1:48:00, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7852, top5_acc: 0.9164, loss_cls: 0.8557, loss: 0.8557, grad_norm: 3.7171, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6578, loss/aux0: 0.6578 2020-10-21 03:22:25,487 - mmaction - INFO - Epoch [247][360/396] lr: 1.128e-03, eta: 1:48:01, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7852, top5_acc: 0.9164, loss_cls: 0.8557, loss: 0.8557, grad_norm: 3.7329, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6570, loss/aux0: 0.6570 2020-10-21 03:23:01,985 - mmaction - INFO - Epoch [247][380/396] lr: 1.128e-03, eta: 1:47:24, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7643, top5_acc: 0.9187, loss_cls: 0.8887, loss: 0.8887, grad_norm: 3.7390, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6832, loss/aux0: 0.6832 2020-10-21 03:23:02,920 - mmaction - INFO - Epoch [247][380/396] lr: 1.128e-03, eta: 1:47:25, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7643, top5_acc: 0.9187, loss_cls: 0.8887, loss: 0.8887, grad_norm: 3.7681, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6831, loss/aux0: 0.6831 2020-10-21 03:28:10,672 - mmaction - INFO - Epoch [248][20/396] lr: 9.140e-04, eta: 1:46:18, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7648, top5_acc: 0.9076, loss_cls: 0.9167, loss: 0.9167, grad_norm: 3.6450, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6487, loss/aux0: 0.6487 2020-10-21 03:28:11,692 - mmaction - INFO - Epoch [248][20/396] lr: 9.140e-04, eta: 1:46:19, time: 0.939, data_time: 0.007, memory: 8462, top1_acc: 0.7648, top5_acc: 0.9076, loss_cls: 0.9167, loss: 0.9167, grad_norm: 3.6112, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6540, loss/aux0: 0.6540 2020-10-21 03:28:48,124 - mmaction - INFO - Epoch [248][40/396] lr: 9.140e-04, eta: 1:45:42, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7831, top5_acc: 0.9182, loss_cls: 0.8509, loss: 0.8509, grad_norm: 3.7196, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6753, loss/aux0: 0.6753 2020-10-21 03:28:49,072 - mmaction - INFO - Epoch [248][40/396] lr: 9.140e-04, eta: 1:45:43, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7831, top5_acc: 0.9182, loss_cls: 0.8509, loss: 0.8509, grad_norm: 3.6861, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-21 03:29:25,521 - mmaction - INFO - Epoch [248][60/396] lr: 9.140e-04, eta: 1:45:06, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7724, top5_acc: 0.9109, loss_cls: 0.9071, loss: 0.9071, grad_norm: 3.8404, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6969, loss/aux0: 0.6969 2020-10-21 03:29:26,491 - mmaction - INFO - Epoch [248][60/396] lr: 9.140e-04, eta: 1:45:07, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7724, top5_acc: 0.9109, loss_cls: 0.9071, loss: 0.9071, grad_norm: 3.8251, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7066, loss/aux0: 0.7066 2020-10-21 03:30:03,111 - mmaction - INFO - Epoch [248][80/396] lr: 9.140e-04, eta: 1:44:30, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7792, top5_acc: 0.9164, loss_cls: 0.8887, loss: 0.8887, grad_norm: 3.7364, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6471, loss/aux0: 0.6471 2020-10-21 03:30:04,105 - mmaction - INFO - Epoch [248][80/396] lr: 9.140e-04, eta: 1:44:31, time: 0.941, data_time: 0.003, memory: 8462, top1_acc: 0.7792, top5_acc: 0.9164, loss_cls: 0.8887, loss: 0.8887, grad_norm: 3.7391, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6506, loss/aux0: 0.6506 2020-10-21 03:30:40,604 - mmaction - INFO - Epoch [248][100/396] lr: 9.140e-04, eta: 1:43:54, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7729, top5_acc: 0.9169, loss_cls: 0.8765, loss: 0.8765, grad_norm: 3.6210, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6759, loss/aux0: 0.6759 2020-10-21 03:30:41,580 - mmaction - INFO - Epoch [248][100/396] lr: 9.140e-04, eta: 1:43:55, time: 0.940, data_time: 0.003, memory: 8462, top1_acc: 0.7729, top5_acc: 0.9169, loss_cls: 0.8765, loss: 0.8765, grad_norm: 3.5991, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6734, loss/aux0: 0.6734 2020-10-21 03:31:18,143 - mmaction - INFO - Epoch [248][120/396] lr: 9.140e-04, eta: 1:43:19, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7747, top5_acc: 0.9174, loss_cls: 0.8749, loss: 0.8749, grad_norm: 3.7061, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6410, loss/aux0: 0.6410 2020-10-21 03:31:19,091 - mmaction - INFO - Epoch [248][120/396] lr: 9.140e-04, eta: 1:43:19, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7747, top5_acc: 0.9174, loss_cls: 0.8749, loss: 0.8749, grad_norm: 3.7117, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6371, loss/aux0: 0.6371 2020-10-21 03:31:55,671 - mmaction - INFO - Epoch [248][140/396] lr: 9.140e-04, eta: 1:42:43, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7693, top5_acc: 0.9130, loss_cls: 0.8941, loss: 0.8941, grad_norm: 3.7413, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6588, loss/aux0: 0.6588 2020-10-21 03:31:56,621 - mmaction - INFO - Epoch [248][140/396] lr: 9.140e-04, eta: 1:42:43, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.7693, top5_acc: 0.9130, loss_cls: 0.8941, loss: 0.8941, grad_norm: 3.7003, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6638, loss/aux0: 0.6638 2020-10-21 03:32:33,222 - mmaction - INFO - Epoch [248][160/396] lr: 9.140e-04, eta: 1:42:07, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9146, loss_cls: 0.8904, loss: 0.8904, grad_norm: 3.7831, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7006, loss/aux0: 0.7006 2020-10-21 03:32:34,172 - mmaction - INFO - Epoch [248][160/396] lr: 9.140e-04, eta: 1:42:07, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9146, loss_cls: 0.8904, loss: 0.8904, grad_norm: 3.7821, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7050, loss/aux0: 0.7050 2020-10-21 03:33:10,795 - mmaction - INFO - Epoch [248][180/396] lr: 9.140e-04, eta: 1:41:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7602, top5_acc: 0.9042, loss_cls: 0.9429, loss: 0.9429, grad_norm: 3.8608, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6763, loss/aux0: 0.6763 2020-10-21 03:33:11,761 - mmaction - INFO - Epoch [248][180/396] lr: 9.140e-04, eta: 1:41:31, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7602, top5_acc: 0.9042, loss_cls: 0.9429, loss: 0.9429, grad_norm: 3.8417, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6699, loss/aux0: 0.6699 2020-10-21 03:33:48,360 - mmaction - INFO - Epoch [248][200/396] lr: 9.140e-04, eta: 1:40:55, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7802, top5_acc: 0.9190, loss_cls: 0.8522, loss: 0.8522, grad_norm: 3.7070, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6630, loss/aux0: 0.6630 2020-10-21 03:33:49,316 - mmaction - INFO - Epoch [248][200/396] lr: 9.140e-04, eta: 1:40:55, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7802, top5_acc: 0.9190, loss_cls: 0.8522, loss: 0.8522, grad_norm: 3.7025, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6640, loss/aux0: 0.6640 2020-10-21 03:34:25,833 - mmaction - INFO - Epoch [248][220/396] lr: 9.140e-04, eta: 1:40:19, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7766, top5_acc: 0.9128, loss_cls: 0.8793, loss: 0.8793, grad_norm: 3.6820, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6429, loss/aux0: 0.6429 2020-10-21 03:34:26,800 - mmaction - INFO - Epoch [248][220/396] lr: 9.140e-04, eta: 1:40:19, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7766, top5_acc: 0.9128, loss_cls: 0.8793, loss: 0.8793, grad_norm: 3.7133, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6407, loss/aux0: 0.6407 2020-10-21 03:35:03,369 - mmaction - INFO - Epoch [248][240/396] lr: 9.140e-04, eta: 1:39:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7734, top5_acc: 0.9073, loss_cls: 0.8958, loss: 0.8958, grad_norm: 3.6230, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.6850, loss/aux0: 0.6850 2020-10-21 03:35:04,324 - mmaction - INFO - Epoch [248][240/396] lr: 9.140e-04, eta: 1:39:44, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7734, top5_acc: 0.9073, loss_cls: 0.8958, loss: 0.8958, grad_norm: 3.6358, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.6897, loss/aux0: 0.6897 2020-10-21 03:35:40,868 - mmaction - INFO - Epoch [248][260/396] lr: 9.140e-04, eta: 1:39:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7753, top5_acc: 0.9115, loss_cls: 0.9095, loss: 0.9095, grad_norm: 3.7611, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6566, loss/aux0: 0.6566 2020-10-21 03:35:41,822 - mmaction - INFO - Epoch [248][260/396] lr: 9.140e-04, eta: 1:39:08, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7753, top5_acc: 0.9115, loss_cls: 0.9095, loss: 0.9095, grad_norm: 3.7633, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6538, loss/aux0: 0.6538 2020-10-21 03:36:18,495 - mmaction - INFO - Epoch [248][280/396] lr: 9.140e-04, eta: 1:38:31, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7747, top5_acc: 0.9102, loss_cls: 0.9094, loss: 0.9094, grad_norm: 3.7360, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6802, loss/aux0: 0.6802 2020-10-21 03:36:19,442 - mmaction - INFO - Epoch [248][280/396] lr: 9.140e-04, eta: 1:38:32, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7747, top5_acc: 0.9102, loss_cls: 0.9094, loss: 0.9094, grad_norm: 3.7141, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6742, loss/aux0: 0.6742 2020-10-21 03:36:56,052 - mmaction - INFO - Epoch [248][300/396] lr: 9.140e-04, eta: 1:37:55, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7794, top5_acc: 0.9203, loss_cls: 0.8664, loss: 0.8664, grad_norm: 3.6577, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6435, loss/aux0: 0.6435 2020-10-21 03:36:57,013 - mmaction - INFO - Epoch [248][300/396] lr: 9.140e-04, eta: 1:37:56, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.7794, top5_acc: 0.9203, loss_cls: 0.8664, loss: 0.8664, grad_norm: 3.6526, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6442, loss/aux0: 0.6442 2020-10-21 03:37:33,604 - mmaction - INFO - Epoch [248][320/396] lr: 9.140e-04, eta: 1:37:19, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7857, top5_acc: 0.9227, loss_cls: 0.8351, loss: 0.8351, grad_norm: 3.7520, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6677, loss/aux0: 0.6677 2020-10-21 03:37:34,629 - mmaction - INFO - Epoch [248][320/396] lr: 9.140e-04, eta: 1:37:20, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.7857, top5_acc: 0.9227, loss_cls: 0.8351, loss: 0.8351, grad_norm: 3.7355, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6756, loss/aux0: 0.6756 2020-10-21 03:38:11,204 - mmaction - INFO - Epoch [248][340/396] lr: 9.140e-04, eta: 1:36:43, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7773, top5_acc: 0.9148, loss_cls: 0.8747, loss: 0.8747, grad_norm: 3.6310, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6462, loss/aux0: 0.6462 2020-10-21 03:38:12,153 - mmaction - INFO - Epoch [248][340/396] lr: 9.140e-04, eta: 1:36:44, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7773, top5_acc: 0.9148, loss_cls: 0.8747, loss: 0.8747, grad_norm: 3.6299, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-21 03:38:48,633 - mmaction - INFO - Epoch [248][360/396] lr: 9.140e-04, eta: 1:36:07, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7786, top5_acc: 0.9130, loss_cls: 0.8849, loss: 0.8849, grad_norm: 3.7101, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6485, loss/aux0: 0.6485 2020-10-21 03:38:49,653 - mmaction - INFO - Epoch [248][360/396] lr: 9.140e-04, eta: 1:36:08, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.7786, top5_acc: 0.9130, loss_cls: 0.8849, loss: 0.8849, grad_norm: 3.7018, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6476, loss/aux0: 0.6476 2020-10-21 03:39:26,315 - mmaction - INFO - Epoch [248][380/396] lr: 9.140e-04, eta: 1:35:31, time: 0.945, data_time: 0.000, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9169, loss_cls: 0.8754, loss: 0.8754, grad_norm: 3.7732, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6697, loss/aux0: 0.6697 2020-10-21 03:39:27,264 - mmaction - INFO - Epoch [248][380/396] lr: 9.140e-04, eta: 1:35:32, time: 0.947, data_time: 0.002, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9169, loss_cls: 0.8754, loss: 0.8754, grad_norm: 3.7492, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6698, loss/aux0: 0.6698 2020-10-21 03:40:07,064 - mmaction - INFO - Saving checkpoint at 248 epochs 2020-10-21 03:42:58,838 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 03:42:59,023 - mmaction - INFO - top1_acc 0.7689 top5_acc 0.9262 2020-10-21 03:42:59,023 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 03:42:59,060 - mmaction - INFO - mean_acc 0.7691 2020-10-21 03:42:59,061 - mmaction - INFO - Now best checkpoint is epoch_248.pth 2020-10-21 03:42:59,103 - mmaction - INFO - Epoch(val) [248][396] top1_acc: 0.7689, top5_acc: 0.9262, mean_class_accuracy: 0.7691 2020-10-21 03:47:04,752 - mmaction - INFO - Epoch [249][20/396] lr: 7.223e-04, eta: 1:34:26, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.7727, top5_acc: 0.9133, loss_cls: 0.9122, loss: 0.9122, grad_norm: 3.7071, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6658, loss/aux0: 0.6658 2020-10-21 03:47:05,912 - mmaction - INFO - Epoch [249][20/396] lr: 7.223e-04, eta: 1:34:26, time: 0.942, data_time: 0.011, memory: 8462, top1_acc: 0.7727, top5_acc: 0.9133, loss_cls: 0.9122, loss: 0.9122, grad_norm: 3.7343, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6784, loss/aux0: 0.6784 2020-10-21 03:47:42,936 - mmaction - INFO - Epoch [249][40/396] lr: 7.223e-04, eta: 1:33:50, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.7714, top5_acc: 0.9138, loss_cls: 0.8741, loss: 0.8741, grad_norm: 3.7607, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6547, loss/aux0: 0.6547 2020-10-21 03:47:43,934 - mmaction - INFO - Epoch [249][40/396] lr: 7.223e-04, eta: 1:33:50, time: 0.947, data_time: 0.006, memory: 8462, top1_acc: 0.7714, top5_acc: 0.9138, loss_cls: 0.8741, loss: 0.8741, grad_norm: 3.7195, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6443, loss/aux0: 0.6443 2020-10-21 03:48:20,722 - mmaction - INFO - Epoch [249][60/396] lr: 7.223e-04, eta: 1:33:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7680, top5_acc: 0.9135, loss_cls: 0.8981, loss: 0.8981, grad_norm: 3.7841, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6444, loss/aux0: 0.6444 2020-10-21 03:48:21,672 - mmaction - INFO - Epoch [249][60/396] lr: 7.223e-04, eta: 1:33:14, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7680, top5_acc: 0.9135, loss_cls: 0.8981, loss: 0.8981, grad_norm: 3.7498, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-21 03:48:58,148 - mmaction - INFO - Epoch [249][80/396] lr: 7.223e-04, eta: 1:32:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7771, top5_acc: 0.9099, loss_cls: 0.8950, loss: 0.8950, grad_norm: 3.8708, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6726, loss/aux0: 0.6726 2020-10-21 03:48:59,132 - mmaction - INFO - Epoch [249][80/396] lr: 7.223e-04, eta: 1:32:38, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7771, top5_acc: 0.9099, loss_cls: 0.8950, loss: 0.8950, grad_norm: 3.8419, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6798, loss/aux0: 0.6798 2020-10-21 03:49:36,097 - mmaction - INFO - Epoch [249][100/396] lr: 7.223e-04, eta: 1:32:02, time: 0.950, data_time: 0.000, memory: 8462, top1_acc: 0.7734, top5_acc: 0.9143, loss_cls: 0.8881, loss: 0.8881, grad_norm: 3.7304, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6497, loss/aux0: 0.6497 2020-10-21 03:49:37,152 - mmaction - INFO - Epoch [249][100/396] lr: 7.223e-04, eta: 1:32:02, time: 0.956, data_time: 0.007, memory: 8462, top1_acc: 0.7734, top5_acc: 0.9143, loss_cls: 0.8881, loss: 0.8881, grad_norm: 3.7329, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6495, loss/aux0: 0.6495 2020-10-21 03:50:14,082 - mmaction - INFO - Epoch [249][120/396] lr: 7.223e-04, eta: 1:31:26, time: 0.949, data_time: 0.000, memory: 8462, top1_acc: 0.7630, top5_acc: 0.9148, loss_cls: 0.8931, loss: 0.8931, grad_norm: 3.6578, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6346, loss/aux0: 0.6346 2020-10-21 03:50:15,020 - mmaction - INFO - Epoch [249][120/396] lr: 7.223e-04, eta: 1:31:26, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.7630, top5_acc: 0.9148, loss_cls: 0.8931, loss: 0.8931, grad_norm: 3.6723, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-21 03:50:51,493 - mmaction - INFO - Epoch [249][140/396] lr: 7.223e-04, eta: 1:30:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7805, top5_acc: 0.9156, loss_cls: 0.8662, loss: 0.8662, grad_norm: 3.6920, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.6870, loss/aux0: 0.6870 2020-10-21 03:50:52,450 - mmaction - INFO - Epoch [249][140/396] lr: 7.223e-04, eta: 1:30:50, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7805, top5_acc: 0.9156, loss_cls: 0.8662, loss: 0.8662, grad_norm: 3.6644, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6839, loss/aux0: 0.6839 2020-10-21 03:51:29,226 - mmaction - INFO - Epoch [249][160/396] lr: 7.223e-04, eta: 1:30:14, time: 0.948, data_time: 0.000, memory: 8462, top1_acc: 0.7815, top5_acc: 0.9133, loss_cls: 0.8879, loss: 0.8879, grad_norm: 3.6718, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6559, loss/aux0: 0.6559 2020-10-21 03:51:30,282 - mmaction - INFO - Epoch [249][160/396] lr: 7.223e-04, eta: 1:30:14, time: 0.953, data_time: 0.008, memory: 8462, top1_acc: 0.7815, top5_acc: 0.9133, loss_cls: 0.8879, loss: 0.8879, grad_norm: 3.6771, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6582, loss/aux0: 0.6582 2020-10-21 03:52:07,154 - mmaction - INFO - Epoch [249][180/396] lr: 7.223e-04, eta: 1:29:38, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7716, top5_acc: 0.9125, loss_cls: 0.8996, loss: 0.8996, grad_norm: 3.7668, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7026, loss/aux0: 0.7026 2020-10-21 03:52:08,110 - mmaction - INFO - Epoch [249][180/396] lr: 7.223e-04, eta: 1:29:39, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.7716, top5_acc: 0.9125, loss_cls: 0.8996, loss: 0.8996, grad_norm: 3.7829, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7109, loss/aux0: 0.7109 2020-10-21 03:52:44,679 - mmaction - INFO - Epoch [249][200/396] lr: 7.223e-04, eta: 1:29:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7802, top5_acc: 0.9143, loss_cls: 0.8574, loss: 0.8574, grad_norm: 3.6640, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6657, loss/aux0: 0.6657 2020-10-21 03:52:45,648 - mmaction - INFO - Epoch [249][200/396] lr: 7.223e-04, eta: 1:29:03, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7802, top5_acc: 0.9143, loss_cls: 0.8574, loss: 0.8574, grad_norm: 3.6819, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6628, loss/aux0: 0.6628 2020-10-21 03:53:22,171 - mmaction - INFO - Epoch [249][220/396] lr: 7.223e-04, eta: 1:28:26, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9187, loss_cls: 0.8723, loss: 0.8723, grad_norm: 3.7319, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6685, loss/aux0: 0.6685 2020-10-21 03:53:23,170 - mmaction - INFO - Epoch [249][220/396] lr: 7.223e-04, eta: 1:28:27, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9187, loss_cls: 0.8723, loss: 0.8723, grad_norm: 3.7228, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6628, loss/aux0: 0.6628 2020-10-21 03:53:59,766 - mmaction - INFO - Epoch [249][240/396] lr: 7.223e-04, eta: 1:27:50, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7760, top5_acc: 0.9159, loss_cls: 0.8948, loss: 0.8948, grad_norm: 3.6768, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6272, loss/aux0: 0.6272 2020-10-21 03:54:00,701 - mmaction - INFO - Epoch [249][240/396] lr: 7.223e-04, eta: 1:27:51, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7760, top5_acc: 0.9159, loss_cls: 0.8948, loss: 0.8948, grad_norm: 3.6630, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6267, loss/aux0: 0.6267 2020-10-21 03:54:37,361 - mmaction - INFO - Epoch [249][260/396] lr: 7.223e-04, eta: 1:27:14, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7815, top5_acc: 0.9148, loss_cls: 0.8743, loss: 0.8743, grad_norm: 3.8095, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6441, loss/aux0: 0.6441 2020-10-21 03:54:38,290 - mmaction - INFO - Epoch [249][260/396] lr: 7.223e-04, eta: 1:27:15, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7815, top5_acc: 0.9148, loss_cls: 0.8743, loss: 0.8743, grad_norm: 3.8439, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6471, loss/aux0: 0.6471 2020-10-21 03:55:15,092 - mmaction - INFO - Epoch [249][280/396] lr: 7.223e-04, eta: 1:26:38, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7849, top5_acc: 0.9154, loss_cls: 0.8702, loss: 0.8702, grad_norm: 3.7787, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.6984, loss/aux0: 0.6984 2020-10-21 03:55:16,051 - mmaction - INFO - Epoch [249][280/396] lr: 7.223e-04, eta: 1:26:39, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.7849, top5_acc: 0.9154, loss_cls: 0.8702, loss: 0.8702, grad_norm: 3.7831, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7012, loss/aux0: 0.7012 2020-10-21 03:55:52,588 - mmaction - INFO - Epoch [249][300/396] lr: 7.223e-04, eta: 1:26:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7802, top5_acc: 0.9154, loss_cls: 0.8782, loss: 0.8782, grad_norm: 3.6960, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-21 03:55:53,534 - mmaction - INFO - Epoch [249][300/396] lr: 7.223e-04, eta: 1:26:03, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7802, top5_acc: 0.9154, loss_cls: 0.8782, loss: 0.8782, grad_norm: 3.6895, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6259, loss/aux0: 0.6259 2020-10-21 03:56:30,028 - mmaction - INFO - Epoch [249][320/396] lr: 7.223e-04, eta: 1:25:26, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7672, top5_acc: 0.9049, loss_cls: 0.9172, loss: 0.9172, grad_norm: 3.6575, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6392, loss/aux0: 0.6392 2020-10-21 03:56:30,958 - mmaction - INFO - Epoch [249][320/396] lr: 7.223e-04, eta: 1:25:27, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7672, top5_acc: 0.9049, loss_cls: 0.9172, loss: 0.9172, grad_norm: 3.6911, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6479, loss/aux0: 0.6479 2020-10-21 03:57:07,420 - mmaction - INFO - Epoch [249][340/396] lr: 7.223e-04, eta: 1:24:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7859, top5_acc: 0.9190, loss_cls: 0.8599, loss: 0.8599, grad_norm: 3.7225, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6490, loss/aux0: 0.6490 2020-10-21 03:57:08,427 - mmaction - INFO - Epoch [249][340/396] lr: 7.223e-04, eta: 1:24:51, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7859, top5_acc: 0.9190, loss_cls: 0.8599, loss: 0.8599, grad_norm: 3.7521, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6438, loss/aux0: 0.6438 2020-10-21 03:57:44,941 - mmaction - INFO - Epoch [249][360/396] lr: 7.223e-04, eta: 1:24:14, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7753, top5_acc: 0.9182, loss_cls: 0.8738, loss: 0.8738, grad_norm: 3.7280, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6636, loss/aux0: 0.6636 2020-10-21 03:57:45,886 - mmaction - INFO - Epoch [249][360/396] lr: 7.223e-04, eta: 1:24:15, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7753, top5_acc: 0.9182, loss_cls: 0.8738, loss: 0.8738, grad_norm: 3.6872, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6537, loss/aux0: 0.6537 2020-10-21 03:58:22,448 - mmaction - INFO - Epoch [249][380/396] lr: 7.223e-04, eta: 1:23:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7898, top5_acc: 0.9169, loss_cls: 0.8407, loss: 0.8407, grad_norm: 3.6744, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6537, loss/aux0: 0.6537 2020-10-21 03:58:23,396 - mmaction - INFO - Epoch [249][380/396] lr: 7.223e-04, eta: 1:23:39, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7898, top5_acc: 0.9169, loss_cls: 0.8407, loss: 0.8407, grad_norm: 3.6881, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6690, loss/aux0: 0.6690 2020-10-21 04:03:07,375 - mmaction - INFO - Epoch [250][20/396] lr: 5.531e-04, eta: 1:22:33, time: 0.930, data_time: 0.000, memory: 8462, top1_acc: 0.7768, top5_acc: 0.9104, loss_cls: 0.8992, loss: 0.8992, grad_norm: 3.7813, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6436, loss/aux0: 0.6436 2020-10-21 04:03:08,367 - mmaction - INFO - Epoch [250][20/396] lr: 5.531e-04, eta: 1:22:33, time: 0.933, data_time: 0.004, memory: 8462, top1_acc: 0.7768, top5_acc: 0.9104, loss_cls: 0.8992, loss: 0.8992, grad_norm: 3.7690, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-21 04:03:44,801 - mmaction - INFO - Epoch [250][40/396] lr: 5.531e-04, eta: 1:21:57, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9156, loss_cls: 0.8800, loss: 0.8800, grad_norm: 3.7389, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6712, loss/aux0: 0.6712 2020-10-21 04:03:45,747 - mmaction - INFO - Epoch [250][40/396] lr: 5.531e-04, eta: 1:21:57, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9156, loss_cls: 0.8800, loss: 0.8800, grad_norm: 3.7350, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6717, loss/aux0: 0.6717 2020-10-21 04:04:22,309 - mmaction - INFO - Epoch [250][60/396] lr: 5.531e-04, eta: 1:21:21, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7859, top5_acc: 0.9125, loss_cls: 0.8526, loss: 0.8526, grad_norm: 3.6199, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6422, loss/aux0: 0.6422 2020-10-21 04:04:23,313 - mmaction - INFO - Epoch [250][60/396] lr: 5.531e-04, eta: 1:21:21, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7859, top5_acc: 0.9125, loss_cls: 0.8526, loss: 0.8526, grad_norm: 3.5964, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6398, loss/aux0: 0.6398 2020-10-21 04:05:00,004 - mmaction - INFO - Epoch [250][80/396] lr: 5.531e-04, eta: 1:20:45, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7802, top5_acc: 0.9214, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.8048, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6743, loss/aux0: 0.6743 2020-10-21 04:05:00,964 - mmaction - INFO - Epoch [250][80/396] lr: 5.531e-04, eta: 1:20:45, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7802, top5_acc: 0.9214, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.7727, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6729, loss/aux0: 0.6729 2020-10-21 04:05:37,453 - mmaction - INFO - Epoch [250][100/396] lr: 5.531e-04, eta: 1:20:09, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7883, top5_acc: 0.9255, loss_cls: 0.8449, loss: 0.8449, grad_norm: 3.7556, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6433, loss/aux0: 0.6433 2020-10-21 04:05:38,418 - mmaction - INFO - Epoch [250][100/396] lr: 5.531e-04, eta: 1:20:09, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7883, top5_acc: 0.9255, loss_cls: 0.8449, loss: 0.8449, grad_norm: 3.7299, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6443, loss/aux0: 0.6443 2020-10-21 04:06:15,046 - mmaction - INFO - Epoch [250][120/396] lr: 5.531e-04, eta: 1:19:33, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7648, top5_acc: 0.9094, loss_cls: 0.9164, loss: 0.9164, grad_norm: 3.8054, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6445, loss/aux0: 0.6445 2020-10-21 04:06:15,986 - mmaction - INFO - Epoch [250][120/396] lr: 5.531e-04, eta: 1:19:34, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7648, top5_acc: 0.9094, loss_cls: 0.9164, loss: 0.9164, grad_norm: 3.8333, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6613, loss/aux0: 0.6613 2020-10-21 04:06:52,609 - mmaction - INFO - Epoch [250][140/396] lr: 5.531e-04, eta: 1:18:57, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7870, top5_acc: 0.9180, loss_cls: 0.8607, loss: 0.8607, grad_norm: 3.7593, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6814, loss/aux0: 0.6814 2020-10-21 04:06:53,543 - mmaction - INFO - Epoch [250][140/396] lr: 5.531e-04, eta: 1:18:58, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7870, top5_acc: 0.9180, loss_cls: 0.8607, loss: 0.8607, grad_norm: 3.7584, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6679, loss/aux0: 0.6679 2020-10-21 04:07:30,094 - mmaction - INFO - Epoch [250][160/396] lr: 5.531e-04, eta: 1:18:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7792, top5_acc: 0.9135, loss_cls: 0.8790, loss: 0.8790, grad_norm: 3.8029, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6703, loss/aux0: 0.6703 2020-10-21 04:07:31,055 - mmaction - INFO - Epoch [250][160/396] lr: 5.531e-04, eta: 1:18:22, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7792, top5_acc: 0.9135, loss_cls: 0.8790, loss: 0.8790, grad_norm: 3.8068, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6769, loss/aux0: 0.6769 2020-10-21 04:08:07,608 - mmaction - INFO - Epoch [250][180/396] lr: 5.531e-04, eta: 1:17:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7716, top5_acc: 0.9169, loss_cls: 0.9022, loss: 0.9022, grad_norm: 3.8677, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6994, loss/aux0: 0.6994 2020-10-21 04:08:08,540 - mmaction - INFO - Epoch [250][180/396] lr: 5.531e-04, eta: 1:17:46, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7716, top5_acc: 0.9169, loss_cls: 0.9022, loss: 0.9022, grad_norm: 3.8632, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6937, loss/aux0: 0.6937 2020-10-21 04:08:45,071 - mmaction - INFO - Epoch [250][200/396] lr: 5.531e-04, eta: 1:17:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9156, loss_cls: 0.8872, loss: 0.8872, grad_norm: 3.7187, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6451, loss/aux0: 0.6451 2020-10-21 04:08:46,022 - mmaction - INFO - Epoch [250][200/396] lr: 5.531e-04, eta: 1:17:10, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9156, loss_cls: 0.8872, loss: 0.8872, grad_norm: 3.7324, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6495, loss/aux0: 0.6495 2020-10-21 04:09:22,607 - mmaction - INFO - Epoch [250][220/396] lr: 5.531e-04, eta: 1:16:33, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7833, top5_acc: 0.9172, loss_cls: 0.8702, loss: 0.8702, grad_norm: 3.8119, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6964, loss/aux0: 0.6964 2020-10-21 04:09:23,562 - mmaction - INFO - Epoch [250][220/396] lr: 5.531e-04, eta: 1:16:34, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7833, top5_acc: 0.9172, loss_cls: 0.8702, loss: 0.8702, grad_norm: 3.8164, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6982, loss/aux0: 0.6982 2020-10-21 04:10:00,117 - mmaction - INFO - Epoch [250][240/396] lr: 5.531e-04, eta: 1:15:57, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7852, top5_acc: 0.9154, loss_cls: 0.8645, loss: 0.8645, grad_norm: 3.7007, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6304, loss/aux0: 0.6304 2020-10-21 04:10:01,078 - mmaction - INFO - Epoch [250][240/396] lr: 5.531e-04, eta: 1:15:58, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7852, top5_acc: 0.9154, loss_cls: 0.8645, loss: 0.8645, grad_norm: 3.6942, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6243, loss/aux0: 0.6243 2020-10-21 04:10:37,569 - mmaction - INFO - Epoch [250][260/396] lr: 5.531e-04, eta: 1:15:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7672, top5_acc: 0.9182, loss_cls: 0.9016, loss: 0.9016, grad_norm: 3.7975, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6726, loss/aux0: 0.6726 2020-10-21 04:10:38,587 - mmaction - INFO - Epoch [250][260/396] lr: 5.531e-04, eta: 1:15:22, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7672, top5_acc: 0.9182, loss_cls: 0.9016, loss: 0.9016, grad_norm: 3.7765, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6712, loss/aux0: 0.6712 2020-10-21 04:11:15,095 - mmaction - INFO - Epoch [250][280/396] lr: 5.531e-04, eta: 1:14:45, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7792, top5_acc: 0.9125, loss_cls: 0.8815, loss: 0.8815, grad_norm: 3.7363, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6544, loss/aux0: 0.6544 2020-10-21 04:11:16,061 - mmaction - INFO - Epoch [250][280/396] lr: 5.531e-04, eta: 1:14:46, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7792, top5_acc: 0.9125, loss_cls: 0.8815, loss: 0.8815, grad_norm: 3.7243, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6526, loss/aux0: 0.6526 2020-10-21 04:11:52,644 - mmaction - INFO - Epoch [250][300/396] lr: 5.531e-04, eta: 1:14:09, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7625, top5_acc: 0.9109, loss_cls: 0.9150, loss: 0.9150, grad_norm: 3.8183, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6405, loss/aux0: 0.6405 2020-10-21 04:11:53,592 - mmaction - INFO - Epoch [250][300/396] lr: 5.531e-04, eta: 1:14:10, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7625, top5_acc: 0.9109, loss_cls: 0.9150, loss: 0.9150, grad_norm: 3.8110, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6417, loss/aux0: 0.6417 2020-10-21 04:12:30,163 - mmaction - INFO - Epoch [250][320/396] lr: 5.531e-04, eta: 1:13:33, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7771, top5_acc: 0.9177, loss_cls: 0.8682, loss: 0.8682, grad_norm: 3.8049, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6627, loss/aux0: 0.6627 2020-10-21 04:12:31,106 - mmaction - INFO - Epoch [250][320/396] lr: 5.531e-04, eta: 1:13:34, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.7771, top5_acc: 0.9177, loss_cls: 0.8682, loss: 0.8682, grad_norm: 3.8249, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6600, loss/aux0: 0.6600 2020-10-21 04:13:07,603 - mmaction - INFO - Epoch [250][340/396] lr: 5.531e-04, eta: 1:12:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7917, top5_acc: 0.9240, loss_cls: 0.8236, loss: 0.8236, grad_norm: 3.7195, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6933, loss/aux0: 0.6933 2020-10-21 04:13:08,579 - mmaction - INFO - Epoch [250][340/396] lr: 5.531e-04, eta: 1:12:58, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7917, top5_acc: 0.9240, loss_cls: 0.8236, loss: 0.8236, grad_norm: 3.7521, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7041, loss/aux0: 0.7041 2020-10-21 04:13:45,098 - mmaction - INFO - Epoch [250][360/396] lr: 5.531e-04, eta: 1:12:21, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9130, loss_cls: 0.9033, loss: 0.9033, grad_norm: 3.7903, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6929, loss/aux0: 0.6929 2020-10-21 04:13:46,065 - mmaction - INFO - Epoch [250][360/396] lr: 5.531e-04, eta: 1:12:22, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9130, loss_cls: 0.9033, loss: 0.9033, grad_norm: 3.7853, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6852, loss/aux0: 0.6852 2020-10-21 04:14:22,566 - mmaction - INFO - Epoch [250][380/396] lr: 5.531e-04, eta: 1:11:46, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9154, loss_cls: 0.8787, loss: 0.8787, grad_norm: 3.7291, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6560, loss/aux0: 0.6560 2020-10-21 04:14:23,798 - mmaction - INFO - Epoch [250][380/396] lr: 5.531e-04, eta: 1:11:46, time: 0.952, data_time: 0.015, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9154, loss_cls: 0.8787, loss: 0.8787, grad_norm: 3.7421, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6522, loss/aux0: 0.6522 2020-10-21 04:20:30,754 - mmaction - INFO - Epoch [251][20/396] lr: 4.064e-04, eta: 1:10:40, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7701, top5_acc: 0.9128, loss_cls: 0.8865, loss: 0.8865, grad_norm: 3.8133, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6543, loss/aux0: 0.6543 2020-10-21 04:20:31,773 - mmaction - INFO - Epoch [251][20/396] lr: 4.064e-04, eta: 1:10:41, time: 0.939, data_time: 0.008, memory: 8462, top1_acc: 0.7701, top5_acc: 0.9128, loss_cls: 0.8865, loss: 0.8865, grad_norm: 3.7711, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6513, loss/aux0: 0.6513 2020-10-21 04:21:08,264 - mmaction - INFO - Epoch [251][40/396] lr: 4.064e-04, eta: 1:10:04, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9177, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.6916, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.6244, loss/aux0: 0.6244 2020-10-21 04:21:09,223 - mmaction - INFO - Epoch [251][40/396] lr: 4.064e-04, eta: 1:10:05, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9177, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.6677, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.6277, loss/aux0: 0.6277 2020-10-21 04:21:45,881 - mmaction - INFO - Epoch [251][60/396] lr: 4.064e-04, eta: 1:09:28, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7805, top5_acc: 0.9182, loss_cls: 0.8610, loss: 0.8610, grad_norm: 3.8006, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6553, loss/aux0: 0.6553 2020-10-21 04:21:46,862 - mmaction - INFO - Epoch [251][60/396] lr: 4.064e-04, eta: 1:09:29, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7805, top5_acc: 0.9182, loss_cls: 0.8610, loss: 0.8610, grad_norm: 3.7949, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6532, loss/aux0: 0.6532 2020-10-21 04:22:23,458 - mmaction - INFO - Epoch [251][80/396] lr: 4.064e-04, eta: 1:08:52, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7708, top5_acc: 0.9146, loss_cls: 0.8781, loss: 0.8781, grad_norm: 3.8001, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6343, loss/aux0: 0.6343 2020-10-21 04:22:24,446 - mmaction - INFO - Epoch [251][80/396] lr: 4.064e-04, eta: 1:08:53, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7708, top5_acc: 0.9146, loss_cls: 0.8781, loss: 0.8781, grad_norm: 3.8278, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6362, loss/aux0: 0.6362 2020-10-21 04:23:01,158 - mmaction - INFO - Epoch [251][100/396] lr: 4.064e-04, eta: 1:08:16, time: 0.944, data_time: 0.000, memory: 8462, top1_acc: 0.7784, top5_acc: 0.9164, loss_cls: 0.8763, loss: 0.8763, grad_norm: 3.6445, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6361, loss/aux0: 0.6361 2020-10-21 04:23:02,179 - mmaction - INFO - Epoch [251][100/396] lr: 4.064e-04, eta: 1:08:17, time: 0.948, data_time: 0.001, memory: 8462, top1_acc: 0.7784, top5_acc: 0.9164, loss_cls: 0.8763, loss: 0.8763, grad_norm: 3.6434, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6342, loss/aux0: 0.6342 2020-10-21 04:23:38,753 - mmaction - INFO - Epoch [251][120/396] lr: 4.064e-04, eta: 1:07:40, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9096, loss_cls: 0.8944, loss: 0.8944, grad_norm: 3.7617, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6581, loss/aux0: 0.6581 2020-10-21 04:23:39,719 - mmaction - INFO - Epoch [251][120/396] lr: 4.064e-04, eta: 1:07:41, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9096, loss_cls: 0.8944, loss: 0.8944, grad_norm: 3.7681, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.6620, loss/aux0: 0.6620 2020-10-21 04:24:16,366 - mmaction - INFO - Epoch [251][140/396] lr: 4.064e-04, eta: 1:07:04, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7753, top5_acc: 0.9070, loss_cls: 0.9060, loss: 0.9060, grad_norm: 3.8236, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6592, loss/aux0: 0.6592 2020-10-21 04:24:17,309 - mmaction - INFO - Epoch [251][140/396] lr: 4.064e-04, eta: 1:07:05, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7753, top5_acc: 0.9070, loss_cls: 0.9060, loss: 0.9060, grad_norm: 3.8209, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6608, loss/aux0: 0.6608 2020-10-21 04:24:53,911 - mmaction - INFO - Epoch [251][160/396] lr: 4.064e-04, eta: 1:06:28, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7760, top5_acc: 0.9161, loss_cls: 0.8686, loss: 0.8686, grad_norm: 3.7928, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6614, loss/aux0: 0.6614 2020-10-21 04:24:54,878 - mmaction - INFO - Epoch [251][160/396] lr: 4.064e-04, eta: 1:06:29, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7760, top5_acc: 0.9161, loss_cls: 0.8686, loss: 0.8686, grad_norm: 3.7745, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6533, loss/aux0: 0.6533 2020-10-21 04:25:31,472 - mmaction - INFO - Epoch [251][180/396] lr: 4.064e-04, eta: 1:05:52, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7820, top5_acc: 0.9161, loss_cls: 0.8584, loss: 0.8584, grad_norm: 3.8111, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6817, loss/aux0: 0.6817 2020-10-21 04:25:32,428 - mmaction - INFO - Epoch [251][180/396] lr: 4.064e-04, eta: 1:05:53, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7820, top5_acc: 0.9161, loss_cls: 0.8584, loss: 0.8584, grad_norm: 3.7902, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6829, loss/aux0: 0.6829 2020-10-21 04:26:08,993 - mmaction - INFO - Epoch [251][200/396] lr: 4.064e-04, eta: 1:05:16, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7776, top5_acc: 0.9180, loss_cls: 0.8693, loss: 0.8693, grad_norm: 3.8960, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6520, loss/aux0: 0.6520 2020-10-21 04:26:10,020 - mmaction - INFO - Epoch [251][200/396] lr: 4.064e-04, eta: 1:05:17, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7776, top5_acc: 0.9180, loss_cls: 0.8693, loss: 0.8693, grad_norm: 3.8894, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6554, loss/aux0: 0.6554 2020-10-21 04:26:46,593 - mmaction - INFO - Epoch [251][220/396] lr: 4.064e-04, eta: 1:04:40, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7781, top5_acc: 0.9174, loss_cls: 0.8658, loss: 0.8658, grad_norm: 3.6819, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6414, loss/aux0: 0.6414 2020-10-21 04:26:47,531 - mmaction - INFO - Epoch [251][220/396] lr: 4.064e-04, eta: 1:04:41, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7781, top5_acc: 0.9174, loss_cls: 0.8658, loss: 0.8658, grad_norm: 3.6825, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6448, loss/aux0: 0.6448 2020-10-21 04:27:24,182 - mmaction - INFO - Epoch [251][240/396] lr: 4.064e-04, eta: 1:04:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7789, top5_acc: 0.9234, loss_cls: 0.8554, loss: 0.8554, grad_norm: 3.8367, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6931, loss/aux0: 0.6931 2020-10-21 04:27:25,158 - mmaction - INFO - Epoch [251][240/396] lr: 4.064e-04, eta: 1:04:05, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.7789, top5_acc: 0.9234, loss_cls: 0.8554, loss: 0.8554, grad_norm: 3.8738, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6917, loss/aux0: 0.6917 2020-10-21 04:28:01,731 - mmaction - INFO - Epoch [251][260/396] lr: 4.064e-04, eta: 1:03:28, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7786, top5_acc: 0.9190, loss_cls: 0.8710, loss: 0.8710, grad_norm: 3.8065, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6482, loss/aux0: 0.6482 2020-10-21 04:28:02,696 - mmaction - INFO - Epoch [251][260/396] lr: 4.064e-04, eta: 1:03:29, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7786, top5_acc: 0.9190, loss_cls: 0.8710, loss: 0.8710, grad_norm: 3.8220, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6431, loss/aux0: 0.6431 2020-10-21 04:28:39,252 - mmaction - INFO - Epoch [251][280/396] lr: 4.064e-04, eta: 1:02:53, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7698, top5_acc: 0.9211, loss_cls: 0.8663, loss: 0.8663, grad_norm: 3.7250, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6443, loss/aux0: 0.6443 2020-10-21 04:28:40,206 - mmaction - INFO - Epoch [251][280/396] lr: 4.064e-04, eta: 1:02:53, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7698, top5_acc: 0.9211, loss_cls: 0.8663, loss: 0.8663, grad_norm: 3.7072, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6468, loss/aux0: 0.6468 2020-10-21 04:29:16,659 - mmaction - INFO - Epoch [251][300/396] lr: 4.064e-04, eta: 1:02:17, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9120, loss_cls: 0.8901, loss: 0.8901, grad_norm: 3.8874, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6653, loss/aux0: 0.6653 2020-10-21 04:29:17,594 - mmaction - INFO - Epoch [251][300/396] lr: 4.064e-04, eta: 1:02:17, time: 0.935, data_time: 0.002, memory: 8462, top1_acc: 0.7690, top5_acc: 0.9120, loss_cls: 0.8901, loss: 0.8901, grad_norm: 3.8680, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6602, loss/aux0: 0.6602 2020-10-21 04:29:54,296 - mmaction - INFO - Epoch [251][320/396] lr: 4.064e-04, eta: 1:01:41, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9135, loss_cls: 0.8868, loss: 0.8868, grad_norm: 3.7746, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6163, loss/aux0: 0.6163 2020-10-21 04:29:55,274 - mmaction - INFO - Epoch [251][320/396] lr: 4.064e-04, eta: 1:01:41, time: 0.942, data_time: 0.003, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9135, loss_cls: 0.8868, loss: 0.8868, grad_norm: 3.7640, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6204, loss/aux0: 0.6204 2020-10-21 04:30:31,808 - mmaction - INFO - Epoch [251][340/396] lr: 4.064e-04, eta: 1:01:05, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7792, top5_acc: 0.9148, loss_cls: 0.8735, loss: 0.8735, grad_norm: 3.7882, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6544, loss/aux0: 0.6544 2020-10-21 04:30:32,834 - mmaction - INFO - Epoch [251][340/396] lr: 4.064e-04, eta: 1:01:05, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7792, top5_acc: 0.9148, loss_cls: 0.8735, loss: 0.8735, grad_norm: 3.7769, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6576, loss/aux0: 0.6576 2020-10-21 04:31:09,314 - mmaction - INFO - Epoch [251][360/396] lr: 4.064e-04, eta: 1:00:29, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7818, top5_acc: 0.9185, loss_cls: 0.8532, loss: 0.8532, grad_norm: 3.7006, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6687, loss/aux0: 0.6687 2020-10-21 04:31:10,285 - mmaction - INFO - Epoch [251][360/396] lr: 4.064e-04, eta: 1:00:29, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7818, top5_acc: 0.9185, loss_cls: 0.8532, loss: 0.8532, grad_norm: 3.7330, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6728, loss/aux0: 0.6728 2020-10-21 04:31:46,826 - mmaction - INFO - Epoch [251][380/396] lr: 4.064e-04, eta: 0:59:53, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7797, top5_acc: 0.9172, loss_cls: 0.8821, loss: 0.8821, grad_norm: 3.7962, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6856, loss/aux0: 0.6856 2020-10-21 04:31:47,798 - mmaction - INFO - Epoch [251][380/396] lr: 4.064e-04, eta: 0:59:53, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7797, top5_acc: 0.9172, loss_cls: 0.8821, loss: 0.8821, grad_norm: 3.7986, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6832, loss/aux0: 0.6832 2020-10-21 04:36:59,657 - mmaction - INFO - Epoch [252][20/396] lr: 2.823e-04, eta: 0:58:47, time: 0.931, data_time: 0.000, memory: 8462, top1_acc: 0.7776, top5_acc: 0.9198, loss_cls: 0.8659, loss: 0.8659, grad_norm: 3.8238, top1_acc/aux0: 0.8248, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6993, loss/aux0: 0.6993 2020-10-21 04:37:00,609 - mmaction - INFO - Epoch [252][20/396] lr: 2.823e-04, eta: 0:58:48, time: 0.936, data_time: 0.005, memory: 8462, top1_acc: 0.7776, top5_acc: 0.9198, loss_cls: 0.8659, loss: 0.8659, grad_norm: 3.8309, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6893, loss/aux0: 0.6893 2020-10-21 04:37:37,055 - mmaction - INFO - Epoch [252][40/396] lr: 2.823e-04, eta: 0:58:11, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7792, top5_acc: 0.9135, loss_cls: 0.8658, loss: 0.8658, grad_norm: 3.7311, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-21 04:37:37,998 - mmaction - INFO - Epoch [252][40/396] lr: 2.823e-04, eta: 0:58:12, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.7792, top5_acc: 0.9135, loss_cls: 0.8658, loss: 0.8658, grad_norm: 3.7370, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6343, loss/aux0: 0.6343 2020-10-21 04:38:14,487 - mmaction - INFO - Epoch [252][60/396] lr: 2.823e-04, eta: 0:57:35, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7771, top5_acc: 0.9161, loss_cls: 0.8846, loss: 0.8846, grad_norm: 3.7407, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6782, loss/aux0: 0.6782 2020-10-21 04:38:15,449 - mmaction - INFO - Epoch [252][60/396] lr: 2.823e-04, eta: 0:57:36, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7771, top5_acc: 0.9161, loss_cls: 0.8846, loss: 0.8846, grad_norm: 3.7602, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6792, loss/aux0: 0.6792 2020-10-21 04:38:52,011 - mmaction - INFO - Epoch [252][80/396] lr: 2.823e-04, eta: 0:56:59, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9117, loss_cls: 0.8644, loss: 0.8644, grad_norm: 3.6829, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6494, loss/aux0: 0.6494 2020-10-21 04:38:52,957 - mmaction - INFO - Epoch [252][80/396] lr: 2.823e-04, eta: 0:57:00, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9117, loss_cls: 0.8644, loss: 0.8644, grad_norm: 3.6730, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6455, loss/aux0: 0.6455 2020-10-21 04:39:29,562 - mmaction - INFO - Epoch [252][100/396] lr: 2.823e-04, eta: 0:56:23, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7781, top5_acc: 0.9107, loss_cls: 0.8745, loss: 0.8745, grad_norm: 3.7607, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6670, loss/aux0: 0.6670 2020-10-21 04:39:30,535 - mmaction - INFO - Epoch [252][100/396] lr: 2.823e-04, eta: 0:56:24, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7781, top5_acc: 0.9107, loss_cls: 0.8745, loss: 0.8745, grad_norm: 3.7187, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6609, loss/aux0: 0.6609 2020-10-21 04:40:07,112 - mmaction - INFO - Epoch [252][120/396] lr: 2.823e-04, eta: 0:55:47, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7776, top5_acc: 0.9154, loss_cls: 0.8859, loss: 0.8859, grad_norm: 3.7098, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-21 04:40:08,071 - mmaction - INFO - Epoch [252][120/396] lr: 2.823e-04, eta: 0:55:48, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7776, top5_acc: 0.9154, loss_cls: 0.8859, loss: 0.8859, grad_norm: 3.7062, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6336, loss/aux0: 0.6336 2020-10-21 04:40:44,633 - mmaction - INFO - Epoch [252][140/396] lr: 2.823e-04, eta: 0:55:11, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7846, top5_acc: 0.9177, loss_cls: 0.8457, loss: 0.8457, grad_norm: 3.6677, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6387, loss/aux0: 0.6387 2020-10-21 04:40:45,590 - mmaction - INFO - Epoch [252][140/396] lr: 2.823e-04, eta: 0:55:12, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7846, top5_acc: 0.9177, loss_cls: 0.8457, loss: 0.8457, grad_norm: 3.6819, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6354, loss/aux0: 0.6354 2020-10-21 04:41:21,987 - mmaction - INFO - Epoch [252][160/396] lr: 2.823e-04, eta: 0:54:36, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7909, top5_acc: 0.9195, loss_cls: 0.8439, loss: 0.8439, grad_norm: 3.7475, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6536, loss/aux0: 0.6536 2020-10-21 04:41:22,944 - mmaction - INFO - Epoch [252][160/396] lr: 2.823e-04, eta: 0:54:36, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7909, top5_acc: 0.9195, loss_cls: 0.8439, loss: 0.8439, grad_norm: 3.7332, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6474, loss/aux0: 0.6474 2020-10-21 04:41:59,510 - mmaction - INFO - Epoch [252][180/396] lr: 2.823e-04, eta: 0:54:00, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7648, top5_acc: 0.9094, loss_cls: 0.9141, loss: 0.9141, grad_norm: 3.7506, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6505, loss/aux0: 0.6505 2020-10-21 04:42:00,490 - mmaction - INFO - Epoch [252][180/396] lr: 2.823e-04, eta: 0:54:00, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.7648, top5_acc: 0.9094, loss_cls: 0.9141, loss: 0.9141, grad_norm: 3.7515, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6550, loss/aux0: 0.6550 2020-10-21 04:42:37,091 - mmaction - INFO - Epoch [252][200/396] lr: 2.823e-04, eta: 0:53:24, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7747, top5_acc: 0.9089, loss_cls: 0.8766, loss: 0.8766, grad_norm: 3.7567, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6686, loss/aux0: 0.6686 2020-10-21 04:42:38,050 - mmaction - INFO - Epoch [252][200/396] lr: 2.823e-04, eta: 0:53:24, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7747, top5_acc: 0.9089, loss_cls: 0.8766, loss: 0.8766, grad_norm: 3.7357, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6675, loss/aux0: 0.6675 2020-10-21 04:43:14,678 - mmaction - INFO - Epoch [252][220/396] lr: 2.823e-04, eta: 0:52:48, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7810, top5_acc: 0.9195, loss_cls: 0.8555, loss: 0.8555, grad_norm: 3.6834, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6548, loss/aux0: 0.6548 2020-10-21 04:43:15,646 - mmaction - INFO - Epoch [252][220/396] lr: 2.823e-04, eta: 0:52:48, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7810, top5_acc: 0.9195, loss_cls: 0.8555, loss: 0.8555, grad_norm: 3.7063, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6559, loss/aux0: 0.6559 2020-10-21 04:43:52,269 - mmaction - INFO - Epoch [252][240/396] lr: 2.823e-04, eta: 0:52:12, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9122, loss_cls: 0.8808, loss: 0.8808, grad_norm: 3.7176, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6521, loss/aux0: 0.6521 2020-10-21 04:43:53,218 - mmaction - INFO - Epoch [252][240/396] lr: 2.823e-04, eta: 0:52:12, time: 0.942, data_time: 0.001, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9122, loss_cls: 0.8808, loss: 0.8808, grad_norm: 3.7169, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6666, loss/aux0: 0.6666 2020-10-21 04:44:29,822 - mmaction - INFO - Epoch [252][260/396] lr: 2.823e-04, eta: 0:51:36, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7773, top5_acc: 0.9169, loss_cls: 0.8759, loss: 0.8759, grad_norm: 3.6979, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.6948, loss/aux0: 0.6948 2020-10-21 04:44:30,771 - mmaction - INFO - Epoch [252][260/396] lr: 2.823e-04, eta: 0:51:36, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7773, top5_acc: 0.9169, loss_cls: 0.8759, loss: 0.8759, grad_norm: 3.6927, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6774, loss/aux0: 0.6774 2020-10-21 04:45:07,399 - mmaction - INFO - Epoch [252][280/396] lr: 2.823e-04, eta: 0:51:00, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7846, top5_acc: 0.9211, loss_cls: 0.8325, loss: 0.8325, grad_norm: 3.7704, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6894, loss/aux0: 0.6894 2020-10-21 04:45:08,371 - mmaction - INFO - Epoch [252][280/396] lr: 2.823e-04, eta: 0:51:00, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.7846, top5_acc: 0.9211, loss_cls: 0.8325, loss: 0.8325, grad_norm: 3.7552, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6939, loss/aux0: 0.6939 2020-10-21 04:45:45,148 - mmaction - INFO - Epoch [252][300/396] lr: 2.823e-04, eta: 0:50:24, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7784, top5_acc: 0.9224, loss_cls: 0.8551, loss: 0.8551, grad_norm: 3.7564, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6967, loss/aux0: 0.6967 2020-10-21 04:45:46,120 - mmaction - INFO - Epoch [252][300/396] lr: 2.823e-04, eta: 0:50:24, time: 0.944, data_time: 0.002, memory: 8462, top1_acc: 0.7784, top5_acc: 0.9224, loss_cls: 0.8551, loss: 0.8551, grad_norm: 3.7459, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6898, loss/aux0: 0.6898 2020-10-21 04:46:22,766 - mmaction - INFO - Epoch [252][320/396] lr: 2.823e-04, eta: 0:49:48, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7628, top5_acc: 0.9159, loss_cls: 0.9100, loss: 0.9100, grad_norm: 3.7970, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6418, loss/aux0: 0.6418 2020-10-21 04:46:23,801 - mmaction - INFO - Epoch [252][320/396] lr: 2.823e-04, eta: 0:49:48, time: 0.945, data_time: 0.002, memory: 8462, top1_acc: 0.7628, top5_acc: 0.9159, loss_cls: 0.9100, loss: 0.9100, grad_norm: 3.8356, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6571, loss/aux0: 0.6571 2020-10-21 04:47:00,341 - mmaction - INFO - Epoch [252][340/396] lr: 2.823e-04, eta: 0:49:12, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7760, top5_acc: 0.9094, loss_cls: 0.8760, loss: 0.8760, grad_norm: 3.7173, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-21 04:47:01,283 - mmaction - INFO - Epoch [252][340/396] lr: 2.823e-04, eta: 0:49:12, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7760, top5_acc: 0.9094, loss_cls: 0.8760, loss: 0.8760, grad_norm: 3.7426, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6190, loss/aux0: 0.6190 2020-10-21 04:47:37,829 - mmaction - INFO - Epoch [252][360/396] lr: 2.823e-04, eta: 0:48:36, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7740, top5_acc: 0.9068, loss_cls: 0.8877, loss: 0.8877, grad_norm: 3.6771, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6755, loss/aux0: 0.6755 2020-10-21 04:47:38,776 - mmaction - INFO - Epoch [252][360/396] lr: 2.823e-04, eta: 0:48:36, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7740, top5_acc: 0.9068, loss_cls: 0.8877, loss: 0.8877, grad_norm: 3.6870, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6684, loss/aux0: 0.6684 2020-10-21 04:48:15,420 - mmaction - INFO - Epoch [252][380/396] lr: 2.823e-04, eta: 0:48:00, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7714, top5_acc: 0.9143, loss_cls: 0.8720, loss: 0.8720, grad_norm: 3.7444, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-21 04:48:16,371 - mmaction - INFO - Epoch [252][380/396] lr: 2.823e-04, eta: 0:48:00, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7714, top5_acc: 0.9143, loss_cls: 0.8720, loss: 0.8720, grad_norm: 3.7434, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-21 04:53:50,086 - mmaction - INFO - Epoch [253][20/396] lr: 1.807e-04, eta: 0:46:55, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7807, top5_acc: 0.9177, loss_cls: 0.8729, loss: 0.8729, grad_norm: 3.8480, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6595, loss/aux0: 0.6595 2020-10-21 04:53:51,062 - mmaction - INFO - Epoch [253][20/396] lr: 1.807e-04, eta: 0:46:55, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.7807, top5_acc: 0.9177, loss_cls: 0.8729, loss: 0.8729, grad_norm: 3.8858, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6633, loss/aux0: 0.6633 2020-10-21 04:54:27,589 - mmaction - INFO - Epoch [253][40/396] lr: 1.807e-04, eta: 0:46:19, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7794, top5_acc: 0.9154, loss_cls: 0.8565, loss: 0.8565, grad_norm: 3.6388, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-21 04:54:28,554 - mmaction - INFO - Epoch [253][40/396] lr: 1.807e-04, eta: 0:46:19, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7794, top5_acc: 0.9154, loss_cls: 0.8565, loss: 0.8565, grad_norm: 3.6441, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6408, loss/aux0: 0.6408 2020-10-21 04:55:05,027 - mmaction - INFO - Epoch [253][60/396] lr: 1.807e-04, eta: 0:45:43, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7682, top5_acc: 0.9089, loss_cls: 0.9201, loss: 0.9201, grad_norm: 3.8400, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6580, loss/aux0: 0.6580 2020-10-21 04:55:06,002 - mmaction - INFO - Epoch [253][60/396] lr: 1.807e-04, eta: 0:45:43, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.7682, top5_acc: 0.9089, loss_cls: 0.9201, loss: 0.9201, grad_norm: 3.8262, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6513, loss/aux0: 0.6513 2020-10-21 04:55:42,553 - mmaction - INFO - Epoch [253][80/396] lr: 1.807e-04, eta: 0:45:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9133, loss_cls: 0.8774, loss: 0.8774, grad_norm: 3.8017, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.6224, loss/aux0: 0.6224 2020-10-21 04:55:43,524 - mmaction - INFO - Epoch [253][80/396] lr: 1.807e-04, eta: 0:45:07, time: 0.938, data_time: 0.003, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9133, loss_cls: 0.8774, loss: 0.8774, grad_norm: 3.7958, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-21 04:56:20,117 - mmaction - INFO - Epoch [253][100/396] lr: 1.807e-04, eta: 0:44:31, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9138, loss_cls: 0.8746, loss: 0.8746, grad_norm: 3.7538, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6517, loss/aux0: 0.6517 2020-10-21 04:56:21,068 - mmaction - INFO - Epoch [253][100/396] lr: 1.807e-04, eta: 0:44:31, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9138, loss_cls: 0.8746, loss: 0.8746, grad_norm: 3.7685, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6618, loss/aux0: 0.6618 2020-10-21 04:56:57,595 - mmaction - INFO - Epoch [253][120/396] lr: 1.807e-04, eta: 0:43:55, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7701, top5_acc: 0.9125, loss_cls: 0.8912, loss: 0.8912, grad_norm: 3.7758, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6439, loss/aux0: 0.6439 2020-10-21 04:56:58,550 - mmaction - INFO - Epoch [253][120/396] lr: 1.807e-04, eta: 0:43:55, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7701, top5_acc: 0.9125, loss_cls: 0.8912, loss: 0.8912, grad_norm: 3.7919, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6384, loss/aux0: 0.6384 2020-10-21 04:57:35,149 - mmaction - INFO - Epoch [253][140/396] lr: 1.807e-04, eta: 0:43:19, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7823, top5_acc: 0.9164, loss_cls: 0.8476, loss: 0.8476, grad_norm: 3.6952, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-21 04:57:36,091 - mmaction - INFO - Epoch [253][140/396] lr: 1.807e-04, eta: 0:43:19, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7823, top5_acc: 0.9164, loss_cls: 0.8476, loss: 0.8476, grad_norm: 3.6820, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6383, loss/aux0: 0.6383 2020-10-21 04:58:12,695 - mmaction - INFO - Epoch [253][160/396] lr: 1.807e-04, eta: 0:42:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7807, top5_acc: 0.9159, loss_cls: 0.8756, loss: 0.8756, grad_norm: 3.8751, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6839, loss/aux0: 0.6839 2020-10-21 04:58:13,650 - mmaction - INFO - Epoch [253][160/396] lr: 1.807e-04, eta: 0:42:43, time: 0.938, data_time: 0.004, memory: 8462, top1_acc: 0.7807, top5_acc: 0.9159, loss_cls: 0.8756, loss: 0.8756, grad_norm: 3.8645, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6865, loss/aux0: 0.6865 2020-10-21 04:58:50,157 - mmaction - INFO - Epoch [253][180/396] lr: 1.807e-04, eta: 0:42:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9174, loss_cls: 0.8644, loss: 0.8644, grad_norm: 3.9190, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6612, loss/aux0: 0.6612 2020-10-21 04:58:51,129 - mmaction - INFO - Epoch [253][180/396] lr: 1.807e-04, eta: 0:42:07, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9174, loss_cls: 0.8644, loss: 0.8644, grad_norm: 3.9318, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6617, loss/aux0: 0.6617 2020-10-21 04:59:27,690 - mmaction - INFO - Epoch [253][200/396] lr: 1.807e-04, eta: 0:41:31, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7862, top5_acc: 0.9229, loss_cls: 0.8410, loss: 0.8410, grad_norm: 3.7292, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6422, loss/aux0: 0.6422 2020-10-21 04:59:28,643 - mmaction - INFO - Epoch [253][200/396] lr: 1.807e-04, eta: 0:41:31, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7862, top5_acc: 0.9229, loss_cls: 0.8410, loss: 0.8410, grad_norm: 3.7112, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6441, loss/aux0: 0.6441 2020-10-21 05:00:05,287 - mmaction - INFO - Epoch [253][220/396] lr: 1.807e-04, eta: 0:40:55, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7667, top5_acc: 0.9120, loss_cls: 0.9044, loss: 0.9044, grad_norm: 3.8149, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6969, loss/aux0: 0.6969 2020-10-21 05:00:06,223 - mmaction - INFO - Epoch [253][220/396] lr: 1.807e-04, eta: 0:40:55, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7667, top5_acc: 0.9120, loss_cls: 0.9044, loss: 0.9044, grad_norm: 3.7759, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6900, loss/aux0: 0.6900 2020-10-21 05:00:42,900 - mmaction - INFO - Epoch [253][240/396] lr: 1.807e-04, eta: 0:40:19, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7799, top5_acc: 0.9146, loss_cls: 0.8662, loss: 0.8662, grad_norm: 3.7470, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6511, loss/aux0: 0.6511 2020-10-21 05:00:43,867 - mmaction - INFO - Epoch [253][240/396] lr: 1.807e-04, eta: 0:40:19, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.7799, top5_acc: 0.9146, loss_cls: 0.8662, loss: 0.8662, grad_norm: 3.7593, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6628, loss/aux0: 0.6628 2020-10-21 05:01:20,396 - mmaction - INFO - Epoch [253][260/396] lr: 1.807e-04, eta: 0:39:43, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7852, top5_acc: 0.9208, loss_cls: 0.8560, loss: 0.8560, grad_norm: 3.7553, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6689, loss/aux0: 0.6689 2020-10-21 05:01:21,352 - mmaction - INFO - Epoch [253][260/396] lr: 1.807e-04, eta: 0:39:43, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7852, top5_acc: 0.9208, loss_cls: 0.8560, loss: 0.8560, grad_norm: 3.7662, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6655, loss/aux0: 0.6655 2020-10-21 05:01:57,828 - mmaction - INFO - Epoch [253][280/396] lr: 1.807e-04, eta: 0:39:07, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7815, top5_acc: 0.9206, loss_cls: 0.8290, loss: 0.8290, grad_norm: 3.8650, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6549, loss/aux0: 0.6549 2020-10-21 05:01:58,802 - mmaction - INFO - Epoch [253][280/396] lr: 1.807e-04, eta: 0:39:07, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7815, top5_acc: 0.9206, loss_cls: 0.8290, loss: 0.8290, grad_norm: 3.8440, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6485, loss/aux0: 0.6485 2020-10-21 05:02:35,376 - mmaction - INFO - Epoch [253][300/396] lr: 1.807e-04, eta: 0:38:31, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7812, top5_acc: 0.9164, loss_cls: 0.8643, loss: 0.8643, grad_norm: 3.7922, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.6914, loss/aux0: 0.6914 2020-10-21 05:02:36,338 - mmaction - INFO - Epoch [253][300/396] lr: 1.807e-04, eta: 0:38:31, time: 0.934, data_time: 0.002, memory: 8462, top1_acc: 0.7812, top5_acc: 0.9164, loss_cls: 0.8643, loss: 0.8643, grad_norm: 3.8061, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6930, loss/aux0: 0.6930 2020-10-21 05:03:12,958 - mmaction - INFO - Epoch [253][320/396] lr: 1.807e-04, eta: 0:37:55, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7745, top5_acc: 0.9076, loss_cls: 0.8922, loss: 0.8922, grad_norm: 3.7999, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6768, loss/aux0: 0.6768 2020-10-21 05:03:13,953 - mmaction - INFO - Epoch [253][320/396] lr: 1.807e-04, eta: 0:37:55, time: 0.943, data_time: 0.003, memory: 8462, top1_acc: 0.7745, top5_acc: 0.9076, loss_cls: 0.8922, loss: 0.8922, grad_norm: 3.8104, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6804, loss/aux0: 0.6804 2020-10-21 05:03:50,475 - mmaction - INFO - Epoch [253][340/396] lr: 1.807e-04, eta: 0:37:19, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9117, loss_cls: 0.8803, loss: 0.8803, grad_norm: 3.7040, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-21 05:03:51,452 - mmaction - INFO - Epoch [253][340/396] lr: 1.807e-04, eta: 0:37:19, time: 0.937, data_time: 0.003, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9117, loss_cls: 0.8803, loss: 0.8803, grad_norm: 3.7522, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6013, loss/aux0: 0.6013 2020-10-21 05:04:28,049 - mmaction - INFO - Epoch [253][360/396] lr: 1.807e-04, eta: 0:36:43, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9174, loss_cls: 0.8739, loss: 0.8739, grad_norm: 3.8631, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6681, loss/aux0: 0.6681 2020-10-21 05:04:28,997 - mmaction - INFO - Epoch [253][360/396] lr: 1.807e-04, eta: 0:36:43, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9174, loss_cls: 0.8739, loss: 0.8739, grad_norm: 3.8925, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6595, loss/aux0: 0.6595 2020-10-21 05:05:05,508 - mmaction - INFO - Epoch [253][380/396] lr: 1.807e-04, eta: 0:36:07, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7872, top5_acc: 0.9187, loss_cls: 0.8456, loss: 0.8456, grad_norm: 3.7477, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6515, loss/aux0: 0.6515 2020-10-21 05:05:06,487 - mmaction - INFO - Epoch [253][380/396] lr: 1.807e-04, eta: 0:36:07, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7872, top5_acc: 0.9187, loss_cls: 0.8456, loss: 0.8456, grad_norm: 3.7707, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6700, loss/aux0: 0.6700 2020-10-21 05:10:57,520 - mmaction - INFO - Epoch [254][20/396] lr: 1.016e-04, eta: 0:35:02, time: 0.932, data_time: 0.000, memory: 8462, top1_acc: 0.7805, top5_acc: 0.9120, loss_cls: 0.8783, loss: 0.8783, grad_norm: 3.7990, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6678, loss/aux0: 0.6678 2020-10-21 05:10:58,507 - mmaction - INFO - Epoch [254][20/396] lr: 1.016e-04, eta: 0:35:02, time: 0.935, data_time: 0.007, memory: 8462, top1_acc: 0.7805, top5_acc: 0.9120, loss_cls: 0.8783, loss: 0.8783, grad_norm: 3.7889, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6602, loss/aux0: 0.6602 2020-10-21 05:11:34,977 - mmaction - INFO - Epoch [254][40/396] lr: 1.016e-04, eta: 0:34:26, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7852, top5_acc: 0.9273, loss_cls: 0.8215, loss: 0.8215, grad_norm: 3.7662, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6366, loss/aux0: 0.6366 2020-10-21 05:11:35,974 - mmaction - INFO - Epoch [254][40/396] lr: 1.016e-04, eta: 0:34:26, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7852, top5_acc: 0.9273, loss_cls: 0.8215, loss: 0.8215, grad_norm: 3.7443, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6393, loss/aux0: 0.6393 2020-10-21 05:12:12,542 - mmaction - INFO - Epoch [254][60/396] lr: 1.016e-04, eta: 0:33:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7674, top5_acc: 0.9141, loss_cls: 0.9038, loss: 0.9038, grad_norm: 3.8001, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-21 05:12:13,556 - mmaction - INFO - Epoch [254][60/396] lr: 1.016e-04, eta: 0:33:50, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7674, top5_acc: 0.9141, loss_cls: 0.9038, loss: 0.9038, grad_norm: 3.7935, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6293, loss/aux0: 0.6293 2020-10-21 05:12:50,040 - mmaction - INFO - Epoch [254][80/396] lr: 1.016e-04, eta: 0:33:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7799, top5_acc: 0.9219, loss_cls: 0.8587, loss: 0.8587, grad_norm: 3.8319, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6546, loss/aux0: 0.6546 2020-10-21 05:12:50,996 - mmaction - INFO - Epoch [254][80/396] lr: 1.016e-04, eta: 0:33:14, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7799, top5_acc: 0.9219, loss_cls: 0.8587, loss: 0.8587, grad_norm: 3.8477, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6534, loss/aux0: 0.6534 2020-10-21 05:13:27,508 - mmaction - INFO - Epoch [254][100/396] lr: 1.016e-04, eta: 0:32:38, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7820, top5_acc: 0.9089, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.7690, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6385, loss/aux0: 0.6385 2020-10-21 05:13:28,444 - mmaction - INFO - Epoch [254][100/396] lr: 1.016e-04, eta: 0:32:38, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7820, top5_acc: 0.9089, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.8007, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6411, loss/aux0: 0.6411 2020-10-21 05:14:04,986 - mmaction - INFO - Epoch [254][120/396] lr: 1.016e-04, eta: 0:32:02, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7758, top5_acc: 0.9253, loss_cls: 0.8529, loss: 0.8529, grad_norm: 3.7580, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6430, loss/aux0: 0.6430 2020-10-21 05:14:05,930 - mmaction - INFO - Epoch [254][120/396] lr: 1.016e-04, eta: 0:32:02, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7758, top5_acc: 0.9253, loss_cls: 0.8529, loss: 0.8529, grad_norm: 3.7737, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6382, loss/aux0: 0.6382 2020-10-21 05:14:42,536 - mmaction - INFO - Epoch [254][140/396] lr: 1.016e-04, eta: 0:31:26, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7898, top5_acc: 0.9195, loss_cls: 0.8485, loss: 0.8485, grad_norm: 3.7573, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6813, loss/aux0: 0.6813 2020-10-21 05:14:43,489 - mmaction - INFO - Epoch [254][140/396] lr: 1.016e-04, eta: 0:31:26, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7898, top5_acc: 0.9195, loss_cls: 0.8485, loss: 0.8485, grad_norm: 3.7508, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6846, loss/aux0: 0.6846 2020-10-21 05:15:20,076 - mmaction - INFO - Epoch [254][160/396] lr: 1.016e-04, eta: 0:30:50, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7812, top5_acc: 0.9164, loss_cls: 0.8679, loss: 0.8679, grad_norm: 3.7947, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6641, loss/aux0: 0.6641 2020-10-21 05:15:21,038 - mmaction - INFO - Epoch [254][160/396] lr: 1.016e-04, eta: 0:30:50, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7812, top5_acc: 0.9164, loss_cls: 0.8679, loss: 0.8679, grad_norm: 3.7945, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6655, loss/aux0: 0.6655 2020-10-21 05:15:57,565 - mmaction - INFO - Epoch [254][180/396] lr: 1.016e-04, eta: 0:30:14, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9143, loss_cls: 0.8758, loss: 0.8758, grad_norm: 3.8604, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6709, loss/aux0: 0.6709 2020-10-21 05:15:58,519 - mmaction - INFO - Epoch [254][180/396] lr: 1.016e-04, eta: 0:30:14, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9143, loss_cls: 0.8758, loss: 0.8758, grad_norm: 3.8573, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6687, loss/aux0: 0.6687 2020-10-21 05:16:35,177 - mmaction - INFO - Epoch [254][200/396] lr: 1.016e-04, eta: 0:29:38, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7779, top5_acc: 0.9130, loss_cls: 0.8810, loss: 0.8810, grad_norm: 3.8123, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6673, loss/aux0: 0.6673 2020-10-21 05:16:36,136 - mmaction - INFO - Epoch [254][200/396] lr: 1.016e-04, eta: 0:29:38, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7779, top5_acc: 0.9130, loss_cls: 0.8810, loss: 0.8810, grad_norm: 3.8306, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6714, loss/aux0: 0.6714 2020-10-21 05:17:12,626 - mmaction - INFO - Epoch [254][220/396] lr: 1.016e-04, eta: 0:29:02, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9130, loss_cls: 0.8909, loss: 0.8909, grad_norm: 3.8883, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6488, loss/aux0: 0.6488 2020-10-21 05:17:13,592 - mmaction - INFO - Epoch [254][220/396] lr: 1.016e-04, eta: 0:29:02, time: 0.937, data_time: 0.002, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9130, loss_cls: 0.8909, loss: 0.8909, grad_norm: 3.8812, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6464, loss/aux0: 0.6464 2020-10-21 05:17:50,243 - mmaction - INFO - Epoch [254][240/396] lr: 1.016e-04, eta: 0:28:26, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7844, top5_acc: 0.9198, loss_cls: 0.8532, loss: 0.8532, grad_norm: 3.6770, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6482, loss/aux0: 0.6482 2020-10-21 05:17:51,175 - mmaction - INFO - Epoch [254][240/396] lr: 1.016e-04, eta: 0:28:26, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7844, top5_acc: 0.9198, loss_cls: 0.8532, loss: 0.8532, grad_norm: 3.6813, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6457, loss/aux0: 0.6457 2020-10-21 05:18:27,717 - mmaction - INFO - Epoch [254][260/396] lr: 1.016e-04, eta: 0:27:50, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7810, top5_acc: 0.9177, loss_cls: 0.8581, loss: 0.8581, grad_norm: 3.6876, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6305, loss/aux0: 0.6305 2020-10-21 05:18:28,697 - mmaction - INFO - Epoch [254][260/396] lr: 1.016e-04, eta: 0:27:50, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7810, top5_acc: 0.9177, loss_cls: 0.8581, loss: 0.8581, grad_norm: 3.6652, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6278, loss/aux0: 0.6278 2020-10-21 05:19:05,104 - mmaction - INFO - Epoch [254][280/396] lr: 1.016e-04, eta: 0:27:14, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7729, top5_acc: 0.9135, loss_cls: 0.9028, loss: 0.9028, grad_norm: 3.7876, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.6941, loss/aux0: 0.6941 2020-10-21 05:19:06,046 - mmaction - INFO - Epoch [254][280/396] lr: 1.016e-04, eta: 0:27:14, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7729, top5_acc: 0.9135, loss_cls: 0.9028, loss: 0.9028, grad_norm: 3.7617, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.6976, loss/aux0: 0.6976 2020-10-21 05:19:42,566 - mmaction - INFO - Epoch [254][300/396] lr: 1.016e-04, eta: 0:26:38, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7815, top5_acc: 0.9201, loss_cls: 0.8505, loss: 0.8505, grad_norm: 3.6796, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6552, loss/aux0: 0.6552 2020-10-21 05:19:43,520 - mmaction - INFO - Epoch [254][300/396] lr: 1.016e-04, eta: 0:26:38, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7815, top5_acc: 0.9201, loss_cls: 0.8505, loss: 0.8505, grad_norm: 3.6511, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6523, loss/aux0: 0.6523 2020-10-21 05:20:20,081 - mmaction - INFO - Epoch [254][320/396] lr: 1.016e-04, eta: 0:26:02, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7711, top5_acc: 0.9146, loss_cls: 0.8955, loss: 0.8955, grad_norm: 3.6978, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-21 05:20:21,036 - mmaction - INFO - Epoch [254][320/396] lr: 1.016e-04, eta: 0:26:02, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7711, top5_acc: 0.9146, loss_cls: 0.8955, loss: 0.8955, grad_norm: 3.7336, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-21 05:20:57,613 - mmaction - INFO - Epoch [254][340/396] lr: 1.016e-04, eta: 0:25:26, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9102, loss_cls: 0.8950, loss: 0.8950, grad_norm: 3.8421, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6622, loss/aux0: 0.6622 2020-10-21 05:20:58,564 - mmaction - INFO - Epoch [254][340/396] lr: 1.016e-04, eta: 0:25:26, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9102, loss_cls: 0.8950, loss: 0.8950, grad_norm: 3.8412, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6627, loss/aux0: 0.6627 2020-10-21 05:21:35,060 - mmaction - INFO - Epoch [254][360/396] lr: 1.016e-04, eta: 0:24:50, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7661, top5_acc: 0.9148, loss_cls: 0.8833, loss: 0.8833, grad_norm: 3.7748, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6531, loss/aux0: 0.6531 2020-10-21 05:21:36,003 - mmaction - INFO - Epoch [254][360/396] lr: 1.016e-04, eta: 0:24:50, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7661, top5_acc: 0.9148, loss_cls: 0.8833, loss: 0.8833, grad_norm: 3.7691, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6557, loss/aux0: 0.6557 2020-10-21 05:22:12,431 - mmaction - INFO - Epoch [254][380/396] lr: 1.016e-04, eta: 0:24:14, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7786, top5_acc: 0.9141, loss_cls: 0.8791, loss: 0.8791, grad_norm: 3.7663, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6321, loss/aux0: 0.6321 2020-10-21 05:22:13,397 - mmaction - INFO - Epoch [254][380/396] lr: 1.016e-04, eta: 0:24:14, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7786, top5_acc: 0.9141, loss_cls: 0.8791, loss: 0.8791, grad_norm: 3.7673, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6391, loss/aux0: 0.6391 2020-10-21 05:28:13,829 - mmaction - INFO - Epoch [255][20/396] lr: 4.518e-05, eta: 0:23:09, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7849, top5_acc: 0.9143, loss_cls: 0.8491, loss: 0.8491, grad_norm: 3.7700, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6445, loss/aux0: 0.6445 2020-10-21 05:28:14,802 - mmaction - INFO - Epoch [255][20/396] lr: 4.518e-05, eta: 0:23:09, time: 0.936, data_time: 0.003, memory: 8462, top1_acc: 0.7849, top5_acc: 0.9143, loss_cls: 0.8491, loss: 0.8491, grad_norm: 3.7461, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6364, loss/aux0: 0.6364 2020-10-21 05:28:51,273 - mmaction - INFO - Epoch [255][40/396] lr: 4.518e-05, eta: 0:22:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7768, top5_acc: 0.9154, loss_cls: 0.8740, loss: 0.8740, grad_norm: 3.6616, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6483, loss/aux0: 0.6483 2020-10-21 05:28:52,224 - mmaction - INFO - Epoch [255][40/396] lr: 4.518e-05, eta: 0:22:33, time: 0.936, data_time: 0.002, memory: 8462, top1_acc: 0.7768, top5_acc: 0.9154, loss_cls: 0.8740, loss: 0.8740, grad_norm: 3.6555, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6574, loss/aux0: 0.6574 2020-10-21 05:29:28,828 - mmaction - INFO - Epoch [255][60/396] lr: 4.518e-05, eta: 0:21:57, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7852, top5_acc: 0.9154, loss_cls: 0.8557, loss: 0.8557, grad_norm: 3.7582, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6785, loss/aux0: 0.6785 2020-10-21 05:29:29,800 - mmaction - INFO - Epoch [255][60/396] lr: 4.518e-05, eta: 0:21:57, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.7852, top5_acc: 0.9154, loss_cls: 0.8557, loss: 0.8557, grad_norm: 3.7411, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6800, loss/aux0: 0.6800 2020-10-21 05:30:06,440 - mmaction - INFO - Epoch [255][80/396] lr: 4.518e-05, eta: 0:21:21, time: 0.943, data_time: 0.000, memory: 8462, top1_acc: 0.7901, top5_acc: 0.9224, loss_cls: 0.8257, loss: 0.8257, grad_norm: 3.8167, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6746, loss/aux0: 0.6746 2020-10-21 05:30:07,384 - mmaction - INFO - Epoch [255][80/396] lr: 4.518e-05, eta: 0:21:21, time: 0.943, data_time: 0.002, memory: 8462, top1_acc: 0.7901, top5_acc: 0.9224, loss_cls: 0.8257, loss: 0.8257, grad_norm: 3.8271, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6703, loss/aux0: 0.6703 2020-10-21 05:30:44,047 - mmaction - INFO - Epoch [255][100/396] lr: 4.518e-05, eta: 0:20:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7794, top5_acc: 0.9195, loss_cls: 0.8582, loss: 0.8582, grad_norm: 3.8137, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6827, loss/aux0: 0.6827 2020-10-21 05:30:45,002 - mmaction - INFO - Epoch [255][100/396] lr: 4.518e-05, eta: 0:20:45, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7794, top5_acc: 0.9195, loss_cls: 0.8582, loss: 0.8582, grad_norm: 3.7982, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6866, loss/aux0: 0.6866 2020-10-21 05:31:21,540 - mmaction - INFO - Epoch [255][120/396] lr: 4.518e-05, eta: 0:20:09, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9086, loss_cls: 0.9048, loss: 0.9048, grad_norm: 3.6962, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6424, loss/aux0: 0.6424 2020-10-21 05:31:22,509 - mmaction - INFO - Epoch [255][120/396] lr: 4.518e-05, eta: 0:20:09, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9086, loss_cls: 0.9048, loss: 0.9048, grad_norm: 3.7061, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6393, loss/aux0: 0.6393 2020-10-21 05:31:59,013 - mmaction - INFO - Epoch [255][140/396] lr: 4.518e-05, eta: 0:19:33, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7781, top5_acc: 0.9169, loss_cls: 0.8703, loss: 0.8703, grad_norm: 3.8167, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6367, loss/aux0: 0.6367 2020-10-21 05:31:59,957 - mmaction - INFO - Epoch [255][140/396] lr: 4.518e-05, eta: 0:19:33, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.7781, top5_acc: 0.9169, loss_cls: 0.8703, loss: 0.8703, grad_norm: 3.8281, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-21 05:32:36,704 - mmaction - INFO - Epoch [255][160/396] lr: 4.518e-05, eta: 0:18:57, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7849, top5_acc: 0.9187, loss_cls: 0.8464, loss: 0.8464, grad_norm: 3.8085, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.6794, loss/aux0: 0.6794 2020-10-21 05:32:37,665 - mmaction - INFO - Epoch [255][160/396] lr: 4.518e-05, eta: 0:18:57, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.7849, top5_acc: 0.9187, loss_cls: 0.8464, loss: 0.8464, grad_norm: 3.8292, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.6851, loss/aux0: 0.6851 2020-10-21 05:33:14,182 - mmaction - INFO - Epoch [255][180/396] lr: 4.518e-05, eta: 0:18:21, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9159, loss_cls: 0.8737, loss: 0.8737, grad_norm: 3.6713, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6215, loss/aux0: 0.6215 2020-10-21 05:33:15,178 - mmaction - INFO - Epoch [255][180/396] lr: 4.518e-05, eta: 0:18:21, time: 0.940, data_time: 0.004, memory: 8462, top1_acc: 0.7750, top5_acc: 0.9159, loss_cls: 0.8737, loss: 0.8737, grad_norm: 3.6468, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6111, loss/aux0: 0.6111 2020-10-21 05:33:51,766 - mmaction - INFO - Epoch [255][200/396] lr: 4.518e-05, eta: 0:17:45, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9203, loss_cls: 0.8750, loss: 0.8750, grad_norm: 3.8510, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6431, loss/aux0: 0.6431 2020-10-21 05:33:52,717 - mmaction - INFO - Epoch [255][200/396] lr: 4.518e-05, eta: 0:17:45, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7763, top5_acc: 0.9203, loss_cls: 0.8750, loss: 0.8750, grad_norm: 3.8266, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6430, loss/aux0: 0.6430 2020-10-21 05:34:29,281 - mmaction - INFO - Epoch [255][220/396] lr: 4.518e-05, eta: 0:17:09, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7805, top5_acc: 0.9156, loss_cls: 0.8635, loss: 0.8635, grad_norm: 3.6989, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-21 05:34:30,231 - mmaction - INFO - Epoch [255][220/396] lr: 4.518e-05, eta: 0:17:09, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7805, top5_acc: 0.9156, loss_cls: 0.8635, loss: 0.8635, grad_norm: 3.7423, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6190, loss/aux0: 0.6190 2020-10-21 05:35:06,823 - mmaction - INFO - Epoch [255][240/396] lr: 4.518e-05, eta: 0:16:33, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7839, top5_acc: 0.9195, loss_cls: 0.8420, loss: 0.8420, grad_norm: 3.6384, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6267, loss/aux0: 0.6267 2020-10-21 05:35:07,786 - mmaction - INFO - Epoch [255][240/396] lr: 4.518e-05, eta: 0:16:33, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7839, top5_acc: 0.9195, loss_cls: 0.8420, loss: 0.8420, grad_norm: 3.6395, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-21 05:35:44,479 - mmaction - INFO - Epoch [255][260/396] lr: 4.518e-05, eta: 0:15:57, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9122, loss_cls: 0.8860, loss: 0.8860, grad_norm: 3.7255, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6567, loss/aux0: 0.6567 2020-10-21 05:35:45,418 - mmaction - INFO - Epoch [255][260/396] lr: 4.518e-05, eta: 0:15:57, time: 0.940, data_time: 0.001, memory: 8462, top1_acc: 0.7742, top5_acc: 0.9122, loss_cls: 0.8860, loss: 0.8860, grad_norm: 3.7239, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6603, loss/aux0: 0.6603 2020-10-21 05:36:22,032 - mmaction - INFO - Epoch [255][280/396] lr: 4.518e-05, eta: 0:15:21, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7911, top5_acc: 0.9250, loss_cls: 0.8321, loss: 0.8321, grad_norm: 3.8346, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6432, loss/aux0: 0.6432 2020-10-21 05:36:22,980 - mmaction - INFO - Epoch [255][280/396] lr: 4.518e-05, eta: 0:15:21, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7911, top5_acc: 0.9250, loss_cls: 0.8321, loss: 0.8321, grad_norm: 3.8302, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6391, loss/aux0: 0.6391 2020-10-21 05:36:59,427 - mmaction - INFO - Epoch [255][300/396] lr: 4.518e-05, eta: 0:14:45, time: 0.934, data_time: 0.000, memory: 8462, top1_acc: 0.7878, top5_acc: 0.9154, loss_cls: 0.8546, loss: 0.8546, grad_norm: 3.7551, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6350, loss/aux0: 0.6350 2020-10-21 05:37:00,400 - mmaction - INFO - Epoch [255][300/396] lr: 4.518e-05, eta: 0:14:45, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7878, top5_acc: 0.9154, loss_cls: 0.8546, loss: 0.8546, grad_norm: 3.7672, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6397, loss/aux0: 0.6397 2020-10-21 05:37:36,965 - mmaction - INFO - Epoch [255][320/396] lr: 4.518e-05, eta: 0:14:09, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7807, top5_acc: 0.9151, loss_cls: 0.8691, loss: 0.8691, grad_norm: 3.7765, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6624, loss/aux0: 0.6624 2020-10-21 05:37:37,962 - mmaction - INFO - Epoch [255][320/396] lr: 4.518e-05, eta: 0:14:09, time: 0.941, data_time: 0.004, memory: 8462, top1_acc: 0.7807, top5_acc: 0.9151, loss_cls: 0.8691, loss: 0.8691, grad_norm: 3.7784, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6699, loss/aux0: 0.6699 2020-10-21 05:38:14,527 - mmaction - INFO - Epoch [255][340/396] lr: 4.518e-05, eta: 0:13:33, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7846, top5_acc: 0.9187, loss_cls: 0.8344, loss: 0.8344, grad_norm: 3.6903, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6565, loss/aux0: 0.6565 2020-10-21 05:38:15,488 - mmaction - INFO - Epoch [255][340/396] lr: 4.518e-05, eta: 0:13:33, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7846, top5_acc: 0.9187, loss_cls: 0.8344, loss: 0.8344, grad_norm: 3.6986, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6467, loss/aux0: 0.6467 2020-10-21 05:38:51,931 - mmaction - INFO - Epoch [255][360/396] lr: 4.518e-05, eta: 0:12:57, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7815, top5_acc: 0.9128, loss_cls: 0.8819, loss: 0.8819, grad_norm: 3.6303, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6492, loss/aux0: 0.6492 2020-10-21 05:38:52,875 - mmaction - INFO - Epoch [255][360/396] lr: 4.518e-05, eta: 0:12:57, time: 0.934, data_time: 0.001, memory: 8462, top1_acc: 0.7815, top5_acc: 0.9128, loss_cls: 0.8819, loss: 0.8819, grad_norm: 3.6562, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6533, loss/aux0: 0.6533 2020-10-21 05:39:29,445 - mmaction - INFO - Epoch [255][380/396] lr: 4.518e-05, eta: 0:12:21, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9089, loss_cls: 0.9085, loss: 0.9085, grad_norm: 3.8310, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6575, loss/aux0: 0.6575 2020-10-21 05:39:30,412 - mmaction - INFO - Epoch [255][380/396] lr: 4.518e-05, eta: 0:12:21, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7732, top5_acc: 0.9089, loss_cls: 0.9085, loss: 0.9085, grad_norm: 3.8541, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6611, loss/aux0: 0.6611 2020-10-21 05:45:26,218 - mmaction - INFO - Epoch [256][20/396] lr: 1.129e-05, eta: 0:11:16, time: 0.933, data_time: 0.000, memory: 8462, top1_acc: 0.7768, top5_acc: 0.9182, loss_cls: 0.8715, loss: 0.8715, grad_norm: 3.8692, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6464, loss/aux0: 0.6464 2020-10-21 05:45:27,299 - mmaction - INFO - Epoch [256][20/396] lr: 1.129e-05, eta: 0:11:16, time: 0.942, data_time: 0.011, memory: 8462, top1_acc: 0.7768, top5_acc: 0.9182, loss_cls: 0.8715, loss: 0.8715, grad_norm: 3.8586, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6524, loss/aux0: 0.6524 2020-10-21 05:46:03,827 - mmaction - INFO - Epoch [256][40/396] lr: 1.129e-05, eta: 0:10:40, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7901, top5_acc: 0.9151, loss_cls: 0.8564, loss: 0.8564, grad_norm: 3.9220, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6731, loss/aux0: 0.6731 2020-10-21 05:46:04,830 - mmaction - INFO - Epoch [256][40/396] lr: 1.129e-05, eta: 0:10:40, time: 0.941, data_time: 0.001, memory: 8462, top1_acc: 0.7901, top5_acc: 0.9151, loss_cls: 0.8564, loss: 0.8564, grad_norm: 3.9217, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6709, loss/aux0: 0.6709 2020-10-21 05:46:41,308 - mmaction - INFO - Epoch [256][60/396] lr: 1.129e-05, eta: 0:10:04, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7799, top5_acc: 0.9109, loss_cls: 0.8712, loss: 0.8712, grad_norm: 3.7327, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-21 05:46:42,272 - mmaction - INFO - Epoch [256][60/396] lr: 1.129e-05, eta: 0:10:04, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7799, top5_acc: 0.9109, loss_cls: 0.8712, loss: 0.8712, grad_norm: 3.7129, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-21 05:47:18,974 - mmaction - INFO - Epoch [256][80/396] lr: 1.129e-05, eta: 0:09:28, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7839, top5_acc: 0.9180, loss_cls: 0.8588, loss: 0.8588, grad_norm: 3.7414, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-21 05:47:19,934 - mmaction - INFO - Epoch [256][80/396] lr: 1.129e-05, eta: 0:09:28, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7839, top5_acc: 0.9180, loss_cls: 0.8588, loss: 0.8588, grad_norm: 3.7447, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6397, loss/aux0: 0.6397 2020-10-21 05:47:56,460 - mmaction - INFO - Epoch [256][100/396] lr: 1.129e-05, eta: 0:08:52, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7898, top5_acc: 0.9232, loss_cls: 0.8221, loss: 0.8221, grad_norm: 3.6465, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6197, loss/aux0: 0.6197 2020-10-21 05:47:57,412 - mmaction - INFO - Epoch [256][100/396] lr: 1.129e-05, eta: 0:08:52, time: 0.937, data_time: 0.001, memory: 8462, top1_acc: 0.7898, top5_acc: 0.9232, loss_cls: 0.8221, loss: 0.8221, grad_norm: 3.6522, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-21 05:48:33,985 - mmaction - INFO - Epoch [256][120/396] lr: 1.129e-05, eta: 0:08:16, time: 0.942, data_time: 0.000, memory: 8462, top1_acc: 0.7857, top5_acc: 0.9151, loss_cls: 0.8548, loss: 0.8548, grad_norm: 3.7291, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6650, loss/aux0: 0.6650 2020-10-21 05:48:34,924 - mmaction - INFO - Epoch [256][120/396] lr: 1.129e-05, eta: 0:08:16, time: 0.940, data_time: 0.002, memory: 8462, top1_acc: 0.7857, top5_acc: 0.9151, loss_cls: 0.8548, loss: 0.8548, grad_norm: 3.6817, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6672, loss/aux0: 0.6672 2020-10-21 05:49:11,453 - mmaction - INFO - Epoch [256][140/396] lr: 1.129e-05, eta: 0:07:40, time: 0.935, data_time: 0.000, memory: 8462, top1_acc: 0.7841, top5_acc: 0.9185, loss_cls: 0.8491, loss: 0.8491, grad_norm: 3.6646, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6531, loss/aux0: 0.6531 2020-10-21 05:49:12,408 - mmaction - INFO - Epoch [256][140/396] lr: 1.129e-05, eta: 0:07:40, time: 0.935, data_time: 0.001, memory: 8462, top1_acc: 0.7841, top5_acc: 0.9185, loss_cls: 0.8491, loss: 0.8491, grad_norm: 3.6272, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6493, loss/aux0: 0.6493 2020-10-21 05:49:49,014 - mmaction - INFO - Epoch [256][160/396] lr: 1.129e-05, eta: 0:07:04, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7727, top5_acc: 0.9120, loss_cls: 0.8966, loss: 0.8966, grad_norm: 3.7928, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6443, loss/aux0: 0.6443 2020-10-21 05:49:49,968 - mmaction - INFO - Epoch [256][160/396] lr: 1.129e-05, eta: 0:07:04, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7727, top5_acc: 0.9120, loss_cls: 0.8966, loss: 0.8966, grad_norm: 3.7827, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6529, loss/aux0: 0.6529 2020-10-21 05:50:26,542 - mmaction - INFO - Epoch [256][180/396] lr: 1.129e-05, eta: 0:06:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7727, top5_acc: 0.9172, loss_cls: 0.8933, loss: 0.8933, grad_norm: 3.8002, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6131, loss/aux0: 0.6131 2020-10-21 05:50:27,506 - mmaction - INFO - Epoch [256][180/396] lr: 1.129e-05, eta: 0:06:28, time: 0.939, data_time: 0.004, memory: 8462, top1_acc: 0.7727, top5_acc: 0.9172, loss_cls: 0.8933, loss: 0.8933, grad_norm: 3.7733, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-21 05:51:04,125 - mmaction - INFO - Epoch [256][200/396] lr: 1.129e-05, eta: 0:05:52, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7766, top5_acc: 0.9141, loss_cls: 0.8618, loss: 0.8618, grad_norm: 3.5934, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6313, loss/aux0: 0.6313 2020-10-21 05:51:05,097 - mmaction - INFO - Epoch [256][200/396] lr: 1.129e-05, eta: 0:05:52, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7766, top5_acc: 0.9141, loss_cls: 0.8618, loss: 0.8618, grad_norm: 3.5996, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6307, loss/aux0: 0.6307 2020-10-21 05:51:41,668 - mmaction - INFO - Epoch [256][220/396] lr: 1.129e-05, eta: 0:05:16, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7859, top5_acc: 0.9221, loss_cls: 0.8411, loss: 0.8411, grad_norm: 3.5388, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6507, loss/aux0: 0.6507 2020-10-21 05:51:42,619 - mmaction - INFO - Epoch [256][220/396] lr: 1.129e-05, eta: 0:05:16, time: 0.938, data_time: 0.001, memory: 8462, top1_acc: 0.7859, top5_acc: 0.9221, loss_cls: 0.8411, loss: 0.8411, grad_norm: 3.5513, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6531, loss/aux0: 0.6531 2020-10-21 05:52:19,149 - mmaction - INFO - Epoch [256][240/396] lr: 1.129e-05, eta: 0:04:40, time: 0.936, data_time: 0.000, memory: 8462, top1_acc: 0.7776, top5_acc: 0.9190, loss_cls: 0.8458, loss: 0.8458, grad_norm: 3.8089, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6629, loss/aux0: 0.6629 2020-10-21 05:52:20,078 - mmaction - INFO - Epoch [256][240/396] lr: 1.129e-05, eta: 0:04:40, time: 0.936, data_time: 0.001, memory: 8462, top1_acc: 0.7776, top5_acc: 0.9190, loss_cls: 0.8458, loss: 0.8458, grad_norm: 3.7897, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6666, loss/aux0: 0.6666 2020-10-21 05:52:56,683 - mmaction - INFO - Epoch [256][260/396] lr: 1.129e-05, eta: 0:04:04, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7724, top5_acc: 0.9240, loss_cls: 0.8759, loss: 0.8759, grad_norm: 3.8629, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6710, loss/aux0: 0.6710 2020-10-21 05:52:57,712 - mmaction - INFO - Epoch [256][260/396] lr: 1.129e-05, eta: 0:04:04, time: 0.943, data_time: 0.001, memory: 8462, top1_acc: 0.7724, top5_acc: 0.9240, loss_cls: 0.8759, loss: 0.8759, grad_norm: 3.8685, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6639, loss/aux0: 0.6639 2020-10-21 05:53:34,313 - mmaction - INFO - Epoch [256][280/396] lr: 1.129e-05, eta: 0:03:28, time: 0.941, data_time: 0.000, memory: 8462, top1_acc: 0.7867, top5_acc: 0.9190, loss_cls: 0.8484, loss: 0.8484, grad_norm: 3.6919, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6183, loss/aux0: 0.6183 2020-10-21 05:53:35,264 - mmaction - INFO - Epoch [256][280/396] lr: 1.129e-05, eta: 0:03:28, time: 0.942, data_time: 0.002, memory: 8462, top1_acc: 0.7867, top5_acc: 0.9190, loss_cls: 0.8484, loss: 0.8484, grad_norm: 3.6964, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-21 05:54:11,797 - mmaction - INFO - Epoch [256][300/396] lr: 1.129e-05, eta: 0:02:52, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7729, top5_acc: 0.9104, loss_cls: 0.8885, loss: 0.8885, grad_norm: 3.7604, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-21 05:54:12,755 - mmaction - INFO - Epoch [256][300/396] lr: 1.129e-05, eta: 0:02:52, time: 0.939, data_time: 0.003, memory: 8462, top1_acc: 0.7729, top5_acc: 0.9104, loss_cls: 0.8885, loss: 0.8885, grad_norm: 3.7445, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6365, loss/aux0: 0.6365 2020-10-21 05:54:49,343 - mmaction - INFO - Epoch [256][320/396] lr: 1.129e-05, eta: 0:02:16, time: 0.940, data_time: 0.000, memory: 8462, top1_acc: 0.7870, top5_acc: 0.9169, loss_cls: 0.8669, loss: 0.8669, grad_norm: 3.8393, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6808, loss/aux0: 0.6808 2020-10-21 05:54:50,272 - mmaction - INFO - Epoch [256][320/396] lr: 1.129e-05, eta: 0:02:16, time: 0.939, data_time: 0.002, memory: 8462, top1_acc: 0.7870, top5_acc: 0.9169, loss_cls: 0.8669, loss: 0.8669, grad_norm: 3.8210, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6769, loss/aux0: 0.6769 2020-10-21 05:55:26,810 - mmaction - INFO - Epoch [256][340/396] lr: 1.129e-05, eta: 0:01:40, time: 0.938, data_time: 0.000, memory: 8462, top1_acc: 0.7714, top5_acc: 0.9190, loss_cls: 0.8708, loss: 0.8708, grad_norm: 3.6900, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-21 05:55:27,766 - mmaction - INFO - Epoch [256][340/396] lr: 1.129e-05, eta: 0:01:40, time: 0.939, data_time: 0.001, memory: 8462, top1_acc: 0.7714, top5_acc: 0.9190, loss_cls: 0.8708, loss: 0.8708, grad_norm: 3.6705, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6267, loss/aux0: 0.6267 2020-10-21 05:56:04,312 - mmaction - INFO - Epoch [256][360/396] lr: 1.129e-05, eta: 0:01:04, time: 0.939, data_time: 0.000, memory: 8462, top1_acc: 0.7810, top5_acc: 0.9182, loss_cls: 0.8566, loss: 0.8566, grad_norm: 3.9212, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6875, loss/aux0: 0.6875 2020-10-21 05:56:05,312 - mmaction - INFO - Epoch [256][360/396] lr: 1.129e-05, eta: 0:01:04, time: 0.941, data_time: 0.002, memory: 8462, top1_acc: 0.7810, top5_acc: 0.9182, loss_cls: 0.8566, loss: 0.8566, grad_norm: 3.9443, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6995, loss/aux0: 0.6995 2020-10-21 05:56:41,830 - mmaction - INFO - Epoch [256][380/396] lr: 1.129e-05, eta: 0:00:28, time: 0.937, data_time: 0.000, memory: 8462, top1_acc: 0.7779, top5_acc: 0.9211, loss_cls: 0.8669, loss: 0.8669, grad_norm: 3.7610, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6589, loss/aux0: 0.6589 2020-10-21 05:56:42,768 - mmaction - INFO - Epoch [256][380/396] lr: 1.129e-05, eta: 0:00:28, time: 0.938, data_time: 0.002, memory: 8462, top1_acc: 0.7779, top5_acc: 0.9211, loss_cls: 0.8669, loss: 0.8669, grad_norm: 3.7309, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6557, loss/aux0: 0.6557 2020-10-21 05:57:22,513 - mmaction - INFO - Saving checkpoint at 256 epochs 2020-10-21 05:59:24,610 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 05:59:24,716 - mmaction - INFO - top1_acc 0.7708 top5_acc 0.9297 2020-10-21 05:59:24,717 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 05:59:24,759 - mmaction - INFO - mean_acc 0.7710 2020-10-21 05:59:24,759 - mmaction - INFO - Now best checkpoint is epoch_256.pth 2020-10-21 05:59:24,765 - mmaction - INFO - Epoch(val) [256][396] top1_acc: 0.7708, top5_acc: 0.9297, mean_class_accuracy: 0.7710