2020-10-21 20:32:52,793 - 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+781a67d ------------------------------------------------------------ 2020-10-21 20:32:52,794 - mmaction - INFO - Distributed training: True 2020-10-21 20:32:52,794 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/omnisource/kraw/slowonly_8x8_kraw.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' kraw_root = 'omnisource/kinetics_raw' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_kraw = 'data/omnisource/kraw_200.json' 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_kraw_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict(type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=10, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=12, omni_videos_per_gpu=[12, 12], workers_per_gpu=3, train=[dict(type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_kinetics_pipeline), dict(type='RawVideoDataset', ann_file=ann_file_kraw, data_prefix=kraw_root, pipeline=train_kraw_pipeline, clipname_tmpl='_part_{}.mp4', sampling_strategy='positive')], val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.45, 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_kraw' load_from = None resume_from = None find_unused_parameters = False 2020-10-21 20:33:17,535 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-202, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/slowonly_8x8_kraw 2020-10-21 20:33:17,535 - mmaction - INFO - workflow: [('train', 8)], max: 256 epochs 2020-10-21 20:37:42,754 - mmaction - INFO - Epoch [1][20/264] lr: 4.500e-01, eta: 17:29:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.0139, top5_acc: 0.0550, loss_cls: 5.6079, loss: 5.6079, grad_norm: 0.8294, top1_acc/aux0: 0.0143, top5_acc/aux0: 0.0609, loss_cls/aux0: 5.6211, loss/aux0: 5.6211 2020-10-21 20:37:43,693 - mmaction - INFO - Epoch [1][20/264] lr: 4.500e-01, eta: 1 day, 11:04:05, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.0139, top5_acc: 0.0550, loss_cls: 5.6079, loss: 5.6079, grad_norm: 0.8146, top1_acc/aux0: 0.0149, top5_acc/aux0: 0.0618, loss_cls/aux0: 5.6088, loss/aux0: 5.6088 2020-10-21 20:38:20,251 - mmaction - INFO - Epoch [1][40/264] lr: 4.500e-01, eta: 1 day, 2:23:58, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.0200, top5_acc: 0.0780, loss_cls: 5.1559, loss: 5.1559, grad_norm: 0.5643, top1_acc/aux0: 0.0200, top5_acc/aux0: 0.0762, loss_cls/aux0: 5.1813, loss/aux0: 5.1813 2020-10-21 20:38:21,213 - mmaction - INFO - Epoch [1][40/264] lr: 4.500e-01, eta: 1 day, 11:16:38, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.0200, top5_acc: 0.0780, loss_cls: 5.1559, loss: 5.1559, grad_norm: 0.5614, top1_acc/aux0: 0.0194, top5_acc/aux0: 0.0759, loss_cls/aux0: 5.1689, loss/aux0: 5.1689 2020-10-21 20:38:57,940 - mmaction - INFO - Epoch [1][60/264] lr: 4.500e-01, eta: 1 day, 5:25:05, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.0241, top5_acc: 0.0948, loss_cls: 5.0127, loss: 5.0127, grad_norm: 0.4758, top1_acc/aux0: 0.0222, top5_acc/aux0: 0.0884, loss_cls/aux0: 5.0661, loss/aux0: 5.0661 2020-10-21 20:38:58,876 - mmaction - INFO - Epoch [1][60/264] lr: 4.500e-01, eta: 1 day, 11:18:58, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.0241, top5_acc: 0.0948, loss_cls: 5.0127, loss: 5.0127, grad_norm: 0.4735, top1_acc/aux0: 0.0222, top5_acc/aux0: 0.0898, loss_cls/aux0: 5.0626, loss/aux0: 5.0626 2020-10-21 20:39:35,713 - mmaction - INFO - Epoch [1][80/264] lr: 4.500e-01, eta: 1 day, 6:54:31, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.0255, top5_acc: 0.1042, loss_cls: 4.9627, loss: 4.9627, grad_norm: 0.4300, top1_acc/aux0: 0.0236, top5_acc/aux0: 0.0941, loss_cls/aux0: 5.0238, loss/aux0: 5.0238 2020-10-21 20:39:36,673 - mmaction - INFO - Epoch [1][80/264] lr: 4.500e-01, eta: 1 day, 11:20:30, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.0255, top5_acc: 0.1042, loss_cls: 4.9627, loss: 4.9627, grad_norm: 0.4270, top1_acc/aux0: 0.0243, top5_acc/aux0: 0.0946, loss_cls/aux0: 5.0193, loss/aux0: 5.0193 2020-10-21 20:40:13,666 - mmaction - INFO - Epoch [1][100/264] lr: 4.500e-01, eta: 1 day, 7:49:05, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.0325, top5_acc: 0.1170, loss_cls: 4.9060, loss: 4.9060, grad_norm: 0.4356, top1_acc/aux0: 0.0330, top5_acc/aux0: 0.1115, loss_cls/aux0: 4.9479, loss/aux0: 4.9479 2020-10-21 20:40:14,636 - mmaction - INFO - Epoch [1][100/264] lr: 4.500e-01, eta: 1 day, 11:23:09, time: 0.952, data_time: 0.005, memory: 8466, top1_acc: 0.0325, top5_acc: 0.1170, loss_cls: 4.9060, loss: 4.9060, grad_norm: 0.4357, top1_acc/aux0: 0.0330, top5_acc/aux0: 0.1106, loss_cls/aux0: 4.9494, loss/aux0: 4.9494 2020-10-21 20:40:51,206 - mmaction - INFO - Epoch [1][120/264] lr: 4.500e-01, eta: 1 day, 8:25:10, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.0332, top5_acc: 0.1238, loss_cls: 4.8658, loss: 4.8658, grad_norm: 0.4543, top1_acc/aux0: 0.0340, top5_acc/aux0: 0.1184, loss_cls/aux0: 4.9119, loss/aux0: 4.9119 2020-10-21 20:40:52,166 - mmaction - INFO - Epoch [1][120/264] lr: 4.500e-01, eta: 1 day, 11:21:51, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.0332, top5_acc: 0.1238, loss_cls: 4.8658, loss: 4.8658, grad_norm: 0.4579, top1_acc/aux0: 0.0344, top5_acc/aux0: 0.1208, loss_cls/aux0: 4.9049, loss/aux0: 4.9049 2020-10-21 20:41:28,898 - mmaction - INFO - Epoch [1][140/264] lr: 4.500e-01, eta: 1 day, 8:49:42, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.0389, top5_acc: 0.1363, loss_cls: 4.8293, loss: 4.8293, grad_norm: 0.4542, top1_acc/aux0: 0.0373, top5_acc/aux0: 0.1288, loss_cls/aux0: 4.8541, loss/aux0: 4.8541 2020-10-21 20:41:29,875 - mmaction - INFO - Epoch [1][140/264] lr: 4.500e-01, eta: 1 day, 11:21:35, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.0389, top5_acc: 0.1363, loss_cls: 4.8293, loss: 4.8293, grad_norm: 0.4553, top1_acc/aux0: 0.0365, top5_acc/aux0: 0.1286, loss_cls/aux0: 4.8550, loss/aux0: 4.8550 2020-10-21 20:42:06,893 - mmaction - INFO - Epoch [1][160/264] lr: 4.500e-01, eta: 1 day, 9:09:01, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.0418, top5_acc: 0.1524, loss_cls: 4.7427, loss: 4.7427, grad_norm: 0.4864, top1_acc/aux0: 0.0380, top5_acc/aux0: 0.1429, loss_cls/aux0: 4.8100, loss/aux0: 4.8100 2020-10-21 20:42:07,901 - mmaction - INFO - Epoch [1][160/264] lr: 4.500e-01, eta: 1 day, 11:22:42, time: 0.952, data_time: 0.004, memory: 8466, top1_acc: 0.0418, top5_acc: 0.1524, loss_cls: 4.7427, loss: 4.7427, grad_norm: 0.4871, top1_acc/aux0: 0.0391, top5_acc/aux0: 0.1420, loss_cls/aux0: 4.8095, loss/aux0: 4.8095 2020-10-21 20:42:44,737 - mmaction - INFO - Epoch [1][180/264] lr: 4.500e-01, eta: 1 day, 9:24:07, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.0484, top5_acc: 0.1530, loss_cls: 4.7395, loss: 4.7395, grad_norm: 0.4709, top1_acc/aux0: 0.0464, top5_acc/aux0: 0.1427, loss_cls/aux0: 4.7812, loss/aux0: 4.7812 2020-10-21 20:42:45,679 - mmaction - INFO - Epoch [1][180/264] lr: 4.500e-01, eta: 1 day, 11:22:16, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.0484, top5_acc: 0.1530, loss_cls: 4.7395, loss: 4.7395, grad_norm: 0.4716, top1_acc/aux0: 0.0488, top5_acc/aux0: 0.1465, loss_cls/aux0: 4.7709, loss/aux0: 4.7709 2020-10-21 20:43:22,716 - mmaction - INFO - Epoch [1][200/264] lr: 4.500e-01, eta: 1 day, 9:35:43, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.0477, top5_acc: 0.1672, loss_cls: 4.6936, loss: 4.6936, grad_norm: 0.5209, top1_acc/aux0: 0.0514, top5_acc/aux0: 0.1651, loss_cls/aux0: 4.7017, loss/aux0: 4.7017 2020-10-21 20:43:23,746 - mmaction - INFO - Epoch [1][200/264] lr: 4.500e-01, eta: 1 day, 11:22:28, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.0477, top5_acc: 0.1672, loss_cls: 4.6936, loss: 4.6936, grad_norm: 0.5207, top1_acc/aux0: 0.0481, top5_acc/aux0: 0.1627, loss_cls/aux0: 4.7089, loss/aux0: 4.7089 2020-10-21 20:44:00,861 - mmaction - INFO - Epoch [1][220/264] lr: 4.500e-01, eta: 1 day, 9:46:21, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.0547, top5_acc: 0.1826, loss_cls: 4.6267, loss: 4.6267, grad_norm: 0.5277, top1_acc/aux0: 0.0497, top5_acc/aux0: 0.1668, loss_cls/aux0: 4.7044, loss/aux0: 4.7044 2020-10-21 20:44:01,842 - mmaction - INFO - Epoch [1][220/264] lr: 4.500e-01, eta: 1 day, 11:23:34, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.0547, top5_acc: 0.1826, loss_cls: 4.6267, loss: 4.6267, grad_norm: 0.5291, top1_acc/aux0: 0.0517, top5_acc/aux0: 0.1688, loss_cls/aux0: 4.6963, loss/aux0: 4.6963 2020-10-21 20:44:38,812 - mmaction - INFO - Epoch [1][240/264] lr: 4.500e-01, eta: 1 day, 9:55:22, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.0613, top5_acc: 0.1972, loss_cls: 4.5583, loss: 4.5583, grad_norm: 0.5352, top1_acc/aux0: 0.0550, top5_acc/aux0: 0.1818, loss_cls/aux0: 4.6446, loss/aux0: 4.6446 2020-10-21 20:44:39,779 - mmaction - INFO - Epoch [1][240/264] lr: 4.500e-01, eta: 1 day, 11:24:49, time: 0.956, data_time: 0.004, memory: 8466, top1_acc: 0.0613, top5_acc: 0.1972, loss_cls: 4.5583, loss: 4.5583, grad_norm: 0.5400, top1_acc/aux0: 0.0538, top5_acc/aux0: 0.1804, loss_cls/aux0: 4.6421, loss/aux0: 4.6421 2020-10-21 20:45:16,399 - mmaction - INFO - Epoch [1][260/264] lr: 4.500e-01, eta: 1 day, 10:01:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.0688, top5_acc: 0.2085, loss_cls: 4.4944, loss: 4.4944, grad_norm: 0.5552, top1_acc/aux0: 0.0587, top5_acc/aux0: 0.1851, loss_cls/aux0: 4.5985, loss/aux0: 4.5985 2020-10-21 20:45:17,335 - mmaction - INFO - Epoch [1][260/264] lr: 4.500e-01, eta: 1 day, 11:21:55, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.0688, top5_acc: 0.2085, loss_cls: 4.4944, loss: 4.4944, grad_norm: 0.5554, top1_acc/aux0: 0.0602, top5_acc/aux0: 0.1880, loss_cls/aux0: 4.5933, loss/aux0: 4.5933 2020-10-21 20:51:33,730 - mmaction - INFO - Epoch [2][20/264] lr: 4.500e-01, eta: 1 day, 9:35:24, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.0733, top5_acc: 0.2215, loss_cls: 4.4608, loss: 4.4608, grad_norm: 0.5571, top1_acc/aux0: 0.0618, top5_acc/aux0: 0.2049, loss_cls/aux0: 4.5424, loss/aux0: 4.5424 2020-10-21 20:51:34,699 - mmaction - INFO - Epoch [2][20/264] lr: 4.500e-01, eta: 1 day, 10:49:09, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.0733, top5_acc: 0.2215, loss_cls: 4.4608, loss: 4.4608, grad_norm: 0.5548, top1_acc/aux0: 0.0609, top5_acc/aux0: 0.2021, loss_cls/aux0: 4.5472, loss/aux0: 4.5472 2020-10-21 20:52:11,466 - mmaction - INFO - Epoch [2][40/264] lr: 4.500e-01, eta: 1 day, 9:40:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.0747, top5_acc: 0.2214, loss_cls: 4.4225, loss: 4.4225, grad_norm: 0.5700, top1_acc/aux0: 0.0691, top5_acc/aux0: 0.2168, loss_cls/aux0: 4.4971, loss/aux0: 4.4971 2020-10-21 20:52:12,401 - mmaction - INFO - Epoch [2][40/264] lr: 4.500e-01, eta: 1 day, 10:49:47, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.0747, top5_acc: 0.2214, loss_cls: 4.4225, loss: 4.4225, grad_norm: 0.5723, top1_acc/aux0: 0.0703, top5_acc/aux0: 0.2208, loss_cls/aux0: 4.4878, loss/aux0: 4.4878 2020-10-21 20:52:49,238 - mmaction - INFO - Epoch [2][60/264] lr: 4.500e-01, eta: 1 day, 9:45:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.0811, top5_acc: 0.2387, loss_cls: 4.3592, loss: 4.3592, grad_norm: 0.5606, top1_acc/aux0: 0.0701, top5_acc/aux0: 0.2212, loss_cls/aux0: 4.4442, loss/aux0: 4.4442 2020-10-21 20:52:50,201 - mmaction - INFO - Epoch [2][60/264] lr: 4.500e-01, eta: 1 day, 10:50:03, time: 0.940, data_time: 0.005, memory: 8466, top1_acc: 0.0811, top5_acc: 0.2387, loss_cls: 4.3592, loss: 4.3592, grad_norm: 0.5631, top1_acc/aux0: 0.0707, top5_acc/aux0: 0.2201, loss_cls/aux0: 4.4437, loss/aux0: 4.4437 2020-10-21 20:53:26,871 - mmaction - INFO - Epoch [2][80/264] lr: 4.500e-01, eta: 1 day, 9:49:15, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.0840, top5_acc: 0.2469, loss_cls: 4.3370, loss: 4.3370, grad_norm: 0.5755, top1_acc/aux0: 0.0736, top5_acc/aux0: 0.2269, loss_cls/aux0: 4.4200, loss/aux0: 4.4200 2020-10-21 20:53:27,804 - mmaction - INFO - Epoch [2][80/264] lr: 4.500e-01, eta: 1 day, 10:50:32, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.0840, top5_acc: 0.2469, loss_cls: 4.3370, loss: 4.3370, grad_norm: 0.5726, top1_acc/aux0: 0.0738, top5_acc/aux0: 0.2283, loss_cls/aux0: 4.4154, loss/aux0: 4.4154 2020-10-21 20:54:04,708 - mmaction - INFO - Epoch [2][100/264] lr: 4.500e-01, eta: 1 day, 9:53:19, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.0859, top5_acc: 0.2477, loss_cls: 4.3304, loss: 4.3304, grad_norm: 0.5631, top1_acc/aux0: 0.0707, top5_acc/aux0: 0.2347, loss_cls/aux0: 4.4087, loss/aux0: 4.4087 2020-10-21 20:54:05,657 - mmaction - INFO - Epoch [2][100/264] lr: 4.500e-01, eta: 1 day, 10:51:42, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.0859, top5_acc: 0.2477, loss_cls: 4.3304, loss: 4.3304, grad_norm: 0.5665, top1_acc/aux0: 0.0698, top5_acc/aux0: 0.2340, loss_cls/aux0: 4.4116, loss/aux0: 4.4116 2020-10-21 20:54:42,428 - mmaction - INFO - Epoch [2][120/264] lr: 4.500e-01, eta: 1 day, 9:56:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.0878, top5_acc: 0.2592, loss_cls: 4.2815, loss: 4.2815, grad_norm: 0.5624, top1_acc/aux0: 0.0807, top5_acc/aux0: 0.2345, loss_cls/aux0: 4.3845, loss/aux0: 4.3845 2020-10-21 20:54:43,377 - mmaction - INFO - Epoch [2][120/264] lr: 4.500e-01, eta: 1 day, 10:51:48, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.0878, top5_acc: 0.2592, loss_cls: 4.2815, loss: 4.2815, grad_norm: 0.5641, top1_acc/aux0: 0.0832, top5_acc/aux0: 0.2358, loss_cls/aux0: 4.3807, loss/aux0: 4.3807 2020-10-21 20:55:20,029 - mmaction - INFO - Epoch [2][140/264] lr: 4.500e-01, eta: 1 day, 9:59:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.0882, top5_acc: 0.2637, loss_cls: 4.2911, loss: 4.2911, grad_norm: 0.5706, top1_acc/aux0: 0.0865, top5_acc/aux0: 0.2547, loss_cls/aux0: 4.3390, loss/aux0: 4.3390 2020-10-21 20:55:20,988 - mmaction - INFO - Epoch [2][140/264] lr: 4.500e-01, eta: 1 day, 10:52:01, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.0882, top5_acc: 0.2637, loss_cls: 4.2911, loss: 4.2911, grad_norm: 0.5708, top1_acc/aux0: 0.0840, top5_acc/aux0: 0.2538, loss_cls/aux0: 4.3377, loss/aux0: 4.3377 2020-10-21 20:55:58,186 - mmaction - INFO - Epoch [2][160/264] lr: 4.500e-01, eta: 1 day, 10:03:32, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.0964, top5_acc: 0.2816, loss_cls: 4.2355, loss: 4.2355, grad_norm: 0.5848, top1_acc/aux0: 0.0844, top5_acc/aux0: 0.2503, loss_cls/aux0: 4.3234, loss/aux0: 4.3234 2020-10-21 20:55:59,122 - mmaction - INFO - Epoch [2][160/264] lr: 4.500e-01, eta: 1 day, 10:54:17, time: 0.961, data_time: 0.003, memory: 8466, top1_acc: 0.0964, top5_acc: 0.2816, loss_cls: 4.2355, loss: 4.2355, grad_norm: 0.5865, top1_acc/aux0: 0.0849, top5_acc/aux0: 0.2495, loss_cls/aux0: 4.3279, loss/aux0: 4.3279 2020-10-21 20:56:35,938 - mmaction - INFO - Epoch [2][180/264] lr: 4.500e-01, eta: 1 day, 10:07:03, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.0964, top5_acc: 0.2840, loss_cls: 4.2041, loss: 4.2041, grad_norm: 0.5921, top1_acc/aux0: 0.0882, top5_acc/aux0: 0.2682, loss_cls/aux0: 4.2740, loss/aux0: 4.2740 2020-10-21 20:56:36,906 - mmaction - INFO - Epoch [2][180/264] lr: 4.500e-01, eta: 1 day, 10:54:53, time: 0.949, data_time: 0.005, memory: 8466, top1_acc: 0.0964, top5_acc: 0.2840, loss_cls: 4.2041, loss: 4.2041, grad_norm: 0.5937, top1_acc/aux0: 0.0894, top5_acc/aux0: 0.2708, loss_cls/aux0: 4.2737, loss/aux0: 4.2737 2020-10-21 20:57:13,808 - mmaction - INFO - Epoch [2][200/264] lr: 4.500e-01, eta: 1 day, 10:09:46, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.0976, top5_acc: 0.2861, loss_cls: 4.1904, loss: 4.1904, grad_norm: 0.5851, top1_acc/aux0: 0.0922, top5_acc/aux0: 0.2674, loss_cls/aux0: 4.2825, loss/aux0: 4.2825 2020-10-21 20:57:14,752 - mmaction - INFO - Epoch [2][200/264] lr: 4.500e-01, eta: 1 day, 10:55:27, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.0976, top5_acc: 0.2861, loss_cls: 4.1904, loss: 4.1904, grad_norm: 0.5868, top1_acc/aux0: 0.0931, top5_acc/aux0: 0.2679, loss_cls/aux0: 4.2782, loss/aux0: 4.2782 2020-10-21 20:57:51,835 - mmaction - INFO - Epoch [2][220/264] lr: 4.500e-01, eta: 1 day, 10:12:00, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.1052, top5_acc: 0.2946, loss_cls: 4.1548, loss: 4.1548, grad_norm: 0.5718, top1_acc/aux0: 0.0925, top5_acc/aux0: 0.2677, loss_cls/aux0: 4.2820, loss/aux0: 4.2820 2020-10-21 20:57:52,838 - mmaction - INFO - Epoch [2][220/264] lr: 4.500e-01, eta: 1 day, 10:55:39, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.1052, top5_acc: 0.2946, loss_cls: 4.1548, loss: 4.1548, grad_norm: 0.5743, top1_acc/aux0: 0.0924, top5_acc/aux0: 0.2696, loss_cls/aux0: 4.2724, loss/aux0: 4.2724 2020-10-21 20:58:29,733 - mmaction - INFO - Epoch [2][240/264] lr: 4.500e-01, eta: 1 day, 10:14:06, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.1078, top5_acc: 0.2988, loss_cls: 4.1484, loss: 4.1484, grad_norm: 0.5755, top1_acc/aux0: 0.0960, top5_acc/aux0: 0.2774, loss_cls/aux0: 4.2225, loss/aux0: 4.2225 2020-10-21 20:58:30,676 - mmaction - INFO - Epoch [2][240/264] lr: 4.500e-01, eta: 1 day, 10:56:19, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.1078, top5_acc: 0.2988, loss_cls: 4.1484, loss: 4.1484, grad_norm: 0.5776, top1_acc/aux0: 0.0950, top5_acc/aux0: 0.2748, loss_cls/aux0: 4.2338, loss/aux0: 4.2338 2020-10-21 20:59:07,306 - mmaction - INFO - Epoch [2][260/264] lr: 4.500e-01, eta: 1 day, 10:15:31, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1089, top5_acc: 0.3083, loss_cls: 4.0960, loss: 4.0960, grad_norm: 0.5937, top1_acc/aux0: 0.0986, top5_acc/aux0: 0.2813, loss_cls/aux0: 4.2295, loss/aux0: 4.2295 2020-10-21 20:59:08,244 - mmaction - INFO - Epoch [2][260/264] lr: 4.500e-01, eta: 1 day, 10:55:23, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.1089, top5_acc: 0.3083, loss_cls: 4.0960, loss: 4.0960, grad_norm: 0.5924, top1_acc/aux0: 0.0995, top5_acc/aux0: 0.2823, loss_cls/aux0: 4.2218, loss/aux0: 4.2218 2020-10-21 21:05:29,950 - mmaction - INFO - Epoch [3][20/264] lr: 4.499e-01, eta: 1 day, 10:00:40, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.1184, top5_acc: 0.3144, loss_cls: 4.0835, loss: 4.0835, grad_norm: 0.5944, top1_acc/aux0: 0.1027, top5_acc/aux0: 0.2909, loss_cls/aux0: 4.1867, loss/aux0: 4.1867 2020-10-21 21:05:30,904 - mmaction - INFO - Epoch [3][20/264] lr: 4.499e-01, eta: 1 day, 10:38:34, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.1184, top5_acc: 0.3144, loss_cls: 4.0835, loss: 4.0835, grad_norm: 0.5972, top1_acc/aux0: 0.1036, top5_acc/aux0: 0.2944, loss_cls/aux0: 4.1752, loss/aux0: 4.1752 2020-10-21 21:06:07,596 - mmaction - INFO - Epoch [3][40/264] lr: 4.499e-01, eta: 1 day, 10:01:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1229, top5_acc: 0.3156, loss_cls: 4.0773, loss: 4.0773, grad_norm: 0.6121, top1_acc/aux0: 0.1135, top5_acc/aux0: 0.2979, loss_cls/aux0: 4.1532, loss/aux0: 4.1532 2020-10-21 21:06:08,532 - mmaction - INFO - Epoch [3][40/264] lr: 4.499e-01, eta: 1 day, 10:38:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.1229, top5_acc: 0.3156, loss_cls: 4.0773, loss: 4.0773, grad_norm: 0.6107, top1_acc/aux0: 0.1141, top5_acc/aux0: 0.2962, loss_cls/aux0: 4.1595, loss/aux0: 4.1595 2020-10-21 21:06:45,199 - mmaction - INFO - Epoch [3][60/264] lr: 4.499e-01, eta: 1 day, 10:02:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.1191, top5_acc: 0.3227, loss_cls: 4.0515, loss: 4.0515, grad_norm: 0.6248, top1_acc/aux0: 0.1146, top5_acc/aux0: 0.2998, loss_cls/aux0: 4.1328, loss/aux0: 4.1328 2020-10-21 21:06:46,416 - mmaction - INFO - Epoch [3][60/264] lr: 4.499e-01, eta: 1 day, 10:38:37, time: 0.947, data_time: 0.014, memory: 8466, top1_acc: 0.1191, top5_acc: 0.3227, loss_cls: 4.0515, loss: 4.0515, grad_norm: 0.6259, top1_acc/aux0: 0.1135, top5_acc/aux0: 0.3002, loss_cls/aux0: 4.1315, loss/aux0: 4.1315 2020-10-21 21:07:23,417 - mmaction - INFO - Epoch [3][80/264] lr: 4.499e-01, eta: 1 day, 10:04:24, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.1160, top5_acc: 0.3269, loss_cls: 4.0435, loss: 4.0435, grad_norm: 0.6008, top1_acc/aux0: 0.1125, top5_acc/aux0: 0.3089, loss_cls/aux0: 4.1363, loss/aux0: 4.1363 2020-10-21 21:07:24,375 - mmaction - INFO - Epoch [3][80/264] lr: 4.499e-01, eta: 1 day, 10:39:11, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.1160, top5_acc: 0.3269, loss_cls: 4.0435, loss: 4.0435, grad_norm: 0.6035, top1_acc/aux0: 0.1123, top5_acc/aux0: 0.3069, loss_cls/aux0: 4.1404, loss/aux0: 4.1404 2020-10-21 21:08:01,253 - mmaction - INFO - Epoch [3][100/264] lr: 4.499e-01, eta: 1 day, 10:05:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.1238, top5_acc: 0.3309, loss_cls: 4.0364, loss: 4.0364, grad_norm: 0.6128, top1_acc/aux0: 0.1149, top5_acc/aux0: 0.3156, loss_cls/aux0: 4.1213, loss/aux0: 4.1213 2020-10-21 21:08:02,199 - mmaction - INFO - Epoch [3][100/264] lr: 4.499e-01, eta: 1 day, 10:39:13, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.1238, top5_acc: 0.3309, loss_cls: 4.0364, loss: 4.0364, grad_norm: 0.6150, top1_acc/aux0: 0.1142, top5_acc/aux0: 0.3148, loss_cls/aux0: 4.1273, loss/aux0: 4.1273 2020-10-21 21:08:39,161 - mmaction - INFO - Epoch [3][120/264] lr: 4.499e-01, eta: 1 day, 10:07:09, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.1318, top5_acc: 0.3378, loss_cls: 3.9963, loss: 3.9963, grad_norm: 0.6180, top1_acc/aux0: 0.1075, top5_acc/aux0: 0.3035, loss_cls/aux0: 4.1285, loss/aux0: 4.1285 2020-10-21 21:08:40,122 - mmaction - INFO - Epoch [3][120/264] lr: 4.499e-01, eta: 1 day, 10:39:53, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.1318, top5_acc: 0.3378, loss_cls: 3.9963, loss: 3.9963, grad_norm: 0.6220, top1_acc/aux0: 0.1080, top5_acc/aux0: 0.3052, loss_cls/aux0: 4.1194, loss/aux0: 4.1194 2020-10-21 21:09:17,126 - mmaction - INFO - Epoch [3][140/264] lr: 4.499e-01, eta: 1 day, 10:08:44, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.1366, top5_acc: 0.3399, loss_cls: 3.9672, loss: 3.9672, grad_norm: 0.6296, top1_acc/aux0: 0.1205, top5_acc/aux0: 0.3186, loss_cls/aux0: 4.0584, loss/aux0: 4.0584 2020-10-21 21:09:18,099 - mmaction - INFO - Epoch [3][140/264] lr: 4.499e-01, eta: 1 day, 10:40:32, time: 0.952, data_time: 0.004, memory: 8466, top1_acc: 0.1366, top5_acc: 0.3399, loss_cls: 3.9672, loss: 3.9672, grad_norm: 0.6323, top1_acc/aux0: 0.1205, top5_acc/aux0: 0.3168, loss_cls/aux0: 4.0648, loss/aux0: 4.0648 2020-10-21 21:09:55,046 - mmaction - INFO - Epoch [3][160/264] lr: 4.499e-01, eta: 1 day, 10:10:00, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.1259, top5_acc: 0.3465, loss_cls: 3.9594, loss: 3.9594, grad_norm: 0.6269, top1_acc/aux0: 0.1186, top5_acc/aux0: 0.3155, loss_cls/aux0: 4.0650, loss/aux0: 4.0650 2020-10-21 21:09:55,997 - mmaction - INFO - Epoch [3][160/264] lr: 4.499e-01, eta: 1 day, 10:40:36, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.1259, top5_acc: 0.3465, loss_cls: 3.9594, loss: 3.9594, grad_norm: 0.6272, top1_acc/aux0: 0.1196, top5_acc/aux0: 0.3165, loss_cls/aux0: 4.0572, loss/aux0: 4.0572 2020-10-21 21:10:32,859 - mmaction - INFO - Epoch [3][180/264] lr: 4.499e-01, eta: 1 day, 10:10:55, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.1410, top5_acc: 0.3642, loss_cls: 3.9015, loss: 3.9015, grad_norm: 0.6319, top1_acc/aux0: 0.1255, top5_acc/aux0: 0.3215, loss_cls/aux0: 4.0392, loss/aux0: 4.0392 2020-10-21 21:10:33,827 - mmaction - INFO - Epoch [3][180/264] lr: 4.499e-01, eta: 1 day, 10:40:41, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.1410, top5_acc: 0.3642, loss_cls: 3.9015, loss: 3.9015, grad_norm: 0.6359, top1_acc/aux0: 0.1248, top5_acc/aux0: 0.3243, loss_cls/aux0: 4.0358, loss/aux0: 4.0358 2020-10-21 21:11:10,924 - mmaction - INFO - Epoch [3][200/264] lr: 4.499e-01, eta: 1 day, 10:11:58, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.1311, top5_acc: 0.3424, loss_cls: 3.9765, loss: 3.9765, grad_norm: 0.6184, top1_acc/aux0: 0.1160, top5_acc/aux0: 0.3153, loss_cls/aux0: 4.0482, loss/aux0: 4.0482 2020-10-21 21:11:11,885 - mmaction - INFO - Epoch [3][200/264] lr: 4.499e-01, eta: 1 day, 10:41:04, time: 0.951, data_time: 0.004, memory: 8466, top1_acc: 0.1311, top5_acc: 0.3424, loss_cls: 3.9765, loss: 3.9765, grad_norm: 0.6186, top1_acc/aux0: 0.1181, top5_acc/aux0: 0.3137, loss_cls/aux0: 4.0523, loss/aux0: 4.0523 2020-10-21 21:11:49,112 - mmaction - INFO - Epoch [3][220/264] lr: 4.499e-01, eta: 1 day, 10:13:08, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.1280, top5_acc: 0.3488, loss_cls: 3.9405, loss: 3.9405, grad_norm: 0.6427, top1_acc/aux0: 0.1316, top5_acc/aux0: 0.3408, loss_cls/aux0: 3.9893, loss/aux0: 3.9893 2020-10-21 21:11:50,048 - mmaction - INFO - Epoch [3][220/264] lr: 4.499e-01, eta: 1 day, 10:41:36, time: 0.955, data_time: 0.007, memory: 8466, top1_acc: 0.1280, top5_acc: 0.3488, loss_cls: 3.9405, loss: 3.9405, grad_norm: 0.6423, top1_acc/aux0: 0.1299, top5_acc/aux0: 0.3408, loss_cls/aux0: 3.9866, loss/aux0: 3.9866 2020-10-21 21:12:26,926 - mmaction - INFO - Epoch [3][240/264] lr: 4.499e-01, eta: 1 day, 10:14:05, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1359, top5_acc: 0.3611, loss_cls: 3.9165, loss: 3.9165, grad_norm: 0.6393, top1_acc/aux0: 0.1285, top5_acc/aux0: 0.3436, loss_cls/aux0: 3.9974, loss/aux0: 3.9974 2020-10-21 21:12:27,893 - mmaction - INFO - Epoch [3][240/264] lr: 4.499e-01, eta: 1 day, 10:41:30, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.1359, top5_acc: 0.3611, loss_cls: 3.9165, loss: 3.9165, grad_norm: 0.6414, top1_acc/aux0: 0.1290, top5_acc/aux0: 0.3444, loss_cls/aux0: 4.0017, loss/aux0: 4.0017 2020-10-21 21:13:04,568 - mmaction - INFO - Epoch [3][260/264] lr: 4.499e-01, eta: 1 day, 10:14:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.1472, top5_acc: 0.3665, loss_cls: 3.8800, loss: 3.8800, grad_norm: 0.6715, top1_acc/aux0: 0.1304, top5_acc/aux0: 0.3469, loss_cls/aux0: 3.9750, loss/aux0: 3.9750 2020-10-21 21:13:05,504 - mmaction - INFO - Epoch [3][260/264] lr: 4.499e-01, eta: 1 day, 10:40:45, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.1472, top5_acc: 0.3665, loss_cls: 3.8800, loss: 3.8800, grad_norm: 0.6735, top1_acc/aux0: 0.1290, top5_acc/aux0: 0.3457, loss_cls/aux0: 3.9748, loss/aux0: 3.9748 2020-10-21 21:19:25,458 - mmaction - INFO - Epoch [4][20/264] lr: 4.498e-01, eta: 1 day, 10:04:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1389, top5_acc: 0.3719, loss_cls: 3.8704, loss: 3.8704, grad_norm: 0.6530, top1_acc/aux0: 0.1318, top5_acc/aux0: 0.3448, loss_cls/aux0: 3.9649, loss/aux0: 3.9649 2020-10-21 21:19:26,401 - mmaction - INFO - Epoch [4][20/264] lr: 4.498e-01, eta: 1 day, 10:30:11, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.1389, top5_acc: 0.3719, loss_cls: 3.8704, loss: 3.8704, grad_norm: 0.6532, top1_acc/aux0: 0.1321, top5_acc/aux0: 0.3476, loss_cls/aux0: 3.9571, loss/aux0: 3.9571 2020-10-21 21:20:03,065 - mmaction - INFO - Epoch [4][40/264] lr: 4.498e-01, eta: 1 day, 10:04:59, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1533, top5_acc: 0.3811, loss_cls: 3.8296, loss: 3.8296, grad_norm: 0.6657, top1_acc/aux0: 0.1349, top5_acc/aux0: 0.3540, loss_cls/aux0: 3.9333, loss/aux0: 3.9333 2020-10-21 21:20:04,039 - mmaction - INFO - Epoch [4][40/264] lr: 4.498e-01, eta: 1 day, 10:30:14, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.1533, top5_acc: 0.3811, loss_cls: 3.8296, loss: 3.8296, grad_norm: 0.6649, top1_acc/aux0: 0.1363, top5_acc/aux0: 0.3538, loss_cls/aux0: 3.9361, loss/aux0: 3.9361 2020-10-21 21:20:40,795 - mmaction - INFO - Epoch [4][60/264] lr: 4.498e-01, eta: 1 day, 10:05:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.1500, top5_acc: 0.3689, loss_cls: 3.8344, loss: 3.8344, grad_norm: 0.6648, top1_acc/aux0: 0.1406, top5_acc/aux0: 0.3580, loss_cls/aux0: 3.8975, loss/aux0: 3.8975 2020-10-21 21:20:41,757 - mmaction - INFO - Epoch [4][60/264] lr: 4.498e-01, eta: 1 day, 10:30:23, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.1500, top5_acc: 0.3689, loss_cls: 3.8344, loss: 3.8344, grad_norm: 0.6635, top1_acc/aux0: 0.1427, top5_acc/aux0: 0.3583, loss_cls/aux0: 3.8915, loss/aux0: 3.8915 2020-10-21 21:21:18,598 - mmaction - INFO - Epoch [4][80/264] lr: 4.498e-01, eta: 1 day, 10:06:27, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.1536, top5_acc: 0.3821, loss_cls: 3.8124, loss: 3.8124, grad_norm: 0.6870, top1_acc/aux0: 0.1465, top5_acc/aux0: 0.3556, loss_cls/aux0: 3.9216, loss/aux0: 3.9216 2020-10-21 21:21:19,576 - mmaction - INFO - Epoch [4][80/264] lr: 4.498e-01, eta: 1 day, 10:30:41, time: 0.950, data_time: 0.004, memory: 8466, top1_acc: 0.1536, top5_acc: 0.3821, loss_cls: 3.8124, loss: 3.8124, grad_norm: 0.6875, top1_acc/aux0: 0.1441, top5_acc/aux0: 0.3535, loss_cls/aux0: 3.9267, loss/aux0: 3.9267 2020-10-21 21:21:56,333 - mmaction - INFO - Epoch [4][100/264] lr: 4.498e-01, eta: 1 day, 10:07:01, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1637, top5_acc: 0.4014, loss_cls: 3.7569, loss: 3.7569, grad_norm: 0.6842, top1_acc/aux0: 0.1509, top5_acc/aux0: 0.3675, loss_cls/aux0: 3.8941, loss/aux0: 3.8941 2020-10-21 21:21:57,307 - mmaction - INFO - Epoch [4][100/264] lr: 4.498e-01, eta: 1 day, 10:30:28, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.1637, top5_acc: 0.4014, loss_cls: 3.7569, loss: 3.7569, grad_norm: 0.6835, top1_acc/aux0: 0.1510, top5_acc/aux0: 0.3700, loss_cls/aux0: 3.8889, loss/aux0: 3.8889 2020-10-21 21:22:34,227 - mmaction - INFO - Epoch [4][120/264] lr: 4.498e-01, eta: 1 day, 10:07:28, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.1615, top5_acc: 0.3936, loss_cls: 3.7782, loss: 3.7782, grad_norm: 0.6676, top1_acc/aux0: 0.1392, top5_acc/aux0: 0.3688, loss_cls/aux0: 3.8996, loss/aux0: 3.8996 2020-10-21 21:22:35,189 - mmaction - INFO - Epoch [4][120/264] lr: 4.498e-01, eta: 1 day, 10:30:33, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.1615, top5_acc: 0.3936, loss_cls: 3.7782, loss: 3.7782, grad_norm: 0.6665, top1_acc/aux0: 0.1380, top5_acc/aux0: 0.3660, loss_cls/aux0: 3.9064, loss/aux0: 3.9064 2020-10-21 21:23:11,875 - mmaction - INFO - Epoch [4][140/264] lr: 4.498e-01, eta: 1 day, 10:07:59, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.1556, top5_acc: 0.4040, loss_cls: 3.7639, loss: 3.7639, grad_norm: 0.6801, top1_acc/aux0: 0.1497, top5_acc/aux0: 0.3771, loss_cls/aux0: 3.8546, loss/aux0: 3.8546 2020-10-21 21:23:12,809 - mmaction - INFO - Epoch [4][140/264] lr: 4.498e-01, eta: 1 day, 10:30:29, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.1556, top5_acc: 0.4040, loss_cls: 3.7639, loss: 3.7639, grad_norm: 0.6786, top1_acc/aux0: 0.1498, top5_acc/aux0: 0.3773, loss_cls/aux0: 3.8545, loss/aux0: 3.8545 2020-10-21 21:23:49,762 - mmaction - INFO - Epoch [4][160/264] lr: 4.498e-01, eta: 1 day, 10:08:25, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.1727, top5_acc: 0.3986, loss_cls: 3.7263, loss: 3.7263, grad_norm: 0.6887, top1_acc/aux0: 0.1533, top5_acc/aux0: 0.3719, loss_cls/aux0: 3.8531, loss/aux0: 3.8531 2020-10-21 21:23:50,731 - mmaction - INFO - Epoch [4][160/264] lr: 4.498e-01, eta: 1 day, 10:30:31, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.1727, top5_acc: 0.3986, loss_cls: 3.7263, loss: 3.7263, grad_norm: 0.6886, top1_acc/aux0: 0.1547, top5_acc/aux0: 0.3747, loss_cls/aux0: 3.8457, loss/aux0: 3.8457 2020-10-21 21:24:27,473 - mmaction - INFO - Epoch [4][180/264] lr: 4.498e-01, eta: 1 day, 10:08:49, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1701, top5_acc: 0.4059, loss_cls: 3.7543, loss: 3.7543, grad_norm: 0.6800, top1_acc/aux0: 0.1554, top5_acc/aux0: 0.3811, loss_cls/aux0: 3.8296, loss/aux0: 3.8296 2020-10-21 21:24:28,479 - mmaction - INFO - Epoch [4][180/264] lr: 4.498e-01, eta: 1 day, 10:30:27, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.1701, top5_acc: 0.4059, loss_cls: 3.7543, loss: 3.7543, grad_norm: 0.6772, top1_acc/aux0: 0.1533, top5_acc/aux0: 0.3783, loss_cls/aux0: 3.8351, loss/aux0: 3.8351 2020-10-21 21:25:05,355 - mmaction - INFO - Epoch [4][200/264] lr: 4.498e-01, eta: 1 day, 10:09:11, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1635, top5_acc: 0.4009, loss_cls: 3.7652, loss: 3.7652, grad_norm: 0.6888, top1_acc/aux0: 0.1486, top5_acc/aux0: 0.3750, loss_cls/aux0: 3.8700, loss/aux0: 3.8700 2020-10-21 21:25:06,334 - mmaction - INFO - Epoch [4][200/264] lr: 4.498e-01, eta: 1 day, 10:30:21, time: 0.946, data_time: 0.005, memory: 8466, top1_acc: 0.1635, top5_acc: 0.4009, loss_cls: 3.7652, loss: 3.7652, grad_norm: 0.6893, top1_acc/aux0: 0.1479, top5_acc/aux0: 0.3726, loss_cls/aux0: 3.8792, loss/aux0: 3.8792 2020-10-21 21:25:43,029 - mmaction - INFO - Epoch [4][220/264] lr: 4.498e-01, eta: 1 day, 10:09:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.1672, top5_acc: 0.4069, loss_cls: 3.7382, loss: 3.7382, grad_norm: 0.6905, top1_acc/aux0: 0.1526, top5_acc/aux0: 0.3734, loss_cls/aux0: 3.8333, loss/aux0: 3.8333 2020-10-21 21:25:44,017 - mmaction - INFO - Epoch [4][220/264] lr: 4.498e-01, eta: 1 day, 10:30:06, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.1672, top5_acc: 0.4069, loss_cls: 3.7382, loss: 3.7382, grad_norm: 0.6889, top1_acc/aux0: 0.1538, top5_acc/aux0: 0.3771, loss_cls/aux0: 3.8274, loss/aux0: 3.8274 2020-10-21 21:26:21,155 - mmaction - INFO - Epoch [4][240/264] lr: 4.498e-01, eta: 1 day, 10:09:44, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.1672, top5_acc: 0.4144, loss_cls: 3.6971, loss: 3.6971, grad_norm: 0.6983, top1_acc/aux0: 0.1533, top5_acc/aux0: 0.3882, loss_cls/aux0: 3.8229, loss/aux0: 3.8229 2020-10-21 21:26:22,116 - mmaction - INFO - Epoch [4][240/264] lr: 4.498e-01, eta: 1 day, 10:30:07, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.1672, top5_acc: 0.4144, loss_cls: 3.6971, loss: 3.6971, grad_norm: 0.7009, top1_acc/aux0: 0.1547, top5_acc/aux0: 0.3887, loss_cls/aux0: 3.8190, loss/aux0: 3.8190 2020-10-21 21:26:58,804 - mmaction - INFO - Epoch [4][260/264] lr: 4.498e-01, eta: 1 day, 10:09:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1783, top5_acc: 0.4266, loss_cls: 3.6480, loss: 3.6480, grad_norm: 0.7120, top1_acc/aux0: 0.1559, top5_acc/aux0: 0.4002, loss_cls/aux0: 3.7747, loss/aux0: 3.7747 2020-10-21 21:26:59,748 - mmaction - INFO - Epoch [4][260/264] lr: 4.498e-01, eta: 1 day, 10:29:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.1783, top5_acc: 0.4266, loss_cls: 3.6480, loss: 3.6480, grad_norm: 0.7162, top1_acc/aux0: 0.1571, top5_acc/aux0: 0.3995, loss_cls/aux0: 3.7760, loss/aux0: 3.7760 2020-10-21 21:32:57,149 - mmaction - INFO - Epoch [5][20/264] lr: 4.497e-01, eta: 1 day, 10:01:55, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.1851, top5_acc: 0.4238, loss_cls: 3.6391, loss: 3.6391, grad_norm: 0.7233, top1_acc/aux0: 0.1679, top5_acc/aux0: 0.4073, loss_cls/aux0: 3.7491, loss/aux0: 3.7491 2020-10-21 21:32:58,138 - mmaction - INFO - Epoch [5][20/264] lr: 4.497e-01, eta: 1 day, 10:21:10, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.1851, top5_acc: 0.4238, loss_cls: 3.6391, loss: 3.6391, grad_norm: 0.7234, top1_acc/aux0: 0.1668, top5_acc/aux0: 0.4069, loss_cls/aux0: 3.7471, loss/aux0: 3.7471 2020-10-21 21:33:34,854 - mmaction - INFO - Epoch [5][40/264] lr: 4.497e-01, eta: 1 day, 10:01:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1788, top5_acc: 0.4148, loss_cls: 3.6908, loss: 3.6908, grad_norm: 0.7151, top1_acc/aux0: 0.1682, top5_acc/aux0: 0.4005, loss_cls/aux0: 3.7424, loss/aux0: 3.7424 2020-10-21 21:33:35,781 - mmaction - INFO - Epoch [5][40/264] lr: 4.497e-01, eta: 1 day, 10:20:54, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.1788, top5_acc: 0.4148, loss_cls: 3.6908, loss: 3.6908, grad_norm: 0.7201, top1_acc/aux0: 0.1682, top5_acc/aux0: 0.4002, loss_cls/aux0: 3.7455, loss/aux0: 3.7455 2020-10-21 21:34:12,556 - mmaction - INFO - Epoch [5][60/264] lr: 4.497e-01, eta: 1 day, 10:02:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.1785, top5_acc: 0.4306, loss_cls: 3.6291, loss: 3.6291, grad_norm: 0.7064, top1_acc/aux0: 0.1628, top5_acc/aux0: 0.4146, loss_cls/aux0: 3.7177, loss/aux0: 3.7177 2020-10-21 21:34:13,528 - mmaction - INFO - Epoch [5][60/264] lr: 4.497e-01, eta: 1 day, 10:20:44, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.1785, top5_acc: 0.4306, loss_cls: 3.6291, loss: 3.6291, grad_norm: 0.7067, top1_acc/aux0: 0.1648, top5_acc/aux0: 0.4155, loss_cls/aux0: 3.7147, loss/aux0: 3.7147 2020-10-21 21:34:50,169 - mmaction - INFO - Epoch [5][80/264] lr: 4.497e-01, eta: 1 day, 10:02:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1920, top5_acc: 0.4281, loss_cls: 3.6016, loss: 3.6016, grad_norm: 0.7210, top1_acc/aux0: 0.1651, top5_acc/aux0: 0.4082, loss_cls/aux0: 3.7295, loss/aux0: 3.7295 2020-10-21 21:34:51,106 - mmaction - INFO - Epoch [5][80/264] lr: 4.497e-01, eta: 1 day, 10:20:24, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.1920, top5_acc: 0.4281, loss_cls: 3.6016, loss: 3.6016, grad_norm: 0.7180, top1_acc/aux0: 0.1634, top5_acc/aux0: 0.4043, loss_cls/aux0: 3.7406, loss/aux0: 3.7406 2020-10-21 21:35:27,874 - mmaction - INFO - Epoch [5][100/264] lr: 4.497e-01, eta: 1 day, 10:02:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.1858, top5_acc: 0.4351, loss_cls: 3.6403, loss: 3.6403, grad_norm: 0.7081, top1_acc/aux0: 0.1733, top5_acc/aux0: 0.4087, loss_cls/aux0: 3.7626, loss/aux0: 3.7626 2020-10-21 21:35:28,862 - mmaction - INFO - Epoch [5][100/264] lr: 4.497e-01, eta: 1 day, 10:20:11, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.1858, top5_acc: 0.4351, loss_cls: 3.6403, loss: 3.6403, grad_norm: 0.7093, top1_acc/aux0: 0.1738, top5_acc/aux0: 0.4123, loss_cls/aux0: 3.7504, loss/aux0: 3.7504 2020-10-21 21:36:05,735 - mmaction - INFO - Epoch [5][120/264] lr: 4.497e-01, eta: 1 day, 10:02:24, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.1828, top5_acc: 0.4359, loss_cls: 3.6048, loss: 3.6048, grad_norm: 0.7135, top1_acc/aux0: 0.1703, top5_acc/aux0: 0.4031, loss_cls/aux0: 3.7520, loss/aux0: 3.7520 2020-10-21 21:36:06,705 - mmaction - INFO - Epoch [5][120/264] lr: 4.497e-01, eta: 1 day, 10:20:17, time: 0.950, data_time: 0.004, memory: 8466, top1_acc: 0.1828, top5_acc: 0.4359, loss_cls: 3.6048, loss: 3.6048, grad_norm: 0.7140, top1_acc/aux0: 0.1720, top5_acc/aux0: 0.4023, loss_cls/aux0: 3.7557, loss/aux0: 3.7557 2020-10-21 21:36:43,709 - mmaction - INFO - Epoch [5][140/264] lr: 4.497e-01, eta: 1 day, 10:02:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1939, top5_acc: 0.4398, loss_cls: 3.5918, loss: 3.5918, grad_norm: 0.7378, top1_acc/aux0: 0.1727, top5_acc/aux0: 0.3991, loss_cls/aux0: 3.7378, loss/aux0: 3.7378 2020-10-21 21:36:44,668 - mmaction - INFO - Epoch [5][140/264] lr: 4.497e-01, eta: 1 day, 10:20:04, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.1939, top5_acc: 0.4398, loss_cls: 3.5918, loss: 3.5918, grad_norm: 0.7374, top1_acc/aux0: 0.1722, top5_acc/aux0: 0.4009, loss_cls/aux0: 3.7335, loss/aux0: 3.7335 2020-10-21 21:37:21,702 - mmaction - INFO - Epoch [5][160/264] lr: 4.497e-01, eta: 1 day, 10:02:50, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.2003, top5_acc: 0.4512, loss_cls: 3.5567, loss: 3.5567, grad_norm: 0.7429, top1_acc/aux0: 0.1736, top5_acc/aux0: 0.4224, loss_cls/aux0: 3.6881, loss/aux0: 3.6881 2020-10-21 21:37:22,638 - mmaction - INFO - Epoch [5][160/264] lr: 4.497e-01, eta: 1 day, 10:20:06, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.2003, top5_acc: 0.4512, loss_cls: 3.5567, loss: 3.5567, grad_norm: 0.7415, top1_acc/aux0: 0.1740, top5_acc/aux0: 0.4217, loss_cls/aux0: 3.6863, loss/aux0: 3.6863 2020-10-21 21:37:59,321 - mmaction - INFO - Epoch [5][180/264] lr: 4.497e-01, eta: 1 day, 10:02:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1889, top5_acc: 0.4436, loss_cls: 3.5733, loss: 3.5733, grad_norm: 0.7381, top1_acc/aux0: 0.1698, top5_acc/aux0: 0.4160, loss_cls/aux0: 3.6796, loss/aux0: 3.6796 2020-10-21 21:38:00,295 - mmaction - INFO - Epoch [5][180/264] lr: 4.497e-01, eta: 1 day, 10:19:46, time: 0.942, data_time: 0.005, memory: 8466, top1_acc: 0.1889, top5_acc: 0.4436, loss_cls: 3.5733, loss: 3.5733, grad_norm: 0.7383, top1_acc/aux0: 0.1707, top5_acc/aux0: 0.4203, loss_cls/aux0: 3.6756, loss/aux0: 3.6756 2020-10-21 21:38:37,058 - mmaction - INFO - Epoch [5][200/264] lr: 4.497e-01, eta: 1 day, 10:02:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1951, top5_acc: 0.4528, loss_cls: 3.5401, loss: 3.5401, grad_norm: 0.7318, top1_acc/aux0: 0.1752, top5_acc/aux0: 0.4217, loss_cls/aux0: 3.6686, loss/aux0: 3.6686 2020-10-21 21:38:37,991 - mmaction - INFO - Epoch [5][200/264] lr: 4.497e-01, eta: 1 day, 10:19:33, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.1951, top5_acc: 0.4528, loss_cls: 3.5401, loss: 3.5401, grad_norm: 0.7295, top1_acc/aux0: 0.1734, top5_acc/aux0: 0.4175, loss_cls/aux0: 3.6751, loss/aux0: 3.6751 2020-10-21 21:39:14,828 - mmaction - INFO - Epoch [5][220/264] lr: 4.497e-01, eta: 1 day, 10:02:59, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.1943, top5_acc: 0.4571, loss_cls: 3.5267, loss: 3.5267, grad_norm: 0.7255, top1_acc/aux0: 0.1738, top5_acc/aux0: 0.4191, loss_cls/aux0: 3.6710, loss/aux0: 3.6710 2020-10-21 21:39:15,767 - mmaction - INFO - Epoch [5][220/264] lr: 4.497e-01, eta: 1 day, 10:19:21, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.1943, top5_acc: 0.4571, loss_cls: 3.5267, loss: 3.5267, grad_norm: 0.7264, top1_acc/aux0: 0.1748, top5_acc/aux0: 0.4198, loss_cls/aux0: 3.6745, loss/aux0: 3.6745 2020-10-21 21:39:52,628 - mmaction - INFO - Epoch [5][240/264] lr: 4.497e-01, eta: 1 day, 10:03:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.1993, top5_acc: 0.4498, loss_cls: 3.5176, loss: 3.5176, grad_norm: 0.7244, top1_acc/aux0: 0.1800, top5_acc/aux0: 0.4231, loss_cls/aux0: 3.6808, loss/aux0: 3.6808 2020-10-21 21:39:53,557 - mmaction - INFO - Epoch [5][240/264] lr: 4.497e-01, eta: 1 day, 10:19:02, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.1993, top5_acc: 0.4498, loss_cls: 3.5176, loss: 3.5176, grad_norm: 0.7231, top1_acc/aux0: 0.1781, top5_acc/aux0: 0.4214, loss_cls/aux0: 3.6805, loss/aux0: 3.6805 2020-10-21 21:40:30,241 - mmaction - INFO - Epoch [5][260/264] lr: 4.497e-01, eta: 1 day, 10:02:46, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.1898, top5_acc: 0.4505, loss_cls: 3.5488, loss: 3.5488, grad_norm: 0.7434, top1_acc/aux0: 0.1863, top5_acc/aux0: 0.4340, loss_cls/aux0: 3.6295, loss/aux0: 3.6295 2020-10-21 21:40:31,180 - mmaction - INFO - Epoch [5][260/264] lr: 4.497e-01, eta: 1 day, 10:18:28, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.1898, top5_acc: 0.4505, loss_cls: 3.5488, loss: 3.5488, grad_norm: 0.7496, top1_acc/aux0: 0.1880, top5_acc/aux0: 0.4354, loss_cls/aux0: 3.6230, loss/aux0: 3.6230 2020-10-21 21:46:15,835 - mmaction - INFO - Epoch [6][20/264] lr: 4.496e-01, eta: 1 day, 9:56:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2108, top5_acc: 0.4613, loss_cls: 3.4985, loss: 3.4985, grad_norm: 0.7483, top1_acc/aux0: 0.1822, top5_acc/aux0: 0.4291, loss_cls/aux0: 3.6066, loss/aux0: 3.6066 2020-10-21 21:46:16,855 - mmaction - INFO - Epoch [6][20/264] lr: 4.496e-01, eta: 1 day, 10:11:43, time: 0.939, data_time: 0.006, memory: 8466, top1_acc: 0.2108, top5_acc: 0.4613, loss_cls: 3.4985, loss: 3.4985, grad_norm: 0.7507, top1_acc/aux0: 0.1819, top5_acc/aux0: 0.4290, loss_cls/aux0: 3.6051, loss/aux0: 3.6051 2020-10-21 21:46:53,637 - mmaction - INFO - Epoch [6][40/264] lr: 4.496e-01, eta: 1 day, 9:56:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2007, top5_acc: 0.4523, loss_cls: 3.5187, loss: 3.5187, grad_norm: 0.7519, top1_acc/aux0: 0.1852, top5_acc/aux0: 0.4299, loss_cls/aux0: 3.6269, loss/aux0: 3.6269 2020-10-21 21:46:54,577 - mmaction - INFO - Epoch [6][40/264] lr: 4.496e-01, eta: 1 day, 10:11:25, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.2007, top5_acc: 0.4523, loss_cls: 3.5187, loss: 3.5187, grad_norm: 0.7554, top1_acc/aux0: 0.1858, top5_acc/aux0: 0.4311, loss_cls/aux0: 3.6290, loss/aux0: 3.6290 2020-10-21 21:47:31,156 - mmaction - INFO - Epoch [6][60/264] lr: 4.496e-01, eta: 1 day, 9:56:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2130, top5_acc: 0.4769, loss_cls: 3.4421, loss: 3.4421, grad_norm: 0.7726, top1_acc/aux0: 0.1896, top5_acc/aux0: 0.4363, loss_cls/aux0: 3.6229, loss/aux0: 3.6229 2020-10-21 21:47:32,096 - mmaction - INFO - Epoch [6][60/264] lr: 4.496e-01, eta: 1 day, 10:11:06, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.2130, top5_acc: 0.4769, loss_cls: 3.4421, loss: 3.4421, grad_norm: 0.7709, top1_acc/aux0: 0.1896, top5_acc/aux0: 0.4333, loss_cls/aux0: 3.6254, loss/aux0: 3.6254 2020-10-21 21:48:08,617 - mmaction - INFO - Epoch [6][80/264] lr: 4.496e-01, eta: 1 day, 9:55:55, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2135, top5_acc: 0.4811, loss_cls: 3.4487, loss: 3.4487, grad_norm: 0.7666, top1_acc/aux0: 0.1839, top5_acc/aux0: 0.4339, loss_cls/aux0: 3.6239, loss/aux0: 3.6239 2020-10-21 21:48:09,568 - mmaction - INFO - Epoch [6][80/264] lr: 4.496e-01, eta: 1 day, 10:10:41, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.2135, top5_acc: 0.4811, loss_cls: 3.4487, loss: 3.4487, grad_norm: 0.7699, top1_acc/aux0: 0.1832, top5_acc/aux0: 0.4359, loss_cls/aux0: 3.6157, loss/aux0: 3.6157 2020-10-21 21:48:46,429 - mmaction - INFO - Epoch [6][100/264] lr: 4.496e-01, eta: 1 day, 9:55:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1997, top5_acc: 0.4675, loss_cls: 3.4619, loss: 3.4619, grad_norm: 0.7723, top1_acc/aux0: 0.1918, top5_acc/aux0: 0.4472, loss_cls/aux0: 3.5535, loss/aux0: 3.5535 2020-10-21 21:48:47,382 - mmaction - INFO - Epoch [6][100/264] lr: 4.496e-01, eta: 1 day, 10:10:22, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.1997, top5_acc: 0.4675, loss_cls: 3.4619, loss: 3.4619, grad_norm: 0.7701, top1_acc/aux0: 0.1931, top5_acc/aux0: 0.4474, loss_cls/aux0: 3.5556, loss/aux0: 3.5556 2020-10-21 21:49:24,459 - mmaction - INFO - Epoch [6][120/264] lr: 4.496e-01, eta: 1 day, 9:55:53, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.2061, top5_acc: 0.4587, loss_cls: 3.4955, loss: 3.4955, grad_norm: 0.7483, top1_acc/aux0: 0.1938, top5_acc/aux0: 0.4425, loss_cls/aux0: 3.5764, loss/aux0: 3.5764 2020-10-21 21:49:25,385 - mmaction - INFO - Epoch [6][120/264] lr: 4.496e-01, eta: 1 day, 10:10:24, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.2061, top5_acc: 0.4587, loss_cls: 3.4955, loss: 3.4955, grad_norm: 0.7477, top1_acc/aux0: 0.1917, top5_acc/aux0: 0.4408, loss_cls/aux0: 3.5892, loss/aux0: 3.5892 2020-10-21 21:50:02,162 - mmaction - INFO - Epoch [6][140/264] lr: 4.496e-01, eta: 1 day, 9:56:03, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.2068, top5_acc: 0.4656, loss_cls: 3.4752, loss: 3.4752, grad_norm: 0.7567, top1_acc/aux0: 0.1863, top5_acc/aux0: 0.4427, loss_cls/aux0: 3.5904, loss/aux0: 3.5904 2020-10-21 21:50:03,105 - mmaction - INFO - Epoch [6][140/264] lr: 4.496e-01, eta: 1 day, 10:10:24, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.2068, top5_acc: 0.4656, loss_cls: 3.4752, loss: 3.4752, grad_norm: 0.7535, top1_acc/aux0: 0.1873, top5_acc/aux0: 0.4472, loss_cls/aux0: 3.5758, loss/aux0: 3.5758 2020-10-21 21:50:40,138 - mmaction - INFO - Epoch [6][160/264] lr: 4.496e-01, eta: 1 day, 9:56:08, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2153, top5_acc: 0.4743, loss_cls: 3.4507, loss: 3.4507, grad_norm: 0.7674, top1_acc/aux0: 0.1943, top5_acc/aux0: 0.4493, loss_cls/aux0: 3.5614, loss/aux0: 3.5614 2020-10-21 21:50:41,096 - mmaction - INFO - Epoch [6][160/264] lr: 4.496e-01, eta: 1 day, 10:10:14, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.2153, top5_acc: 0.4743, loss_cls: 3.4507, loss: 3.4507, grad_norm: 0.7689, top1_acc/aux0: 0.1946, top5_acc/aux0: 0.4470, loss_cls/aux0: 3.5642, loss/aux0: 3.5642 2020-10-21 21:51:17,965 - mmaction - INFO - Epoch [6][180/264] lr: 4.496e-01, eta: 1 day, 9:56:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2274, top5_acc: 0.4819, loss_cls: 3.3963, loss: 3.3963, grad_norm: 0.7780, top1_acc/aux0: 0.1972, top5_acc/aux0: 0.4531, loss_cls/aux0: 3.5424, loss/aux0: 3.5424 2020-10-21 21:51:18,946 - mmaction - INFO - Epoch [6][180/264] lr: 4.496e-01, eta: 1 day, 10:10:00, time: 0.948, data_time: 0.006, memory: 8466, top1_acc: 0.2274, top5_acc: 0.4819, loss_cls: 3.3963, loss: 3.3963, grad_norm: 0.7764, top1_acc/aux0: 0.1967, top5_acc/aux0: 0.4540, loss_cls/aux0: 3.5491, loss/aux0: 3.5491 2020-10-21 21:51:55,663 - mmaction - INFO - Epoch [6][200/264] lr: 4.496e-01, eta: 1 day, 9:56:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2137, top5_acc: 0.4773, loss_cls: 3.4344, loss: 3.4344, grad_norm: 0.7797, top1_acc/aux0: 0.1880, top5_acc/aux0: 0.4431, loss_cls/aux0: 3.5982, loss/aux0: 3.5982 2020-10-21 21:51:56,610 - mmaction - INFO - Epoch [6][200/264] lr: 4.496e-01, eta: 1 day, 10:09:40, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2137, top5_acc: 0.4773, loss_cls: 3.4344, loss: 3.4344, grad_norm: 0.7794, top1_acc/aux0: 0.1894, top5_acc/aux0: 0.4408, loss_cls/aux0: 3.5967, loss/aux0: 3.5967 2020-10-21 21:52:33,370 - mmaction - INFO - Epoch [6][220/264] lr: 4.496e-01, eta: 1 day, 9:55:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2172, top5_acc: 0.4781, loss_cls: 3.4248, loss: 3.4248, grad_norm: 0.7686, top1_acc/aux0: 0.1986, top5_acc/aux0: 0.4576, loss_cls/aux0: 3.5408, loss/aux0: 3.5408 2020-10-21 21:52:34,316 - mmaction - INFO - Epoch [6][220/264] lr: 4.496e-01, eta: 1 day, 10:09:27, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.2172, top5_acc: 0.4781, loss_cls: 3.4248, loss: 3.4248, grad_norm: 0.7670, top1_acc/aux0: 0.1984, top5_acc/aux0: 0.4576, loss_cls/aux0: 3.5380, loss/aux0: 3.5380 2020-10-21 21:53:11,260 - mmaction - INFO - Epoch [6][240/264] lr: 4.496e-01, eta: 1 day, 9:55:54, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2175, top5_acc: 0.4825, loss_cls: 3.4413, loss: 3.4413, grad_norm: 0.7716, top1_acc/aux0: 0.2050, top5_acc/aux0: 0.4540, loss_cls/aux0: 3.5226, loss/aux0: 3.5226 2020-10-21 21:53:12,221 - mmaction - INFO - Epoch [6][240/264] lr: 4.496e-01, eta: 1 day, 10:09:15, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.2175, top5_acc: 0.4825, loss_cls: 3.4413, loss: 3.4413, grad_norm: 0.7671, top1_acc/aux0: 0.2050, top5_acc/aux0: 0.4552, loss_cls/aux0: 3.5162, loss/aux0: 3.5162 2020-10-21 21:53:48,853 - mmaction - INFO - Epoch [6][260/264] lr: 4.496e-01, eta: 1 day, 9:55:39, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.2231, top5_acc: 0.4821, loss_cls: 3.4158, loss: 3.4158, grad_norm: 0.7678, top1_acc/aux0: 0.1936, top5_acc/aux0: 0.4486, loss_cls/aux0: 3.5555, loss/aux0: 3.5555 2020-10-21 21:53:49,819 - mmaction - INFO - Epoch [6][260/264] lr: 4.496e-01, eta: 1 day, 10:08:37, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.2231, top5_acc: 0.4821, loss_cls: 3.4158, loss: 3.4158, grad_norm: 0.7655, top1_acc/aux0: 0.1939, top5_acc/aux0: 0.4467, loss_cls/aux0: 3.5606, loss/aux0: 3.5606 2020-10-21 21:59:55,435 - mmaction - INFO - Epoch [7][20/264] lr: 4.494e-01, eta: 1 day, 9:50:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2311, top5_acc: 0.4944, loss_cls: 3.3483, loss: 3.3483, grad_norm: 0.7756, top1_acc/aux0: 0.2061, top5_acc/aux0: 0.4563, loss_cls/aux0: 3.5092, loss/aux0: 3.5092 2020-10-21 21:59:56,375 - mmaction - INFO - Epoch [7][20/264] lr: 4.494e-01, eta: 1 day, 10:02:50, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.2311, top5_acc: 0.4944, loss_cls: 3.3483, loss: 3.3483, grad_norm: 0.7786, top1_acc/aux0: 0.2068, top5_acc/aux0: 0.4559, loss_cls/aux0: 3.5083, loss/aux0: 3.5083 2020-10-21 22:00:32,924 - mmaction - INFO - Epoch [7][40/264] lr: 4.494e-01, eta: 1 day, 9:49:41, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.2212, top5_acc: 0.4913, loss_cls: 3.3706, loss: 3.3706, grad_norm: 0.7777, top1_acc/aux0: 0.2038, top5_acc/aux0: 0.4571, loss_cls/aux0: 3.5044, loss/aux0: 3.5044 2020-10-21 22:00:33,864 - mmaction - INFO - Epoch [7][40/264] lr: 4.494e-01, eta: 1 day, 10:02:18, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.2212, top5_acc: 0.4913, loss_cls: 3.3706, loss: 3.3706, grad_norm: 0.7762, top1_acc/aux0: 0.2043, top5_acc/aux0: 0.4601, loss_cls/aux0: 3.4988, loss/aux0: 3.4988 2020-10-21 22:01:10,617 - mmaction - INFO - Epoch [7][60/264] lr: 4.494e-01, eta: 1 day, 9:49:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2247, top5_acc: 0.4938, loss_cls: 3.3755, loss: 3.3755, grad_norm: 0.7986, top1_acc/aux0: 0.2076, top5_acc/aux0: 0.4587, loss_cls/aux0: 3.4985, loss/aux0: 3.4985 2020-10-21 22:01:11,593 - mmaction - INFO - Epoch [7][60/264] lr: 4.494e-01, eta: 1 day, 10:01:57, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.2247, top5_acc: 0.4938, loss_cls: 3.3755, loss: 3.3755, grad_norm: 0.7969, top1_acc/aux0: 0.2049, top5_acc/aux0: 0.4556, loss_cls/aux0: 3.5101, loss/aux0: 3.5101 2020-10-21 22:01:48,328 - mmaction - INFO - Epoch [7][80/264] lr: 4.494e-01, eta: 1 day, 9:49:11, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2146, top5_acc: 0.4877, loss_cls: 3.4281, loss: 3.4281, grad_norm: 0.7929, top1_acc/aux0: 0.2193, top5_acc/aux0: 0.4701, loss_cls/aux0: 3.4920, loss/aux0: 3.4920 2020-10-21 22:01:49,276 - mmaction - INFO - Epoch [7][80/264] lr: 4.494e-01, eta: 1 day, 10:01:36, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.2146, top5_acc: 0.4877, loss_cls: 3.4281, loss: 3.4281, grad_norm: 0.7894, top1_acc/aux0: 0.2229, top5_acc/aux0: 0.4726, loss_cls/aux0: 3.4789, loss/aux0: 3.4789 2020-10-21 22:02:25,936 - mmaction - INFO - Epoch [7][100/264] lr: 4.494e-01, eta: 1 day, 9:48:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2313, top5_acc: 0.4823, loss_cls: 3.3807, loss: 3.3807, grad_norm: 0.7680, top1_acc/aux0: 0.2010, top5_acc/aux0: 0.4460, loss_cls/aux0: 3.5780, loss/aux0: 3.5780 2020-10-21 22:02:26,879 - mmaction - INFO - Epoch [7][100/264] lr: 4.494e-01, eta: 1 day, 10:01:10, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.2313, top5_acc: 0.4823, loss_cls: 3.3807, loss: 3.3807, grad_norm: 0.7661, top1_acc/aux0: 0.2000, top5_acc/aux0: 0.4450, loss_cls/aux0: 3.5802, loss/aux0: 3.5802 2020-10-21 22:03:03,758 - mmaction - INFO - Epoch [7][120/264] lr: 4.494e-01, eta: 1 day, 9:48:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2300, top5_acc: 0.4998, loss_cls: 3.3691, loss: 3.3691, grad_norm: 0.7890, top1_acc/aux0: 0.2054, top5_acc/aux0: 0.4675, loss_cls/aux0: 3.4958, loss/aux0: 3.4958 2020-10-21 22:03:04,719 - mmaction - INFO - Epoch [7][120/264] lr: 4.494e-01, eta: 1 day, 10:00:45, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.2300, top5_acc: 0.4998, loss_cls: 3.3691, loss: 3.3691, grad_norm: 0.7888, top1_acc/aux0: 0.2043, top5_acc/aux0: 0.4661, loss_cls/aux0: 3.5049, loss/aux0: 3.5049 2020-10-21 22:03:41,595 - mmaction - INFO - Epoch [7][140/264] lr: 4.494e-01, eta: 1 day, 9:48:31, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.2490, top5_acc: 0.5094, loss_cls: 3.2848, loss: 3.2848, grad_norm: 0.7985, top1_acc/aux0: 0.2059, top5_acc/aux0: 0.4689, loss_cls/aux0: 3.4840, loss/aux0: 3.4840 2020-10-21 22:03:42,577 - mmaction - INFO - Epoch [7][140/264] lr: 4.494e-01, eta: 1 day, 10:00:36, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.2490, top5_acc: 0.5094, loss_cls: 3.2848, loss: 3.2848, grad_norm: 0.8015, top1_acc/aux0: 0.2059, top5_acc/aux0: 0.4714, loss_cls/aux0: 3.4768, loss/aux0: 3.4768 2020-10-21 22:04:19,279 - mmaction - INFO - Epoch [7][160/264] lr: 4.494e-01, eta: 1 day, 9:48:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2333, top5_acc: 0.4962, loss_cls: 3.3679, loss: 3.3679, grad_norm: 0.7865, top1_acc/aux0: 0.2113, top5_acc/aux0: 0.4681, loss_cls/aux0: 3.4928, loss/aux0: 3.4928 2020-10-21 22:04:20,258 - mmaction - INFO - Epoch [7][160/264] lr: 4.494e-01, eta: 1 day, 10:00:16, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.2333, top5_acc: 0.4962, loss_cls: 3.3679, loss: 3.3679, grad_norm: 0.7897, top1_acc/aux0: 0.2104, top5_acc/aux0: 0.4663, loss_cls/aux0: 3.4943, loss/aux0: 3.4943 2020-10-21 22:04:57,105 - mmaction - INFO - Epoch [7][180/264] lr: 4.494e-01, eta: 1 day, 9:48:15, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2351, top5_acc: 0.4960, loss_cls: 3.3566, loss: 3.3566, grad_norm: 0.7965, top1_acc/aux0: 0.2182, top5_acc/aux0: 0.4766, loss_cls/aux0: 3.4353, loss/aux0: 3.4353 2020-10-21 22:04:58,039 - mmaction - INFO - Epoch [7][180/264] lr: 4.494e-01, eta: 1 day, 9:59:58, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.2351, top5_acc: 0.4960, loss_cls: 3.3566, loss: 3.3566, grad_norm: 0.7954, top1_acc/aux0: 0.2207, top5_acc/aux0: 0.4774, loss_cls/aux0: 3.4327, loss/aux0: 3.4327 2020-10-21 22:05:34,873 - mmaction - INFO - Epoch [7][200/264] lr: 4.494e-01, eta: 1 day, 9:48:00, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2373, top5_acc: 0.5047, loss_cls: 3.3294, loss: 3.3294, grad_norm: 0.7844, top1_acc/aux0: 0.2243, top5_acc/aux0: 0.4851, loss_cls/aux0: 3.4021, loss/aux0: 3.4021 2020-10-21 22:05:35,827 - mmaction - INFO - Epoch [7][200/264] lr: 4.494e-01, eta: 1 day, 9:59:31, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.2373, top5_acc: 0.5047, loss_cls: 3.3294, loss: 3.3294, grad_norm: 0.7851, top1_acc/aux0: 0.2241, top5_acc/aux0: 0.4861, loss_cls/aux0: 3.3984, loss/aux0: 3.3984 2020-10-21 22:06:12,461 - mmaction - INFO - Epoch [7][220/264] lr: 4.494e-01, eta: 1 day, 9:47:46, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2358, top5_acc: 0.5149, loss_cls: 3.2927, loss: 3.2927, grad_norm: 0.7976, top1_acc/aux0: 0.2182, top5_acc/aux0: 0.4740, loss_cls/aux0: 3.4481, loss/aux0: 3.4481 2020-10-21 22:06:13,404 - mmaction - INFO - Epoch [7][220/264] lr: 4.494e-01, eta: 1 day, 9:59:16, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.2358, top5_acc: 0.5149, loss_cls: 3.2927, loss: 3.2927, grad_norm: 0.8004, top1_acc/aux0: 0.2144, top5_acc/aux0: 0.4696, loss_cls/aux0: 3.4605, loss/aux0: 3.4605 2020-10-21 22:06:50,408 - mmaction - INFO - Epoch [7][240/264] lr: 4.494e-01, eta: 1 day, 9:47:42, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.2377, top5_acc: 0.4967, loss_cls: 3.3412, loss: 3.3412, grad_norm: 0.8044, top1_acc/aux0: 0.2182, top5_acc/aux0: 0.4741, loss_cls/aux0: 3.4517, loss/aux0: 3.4517 2020-10-21 22:06:51,341 - mmaction - INFO - Epoch [7][240/264] lr: 4.494e-01, eta: 1 day, 9:59:06, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.2377, top5_acc: 0.4967, loss_cls: 3.3412, loss: 3.3412, grad_norm: 0.8040, top1_acc/aux0: 0.2224, top5_acc/aux0: 0.4785, loss_cls/aux0: 3.4395, loss/aux0: 3.4395 2020-10-21 22:07:27,807 - mmaction - INFO - Epoch [7][260/264] lr: 4.494e-01, eta: 1 day, 9:47:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2345, top5_acc: 0.5040, loss_cls: 3.3294, loss: 3.3294, grad_norm: 0.7957, top1_acc/aux0: 0.2149, top5_acc/aux0: 0.4764, loss_cls/aux0: 3.4456, loss/aux0: 3.4456 2020-10-21 22:07:28,767 - mmaction - INFO - Epoch [7][260/264] lr: 4.494e-01, eta: 1 day, 9:58:32, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.2345, top5_acc: 0.5040, loss_cls: 3.3294, loss: 3.3294, grad_norm: 0.7956, top1_acc/aux0: 0.2156, top5_acc/aux0: 0.4740, loss_cls/aux0: 3.4541, loss/aux0: 3.4541 2020-10-21 22:13:28,765 - mmaction - INFO - Epoch [8][20/264] lr: 4.492e-01, eta: 1 day, 9:42:32, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2387, top5_acc: 0.5016, loss_cls: 3.3361, loss: 3.3361, grad_norm: 0.7967, top1_acc/aux0: 0.2144, top5_acc/aux0: 0.4803, loss_cls/aux0: 3.4523, loss/aux0: 3.4523 2020-10-21 22:13:29,736 - mmaction - INFO - Epoch [8][20/264] lr: 4.492e-01, eta: 1 day, 9:53:29, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.2387, top5_acc: 0.5016, loss_cls: 3.3361, loss: 3.3361, grad_norm: 0.7918, top1_acc/aux0: 0.2141, top5_acc/aux0: 0.4825, loss_cls/aux0: 3.4468, loss/aux0: 3.4468 2020-10-21 22:14:06,271 - mmaction - INFO - Epoch [8][40/264] lr: 4.492e-01, eta: 1 day, 9:42:07, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.2431, top5_acc: 0.5073, loss_cls: 3.2966, loss: 3.2966, grad_norm: 0.8038, top1_acc/aux0: 0.2366, top5_acc/aux0: 0.4951, loss_cls/aux0: 3.3755, loss/aux0: 3.3755 2020-10-21 22:14:07,235 - mmaction - INFO - Epoch [8][40/264] lr: 4.492e-01, eta: 1 day, 9:52:56, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.2431, top5_acc: 0.5073, loss_cls: 3.2966, loss: 3.2966, grad_norm: 0.8021, top1_acc/aux0: 0.2361, top5_acc/aux0: 0.4920, loss_cls/aux0: 3.3800, loss/aux0: 3.3800 2020-10-21 22:14:43,931 - mmaction - INFO - Epoch [8][60/264] lr: 4.492e-01, eta: 1 day, 9:41:53, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.2432, top5_acc: 0.5104, loss_cls: 3.2885, loss: 3.2885, grad_norm: 0.8172, top1_acc/aux0: 0.2257, top5_acc/aux0: 0.4844, loss_cls/aux0: 3.4169, loss/aux0: 3.4169 2020-10-21 22:14:44,873 - mmaction - INFO - Epoch [8][60/264] lr: 4.492e-01, eta: 1 day, 9:52:45, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.2432, top5_acc: 0.5104, loss_cls: 3.2885, loss: 3.2885, grad_norm: 0.8173, top1_acc/aux0: 0.2267, top5_acc/aux0: 0.4851, loss_cls/aux0: 3.4137, loss/aux0: 3.4137 2020-10-21 22:15:21,739 - mmaction - INFO - Epoch [8][80/264] lr: 4.492e-01, eta: 1 day, 9:41:45, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2472, top5_acc: 0.5274, loss_cls: 3.2228, loss: 3.2228, grad_norm: 0.8341, top1_acc/aux0: 0.2307, top5_acc/aux0: 0.4965, loss_cls/aux0: 3.3656, loss/aux0: 3.3656 2020-10-21 22:15:22,850 - mmaction - INFO - Epoch [8][80/264] lr: 4.492e-01, eta: 1 day, 9:52:28, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.2472, top5_acc: 0.5274, loss_cls: 3.2228, loss: 3.2228, grad_norm: 0.8348, top1_acc/aux0: 0.2309, top5_acc/aux0: 0.4958, loss_cls/aux0: 3.3687, loss/aux0: 3.3687 2020-10-21 22:15:59,536 - mmaction - INFO - Epoch [8][100/264] lr: 4.492e-01, eta: 1 day, 9:41:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2417, top5_acc: 0.5158, loss_cls: 3.2856, loss: 3.2856, grad_norm: 0.7998, top1_acc/aux0: 0.2283, top5_acc/aux0: 0.4911, loss_cls/aux0: 3.3803, loss/aux0: 3.3803 2020-10-21 22:16:00,589 - mmaction - INFO - Epoch [8][100/264] lr: 4.492e-01, eta: 1 day, 9:52:10, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.2417, top5_acc: 0.5158, loss_cls: 3.2856, loss: 3.2856, grad_norm: 0.8020, top1_acc/aux0: 0.2283, top5_acc/aux0: 0.4920, loss_cls/aux0: 3.3805, loss/aux0: 3.3805 2020-10-21 22:16:37,475 - mmaction - INFO - Epoch [8][120/264] lr: 4.492e-01, eta: 1 day, 9:41:26, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.2453, top5_acc: 0.5227, loss_cls: 3.2456, loss: 3.2456, grad_norm: 0.8202, top1_acc/aux0: 0.2247, top5_acc/aux0: 0.4898, loss_cls/aux0: 3.4022, loss/aux0: 3.4022 2020-10-21 22:16:38,420 - mmaction - INFO - Epoch [8][120/264] lr: 4.492e-01, eta: 1 day, 9:51:59, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.2453, top5_acc: 0.5227, loss_cls: 3.2456, loss: 3.2456, grad_norm: 0.8233, top1_acc/aux0: 0.2262, top5_acc/aux0: 0.4896, loss_cls/aux0: 3.4020, loss/aux0: 3.4020 2020-10-21 22:17:15,086 - mmaction - INFO - Epoch [8][140/264] lr: 4.492e-01, eta: 1 day, 9:41:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2595, top5_acc: 0.5252, loss_cls: 3.2399, loss: 3.2399, grad_norm: 0.8069, top1_acc/aux0: 0.2229, top5_acc/aux0: 0.4859, loss_cls/aux0: 3.3898, loss/aux0: 3.3898 2020-10-21 22:17:16,029 - mmaction - INFO - Epoch [8][140/264] lr: 4.492e-01, eta: 1 day, 9:51:39, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.2595, top5_acc: 0.5252, loss_cls: 3.2399, loss: 3.2399, grad_norm: 0.8069, top1_acc/aux0: 0.2217, top5_acc/aux0: 0.4877, loss_cls/aux0: 3.3814, loss/aux0: 3.3814 2020-10-21 22:17:52,906 - mmaction - INFO - Epoch [8][160/264] lr: 4.492e-01, eta: 1 day, 9:41:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2507, top5_acc: 0.5099, loss_cls: 3.2625, loss: 3.2625, grad_norm: 0.8156, top1_acc/aux0: 0.2188, top5_acc/aux0: 0.4938, loss_cls/aux0: 3.4067, loss/aux0: 3.4067 2020-10-21 22:17:53,848 - mmaction - INFO - Epoch [8][160/264] lr: 4.492e-01, eta: 1 day, 9:51:15, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2507, top5_acc: 0.5099, loss_cls: 3.2625, loss: 3.2625, grad_norm: 0.8173, top1_acc/aux0: 0.2215, top5_acc/aux0: 0.4955, loss_cls/aux0: 3.4037, loss/aux0: 3.4037 2020-10-21 22:18:30,968 - mmaction - INFO - Epoch [8][180/264] lr: 4.492e-01, eta: 1 day, 9:40:45, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2575, top5_acc: 0.5267, loss_cls: 3.2440, loss: 3.2440, grad_norm: 0.8174, top1_acc/aux0: 0.2273, top5_acc/aux0: 0.4917, loss_cls/aux0: 3.3827, loss/aux0: 3.3827 2020-10-21 22:18:31,916 - mmaction - INFO - Epoch [8][180/264] lr: 4.492e-01, eta: 1 day, 9:50:55, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.2575, top5_acc: 0.5267, loss_cls: 3.2440, loss: 3.2440, grad_norm: 0.8157, top1_acc/aux0: 0.2234, top5_acc/aux0: 0.4877, loss_cls/aux0: 3.3946, loss/aux0: 3.3946 2020-10-21 22:19:08,854 - mmaction - INFO - Epoch [8][200/264] lr: 4.492e-01, eta: 1 day, 9:40:33, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2563, top5_acc: 0.5248, loss_cls: 3.2303, loss: 3.2303, grad_norm: 0.8336, top1_acc/aux0: 0.2266, top5_acc/aux0: 0.4814, loss_cls/aux0: 3.4070, loss/aux0: 3.4070 2020-10-21 22:19:09,819 - mmaction - INFO - Epoch [8][200/264] lr: 4.492e-01, eta: 1 day, 9:50:38, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.2563, top5_acc: 0.5248, loss_cls: 3.2303, loss: 3.2303, grad_norm: 0.8352, top1_acc/aux0: 0.2288, top5_acc/aux0: 0.4825, loss_cls/aux0: 3.4031, loss/aux0: 3.4031 2020-10-21 22:19:46,716 - mmaction - INFO - Epoch [8][220/264] lr: 4.492e-01, eta: 1 day, 9:40:21, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2477, top5_acc: 0.5137, loss_cls: 3.2621, loss: 3.2621, grad_norm: 0.8077, top1_acc/aux0: 0.2255, top5_acc/aux0: 0.4887, loss_cls/aux0: 3.3688, loss/aux0: 3.3688 2020-10-21 22:19:47,661 - mmaction - INFO - Epoch [8][220/264] lr: 4.492e-01, eta: 1 day, 9:50:20, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.2477, top5_acc: 0.5137, loss_cls: 3.2621, loss: 3.2621, grad_norm: 0.8105, top1_acc/aux0: 0.2248, top5_acc/aux0: 0.4880, loss_cls/aux0: 3.3734, loss/aux0: 3.3734 2020-10-21 22:20:24,610 - mmaction - INFO - Epoch [8][240/264] lr: 4.492e-01, eta: 1 day, 9:40:14, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.2509, top5_acc: 0.5234, loss_cls: 3.2382, loss: 3.2382, grad_norm: 0.8227, top1_acc/aux0: 0.2293, top5_acc/aux0: 0.4911, loss_cls/aux0: 3.3908, loss/aux0: 3.3908 2020-10-21 22:20:25,565 - mmaction - INFO - Epoch [8][240/264] lr: 4.492e-01, eta: 1 day, 9:50:13, time: 0.955, data_time: 0.003, memory: 8466, top1_acc: 0.2509, top5_acc: 0.5234, loss_cls: 3.2382, loss: 3.2382, grad_norm: 0.8231, top1_acc/aux0: 0.2283, top5_acc/aux0: 0.4917, loss_cls/aux0: 3.3855, loss/aux0: 3.3855 2020-10-21 22:21:02,194 - mmaction - INFO - Epoch [8][260/264] lr: 4.492e-01, eta: 1 day, 9:40:00, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2429, top5_acc: 0.5116, loss_cls: 3.2879, loss: 3.2879, grad_norm: 0.8271, top1_acc/aux0: 0.2300, top5_acc/aux0: 0.4931, loss_cls/aux0: 3.3690, loss/aux0: 3.3690 2020-10-21 22:21:03,148 - mmaction - INFO - Epoch [8][260/264] lr: 4.492e-01, eta: 1 day, 9:49:41, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.2429, top5_acc: 0.5116, loss_cls: 3.2879, loss: 3.2879, grad_norm: 0.8235, top1_acc/aux0: 0.2306, top5_acc/aux0: 0.4960, loss_cls/aux0: 3.3614, loss/aux0: 3.3614 2020-10-21 22:22:57,166 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-21 22:24:40,604 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 22:24:40,778 - mmaction - INFO - top1_acc 0.3121 top5_acc 0.5998 2020-10-21 22:24:40,778 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 22:24:40,815 - mmaction - INFO - mean_acc 0.3127 2020-10-21 22:24:40,816 - mmaction - INFO - Now best checkpoint is epoch_8.pth 2020-10-21 22:24:40,829 - mmaction - INFO - Epoch(val) [8][264] top1_acc: 0.3121, top5_acc: 0.5998, mean_class_accuracy: 0.3127 2020-10-21 22:28:53,428 - mmaction - INFO - Epoch [9][20/264] lr: 4.489e-01, eta: 1 day, 9:35:36, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2495, top5_acc: 0.5363, loss_cls: 3.2193, loss: 3.2193, grad_norm: 0.8212, top1_acc/aux0: 0.2326, top5_acc/aux0: 0.4969, loss_cls/aux0: 3.3571, loss/aux0: 3.3571 2020-10-21 22:28:54,370 - mmaction - INFO - Epoch [9][20/264] lr: 4.489e-01, eta: 1 day, 9:45:07, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.2495, top5_acc: 0.5363, loss_cls: 3.2193, loss: 3.2193, grad_norm: 0.8225, top1_acc/aux0: 0.2323, top5_acc/aux0: 0.4969, loss_cls/aux0: 3.3596, loss/aux0: 3.3596 2020-10-21 22:29:30,859 - mmaction - INFO - Epoch [9][40/264] lr: 4.489e-01, eta: 1 day, 9:35:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2524, top5_acc: 0.5335, loss_cls: 3.1994, loss: 3.1994, grad_norm: 0.8090, top1_acc/aux0: 0.2399, top5_acc/aux0: 0.4948, loss_cls/aux0: 3.3551, loss/aux0: 3.3551 2020-10-21 22:29:31,811 - mmaction - INFO - Epoch [9][40/264] lr: 4.489e-01, eta: 1 day, 9:44:40, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.2524, top5_acc: 0.5335, loss_cls: 3.1994, loss: 3.1994, grad_norm: 0.8101, top1_acc/aux0: 0.2410, top5_acc/aux0: 0.4964, loss_cls/aux0: 3.3458, loss/aux0: 3.3458 2020-10-21 22:30:08,358 - mmaction - INFO - Epoch [9][60/264] lr: 4.489e-01, eta: 1 day, 9:34:48, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2582, top5_acc: 0.5278, loss_cls: 3.1966, loss: 3.1966, grad_norm: 0.8244, top1_acc/aux0: 0.2356, top5_acc/aux0: 0.5010, loss_cls/aux0: 3.3473, loss/aux0: 3.3473 2020-10-21 22:30:09,292 - mmaction - INFO - Epoch [9][60/264] lr: 4.489e-01, eta: 1 day, 9:44:11, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.2582, top5_acc: 0.5278, loss_cls: 3.1966, loss: 3.1966, grad_norm: 0.8238, top1_acc/aux0: 0.2340, top5_acc/aux0: 0.5019, loss_cls/aux0: 3.3520, loss/aux0: 3.3520 2020-10-21 22:30:46,074 - mmaction - INFO - Epoch [9][80/264] lr: 4.489e-01, eta: 1 day, 9:34:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2523, top5_acc: 0.5273, loss_cls: 3.2259, loss: 3.2259, grad_norm: 0.8302, top1_acc/aux0: 0.2368, top5_acc/aux0: 0.5156, loss_cls/aux0: 3.2945, loss/aux0: 3.2945 2020-10-21 22:30:47,029 - mmaction - INFO - Epoch [9][80/264] lr: 4.489e-01, eta: 1 day, 9:43:52, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.2523, top5_acc: 0.5273, loss_cls: 3.2259, loss: 3.2259, grad_norm: 0.8325, top1_acc/aux0: 0.2373, top5_acc/aux0: 0.5115, loss_cls/aux0: 3.3012, loss/aux0: 3.3012 2020-10-21 22:31:23,710 - mmaction - INFO - Epoch [9][100/264] lr: 4.489e-01, eta: 1 day, 9:34:13, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2653, top5_acc: 0.5378, loss_cls: 3.1768, loss: 3.1768, grad_norm: 0.8222, top1_acc/aux0: 0.2302, top5_acc/aux0: 0.4972, loss_cls/aux0: 3.3479, loss/aux0: 3.3479 2020-10-21 22:31:24,697 - mmaction - INFO - Epoch [9][100/264] lr: 4.489e-01, eta: 1 day, 9:43:27, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.2653, top5_acc: 0.5378, loss_cls: 3.1768, loss: 3.1768, grad_norm: 0.8225, top1_acc/aux0: 0.2307, top5_acc/aux0: 0.4990, loss_cls/aux0: 3.3376, loss/aux0: 3.3376 2020-10-21 22:32:01,411 - mmaction - INFO - Epoch [9][120/264] lr: 4.489e-01, eta: 1 day, 9:33:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2538, top5_acc: 0.5229, loss_cls: 3.2231, loss: 3.2231, grad_norm: 0.8388, top1_acc/aux0: 0.2326, top5_acc/aux0: 0.4972, loss_cls/aux0: 3.3591, loss/aux0: 3.3591 2020-10-21 22:32:02,367 - mmaction - INFO - Epoch [9][120/264] lr: 4.489e-01, eta: 1 day, 9:43:04, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.2538, top5_acc: 0.5229, loss_cls: 3.2231, loss: 3.2231, grad_norm: 0.8370, top1_acc/aux0: 0.2326, top5_acc/aux0: 0.4993, loss_cls/aux0: 3.3597, loss/aux0: 3.3597 2020-10-21 22:32:39,096 - mmaction - INFO - Epoch [9][140/264] lr: 4.489e-01, eta: 1 day, 9:33:32, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2606, top5_acc: 0.5339, loss_cls: 3.1694, loss: 3.1694, grad_norm: 0.8549, top1_acc/aux0: 0.2366, top5_acc/aux0: 0.5035, loss_cls/aux0: 3.3327, loss/aux0: 3.3327 2020-10-21 22:32:40,042 - mmaction - INFO - Epoch [9][140/264] lr: 4.489e-01, eta: 1 day, 9:42:36, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.2606, top5_acc: 0.5339, loss_cls: 3.1694, loss: 3.1694, grad_norm: 0.8576, top1_acc/aux0: 0.2366, top5_acc/aux0: 0.5021, loss_cls/aux0: 3.3409, loss/aux0: 3.3409 2020-10-21 22:33:16,852 - mmaction - INFO - Epoch [9][160/264] lr: 4.489e-01, eta: 1 day, 9:33:14, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2714, top5_acc: 0.5380, loss_cls: 3.1615, loss: 3.1615, grad_norm: 0.8303, top1_acc/aux0: 0.2358, top5_acc/aux0: 0.5016, loss_cls/aux0: 3.3367, loss/aux0: 3.3367 2020-10-21 22:33:17,792 - mmaction - INFO - Epoch [9][160/264] lr: 4.489e-01, eta: 1 day, 9:42:18, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.2714, top5_acc: 0.5380, loss_cls: 3.1615, loss: 3.1615, grad_norm: 0.8304, top1_acc/aux0: 0.2385, top5_acc/aux0: 0.5052, loss_cls/aux0: 3.3207, loss/aux0: 3.3207 2020-10-21 22:33:54,741 - mmaction - INFO - Epoch [9][180/264] lr: 4.489e-01, eta: 1 day, 9:33:06, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.2623, top5_acc: 0.5319, loss_cls: 3.2088, loss: 3.2088, grad_norm: 0.8333, top1_acc/aux0: 0.2502, top5_acc/aux0: 0.5208, loss_cls/aux0: 3.2602, loss/aux0: 3.2602 2020-10-21 22:33:55,708 - mmaction - INFO - Epoch [9][180/264] lr: 4.489e-01, eta: 1 day, 9:42:07, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.2623, top5_acc: 0.5319, loss_cls: 3.2088, loss: 3.2088, grad_norm: 0.8298, top1_acc/aux0: 0.2472, top5_acc/aux0: 0.5160, loss_cls/aux0: 3.2738, loss/aux0: 3.2738 2020-10-21 22:34:32,281 - mmaction - INFO - Epoch [9][200/264] lr: 4.489e-01, eta: 1 day, 9:32:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2613, top5_acc: 0.5337, loss_cls: 3.1925, loss: 3.1925, grad_norm: 0.8334, top1_acc/aux0: 0.2368, top5_acc/aux0: 0.5059, loss_cls/aux0: 3.3206, loss/aux0: 3.3206 2020-10-21 22:34:33,258 - mmaction - INFO - Epoch [9][200/264] lr: 4.489e-01, eta: 1 day, 9:41:42, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.2613, top5_acc: 0.5337, loss_cls: 3.1925, loss: 3.1925, grad_norm: 0.8335, top1_acc/aux0: 0.2394, top5_acc/aux0: 0.5066, loss_cls/aux0: 3.3171, loss/aux0: 3.3171 2020-10-21 22:35:09,915 - mmaction - INFO - Epoch [9][220/264] lr: 4.489e-01, eta: 1 day, 9:32:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2696, top5_acc: 0.5477, loss_cls: 3.1690, loss: 3.1690, grad_norm: 0.8351, top1_acc/aux0: 0.2484, top5_acc/aux0: 0.5198, loss_cls/aux0: 3.2713, loss/aux0: 3.2713 2020-10-21 22:35:10,848 - mmaction - INFO - Epoch [9][220/264] lr: 4.489e-01, eta: 1 day, 9:41:16, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.2696, top5_acc: 0.5477, loss_cls: 3.1690, loss: 3.1690, grad_norm: 0.8351, top1_acc/aux0: 0.2474, top5_acc/aux0: 0.5231, loss_cls/aux0: 3.2676, loss/aux0: 3.2676 2020-10-21 22:35:47,561 - mmaction - INFO - Epoch [9][240/264] lr: 4.489e-01, eta: 1 day, 9:32:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2625, top5_acc: 0.5427, loss_cls: 3.1523, loss: 3.1523, grad_norm: 0.8514, top1_acc/aux0: 0.2464, top5_acc/aux0: 0.5116, loss_cls/aux0: 3.2965, loss/aux0: 3.2965 2020-10-21 22:35:48,506 - mmaction - INFO - Epoch [9][240/264] lr: 4.489e-01, eta: 1 day, 9:40:47, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.2625, top5_acc: 0.5427, loss_cls: 3.1523, loss: 3.1523, grad_norm: 0.8495, top1_acc/aux0: 0.2458, top5_acc/aux0: 0.5097, loss_cls/aux0: 3.2971, loss/aux0: 3.2971 2020-10-21 22:36:25,091 - mmaction - INFO - Epoch [9][260/264] lr: 4.489e-01, eta: 1 day, 9:31:42, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2549, top5_acc: 0.5380, loss_cls: 3.1903, loss: 3.1903, grad_norm: 0.8356, top1_acc/aux0: 0.2406, top5_acc/aux0: 0.5212, loss_cls/aux0: 3.2886, loss/aux0: 3.2886 2020-10-21 22:36:26,018 - mmaction - INFO - Epoch [9][260/264] lr: 4.489e-01, eta: 1 day, 9:40:16, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.2549, top5_acc: 0.5380, loss_cls: 3.1903, loss: 3.1903, grad_norm: 0.8363, top1_acc/aux0: 0.2399, top5_acc/aux0: 0.5188, loss_cls/aux0: 3.2900, loss/aux0: 3.2900 2020-10-21 22:42:23,818 - mmaction - INFO - Epoch [10][20/264] lr: 4.486e-01, eta: 1 day, 9:27:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2819, top5_acc: 0.5451, loss_cls: 3.1203, loss: 3.1203, grad_norm: 0.8357, top1_acc/aux0: 0.2527, top5_acc/aux0: 0.5163, loss_cls/aux0: 3.2643, loss/aux0: 3.2643 2020-10-21 22:42:24,778 - mmaction - INFO - Epoch [10][20/264] lr: 4.486e-01, eta: 1 day, 9:36:17, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.2819, top5_acc: 0.5451, loss_cls: 3.1203, loss: 3.1203, grad_norm: 0.8363, top1_acc/aux0: 0.2512, top5_acc/aux0: 0.5155, loss_cls/aux0: 3.2646, loss/aux0: 3.2646 2020-10-21 22:43:01,410 - mmaction - INFO - Epoch [10][40/264] lr: 4.486e-01, eta: 1 day, 9:27:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2764, top5_acc: 0.5493, loss_cls: 3.1291, loss: 3.1291, grad_norm: 0.8209, top1_acc/aux0: 0.2498, top5_acc/aux0: 0.5194, loss_cls/aux0: 3.2612, loss/aux0: 3.2612 2020-10-21 22:43:02,369 - mmaction - INFO - Epoch [10][40/264] lr: 4.486e-01, eta: 1 day, 9:35:51, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.2764, top5_acc: 0.5493, loss_cls: 3.1291, loss: 3.1291, grad_norm: 0.8233, top1_acc/aux0: 0.2521, top5_acc/aux0: 0.5227, loss_cls/aux0: 3.2579, loss/aux0: 3.2579 2020-10-21 22:43:39,139 - mmaction - INFO - Epoch [10][60/264] lr: 4.486e-01, eta: 1 day, 9:27:05, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2592, top5_acc: 0.5359, loss_cls: 3.1819, loss: 3.1819, grad_norm: 0.8522, top1_acc/aux0: 0.2521, top5_acc/aux0: 0.5226, loss_cls/aux0: 3.2660, loss/aux0: 3.2660 2020-10-21 22:43:40,105 - mmaction - INFO - Epoch [10][60/264] lr: 4.486e-01, eta: 1 day, 9:35:30, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.2592, top5_acc: 0.5359, loss_cls: 3.1819, loss: 3.1819, grad_norm: 0.8507, top1_acc/aux0: 0.2495, top5_acc/aux0: 0.5198, loss_cls/aux0: 3.2713, loss/aux0: 3.2713 2020-10-21 22:44:17,071 - mmaction - INFO - Epoch [10][80/264] lr: 4.486e-01, eta: 1 day, 9:26:49, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2665, top5_acc: 0.5333, loss_cls: 3.1723, loss: 3.1723, grad_norm: 0.8676, top1_acc/aux0: 0.2451, top5_acc/aux0: 0.5167, loss_cls/aux0: 3.2850, loss/aux0: 3.2850 2020-10-21 22:44:18,006 - mmaction - INFO - Epoch [10][80/264] lr: 4.486e-01, eta: 1 day, 9:35:09, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.2665, top5_acc: 0.5333, loss_cls: 3.1723, loss: 3.1723, grad_norm: 0.8672, top1_acc/aux0: 0.2476, top5_acc/aux0: 0.5188, loss_cls/aux0: 3.2843, loss/aux0: 3.2843 2020-10-21 22:44:54,833 - mmaction - INFO - Epoch [10][100/264] lr: 4.486e-01, eta: 1 day, 9:26:33, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.2833, top5_acc: 0.5538, loss_cls: 3.0736, loss: 3.0736, grad_norm: 0.8376, top1_acc/aux0: 0.2569, top5_acc/aux0: 0.5314, loss_cls/aux0: 3.2227, loss/aux0: 3.2227 2020-10-21 22:44:55,829 - mmaction - INFO - Epoch [10][100/264] lr: 4.486e-01, eta: 1 day, 9:34:52, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.2833, top5_acc: 0.5538, loss_cls: 3.0736, loss: 3.0736, grad_norm: 0.8398, top1_acc/aux0: 0.2566, top5_acc/aux0: 0.5313, loss_cls/aux0: 3.2153, loss/aux0: 3.2153 2020-10-21 22:45:32,633 - mmaction - INFO - Epoch [10][120/264] lr: 4.486e-01, eta: 1 day, 9:26:22, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.2766, top5_acc: 0.5457, loss_cls: 3.1189, loss: 3.1189, grad_norm: 0.8422, top1_acc/aux0: 0.2427, top5_acc/aux0: 0.5139, loss_cls/aux0: 3.2772, loss/aux0: 3.2772 2020-10-21 22:45:33,586 - mmaction - INFO - Epoch [10][120/264] lr: 4.486e-01, eta: 1 day, 9:34:38, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.2766, top5_acc: 0.5457, loss_cls: 3.1189, loss: 3.1189, grad_norm: 0.8424, top1_acc/aux0: 0.2439, top5_acc/aux0: 0.5127, loss_cls/aux0: 3.2822, loss/aux0: 3.2822 2020-10-21 22:46:10,586 - mmaction - INFO - Epoch [10][140/264] lr: 4.486e-01, eta: 1 day, 9:26:09, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2740, top5_acc: 0.5359, loss_cls: 3.1257, loss: 3.1257, grad_norm: 0.8697, top1_acc/aux0: 0.2590, top5_acc/aux0: 0.5224, loss_cls/aux0: 3.2437, loss/aux0: 3.2437 2020-10-21 22:46:11,530 - mmaction - INFO - Epoch [10][140/264] lr: 4.486e-01, eta: 1 day, 9:34:19, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.2740, top5_acc: 0.5359, loss_cls: 3.1257, loss: 3.1257, grad_norm: 0.8713, top1_acc/aux0: 0.2563, top5_acc/aux0: 0.5194, loss_cls/aux0: 3.2524, loss/aux0: 3.2524 2020-10-21 22:46:48,221 - mmaction - INFO - Epoch [10][160/264] lr: 4.486e-01, eta: 1 day, 9:25:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2755, top5_acc: 0.5583, loss_cls: 3.0919, loss: 3.0919, grad_norm: 0.8478, top1_acc/aux0: 0.2486, top5_acc/aux0: 0.5205, loss_cls/aux0: 3.2371, loss/aux0: 3.2371 2020-10-21 22:46:49,147 - mmaction - INFO - Epoch [10][160/264] lr: 4.486e-01, eta: 1 day, 9:33:53, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2755, top5_acc: 0.5583, loss_cls: 3.0919, loss: 3.0919, grad_norm: 0.8494, top1_acc/aux0: 0.2500, top5_acc/aux0: 0.5250, loss_cls/aux0: 3.2261, loss/aux0: 3.2261 2020-10-21 22:47:26,055 - mmaction - INFO - Epoch [10][180/264] lr: 4.486e-01, eta: 1 day, 9:25:32, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2760, top5_acc: 0.5517, loss_cls: 3.1159, loss: 3.1159, grad_norm: 0.8387, top1_acc/aux0: 0.2457, top5_acc/aux0: 0.5191, loss_cls/aux0: 3.2436, loss/aux0: 3.2436 2020-10-21 22:47:26,988 - mmaction - INFO - Epoch [10][180/264] lr: 4.486e-01, eta: 1 day, 9:33:32, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.2760, top5_acc: 0.5517, loss_cls: 3.1159, loss: 3.1159, grad_norm: 0.8399, top1_acc/aux0: 0.2457, top5_acc/aux0: 0.5158, loss_cls/aux0: 3.2512, loss/aux0: 3.2512 2020-10-21 22:48:03,909 - mmaction - INFO - Epoch [10][200/264] lr: 4.486e-01, eta: 1 day, 9:25:18, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.2807, top5_acc: 0.5613, loss_cls: 3.0875, loss: 3.0875, grad_norm: 0.8480, top1_acc/aux0: 0.2543, top5_acc/aux0: 0.5214, loss_cls/aux0: 3.2439, loss/aux0: 3.2439 2020-10-21 22:48:04,855 - mmaction - INFO - Epoch [10][200/264] lr: 4.486e-01, eta: 1 day, 9:33:20, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.2807, top5_acc: 0.5613, loss_cls: 3.0875, loss: 3.0875, grad_norm: 0.8480, top1_acc/aux0: 0.2531, top5_acc/aux0: 0.5226, loss_cls/aux0: 3.2416, loss/aux0: 3.2416 2020-10-21 22:48:41,775 - mmaction - INFO - Epoch [10][220/264] lr: 4.486e-01, eta: 1 day, 9:25:10, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.2889, top5_acc: 0.5682, loss_cls: 3.0423, loss: 3.0423, grad_norm: 0.8872, top1_acc/aux0: 0.2547, top5_acc/aux0: 0.5380, loss_cls/aux0: 3.2091, loss/aux0: 3.2091 2020-10-21 22:48:42,733 - mmaction - INFO - Epoch [10][220/264] lr: 4.486e-01, eta: 1 day, 9:33:08, time: 0.956, data_time: 0.004, memory: 8466, top1_acc: 0.2889, top5_acc: 0.5682, loss_cls: 3.0423, loss: 3.0423, grad_norm: 0.8895, top1_acc/aux0: 0.2575, top5_acc/aux0: 0.5399, loss_cls/aux0: 3.2014, loss/aux0: 3.2014 2020-10-21 22:49:19,697 - mmaction - INFO - Epoch [10][240/264] lr: 4.486e-01, eta: 1 day, 9:25:00, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.2655, top5_acc: 0.5486, loss_cls: 3.1389, loss: 3.1389, grad_norm: 0.8516, top1_acc/aux0: 0.2479, top5_acc/aux0: 0.5200, loss_cls/aux0: 3.2484, loss/aux0: 3.2484 2020-10-21 22:49:20,640 - mmaction - INFO - Epoch [10][240/264] lr: 4.486e-01, eta: 1 day, 9:32:52, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.2655, top5_acc: 0.5486, loss_cls: 3.1389, loss: 3.1389, grad_norm: 0.8517, top1_acc/aux0: 0.2455, top5_acc/aux0: 0.5177, loss_cls/aux0: 3.2519, loss/aux0: 3.2519 2020-10-21 22:49:57,077 - mmaction - INFO - Epoch [10][260/264] lr: 4.486e-01, eta: 1 day, 9:24:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.2750, top5_acc: 0.5389, loss_cls: 3.1268, loss: 3.1268, grad_norm: 0.8618, top1_acc/aux0: 0.2538, top5_acc/aux0: 0.5130, loss_cls/aux0: 3.2540, loss/aux0: 3.2540 2020-10-21 22:49:58,013 - mmaction - INFO - Epoch [10][260/264] lr: 4.486e-01, eta: 1 day, 9:32:17, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.2750, top5_acc: 0.5389, loss_cls: 3.1268, loss: 3.1268, grad_norm: 0.8587, top1_acc/aux0: 0.2552, top5_acc/aux0: 0.5127, loss_cls/aux0: 3.2551, loss/aux0: 3.2551 2020-10-21 22:55:46,421 - mmaction - INFO - Epoch [11][20/264] lr: 4.483e-01, eta: 1 day, 9:20:59, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2799, top5_acc: 0.5719, loss_cls: 3.0334, loss: 3.0334, grad_norm: 0.8589, top1_acc/aux0: 0.2707, top5_acc/aux0: 0.5362, loss_cls/aux0: 3.1880, loss/aux0: 3.1880 2020-10-21 22:55:47,366 - mmaction - INFO - Epoch [11][20/264] lr: 4.483e-01, eta: 1 day, 9:28:35, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.2799, top5_acc: 0.5719, loss_cls: 3.0334, loss: 3.0334, grad_norm: 0.8571, top1_acc/aux0: 0.2726, top5_acc/aux0: 0.5361, loss_cls/aux0: 3.1856, loss/aux0: 3.1856 2020-10-21 22:56:23,828 - mmaction - INFO - Epoch [11][40/264] lr: 4.483e-01, eta: 1 day, 9:20:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.2811, top5_acc: 0.5582, loss_cls: 3.0853, loss: 3.0853, grad_norm: 0.8742, top1_acc/aux0: 0.2535, top5_acc/aux0: 0.5106, loss_cls/aux0: 3.2577, loss/aux0: 3.2577 2020-10-21 22:56:24,777 - mmaction - INFO - Epoch [11][40/264] lr: 4.483e-01, eta: 1 day, 9:28:01, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.2811, top5_acc: 0.5582, loss_cls: 3.0853, loss: 3.0853, grad_norm: 0.8721, top1_acc/aux0: 0.2547, top5_acc/aux0: 0.5111, loss_cls/aux0: 3.2521, loss/aux0: 3.2521 2020-10-21 22:57:01,290 - mmaction - INFO - Epoch [11][60/264] lr: 4.483e-01, eta: 1 day, 9:20:00, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2771, top5_acc: 0.5616, loss_cls: 3.0874, loss: 3.0874, grad_norm: 0.8627, top1_acc/aux0: 0.2628, top5_acc/aux0: 0.5189, loss_cls/aux0: 3.2194, loss/aux0: 3.2194 2020-10-21 22:57:02,236 - mmaction - INFO - Epoch [11][60/264] lr: 4.483e-01, eta: 1 day, 9:27:29, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.2771, top5_acc: 0.5616, loss_cls: 3.0874, loss: 3.0874, grad_norm: 0.8648, top1_acc/aux0: 0.2595, top5_acc/aux0: 0.5182, loss_cls/aux0: 3.2265, loss/aux0: 3.2265 2020-10-21 22:57:38,865 - mmaction - INFO - Epoch [11][80/264] lr: 4.483e-01, eta: 1 day, 9:19:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2882, top5_acc: 0.5578, loss_cls: 3.0667, loss: 3.0667, grad_norm: 0.8534, top1_acc/aux0: 0.2710, top5_acc/aux0: 0.5410, loss_cls/aux0: 3.1611, loss/aux0: 3.1611 2020-10-21 22:57:39,805 - mmaction - INFO - Epoch [11][80/264] lr: 4.483e-01, eta: 1 day, 9:26:59, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.2882, top5_acc: 0.5578, loss_cls: 3.0667, loss: 3.0667, grad_norm: 0.8556, top1_acc/aux0: 0.2675, top5_acc/aux0: 0.5387, loss_cls/aux0: 3.1686, loss/aux0: 3.1686 2020-10-21 22:58:16,776 - mmaction - INFO - Epoch [11][100/264] lr: 4.483e-01, eta: 1 day, 9:19:14, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.2741, top5_acc: 0.5512, loss_cls: 3.1148, loss: 3.1148, grad_norm: 0.8619, top1_acc/aux0: 0.2615, top5_acc/aux0: 0.5252, loss_cls/aux0: 3.2068, loss/aux0: 3.2068 2020-10-21 22:58:17,759 - mmaction - INFO - Epoch [11][100/264] lr: 4.483e-01, eta: 1 day, 9:26:45, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.2741, top5_acc: 0.5512, loss_cls: 3.1148, loss: 3.1148, grad_norm: 0.8591, top1_acc/aux0: 0.2653, top5_acc/aux0: 0.5297, loss_cls/aux0: 3.1990, loss/aux0: 3.1990 2020-10-21 22:58:54,146 - mmaction - INFO - Epoch [11][120/264] lr: 4.483e-01, eta: 1 day, 9:18:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2771, top5_acc: 0.5510, loss_cls: 3.0911, loss: 3.0911, grad_norm: 0.8576, top1_acc/aux0: 0.2566, top5_acc/aux0: 0.5220, loss_cls/aux0: 3.2265, loss/aux0: 3.2265 2020-10-21 22:58:55,132 - mmaction - INFO - Epoch [11][120/264] lr: 4.483e-01, eta: 1 day, 9:26:14, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.2771, top5_acc: 0.5510, loss_cls: 3.0911, loss: 3.0911, grad_norm: 0.8553, top1_acc/aux0: 0.2554, top5_acc/aux0: 0.5191, loss_cls/aux0: 3.2277, loss/aux0: 3.2277 2020-10-21 22:59:31,844 - mmaction - INFO - Epoch [11][140/264] lr: 4.483e-01, eta: 1 day, 9:18:32, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2724, top5_acc: 0.5479, loss_cls: 3.0967, loss: 3.0967, grad_norm: 0.8620, top1_acc/aux0: 0.2672, top5_acc/aux0: 0.5325, loss_cls/aux0: 3.1846, loss/aux0: 3.1846 2020-10-21 22:59:32,796 - mmaction - INFO - Epoch [11][140/264] lr: 4.483e-01, eta: 1 day, 9:25:53, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.2724, top5_acc: 0.5479, loss_cls: 3.0967, loss: 3.0967, grad_norm: 0.8605, top1_acc/aux0: 0.2688, top5_acc/aux0: 0.5335, loss_cls/aux0: 3.1837, loss/aux0: 3.1837 2020-10-21 23:00:09,422 - mmaction - INFO - Epoch [11][160/264] lr: 4.483e-01, eta: 1 day, 9:18:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2960, top5_acc: 0.5672, loss_cls: 3.0470, loss: 3.0470, grad_norm: 0.8603, top1_acc/aux0: 0.2592, top5_acc/aux0: 0.5306, loss_cls/aux0: 3.2149, loss/aux0: 3.2149 2020-10-21 23:00:10,382 - mmaction - INFO - Epoch [11][160/264] lr: 4.483e-01, eta: 1 day, 9:25:29, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.2960, top5_acc: 0.5672, loss_cls: 3.0470, loss: 3.0470, grad_norm: 0.8587, top1_acc/aux0: 0.2592, top5_acc/aux0: 0.5309, loss_cls/aux0: 3.2158, loss/aux0: 3.2158 2020-10-21 23:00:47,263 - mmaction - INFO - Epoch [11][180/264] lr: 4.483e-01, eta: 1 day, 9:17:51, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2774, top5_acc: 0.5642, loss_cls: 3.0832, loss: 3.0832, grad_norm: 0.8576, top1_acc/aux0: 0.2672, top5_acc/aux0: 0.5311, loss_cls/aux0: 3.1894, loss/aux0: 3.1894 2020-10-21 23:00:48,219 - mmaction - INFO - Epoch [11][180/264] lr: 4.483e-01, eta: 1 day, 9:25:04, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.2774, top5_acc: 0.5642, loss_cls: 3.0832, loss: 3.0832, grad_norm: 0.8573, top1_acc/aux0: 0.2679, top5_acc/aux0: 0.5306, loss_cls/aux0: 3.1868, loss/aux0: 3.1868 2020-10-21 23:01:25,006 - mmaction - INFO - Epoch [11][200/264] lr: 4.483e-01, eta: 1 day, 9:17:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2997, top5_acc: 0.5655, loss_cls: 2.9965, loss: 2.9965, grad_norm: 0.8689, top1_acc/aux0: 0.2691, top5_acc/aux0: 0.5306, loss_cls/aux0: 3.1823, loss/aux0: 3.1823 2020-10-21 23:01:26,032 - mmaction - INFO - Epoch [11][200/264] lr: 4.483e-01, eta: 1 day, 9:24:37, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.2997, top5_acc: 0.5655, loss_cls: 2.9965, loss: 2.9965, grad_norm: 0.8755, top1_acc/aux0: 0.2644, top5_acc/aux0: 0.5290, loss_cls/aux0: 3.1925, loss/aux0: 3.1925 2020-10-21 23:02:02,885 - mmaction - INFO - Epoch [11][220/264] lr: 4.483e-01, eta: 1 day, 9:17:07, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2852, top5_acc: 0.5623, loss_cls: 3.0635, loss: 3.0635, grad_norm: 0.8530, top1_acc/aux0: 0.2530, top5_acc/aux0: 0.5264, loss_cls/aux0: 3.2372, loss/aux0: 3.2372 2020-10-21 23:02:03,831 - mmaction - INFO - Epoch [11][220/264] lr: 4.483e-01, eta: 1 day, 9:24:15, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.2852, top5_acc: 0.5623, loss_cls: 3.0635, loss: 3.0635, grad_norm: 0.8522, top1_acc/aux0: 0.2556, top5_acc/aux0: 0.5290, loss_cls/aux0: 3.2293, loss/aux0: 3.2293 2020-10-21 23:02:40,705 - mmaction - INFO - Epoch [11][240/264] lr: 4.483e-01, eta: 1 day, 9:16:45, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2877, top5_acc: 0.5616, loss_cls: 3.0419, loss: 3.0419, grad_norm: 0.8710, top1_acc/aux0: 0.2547, top5_acc/aux0: 0.5410, loss_cls/aux0: 3.1735, loss/aux0: 3.1735 2020-10-21 23:02:41,639 - mmaction - INFO - Epoch [11][240/264] lr: 4.483e-01, eta: 1 day, 9:23:48, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2877, top5_acc: 0.5616, loss_cls: 3.0419, loss: 3.0419, grad_norm: 0.8712, top1_acc/aux0: 0.2545, top5_acc/aux0: 0.5394, loss_cls/aux0: 3.1778, loss/aux0: 3.1778 2020-10-21 23:03:18,428 - mmaction - INFO - Epoch [11][260/264] lr: 4.483e-01, eta: 1 day, 9:16:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2816, top5_acc: 0.5545, loss_cls: 3.0839, loss: 3.0839, grad_norm: 0.8628, top1_acc/aux0: 0.2637, top5_acc/aux0: 0.5299, loss_cls/aux0: 3.1881, loss/aux0: 3.1881 2020-10-21 23:03:19,390 - mmaction - INFO - Epoch [11][260/264] lr: 4.483e-01, eta: 1 day, 9:23:14, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.2816, top5_acc: 0.5545, loss_cls: 3.0839, loss: 3.0839, grad_norm: 0.8614, top1_acc/aux0: 0.2637, top5_acc/aux0: 0.5293, loss_cls/aux0: 3.1841, loss/aux0: 3.1841 2020-10-21 23:09:23,812 - mmaction - INFO - Epoch [12][20/264] lr: 4.480e-01, eta: 1 day, 9:12:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2908, top5_acc: 0.5707, loss_cls: 3.0381, loss: 3.0381, grad_norm: 0.8582, top1_acc/aux0: 0.2699, top5_acc/aux0: 0.5501, loss_cls/aux0: 3.1245, loss/aux0: 3.1245 2020-10-21 23:09:24,786 - mmaction - INFO - Epoch [12][20/264] lr: 4.480e-01, eta: 1 day, 9:19:56, time: 0.944, data_time: 0.005, memory: 8466, top1_acc: 0.2908, top5_acc: 0.5707, loss_cls: 3.0381, loss: 3.0381, grad_norm: 0.8599, top1_acc/aux0: 0.2682, top5_acc/aux0: 0.5481, loss_cls/aux0: 3.1280, loss/aux0: 3.1280 2020-10-21 23:10:01,262 - mmaction - INFO - Epoch [12][40/264] lr: 4.480e-01, eta: 1 day, 9:12:32, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2863, top5_acc: 0.5705, loss_cls: 3.0194, loss: 3.0194, grad_norm: 0.8909, top1_acc/aux0: 0.2759, top5_acc/aux0: 0.5434, loss_cls/aux0: 3.1215, loss/aux0: 3.1215 2020-10-21 23:10:02,214 - mmaction - INFO - Epoch [12][40/264] lr: 4.480e-01, eta: 1 day, 9:19:21, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.2863, top5_acc: 0.5705, loss_cls: 3.0194, loss: 3.0194, grad_norm: 0.8899, top1_acc/aux0: 0.2780, top5_acc/aux0: 0.5451, loss_cls/aux0: 3.1189, loss/aux0: 3.1189 2020-10-21 23:10:38,853 - mmaction - INFO - Epoch [12][60/264] lr: 4.480e-01, eta: 1 day, 9:12:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2925, top5_acc: 0.5660, loss_cls: 3.0305, loss: 3.0305, grad_norm: 0.8601, top1_acc/aux0: 0.2738, top5_acc/aux0: 0.5363, loss_cls/aux0: 3.1539, loss/aux0: 3.1539 2020-10-21 23:10:39,796 - mmaction - INFO - Epoch [12][60/264] lr: 4.480e-01, eta: 1 day, 9:18:54, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.2925, top5_acc: 0.5660, loss_cls: 3.0305, loss: 3.0305, grad_norm: 0.8590, top1_acc/aux0: 0.2745, top5_acc/aux0: 0.5365, loss_cls/aux0: 3.1557, loss/aux0: 3.1557 2020-10-21 23:11:16,526 - mmaction - INFO - Epoch [12][80/264] lr: 4.480e-01, eta: 1 day, 9:11:42, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3097, top5_acc: 0.5835, loss_cls: 2.9597, loss: 2.9597, grad_norm: 0.8668, top1_acc/aux0: 0.2700, top5_acc/aux0: 0.5269, loss_cls/aux0: 3.1990, loss/aux0: 3.1990 2020-10-21 23:11:17,465 - mmaction - INFO - Epoch [12][80/264] lr: 4.480e-01, eta: 1 day, 9:18:30, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3097, top5_acc: 0.5835, loss_cls: 2.9597, loss: 2.9597, grad_norm: 0.8707, top1_acc/aux0: 0.2689, top5_acc/aux0: 0.5259, loss_cls/aux0: 3.2035, loss/aux0: 3.2035 2020-10-21 23:11:54,539 - mmaction - INFO - Epoch [12][100/264] lr: 4.480e-01, eta: 1 day, 9:11:25, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.2906, top5_acc: 0.5747, loss_cls: 3.0181, loss: 3.0181, grad_norm: 0.8833, top1_acc/aux0: 0.2783, top5_acc/aux0: 0.5408, loss_cls/aux0: 3.1264, loss/aux0: 3.1264 2020-10-21 23:11:55,491 - mmaction - INFO - Epoch [12][100/264] lr: 4.480e-01, eta: 1 day, 9:18:15, time: 0.955, data_time: 0.003, memory: 8466, top1_acc: 0.2906, top5_acc: 0.5747, loss_cls: 3.0181, loss: 3.0181, grad_norm: 0.8854, top1_acc/aux0: 0.2797, top5_acc/aux0: 0.5405, loss_cls/aux0: 3.1201, loss/aux0: 3.1201 2020-10-21 23:12:32,247 - mmaction - INFO - Epoch [12][120/264] lr: 4.480e-01, eta: 1 day, 9:11:09, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2866, top5_acc: 0.5677, loss_cls: 3.0410, loss: 3.0410, grad_norm: 0.8893, top1_acc/aux0: 0.2670, top5_acc/aux0: 0.5391, loss_cls/aux0: 3.1690, loss/aux0: 3.1690 2020-10-21 23:12:33,224 - mmaction - INFO - Epoch [12][120/264] lr: 4.480e-01, eta: 1 day, 9:17:51, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.2866, top5_acc: 0.5677, loss_cls: 3.0410, loss: 3.0410, grad_norm: 0.8904, top1_acc/aux0: 0.2635, top5_acc/aux0: 0.5382, loss_cls/aux0: 3.1768, loss/aux0: 3.1768 2020-10-21 23:13:10,089 - mmaction - INFO - Epoch [12][140/264] lr: 4.480e-01, eta: 1 day, 9:10:46, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2953, top5_acc: 0.5608, loss_cls: 3.0408, loss: 3.0408, grad_norm: 0.8741, top1_acc/aux0: 0.2632, top5_acc/aux0: 0.5377, loss_cls/aux0: 3.1792, loss/aux0: 3.1792 2020-10-21 23:13:11,078 - mmaction - INFO - Epoch [12][140/264] lr: 4.480e-01, eta: 1 day, 9:17:27, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.2953, top5_acc: 0.5608, loss_cls: 3.0408, loss: 3.0408, grad_norm: 0.8777, top1_acc/aux0: 0.2639, top5_acc/aux0: 0.5368, loss_cls/aux0: 3.1823, loss/aux0: 3.1823 2020-10-21 23:13:48,001 - mmaction - INFO - Epoch [12][160/264] lr: 4.480e-01, eta: 1 day, 9:10:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3108, top5_acc: 0.5811, loss_cls: 2.9863, loss: 2.9863, grad_norm: 0.8625, top1_acc/aux0: 0.2712, top5_acc/aux0: 0.5365, loss_cls/aux0: 3.1635, loss/aux0: 3.1635 2020-10-21 23:13:48,938 - mmaction - INFO - Epoch [12][160/264] lr: 4.480e-01, eta: 1 day, 9:17:01, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3108, top5_acc: 0.5811, loss_cls: 2.9863, loss: 2.9863, grad_norm: 0.8628, top1_acc/aux0: 0.2727, top5_acc/aux0: 0.5391, loss_cls/aux0: 3.1498, loss/aux0: 3.1498 2020-10-21 23:14:25,802 - mmaction - INFO - Epoch [12][180/264] lr: 4.480e-01, eta: 1 day, 9:10:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3010, top5_acc: 0.5780, loss_cls: 2.9871, loss: 2.9871, grad_norm: 0.8903, top1_acc/aux0: 0.2745, top5_acc/aux0: 0.5458, loss_cls/aux0: 3.1327, loss/aux0: 3.1327 2020-10-21 23:14:26,798 - mmaction - INFO - Epoch [12][180/264] lr: 4.480e-01, eta: 1 day, 9:16:35, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3010, top5_acc: 0.5780, loss_cls: 2.9871, loss: 2.9871, grad_norm: 0.8931, top1_acc/aux0: 0.2762, top5_acc/aux0: 0.5455, loss_cls/aux0: 3.1358, loss/aux0: 3.1358 2020-10-21 23:15:03,467 - mmaction - INFO - Epoch [12][200/264] lr: 4.480e-01, eta: 1 day, 9:09:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3010, top5_acc: 0.5785, loss_cls: 2.9854, loss: 2.9854, grad_norm: 0.8603, top1_acc/aux0: 0.2816, top5_acc/aux0: 0.5446, loss_cls/aux0: 3.1213, loss/aux0: 3.1213 2020-10-21 23:15:04,433 - mmaction - INFO - Epoch [12][200/264] lr: 4.480e-01, eta: 1 day, 9:16:10, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3010, top5_acc: 0.5785, loss_cls: 2.9854, loss: 2.9854, grad_norm: 0.8593, top1_acc/aux0: 0.2807, top5_acc/aux0: 0.5460, loss_cls/aux0: 3.1153, loss/aux0: 3.1153 2020-10-21 23:15:41,418 - mmaction - INFO - Epoch [12][220/264] lr: 4.480e-01, eta: 1 day, 9:09:15, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2927, top5_acc: 0.5755, loss_cls: 3.0107, loss: 3.0107, grad_norm: 0.9072, top1_acc/aux0: 0.2679, top5_acc/aux0: 0.5446, loss_cls/aux0: 3.1576, loss/aux0: 3.1576 2020-10-21 23:15:42,360 - mmaction - INFO - Epoch [12][220/264] lr: 4.480e-01, eta: 1 day, 9:15:44, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.2927, top5_acc: 0.5755, loss_cls: 3.0107, loss: 3.0107, grad_norm: 0.9059, top1_acc/aux0: 0.2665, top5_acc/aux0: 0.5438, loss_cls/aux0: 3.1639, loss/aux0: 3.1639 2020-10-21 23:16:19,324 - mmaction - INFO - Epoch [12][240/264] lr: 4.480e-01, eta: 1 day, 9:08:53, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2845, top5_acc: 0.5778, loss_cls: 3.0272, loss: 3.0272, grad_norm: 0.8762, top1_acc/aux0: 0.2677, top5_acc/aux0: 0.5457, loss_cls/aux0: 3.1389, loss/aux0: 3.1389 2020-10-21 23:16:20,267 - mmaction - INFO - Epoch [12][240/264] lr: 4.480e-01, eta: 1 day, 9:15:21, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.2845, top5_acc: 0.5778, loss_cls: 3.0272, loss: 3.0272, grad_norm: 0.8773, top1_acc/aux0: 0.2675, top5_acc/aux0: 0.5453, loss_cls/aux0: 3.1408, loss/aux0: 3.1408 2020-10-21 23:16:57,047 - mmaction - INFO - Epoch [12][260/264] lr: 4.480e-01, eta: 1 day, 9:08:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3024, top5_acc: 0.5813, loss_cls: 2.9735, loss: 2.9735, grad_norm: 0.8879, top1_acc/aux0: 0.2776, top5_acc/aux0: 0.5434, loss_cls/aux0: 3.1244, loss/aux0: 3.1244 2020-10-21 23:16:57,976 - mmaction - INFO - Epoch [12][260/264] lr: 4.480e-01, eta: 1 day, 9:14:52, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3024, top5_acc: 0.5813, loss_cls: 2.9735, loss: 2.9735, grad_norm: 0.8908, top1_acc/aux0: 0.2767, top5_acc/aux0: 0.5436, loss_cls/aux0: 3.1281, loss/aux0: 3.1281 2020-10-21 23:22:55,783 - mmaction - INFO - Epoch [13][20/264] lr: 4.476e-01, eta: 1 day, 9:05:20, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3035, top5_acc: 0.5835, loss_cls: 2.9911, loss: 2.9911, grad_norm: 0.8663, top1_acc/aux0: 0.2767, top5_acc/aux0: 0.5428, loss_cls/aux0: 3.1420, loss/aux0: 3.1420 2020-10-21 23:22:56,735 - mmaction - INFO - Epoch [13][20/264] lr: 4.476e-01, eta: 1 day, 9:11:35, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3035, top5_acc: 0.5835, loss_cls: 2.9911, loss: 2.9911, grad_norm: 0.8678, top1_acc/aux0: 0.2785, top5_acc/aux0: 0.5434, loss_cls/aux0: 3.1358, loss/aux0: 3.1358 2020-10-21 23:23:32,984 - mmaction - INFO - Epoch [13][40/264] lr: 4.476e-01, eta: 1 day, 9:04:45, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3042, top5_acc: 0.5929, loss_cls: 2.9487, loss: 2.9487, grad_norm: 0.8930, top1_acc/aux0: 0.2821, top5_acc/aux0: 0.5637, loss_cls/aux0: 3.0761, loss/aux0: 3.0761 2020-10-21 23:23:33,938 - mmaction - INFO - Epoch [13][40/264] lr: 4.476e-01, eta: 1 day, 9:10:58, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3042, top5_acc: 0.5929, loss_cls: 2.9487, loss: 2.9487, grad_norm: 0.8934, top1_acc/aux0: 0.2823, top5_acc/aux0: 0.5644, loss_cls/aux0: 3.0761, loss/aux0: 3.0761 2020-10-21 23:24:10,419 - mmaction - INFO - Epoch [13][60/264] lr: 4.476e-01, eta: 1 day, 9:04:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2984, top5_acc: 0.5925, loss_cls: 2.9368, loss: 2.9368, grad_norm: 0.8941, top1_acc/aux0: 0.2809, top5_acc/aux0: 0.5465, loss_cls/aux0: 3.1076, loss/aux0: 3.1076 2020-10-21 23:24:11,369 - mmaction - INFO - Epoch [13][60/264] lr: 4.476e-01, eta: 1 day, 9:10:25, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.2984, top5_acc: 0.5925, loss_cls: 2.9368, loss: 2.9368, grad_norm: 0.8946, top1_acc/aux0: 0.2797, top5_acc/aux0: 0.5457, loss_cls/aux0: 3.1087, loss/aux0: 3.1087 2020-10-21 23:24:48,004 - mmaction - INFO - Epoch [13][80/264] lr: 4.476e-01, eta: 1 day, 9:03:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2884, top5_acc: 0.5733, loss_cls: 3.0199, loss: 3.0199, grad_norm: 0.8901, top1_acc/aux0: 0.2804, top5_acc/aux0: 0.5509, loss_cls/aux0: 3.1279, loss/aux0: 3.1279 2020-10-21 23:24:48,933 - mmaction - INFO - Epoch [13][80/264] lr: 4.476e-01, eta: 1 day, 9:09:57, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2884, top5_acc: 0.5733, loss_cls: 3.0199, loss: 3.0199, grad_norm: 0.8869, top1_acc/aux0: 0.2821, top5_acc/aux0: 0.5530, loss_cls/aux0: 3.1235, loss/aux0: 3.1235 2020-10-21 23:25:25,481 - mmaction - INFO - Epoch [13][100/264] lr: 4.476e-01, eta: 1 day, 9:03:21, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3090, top5_acc: 0.5760, loss_cls: 2.9791, loss: 2.9791, grad_norm: 0.8806, top1_acc/aux0: 0.2839, top5_acc/aux0: 0.5613, loss_cls/aux0: 3.0729, loss/aux0: 3.0729 2020-10-21 23:25:26,439 - mmaction - INFO - Epoch [13][100/264] lr: 4.476e-01, eta: 1 day, 9:09:32, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3090, top5_acc: 0.5760, loss_cls: 2.9791, loss: 2.9791, grad_norm: 0.8751, top1_acc/aux0: 0.2837, top5_acc/aux0: 0.5601, loss_cls/aux0: 3.0739, loss/aux0: 3.0739 2020-10-21 23:26:03,014 - mmaction - INFO - Epoch [13][120/264] lr: 4.476e-01, eta: 1 day, 9:02:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2977, top5_acc: 0.5823, loss_cls: 2.9896, loss: 2.9896, grad_norm: 0.8756, top1_acc/aux0: 0.2819, top5_acc/aux0: 0.5460, loss_cls/aux0: 3.1099, loss/aux0: 3.1099 2020-10-21 23:26:04,024 - mmaction - INFO - Epoch [13][120/264] lr: 4.476e-01, eta: 1 day, 9:09:04, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.2977, top5_acc: 0.5823, loss_cls: 2.9896, loss: 2.9896, grad_norm: 0.8740, top1_acc/aux0: 0.2797, top5_acc/aux0: 0.5444, loss_cls/aux0: 3.1199, loss/aux0: 3.1199 2020-10-21 23:26:40,842 - mmaction - INFO - Epoch [13][140/264] lr: 4.476e-01, eta: 1 day, 9:02:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3097, top5_acc: 0.5880, loss_cls: 2.9557, loss: 2.9557, grad_norm: 0.8724, top1_acc/aux0: 0.2807, top5_acc/aux0: 0.5451, loss_cls/aux0: 3.1253, loss/aux0: 3.1253 2020-10-21 23:26:41,768 - mmaction - INFO - Epoch [13][140/264] lr: 4.476e-01, eta: 1 day, 9:08:36, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3097, top5_acc: 0.5880, loss_cls: 2.9557, loss: 2.9557, grad_norm: 0.8707, top1_acc/aux0: 0.2828, top5_acc/aux0: 0.5464, loss_cls/aux0: 3.1191, loss/aux0: 3.1191 2020-10-21 23:27:18,659 - mmaction - INFO - Epoch [13][160/264] lr: 4.476e-01, eta: 1 day, 9:02:07, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3104, top5_acc: 0.5922, loss_cls: 2.9451, loss: 2.9451, grad_norm: 0.8752, top1_acc/aux0: 0.2825, top5_acc/aux0: 0.5531, loss_cls/aux0: 3.1032, loss/aux0: 3.1032 2020-10-21 23:27:19,587 - mmaction - INFO - Epoch [13][160/264] lr: 4.476e-01, eta: 1 day, 9:08:12, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3104, top5_acc: 0.5922, loss_cls: 2.9451, loss: 2.9451, grad_norm: 0.8791, top1_acc/aux0: 0.2807, top5_acc/aux0: 0.5524, loss_cls/aux0: 3.1039, loss/aux0: 3.1039 2020-10-21 23:27:56,407 - mmaction - INFO - Epoch [13][180/264] lr: 4.476e-01, eta: 1 day, 9:01:45, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3049, top5_acc: 0.5783, loss_cls: 2.9478, loss: 2.9478, grad_norm: 0.8991, top1_acc/aux0: 0.2884, top5_acc/aux0: 0.5693, loss_cls/aux0: 3.0493, loss/aux0: 3.0493 2020-10-21 23:27:57,388 - mmaction - INFO - Epoch [13][180/264] lr: 4.476e-01, eta: 1 day, 9:07:47, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3049, top5_acc: 0.5783, loss_cls: 2.9478, loss: 2.9478, grad_norm: 0.8996, top1_acc/aux0: 0.2856, top5_acc/aux0: 0.5675, loss_cls/aux0: 3.0561, loss/aux0: 3.0561 2020-10-21 23:28:34,202 - mmaction - INFO - Epoch [13][200/264] lr: 4.476e-01, eta: 1 day, 9:01:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2995, top5_acc: 0.5795, loss_cls: 2.9886, loss: 2.9886, grad_norm: 0.9002, top1_acc/aux0: 0.2832, top5_acc/aux0: 0.5609, loss_cls/aux0: 3.0815, loss/aux0: 3.0815 2020-10-21 23:28:35,173 - mmaction - INFO - Epoch [13][200/264] lr: 4.476e-01, eta: 1 day, 9:07:20, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.2995, top5_acc: 0.5795, loss_cls: 2.9886, loss: 2.9886, grad_norm: 0.9026, top1_acc/aux0: 0.2868, top5_acc/aux0: 0.5632, loss_cls/aux0: 3.0773, loss/aux0: 3.0773 2020-10-21 23:29:11,953 - mmaction - INFO - Epoch [13][220/264] lr: 4.476e-01, eta: 1 day, 9:00:57, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3118, top5_acc: 0.5835, loss_cls: 2.9618, loss: 2.9618, grad_norm: 0.9059, top1_acc/aux0: 0.2797, top5_acc/aux0: 0.5502, loss_cls/aux0: 3.1104, loss/aux0: 3.1104 2020-10-21 23:29:12,907 - mmaction - INFO - Epoch [13][220/264] lr: 4.476e-01, eta: 1 day, 9:06:55, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3118, top5_acc: 0.5835, loss_cls: 2.9618, loss: 2.9618, grad_norm: 0.9054, top1_acc/aux0: 0.2778, top5_acc/aux0: 0.5507, loss_cls/aux0: 3.1105, loss/aux0: 3.1105 2020-10-21 23:29:49,600 - mmaction - INFO - Epoch [13][240/264] lr: 4.476e-01, eta: 1 day, 9:00:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3033, top5_acc: 0.5840, loss_cls: 2.9654, loss: 2.9654, grad_norm: 0.8813, top1_acc/aux0: 0.2759, top5_acc/aux0: 0.5517, loss_cls/aux0: 3.1274, loss/aux0: 3.1274 2020-10-21 23:29:50,537 - mmaction - INFO - Epoch [13][240/264] lr: 4.476e-01, eta: 1 day, 9:06:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3033, top5_acc: 0.5840, loss_cls: 2.9654, loss: 2.9654, grad_norm: 0.8800, top1_acc/aux0: 0.2760, top5_acc/aux0: 0.5503, loss_cls/aux0: 3.1281, loss/aux0: 3.1281 2020-10-21 23:30:27,115 - mmaction - INFO - Epoch [13][260/264] lr: 4.476e-01, eta: 1 day, 9:00:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3094, top5_acc: 0.5917, loss_cls: 2.9304, loss: 2.9304, grad_norm: 0.9050, top1_acc/aux0: 0.2927, top5_acc/aux0: 0.5573, loss_cls/aux0: 3.0692, loss/aux0: 3.0692 2020-10-21 23:30:28,031 - mmaction - INFO - Epoch [13][260/264] lr: 4.476e-01, eta: 1 day, 9:05:54, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3094, top5_acc: 0.5917, loss_cls: 2.9304, loss: 2.9304, grad_norm: 0.9065, top1_acc/aux0: 0.2922, top5_acc/aux0: 0.5571, loss_cls/aux0: 3.0655, loss/aux0: 3.0655 2020-10-21 23:36:22,427 - mmaction - INFO - Epoch [14][20/264] lr: 4.471e-01, eta: 1 day, 8:57:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3016, top5_acc: 0.5870, loss_cls: 2.9473, loss: 2.9473, grad_norm: 0.9063, top1_acc/aux0: 0.2931, top5_acc/aux0: 0.5658, loss_cls/aux0: 3.0162, loss/aux0: 3.0162 2020-10-21 23:36:23,382 - mmaction - INFO - Epoch [14][20/264] lr: 4.471e-01, eta: 1 day, 9:02:58, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3016, top5_acc: 0.5870, loss_cls: 2.9473, loss: 2.9473, grad_norm: 0.9080, top1_acc/aux0: 0.2920, top5_acc/aux0: 0.5642, loss_cls/aux0: 3.0264, loss/aux0: 3.0264 2020-10-21 23:36:59,829 - mmaction - INFO - Epoch [14][40/264] lr: 4.471e-01, eta: 1 day, 8:56:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3035, top5_acc: 0.5839, loss_cls: 2.9603, loss: 2.9603, grad_norm: 0.8799, top1_acc/aux0: 0.2792, top5_acc/aux0: 0.5627, loss_cls/aux0: 3.0921, loss/aux0: 3.0921 2020-10-21 23:37:00,753 - mmaction - INFO - Epoch [14][40/264] lr: 4.471e-01, eta: 1 day, 9:02:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3035, top5_acc: 0.5839, loss_cls: 2.9603, loss: 2.9603, grad_norm: 0.8823, top1_acc/aux0: 0.2786, top5_acc/aux0: 0.5635, loss_cls/aux0: 3.0916, loss/aux0: 3.0916 2020-10-21 23:37:37,327 - mmaction - INFO - Epoch [14][60/264] lr: 4.471e-01, eta: 1 day, 8:56:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3101, top5_acc: 0.5896, loss_cls: 2.9457, loss: 2.9457, grad_norm: 0.8995, top1_acc/aux0: 0.2953, top5_acc/aux0: 0.5646, loss_cls/aux0: 3.0629, loss/aux0: 3.0629 2020-10-21 23:37:38,274 - mmaction - INFO - Epoch [14][60/264] lr: 4.471e-01, eta: 1 day, 9:02:00, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3101, top5_acc: 0.5896, loss_cls: 2.9457, loss: 2.9457, grad_norm: 0.9018, top1_acc/aux0: 0.2944, top5_acc/aux0: 0.5637, loss_cls/aux0: 3.0658, loss/aux0: 3.0658 2020-10-21 23:38:14,998 - mmaction - INFO - Epoch [14][80/264] lr: 4.471e-01, eta: 1 day, 8:55:50, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2998, top5_acc: 0.5759, loss_cls: 2.9909, loss: 2.9909, grad_norm: 0.9056, top1_acc/aux0: 0.2833, top5_acc/aux0: 0.5549, loss_cls/aux0: 3.0944, loss/aux0: 3.0944 2020-10-21 23:38:15,950 - mmaction - INFO - Epoch [14][80/264] lr: 4.471e-01, eta: 1 day, 9:01:34, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.2998, top5_acc: 0.5759, loss_cls: 2.9909, loss: 2.9909, grad_norm: 0.9086, top1_acc/aux0: 0.2854, top5_acc/aux0: 0.5569, loss_cls/aux0: 3.0836, loss/aux0: 3.0836 2020-10-21 23:38:53,011 - mmaction - INFO - Epoch [14][100/264] lr: 4.471e-01, eta: 1 day, 8:55:27, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3149, top5_acc: 0.5898, loss_cls: 2.9301, loss: 2.9301, grad_norm: 0.9067, top1_acc/aux0: 0.2892, top5_acc/aux0: 0.5691, loss_cls/aux0: 3.0634, loss/aux0: 3.0634 2020-10-21 23:38:53,997 - mmaction - INFO - Epoch [14][100/264] lr: 4.471e-01, eta: 1 day, 9:01:11, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.3149, top5_acc: 0.5898, loss_cls: 2.9301, loss: 2.9301, grad_norm: 0.9030, top1_acc/aux0: 0.2887, top5_acc/aux0: 0.5696, loss_cls/aux0: 3.0553, loss/aux0: 3.0553 2020-10-21 23:39:30,729 - mmaction - INFO - Epoch [14][120/264] lr: 4.471e-01, eta: 1 day, 8:55:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3125, top5_acc: 0.5936, loss_cls: 2.9096, loss: 2.9096, grad_norm: 0.9089, top1_acc/aux0: 0.2830, top5_acc/aux0: 0.5665, loss_cls/aux0: 3.0470, loss/aux0: 3.0470 2020-10-21 23:39:31,700 - mmaction - INFO - Epoch [14][120/264] lr: 4.471e-01, eta: 1 day, 9:00:40, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3125, top5_acc: 0.5936, loss_cls: 2.9096, loss: 2.9096, grad_norm: 0.9114, top1_acc/aux0: 0.2832, top5_acc/aux0: 0.5655, loss_cls/aux0: 3.0634, loss/aux0: 3.0634 2020-10-21 23:40:08,310 - mmaction - INFO - Epoch [14][140/264] lr: 4.471e-01, eta: 1 day, 8:54:35, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3094, top5_acc: 0.5924, loss_cls: 2.9560, loss: 2.9560, grad_norm: 0.9060, top1_acc/aux0: 0.2884, top5_acc/aux0: 0.5622, loss_cls/aux0: 3.0514, loss/aux0: 3.0514 2020-10-21 23:40:09,250 - mmaction - INFO - Epoch [14][140/264] lr: 4.471e-01, eta: 1 day, 9:00:12, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3094, top5_acc: 0.5924, loss_cls: 2.9560, loss: 2.9560, grad_norm: 0.9049, top1_acc/aux0: 0.2925, top5_acc/aux0: 0.5641, loss_cls/aux0: 3.0360, loss/aux0: 3.0360 2020-10-21 23:40:45,882 - mmaction - INFO - Epoch [14][160/264] lr: 4.471e-01, eta: 1 day, 8:54:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3056, top5_acc: 0.5962, loss_cls: 2.9121, loss: 2.9121, grad_norm: 0.8958, top1_acc/aux0: 0.2880, top5_acc/aux0: 0.5493, loss_cls/aux0: 3.1033, loss/aux0: 3.1033 2020-10-21 23:40:46,830 - mmaction - INFO - Epoch [14][160/264] lr: 4.471e-01, eta: 1 day, 8:59:42, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3056, top5_acc: 0.5962, loss_cls: 2.9121, loss: 2.9121, grad_norm: 0.8949, top1_acc/aux0: 0.2870, top5_acc/aux0: 0.5497, loss_cls/aux0: 3.1012, loss/aux0: 3.1012 2020-10-21 23:41:23,603 - mmaction - INFO - Epoch [14][180/264] lr: 4.471e-01, eta: 1 day, 8:53:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3189, top5_acc: 0.5998, loss_cls: 2.9050, loss: 2.9050, grad_norm: 0.9085, top1_acc/aux0: 0.2861, top5_acc/aux0: 0.5639, loss_cls/aux0: 3.0667, loss/aux0: 3.0667 2020-10-21 23:41:24,586 - mmaction - INFO - Epoch [14][180/264] lr: 4.471e-01, eta: 1 day, 8:59:18, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.3189, top5_acc: 0.5998, loss_cls: 2.9050, loss: 2.9050, grad_norm: 0.9035, top1_acc/aux0: 0.2847, top5_acc/aux0: 0.5618, loss_cls/aux0: 3.0795, loss/aux0: 3.0795 2020-10-21 23:42:01,203 - mmaction - INFO - Epoch [14][200/264] lr: 4.471e-01, eta: 1 day, 8:53:18, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3146, top5_acc: 0.5934, loss_cls: 2.9134, loss: 2.9134, grad_norm: 0.9163, top1_acc/aux0: 0.2891, top5_acc/aux0: 0.5582, loss_cls/aux0: 3.0651, loss/aux0: 3.0651 2020-10-21 23:42:02,136 - mmaction - INFO - Epoch [14][200/264] lr: 4.471e-01, eta: 1 day, 8:58:50, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3146, top5_acc: 0.5934, loss_cls: 2.9134, loss: 2.9134, grad_norm: 0.9164, top1_acc/aux0: 0.2884, top5_acc/aux0: 0.5616, loss_cls/aux0: 3.0589, loss/aux0: 3.0589 2020-10-21 23:42:38,940 - mmaction - INFO - Epoch [14][220/264] lr: 4.471e-01, eta: 1 day, 8:52:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3111, top5_acc: 0.5859, loss_cls: 2.9453, loss: 2.9453, grad_norm: 0.8968, top1_acc/aux0: 0.2885, top5_acc/aux0: 0.5755, loss_cls/aux0: 3.0540, loss/aux0: 3.0540 2020-10-21 23:42:39,884 - mmaction - INFO - Epoch [14][220/264] lr: 4.471e-01, eta: 1 day, 8:58:24, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3111, top5_acc: 0.5859, loss_cls: 2.9453, loss: 2.9453, grad_norm: 0.8982, top1_acc/aux0: 0.2892, top5_acc/aux0: 0.5714, loss_cls/aux0: 3.0555, loss/aux0: 3.0555 2020-10-21 23:43:16,689 - mmaction - INFO - Epoch [14][240/264] lr: 4.471e-01, eta: 1 day, 8:52:30, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3181, top5_acc: 0.5934, loss_cls: 2.8938, loss: 2.8938, grad_norm: 0.8853, top1_acc/aux0: 0.2979, top5_acc/aux0: 0.5700, loss_cls/aux0: 3.0214, loss/aux0: 3.0214 2020-10-21 23:43:17,629 - mmaction - INFO - Epoch [14][240/264] lr: 4.471e-01, eta: 1 day, 8:58:00, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.3181, top5_acc: 0.5934, loss_cls: 2.8938, loss: 2.8938, grad_norm: 0.8868, top1_acc/aux0: 0.2969, top5_acc/aux0: 0.5727, loss_cls/aux0: 3.0162, loss/aux0: 3.0162 2020-10-21 23:43:54,344 - mmaction - INFO - Epoch [14][260/264] lr: 4.471e-01, eta: 1 day, 8:52:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3170, top5_acc: 0.6000, loss_cls: 2.8782, loss: 2.8782, grad_norm: 0.9171, top1_acc/aux0: 0.2840, top5_acc/aux0: 0.5717, loss_cls/aux0: 3.0426, loss/aux0: 3.0426 2020-10-21 23:43:55,268 - mmaction - INFO - Epoch [14][260/264] lr: 4.471e-01, eta: 1 day, 8:57:31, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3170, top5_acc: 0.6000, loss_cls: 2.8782, loss: 2.8782, grad_norm: 0.9166, top1_acc/aux0: 0.2813, top5_acc/aux0: 0.5663, loss_cls/aux0: 3.0642, loss/aux0: 3.0642 2020-10-21 23:49:53,032 - mmaction - INFO - Epoch [15][20/264] lr: 4.467e-01, eta: 1 day, 8:49:19, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3080, top5_acc: 0.5891, loss_cls: 2.9294, loss: 2.9294, grad_norm: 0.8955, top1_acc/aux0: 0.2884, top5_acc/aux0: 0.5651, loss_cls/aux0: 3.0481, loss/aux0: 3.0481 2020-10-21 23:49:53,989 - mmaction - INFO - Epoch [15][20/264] lr: 4.467e-01, eta: 1 day, 8:54:39, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3080, top5_acc: 0.5891, loss_cls: 2.9294, loss: 2.9294, grad_norm: 0.8974, top1_acc/aux0: 0.2898, top5_acc/aux0: 0.5665, loss_cls/aux0: 3.0429, loss/aux0: 3.0429 2020-10-21 23:50:30,405 - mmaction - INFO - Epoch [15][40/264] lr: 4.467e-01, eta: 1 day, 8:48:50, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3106, top5_acc: 0.5899, loss_cls: 2.9380, loss: 2.9380, grad_norm: 0.9032, top1_acc/aux0: 0.2842, top5_acc/aux0: 0.5753, loss_cls/aux0: 3.0496, loss/aux0: 3.0496 2020-10-21 23:50:31,426 - mmaction - INFO - Epoch [15][40/264] lr: 4.467e-01, eta: 1 day, 8:54:12, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3106, top5_acc: 0.5899, loss_cls: 2.9380, loss: 2.9380, grad_norm: 0.9059, top1_acc/aux0: 0.2806, top5_acc/aux0: 0.5726, loss_cls/aux0: 3.0589, loss/aux0: 3.0589 2020-10-21 23:51:07,787 - mmaction - INFO - Epoch [15][60/264] lr: 4.467e-01, eta: 1 day, 8:48:21, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3085, top5_acc: 0.5962, loss_cls: 2.8977, loss: 2.8977, grad_norm: 0.8912, top1_acc/aux0: 0.2944, top5_acc/aux0: 0.5774, loss_cls/aux0: 3.0049, loss/aux0: 3.0049 2020-10-21 23:51:08,729 - mmaction - INFO - Epoch [15][60/264] lr: 4.467e-01, eta: 1 day, 8:53:39, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3085, top5_acc: 0.5962, loss_cls: 2.8977, loss: 2.8977, grad_norm: 0.8905, top1_acc/aux0: 0.2944, top5_acc/aux0: 0.5792, loss_cls/aux0: 2.9964, loss/aux0: 2.9964 2020-10-21 23:51:45,257 - mmaction - INFO - Epoch [15][80/264] lr: 4.467e-01, eta: 1 day, 8:47:50, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3219, top5_acc: 0.6054, loss_cls: 2.8795, loss: 2.8795, grad_norm: 0.9096, top1_acc/aux0: 0.2878, top5_acc/aux0: 0.5705, loss_cls/aux0: 3.0223, loss/aux0: 3.0223 2020-10-21 23:51:46,194 - mmaction - INFO - Epoch [15][80/264] lr: 4.467e-01, eta: 1 day, 8:53:06, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3219, top5_acc: 0.6054, loss_cls: 2.8795, loss: 2.8795, grad_norm: 0.9121, top1_acc/aux0: 0.2889, top5_acc/aux0: 0.5693, loss_cls/aux0: 3.0303, loss/aux0: 3.0303 2020-10-21 23:52:22,964 - mmaction - INFO - Epoch [15][100/264] lr: 4.467e-01, eta: 1 day, 8:47:22, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3165, top5_acc: 0.6031, loss_cls: 2.8738, loss: 2.8738, grad_norm: 0.9032, top1_acc/aux0: 0.2910, top5_acc/aux0: 0.5682, loss_cls/aux0: 3.0736, loss/aux0: 3.0736 2020-10-21 23:52:23,917 - mmaction - INFO - Epoch [15][100/264] lr: 4.467e-01, eta: 1 day, 8:52:39, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3165, top5_acc: 0.6031, loss_cls: 2.8738, loss: 2.8738, grad_norm: 0.9088, top1_acc/aux0: 0.2924, top5_acc/aux0: 0.5700, loss_cls/aux0: 3.0712, loss/aux0: 3.0712 2020-10-21 23:53:00,889 - mmaction - INFO - Epoch [15][120/264] lr: 4.467e-01, eta: 1 day, 8:46:58, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3200, top5_acc: 0.6045, loss_cls: 2.8751, loss: 2.8751, grad_norm: 0.8981, top1_acc/aux0: 0.3019, top5_acc/aux0: 0.5717, loss_cls/aux0: 3.0286, loss/aux0: 3.0286 2020-10-21 23:53:01,889 - mmaction - INFO - Epoch [15][120/264] lr: 4.467e-01, eta: 1 day, 8:52:16, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.3200, top5_acc: 0.6045, loss_cls: 2.8751, loss: 2.8751, grad_norm: 0.8952, top1_acc/aux0: 0.3024, top5_acc/aux0: 0.5726, loss_cls/aux0: 3.0175, loss/aux0: 3.0175 2020-10-21 23:53:38,814 - mmaction - INFO - Epoch [15][140/264] lr: 4.467e-01, eta: 1 day, 8:46:40, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3281, top5_acc: 0.6005, loss_cls: 2.8790, loss: 2.8790, grad_norm: 0.9077, top1_acc/aux0: 0.2932, top5_acc/aux0: 0.5644, loss_cls/aux0: 3.0304, loss/aux0: 3.0304 2020-10-21 23:53:39,767 - mmaction - INFO - Epoch [15][140/264] lr: 4.467e-01, eta: 1 day, 8:51:58, time: 0.957, data_time: 0.002, memory: 8466, top1_acc: 0.3281, top5_acc: 0.6005, loss_cls: 2.8790, loss: 2.8790, grad_norm: 0.9078, top1_acc/aux0: 0.2922, top5_acc/aux0: 0.5622, loss_cls/aux0: 3.0419, loss/aux0: 3.0419 2020-10-21 23:54:16,480 - mmaction - INFO - Epoch [15][160/264] lr: 4.467e-01, eta: 1 day, 8:46:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3111, top5_acc: 0.5997, loss_cls: 2.8884, loss: 2.8884, grad_norm: 0.9099, top1_acc/aux0: 0.2998, top5_acc/aux0: 0.5755, loss_cls/aux0: 3.0129, loss/aux0: 3.0129 2020-10-21 23:54:17,424 - mmaction - INFO - Epoch [15][160/264] lr: 4.467e-01, eta: 1 day, 8:51:25, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3111, top5_acc: 0.5997, loss_cls: 2.8884, loss: 2.8884, grad_norm: 0.9087, top1_acc/aux0: 0.2997, top5_acc/aux0: 0.5747, loss_cls/aux0: 3.0156, loss/aux0: 3.0156 2020-10-21 23:54:54,141 - mmaction - INFO - Epoch [15][180/264] lr: 4.467e-01, eta: 1 day, 8:45:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3177, top5_acc: 0.6042, loss_cls: 2.8909, loss: 2.8909, grad_norm: 0.9271, top1_acc/aux0: 0.2894, top5_acc/aux0: 0.5689, loss_cls/aux0: 3.0227, loss/aux0: 3.0227 2020-10-21 23:54:55,088 - mmaction - INFO - Epoch [15][180/264] lr: 4.467e-01, eta: 1 day, 8:50:56, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3177, top5_acc: 0.6042, loss_cls: 2.8909, loss: 2.8909, grad_norm: 0.9251, top1_acc/aux0: 0.2908, top5_acc/aux0: 0.5717, loss_cls/aux0: 3.0129, loss/aux0: 3.0129 2020-10-21 23:55:31,713 - mmaction - INFO - Epoch [15][200/264] lr: 4.467e-01, eta: 1 day, 8:45:20, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3182, top5_acc: 0.6023, loss_cls: 2.9017, loss: 2.9017, grad_norm: 0.9090, top1_acc/aux0: 0.2939, top5_acc/aux0: 0.5616, loss_cls/aux0: 3.0492, loss/aux0: 3.0492 2020-10-21 23:55:32,664 - mmaction - INFO - Epoch [15][200/264] lr: 4.467e-01, eta: 1 day, 8:50:29, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3182, top5_acc: 0.6023, loss_cls: 2.9017, loss: 2.9017, grad_norm: 0.9100, top1_acc/aux0: 0.2924, top5_acc/aux0: 0.5594, loss_cls/aux0: 3.0645, loss/aux0: 3.0645 2020-10-21 23:56:09,653 - mmaction - INFO - Epoch [15][220/264] lr: 4.467e-01, eta: 1 day, 8:44:58, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3205, top5_acc: 0.6021, loss_cls: 2.8999, loss: 2.8999, grad_norm: 0.8960, top1_acc/aux0: 0.3009, top5_acc/aux0: 0.5681, loss_cls/aux0: 3.0118, loss/aux0: 3.0118 2020-10-21 23:56:10,610 - mmaction - INFO - Epoch [15][220/264] lr: 4.467e-01, eta: 1 day, 8:50:07, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.3205, top5_acc: 0.6021, loss_cls: 2.8999, loss: 2.8999, grad_norm: 0.9005, top1_acc/aux0: 0.3012, top5_acc/aux0: 0.5682, loss_cls/aux0: 3.0072, loss/aux0: 3.0072 2020-10-21 23:56:47,325 - mmaction - INFO - Epoch [15][240/264] lr: 4.467e-01, eta: 1 day, 8:44:36, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3299, top5_acc: 0.6052, loss_cls: 2.8482, loss: 2.8482, grad_norm: 0.9264, top1_acc/aux0: 0.2938, top5_acc/aux0: 0.5757, loss_cls/aux0: 3.0154, loss/aux0: 3.0154 2020-10-21 23:56:48,262 - mmaction - INFO - Epoch [15][240/264] lr: 4.467e-01, eta: 1 day, 8:49:42, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.3299, top5_acc: 0.6052, loss_cls: 2.8482, loss: 2.8482, grad_norm: 0.9285, top1_acc/aux0: 0.2943, top5_acc/aux0: 0.5762, loss_cls/aux0: 3.0120, loss/aux0: 3.0120 2020-10-21 23:57:24,687 - mmaction - INFO - Epoch [15][260/264] lr: 4.467e-01, eta: 1 day, 8:44:07, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3283, top5_acc: 0.6106, loss_cls: 2.8451, loss: 2.8451, grad_norm: 0.9122, top1_acc/aux0: 0.2903, top5_acc/aux0: 0.5642, loss_cls/aux0: 3.0469, loss/aux0: 3.0469 2020-10-21 23:57:25,628 - mmaction - INFO - Epoch [15][260/264] lr: 4.467e-01, eta: 1 day, 8:49:08, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3283, top5_acc: 0.6106, loss_cls: 2.8451, loss: 2.8451, grad_norm: 0.9134, top1_acc/aux0: 0.2920, top5_acc/aux0: 0.5661, loss_cls/aux0: 3.0416, loss/aux0: 3.0416 2020-10-22 00:03:31,891 - mmaction - INFO - Epoch [16][20/264] lr: 4.462e-01, eta: 1 day, 8:41:28, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3260, top5_acc: 0.5998, loss_cls: 2.8705, loss: 2.8705, grad_norm: 0.9085, top1_acc/aux0: 0.2887, top5_acc/aux0: 0.5638, loss_cls/aux0: 3.0475, loss/aux0: 3.0475 2020-10-22 00:03:32,832 - mmaction - INFO - Epoch [16][20/264] lr: 4.462e-01, eta: 1 day, 8:46:24, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3260, top5_acc: 0.5998, loss_cls: 2.8705, loss: 2.8705, grad_norm: 0.9093, top1_acc/aux0: 0.2903, top5_acc/aux0: 0.5655, loss_cls/aux0: 3.0400, loss/aux0: 3.0400 2020-10-22 00:04:09,044 - mmaction - INFO - Epoch [16][40/264] lr: 4.462e-01, eta: 1 day, 8:40:53, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3236, top5_acc: 0.6031, loss_cls: 2.8634, loss: 2.8634, grad_norm: 0.9175, top1_acc/aux0: 0.2984, top5_acc/aux0: 0.5740, loss_cls/aux0: 2.9940, loss/aux0: 2.9940 2020-10-22 00:04:09,978 - mmaction - INFO - Epoch [16][40/264] lr: 4.462e-01, eta: 1 day, 8:45:49, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3236, top5_acc: 0.6031, loss_cls: 2.8634, loss: 2.8634, grad_norm: 0.9224, top1_acc/aux0: 0.3003, top5_acc/aux0: 0.5762, loss_cls/aux0: 2.9882, loss/aux0: 2.9882 2020-10-22 00:04:46,470 - mmaction - INFO - Epoch [16][60/264] lr: 4.462e-01, eta: 1 day, 8:40:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3231, top5_acc: 0.6021, loss_cls: 2.8526, loss: 2.8526, grad_norm: 0.9456, top1_acc/aux0: 0.3113, top5_acc/aux0: 0.5819, loss_cls/aux0: 2.9599, loss/aux0: 2.9599 2020-10-22 00:04:47,396 - mmaction - INFO - Epoch [16][60/264] lr: 4.462e-01, eta: 1 day, 8:45:20, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3231, top5_acc: 0.6021, loss_cls: 2.8526, loss: 2.8526, grad_norm: 0.9430, top1_acc/aux0: 0.3083, top5_acc/aux0: 0.5778, loss_cls/aux0: 2.9678, loss/aux0: 2.9678 2020-10-22 00:05:24,182 - mmaction - INFO - Epoch [16][80/264] lr: 4.462e-01, eta: 1 day, 8:39:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3323, top5_acc: 0.6028, loss_cls: 2.8714, loss: 2.8714, grad_norm: 0.9111, top1_acc/aux0: 0.2983, top5_acc/aux0: 0.5635, loss_cls/aux0: 3.0222, loss/aux0: 3.0222 2020-10-22 00:05:25,118 - mmaction - INFO - Epoch [16][80/264] lr: 4.462e-01, eta: 1 day, 8:44:51, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3323, top5_acc: 0.6028, loss_cls: 2.8714, loss: 2.8714, grad_norm: 0.9124, top1_acc/aux0: 0.2981, top5_acc/aux0: 0.5637, loss_cls/aux0: 3.0307, loss/aux0: 3.0307 2020-10-22 00:06:01,708 - mmaction - INFO - Epoch [16][100/264] lr: 4.462e-01, eta: 1 day, 8:39:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3260, top5_acc: 0.6153, loss_cls: 2.8364, loss: 2.8364, grad_norm: 0.9096, top1_acc/aux0: 0.2964, top5_acc/aux0: 0.5785, loss_cls/aux0: 3.0010, loss/aux0: 3.0010 2020-10-22 00:06:02,661 - mmaction - INFO - Epoch [16][100/264] lr: 4.462e-01, eta: 1 day, 8:44:24, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3260, top5_acc: 0.6153, loss_cls: 2.8364, loss: 2.8364, grad_norm: 0.9076, top1_acc/aux0: 0.2953, top5_acc/aux0: 0.5800, loss_cls/aux0: 2.9930, loss/aux0: 2.9930 2020-10-22 00:06:39,442 - mmaction - INFO - Epoch [16][120/264] lr: 4.462e-01, eta: 1 day, 8:39:03, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3214, top5_acc: 0.6061, loss_cls: 2.8514, loss: 2.8514, grad_norm: 0.9140, top1_acc/aux0: 0.3009, top5_acc/aux0: 0.5752, loss_cls/aux0: 2.9751, loss/aux0: 2.9751 2020-10-22 00:06:40,373 - mmaction - INFO - Epoch [16][120/264] lr: 4.462e-01, eta: 1 day, 8:43:56, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3214, top5_acc: 0.6061, loss_cls: 2.8514, loss: 2.8514, grad_norm: 0.9131, top1_acc/aux0: 0.3019, top5_acc/aux0: 0.5762, loss_cls/aux0: 2.9722, loss/aux0: 2.9722 2020-10-22 00:07:17,110 - mmaction - INFO - Epoch [16][140/264] lr: 4.462e-01, eta: 1 day, 8:38:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3257, top5_acc: 0.6028, loss_cls: 2.8507, loss: 2.8507, grad_norm: 0.9294, top1_acc/aux0: 0.3095, top5_acc/aux0: 0.5819, loss_cls/aux0: 2.9744, loss/aux0: 2.9744 2020-10-22 00:07:18,064 - mmaction - INFO - Epoch [16][140/264] lr: 4.462e-01, eta: 1 day, 8:43:26, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3257, top5_acc: 0.6028, loss_cls: 2.8507, loss: 2.8507, grad_norm: 0.9288, top1_acc/aux0: 0.3092, top5_acc/aux0: 0.5807, loss_cls/aux0: 2.9767, loss/aux0: 2.9767 2020-10-22 00:07:55,175 - mmaction - INFO - Epoch [16][160/264] lr: 4.462e-01, eta: 1 day, 8:38:09, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3165, top5_acc: 0.6036, loss_cls: 2.8894, loss: 2.8894, grad_norm: 0.9169, top1_acc/aux0: 0.3017, top5_acc/aux0: 0.5788, loss_cls/aux0: 2.9897, loss/aux0: 2.9897 2020-10-22 00:07:56,117 - mmaction - INFO - Epoch [16][160/264] lr: 4.462e-01, eta: 1 day, 8:43:02, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.3165, top5_acc: 0.6036, loss_cls: 2.8894, loss: 2.8894, grad_norm: 0.9181, top1_acc/aux0: 0.3033, top5_acc/aux0: 0.5776, loss_cls/aux0: 2.9909, loss/aux0: 2.9909 2020-10-22 00:08:32,997 - mmaction - INFO - Epoch [16][180/264] lr: 4.462e-01, eta: 1 day, 8:37:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3236, top5_acc: 0.6009, loss_cls: 2.8536, loss: 2.8536, grad_norm: 0.9156, top1_acc/aux0: 0.2962, top5_acc/aux0: 0.5731, loss_cls/aux0: 3.0078, loss/aux0: 3.0078 2020-10-22 00:08:34,056 - mmaction - INFO - Epoch [16][180/264] lr: 4.462e-01, eta: 1 day, 8:42:34, time: 0.948, data_time: 0.004, memory: 8466, top1_acc: 0.3236, top5_acc: 0.6009, loss_cls: 2.8536, loss: 2.8536, grad_norm: 0.9181, top1_acc/aux0: 0.2955, top5_acc/aux0: 0.5740, loss_cls/aux0: 3.0076, loss/aux0: 3.0076 2020-10-22 00:09:10,570 - mmaction - INFO - Epoch [16][200/264] lr: 4.462e-01, eta: 1 day, 8:37:19, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3297, top5_acc: 0.6120, loss_cls: 2.8459, loss: 2.8459, grad_norm: 0.9194, top1_acc/aux0: 0.3078, top5_acc/aux0: 0.5842, loss_cls/aux0: 2.9715, loss/aux0: 2.9715 2020-10-22 00:09:11,498 - mmaction - INFO - Epoch [16][200/264] lr: 4.462e-01, eta: 1 day, 8:42:07, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3297, top5_acc: 0.6120, loss_cls: 2.8459, loss: 2.8459, grad_norm: 0.9203, top1_acc/aux0: 0.3076, top5_acc/aux0: 0.5835, loss_cls/aux0: 2.9751, loss/aux0: 2.9751 2020-10-22 00:09:48,479 - mmaction - INFO - Epoch [16][220/264] lr: 4.462e-01, eta: 1 day, 8:36:55, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3241, top5_acc: 0.6019, loss_cls: 2.8705, loss: 2.8705, grad_norm: 0.9267, top1_acc/aux0: 0.2858, top5_acc/aux0: 0.5637, loss_cls/aux0: 3.0387, loss/aux0: 3.0387 2020-10-22 00:09:49,418 - mmaction - INFO - Epoch [16][220/264] lr: 4.462e-01, eta: 1 day, 8:41:44, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.3241, top5_acc: 0.6019, loss_cls: 2.8705, loss: 2.8705, grad_norm: 0.9249, top1_acc/aux0: 0.2873, top5_acc/aux0: 0.5646, loss_cls/aux0: 3.0362, loss/aux0: 3.0362 2020-10-22 00:10:26,159 - mmaction - INFO - Epoch [16][240/264] lr: 4.462e-01, eta: 1 day, 8:36:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3339, top5_acc: 0.6033, loss_cls: 2.8427, loss: 2.8427, grad_norm: 0.9072, top1_acc/aux0: 0.2970, top5_acc/aux0: 0.5760, loss_cls/aux0: 3.0040, loss/aux0: 3.0040 2020-10-22 00:10:27,125 - mmaction - INFO - Epoch [16][240/264] lr: 4.462e-01, eta: 1 day, 8:41:15, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3339, top5_acc: 0.6033, loss_cls: 2.8427, loss: 2.8427, grad_norm: 0.9088, top1_acc/aux0: 0.2943, top5_acc/aux0: 0.5752, loss_cls/aux0: 3.0042, loss/aux0: 3.0042 2020-10-22 00:11:03,661 - mmaction - INFO - Epoch [16][260/264] lr: 4.462e-01, eta: 1 day, 8:36:00, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3377, top5_acc: 0.6241, loss_cls: 2.8141, loss: 2.8141, grad_norm: 0.9061, top1_acc/aux0: 0.3012, top5_acc/aux0: 0.5800, loss_cls/aux0: 3.0098, loss/aux0: 3.0098 2020-10-22 00:11:04,624 - mmaction - INFO - Epoch [16][260/264] lr: 4.462e-01, eta: 1 day, 8:40:39, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3377, top5_acc: 0.6241, loss_cls: 2.8141, loss: 2.8141, grad_norm: 0.9084, top1_acc/aux0: 0.3019, top5_acc/aux0: 0.5799, loss_cls/aux0: 3.0150, loss/aux0: 3.0150 2020-10-22 00:12:59,201 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-22 00:14:36,905 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 00:14:37,046 - mmaction - INFO - top1_acc 0.3700 top5_acc 0.6815 2020-10-22 00:14:37,047 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 00:14:37,080 - mmaction - INFO - mean_acc 0.3697 2020-10-22 00:14:37,081 - mmaction - INFO - Now best checkpoint is epoch_16.pth 2020-10-22 00:14:37,086 - mmaction - INFO - Epoch(val) [16][264] top1_acc: 0.3700, top5_acc: 0.6815, mean_class_accuracy: 0.3697 2020-10-22 00:18:30,917 - mmaction - INFO - Epoch [17][20/264] lr: 4.457e-01, eta: 1 day, 8:33:27, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3384, top5_acc: 0.6168, loss_cls: 2.7857, loss: 2.7857, grad_norm: 0.9246, top1_acc/aux0: 0.3026, top5_acc/aux0: 0.5885, loss_cls/aux0: 2.9596, loss/aux0: 2.9596 2020-10-22 00:18:31,889 - mmaction - INFO - Epoch [17][20/264] lr: 4.457e-01, eta: 1 day, 8:38:06, time: 0.934, data_time: 0.006, memory: 8466, top1_acc: 0.3384, top5_acc: 0.6168, loss_cls: 2.7857, loss: 2.7857, grad_norm: 0.9218, top1_acc/aux0: 0.3030, top5_acc/aux0: 0.5877, loss_cls/aux0: 2.9559, loss/aux0: 2.9559 2020-10-22 00:19:08,409 - mmaction - INFO - Epoch [17][40/264] lr: 4.457e-01, eta: 1 day, 8:32:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3288, top5_acc: 0.6089, loss_cls: 2.8435, loss: 2.8435, grad_norm: 0.9281, top1_acc/aux0: 0.3035, top5_acc/aux0: 0.5757, loss_cls/aux0: 2.9594, loss/aux0: 2.9594 2020-10-22 00:19:09,415 - mmaction - INFO - Epoch [17][40/264] lr: 4.457e-01, eta: 1 day, 8:37:37, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3288, top5_acc: 0.6089, loss_cls: 2.8435, loss: 2.8435, grad_norm: 0.9284, top1_acc/aux0: 0.3012, top5_acc/aux0: 0.5745, loss_cls/aux0: 2.9718, loss/aux0: 2.9718 2020-10-22 00:19:46,116 - mmaction - INFO - Epoch [17][60/264] lr: 4.457e-01, eta: 1 day, 8:32:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3325, top5_acc: 0.6111, loss_cls: 2.8270, loss: 2.8270, grad_norm: 0.9325, top1_acc/aux0: 0.3049, top5_acc/aux0: 0.5915, loss_cls/aux0: 2.9545, loss/aux0: 2.9545 2020-10-22 00:19:47,046 - mmaction - INFO - Epoch [17][60/264] lr: 4.457e-01, eta: 1 day, 8:37:10, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3325, top5_acc: 0.6111, loss_cls: 2.8270, loss: 2.8270, grad_norm: 0.9325, top1_acc/aux0: 0.3073, top5_acc/aux0: 0.5918, loss_cls/aux0: 2.9480, loss/aux0: 2.9480 2020-10-22 00:20:23,842 - mmaction - INFO - Epoch [17][80/264] lr: 4.457e-01, eta: 1 day, 8:32:05, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3332, top5_acc: 0.6139, loss_cls: 2.8077, loss: 2.8077, grad_norm: 0.9285, top1_acc/aux0: 0.3028, top5_acc/aux0: 0.5745, loss_cls/aux0: 2.9961, loss/aux0: 2.9961 2020-10-22 00:20:24,813 - mmaction - INFO - Epoch [17][80/264] lr: 4.457e-01, eta: 1 day, 8:36:44, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.3332, top5_acc: 0.6139, loss_cls: 2.8077, loss: 2.8077, grad_norm: 0.9297, top1_acc/aux0: 0.3014, top5_acc/aux0: 0.5750, loss_cls/aux0: 2.9951, loss/aux0: 2.9951 2020-10-22 00:21:01,689 - mmaction - INFO - Epoch [17][100/264] lr: 4.457e-01, eta: 1 day, 8:31:41, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3191, top5_acc: 0.6071, loss_cls: 2.8882, loss: 2.8882, grad_norm: 0.9190, top1_acc/aux0: 0.3106, top5_acc/aux0: 0.5882, loss_cls/aux0: 2.9433, loss/aux0: 2.9433 2020-10-22 00:21:02,627 - mmaction - INFO - Epoch [17][100/264] lr: 4.457e-01, eta: 1 day, 8:36:18, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3191, top5_acc: 0.6071, loss_cls: 2.8882, loss: 2.8882, grad_norm: 0.9187, top1_acc/aux0: 0.3115, top5_acc/aux0: 0.5896, loss_cls/aux0: 2.9378, loss/aux0: 2.9378 2020-10-22 00:21:39,283 - mmaction - INFO - Epoch [17][120/264] lr: 4.457e-01, eta: 1 day, 8:31:13, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3238, top5_acc: 0.6101, loss_cls: 2.8607, loss: 2.8607, grad_norm: 0.9197, top1_acc/aux0: 0.3045, top5_acc/aux0: 0.5844, loss_cls/aux0: 2.9509, loss/aux0: 2.9509 2020-10-22 00:21:40,234 - mmaction - INFO - Epoch [17][120/264] lr: 4.457e-01, eta: 1 day, 8:35:45, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3238, top5_acc: 0.6101, loss_cls: 2.8607, loss: 2.8607, grad_norm: 0.9238, top1_acc/aux0: 0.3030, top5_acc/aux0: 0.5828, loss_cls/aux0: 2.9636, loss/aux0: 2.9636 2020-10-22 00:22:16,974 - mmaction - INFO - Epoch [17][140/264] lr: 4.457e-01, eta: 1 day, 8:30:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3399, top5_acc: 0.6111, loss_cls: 2.7958, loss: 2.7958, grad_norm: 0.9286, top1_acc/aux0: 0.3141, top5_acc/aux0: 0.5918, loss_cls/aux0: 2.9322, loss/aux0: 2.9322 2020-10-22 00:22:17,906 - mmaction - INFO - Epoch [17][140/264] lr: 4.457e-01, eta: 1 day, 8:35:16, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3399, top5_acc: 0.6111, loss_cls: 2.7958, loss: 2.7958, grad_norm: 0.9297, top1_acc/aux0: 0.3149, top5_acc/aux0: 0.5927, loss_cls/aux0: 2.9287, loss/aux0: 2.9287 2020-10-22 00:22:54,726 - mmaction - INFO - Epoch [17][160/264] lr: 4.457e-01, eta: 1 day, 8:30:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3227, top5_acc: 0.6059, loss_cls: 2.8474, loss: 2.8474, grad_norm: 0.9318, top1_acc/aux0: 0.3102, top5_acc/aux0: 0.5814, loss_cls/aux0: 2.9571, loss/aux0: 2.9571 2020-10-22 00:22:55,684 - mmaction - INFO - Epoch [17][160/264] lr: 4.457e-01, eta: 1 day, 8:34:49, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3227, top5_acc: 0.6059, loss_cls: 2.8474, loss: 2.8474, grad_norm: 0.9333, top1_acc/aux0: 0.3106, top5_acc/aux0: 0.5802, loss_cls/aux0: 2.9557, loss/aux0: 2.9557 2020-10-22 00:23:32,422 - mmaction - INFO - Epoch [17][180/264] lr: 4.457e-01, eta: 1 day, 8:29:50, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6153, loss_cls: 2.7912, loss: 2.7912, grad_norm: 0.9413, top1_acc/aux0: 0.3118, top5_acc/aux0: 0.5825, loss_cls/aux0: 2.9529, loss/aux0: 2.9529 2020-10-22 00:23:33,383 - mmaction - INFO - Epoch [17][180/264] lr: 4.457e-01, eta: 1 day, 8:34:20, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6153, loss_cls: 2.7912, loss: 2.7912, grad_norm: 0.9424, top1_acc/aux0: 0.3132, top5_acc/aux0: 0.5821, loss_cls/aux0: 2.9539, loss/aux0: 2.9539 2020-10-22 00:24:10,168 - mmaction - INFO - Epoch [17][200/264] lr: 4.457e-01, eta: 1 day, 8:29:23, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3300, top5_acc: 0.6108, loss_cls: 2.8167, loss: 2.8167, grad_norm: 0.9234, top1_acc/aux0: 0.3142, top5_acc/aux0: 0.5878, loss_cls/aux0: 2.9512, loss/aux0: 2.9512 2020-10-22 00:24:11,104 - mmaction - INFO - Epoch [17][200/264] lr: 4.457e-01, eta: 1 day, 8:33:53, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3300, top5_acc: 0.6108, loss_cls: 2.8167, loss: 2.8167, grad_norm: 0.9225, top1_acc/aux0: 0.3132, top5_acc/aux0: 0.5899, loss_cls/aux0: 2.9445, loss/aux0: 2.9445 2020-10-22 00:24:47,998 - mmaction - INFO - Epoch [17][220/264] lr: 4.457e-01, eta: 1 day, 8:28:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3330, top5_acc: 0.6205, loss_cls: 2.8071, loss: 2.8071, grad_norm: 0.9272, top1_acc/aux0: 0.3066, top5_acc/aux0: 0.5865, loss_cls/aux0: 2.9521, loss/aux0: 2.9521 2020-10-22 00:24:48,986 - mmaction - INFO - Epoch [17][220/264] lr: 4.457e-01, eta: 1 day, 8:33:20, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3330, top5_acc: 0.6205, loss_cls: 2.8071, loss: 2.8071, grad_norm: 0.9261, top1_acc/aux0: 0.3082, top5_acc/aux0: 0.5868, loss_cls/aux0: 2.9527, loss/aux0: 2.9527 2020-10-22 00:25:25,792 - mmaction - INFO - Epoch [17][240/264] lr: 4.457e-01, eta: 1 day, 8:28:23, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3306, top5_acc: 0.6137, loss_cls: 2.8157, loss: 2.8157, grad_norm: 0.9168, top1_acc/aux0: 0.3092, top5_acc/aux0: 0.5854, loss_cls/aux0: 2.9580, loss/aux0: 2.9580 2020-10-22 00:25:26,753 - mmaction - INFO - Epoch [17][240/264] lr: 4.457e-01, eta: 1 day, 8:32:48, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3306, top5_acc: 0.6137, loss_cls: 2.8157, loss: 2.8157, grad_norm: 0.9190, top1_acc/aux0: 0.3099, top5_acc/aux0: 0.5889, loss_cls/aux0: 2.9432, loss/aux0: 2.9432 2020-10-22 00:26:03,298 - mmaction - INFO - Epoch [17][260/264] lr: 4.457e-01, eta: 1 day, 8:27:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3260, top5_acc: 0.6149, loss_cls: 2.8093, loss: 2.8093, grad_norm: 0.9415, top1_acc/aux0: 0.3087, top5_acc/aux0: 0.5932, loss_cls/aux0: 2.9253, loss/aux0: 2.9253 2020-10-22 00:26:04,279 - mmaction - INFO - Epoch [17][260/264] lr: 4.457e-01, eta: 1 day, 8:32:15, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3260, top5_acc: 0.6149, loss_cls: 2.8093, loss: 2.8093, grad_norm: 0.9412, top1_acc/aux0: 0.3082, top5_acc/aux0: 0.5915, loss_cls/aux0: 2.9325, loss/aux0: 2.9325 2020-10-22 00:31:57,040 - mmaction - INFO - Epoch [18][20/264] lr: 4.451e-01, eta: 1 day, 8:25:26, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3387, top5_acc: 0.6222, loss_cls: 2.7646, loss: 2.7646, grad_norm: 0.9416, top1_acc/aux0: 0.3045, top5_acc/aux0: 0.5749, loss_cls/aux0: 2.9733, loss/aux0: 2.9733 2020-10-22 00:31:58,002 - mmaction - INFO - Epoch [18][20/264] lr: 4.451e-01, eta: 1 day, 8:29:45, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.3387, top5_acc: 0.6222, loss_cls: 2.7646, loss: 2.7646, grad_norm: 0.9434, top1_acc/aux0: 0.3049, top5_acc/aux0: 0.5766, loss_cls/aux0: 2.9703, loss/aux0: 2.9703 2020-10-22 00:32:34,429 - mmaction - INFO - Epoch [18][40/264] lr: 4.451e-01, eta: 1 day, 8:24:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3413, top5_acc: 0.6141, loss_cls: 2.8087, loss: 2.8087, grad_norm: 0.9523, top1_acc/aux0: 0.3092, top5_acc/aux0: 0.5861, loss_cls/aux0: 2.9463, loss/aux0: 2.9463 2020-10-22 00:32:35,391 - mmaction - INFO - Epoch [18][40/264] lr: 4.451e-01, eta: 1 day, 8:29:12, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3413, top5_acc: 0.6141, loss_cls: 2.8087, loss: 2.8087, grad_norm: 0.9526, top1_acc/aux0: 0.3090, top5_acc/aux0: 0.5849, loss_cls/aux0: 2.9514, loss/aux0: 2.9514 2020-10-22 00:33:12,208 - mmaction - INFO - Epoch [18][60/264] lr: 4.451e-01, eta: 1 day, 8:24:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3356, top5_acc: 0.6125, loss_cls: 2.8157, loss: 2.8157, grad_norm: 0.9329, top1_acc/aux0: 0.3101, top5_acc/aux0: 0.5941, loss_cls/aux0: 2.9374, loss/aux0: 2.9374 2020-10-22 00:33:13,145 - mmaction - INFO - Epoch [18][60/264] lr: 4.451e-01, eta: 1 day, 8:28:42, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3356, top5_acc: 0.6125, loss_cls: 2.8157, loss: 2.8157, grad_norm: 0.9274, top1_acc/aux0: 0.3128, top5_acc/aux0: 0.5950, loss_cls/aux0: 2.9304, loss/aux0: 2.9304 2020-10-22 00:33:49,592 - mmaction - INFO - Epoch [18][80/264] lr: 4.451e-01, eta: 1 day, 8:23:50, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6198, loss_cls: 2.8136, loss: 2.8136, grad_norm: 0.9440, top1_acc/aux0: 0.3052, top5_acc/aux0: 0.5814, loss_cls/aux0: 2.9798, loss/aux0: 2.9798 2020-10-22 00:33:50,514 - mmaction - INFO - Epoch [18][80/264] lr: 4.451e-01, eta: 1 day, 8:28:07, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6198, loss_cls: 2.8136, loss: 2.8136, grad_norm: 0.9436, top1_acc/aux0: 0.3049, top5_acc/aux0: 0.5837, loss_cls/aux0: 2.9743, loss/aux0: 2.9743 2020-10-22 00:34:27,101 - mmaction - INFO - Epoch [18][100/264] lr: 4.451e-01, eta: 1 day, 8:23:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3345, top5_acc: 0.6142, loss_cls: 2.8018, loss: 2.8018, grad_norm: 0.9310, top1_acc/aux0: 0.3125, top5_acc/aux0: 0.5849, loss_cls/aux0: 2.9591, loss/aux0: 2.9591 2020-10-22 00:34:28,050 - mmaction - INFO - Epoch [18][100/264] lr: 4.451e-01, eta: 1 day, 8:27:32, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3345, top5_acc: 0.6142, loss_cls: 2.8018, loss: 2.8018, grad_norm: 0.9343, top1_acc/aux0: 0.3092, top5_acc/aux0: 0.5811, loss_cls/aux0: 2.9738, loss/aux0: 2.9738 2020-10-22 00:35:04,776 - mmaction - INFO - Epoch [18][120/264] lr: 4.451e-01, eta: 1 day, 8:22:45, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3325, top5_acc: 0.6128, loss_cls: 2.7921, loss: 2.7921, grad_norm: 0.9456, top1_acc/aux0: 0.3089, top5_acc/aux0: 0.5941, loss_cls/aux0: 2.9346, loss/aux0: 2.9346 2020-10-22 00:35:05,726 - mmaction - INFO - Epoch [18][120/264] lr: 4.451e-01, eta: 1 day, 8:27:03, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3325, top5_acc: 0.6128, loss_cls: 2.7921, loss: 2.7921, grad_norm: 0.9459, top1_acc/aux0: 0.3094, top5_acc/aux0: 0.5951, loss_cls/aux0: 2.9275, loss/aux0: 2.9275 2020-10-22 00:35:42,405 - mmaction - INFO - Epoch [18][140/264] lr: 4.451e-01, eta: 1 day, 8:22:17, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3372, top5_acc: 0.6181, loss_cls: 2.7958, loss: 2.7958, grad_norm: 0.9247, top1_acc/aux0: 0.3083, top5_acc/aux0: 0.5729, loss_cls/aux0: 2.9859, loss/aux0: 2.9859 2020-10-22 00:35:43,334 - mmaction - INFO - Epoch [18][140/264] lr: 4.451e-01, eta: 1 day, 8:26:33, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3372, top5_acc: 0.6181, loss_cls: 2.7958, loss: 2.7958, grad_norm: 0.9243, top1_acc/aux0: 0.3092, top5_acc/aux0: 0.5708, loss_cls/aux0: 2.9901, loss/aux0: 2.9901 2020-10-22 00:36:20,388 - mmaction - INFO - Epoch [18][160/264] lr: 4.451e-01, eta: 1 day, 8:21:50, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3328, top5_acc: 0.6090, loss_cls: 2.8407, loss: 2.8407, grad_norm: 0.9173, top1_acc/aux0: 0.3189, top5_acc/aux0: 0.5863, loss_cls/aux0: 2.9417, loss/aux0: 2.9417 2020-10-22 00:36:21,340 - mmaction - INFO - Epoch [18][160/264] lr: 4.451e-01, eta: 1 day, 8:26:06, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.3328, top5_acc: 0.6090, loss_cls: 2.8407, loss: 2.8407, grad_norm: 0.9180, top1_acc/aux0: 0.3186, top5_acc/aux0: 0.5898, loss_cls/aux0: 2.9372, loss/aux0: 2.9372 2020-10-22 00:36:58,149 - mmaction - INFO - Epoch [18][180/264] lr: 4.451e-01, eta: 1 day, 8:21:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3306, top5_acc: 0.6007, loss_cls: 2.8700, loss: 2.8700, grad_norm: 0.9398, top1_acc/aux0: 0.2972, top5_acc/aux0: 0.5917, loss_cls/aux0: 2.9559, loss/aux0: 2.9559 2020-10-22 00:36:59,101 - mmaction - INFO - Epoch [18][180/264] lr: 4.451e-01, eta: 1 day, 8:25:33, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3306, top5_acc: 0.6007, loss_cls: 2.8700, loss: 2.8700, grad_norm: 0.9407, top1_acc/aux0: 0.2981, top5_acc/aux0: 0.5924, loss_cls/aux0: 2.9431, loss/aux0: 2.9431 2020-10-22 00:37:35,831 - mmaction - INFO - Epoch [18][200/264] lr: 4.451e-01, eta: 1 day, 8:20:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6193, loss_cls: 2.7807, loss: 2.7807, grad_norm: 0.9248, top1_acc/aux0: 0.3172, top5_acc/aux0: 0.5936, loss_cls/aux0: 2.9009, loss/aux0: 2.9009 2020-10-22 00:37:36,764 - mmaction - INFO - Epoch [18][200/264] lr: 4.451e-01, eta: 1 day, 8:25:02, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6193, loss_cls: 2.7807, loss: 2.7807, grad_norm: 0.9256, top1_acc/aux0: 0.3160, top5_acc/aux0: 0.5887, loss_cls/aux0: 2.9236, loss/aux0: 2.9236 2020-10-22 00:38:13,504 - mmaction - INFO - Epoch [18][220/264] lr: 4.451e-01, eta: 1 day, 8:20:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6177, loss_cls: 2.7735, loss: 2.7735, grad_norm: 0.9619, top1_acc/aux0: 0.3224, top5_acc/aux0: 0.5951, loss_cls/aux0: 2.9113, loss/aux0: 2.9113 2020-10-22 00:38:14,457 - mmaction - INFO - Epoch [18][220/264] lr: 4.451e-01, eta: 1 day, 8:24:31, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6177, loss_cls: 2.7735, loss: 2.7735, grad_norm: 0.9608, top1_acc/aux0: 0.3212, top5_acc/aux0: 0.5984, loss_cls/aux0: 2.9019, loss/aux0: 2.9019 2020-10-22 00:38:50,997 - mmaction - INFO - Epoch [18][240/264] lr: 4.451e-01, eta: 1 day, 8:19:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3361, top5_acc: 0.6229, loss_cls: 2.7940, loss: 2.7940, grad_norm: 0.9215, top1_acc/aux0: 0.3076, top5_acc/aux0: 0.5918, loss_cls/aux0: 2.9140, loss/aux0: 2.9140 2020-10-22 00:38:51,970 - mmaction - INFO - Epoch [18][240/264] lr: 4.451e-01, eta: 1 day, 8:23:58, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3361, top5_acc: 0.6229, loss_cls: 2.7940, loss: 2.7940, grad_norm: 0.9246, top1_acc/aux0: 0.3075, top5_acc/aux0: 0.5892, loss_cls/aux0: 2.9176, loss/aux0: 2.9176 2020-10-22 00:39:28,585 - mmaction - INFO - Epoch [18][260/264] lr: 4.451e-01, eta: 1 day, 8:19:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3349, top5_acc: 0.6144, loss_cls: 2.7987, loss: 2.7987, grad_norm: 0.9339, top1_acc/aux0: 0.3043, top5_acc/aux0: 0.5906, loss_cls/aux0: 2.9466, loss/aux0: 2.9466 2020-10-22 00:39:29,503 - mmaction - INFO - Epoch [18][260/264] lr: 4.451e-01, eta: 1 day, 8:23:27, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3349, top5_acc: 0.6144, loss_cls: 2.7987, loss: 2.7987, grad_norm: 0.9335, top1_acc/aux0: 0.3080, top5_acc/aux0: 0.5948, loss_cls/aux0: 2.9322, loss/aux0: 2.9322 2020-10-22 00:45:33,370 - mmaction - INFO - Epoch [19][20/264] lr: 4.445e-01, eta: 1 day, 8:17:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6201, loss_cls: 2.7738, loss: 2.7738, grad_norm: 0.9380, top1_acc/aux0: 0.3198, top5_acc/aux0: 0.5950, loss_cls/aux0: 2.9028, loss/aux0: 2.9028 2020-10-22 00:45:34,352 - mmaction - INFO - Epoch [19][20/264] lr: 4.445e-01, eta: 1 day, 8:21:10, time: 0.939, data_time: 0.005, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6201, loss_cls: 2.7738, loss: 2.7738, grad_norm: 0.9392, top1_acc/aux0: 0.3200, top5_acc/aux0: 0.5934, loss_cls/aux0: 2.9067, loss/aux0: 2.9067 2020-10-22 00:46:10,919 - mmaction - INFO - Epoch [19][40/264] lr: 4.445e-01, eta: 1 day, 8:16:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6205, loss_cls: 2.7944, loss: 2.7944, grad_norm: 0.9175, top1_acc/aux0: 0.3142, top5_acc/aux0: 0.5905, loss_cls/aux0: 2.9132, loss/aux0: 2.9132 2020-10-22 00:46:11,908 - mmaction - INFO - Epoch [19][40/264] lr: 4.445e-01, eta: 1 day, 8:20:39, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6205, loss_cls: 2.7944, loss: 2.7944, grad_norm: 0.9180, top1_acc/aux0: 0.3135, top5_acc/aux0: 0.5929, loss_cls/aux0: 2.9135, loss/aux0: 2.9135 2020-10-22 00:46:48,450 - mmaction - INFO - Epoch [19][60/264] lr: 4.445e-01, eta: 1 day, 8:16:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6332, loss_cls: 2.7362, loss: 2.7362, grad_norm: 0.9550, top1_acc/aux0: 0.3181, top5_acc/aux0: 0.6010, loss_cls/aux0: 2.9059, loss/aux0: 2.9059 2020-10-22 00:46:49,388 - mmaction - INFO - Epoch [19][60/264] lr: 4.445e-01, eta: 1 day, 8:20:05, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6332, loss_cls: 2.7362, loss: 2.7362, grad_norm: 0.9535, top1_acc/aux0: 0.3188, top5_acc/aux0: 0.6009, loss_cls/aux0: 2.8986, loss/aux0: 2.8986 2020-10-22 00:47:26,309 - mmaction - INFO - Epoch [19][80/264] lr: 4.445e-01, eta: 1 day, 8:15:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3370, top5_acc: 0.6188, loss_cls: 2.7783, loss: 2.7783, grad_norm: 0.9605, top1_acc/aux0: 0.3156, top5_acc/aux0: 0.5896, loss_cls/aux0: 2.9207, loss/aux0: 2.9207 2020-10-22 00:47:27,256 - mmaction - INFO - Epoch [19][80/264] lr: 4.445e-01, eta: 1 day, 8:19:36, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3370, top5_acc: 0.6188, loss_cls: 2.7783, loss: 2.7783, grad_norm: 0.9593, top1_acc/aux0: 0.3141, top5_acc/aux0: 0.5873, loss_cls/aux0: 2.9327, loss/aux0: 2.9327 2020-10-22 00:48:03,912 - mmaction - INFO - Epoch [19][100/264] lr: 4.445e-01, eta: 1 day, 8:15:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6155, loss_cls: 2.7980, loss: 2.7980, grad_norm: 0.9364, top1_acc/aux0: 0.3099, top5_acc/aux0: 0.5795, loss_cls/aux0: 2.9488, loss/aux0: 2.9488 2020-10-22 00:48:04,992 - mmaction - INFO - Epoch [19][100/264] lr: 4.445e-01, eta: 1 day, 8:19:08, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6155, loss_cls: 2.7980, loss: 2.7980, grad_norm: 0.9343, top1_acc/aux0: 0.3111, top5_acc/aux0: 0.5795, loss_cls/aux0: 2.9432, loss/aux0: 2.9432 2020-10-22 00:48:41,813 - mmaction - INFO - Epoch [19][120/264] lr: 4.445e-01, eta: 1 day, 8:14:38, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6186, loss_cls: 2.7860, loss: 2.7860, grad_norm: 0.9421, top1_acc/aux0: 0.3153, top5_acc/aux0: 0.5974, loss_cls/aux0: 2.9143, loss/aux0: 2.9143 2020-10-22 00:48:42,757 - mmaction - INFO - Epoch [19][120/264] lr: 4.445e-01, eta: 1 day, 8:18:42, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6186, loss_cls: 2.7860, loss: 2.7860, grad_norm: 0.9436, top1_acc/aux0: 0.3151, top5_acc/aux0: 0.5998, loss_cls/aux0: 2.9088, loss/aux0: 2.9088 2020-10-22 00:49:19,610 - mmaction - INFO - Epoch [19][140/264] lr: 4.445e-01, eta: 1 day, 8:14:13, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3519, top5_acc: 0.6253, loss_cls: 2.7680, loss: 2.7680, grad_norm: 0.9445, top1_acc/aux0: 0.3222, top5_acc/aux0: 0.5931, loss_cls/aux0: 2.8832, loss/aux0: 2.8832 2020-10-22 00:49:20,548 - mmaction - INFO - Epoch [19][140/264] lr: 4.445e-01, eta: 1 day, 8:18:15, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3519, top5_acc: 0.6253, loss_cls: 2.7680, loss: 2.7680, grad_norm: 0.9496, top1_acc/aux0: 0.3229, top5_acc/aux0: 0.5934, loss_cls/aux0: 2.8816, loss/aux0: 2.8816 2020-10-22 00:49:57,399 - mmaction - INFO - Epoch [19][160/264] lr: 4.445e-01, eta: 1 day, 8:13:46, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3328, top5_acc: 0.6122, loss_cls: 2.8130, loss: 2.8130, grad_norm: 0.9404, top1_acc/aux0: 0.3153, top5_acc/aux0: 0.5851, loss_cls/aux0: 2.9463, loss/aux0: 2.9463 2020-10-22 00:49:58,340 - mmaction - INFO - Epoch [19][160/264] lr: 4.445e-01, eta: 1 day, 8:17:46, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3328, top5_acc: 0.6122, loss_cls: 2.8130, loss: 2.8130, grad_norm: 0.9398, top1_acc/aux0: 0.3153, top5_acc/aux0: 0.5849, loss_cls/aux0: 2.9462, loss/aux0: 2.9462 2020-10-22 00:50:35,372 - mmaction - INFO - Epoch [19][180/264] lr: 4.445e-01, eta: 1 day, 8:13:19, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3340, top5_acc: 0.6243, loss_cls: 2.7955, loss: 2.7955, grad_norm: 0.9490, top1_acc/aux0: 0.3101, top5_acc/aux0: 0.5943, loss_cls/aux0: 2.9215, loss/aux0: 2.9215 2020-10-22 00:50:36,323 - mmaction - INFO - Epoch [19][180/264] lr: 4.445e-01, eta: 1 day, 8:17:22, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.3340, top5_acc: 0.6243, loss_cls: 2.7955, loss: 2.7955, grad_norm: 0.9491, top1_acc/aux0: 0.3106, top5_acc/aux0: 0.5937, loss_cls/aux0: 2.9270, loss/aux0: 2.9270 2020-10-22 00:51:13,081 - mmaction - INFO - Epoch [19][200/264] lr: 4.445e-01, eta: 1 day, 8:12:54, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6356, loss_cls: 2.7131, loss: 2.7131, grad_norm: 0.9665, top1_acc/aux0: 0.3148, top5_acc/aux0: 0.5842, loss_cls/aux0: 2.9409, loss/aux0: 2.9409 2020-10-22 00:51:14,032 - mmaction - INFO - Epoch [19][200/264] lr: 4.445e-01, eta: 1 day, 8:16:53, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6356, loss_cls: 2.7131, loss: 2.7131, grad_norm: 0.9632, top1_acc/aux0: 0.3141, top5_acc/aux0: 0.5833, loss_cls/aux0: 2.9403, loss/aux0: 2.9403 2020-10-22 00:51:50,669 - mmaction - INFO - Epoch [19][220/264] lr: 4.445e-01, eta: 1 day, 8:12:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6215, loss_cls: 2.7735, loss: 2.7735, grad_norm: 0.9253, top1_acc/aux0: 0.3170, top5_acc/aux0: 0.5878, loss_cls/aux0: 2.9217, loss/aux0: 2.9217 2020-10-22 00:51:51,619 - mmaction - INFO - Epoch [19][220/264] lr: 4.445e-01, eta: 1 day, 8:16:22, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6215, loss_cls: 2.7735, loss: 2.7735, grad_norm: 0.9249, top1_acc/aux0: 0.3156, top5_acc/aux0: 0.5873, loss_cls/aux0: 2.9240, loss/aux0: 2.9240 2020-10-22 00:52:28,344 - mmaction - INFO - Epoch [19][240/264] lr: 4.445e-01, eta: 1 day, 8:11:56, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3401, top5_acc: 0.6259, loss_cls: 2.7745, loss: 2.7745, grad_norm: 0.9679, top1_acc/aux0: 0.3123, top5_acc/aux0: 0.5877, loss_cls/aux0: 2.9170, loss/aux0: 2.9170 2020-10-22 00:52:29,275 - mmaction - INFO - Epoch [19][240/264] lr: 4.445e-01, eta: 1 day, 8:15:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3401, top5_acc: 0.6259, loss_cls: 2.7745, loss: 2.7745, grad_norm: 0.9666, top1_acc/aux0: 0.3134, top5_acc/aux0: 0.5887, loss_cls/aux0: 2.9161, loss/aux0: 2.9161 2020-10-22 00:53:05,614 - mmaction - INFO - Epoch [19][260/264] lr: 4.445e-01, eta: 1 day, 8:11:24, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3304, top5_acc: 0.6146, loss_cls: 2.8355, loss: 2.8355, grad_norm: 0.9687, top1_acc/aux0: 0.3158, top5_acc/aux0: 0.5915, loss_cls/aux0: 2.9031, loss/aux0: 2.9031 2020-10-22 00:53:06,547 - mmaction - INFO - Epoch [19][260/264] lr: 4.445e-01, eta: 1 day, 8:15:17, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3304, top5_acc: 0.6146, loss_cls: 2.8355, loss: 2.8355, grad_norm: 0.9664, top1_acc/aux0: 0.3179, top5_acc/aux0: 0.5913, loss_cls/aux0: 2.9016, loss/aux0: 2.9016 2020-10-22 00:59:22,414 - mmaction - INFO - Epoch [20][20/264] lr: 4.439e-01, eta: 1 day, 8:09:10, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3413, top5_acc: 0.6151, loss_cls: 2.8043, loss: 2.8043, grad_norm: 0.9389, top1_acc/aux0: 0.3295, top5_acc/aux0: 0.6027, loss_cls/aux0: 2.8946, loss/aux0: 2.8946 2020-10-22 00:59:23,374 - mmaction - INFO - Epoch [20][20/264] lr: 4.439e-01, eta: 1 day, 8:13:01, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.3413, top5_acc: 0.6151, loss_cls: 2.8043, loss: 2.8043, grad_norm: 0.9361, top1_acc/aux0: 0.3299, top5_acc/aux0: 0.6040, loss_cls/aux0: 2.8910, loss/aux0: 2.8910 2020-10-22 00:59:59,979 - mmaction - INFO - Epoch [20][40/264] lr: 4.439e-01, eta: 1 day, 8:08:39, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3472, top5_acc: 0.6352, loss_cls: 2.7339, loss: 2.7339, grad_norm: 0.9313, top1_acc/aux0: 0.3149, top5_acc/aux0: 0.5938, loss_cls/aux0: 2.9302, loss/aux0: 2.9302 2020-10-22 01:00:00,912 - mmaction - INFO - Epoch [20][40/264] lr: 4.439e-01, eta: 1 day, 8:12:33, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3472, top5_acc: 0.6352, loss_cls: 2.7339, loss: 2.7339, grad_norm: 0.9275, top1_acc/aux0: 0.3175, top5_acc/aux0: 0.5957, loss_cls/aux0: 2.9184, loss/aux0: 2.9184 2020-10-22 01:00:37,494 - mmaction - INFO - Epoch [20][60/264] lr: 4.439e-01, eta: 1 day, 8:08:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3561, top5_acc: 0.6384, loss_cls: 2.7017, loss: 2.7017, grad_norm: 0.9433, top1_acc/aux0: 0.3302, top5_acc/aux0: 0.6099, loss_cls/aux0: 2.8357, loss/aux0: 2.8357 2020-10-22 01:00:38,459 - mmaction - INFO - Epoch [20][60/264] lr: 4.439e-01, eta: 1 day, 8:12:04, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3561, top5_acc: 0.6384, loss_cls: 2.7017, loss: 2.7017, grad_norm: 0.9419, top1_acc/aux0: 0.3266, top5_acc/aux0: 0.6066, loss_cls/aux0: 2.8531, loss/aux0: 2.8531 2020-10-22 01:01:15,249 - mmaction - INFO - Epoch [20][80/264] lr: 4.439e-01, eta: 1 day, 8:07:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3476, top5_acc: 0.6224, loss_cls: 2.7327, loss: 2.7327, grad_norm: 0.9466, top1_acc/aux0: 0.3120, top5_acc/aux0: 0.5964, loss_cls/aux0: 2.9029, loss/aux0: 2.9029 2020-10-22 01:01:16,186 - mmaction - INFO - Epoch [20][80/264] lr: 4.439e-01, eta: 1 day, 8:11:33, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3476, top5_acc: 0.6224, loss_cls: 2.7327, loss: 2.7327, grad_norm: 0.9451, top1_acc/aux0: 0.3139, top5_acc/aux0: 0.5965, loss_cls/aux0: 2.8951, loss/aux0: 2.8951 2020-10-22 01:01:53,237 - mmaction - INFO - Epoch [20][100/264] lr: 4.439e-01, eta: 1 day, 8:07:15, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6160, loss_cls: 2.7728, loss: 2.7728, grad_norm: 0.9525, top1_acc/aux0: 0.3109, top5_acc/aux0: 0.5925, loss_cls/aux0: 2.9128, loss/aux0: 2.9128 2020-10-22 01:01:54,241 - mmaction - INFO - Epoch [20][100/264] lr: 4.439e-01, eta: 1 day, 8:11:07, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6160, loss_cls: 2.7728, loss: 2.7728, grad_norm: 0.9500, top1_acc/aux0: 0.3075, top5_acc/aux0: 0.5905, loss_cls/aux0: 2.9252, loss/aux0: 2.9252 2020-10-22 01:02:31,172 - mmaction - INFO - Epoch [20][120/264] lr: 4.439e-01, eta: 1 day, 8:06:50, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6155, loss_cls: 2.7958, loss: 2.7958, grad_norm: 0.9528, top1_acc/aux0: 0.3193, top5_acc/aux0: 0.5974, loss_cls/aux0: 2.8850, loss/aux0: 2.8850 2020-10-22 01:02:32,124 - mmaction - INFO - Epoch [20][120/264] lr: 4.439e-01, eta: 1 day, 8:10:41, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6155, loss_cls: 2.7958, loss: 2.7958, grad_norm: 0.9513, top1_acc/aux0: 0.3188, top5_acc/aux0: 0.6003, loss_cls/aux0: 2.8760, loss/aux0: 2.8760 2020-10-22 01:03:09,063 - mmaction - INFO - Epoch [20][140/264] lr: 4.439e-01, eta: 1 day, 8:06:26, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3490, top5_acc: 0.6233, loss_cls: 2.7442, loss: 2.7442, grad_norm: 0.9543, top1_acc/aux0: 0.3156, top5_acc/aux0: 0.6016, loss_cls/aux0: 2.8776, loss/aux0: 2.8776 2020-10-22 01:03:09,991 - mmaction - INFO - Epoch [20][140/264] lr: 4.439e-01, eta: 1 day, 8:10:16, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.3490, top5_acc: 0.6233, loss_cls: 2.7442, loss: 2.7442, grad_norm: 0.9545, top1_acc/aux0: 0.3172, top5_acc/aux0: 0.5974, loss_cls/aux0: 2.8917, loss/aux0: 2.8917 2020-10-22 01:03:47,215 - mmaction - INFO - Epoch [20][160/264] lr: 4.439e-01, eta: 1 day, 8:06:01, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3540, top5_acc: 0.6293, loss_cls: 2.7561, loss: 2.7561, grad_norm: 0.9605, top1_acc/aux0: 0.3238, top5_acc/aux0: 0.6000, loss_cls/aux0: 2.9005, loss/aux0: 2.9005 2020-10-22 01:03:48,134 - mmaction - INFO - Epoch [20][160/264] lr: 4.439e-01, eta: 1 day, 8:09:51, time: 0.954, data_time: 0.006, memory: 8466, top1_acc: 0.3540, top5_acc: 0.6293, loss_cls: 2.7561, loss: 2.7561, grad_norm: 0.9580, top1_acc/aux0: 0.3255, top5_acc/aux0: 0.6030, loss_cls/aux0: 2.8857, loss/aux0: 2.8857 2020-10-22 01:04:25,020 - mmaction - INFO - Epoch [20][180/264] lr: 4.439e-01, eta: 1 day, 8:05:36, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3550, top5_acc: 0.6253, loss_cls: 2.7386, loss: 2.7386, grad_norm: 0.9519, top1_acc/aux0: 0.3196, top5_acc/aux0: 0.6014, loss_cls/aux0: 2.8893, loss/aux0: 2.8893 2020-10-22 01:04:26,071 - mmaction - INFO - Epoch [20][180/264] lr: 4.439e-01, eta: 1 day, 8:09:23, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3550, top5_acc: 0.6253, loss_cls: 2.7386, loss: 2.7386, grad_norm: 0.9498, top1_acc/aux0: 0.3184, top5_acc/aux0: 0.5998, loss_cls/aux0: 2.9014, loss/aux0: 2.9014 2020-10-22 01:05:02,787 - mmaction - INFO - Epoch [20][200/264] lr: 4.439e-01, eta: 1 day, 8:05:08, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3483, top5_acc: 0.6250, loss_cls: 2.7382, loss: 2.7382, grad_norm: 0.9351, top1_acc/aux0: 0.3182, top5_acc/aux0: 0.6061, loss_cls/aux0: 2.8711, loss/aux0: 2.8711 2020-10-22 01:05:03,827 - mmaction - INFO - Epoch [20][200/264] lr: 4.439e-01, eta: 1 day, 8:08:54, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3483, top5_acc: 0.6250, loss_cls: 2.7382, loss: 2.7382, grad_norm: 0.9325, top1_acc/aux0: 0.3201, top5_acc/aux0: 0.6102, loss_cls/aux0: 2.8447, loss/aux0: 2.8447 2020-10-22 01:05:40,752 - mmaction - INFO - Epoch [20][220/264] lr: 4.439e-01, eta: 1 day, 8:04:40, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3462, top5_acc: 0.6351, loss_cls: 2.7226, loss: 2.7226, grad_norm: 0.9466, top1_acc/aux0: 0.3155, top5_acc/aux0: 0.5969, loss_cls/aux0: 2.9156, loss/aux0: 2.9156 2020-10-22 01:05:41,680 - mmaction - INFO - Epoch [20][220/264] lr: 4.439e-01, eta: 1 day, 8:08:25, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3462, top5_acc: 0.6351, loss_cls: 2.7226, loss: 2.7226, grad_norm: 0.9436, top1_acc/aux0: 0.3149, top5_acc/aux0: 0.5944, loss_cls/aux0: 2.9297, loss/aux0: 2.9297 2020-10-22 01:06:18,320 - mmaction - INFO - Epoch [20][240/264] lr: 4.439e-01, eta: 1 day, 8:04:09, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6210, loss_cls: 2.7845, loss: 2.7845, grad_norm: 0.9592, top1_acc/aux0: 0.3260, top5_acc/aux0: 0.6038, loss_cls/aux0: 2.8818, loss/aux0: 2.8818 2020-10-22 01:06:19,284 - mmaction - INFO - Epoch [20][240/264] lr: 4.439e-01, eta: 1 day, 8:07:51, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6210, loss_cls: 2.7845, loss: 2.7845, grad_norm: 0.9621, top1_acc/aux0: 0.3240, top5_acc/aux0: 0.6017, loss_cls/aux0: 2.8878, loss/aux0: 2.8878 2020-10-22 01:06:55,863 - mmaction - INFO - Epoch [20][260/264] lr: 4.439e-01, eta: 1 day, 8:03:35, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3474, top5_acc: 0.6170, loss_cls: 2.7897, loss: 2.7897, grad_norm: 0.9364, top1_acc/aux0: 0.3247, top5_acc/aux0: 0.5936, loss_cls/aux0: 2.8796, loss/aux0: 2.8796 2020-10-22 01:06:56,781 - mmaction - INFO - Epoch [20][260/264] lr: 4.439e-01, eta: 1 day, 8:07:15, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3474, top5_acc: 0.6170, loss_cls: 2.7897, loss: 2.7897, grad_norm: 0.9376, top1_acc/aux0: 0.3250, top5_acc/aux0: 0.5946, loss_cls/aux0: 2.8814, loss/aux0: 2.8814 2020-10-22 01:13:09,114 - mmaction - INFO - Epoch [21][20/264] lr: 4.433e-01, eta: 1 day, 8:01:25, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6380, loss_cls: 2.7051, loss: 2.7051, grad_norm: 0.9853, top1_acc/aux0: 0.3193, top5_acc/aux0: 0.6025, loss_cls/aux0: 2.8714, loss/aux0: 2.8714 2020-10-22 01:13:10,079 - mmaction - INFO - Epoch [21][20/264] lr: 4.433e-01, eta: 1 day, 8:05:05, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6380, loss_cls: 2.7051, loss: 2.7051, grad_norm: 0.9839, top1_acc/aux0: 0.3194, top5_acc/aux0: 0.6026, loss_cls/aux0: 2.8739, loss/aux0: 2.8739 2020-10-22 01:13:46,641 - mmaction - INFO - Epoch [21][40/264] lr: 4.433e-01, eta: 1 day, 8:00:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3434, top5_acc: 0.6259, loss_cls: 2.7729, loss: 2.7729, grad_norm: 0.9543, top1_acc/aux0: 0.3262, top5_acc/aux0: 0.5998, loss_cls/aux0: 2.8961, loss/aux0: 2.8961 2020-10-22 01:13:47,580 - mmaction - INFO - Epoch [21][40/264] lr: 4.433e-01, eta: 1 day, 8:04:32, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3434, top5_acc: 0.6259, loss_cls: 2.7729, loss: 2.7729, grad_norm: 0.9534, top1_acc/aux0: 0.3260, top5_acc/aux0: 0.5993, loss_cls/aux0: 2.8905, loss/aux0: 2.8905 2020-10-22 01:14:24,114 - mmaction - INFO - Epoch [21][60/264] lr: 4.433e-01, eta: 1 day, 8:00:23, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3460, top5_acc: 0.6262, loss_cls: 2.7506, loss: 2.7506, grad_norm: 0.9461, top1_acc/aux0: 0.3220, top5_acc/aux0: 0.5977, loss_cls/aux0: 2.8734, loss/aux0: 2.8734 2020-10-22 01:14:25,061 - mmaction - INFO - Epoch [21][60/264] lr: 4.433e-01, eta: 1 day, 8:04:04, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3460, top5_acc: 0.6262, loss_cls: 2.7506, loss: 2.7506, grad_norm: 0.9462, top1_acc/aux0: 0.3234, top5_acc/aux0: 0.5967, loss_cls/aux0: 2.8790, loss/aux0: 2.8790 2020-10-22 01:15:01,858 - mmaction - INFO - Epoch [21][80/264] lr: 4.433e-01, eta: 1 day, 7:59:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3415, top5_acc: 0.6297, loss_cls: 2.7353, loss: 2.7353, grad_norm: 0.9449, top1_acc/aux0: 0.3342, top5_acc/aux0: 0.6023, loss_cls/aux0: 2.8748, loss/aux0: 2.8748 2020-10-22 01:15:02,804 - mmaction - INFO - Epoch [21][80/264] lr: 4.433e-01, eta: 1 day, 8:03:33, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3415, top5_acc: 0.6297, loss_cls: 2.7353, loss: 2.7353, grad_norm: 0.9498, top1_acc/aux0: 0.3330, top5_acc/aux0: 0.6049, loss_cls/aux0: 2.8738, loss/aux0: 2.8738 2020-10-22 01:15:39,637 - mmaction - INFO - Epoch [21][100/264] lr: 4.433e-01, eta: 1 day, 7:59:26, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3476, top5_acc: 0.6262, loss_cls: 2.7654, loss: 2.7654, grad_norm: 0.9525, top1_acc/aux0: 0.3309, top5_acc/aux0: 0.6120, loss_cls/aux0: 2.8440, loss/aux0: 2.8440 2020-10-22 01:15:40,637 - mmaction - INFO - Epoch [21][100/264] lr: 4.433e-01, eta: 1 day, 8:03:06, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.3476, top5_acc: 0.6262, loss_cls: 2.7654, loss: 2.7654, grad_norm: 0.9543, top1_acc/aux0: 0.3309, top5_acc/aux0: 0.6104, loss_cls/aux0: 2.8439, loss/aux0: 2.8439 2020-10-22 01:16:17,485 - mmaction - INFO - Epoch [21][120/264] lr: 4.433e-01, eta: 1 day, 7:59:00, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3585, top5_acc: 0.6427, loss_cls: 2.6851, loss: 2.6851, grad_norm: 0.9397, top1_acc/aux0: 0.3240, top5_acc/aux0: 0.5972, loss_cls/aux0: 2.8807, loss/aux0: 2.8807 2020-10-22 01:16:18,433 - mmaction - INFO - Epoch [21][120/264] lr: 4.433e-01, eta: 1 day, 8:02:40, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.3585, top5_acc: 0.6427, loss_cls: 2.6851, loss: 2.6851, grad_norm: 0.9416, top1_acc/aux0: 0.3250, top5_acc/aux0: 0.5998, loss_cls/aux0: 2.8707, loss/aux0: 2.8707 2020-10-22 01:16:55,405 - mmaction - INFO - Epoch [21][140/264] lr: 4.433e-01, eta: 1 day, 7:58:38, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.3436, top5_acc: 0.6278, loss_cls: 2.7390, loss: 2.7390, grad_norm: 0.9636, top1_acc/aux0: 0.3325, top5_acc/aux0: 0.6104, loss_cls/aux0: 2.8217, loss/aux0: 2.8217 2020-10-22 01:16:56,345 - mmaction - INFO - Epoch [21][140/264] lr: 4.433e-01, eta: 1 day, 8:02:18, time: 0.960, data_time: 0.002, memory: 8466, top1_acc: 0.3436, top5_acc: 0.6278, loss_cls: 2.7390, loss: 2.7390, grad_norm: 0.9626, top1_acc/aux0: 0.3325, top5_acc/aux0: 0.6071, loss_cls/aux0: 2.8356, loss/aux0: 2.8356 2020-10-22 01:17:33,461 - mmaction - INFO - Epoch [21][160/264] lr: 4.433e-01, eta: 1 day, 7:58:15, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6281, loss_cls: 2.7460, loss: 2.7460, grad_norm: 0.9639, top1_acc/aux0: 0.3203, top5_acc/aux0: 0.5964, loss_cls/aux0: 2.8739, loss/aux0: 2.8739 2020-10-22 01:17:34,421 - mmaction - INFO - Epoch [21][160/264] lr: 4.433e-01, eta: 1 day, 8:01:54, time: 0.957, data_time: 0.003, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6281, loss_cls: 2.7460, loss: 2.7460, grad_norm: 0.9658, top1_acc/aux0: 0.3203, top5_acc/aux0: 0.5979, loss_cls/aux0: 2.8688, loss/aux0: 2.8688 2020-10-22 01:18:11,188 - mmaction - INFO - Epoch [21][180/264] lr: 4.433e-01, eta: 1 day, 7:57:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6240, loss_cls: 2.7568, loss: 2.7568, grad_norm: 0.9525, top1_acc/aux0: 0.3163, top5_acc/aux0: 0.6064, loss_cls/aux0: 2.8757, loss/aux0: 2.8757 2020-10-22 01:18:12,143 - mmaction - INFO - Epoch [21][180/264] lr: 4.433e-01, eta: 1 day, 8:01:23, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6240, loss_cls: 2.7568, loss: 2.7568, grad_norm: 0.9524, top1_acc/aux0: 0.3158, top5_acc/aux0: 0.6068, loss_cls/aux0: 2.8699, loss/aux0: 2.8699 2020-10-22 01:18:49,063 - mmaction - INFO - Epoch [21][200/264] lr: 4.433e-01, eta: 1 day, 7:57:19, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3509, top5_acc: 0.6372, loss_cls: 2.7124, loss: 2.7124, grad_norm: 0.9652, top1_acc/aux0: 0.3207, top5_acc/aux0: 0.5927, loss_cls/aux0: 2.9135, loss/aux0: 2.9135 2020-10-22 01:18:50,010 - mmaction - INFO - Epoch [21][200/264] lr: 4.433e-01, eta: 1 day, 8:00:52, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3509, top5_acc: 0.6372, loss_cls: 2.7124, loss: 2.7124, grad_norm: 0.9589, top1_acc/aux0: 0.3200, top5_acc/aux0: 0.5898, loss_cls/aux0: 2.9217, loss/aux0: 2.9217 2020-10-22 01:19:26,637 - mmaction - INFO - Epoch [21][220/264] lr: 4.433e-01, eta: 1 day, 7:56:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3568, top5_acc: 0.6330, loss_cls: 2.7230, loss: 2.7230, grad_norm: 0.9489, top1_acc/aux0: 0.3260, top5_acc/aux0: 0.6049, loss_cls/aux0: 2.8796, loss/aux0: 2.8796 2020-10-22 01:19:27,567 - mmaction - INFO - Epoch [21][220/264] lr: 4.433e-01, eta: 1 day, 8:00:20, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3568, top5_acc: 0.6330, loss_cls: 2.7230, loss: 2.7230, grad_norm: 0.9495, top1_acc/aux0: 0.3250, top5_acc/aux0: 0.6061, loss_cls/aux0: 2.8850, loss/aux0: 2.8850 2020-10-22 01:20:04,614 - mmaction - INFO - Epoch [21][240/264] lr: 4.433e-01, eta: 1 day, 7:56:19, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6339, loss_cls: 2.7331, loss: 2.7331, grad_norm: 0.9499, top1_acc/aux0: 0.3226, top5_acc/aux0: 0.5965, loss_cls/aux0: 2.9032, loss/aux0: 2.9032 2020-10-22 01:20:05,615 - mmaction - INFO - Epoch [21][240/264] lr: 4.433e-01, eta: 1 day, 7:59:54, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6339, loss_cls: 2.7331, loss: 2.7331, grad_norm: 0.9525, top1_acc/aux0: 0.3222, top5_acc/aux0: 0.5948, loss_cls/aux0: 2.9099, loss/aux0: 2.9099 2020-10-22 01:20:42,408 - mmaction - INFO - Epoch [21][260/264] lr: 4.433e-01, eta: 1 day, 7:55:51, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6354, loss_cls: 2.7191, loss: 2.7191, grad_norm: 0.9564, top1_acc/aux0: 0.3260, top5_acc/aux0: 0.6028, loss_cls/aux0: 2.8847, loss/aux0: 2.8847 2020-10-22 01:20:43,341 - mmaction - INFO - Epoch [21][260/264] lr: 4.433e-01, eta: 1 day, 7:59:22, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6354, loss_cls: 2.7191, loss: 2.7191, grad_norm: 0.9562, top1_acc/aux0: 0.3283, top5_acc/aux0: 0.6047, loss_cls/aux0: 2.8720, loss/aux0: 2.8720 2020-10-22 01:26:45,868 - mmaction - INFO - Epoch [22][20/264] lr: 4.426e-01, eta: 1 day, 7:53:47, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3613, top5_acc: 0.6384, loss_cls: 2.6863, loss: 2.6863, grad_norm: 0.9499, top1_acc/aux0: 0.3165, top5_acc/aux0: 0.5948, loss_cls/aux0: 2.8943, loss/aux0: 2.8943 2020-10-22 01:26:46,847 - mmaction - INFO - Epoch [22][20/264] lr: 4.426e-01, eta: 1 day, 7:57:14, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3613, top5_acc: 0.6384, loss_cls: 2.6863, loss: 2.6863, grad_norm: 0.9483, top1_acc/aux0: 0.3179, top5_acc/aux0: 0.5970, loss_cls/aux0: 2.8882, loss/aux0: 2.8882 2020-10-22 01:27:23,133 - mmaction - INFO - Epoch [22][40/264] lr: 4.426e-01, eta: 1 day, 7:53:12, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3479, top5_acc: 0.6411, loss_cls: 2.7173, loss: 2.7173, grad_norm: 0.9604, top1_acc/aux0: 0.3382, top5_acc/aux0: 0.6219, loss_cls/aux0: 2.8047, loss/aux0: 2.8047 2020-10-22 01:27:24,068 - mmaction - INFO - Epoch [22][40/264] lr: 4.426e-01, eta: 1 day, 7:56:40, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3479, top5_acc: 0.6411, loss_cls: 2.7173, loss: 2.7173, grad_norm: 0.9609, top1_acc/aux0: 0.3380, top5_acc/aux0: 0.6201, loss_cls/aux0: 2.8130, loss/aux0: 2.8130 2020-10-22 01:28:00,678 - mmaction - INFO - Epoch [22][60/264] lr: 4.426e-01, eta: 1 day, 7:52:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3637, top5_acc: 0.6384, loss_cls: 2.6940, loss: 2.6940, grad_norm: 0.9579, top1_acc/aux0: 0.3290, top5_acc/aux0: 0.6042, loss_cls/aux0: 2.8629, loss/aux0: 2.8629 2020-10-22 01:28:01,632 - mmaction - INFO - Epoch [22][60/264] lr: 4.426e-01, eta: 1 day, 7:56:07, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3637, top5_acc: 0.6384, loss_cls: 2.6940, loss: 2.6940, grad_norm: 0.9556, top1_acc/aux0: 0.3280, top5_acc/aux0: 0.6045, loss_cls/aux0: 2.8560, loss/aux0: 2.8560 2020-10-22 01:28:38,396 - mmaction - INFO - Epoch [22][80/264] lr: 4.426e-01, eta: 1 day, 7:52:11, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6283, loss_cls: 2.7262, loss: 2.7262, grad_norm: 0.9653, top1_acc/aux0: 0.3215, top5_acc/aux0: 0.6102, loss_cls/aux0: 2.8580, loss/aux0: 2.8580 2020-10-22 01:28:39,332 - mmaction - INFO - Epoch [22][80/264] lr: 4.426e-01, eta: 1 day, 7:55:41, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6283, loss_cls: 2.7262, loss: 2.7262, grad_norm: 0.9687, top1_acc/aux0: 0.3198, top5_acc/aux0: 0.6090, loss_cls/aux0: 2.8657, loss/aux0: 2.8657 2020-10-22 01:29:16,194 - mmaction - INFO - Epoch [22][100/264] lr: 4.426e-01, eta: 1 day, 7:51:46, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3582, top5_acc: 0.6425, loss_cls: 2.7138, loss: 2.7138, grad_norm: 0.9738, top1_acc/aux0: 0.3205, top5_acc/aux0: 0.5937, loss_cls/aux0: 2.8810, loss/aux0: 2.8810 2020-10-22 01:29:17,130 - mmaction - INFO - Epoch [22][100/264] lr: 4.426e-01, eta: 1 day, 7:55:15, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.3582, top5_acc: 0.6425, loss_cls: 2.7138, loss: 2.7138, grad_norm: 0.9694, top1_acc/aux0: 0.3222, top5_acc/aux0: 0.5958, loss_cls/aux0: 2.8720, loss/aux0: 2.8720 2020-10-22 01:29:53,789 - mmaction - INFO - Epoch [22][120/264] lr: 4.426e-01, eta: 1 day, 7:51:18, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6342, loss_cls: 2.7044, loss: 2.7044, grad_norm: 0.9645, top1_acc/aux0: 0.3194, top5_acc/aux0: 0.6057, loss_cls/aux0: 2.8558, loss/aux0: 2.8558 2020-10-22 01:29:54,725 - mmaction - INFO - Epoch [22][120/264] lr: 4.426e-01, eta: 1 day, 7:54:43, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6342, loss_cls: 2.7044, loss: 2.7044, grad_norm: 0.9640, top1_acc/aux0: 0.3194, top5_acc/aux0: 0.6045, loss_cls/aux0: 2.8591, loss/aux0: 2.8591 2020-10-22 01:30:31,819 - mmaction - INFO - Epoch [22][140/264] lr: 4.426e-01, eta: 1 day, 7:50:49, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6398, loss_cls: 2.6971, loss: 2.6971, grad_norm: 0.9266, top1_acc/aux0: 0.3292, top5_acc/aux0: 0.6035, loss_cls/aux0: 2.8505, loss/aux0: 2.8505 2020-10-22 01:30:32,758 - mmaction - INFO - Epoch [22][140/264] lr: 4.426e-01, eta: 1 day, 7:54:15, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6398, loss_cls: 2.6971, loss: 2.6971, grad_norm: 0.9244, top1_acc/aux0: 0.3309, top5_acc/aux0: 0.6036, loss_cls/aux0: 2.8483, loss/aux0: 2.8483 2020-10-22 01:31:09,605 - mmaction - INFO - Epoch [22][160/264] lr: 4.426e-01, eta: 1 day, 7:50:21, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3535, top5_acc: 0.6450, loss_cls: 2.6804, loss: 2.6804, grad_norm: 0.9305, top1_acc/aux0: 0.3325, top5_acc/aux0: 0.6005, loss_cls/aux0: 2.8700, loss/aux0: 2.8700 2020-10-22 01:31:10,541 - mmaction - INFO - Epoch [22][160/264] lr: 4.426e-01, eta: 1 day, 7:53:47, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.3535, top5_acc: 0.6450, loss_cls: 2.6804, loss: 2.6804, grad_norm: 0.9297, top1_acc/aux0: 0.3318, top5_acc/aux0: 0.6007, loss_cls/aux0: 2.8716, loss/aux0: 2.8716 2020-10-22 01:31:47,285 - mmaction - INFO - Epoch [22][180/264] lr: 4.426e-01, eta: 1 day, 7:49:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6253, loss_cls: 2.7316, loss: 2.7316, grad_norm: 0.9536, top1_acc/aux0: 0.3255, top5_acc/aux0: 0.6064, loss_cls/aux0: 2.8545, loss/aux0: 2.8545 2020-10-22 01:31:48,255 - mmaction - INFO - Epoch [22][180/264] lr: 4.426e-01, eta: 1 day, 7:53:15, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6253, loss_cls: 2.7316, loss: 2.7316, grad_norm: 0.9585, top1_acc/aux0: 0.3229, top5_acc/aux0: 0.6038, loss_cls/aux0: 2.8649, loss/aux0: 2.8649 2020-10-22 01:32:24,994 - mmaction - INFO - Epoch [22][200/264] lr: 4.426e-01, eta: 1 day, 7:49:22, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3543, top5_acc: 0.6375, loss_cls: 2.7154, loss: 2.7154, grad_norm: 0.9538, top1_acc/aux0: 0.3227, top5_acc/aux0: 0.6062, loss_cls/aux0: 2.8435, loss/aux0: 2.8435 2020-10-22 01:32:25,926 - mmaction - INFO - Epoch [22][200/264] lr: 4.426e-01, eta: 1 day, 7:52:46, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3543, top5_acc: 0.6375, loss_cls: 2.7154, loss: 2.7154, grad_norm: 0.9507, top1_acc/aux0: 0.3264, top5_acc/aux0: 0.6101, loss_cls/aux0: 2.8318, loss/aux0: 2.8318 2020-10-22 01:33:02,644 - mmaction - INFO - Epoch [22][220/264] lr: 4.426e-01, eta: 1 day, 7:48:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3585, top5_acc: 0.6373, loss_cls: 2.7127, loss: 2.7127, grad_norm: 0.9719, top1_acc/aux0: 0.3241, top5_acc/aux0: 0.6059, loss_cls/aux0: 2.8769, loss/aux0: 2.8769 2020-10-22 01:33:03,582 - mmaction - INFO - Epoch [22][220/264] lr: 4.426e-01, eta: 1 day, 7:52:14, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3585, top5_acc: 0.6373, loss_cls: 2.7127, loss: 2.7127, grad_norm: 0.9689, top1_acc/aux0: 0.3234, top5_acc/aux0: 0.6047, loss_cls/aux0: 2.8764, loss/aux0: 2.8764 2020-10-22 01:33:40,186 - mmaction - INFO - Epoch [22][240/264] lr: 4.426e-01, eta: 1 day, 7:48:19, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3564, top5_acc: 0.6431, loss_cls: 2.7063, loss: 2.7063, grad_norm: 0.9517, top1_acc/aux0: 0.3323, top5_acc/aux0: 0.6113, loss_cls/aux0: 2.8379, loss/aux0: 2.8379 2020-10-22 01:33:41,209 - mmaction - INFO - Epoch [22][240/264] lr: 4.426e-01, eta: 1 day, 7:51:39, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3564, top5_acc: 0.6431, loss_cls: 2.7063, loss: 2.7063, grad_norm: 0.9543, top1_acc/aux0: 0.3313, top5_acc/aux0: 0.6113, loss_cls/aux0: 2.8403, loss/aux0: 2.8403 2020-10-22 01:34:17,793 - mmaction - INFO - Epoch [22][260/264] lr: 4.426e-01, eta: 1 day, 7:47:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6352, loss_cls: 2.7435, loss: 2.7435, grad_norm: 0.9676, top1_acc/aux0: 0.3330, top5_acc/aux0: 0.6106, loss_cls/aux0: 2.8319, loss/aux0: 2.8319 2020-10-22 01:34:18,716 - mmaction - INFO - Epoch [22][260/264] lr: 4.426e-01, eta: 1 day, 7:51:05, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6352, loss_cls: 2.7435, loss: 2.7435, grad_norm: 0.9693, top1_acc/aux0: 0.3314, top5_acc/aux0: 0.6090, loss_cls/aux0: 2.8422, loss/aux0: 2.8422 2020-10-22 01:40:28,236 - mmaction - INFO - Epoch [23][20/264] lr: 4.418e-01, eta: 1 day, 7:45:45, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3556, top5_acc: 0.6328, loss_cls: 2.7222, loss: 2.7222, grad_norm: 0.9559, top1_acc/aux0: 0.3280, top5_acc/aux0: 0.6087, loss_cls/aux0: 2.8413, loss/aux0: 2.8413 2020-10-22 01:40:29,196 - mmaction - INFO - Epoch [23][20/264] lr: 4.418e-01, eta: 1 day, 7:49:02, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3556, top5_acc: 0.6328, loss_cls: 2.7222, loss: 2.7222, grad_norm: 0.9575, top1_acc/aux0: 0.3297, top5_acc/aux0: 0.6090, loss_cls/aux0: 2.8377, loss/aux0: 2.8377 2020-10-22 01:41:05,695 - mmaction - INFO - Epoch [23][40/264] lr: 4.418e-01, eta: 1 day, 7:45:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3630, top5_acc: 0.6358, loss_cls: 2.7092, loss: 2.7092, grad_norm: 0.9398, top1_acc/aux0: 0.3354, top5_acc/aux0: 0.6177, loss_cls/aux0: 2.8226, loss/aux0: 2.8226 2020-10-22 01:41:06,648 - mmaction - INFO - Epoch [23][40/264] lr: 4.418e-01, eta: 1 day, 7:48:28, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3630, top5_acc: 0.6358, loss_cls: 2.7092, loss: 2.7092, grad_norm: 0.9460, top1_acc/aux0: 0.3318, top5_acc/aux0: 0.6142, loss_cls/aux0: 2.8416, loss/aux0: 2.8416 2020-10-22 01:41:43,232 - mmaction - INFO - Epoch [23][60/264] lr: 4.418e-01, eta: 1 day, 7:44:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3653, top5_acc: 0.6406, loss_cls: 2.6802, loss: 2.6802, grad_norm: 0.9664, top1_acc/aux0: 0.3363, top5_acc/aux0: 0.6172, loss_cls/aux0: 2.7943, loss/aux0: 2.7943 2020-10-22 01:41:44,164 - mmaction - INFO - Epoch [23][60/264] lr: 4.418e-01, eta: 1 day, 7:47:57, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3653, top5_acc: 0.6406, loss_cls: 2.6802, loss: 2.6802, grad_norm: 0.9701, top1_acc/aux0: 0.3389, top5_acc/aux0: 0.6200, loss_cls/aux0: 2.7787, loss/aux0: 2.7787 2020-10-22 01:42:20,599 - mmaction - INFO - Epoch [23][80/264] lr: 4.418e-01, eta: 1 day, 7:44:07, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3540, top5_acc: 0.6385, loss_cls: 2.7045, loss: 2.7045, grad_norm: 0.9481, top1_acc/aux0: 0.3184, top5_acc/aux0: 0.5979, loss_cls/aux0: 2.8631, loss/aux0: 2.8631 2020-10-22 01:42:21,539 - mmaction - INFO - Epoch [23][80/264] lr: 4.418e-01, eta: 1 day, 7:47:22, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3540, top5_acc: 0.6385, loss_cls: 2.7045, loss: 2.7045, grad_norm: 0.9489, top1_acc/aux0: 0.3191, top5_acc/aux0: 0.5974, loss_cls/aux0: 2.8652, loss/aux0: 2.8652 2020-10-22 01:42:58,257 - mmaction - INFO - Epoch [23][100/264] lr: 4.418e-01, eta: 1 day, 7:43:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3580, top5_acc: 0.6337, loss_cls: 2.6871, loss: 2.6871, grad_norm: 0.9639, top1_acc/aux0: 0.3398, top5_acc/aux0: 0.6179, loss_cls/aux0: 2.7864, loss/aux0: 2.7864 2020-10-22 01:42:59,247 - mmaction - INFO - Epoch [23][100/264] lr: 4.418e-01, eta: 1 day, 7:46:50, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3580, top5_acc: 0.6337, loss_cls: 2.6871, loss: 2.6871, grad_norm: 0.9639, top1_acc/aux0: 0.3399, top5_acc/aux0: 0.6214, loss_cls/aux0: 2.7736, loss/aux0: 2.7736 2020-10-22 01:43:36,227 - mmaction - INFO - Epoch [23][120/264] lr: 4.418e-01, eta: 1 day, 7:43:05, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3741, top5_acc: 0.6486, loss_cls: 2.6384, loss: 2.6384, grad_norm: 0.9746, top1_acc/aux0: 0.3332, top5_acc/aux0: 0.6111, loss_cls/aux0: 2.8440, loss/aux0: 2.8440 2020-10-22 01:43:37,172 - mmaction - INFO - Epoch [23][120/264] lr: 4.418e-01, eta: 1 day, 7:46:22, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.3741, top5_acc: 0.6486, loss_cls: 2.6384, loss: 2.6384, grad_norm: 0.9758, top1_acc/aux0: 0.3321, top5_acc/aux0: 0.6089, loss_cls/aux0: 2.8566, loss/aux0: 2.8566 2020-10-22 01:44:13,959 - mmaction - INFO - Epoch [23][140/264] lr: 4.418e-01, eta: 1 day, 7:42:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6302, loss_cls: 2.6856, loss: 2.6856, grad_norm: 0.9647, top1_acc/aux0: 0.3304, top5_acc/aux0: 0.6038, loss_cls/aux0: 2.8633, loss/aux0: 2.8633 2020-10-22 01:44:14,893 - mmaction - INFO - Epoch [23][140/264] lr: 4.418e-01, eta: 1 day, 7:45:50, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6302, loss_cls: 2.6856, loss: 2.6856, grad_norm: 0.9666, top1_acc/aux0: 0.3299, top5_acc/aux0: 0.6036, loss_cls/aux0: 2.8653, loss/aux0: 2.8653 2020-10-22 01:44:51,638 - mmaction - INFO - Epoch [23][160/264] lr: 4.418e-01, eta: 1 day, 7:42:05, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3431, top5_acc: 0.6299, loss_cls: 2.7565, loss: 2.7565, grad_norm: 0.9548, top1_acc/aux0: 0.3260, top5_acc/aux0: 0.6059, loss_cls/aux0: 2.8935, loss/aux0: 2.8935 2020-10-22 01:44:52,626 - mmaction - INFO - Epoch [23][160/264] lr: 4.418e-01, eta: 1 day, 7:45:20, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.3431, top5_acc: 0.6299, loss_cls: 2.7565, loss: 2.7565, grad_norm: 0.9521, top1_acc/aux0: 0.3267, top5_acc/aux0: 0.6042, loss_cls/aux0: 2.8971, loss/aux0: 2.8971 2020-10-22 01:45:29,497 - mmaction - INFO - Epoch [23][180/264] lr: 4.418e-01, eta: 1 day, 7:41:36, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6340, loss_cls: 2.6872, loss: 2.6872, grad_norm: 0.9735, top1_acc/aux0: 0.3413, top5_acc/aux0: 0.6141, loss_cls/aux0: 2.7900, loss/aux0: 2.7900 2020-10-22 01:45:30,439 - mmaction - INFO - Epoch [23][180/264] lr: 4.418e-01, eta: 1 day, 7:44:52, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6340, loss_cls: 2.6872, loss: 2.6872, grad_norm: 0.9710, top1_acc/aux0: 0.3401, top5_acc/aux0: 0.6158, loss_cls/aux0: 2.7842, loss/aux0: 2.7842 2020-10-22 01:46:07,220 - mmaction - INFO - Epoch [23][200/264] lr: 4.418e-01, eta: 1 day, 7:41:08, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3606, top5_acc: 0.6332, loss_cls: 2.6916, loss: 2.6916, grad_norm: 0.9707, top1_acc/aux0: 0.3330, top5_acc/aux0: 0.6009, loss_cls/aux0: 2.8515, loss/aux0: 2.8515 2020-10-22 01:46:08,175 - mmaction - INFO - Epoch [23][200/264] lr: 4.418e-01, eta: 1 day, 7:44:22, time: 0.947, data_time: 0.005, memory: 8466, top1_acc: 0.3606, top5_acc: 0.6332, loss_cls: 2.6916, loss: 2.6916, grad_norm: 0.9721, top1_acc/aux0: 0.3347, top5_acc/aux0: 0.6023, loss_cls/aux0: 2.8387, loss/aux0: 2.8387 2020-10-22 01:46:44,912 - mmaction - INFO - Epoch [23][220/264] lr: 4.418e-01, eta: 1 day, 7:40:39, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3575, top5_acc: 0.6377, loss_cls: 2.7103, loss: 2.7103, grad_norm: 0.9638, top1_acc/aux0: 0.3273, top5_acc/aux0: 0.6057, loss_cls/aux0: 2.8457, loss/aux0: 2.8457 2020-10-22 01:46:45,855 - mmaction - INFO - Epoch [23][220/264] lr: 4.418e-01, eta: 1 day, 7:43:52, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3575, top5_acc: 0.6377, loss_cls: 2.7103, loss: 2.7103, grad_norm: 0.9637, top1_acc/aux0: 0.3285, top5_acc/aux0: 0.6061, loss_cls/aux0: 2.8526, loss/aux0: 2.8526 2020-10-22 01:47:22,469 - mmaction - INFO - Epoch [23][240/264] lr: 4.418e-01, eta: 1 day, 7:40:09, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3576, top5_acc: 0.6366, loss_cls: 2.6866, loss: 2.6866, grad_norm: 0.9757, top1_acc/aux0: 0.3326, top5_acc/aux0: 0.6128, loss_cls/aux0: 2.8297, loss/aux0: 2.8297 2020-10-22 01:47:23,413 - mmaction - INFO - Epoch [23][240/264] lr: 4.418e-01, eta: 1 day, 7:43:20, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3576, top5_acc: 0.6366, loss_cls: 2.6866, loss: 2.6866, grad_norm: 0.9810, top1_acc/aux0: 0.3319, top5_acc/aux0: 0.6118, loss_cls/aux0: 2.8339, loss/aux0: 2.8339 2020-10-22 01:47:59,857 - mmaction - INFO - Epoch [23][260/264] lr: 4.418e-01, eta: 1 day, 7:39:35, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6323, loss_cls: 2.7050, loss: 2.7050, grad_norm: 0.9753, top1_acc/aux0: 0.3283, top5_acc/aux0: 0.6017, loss_cls/aux0: 2.8545, loss/aux0: 2.8545 2020-10-22 01:48:00,796 - mmaction - INFO - Epoch [23][260/264] lr: 4.418e-01, eta: 1 day, 7:42:44, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6323, loss_cls: 2.7050, loss: 2.7050, grad_norm: 0.9747, top1_acc/aux0: 0.3240, top5_acc/aux0: 0.6002, loss_cls/aux0: 2.8584, loss/aux0: 2.8584 2020-10-22 01:54:09,556 - mmaction - INFO - Epoch [24][20/264] lr: 4.411e-01, eta: 1 day, 7:37:38, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3694, top5_acc: 0.6503, loss_cls: 2.6449, loss: 2.6449, grad_norm: 0.9601, top1_acc/aux0: 0.3419, top5_acc/aux0: 0.6137, loss_cls/aux0: 2.8115, loss/aux0: 2.8115 2020-10-22 01:54:10,529 - mmaction - INFO - Epoch [24][20/264] lr: 4.411e-01, eta: 1 day, 7:40:46, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3694, top5_acc: 0.6503, loss_cls: 2.6449, loss: 2.6449, grad_norm: 0.9622, top1_acc/aux0: 0.3410, top5_acc/aux0: 0.6120, loss_cls/aux0: 2.8123, loss/aux0: 2.8123 2020-10-22 01:54:46,852 - mmaction - INFO - Epoch [24][40/264] lr: 4.411e-01, eta: 1 day, 7:37:03, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3653, top5_acc: 0.6470, loss_cls: 2.6758, loss: 2.6758, grad_norm: 0.9603, top1_acc/aux0: 0.3363, top5_acc/aux0: 0.6090, loss_cls/aux0: 2.8383, loss/aux0: 2.8383 2020-10-22 01:54:47,795 - mmaction - INFO - Epoch [24][40/264] lr: 4.411e-01, eta: 1 day, 7:40:11, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3653, top5_acc: 0.6470, loss_cls: 2.6758, loss: 2.6758, grad_norm: 0.9605, top1_acc/aux0: 0.3380, top5_acc/aux0: 0.6125, loss_cls/aux0: 2.8314, loss/aux0: 2.8314 2020-10-22 01:55:24,500 - mmaction - INFO - Epoch [24][60/264] lr: 4.411e-01, eta: 1 day, 7:36:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3644, top5_acc: 0.6373, loss_cls: 2.7081, loss: 2.7081, grad_norm: 0.9759, top1_acc/aux0: 0.3460, top5_acc/aux0: 0.6248, loss_cls/aux0: 2.7891, loss/aux0: 2.7891 2020-10-22 01:55:25,441 - mmaction - INFO - Epoch [24][60/264] lr: 4.411e-01, eta: 1 day, 7:39:40, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3644, top5_acc: 0.6373, loss_cls: 2.7081, loss: 2.7081, grad_norm: 0.9740, top1_acc/aux0: 0.3455, top5_acc/aux0: 0.6257, loss_cls/aux0: 2.7860, loss/aux0: 2.7860 2020-10-22 01:56:02,411 - mmaction - INFO - Epoch [24][80/264] lr: 4.411e-01, eta: 1 day, 7:36:04, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3530, top5_acc: 0.6370, loss_cls: 2.7194, loss: 2.7194, grad_norm: 0.9615, top1_acc/aux0: 0.3429, top5_acc/aux0: 0.6135, loss_cls/aux0: 2.8111, loss/aux0: 2.8111 2020-10-22 01:56:03,358 - mmaction - INFO - Epoch [24][80/264] lr: 4.411e-01, eta: 1 day, 7:39:15, time: 0.957, data_time: 0.003, memory: 8466, top1_acc: 0.3530, top5_acc: 0.6370, loss_cls: 2.7194, loss: 2.7194, grad_norm: 0.9625, top1_acc/aux0: 0.3425, top5_acc/aux0: 0.6085, loss_cls/aux0: 2.8207, loss/aux0: 2.8207 2020-10-22 01:56:40,035 - mmaction - INFO - Epoch [24][100/264] lr: 4.411e-01, eta: 1 day, 7:35:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3658, top5_acc: 0.6398, loss_cls: 2.6966, loss: 2.6966, grad_norm: 0.9625, top1_acc/aux0: 0.3396, top5_acc/aux0: 0.6179, loss_cls/aux0: 2.8006, loss/aux0: 2.8006 2020-10-22 01:56:41,008 - mmaction - INFO - Epoch [24][100/264] lr: 4.411e-01, eta: 1 day, 7:38:41, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3658, top5_acc: 0.6398, loss_cls: 2.6966, loss: 2.6966, grad_norm: 0.9628, top1_acc/aux0: 0.3372, top5_acc/aux0: 0.6191, loss_cls/aux0: 2.8037, loss/aux0: 2.8037 2020-10-22 01:57:18,151 - mmaction - INFO - Epoch [24][120/264] lr: 4.411e-01, eta: 1 day, 7:35:06, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3731, top5_acc: 0.6514, loss_cls: 2.6463, loss: 2.6463, grad_norm: 0.9801, top1_acc/aux0: 0.3333, top5_acc/aux0: 0.6101, loss_cls/aux0: 2.8122, loss/aux0: 2.8122 2020-10-22 01:57:19,082 - mmaction - INFO - Epoch [24][120/264] lr: 4.411e-01, eta: 1 day, 7:38:15, time: 0.956, data_time: 0.002, memory: 8466, top1_acc: 0.3731, top5_acc: 0.6514, loss_cls: 2.6463, loss: 2.6463, grad_norm: 0.9809, top1_acc/aux0: 0.3366, top5_acc/aux0: 0.6127, loss_cls/aux0: 2.8035, loss/aux0: 2.8035 2020-10-22 01:57:55,883 - mmaction - INFO - Epoch [24][140/264] lr: 4.411e-01, eta: 1 day, 7:34:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3623, top5_acc: 0.6323, loss_cls: 2.7155, loss: 2.7155, grad_norm: 0.9691, top1_acc/aux0: 0.3354, top5_acc/aux0: 0.6104, loss_cls/aux0: 2.8404, loss/aux0: 2.8404 2020-10-22 01:57:56,833 - mmaction - INFO - Epoch [24][140/264] lr: 4.411e-01, eta: 1 day, 7:37:43, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3623, top5_acc: 0.6323, loss_cls: 2.7155, loss: 2.7155, grad_norm: 0.9689, top1_acc/aux0: 0.3335, top5_acc/aux0: 0.6075, loss_cls/aux0: 2.8510, loss/aux0: 2.8510 2020-10-22 01:58:33,744 - mmaction - INFO - Epoch [24][160/264] lr: 4.411e-01, eta: 1 day, 7:34:07, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3568, top5_acc: 0.6417, loss_cls: 2.6764, loss: 2.6764, grad_norm: 0.9771, top1_acc/aux0: 0.3441, top5_acc/aux0: 0.6208, loss_cls/aux0: 2.7931, loss/aux0: 2.7931 2020-10-22 01:58:34,692 - mmaction - INFO - Epoch [24][160/264] lr: 4.411e-01, eta: 1 day, 7:37:14, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.3568, top5_acc: 0.6417, loss_cls: 2.6764, loss: 2.6764, grad_norm: 0.9785, top1_acc/aux0: 0.3470, top5_acc/aux0: 0.6224, loss_cls/aux0: 2.7847, loss/aux0: 2.7847 2020-10-22 01:59:11,337 - mmaction - INFO - Epoch [24][180/264] lr: 4.411e-01, eta: 1 day, 7:33:37, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3681, top5_acc: 0.6450, loss_cls: 2.6726, loss: 2.6726, grad_norm: 0.9631, top1_acc/aux0: 0.3264, top5_acc/aux0: 0.6021, loss_cls/aux0: 2.8419, loss/aux0: 2.8419 2020-10-22 01:59:12,293 - mmaction - INFO - Epoch [24][180/264] lr: 4.411e-01, eta: 1 day, 7:36:43, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3681, top5_acc: 0.6450, loss_cls: 2.6726, loss: 2.6726, grad_norm: 0.9630, top1_acc/aux0: 0.3241, top5_acc/aux0: 0.6012, loss_cls/aux0: 2.8448, loss/aux0: 2.8448 2020-10-22 01:59:49,096 - mmaction - INFO - Epoch [24][200/264] lr: 4.411e-01, eta: 1 day, 7:33:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3571, top5_acc: 0.6372, loss_cls: 2.7200, loss: 2.7200, grad_norm: 0.9855, top1_acc/aux0: 0.3319, top5_acc/aux0: 0.6155, loss_cls/aux0: 2.8216, loss/aux0: 2.8216 2020-10-22 01:59:50,037 - mmaction - INFO - Epoch [24][200/264] lr: 4.411e-01, eta: 1 day, 7:36:09, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3571, top5_acc: 0.6372, loss_cls: 2.7200, loss: 2.7200, grad_norm: 0.9831, top1_acc/aux0: 0.3321, top5_acc/aux0: 0.6161, loss_cls/aux0: 2.8272, loss/aux0: 2.8272 2020-10-22 02:00:26,665 - mmaction - INFO - Epoch [24][220/264] lr: 4.411e-01, eta: 1 day, 7:32:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6373, loss_cls: 2.7153, loss: 2.7153, grad_norm: 0.9569, top1_acc/aux0: 0.3382, top5_acc/aux0: 0.6108, loss_cls/aux0: 2.8181, loss/aux0: 2.8181 2020-10-22 02:00:27,619 - mmaction - INFO - Epoch [24][220/264] lr: 4.411e-01, eta: 1 day, 7:35:35, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6373, loss_cls: 2.7153, loss: 2.7153, grad_norm: 0.9591, top1_acc/aux0: 0.3373, top5_acc/aux0: 0.6101, loss_cls/aux0: 2.8186, loss/aux0: 2.8186 2020-10-22 02:01:04,362 - mmaction - INFO - Epoch [24][240/264] lr: 4.411e-01, eta: 1 day, 7:32:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6476, loss_cls: 2.6604, loss: 2.6604, grad_norm: 0.9830, top1_acc/aux0: 0.3333, top5_acc/aux0: 0.6106, loss_cls/aux0: 2.8389, loss/aux0: 2.8389 2020-10-22 02:01:05,304 - mmaction - INFO - Epoch [24][240/264] lr: 4.411e-01, eta: 1 day, 7:35:04, time: 0.946, data_time: 0.005, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6476, loss_cls: 2.6604, loss: 2.6604, grad_norm: 0.9820, top1_acc/aux0: 0.3332, top5_acc/aux0: 0.6122, loss_cls/aux0: 2.8299, loss/aux0: 2.8299 2020-10-22 02:01:41,852 - mmaction - INFO - Epoch [24][260/264] lr: 4.411e-01, eta: 1 day, 7:31:28, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3559, top5_acc: 0.6377, loss_cls: 2.6950, loss: 2.6950, grad_norm: 0.9713, top1_acc/aux0: 0.3385, top5_acc/aux0: 0.6224, loss_cls/aux0: 2.7814, loss/aux0: 2.7814 2020-10-22 02:01:42,842 - mmaction - INFO - Epoch [24][260/264] lr: 4.411e-01, eta: 1 day, 7:34:28, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.3559, top5_acc: 0.6377, loss_cls: 2.6950, loss: 2.6950, grad_norm: 0.9689, top1_acc/aux0: 0.3417, top5_acc/aux0: 0.6240, loss_cls/aux0: 2.7745, loss/aux0: 2.7745 2020-10-22 02:03:34,304 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-22 02:05:11,807 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 02:05:11,925 - mmaction - INFO - top1_acc 0.4396 top5_acc 0.7327 2020-10-22 02:05:11,926 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 02:05:11,940 - mmaction - INFO - mean_acc 0.4393 2020-10-22 02:05:11,940 - mmaction - INFO - Now best checkpoint is epoch_24.pth 2020-10-22 02:05:11,946 - mmaction - INFO - Epoch(val) [24][264] top1_acc: 0.4396, top5_acc: 0.7327, mean_class_accuracy: 0.4393 2020-10-22 02:09:25,953 - mmaction - INFO - Epoch [25][20/264] lr: 4.403e-01, eta: 1 day, 7:29:32, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6465, loss_cls: 2.6340, loss: 2.6340, grad_norm: 0.9929, top1_acc/aux0: 0.3414, top5_acc/aux0: 0.6173, loss_cls/aux0: 2.8055, loss/aux0: 2.8055 2020-10-22 02:09:26,945 - mmaction - INFO - Epoch [25][20/264] lr: 4.403e-01, eta: 1 day, 7:32:31, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6465, loss_cls: 2.6340, loss: 2.6340, grad_norm: 0.9906, top1_acc/aux0: 0.3410, top5_acc/aux0: 0.6151, loss_cls/aux0: 2.8086, loss/aux0: 2.8086 2020-10-22 02:10:03,364 - mmaction - INFO - Epoch [25][40/264] lr: 4.403e-01, eta: 1 day, 7:28:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3783, top5_acc: 0.6550, loss_cls: 2.6003, loss: 2.6003, grad_norm: 0.9979, top1_acc/aux0: 0.3321, top5_acc/aux0: 0.6078, loss_cls/aux0: 2.8349, loss/aux0: 2.8349 2020-10-22 02:10:04,310 - mmaction - INFO - Epoch [25][40/264] lr: 4.403e-01, eta: 1 day, 7:31:57, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3783, top5_acc: 0.6550, loss_cls: 2.6003, loss: 2.6003, grad_norm: 0.9957, top1_acc/aux0: 0.3351, top5_acc/aux0: 0.6115, loss_cls/aux0: 2.8211, loss/aux0: 2.8211 2020-10-22 02:10:40,848 - mmaction - INFO - Epoch [25][60/264] lr: 4.403e-01, eta: 1 day, 7:28:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6446, loss_cls: 2.6754, loss: 2.6754, grad_norm: 0.9602, top1_acc/aux0: 0.3382, top5_acc/aux0: 0.6102, loss_cls/aux0: 2.8236, loss/aux0: 2.8236 2020-10-22 02:10:41,791 - mmaction - INFO - Epoch [25][60/264] lr: 4.403e-01, eta: 1 day, 7:31:26, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6446, loss_cls: 2.6754, loss: 2.6754, grad_norm: 0.9614, top1_acc/aux0: 0.3351, top5_acc/aux0: 0.6068, loss_cls/aux0: 2.8414, loss/aux0: 2.8414 2020-10-22 02:11:18,523 - mmaction - INFO - Epoch [25][80/264] lr: 4.403e-01, eta: 1 day, 7:27:55, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3707, top5_acc: 0.6418, loss_cls: 2.6563, loss: 2.6563, grad_norm: 0.9861, top1_acc/aux0: 0.3479, top5_acc/aux0: 0.6281, loss_cls/aux0: 2.7629, loss/aux0: 2.7629 2020-10-22 02:11:19,467 - mmaction - INFO - Epoch [25][80/264] lr: 4.403e-01, eta: 1 day, 7:30:55, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3707, top5_acc: 0.6418, loss_cls: 2.6563, loss: 2.6563, grad_norm: 0.9864, top1_acc/aux0: 0.3493, top5_acc/aux0: 0.6311, loss_cls/aux0: 2.7555, loss/aux0: 2.7555 2020-10-22 02:11:56,237 - mmaction - INFO - Epoch [25][100/264] lr: 4.403e-01, eta: 1 day, 7:27:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3616, top5_acc: 0.6502, loss_cls: 2.6600, loss: 2.6600, grad_norm: 1.0068, top1_acc/aux0: 0.3307, top5_acc/aux0: 0.6177, loss_cls/aux0: 2.8145, loss/aux0: 2.8145 2020-10-22 02:11:57,196 - mmaction - INFO - Epoch [25][100/264] lr: 4.403e-01, eta: 1 day, 7:30:23, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3616, top5_acc: 0.6502, loss_cls: 2.6600, loss: 2.6600, grad_norm: 1.0034, top1_acc/aux0: 0.3299, top5_acc/aux0: 0.6167, loss_cls/aux0: 2.8178, loss/aux0: 2.8178 2020-10-22 02:12:34,045 - mmaction - INFO - Epoch [25][120/264] lr: 4.403e-01, eta: 1 day, 7:26:55, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3582, top5_acc: 0.6375, loss_cls: 2.7033, loss: 2.7033, grad_norm: 0.9792, top1_acc/aux0: 0.3295, top5_acc/aux0: 0.6010, loss_cls/aux0: 2.8605, loss/aux0: 2.8605 2020-10-22 02:12:35,052 - mmaction - INFO - Epoch [25][120/264] lr: 4.403e-01, eta: 1 day, 7:29:55, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.3582, top5_acc: 0.6375, loss_cls: 2.7033, loss: 2.7033, grad_norm: 0.9834, top1_acc/aux0: 0.3283, top5_acc/aux0: 0.5981, loss_cls/aux0: 2.8690, loss/aux0: 2.8690 2020-10-22 02:13:12,061 - mmaction - INFO - Epoch [25][140/264] lr: 4.403e-01, eta: 1 day, 7:26:27, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3658, top5_acc: 0.6476, loss_cls: 2.6574, loss: 2.6574, grad_norm: 0.9567, top1_acc/aux0: 0.3311, top5_acc/aux0: 0.6078, loss_cls/aux0: 2.8480, loss/aux0: 2.8480 2020-10-22 02:13:13,003 - mmaction - INFO - Epoch [25][140/264] lr: 4.403e-01, eta: 1 day, 7:29:27, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.3658, top5_acc: 0.6476, loss_cls: 2.6574, loss: 2.6574, grad_norm: 0.9554, top1_acc/aux0: 0.3325, top5_acc/aux0: 0.6120, loss_cls/aux0: 2.8302, loss/aux0: 2.8302 2020-10-22 02:13:49,865 - mmaction - INFO - Epoch [25][160/264] lr: 4.403e-01, eta: 1 day, 7:25:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6453, loss_cls: 2.6655, loss: 2.6655, grad_norm: 0.9802, top1_acc/aux0: 0.3443, top5_acc/aux0: 0.6061, loss_cls/aux0: 2.8109, loss/aux0: 2.8109 2020-10-22 02:13:50,801 - mmaction - INFO - Epoch [25][160/264] lr: 4.403e-01, eta: 1 day, 7:28:54, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6453, loss_cls: 2.6655, loss: 2.6655, grad_norm: 0.9787, top1_acc/aux0: 0.3438, top5_acc/aux0: 0.6057, loss_cls/aux0: 2.8166, loss/aux0: 2.8166 2020-10-22 02:14:27,613 - mmaction - INFO - Epoch [25][180/264] lr: 4.403e-01, eta: 1 day, 7:25:24, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6543, loss_cls: 2.6186, loss: 2.6186, grad_norm: 0.9784, top1_acc/aux0: 0.3424, top5_acc/aux0: 0.6201, loss_cls/aux0: 2.7837, loss/aux0: 2.7837 2020-10-22 02:14:28,565 - mmaction - INFO - Epoch [25][180/264] lr: 4.403e-01, eta: 1 day, 7:28:18, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6543, loss_cls: 2.6186, loss: 2.6186, grad_norm: 0.9782, top1_acc/aux0: 0.3431, top5_acc/aux0: 0.6201, loss_cls/aux0: 2.7831, loss/aux0: 2.7831 2020-10-22 02:15:05,182 - mmaction - INFO - Epoch [25][200/264] lr: 4.403e-01, eta: 1 day, 7:24:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3563, top5_acc: 0.6424, loss_cls: 2.6708, loss: 2.6708, grad_norm: 0.9795, top1_acc/aux0: 0.3434, top5_acc/aux0: 0.6168, loss_cls/aux0: 2.8066, loss/aux0: 2.8066 2020-10-22 02:15:06,133 - mmaction - INFO - Epoch [25][200/264] lr: 4.403e-01, eta: 1 day, 7:27:45, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3563, top5_acc: 0.6424, loss_cls: 2.6708, loss: 2.6708, grad_norm: 0.9782, top1_acc/aux0: 0.3420, top5_acc/aux0: 0.6149, loss_cls/aux0: 2.8078, loss/aux0: 2.8078 2020-10-22 02:15:42,890 - mmaction - INFO - Epoch [25][220/264] lr: 4.403e-01, eta: 1 day, 7:24:18, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6389, loss_cls: 2.6995, loss: 2.6995, grad_norm: 0.9638, top1_acc/aux0: 0.3285, top5_acc/aux0: 0.6108, loss_cls/aux0: 2.8190, loss/aux0: 2.8190 2020-10-22 02:15:43,834 - mmaction - INFO - Epoch [25][220/264] lr: 4.403e-01, eta: 1 day, 7:27:14, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6389, loss_cls: 2.6995, loss: 2.6995, grad_norm: 0.9624, top1_acc/aux0: 0.3316, top5_acc/aux0: 0.6128, loss_cls/aux0: 2.8097, loss/aux0: 2.8097 2020-10-22 02:16:20,373 - mmaction - INFO - Epoch [25][240/264] lr: 4.403e-01, eta: 1 day, 7:23:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3550, top5_acc: 0.6349, loss_cls: 2.7072, loss: 2.7072, grad_norm: 0.9848, top1_acc/aux0: 0.3392, top5_acc/aux0: 0.6236, loss_cls/aux0: 2.7799, loss/aux0: 2.7799 2020-10-22 02:16:21,311 - mmaction - INFO - Epoch [25][240/264] lr: 4.403e-01, eta: 1 day, 7:26:40, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3550, top5_acc: 0.6349, loss_cls: 2.7072, loss: 2.7072, grad_norm: 0.9854, top1_acc/aux0: 0.3385, top5_acc/aux0: 0.6231, loss_cls/aux0: 2.7884, loss/aux0: 2.7884 2020-10-22 02:16:58,028 - mmaction - INFO - Epoch [25][260/264] lr: 4.403e-01, eta: 1 day, 7:23:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3599, top5_acc: 0.6382, loss_cls: 2.6743, loss: 2.6743, grad_norm: 0.9852, top1_acc/aux0: 0.3535, top5_acc/aux0: 0.6217, loss_cls/aux0: 2.7645, loss/aux0: 2.7645 2020-10-22 02:16:58,981 - mmaction - INFO - Epoch [25][260/264] lr: 4.403e-01, eta: 1 day, 7:26:08, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3599, top5_acc: 0.6382, loss_cls: 2.6743, loss: 2.6743, grad_norm: 0.9870, top1_acc/aux0: 0.3543, top5_acc/aux0: 0.6226, loss_cls/aux0: 2.7572, loss/aux0: 2.7572 2020-10-22 02:23:04,870 - mmaction - INFO - Epoch [26][20/264] lr: 4.395e-01, eta: 1 day, 7:21:24, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3639, top5_acc: 0.6467, loss_cls: 2.6498, loss: 2.6498, grad_norm: 0.9810, top1_acc/aux0: 0.3339, top5_acc/aux0: 0.6148, loss_cls/aux0: 2.7949, loss/aux0: 2.7949 2020-10-22 02:23:05,833 - mmaction - INFO - Epoch [26][20/264] lr: 4.395e-01, eta: 1 day, 7:24:14, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.3639, top5_acc: 0.6467, loss_cls: 2.6498, loss: 2.6498, grad_norm: 0.9830, top1_acc/aux0: 0.3330, top5_acc/aux0: 0.6120, loss_cls/aux0: 2.8007, loss/aux0: 2.8007 2020-10-22 02:23:42,215 - mmaction - INFO - Epoch [26][40/264] lr: 4.395e-01, eta: 1 day, 7:20:48, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3665, top5_acc: 0.6422, loss_cls: 2.6634, loss: 2.6634, grad_norm: 0.9703, top1_acc/aux0: 0.3365, top5_acc/aux0: 0.6090, loss_cls/aux0: 2.8104, loss/aux0: 2.8104 2020-10-22 02:23:43,184 - mmaction - INFO - Epoch [26][40/264] lr: 4.395e-01, eta: 1 day, 7:23:39, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3665, top5_acc: 0.6422, loss_cls: 2.6634, loss: 2.6634, grad_norm: 0.9693, top1_acc/aux0: 0.3410, top5_acc/aux0: 0.6132, loss_cls/aux0: 2.7952, loss/aux0: 2.7952 2020-10-22 02:24:19,749 - mmaction - INFO - Epoch [26][60/264] lr: 4.395e-01, eta: 1 day, 7:20:15, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3712, top5_acc: 0.6521, loss_cls: 2.6471, loss: 2.6471, grad_norm: 0.9542, top1_acc/aux0: 0.3524, top5_acc/aux0: 0.6240, loss_cls/aux0: 2.7712, loss/aux0: 2.7712 2020-10-22 02:24:20,677 - mmaction - INFO - Epoch [26][60/264] lr: 4.395e-01, eta: 1 day, 7:23:07, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3712, top5_acc: 0.6521, loss_cls: 2.6471, loss: 2.6471, grad_norm: 0.9466, top1_acc/aux0: 0.3540, top5_acc/aux0: 0.6247, loss_cls/aux0: 2.7684, loss/aux0: 2.7684 2020-10-22 02:24:57,490 - mmaction - INFO - Epoch [26][80/264] lr: 4.395e-01, eta: 1 day, 7:19:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3694, top5_acc: 0.6497, loss_cls: 2.6602, loss: 2.6602, grad_norm: 0.9811, top1_acc/aux0: 0.3358, top5_acc/aux0: 0.6092, loss_cls/aux0: 2.8320, loss/aux0: 2.8320 2020-10-22 02:24:58,444 - mmaction - INFO - Epoch [26][80/264] lr: 4.395e-01, eta: 1 day, 7:22:35, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3694, top5_acc: 0.6497, loss_cls: 2.6602, loss: 2.6602, grad_norm: 0.9785, top1_acc/aux0: 0.3306, top5_acc/aux0: 0.6089, loss_cls/aux0: 2.8384, loss/aux0: 2.8384 2020-10-22 02:25:35,212 - mmaction - INFO - Epoch [26][100/264] lr: 4.395e-01, eta: 1 day, 7:19:12, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3708, top5_acc: 0.6467, loss_cls: 2.6390, loss: 2.6390, grad_norm: 0.9842, top1_acc/aux0: 0.3382, top5_acc/aux0: 0.6290, loss_cls/aux0: 2.7832, loss/aux0: 2.7832 2020-10-22 02:25:36,150 - mmaction - INFO - Epoch [26][100/264] lr: 4.395e-01, eta: 1 day, 7:22:03, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3708, top5_acc: 0.6467, loss_cls: 2.6390, loss: 2.6390, grad_norm: 0.9826, top1_acc/aux0: 0.3392, top5_acc/aux0: 0.6288, loss_cls/aux0: 2.7801, loss/aux0: 2.7801 2020-10-22 02:26:12,863 - mmaction - INFO - Epoch [26][120/264] lr: 4.395e-01, eta: 1 day, 7:18:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3649, top5_acc: 0.6451, loss_cls: 2.6720, loss: 2.6720, grad_norm: 1.0002, top1_acc/aux0: 0.3486, top5_acc/aux0: 0.6276, loss_cls/aux0: 2.7617, loss/aux0: 2.7617 2020-10-22 02:26:13,821 - mmaction - INFO - Epoch [26][120/264] lr: 4.395e-01, eta: 1 day, 7:21:33, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3649, top5_acc: 0.6451, loss_cls: 2.6720, loss: 2.6720, grad_norm: 1.0019, top1_acc/aux0: 0.3467, top5_acc/aux0: 0.6253, loss_cls/aux0: 2.7767, loss/aux0: 2.7767 2020-10-22 02:26:50,629 - mmaction - INFO - Epoch [26][140/264] lr: 4.395e-01, eta: 1 day, 7:18:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3757, top5_acc: 0.6477, loss_cls: 2.6446, loss: 2.6446, grad_norm: 0.9796, top1_acc/aux0: 0.3280, top5_acc/aux0: 0.6035, loss_cls/aux0: 2.8737, loss/aux0: 2.8737 2020-10-22 02:26:51,569 - mmaction - INFO - Epoch [26][140/264] lr: 4.395e-01, eta: 1 day, 7:21:00, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.3757, top5_acc: 0.6477, loss_cls: 2.6446, loss: 2.6446, grad_norm: 0.9785, top1_acc/aux0: 0.3290, top5_acc/aux0: 0.6047, loss_cls/aux0: 2.8651, loss/aux0: 2.8651 2020-10-22 02:27:28,438 - mmaction - INFO - Epoch [26][160/264] lr: 4.395e-01, eta: 1 day, 7:17:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3660, top5_acc: 0.6444, loss_cls: 2.6550, loss: 2.6550, grad_norm: 0.9694, top1_acc/aux0: 0.3465, top5_acc/aux0: 0.6120, loss_cls/aux0: 2.8098, loss/aux0: 2.8098 2020-10-22 02:27:29,426 - mmaction - INFO - Epoch [26][160/264] lr: 4.395e-01, eta: 1 day, 7:20:29, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3660, top5_acc: 0.6444, loss_cls: 2.6550, loss: 2.6550, grad_norm: 0.9714, top1_acc/aux0: 0.3477, top5_acc/aux0: 0.6137, loss_cls/aux0: 2.8018, loss/aux0: 2.8018 2020-10-22 02:28:06,327 - mmaction - INFO - Epoch [26][180/264] lr: 4.395e-01, eta: 1 day, 7:17:10, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3705, top5_acc: 0.6474, loss_cls: 2.6505, loss: 2.6505, grad_norm: 0.9793, top1_acc/aux0: 0.3460, top5_acc/aux0: 0.6168, loss_cls/aux0: 2.7666, loss/aux0: 2.7666 2020-10-22 02:28:07,285 - mmaction - INFO - Epoch [26][180/264] lr: 4.395e-01, eta: 1 day, 7:20:01, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.3705, top5_acc: 0.6474, loss_cls: 2.6505, loss: 2.6505, grad_norm: 0.9802, top1_acc/aux0: 0.3446, top5_acc/aux0: 0.6142, loss_cls/aux0: 2.7796, loss/aux0: 2.7796 2020-10-22 02:28:43,873 - mmaction - INFO - Epoch [26][200/264] lr: 4.395e-01, eta: 1 day, 7:16:39, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3726, top5_acc: 0.6377, loss_cls: 2.6717, loss: 2.6717, grad_norm: 0.9923, top1_acc/aux0: 0.3384, top5_acc/aux0: 0.6085, loss_cls/aux0: 2.8159, loss/aux0: 2.8159 2020-10-22 02:28:44,816 - mmaction - INFO - Epoch [26][200/264] lr: 4.395e-01, eta: 1 day, 7:19:26, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3726, top5_acc: 0.6377, loss_cls: 2.6717, loss: 2.6717, grad_norm: 0.9991, top1_acc/aux0: 0.3366, top5_acc/aux0: 0.6080, loss_cls/aux0: 2.8179, loss/aux0: 2.8179 2020-10-22 02:29:21,872 - mmaction - INFO - Epoch [26][220/264] lr: 4.395e-01, eta: 1 day, 7:16:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3686, top5_acc: 0.6450, loss_cls: 2.6526, loss: 2.6526, grad_norm: 0.9975, top1_acc/aux0: 0.3339, top5_acc/aux0: 0.6161, loss_cls/aux0: 2.8075, loss/aux0: 2.8075 2020-10-22 02:29:22,840 - mmaction - INFO - Epoch [26][220/264] lr: 4.395e-01, eta: 1 day, 7:18:55, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3686, top5_acc: 0.6450, loss_cls: 2.6526, loss: 2.6526, grad_norm: 0.9956, top1_acc/aux0: 0.3354, top5_acc/aux0: 0.6160, loss_cls/aux0: 2.8043, loss/aux0: 2.8043 2020-10-22 02:29:59,594 - mmaction - INFO - Epoch [26][240/264] lr: 4.395e-01, eta: 1 day, 7:15:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6578, loss_cls: 2.5943, loss: 2.5943, grad_norm: 0.9818, top1_acc/aux0: 0.3313, top5_acc/aux0: 0.6151, loss_cls/aux0: 2.8260, loss/aux0: 2.8260 2020-10-22 02:30:00,621 - mmaction - INFO - Epoch [26][240/264] lr: 4.395e-01, eta: 1 day, 7:18:23, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6578, loss_cls: 2.5943, loss: 2.5943, grad_norm: 0.9809, top1_acc/aux0: 0.3318, top5_acc/aux0: 0.6174, loss_cls/aux0: 2.8247, loss/aux0: 2.8247 2020-10-22 02:30:37,296 - mmaction - INFO - Epoch [26][260/264] lr: 4.395e-01, eta: 1 day, 7:15:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6457, loss_cls: 2.6567, loss: 2.6567, grad_norm: 0.9787, top1_acc/aux0: 0.3337, top5_acc/aux0: 0.6139, loss_cls/aux0: 2.8316, loss/aux0: 2.8316 2020-10-22 02:30:38,233 - mmaction - INFO - Epoch [26][260/264] lr: 4.395e-01, eta: 1 day, 7:17:51, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6457, loss_cls: 2.6567, loss: 2.6567, grad_norm: 0.9789, top1_acc/aux0: 0.3323, top5_acc/aux0: 0.6149, loss_cls/aux0: 2.8306, loss/aux0: 2.8306 2020-10-22 02:36:38,371 - mmaction - INFO - Epoch [27][20/264] lr: 4.386e-01, eta: 1 day, 7:13:16, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.3670, top5_acc: 0.6557, loss_cls: 2.6186, loss: 2.6186, grad_norm: 0.9737, top1_acc/aux0: 0.3456, top5_acc/aux0: 0.6151, loss_cls/aux0: 2.8040, loss/aux0: 2.8040 2020-10-22 02:36:39,376 - mmaction - INFO - Epoch [27][20/264] lr: 4.386e-01, eta: 1 day, 7:15:59, time: 0.927, data_time: 0.005, memory: 8466, top1_acc: 0.3670, top5_acc: 0.6557, loss_cls: 2.6186, loss: 2.6186, grad_norm: 0.9693, top1_acc/aux0: 0.3462, top5_acc/aux0: 0.6142, loss_cls/aux0: 2.8028, loss/aux0: 2.8028 2020-10-22 02:37:15,614 - mmaction - INFO - Epoch [27][40/264] lr: 4.386e-01, eta: 1 day, 7:12:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3590, top5_acc: 0.6418, loss_cls: 2.6686, loss: 2.6686, grad_norm: 0.9693, top1_acc/aux0: 0.3507, top5_acc/aux0: 0.6174, loss_cls/aux0: 2.7813, loss/aux0: 2.7813 2020-10-22 02:37:16,546 - mmaction - INFO - Epoch [27][40/264] lr: 4.386e-01, eta: 1 day, 7:15:23, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.3590, top5_acc: 0.6418, loss_cls: 2.6686, loss: 2.6686, grad_norm: 0.9661, top1_acc/aux0: 0.3488, top5_acc/aux0: 0.6181, loss_cls/aux0: 2.7871, loss/aux0: 2.7871 2020-10-22 02:37:53,060 - mmaction - INFO - Epoch [27][60/264] lr: 4.386e-01, eta: 1 day, 7:12:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3705, top5_acc: 0.6564, loss_cls: 2.6218, loss: 2.6218, grad_norm: 0.9778, top1_acc/aux0: 0.3351, top5_acc/aux0: 0.6271, loss_cls/aux0: 2.7574, loss/aux0: 2.7574 2020-10-22 02:37:54,001 - mmaction - INFO - Epoch [27][60/264] lr: 4.386e-01, eta: 1 day, 7:14:50, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3705, top5_acc: 0.6564, loss_cls: 2.6218, loss: 2.6218, grad_norm: 0.9773, top1_acc/aux0: 0.3373, top5_acc/aux0: 0.6274, loss_cls/aux0: 2.7496, loss/aux0: 2.7496 2020-10-22 02:38:30,745 - mmaction - INFO - Epoch [27][80/264] lr: 4.386e-01, eta: 1 day, 7:11:35, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3623, top5_acc: 0.6540, loss_cls: 2.6508, loss: 2.6508, grad_norm: 0.9837, top1_acc/aux0: 0.3377, top5_acc/aux0: 0.6174, loss_cls/aux0: 2.7819, loss/aux0: 2.7819 2020-10-22 02:38:31,710 - mmaction - INFO - Epoch [27][80/264] lr: 4.386e-01, eta: 1 day, 7:14:21, time: 0.952, data_time: 0.004, memory: 8466, top1_acc: 0.3623, top5_acc: 0.6540, loss_cls: 2.6508, loss: 2.6508, grad_norm: 0.9828, top1_acc/aux0: 0.3382, top5_acc/aux0: 0.6179, loss_cls/aux0: 2.7804, loss/aux0: 2.7804 2020-10-22 02:39:08,473 - mmaction - INFO - Epoch [27][100/264] lr: 4.386e-01, eta: 1 day, 7:11:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3821, top5_acc: 0.6594, loss_cls: 2.6067, loss: 2.6067, grad_norm: 0.9901, top1_acc/aux0: 0.3479, top5_acc/aux0: 0.6252, loss_cls/aux0: 2.7434, loss/aux0: 2.7434 2020-10-22 02:39:09,418 - mmaction - INFO - Epoch [27][100/264] lr: 4.386e-01, eta: 1 day, 7:13:47, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3821, top5_acc: 0.6594, loss_cls: 2.6067, loss: 2.6067, grad_norm: 0.9889, top1_acc/aux0: 0.3460, top5_acc/aux0: 0.6243, loss_cls/aux0: 2.7503, loss/aux0: 2.7503 2020-10-22 02:39:46,272 - mmaction - INFO - Epoch [27][120/264] lr: 4.386e-01, eta: 1 day, 7:10:33, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6472, loss_cls: 2.6622, loss: 2.6622, grad_norm: 0.9973, top1_acc/aux0: 0.3389, top5_acc/aux0: 0.6201, loss_cls/aux0: 2.7973, loss/aux0: 2.7973 2020-10-22 02:39:47,218 - mmaction - INFO - Epoch [27][120/264] lr: 4.386e-01, eta: 1 day, 7:13:17, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6472, loss_cls: 2.6622, loss: 2.6622, grad_norm: 0.9968, top1_acc/aux0: 0.3392, top5_acc/aux0: 0.6227, loss_cls/aux0: 2.7876, loss/aux0: 2.7876 2020-10-22 02:40:23,941 - mmaction - INFO - Epoch [27][140/264] lr: 4.386e-01, eta: 1 day, 7:10:02, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3667, top5_acc: 0.6476, loss_cls: 2.6325, loss: 2.6325, grad_norm: 0.9990, top1_acc/aux0: 0.3436, top5_acc/aux0: 0.6227, loss_cls/aux0: 2.7899, loss/aux0: 2.7899 2020-10-22 02:40:24,898 - mmaction - INFO - Epoch [27][140/264] lr: 4.386e-01, eta: 1 day, 7:12:46, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3667, top5_acc: 0.6476, loss_cls: 2.6325, loss: 2.6325, grad_norm: 0.9987, top1_acc/aux0: 0.3420, top5_acc/aux0: 0.6196, loss_cls/aux0: 2.8041, loss/aux0: 2.8041 2020-10-22 02:41:01,619 - mmaction - INFO - Epoch [27][160/264] lr: 4.386e-01, eta: 1 day, 7:09:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3691, top5_acc: 0.6517, loss_cls: 2.6361, loss: 2.6361, grad_norm: 0.9982, top1_acc/aux0: 0.3448, top5_acc/aux0: 0.6226, loss_cls/aux0: 2.7683, loss/aux0: 2.7683 2020-10-22 02:41:02,582 - mmaction - INFO - Epoch [27][160/264] lr: 4.386e-01, eta: 1 day, 7:12:12, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3691, top5_acc: 0.6517, loss_cls: 2.6361, loss: 2.6361, grad_norm: 0.9987, top1_acc/aux0: 0.3484, top5_acc/aux0: 0.6247, loss_cls/aux0: 2.7543, loss/aux0: 2.7543 2020-10-22 02:41:39,263 - mmaction - INFO - Epoch [27][180/264] lr: 4.386e-01, eta: 1 day, 7:08:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3689, top5_acc: 0.6427, loss_cls: 2.6528, loss: 2.6528, grad_norm: 0.9838, top1_acc/aux0: 0.3479, top5_acc/aux0: 0.6227, loss_cls/aux0: 2.7589, loss/aux0: 2.7589 2020-10-22 02:41:40,201 - mmaction - INFO - Epoch [27][180/264] lr: 4.386e-01, eta: 1 day, 7:11:38, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3689, top5_acc: 0.6427, loss_cls: 2.6528, loss: 2.6528, grad_norm: 0.9800, top1_acc/aux0: 0.3453, top5_acc/aux0: 0.6222, loss_cls/aux0: 2.7674, loss/aux0: 2.7674 2020-10-22 02:42:17,312 - mmaction - INFO - Epoch [27][200/264] lr: 4.386e-01, eta: 1 day, 7:08:26, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3767, top5_acc: 0.6479, loss_cls: 2.6385, loss: 2.6385, grad_norm: 0.9859, top1_acc/aux0: 0.3418, top5_acc/aux0: 0.6177, loss_cls/aux0: 2.7784, loss/aux0: 2.7784 2020-10-22 02:42:18,259 - mmaction - INFO - Epoch [27][200/264] lr: 4.386e-01, eta: 1 day, 7:11:10, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.3767, top5_acc: 0.6479, loss_cls: 2.6385, loss: 2.6385, grad_norm: 0.9854, top1_acc/aux0: 0.3415, top5_acc/aux0: 0.6163, loss_cls/aux0: 2.7740, loss/aux0: 2.7740 2020-10-22 02:42:54,896 - mmaction - INFO - Epoch [27][220/264] lr: 4.386e-01, eta: 1 day, 7:07:57, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3793, top5_acc: 0.6526, loss_cls: 2.6303, loss: 2.6303, grad_norm: 0.9804, top1_acc/aux0: 0.3429, top5_acc/aux0: 0.6182, loss_cls/aux0: 2.7868, loss/aux0: 2.7868 2020-10-22 02:42:55,842 - mmaction - INFO - Epoch [27][220/264] lr: 4.386e-01, eta: 1 day, 7:10:38, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3793, top5_acc: 0.6526, loss_cls: 2.6303, loss: 2.6303, grad_norm: 0.9816, top1_acc/aux0: 0.3431, top5_acc/aux0: 0.6186, loss_cls/aux0: 2.7852, loss/aux0: 2.7852 2020-10-22 02:43:32,372 - mmaction - INFO - Epoch [27][240/264] lr: 4.386e-01, eta: 1 day, 7:07:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3743, top5_acc: 0.6564, loss_cls: 2.6170, loss: 2.6170, grad_norm: 0.9747, top1_acc/aux0: 0.3462, top5_acc/aux0: 0.6300, loss_cls/aux0: 2.7571, loss/aux0: 2.7571 2020-10-22 02:43:33,327 - mmaction - INFO - Epoch [27][240/264] lr: 4.386e-01, eta: 1 day, 7:10:05, time: 0.940, data_time: 0.007, memory: 8466, top1_acc: 0.3743, top5_acc: 0.6564, loss_cls: 2.6170, loss: 2.6170, grad_norm: 0.9732, top1_acc/aux0: 0.3469, top5_acc/aux0: 0.6321, loss_cls/aux0: 2.7569, loss/aux0: 2.7569 2020-10-22 02:44:09,861 - mmaction - INFO - Epoch [27][260/264] lr: 4.386e-01, eta: 1 day, 7:06:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6488, loss_cls: 2.6049, loss: 2.6049, grad_norm: 0.9841, top1_acc/aux0: 0.3373, top5_acc/aux0: 0.6148, loss_cls/aux0: 2.8146, loss/aux0: 2.8146 2020-10-22 02:44:10,776 - mmaction - INFO - Epoch [27][260/264] lr: 4.386e-01, eta: 1 day, 7:09:29, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6488, loss_cls: 2.6049, loss: 2.6049, grad_norm: 0.9800, top1_acc/aux0: 0.3372, top5_acc/aux0: 0.6135, loss_cls/aux0: 2.8162, loss/aux0: 2.8162 2020-10-22 02:50:04,440 - mmaction - INFO - Epoch [28][20/264] lr: 4.378e-01, eta: 1 day, 7:05:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3616, top5_acc: 0.6441, loss_cls: 2.6748, loss: 2.6748, grad_norm: 0.9931, top1_acc/aux0: 0.3405, top5_acc/aux0: 0.6217, loss_cls/aux0: 2.7826, loss/aux0: 2.7826 2020-10-22 02:50:05,378 - mmaction - INFO - Epoch [28][20/264] lr: 4.378e-01, eta: 1 day, 7:07:45, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.3616, top5_acc: 0.6441, loss_cls: 2.6748, loss: 2.6748, grad_norm: 0.9891, top1_acc/aux0: 0.3401, top5_acc/aux0: 0.6214, loss_cls/aux0: 2.7868, loss/aux0: 2.7868 2020-10-22 02:50:42,025 - mmaction - INFO - Epoch [28][40/264] lr: 4.378e-01, eta: 1 day, 7:04:35, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3821, top5_acc: 0.6458, loss_cls: 2.6161, loss: 2.6161, grad_norm: 0.9980, top1_acc/aux0: 0.3427, top5_acc/aux0: 0.6297, loss_cls/aux0: 2.7525, loss/aux0: 2.7525 2020-10-22 02:50:42,955 - mmaction - INFO - Epoch [28][40/264] lr: 4.378e-01, eta: 1 day, 7:07:14, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3821, top5_acc: 0.6458, loss_cls: 2.6161, loss: 2.6161, grad_norm: 0.9984, top1_acc/aux0: 0.3429, top5_acc/aux0: 0.6292, loss_cls/aux0: 2.7505, loss/aux0: 2.7505 2020-10-22 02:51:19,473 - mmaction - INFO - Epoch [28][60/264] lr: 4.378e-01, eta: 1 day, 7:04:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6521, loss_cls: 2.6048, loss: 2.6048, grad_norm: 0.9650, top1_acc/aux0: 0.3444, top5_acc/aux0: 0.6156, loss_cls/aux0: 2.7808, loss/aux0: 2.7808 2020-10-22 02:51:20,412 - mmaction - INFO - Epoch [28][60/264] lr: 4.378e-01, eta: 1 day, 7:06:41, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6521, loss_cls: 2.6048, loss: 2.6048, grad_norm: 0.9672, top1_acc/aux0: 0.3464, top5_acc/aux0: 0.6158, loss_cls/aux0: 2.7753, loss/aux0: 2.7753 2020-10-22 02:51:57,218 - mmaction - INFO - Epoch [28][80/264] lr: 4.378e-01, eta: 1 day, 7:03:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3767, top5_acc: 0.6479, loss_cls: 2.6182, loss: 2.6182, grad_norm: 1.0038, top1_acc/aux0: 0.3516, top5_acc/aux0: 0.6281, loss_cls/aux0: 2.7537, loss/aux0: 2.7537 2020-10-22 02:51:58,151 - mmaction - INFO - Epoch [28][80/264] lr: 4.378e-01, eta: 1 day, 7:06:07, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3767, top5_acc: 0.6479, loss_cls: 2.6182, loss: 2.6182, grad_norm: 1.0002, top1_acc/aux0: 0.3481, top5_acc/aux0: 0.6283, loss_cls/aux0: 2.7613, loss/aux0: 2.7613 2020-10-22 02:52:35,012 - mmaction - INFO - Epoch [28][100/264] lr: 4.378e-01, eta: 1 day, 7:02:59, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3774, top5_acc: 0.6531, loss_cls: 2.5983, loss: 2.5983, grad_norm: 1.0086, top1_acc/aux0: 0.3547, top5_acc/aux0: 0.6365, loss_cls/aux0: 2.7143, loss/aux0: 2.7143 2020-10-22 02:52:35,978 - mmaction - INFO - Epoch [28][100/264] lr: 4.378e-01, eta: 1 day, 7:05:38, time: 0.952, data_time: 0.005, memory: 8466, top1_acc: 0.3774, top5_acc: 0.6531, loss_cls: 2.5983, loss: 2.5983, grad_norm: 1.0107, top1_acc/aux0: 0.3561, top5_acc/aux0: 0.6356, loss_cls/aux0: 2.7149, loss/aux0: 2.7149 2020-10-22 02:53:12,747 - mmaction - INFO - Epoch [28][120/264] lr: 4.378e-01, eta: 1 day, 7:02:29, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6488, loss_cls: 2.6329, loss: 2.6329, grad_norm: 1.0005, top1_acc/aux0: 0.3431, top5_acc/aux0: 0.6273, loss_cls/aux0: 2.7581, loss/aux0: 2.7581 2020-10-22 02:53:13,689 - mmaction - INFO - Epoch [28][120/264] lr: 4.378e-01, eta: 1 day, 7:05:07, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6488, loss_cls: 2.6329, loss: 2.6329, grad_norm: 1.0008, top1_acc/aux0: 0.3450, top5_acc/aux0: 0.6288, loss_cls/aux0: 2.7476, loss/aux0: 2.7476 2020-10-22 02:53:50,536 - mmaction - INFO - Epoch [28][140/264] lr: 4.378e-01, eta: 1 day, 7:01:58, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3800, top5_acc: 0.6519, loss_cls: 2.6162, loss: 2.6162, grad_norm: 0.9958, top1_acc/aux0: 0.3365, top5_acc/aux0: 0.6132, loss_cls/aux0: 2.8107, loss/aux0: 2.8107 2020-10-22 02:53:51,480 - mmaction - INFO - Epoch [28][140/264] lr: 4.378e-01, eta: 1 day, 7:04:36, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.3800, top5_acc: 0.6519, loss_cls: 2.6162, loss: 2.6162, grad_norm: 0.9971, top1_acc/aux0: 0.3344, top5_acc/aux0: 0.6132, loss_cls/aux0: 2.8148, loss/aux0: 2.8148 2020-10-22 02:54:28,348 - mmaction - INFO - Epoch [28][160/264] lr: 4.378e-01, eta: 1 day, 7:01:28, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3717, top5_acc: 0.6450, loss_cls: 2.6501, loss: 2.6501, grad_norm: 0.9922, top1_acc/aux0: 0.3613, top5_acc/aux0: 0.6264, loss_cls/aux0: 2.7369, loss/aux0: 2.7369 2020-10-22 02:54:29,289 - mmaction - INFO - Epoch [28][160/264] lr: 4.378e-01, eta: 1 day, 7:04:05, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.3717, top5_acc: 0.6450, loss_cls: 2.6501, loss: 2.6501, grad_norm: 0.9967, top1_acc/aux0: 0.3623, top5_acc/aux0: 0.6273, loss_cls/aux0: 2.7334, loss/aux0: 2.7334 2020-10-22 02:55:05,840 - mmaction - INFO - Epoch [28][180/264] lr: 4.378e-01, eta: 1 day, 7:00:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3783, top5_acc: 0.6517, loss_cls: 2.6113, loss: 2.6113, grad_norm: 0.9915, top1_acc/aux0: 0.3366, top5_acc/aux0: 0.6052, loss_cls/aux0: 2.8316, loss/aux0: 2.8316 2020-10-22 02:55:06,845 - mmaction - INFO - Epoch [28][180/264] lr: 4.378e-01, eta: 1 day, 7:03:31, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3783, top5_acc: 0.6517, loss_cls: 2.6113, loss: 2.6113, grad_norm: 0.9909, top1_acc/aux0: 0.3365, top5_acc/aux0: 0.6028, loss_cls/aux0: 2.8399, loss/aux0: 2.8399 2020-10-22 02:55:43,576 - mmaction - INFO - Epoch [28][200/264] lr: 4.378e-01, eta: 1 day, 7:00:24, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3752, top5_acc: 0.6530, loss_cls: 2.6120, loss: 2.6120, grad_norm: 0.9948, top1_acc/aux0: 0.3464, top5_acc/aux0: 0.6255, loss_cls/aux0: 2.7529, loss/aux0: 2.7529 2020-10-22 02:55:44,514 - mmaction - INFO - Epoch [28][200/264] lr: 4.378e-01, eta: 1 day, 7:03:00, time: 0.948, data_time: 0.001, memory: 8466, top1_acc: 0.3752, top5_acc: 0.6530, loss_cls: 2.6120, loss: 2.6120, grad_norm: 0.9953, top1_acc/aux0: 0.3465, top5_acc/aux0: 0.6276, loss_cls/aux0: 2.7420, loss/aux0: 2.7420 2020-10-22 02:56:21,333 - mmaction - INFO - Epoch [28][220/264] lr: 4.378e-01, eta: 1 day, 6:59:54, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6528, loss_cls: 2.6355, loss: 2.6355, grad_norm: 0.9791, top1_acc/aux0: 0.3634, top5_acc/aux0: 0.6344, loss_cls/aux0: 2.7056, loss/aux0: 2.7056 2020-10-22 02:56:22,269 - mmaction - INFO - Epoch [28][220/264] lr: 4.378e-01, eta: 1 day, 7:02:28, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6528, loss_cls: 2.6355, loss: 2.6355, grad_norm: 0.9816, top1_acc/aux0: 0.3635, top5_acc/aux0: 0.6344, loss_cls/aux0: 2.7102, loss/aux0: 2.7102 2020-10-22 02:56:59,345 - mmaction - INFO - Epoch [28][240/264] lr: 4.378e-01, eta: 1 day, 6:59:22, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3717, top5_acc: 0.6514, loss_cls: 2.6335, loss: 2.6335, grad_norm: 1.0098, top1_acc/aux0: 0.3413, top5_acc/aux0: 0.6174, loss_cls/aux0: 2.7754, loss/aux0: 2.7754 2020-10-22 02:57:00,295 - mmaction - INFO - Epoch [28][240/264] lr: 4.378e-01, eta: 1 day, 7:01:56, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3717, top5_acc: 0.6514, loss_cls: 2.6335, loss: 2.6335, grad_norm: 1.0070, top1_acc/aux0: 0.3385, top5_acc/aux0: 0.6153, loss_cls/aux0: 2.7898, loss/aux0: 2.7898 2020-10-22 02:57:36,777 - mmaction - INFO - Epoch [28][260/264] lr: 4.378e-01, eta: 1 day, 6:58:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3627, top5_acc: 0.6545, loss_cls: 2.6348, loss: 2.6348, grad_norm: 1.0025, top1_acc/aux0: 0.3510, top5_acc/aux0: 0.6248, loss_cls/aux0: 2.7389, loss/aux0: 2.7389 2020-10-22 02:57:37,700 - mmaction - INFO - Epoch [28][260/264] lr: 4.378e-01, eta: 1 day, 7:01:19, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3627, top5_acc: 0.6545, loss_cls: 2.6348, loss: 2.6348, grad_norm: 1.0000, top1_acc/aux0: 0.3512, top5_acc/aux0: 0.6264, loss_cls/aux0: 2.7282, loss/aux0: 2.7282 2020-10-22 03:03:39,051 - mmaction - INFO - Epoch [29][20/264] lr: 4.368e-01, eta: 1 day, 6:57:04, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6443, loss_cls: 2.6528, loss: 2.6528, grad_norm: 0.9811, top1_acc/aux0: 0.3560, top5_acc/aux0: 0.6170, loss_cls/aux0: 2.7588, loss/aux0: 2.7588 2020-10-22 03:03:40,004 - mmaction - INFO - Epoch [29][20/264] lr: 4.368e-01, eta: 1 day, 6:59:35, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6443, loss_cls: 2.6528, loss: 2.6528, grad_norm: 0.9819, top1_acc/aux0: 0.3559, top5_acc/aux0: 0.6170, loss_cls/aux0: 2.7566, loss/aux0: 2.7566 2020-10-22 03:04:16,410 - mmaction - INFO - Epoch [29][40/264] lr: 4.368e-01, eta: 1 day, 6:56:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6583, loss_cls: 2.5922, loss: 2.5922, grad_norm: 0.9860, top1_acc/aux0: 0.3457, top5_acc/aux0: 0.6187, loss_cls/aux0: 2.7776, loss/aux0: 2.7776 2020-10-22 03:04:17,337 - mmaction - INFO - Epoch [29][40/264] lr: 4.368e-01, eta: 1 day, 6:59:00, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6583, loss_cls: 2.5922, loss: 2.5922, grad_norm: 0.9812, top1_acc/aux0: 0.3444, top5_acc/aux0: 0.6186, loss_cls/aux0: 2.7831, loss/aux0: 2.7831 2020-10-22 03:04:53,994 - mmaction - INFO - Epoch [29][60/264] lr: 4.368e-01, eta: 1 day, 6:55:56, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6517, loss_cls: 2.6206, loss: 2.6206, grad_norm: 0.9891, top1_acc/aux0: 0.3408, top5_acc/aux0: 0.6186, loss_cls/aux0: 2.7768, loss/aux0: 2.7768 2020-10-22 03:04:54,926 - mmaction - INFO - Epoch [29][60/264] lr: 4.368e-01, eta: 1 day, 6:58:28, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6517, loss_cls: 2.6206, loss: 2.6206, grad_norm: 0.9896, top1_acc/aux0: 0.3410, top5_acc/aux0: 0.6189, loss_cls/aux0: 2.7709, loss/aux0: 2.7709 2020-10-22 03:05:31,859 - mmaction - INFO - Epoch [29][80/264] lr: 4.368e-01, eta: 1 day, 6:55:26, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6625, loss_cls: 2.6277, loss: 2.6277, grad_norm: 1.0054, top1_acc/aux0: 0.3470, top5_acc/aux0: 0.6300, loss_cls/aux0: 2.7304, loss/aux0: 2.7304 2020-10-22 03:05:32,783 - mmaction - INFO - Epoch [29][80/264] lr: 4.368e-01, eta: 1 day, 6:57:59, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6625, loss_cls: 2.6277, loss: 2.6277, grad_norm: 1.0047, top1_acc/aux0: 0.3481, top5_acc/aux0: 0.6309, loss_cls/aux0: 2.7321, loss/aux0: 2.7321 2020-10-22 03:06:09,597 - mmaction - INFO - Epoch [29][100/264] lr: 4.368e-01, eta: 1 day, 6:54:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3759, top5_acc: 0.6510, loss_cls: 2.6428, loss: 2.6428, grad_norm: 0.9824, top1_acc/aux0: 0.3526, top5_acc/aux0: 0.6234, loss_cls/aux0: 2.7610, loss/aux0: 2.7610 2020-10-22 03:06:10,546 - mmaction - INFO - Epoch [29][100/264] lr: 4.368e-01, eta: 1 day, 6:57:27, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3759, top5_acc: 0.6510, loss_cls: 2.6428, loss: 2.6428, grad_norm: 0.9811, top1_acc/aux0: 0.3519, top5_acc/aux0: 0.6236, loss_cls/aux0: 2.7589, loss/aux0: 2.7589 2020-10-22 03:06:47,157 - mmaction - INFO - Epoch [29][120/264] lr: 4.368e-01, eta: 1 day, 6:54:24, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6530, loss_cls: 2.6125, loss: 2.6125, grad_norm: 0.9954, top1_acc/aux0: 0.3625, top5_acc/aux0: 0.6342, loss_cls/aux0: 2.7200, loss/aux0: 2.7200 2020-10-22 03:06:48,087 - mmaction - INFO - Epoch [29][120/264] lr: 4.368e-01, eta: 1 day, 6:56:56, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6530, loss_cls: 2.6125, loss: 2.6125, grad_norm: 0.9948, top1_acc/aux0: 0.3620, top5_acc/aux0: 0.6330, loss_cls/aux0: 2.7239, loss/aux0: 2.7239 2020-10-22 03:07:24,916 - mmaction - INFO - Epoch [29][140/264] lr: 4.368e-01, eta: 1 day, 6:53:55, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3863, top5_acc: 0.6618, loss_cls: 2.5757, loss: 2.5757, grad_norm: 0.9926, top1_acc/aux0: 0.3429, top5_acc/aux0: 0.6172, loss_cls/aux0: 2.7696, loss/aux0: 2.7696 2020-10-22 03:07:25,853 - mmaction - INFO - Epoch [29][140/264] lr: 4.368e-01, eta: 1 day, 6:56:27, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.3863, top5_acc: 0.6618, loss_cls: 2.5757, loss: 2.5757, grad_norm: 0.9933, top1_acc/aux0: 0.3453, top5_acc/aux0: 0.6200, loss_cls/aux0: 2.7601, loss/aux0: 2.7601 2020-10-22 03:08:02,680 - mmaction - INFO - Epoch [29][160/264] lr: 4.368e-01, eta: 1 day, 6:53:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6491, loss_cls: 2.6474, loss: 2.6474, grad_norm: 1.0105, top1_acc/aux0: 0.3623, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.6825, loss/aux0: 2.6825 2020-10-22 03:08:03,656 - mmaction - INFO - Epoch [29][160/264] lr: 4.368e-01, eta: 1 day, 6:55:54, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6491, loss_cls: 2.6474, loss: 2.6474, grad_norm: 1.0122, top1_acc/aux0: 0.3590, top5_acc/aux0: 0.6352, loss_cls/aux0: 2.6941, loss/aux0: 2.6941 2020-10-22 03:08:40,562 - mmaction - INFO - Epoch [29][180/264] lr: 4.368e-01, eta: 1 day, 6:52:53, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6502, loss_cls: 2.6404, loss: 2.6404, grad_norm: 0.9908, top1_acc/aux0: 0.3446, top5_acc/aux0: 0.6217, loss_cls/aux0: 2.7737, loss/aux0: 2.7737 2020-10-22 03:08:41,582 - mmaction - INFO - Epoch [29][180/264] lr: 4.368e-01, eta: 1 day, 6:55:24, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6502, loss_cls: 2.6404, loss: 2.6404, grad_norm: 0.9920, top1_acc/aux0: 0.3460, top5_acc/aux0: 0.6220, loss_cls/aux0: 2.7738, loss/aux0: 2.7738 2020-10-22 03:09:18,327 - mmaction - INFO - Epoch [29][200/264] lr: 4.368e-01, eta: 1 day, 6:52:23, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3797, top5_acc: 0.6595, loss_cls: 2.6231, loss: 2.6231, grad_norm: 1.0241, top1_acc/aux0: 0.3585, top5_acc/aux0: 0.6286, loss_cls/aux0: 2.7430, loss/aux0: 2.7430 2020-10-22 03:09:19,246 - mmaction - INFO - Epoch [29][200/264] lr: 4.368e-01, eta: 1 day, 6:54:52, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3797, top5_acc: 0.6595, loss_cls: 2.6231, loss: 2.6231, grad_norm: 1.0203, top1_acc/aux0: 0.3606, top5_acc/aux0: 0.6285, loss_cls/aux0: 2.7405, loss/aux0: 2.7405 2020-10-22 03:09:55,864 - mmaction - INFO - Epoch [29][220/264] lr: 4.368e-01, eta: 1 day, 6:51:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3759, top5_acc: 0.6566, loss_cls: 2.6205, loss: 2.6205, grad_norm: 1.0021, top1_acc/aux0: 0.3578, top5_acc/aux0: 0.6174, loss_cls/aux0: 2.7702, loss/aux0: 2.7702 2020-10-22 03:09:56,810 - mmaction - INFO - Epoch [29][220/264] lr: 4.368e-01, eta: 1 day, 6:54:17, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3759, top5_acc: 0.6566, loss_cls: 2.6205, loss: 2.6205, grad_norm: 1.0063, top1_acc/aux0: 0.3540, top5_acc/aux0: 0.6168, loss_cls/aux0: 2.7796, loss/aux0: 2.7796 2020-10-22 03:10:33,354 - mmaction - INFO - Epoch [29][240/264] lr: 4.368e-01, eta: 1 day, 6:51:16, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6595, loss_cls: 2.6060, loss: 2.6060, grad_norm: 0.9822, top1_acc/aux0: 0.3597, top5_acc/aux0: 0.6349, loss_cls/aux0: 2.7371, loss/aux0: 2.7371 2020-10-22 03:10:34,295 - mmaction - INFO - Epoch [29][240/264] lr: 4.368e-01, eta: 1 day, 6:53:43, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6595, loss_cls: 2.6060, loss: 2.6060, grad_norm: 0.9813, top1_acc/aux0: 0.3616, top5_acc/aux0: 0.6330, loss_cls/aux0: 2.7337, loss/aux0: 2.7337 2020-10-22 03:11:10,746 - mmaction - INFO - Epoch [29][260/264] lr: 4.368e-01, eta: 1 day, 6:50:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6543, loss_cls: 2.6207, loss: 2.6207, grad_norm: 0.9950, top1_acc/aux0: 0.3552, top5_acc/aux0: 0.6278, loss_cls/aux0: 2.7473, loss/aux0: 2.7473 2020-10-22 03:11:11,668 - mmaction - INFO - Epoch [29][260/264] lr: 4.368e-01, eta: 1 day, 6:53:07, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6543, loss_cls: 2.6207, loss: 2.6207, grad_norm: 0.9986, top1_acc/aux0: 0.3545, top5_acc/aux0: 0.6306, loss_cls/aux0: 2.7425, loss/aux0: 2.7425 2020-10-22 03:17:16,192 - mmaction - INFO - Epoch [30][20/264] lr: 4.359e-01, eta: 1 day, 6:49:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6413, loss_cls: 2.6580, loss: 2.6580, grad_norm: 0.9915, top1_acc/aux0: 0.3558, top5_acc/aux0: 0.6332, loss_cls/aux0: 2.7125, loss/aux0: 2.7125 2020-10-22 03:17:17,132 - mmaction - INFO - Epoch [30][20/264] lr: 4.359e-01, eta: 1 day, 6:51:26, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6413, loss_cls: 2.6580, loss: 2.6580, grad_norm: 0.9913, top1_acc/aux0: 0.3554, top5_acc/aux0: 0.6335, loss_cls/aux0: 2.7140, loss/aux0: 2.7140 2020-10-22 03:17:53,637 - mmaction - INFO - Epoch [30][40/264] lr: 4.359e-01, eta: 1 day, 6:48:27, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6519, loss_cls: 2.6248, loss: 2.6248, grad_norm: 1.0017, top1_acc/aux0: 0.3422, top5_acc/aux0: 0.6191, loss_cls/aux0: 2.7769, loss/aux0: 2.7769 2020-10-22 03:17:54,600 - mmaction - INFO - Epoch [30][40/264] lr: 4.359e-01, eta: 1 day, 6:50:52, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6519, loss_cls: 2.6248, loss: 2.6248, grad_norm: 1.0021, top1_acc/aux0: 0.3415, top5_acc/aux0: 0.6175, loss_cls/aux0: 2.7830, loss/aux0: 2.7830 2020-10-22 03:18:31,109 - mmaction - INFO - Epoch [30][60/264] lr: 4.359e-01, eta: 1 day, 6:47:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3899, top5_acc: 0.6613, loss_cls: 2.5758, loss: 2.5758, grad_norm: 1.0038, top1_acc/aux0: 0.3460, top5_acc/aux0: 0.6214, loss_cls/aux0: 2.7717, loss/aux0: 2.7717 2020-10-22 03:18:32,050 - mmaction - INFO - Epoch [30][60/264] lr: 4.359e-01, eta: 1 day, 6:50:18, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3899, top5_acc: 0.6613, loss_cls: 2.5758, loss: 2.5758, grad_norm: 1.0036, top1_acc/aux0: 0.3451, top5_acc/aux0: 0.6236, loss_cls/aux0: 2.7662, loss/aux0: 2.7662 2020-10-22 03:19:08,711 - mmaction - INFO - Epoch [30][80/264] lr: 4.359e-01, eta: 1 day, 6:47:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3814, top5_acc: 0.6571, loss_cls: 2.5755, loss: 2.5755, grad_norm: 0.9973, top1_acc/aux0: 0.3547, top5_acc/aux0: 0.6292, loss_cls/aux0: 2.7455, loss/aux0: 2.7455 2020-10-22 03:19:09,654 - mmaction - INFO - Epoch [30][80/264] lr: 4.359e-01, eta: 1 day, 6:49:46, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3814, top5_acc: 0.6571, loss_cls: 2.5755, loss: 2.5755, grad_norm: 0.9945, top1_acc/aux0: 0.3564, top5_acc/aux0: 0.6281, loss_cls/aux0: 2.7455, loss/aux0: 2.7455 2020-10-22 03:19:46,233 - mmaction - INFO - Epoch [30][100/264] lr: 4.359e-01, eta: 1 day, 6:46:47, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3851, top5_acc: 0.6599, loss_cls: 2.5817, loss: 2.5817, grad_norm: 0.9759, top1_acc/aux0: 0.3514, top5_acc/aux0: 0.6345, loss_cls/aux0: 2.7364, loss/aux0: 2.7364 2020-10-22 03:19:47,179 - mmaction - INFO - Epoch [30][100/264] lr: 4.359e-01, eta: 1 day, 6:49:11, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3851, top5_acc: 0.6599, loss_cls: 2.5817, loss: 2.5817, grad_norm: 0.9801, top1_acc/aux0: 0.3497, top5_acc/aux0: 0.6314, loss_cls/aux0: 2.7492, loss/aux0: 2.7492 2020-10-22 03:20:23,998 - mmaction - INFO - Epoch [30][120/264] lr: 4.359e-01, eta: 1 day, 6:46:14, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3816, top5_acc: 0.6491, loss_cls: 2.6052, loss: 2.6052, grad_norm: 1.0012, top1_acc/aux0: 0.3465, top5_acc/aux0: 0.6247, loss_cls/aux0: 2.7536, loss/aux0: 2.7536 2020-10-22 03:20:24,940 - mmaction - INFO - Epoch [30][120/264] lr: 4.359e-01, eta: 1 day, 6:48:39, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3816, top5_acc: 0.6491, loss_cls: 2.6052, loss: 2.6052, grad_norm: 1.0048, top1_acc/aux0: 0.3479, top5_acc/aux0: 0.6288, loss_cls/aux0: 2.7380, loss/aux0: 2.7380 2020-10-22 03:21:01,779 - mmaction - INFO - Epoch [30][140/264] lr: 4.359e-01, eta: 1 day, 6:45:42, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3760, top5_acc: 0.6514, loss_cls: 2.6167, loss: 2.6167, grad_norm: 0.9695, top1_acc/aux0: 0.3488, top5_acc/aux0: 0.6259, loss_cls/aux0: 2.7485, loss/aux0: 2.7485 2020-10-22 03:21:02,751 - mmaction - INFO - Epoch [30][140/264] lr: 4.359e-01, eta: 1 day, 6:48:08, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.3760, top5_acc: 0.6514, loss_cls: 2.6167, loss: 2.6167, grad_norm: 0.9716, top1_acc/aux0: 0.3474, top5_acc/aux0: 0.6236, loss_cls/aux0: 2.7552, loss/aux0: 2.7552 2020-10-22 03:21:39,625 - mmaction - INFO - Epoch [30][160/264] lr: 4.359e-01, eta: 1 day, 6:45:12, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3722, top5_acc: 0.6547, loss_cls: 2.6129, loss: 2.6129, grad_norm: 0.9865, top1_acc/aux0: 0.3542, top5_acc/aux0: 0.6271, loss_cls/aux0: 2.7350, loss/aux0: 2.7350 2020-10-22 03:21:40,588 - mmaction - INFO - Epoch [30][160/264] lr: 4.359e-01, eta: 1 day, 6:47:37, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.3722, top5_acc: 0.6547, loss_cls: 2.6129, loss: 2.6129, grad_norm: 0.9893, top1_acc/aux0: 0.3563, top5_acc/aux0: 0.6299, loss_cls/aux0: 2.7264, loss/aux0: 2.7264 2020-10-22 03:22:17,423 - mmaction - INFO - Epoch [30][180/264] lr: 4.359e-01, eta: 1 day, 6:44:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6460, loss_cls: 2.6481, loss: 2.6481, grad_norm: 1.0113, top1_acc/aux0: 0.3641, top5_acc/aux0: 0.6408, loss_cls/aux0: 2.6931, loss/aux0: 2.6931 2020-10-22 03:22:18,414 - mmaction - INFO - Epoch [30][180/264] lr: 4.359e-01, eta: 1 day, 6:47:06, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6460, loss_cls: 2.6481, loss: 2.6481, grad_norm: 1.0085, top1_acc/aux0: 0.3655, top5_acc/aux0: 0.6405, loss_cls/aux0: 2.6915, loss/aux0: 2.6915 2020-10-22 03:22:55,260 - mmaction - INFO - Epoch [30][200/264] lr: 4.359e-01, eta: 1 day, 6:44:10, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6476, loss_cls: 2.6329, loss: 2.6329, grad_norm: 1.0057, top1_acc/aux0: 0.3521, top5_acc/aux0: 0.6398, loss_cls/aux0: 2.7253, loss/aux0: 2.7253 2020-10-22 03:22:56,194 - mmaction - INFO - Epoch [30][200/264] lr: 4.359e-01, eta: 1 day, 6:46:33, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6476, loss_cls: 2.6329, loss: 2.6329, grad_norm: 1.0075, top1_acc/aux0: 0.3500, top5_acc/aux0: 0.6368, loss_cls/aux0: 2.7358, loss/aux0: 2.7358 2020-10-22 03:23:33,297 - mmaction - INFO - Epoch [30][220/264] lr: 4.359e-01, eta: 1 day, 6:43:40, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3813, top5_acc: 0.6564, loss_cls: 2.5790, loss: 2.5790, grad_norm: 1.0299, top1_acc/aux0: 0.3528, top5_acc/aux0: 0.6243, loss_cls/aux0: 2.7488, loss/aux0: 2.7488 2020-10-22 03:23:34,237 - mmaction - INFO - Epoch [30][220/264] lr: 4.359e-01, eta: 1 day, 6:46:05, time: 0.956, data_time: 0.002, memory: 8466, top1_acc: 0.3813, top5_acc: 0.6564, loss_cls: 2.5790, loss: 2.5790, grad_norm: 1.0273, top1_acc/aux0: 0.3547, top5_acc/aux0: 0.6243, loss_cls/aux0: 2.7429, loss/aux0: 2.7429 2020-10-22 03:24:10,993 - mmaction - INFO - Epoch [30][240/264] lr: 4.359e-01, eta: 1 day, 6:43:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3837, top5_acc: 0.6556, loss_cls: 2.5994, loss: 2.5994, grad_norm: 1.0181, top1_acc/aux0: 0.3563, top5_acc/aux0: 0.6280, loss_cls/aux0: 2.7175, loss/aux0: 2.7175 2020-10-22 03:24:11,924 - mmaction - INFO - Epoch [30][240/264] lr: 4.359e-01, eta: 1 day, 6:45:31, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3837, top5_acc: 0.6556, loss_cls: 2.5994, loss: 2.5994, grad_norm: 1.0210, top1_acc/aux0: 0.3552, top5_acc/aux0: 0.6299, loss_cls/aux0: 2.7211, loss/aux0: 2.7211 2020-10-22 03:24:48,474 - mmaction - INFO - Epoch [30][260/264] lr: 4.359e-01, eta: 1 day, 6:42:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3793, top5_acc: 0.6703, loss_cls: 2.5961, loss: 2.5961, grad_norm: 0.9991, top1_acc/aux0: 0.3448, top5_acc/aux0: 0.6194, loss_cls/aux0: 2.7883, loss/aux0: 2.7883 2020-10-22 03:24:49,437 - mmaction - INFO - Epoch [30][260/264] lr: 4.359e-01, eta: 1 day, 6:44:56, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3793, top5_acc: 0.6703, loss_cls: 2.5961, loss: 2.5961, grad_norm: 0.9961, top1_acc/aux0: 0.3451, top5_acc/aux0: 0.6191, loss_cls/aux0: 2.7845, loss/aux0: 2.7845 2020-10-22 03:30:46,895 - mmaction - INFO - Epoch [31][20/264] lr: 4.349e-01, eta: 1 day, 6:40:56, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6592, loss_cls: 2.5873, loss: 2.5873, grad_norm: 0.9724, top1_acc/aux0: 0.3485, top5_acc/aux0: 0.6230, loss_cls/aux0: 2.7450, loss/aux0: 2.7450 2020-10-22 03:30:47,851 - mmaction - INFO - Epoch [31][20/264] lr: 4.349e-01, eta: 1 day, 6:43:16, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6592, loss_cls: 2.5873, loss: 2.5873, grad_norm: 0.9750, top1_acc/aux0: 0.3483, top5_acc/aux0: 0.6233, loss_cls/aux0: 2.7392, loss/aux0: 2.7392 2020-10-22 03:31:24,090 - mmaction - INFO - Epoch [31][40/264] lr: 4.349e-01, eta: 1 day, 6:40:21, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3814, top5_acc: 0.6615, loss_cls: 2.5868, loss: 2.5868, grad_norm: 1.0151, top1_acc/aux0: 0.3609, top5_acc/aux0: 0.6325, loss_cls/aux0: 2.6946, loss/aux0: 2.6946 2020-10-22 03:31:25,085 - mmaction - INFO - Epoch [31][40/264] lr: 4.349e-01, eta: 1 day, 6:42:40, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3814, top5_acc: 0.6615, loss_cls: 2.5868, loss: 2.5868, grad_norm: 1.0156, top1_acc/aux0: 0.3595, top5_acc/aux0: 0.6304, loss_cls/aux0: 2.7100, loss/aux0: 2.7100 2020-10-22 03:32:01,698 - mmaction - INFO - Epoch [31][60/264] lr: 4.349e-01, eta: 1 day, 6:39:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3778, top5_acc: 0.6535, loss_cls: 2.5960, loss: 2.5960, grad_norm: 1.0140, top1_acc/aux0: 0.3495, top5_acc/aux0: 0.6248, loss_cls/aux0: 2.7561, loss/aux0: 2.7561 2020-10-22 03:32:02,641 - mmaction - INFO - Epoch [31][60/264] lr: 4.349e-01, eta: 1 day, 6:42:05, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3778, top5_acc: 0.6535, loss_cls: 2.5960, loss: 2.5960, grad_norm: 1.0144, top1_acc/aux0: 0.3535, top5_acc/aux0: 0.6300, loss_cls/aux0: 2.7343, loss/aux0: 2.7343 2020-10-22 03:32:39,392 - mmaction - INFO - Epoch [31][80/264] lr: 4.349e-01, eta: 1 day, 6:39:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6646, loss_cls: 2.5527, loss: 2.5527, grad_norm: 1.0189, top1_acc/aux0: 0.3543, top5_acc/aux0: 0.6306, loss_cls/aux0: 2.7212, loss/aux0: 2.7212 2020-10-22 03:32:40,322 - mmaction - INFO - Epoch [31][80/264] lr: 4.349e-01, eta: 1 day, 6:41:30, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6646, loss_cls: 2.5527, loss: 2.5527, grad_norm: 1.0175, top1_acc/aux0: 0.3516, top5_acc/aux0: 0.6260, loss_cls/aux0: 2.7385, loss/aux0: 2.7385 2020-10-22 03:33:17,067 - mmaction - INFO - Epoch [31][100/264] lr: 4.349e-01, eta: 1 day, 6:38:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3705, top5_acc: 0.6568, loss_cls: 2.6305, loss: 2.6305, grad_norm: 0.9948, top1_acc/aux0: 0.3540, top5_acc/aux0: 0.6240, loss_cls/aux0: 2.7427, loss/aux0: 2.7427 2020-10-22 03:33:18,037 - mmaction - INFO - Epoch [31][100/264] lr: 4.349e-01, eta: 1 day, 6:40:56, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3705, top5_acc: 0.6568, loss_cls: 2.6305, loss: 2.6305, grad_norm: 0.9950, top1_acc/aux0: 0.3559, top5_acc/aux0: 0.6267, loss_cls/aux0: 2.7320, loss/aux0: 2.7320 2020-10-22 03:33:54,901 - mmaction - INFO - Epoch [31][120/264] lr: 4.349e-01, eta: 1 day, 6:38:04, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3809, top5_acc: 0.6595, loss_cls: 2.5622, loss: 2.5622, grad_norm: 1.0044, top1_acc/aux0: 0.3566, top5_acc/aux0: 0.6340, loss_cls/aux0: 2.7401, loss/aux0: 2.7401 2020-10-22 03:33:55,840 - mmaction - INFO - Epoch [31][120/264] lr: 4.349e-01, eta: 1 day, 6:40:24, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3809, top5_acc: 0.6595, loss_cls: 2.5622, loss: 2.5622, grad_norm: 1.0029, top1_acc/aux0: 0.3533, top5_acc/aux0: 0.6307, loss_cls/aux0: 2.7558, loss/aux0: 2.7558 2020-10-22 03:34:32,805 - mmaction - INFO - Epoch [31][140/264] lr: 4.349e-01, eta: 1 day, 6:37:33, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6519, loss_cls: 2.6001, loss: 2.6001, grad_norm: 1.0053, top1_acc/aux0: 0.3509, top5_acc/aux0: 0.6288, loss_cls/aux0: 2.7377, loss/aux0: 2.7377 2020-10-22 03:34:33,764 - mmaction - INFO - Epoch [31][140/264] lr: 4.349e-01, eta: 1 day, 6:39:53, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6519, loss_cls: 2.6001, loss: 2.6001, grad_norm: 1.0071, top1_acc/aux0: 0.3533, top5_acc/aux0: 0.6339, loss_cls/aux0: 2.7149, loss/aux0: 2.7149 2020-10-22 03:35:10,490 - mmaction - INFO - Epoch [31][160/264] lr: 4.349e-01, eta: 1 day, 6:37:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6502, loss_cls: 2.6240, loss: 2.6240, grad_norm: 1.0003, top1_acc/aux0: 0.3373, top5_acc/aux0: 0.6304, loss_cls/aux0: 2.7324, loss/aux0: 2.7324 2020-10-22 03:35:11,434 - mmaction - INFO - Epoch [31][160/264] lr: 4.349e-01, eta: 1 day, 6:39:19, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6502, loss_cls: 2.6240, loss: 2.6240, grad_norm: 0.9998, top1_acc/aux0: 0.3352, top5_acc/aux0: 0.6241, loss_cls/aux0: 2.7570, loss/aux0: 2.7570 2020-10-22 03:35:48,408 - mmaction - INFO - Epoch [31][180/264] lr: 4.349e-01, eta: 1 day, 6:36:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3847, top5_acc: 0.6625, loss_cls: 2.5733, loss: 2.5733, grad_norm: 1.0148, top1_acc/aux0: 0.3427, top5_acc/aux0: 0.6222, loss_cls/aux0: 2.7737, loss/aux0: 2.7737 2020-10-22 03:35:49,379 - mmaction - INFO - Epoch [31][180/264] lr: 4.349e-01, eta: 1 day, 6:38:47, time: 0.946, data_time: 0.005, memory: 8466, top1_acc: 0.3847, top5_acc: 0.6625, loss_cls: 2.5733, loss: 2.5733, grad_norm: 1.0130, top1_acc/aux0: 0.3444, top5_acc/aux0: 0.6252, loss_cls/aux0: 2.7604, loss/aux0: 2.7604 2020-10-22 03:36:26,128 - mmaction - INFO - Epoch [31][200/264] lr: 4.349e-01, eta: 1 day, 6:35:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6550, loss_cls: 2.5979, loss: 2.5979, grad_norm: 0.9903, top1_acc/aux0: 0.3535, top5_acc/aux0: 0.6340, loss_cls/aux0: 2.7247, loss/aux0: 2.7247 2020-10-22 03:36:27,080 - mmaction - INFO - Epoch [31][200/264] lr: 4.349e-01, eta: 1 day, 6:38:15, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6550, loss_cls: 2.5979, loss: 2.5979, grad_norm: 0.9884, top1_acc/aux0: 0.3547, top5_acc/aux0: 0.6356, loss_cls/aux0: 2.7183, loss/aux0: 2.7183 2020-10-22 03:37:03,877 - mmaction - INFO - Epoch [31][220/264] lr: 4.349e-01, eta: 1 day, 6:35:26, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3825, top5_acc: 0.6599, loss_cls: 2.5880, loss: 2.5880, grad_norm: 1.0137, top1_acc/aux0: 0.3589, top5_acc/aux0: 0.6335, loss_cls/aux0: 2.7275, loss/aux0: 2.7275 2020-10-22 03:37:04,831 - mmaction - INFO - Epoch [31][220/264] lr: 4.349e-01, eta: 1 day, 6:37:45, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.3825, top5_acc: 0.6599, loss_cls: 2.5880, loss: 2.5880, grad_norm: 1.0134, top1_acc/aux0: 0.3552, top5_acc/aux0: 0.6306, loss_cls/aux0: 2.7432, loss/aux0: 2.7432 2020-10-22 03:37:41,742 - mmaction - INFO - Epoch [31][240/264] lr: 4.349e-01, eta: 1 day, 6:34:55, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3840, top5_acc: 0.6609, loss_cls: 2.5849, loss: 2.5849, grad_norm: 1.0128, top1_acc/aux0: 0.3509, top5_acc/aux0: 0.6278, loss_cls/aux0: 2.7432, loss/aux0: 2.7432 2020-10-22 03:37:42,681 - mmaction - INFO - Epoch [31][240/264] lr: 4.349e-01, eta: 1 day, 6:37:13, time: 0.949, data_time: 0.006, memory: 8466, top1_acc: 0.3840, top5_acc: 0.6609, loss_cls: 2.5849, loss: 2.5849, grad_norm: 1.0120, top1_acc/aux0: 0.3535, top5_acc/aux0: 0.6280, loss_cls/aux0: 2.7368, loss/aux0: 2.7368 2020-10-22 03:38:19,420 - mmaction - INFO - Epoch [31][260/264] lr: 4.349e-01, eta: 1 day, 6:34:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6500, loss_cls: 2.6119, loss: 2.6119, grad_norm: 1.0109, top1_acc/aux0: 0.3444, top5_acc/aux0: 0.6226, loss_cls/aux0: 2.7799, loss/aux0: 2.7799 2020-10-22 03:38:20,351 - mmaction - INFO - Epoch [31][260/264] lr: 4.349e-01, eta: 1 day, 6:36:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6500, loss_cls: 2.6119, loss: 2.6119, grad_norm: 1.0111, top1_acc/aux0: 0.3455, top5_acc/aux0: 0.6220, loss_cls/aux0: 2.7845, loss/aux0: 2.7845 2020-10-22 03:44:05,345 - mmaction - INFO - Epoch [32][20/264] lr: 4.339e-01, eta: 1 day, 6:32:46, time: 0.920, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6670, loss_cls: 2.5842, loss: 2.5842, grad_norm: 1.0140, top1_acc/aux0: 0.3660, top5_acc/aux0: 0.6327, loss_cls/aux0: 2.7092, loss/aux0: 2.7092 2020-10-22 03:44:06,301 - mmaction - INFO - Epoch [32][20/264] lr: 4.339e-01, eta: 1 day, 6:34:59, time: 0.923, data_time: 0.003, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6670, loss_cls: 2.5842, loss: 2.5842, grad_norm: 1.0215, top1_acc/aux0: 0.3637, top5_acc/aux0: 0.6295, loss_cls/aux0: 2.7250, loss/aux0: 2.7250 2020-10-22 03:44:42,765 - mmaction - INFO - Epoch [32][40/264] lr: 4.339e-01, eta: 1 day, 6:32:09, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6618, loss_cls: 2.5522, loss: 2.5522, grad_norm: 0.9975, top1_acc/aux0: 0.3564, top5_acc/aux0: 0.6316, loss_cls/aux0: 2.7189, loss/aux0: 2.7189 2020-10-22 03:44:43,696 - mmaction - INFO - Epoch [32][40/264] lr: 4.339e-01, eta: 1 day, 6:34:24, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6618, loss_cls: 2.5522, loss: 2.5522, grad_norm: 0.9965, top1_acc/aux0: 0.3622, top5_acc/aux0: 0.6375, loss_cls/aux0: 2.6906, loss/aux0: 2.6906 2020-10-22 03:45:20,191 - mmaction - INFO - Epoch [32][60/264] lr: 4.339e-01, eta: 1 day, 6:31:35, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3821, top5_acc: 0.6573, loss_cls: 2.5948, loss: 2.5948, grad_norm: 1.0229, top1_acc/aux0: 0.3670, top5_acc/aux0: 0.6465, loss_cls/aux0: 2.6719, loss/aux0: 2.6719 2020-10-22 03:45:21,143 - mmaction - INFO - Epoch [32][60/264] lr: 4.339e-01, eta: 1 day, 6:33:51, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3821, top5_acc: 0.6573, loss_cls: 2.5948, loss: 2.5948, grad_norm: 1.0198, top1_acc/aux0: 0.3642, top5_acc/aux0: 0.6441, loss_cls/aux0: 2.6846, loss/aux0: 2.6846 2020-10-22 03:45:57,781 - mmaction - INFO - Epoch [32][80/264] lr: 4.339e-01, eta: 1 day, 6:31:03, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3769, top5_acc: 0.6616, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.0006, top1_acc/aux0: 0.3561, top5_acc/aux0: 0.6309, loss_cls/aux0: 2.7271, loss/aux0: 2.7271 2020-10-22 03:45:58,723 - mmaction - INFO - Epoch [32][80/264] lr: 4.339e-01, eta: 1 day, 6:33:18, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3769, top5_acc: 0.6616, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.0002, top1_acc/aux0: 0.3559, top5_acc/aux0: 0.6307, loss_cls/aux0: 2.7297, loss/aux0: 2.7297 2020-10-22 03:46:35,611 - mmaction - INFO - Epoch [32][100/264] lr: 4.339e-01, eta: 1 day, 6:30:31, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3842, top5_acc: 0.6602, loss_cls: 2.5641, loss: 2.5641, grad_norm: 1.0052, top1_acc/aux0: 0.3571, top5_acc/aux0: 0.6408, loss_cls/aux0: 2.6885, loss/aux0: 2.6885 2020-10-22 03:46:36,623 - mmaction - INFO - Epoch [32][100/264] lr: 4.339e-01, eta: 1 day, 6:32:47, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.3842, top5_acc: 0.6602, loss_cls: 2.5641, loss: 2.5641, grad_norm: 1.0018, top1_acc/aux0: 0.3583, top5_acc/aux0: 0.6401, loss_cls/aux0: 2.6823, loss/aux0: 2.6823 2020-10-22 03:47:13,453 - mmaction - INFO - Epoch [32][120/264] lr: 4.339e-01, eta: 1 day, 6:30:00, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6538, loss_cls: 2.5743, loss: 2.5743, grad_norm: 1.0170, top1_acc/aux0: 0.3543, top5_acc/aux0: 0.6248, loss_cls/aux0: 2.7418, loss/aux0: 2.7418 2020-10-22 03:47:14,400 - mmaction - INFO - Epoch [32][120/264] lr: 4.339e-01, eta: 1 day, 6:32:14, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6538, loss_cls: 2.5743, loss: 2.5743, grad_norm: 1.0208, top1_acc/aux0: 0.3517, top5_acc/aux0: 0.6259, loss_cls/aux0: 2.7411, loss/aux0: 2.7411 2020-10-22 03:47:51,457 - mmaction - INFO - Epoch [32][140/264] lr: 4.339e-01, eta: 1 day, 6:29:28, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6611, loss_cls: 2.5770, loss: 2.5770, grad_norm: 0.9914, top1_acc/aux0: 0.3549, top5_acc/aux0: 0.6316, loss_cls/aux0: 2.7125, loss/aux0: 2.7125 2020-10-22 03:47:52,413 - mmaction - INFO - Epoch [32][140/264] lr: 4.339e-01, eta: 1 day, 6:31:43, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6611, loss_cls: 2.5770, loss: 2.5770, grad_norm: 0.9913, top1_acc/aux0: 0.3559, top5_acc/aux0: 0.6323, loss_cls/aux0: 2.7196, loss/aux0: 2.7196 2020-10-22 03:48:28,985 - mmaction - INFO - Epoch [32][160/264] lr: 4.339e-01, eta: 1 day, 6:28:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3845, top5_acc: 0.6566, loss_cls: 2.5978, loss: 2.5978, grad_norm: 1.0207, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6470, loss_cls/aux0: 2.6811, loss/aux0: 2.6811 2020-10-22 03:48:29,942 - mmaction - INFO - Epoch [32][160/264] lr: 4.339e-01, eta: 1 day, 6:31:10, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3845, top5_acc: 0.6566, loss_cls: 2.5978, loss: 2.5978, grad_norm: 1.0175, top1_acc/aux0: 0.3675, top5_acc/aux0: 0.6477, loss_cls/aux0: 2.6725, loss/aux0: 2.6725 2020-10-22 03:49:06,794 - mmaction - INFO - Epoch [32][180/264] lr: 4.339e-01, eta: 1 day, 6:28:24, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6717, loss_cls: 2.5171, loss: 2.5171, grad_norm: 1.0108, top1_acc/aux0: 0.3524, top5_acc/aux0: 0.6290, loss_cls/aux0: 2.7513, loss/aux0: 2.7513 2020-10-22 03:49:07,756 - mmaction - INFO - Epoch [32][180/264] lr: 4.339e-01, eta: 1 day, 6:30:38, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6717, loss_cls: 2.5171, loss: 2.5171, grad_norm: 1.0127, top1_acc/aux0: 0.3536, top5_acc/aux0: 0.6276, loss_cls/aux0: 2.7567, loss/aux0: 2.7567 2020-10-22 03:49:44,487 - mmaction - INFO - Epoch [32][200/264] lr: 4.339e-01, eta: 1 day, 6:27:52, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6559, loss_cls: 2.6214, loss: 2.6214, grad_norm: 1.0116, top1_acc/aux0: 0.3493, top5_acc/aux0: 0.6241, loss_cls/aux0: 2.7616, loss/aux0: 2.7616 2020-10-22 03:49:45,421 - mmaction - INFO - Epoch [32][200/264] lr: 4.339e-01, eta: 1 day, 6:30:05, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6559, loss_cls: 2.6214, loss: 2.6214, grad_norm: 1.0111, top1_acc/aux0: 0.3470, top5_acc/aux0: 0.6243, loss_cls/aux0: 2.7642, loss/aux0: 2.7642 2020-10-22 03:50:22,369 - mmaction - INFO - Epoch [32][220/264] lr: 4.339e-01, eta: 1 day, 6:27:20, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3866, top5_acc: 0.6684, loss_cls: 2.5557, loss: 2.5557, grad_norm: 1.0247, top1_acc/aux0: 0.3569, top5_acc/aux0: 0.6292, loss_cls/aux0: 2.7170, loss/aux0: 2.7170 2020-10-22 03:50:23,302 - mmaction - INFO - Epoch [32][220/264] lr: 4.339e-01, eta: 1 day, 6:29:33, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3866, top5_acc: 0.6684, loss_cls: 2.5557, loss: 2.5557, grad_norm: 1.0282, top1_acc/aux0: 0.3566, top5_acc/aux0: 0.6267, loss_cls/aux0: 2.7183, loss/aux0: 2.7183 2020-10-22 03:51:00,279 - mmaction - INFO - Epoch [32][240/264] lr: 4.339e-01, eta: 1 day, 6:26:49, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3731, top5_acc: 0.6578, loss_cls: 2.6038, loss: 2.6038, grad_norm: 1.0150, top1_acc/aux0: 0.3576, top5_acc/aux0: 0.6330, loss_cls/aux0: 2.7206, loss/aux0: 2.7206 2020-10-22 03:51:01,221 - mmaction - INFO - Epoch [32][240/264] lr: 4.339e-01, eta: 1 day, 6:29:03, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.3731, top5_acc: 0.6578, loss_cls: 2.6038, loss: 2.6038, grad_norm: 1.0117, top1_acc/aux0: 0.3578, top5_acc/aux0: 0.6352, loss_cls/aux0: 2.7225, loss/aux0: 2.7225 2020-10-22 03:51:37,921 - mmaction - INFO - Epoch [32][260/264] lr: 4.339e-01, eta: 1 day, 6:26:17, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3720, top5_acc: 0.6535, loss_cls: 2.6252, loss: 2.6252, grad_norm: 0.9847, top1_acc/aux0: 0.3594, top5_acc/aux0: 0.6372, loss_cls/aux0: 2.7059, loss/aux0: 2.7059 2020-10-22 03:51:38,842 - mmaction - INFO - Epoch [32][260/264] lr: 4.339e-01, eta: 1 day, 6:28:27, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3720, top5_acc: 0.6535, loss_cls: 2.6252, loss: 2.6252, grad_norm: 0.9813, top1_acc/aux0: 0.3615, top5_acc/aux0: 0.6385, loss_cls/aux0: 2.6961, loss/aux0: 2.6961 2020-10-22 03:53:33,116 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-22 03:55:17,677 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 03:55:17,798 - mmaction - INFO - top1_acc 0.4822 top5_acc 0.7569 2020-10-22 03:55:17,799 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 03:55:17,821 - mmaction - INFO - mean_acc 0.4820 2020-10-22 03:55:17,822 - mmaction - INFO - Now best checkpoint is epoch_32.pth 2020-10-22 03:55:17,829 - mmaction - INFO - Epoch(val) [32][264] top1_acc: 0.4822, top5_acc: 0.7569, mean_class_accuracy: 0.4820 2020-10-22 03:59:10,103 - mmaction - INFO - Epoch [33][20/264] lr: 4.329e-01, eta: 1 day, 6:24:42, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4002, top5_acc: 0.6783, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.0186, top1_acc/aux0: 0.3660, top5_acc/aux0: 0.6462, loss_cls/aux0: 2.6584, loss/aux0: 2.6584 2020-10-22 03:59:11,040 - mmaction - INFO - Epoch [33][20/264] lr: 4.329e-01, eta: 1 day, 6:26:52, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4002, top5_acc: 0.6783, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.0149, top1_acc/aux0: 0.3665, top5_acc/aux0: 0.6476, loss_cls/aux0: 2.6554, loss/aux0: 2.6554 2020-10-22 03:59:47,473 - mmaction - INFO - Epoch [33][40/264] lr: 4.329e-01, eta: 1 day, 6:24:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3941, top5_acc: 0.6625, loss_cls: 2.5511, loss: 2.5511, grad_norm: 1.0078, top1_acc/aux0: 0.3578, top5_acc/aux0: 0.6384, loss_cls/aux0: 2.6905, loss/aux0: 2.6905 2020-10-22 03:59:48,400 - mmaction - INFO - Epoch [33][40/264] lr: 4.329e-01, eta: 1 day, 6:26:18, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3941, top5_acc: 0.6625, loss_cls: 2.5511, loss: 2.5511, grad_norm: 1.0110, top1_acc/aux0: 0.3556, top5_acc/aux0: 0.6328, loss_cls/aux0: 2.7046, loss/aux0: 2.7046 2020-10-22 04:00:24,908 - mmaction - INFO - Epoch [33][60/264] lr: 4.329e-01, eta: 1 day, 6:23:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3873, top5_acc: 0.6661, loss_cls: 2.5579, loss: 2.5579, grad_norm: 1.0005, top1_acc/aux0: 0.3578, top5_acc/aux0: 0.6365, loss_cls/aux0: 2.6715, loss/aux0: 2.6715 2020-10-22 04:00:25,838 - mmaction - INFO - Epoch [33][60/264] lr: 4.329e-01, eta: 1 day, 6:25:43, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3873, top5_acc: 0.6661, loss_cls: 2.5579, loss: 2.5579, grad_norm: 0.9996, top1_acc/aux0: 0.3576, top5_acc/aux0: 0.6358, loss_cls/aux0: 2.6744, loss/aux0: 2.6744 2020-10-22 04:01:02,456 - mmaction - INFO - Epoch [33][80/264] lr: 4.329e-01, eta: 1 day, 6:23:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3915, top5_acc: 0.6674, loss_cls: 2.5590, loss: 2.5590, grad_norm: 1.0190, top1_acc/aux0: 0.3498, top5_acc/aux0: 0.6148, loss_cls/aux0: 2.7910, loss/aux0: 2.7910 2020-10-22 04:01:03,392 - mmaction - INFO - Epoch [33][80/264] lr: 4.329e-01, eta: 1 day, 6:25:10, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3915, top5_acc: 0.6674, loss_cls: 2.5590, loss: 2.5590, grad_norm: 1.0202, top1_acc/aux0: 0.3524, top5_acc/aux0: 0.6214, loss_cls/aux0: 2.7724, loss/aux0: 2.7724 2020-10-22 04:01:40,189 - mmaction - INFO - Epoch [33][100/264] lr: 4.329e-01, eta: 1 day, 6:22:28, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3804, top5_acc: 0.6589, loss_cls: 2.5810, loss: 2.5810, grad_norm: 1.0070, top1_acc/aux0: 0.3703, top5_acc/aux0: 0.6429, loss_cls/aux0: 2.6657, loss/aux0: 2.6657 2020-10-22 04:01:41,158 - mmaction - INFO - Epoch [33][100/264] lr: 4.329e-01, eta: 1 day, 6:24:39, time: 0.948, data_time: 0.004, memory: 8466, top1_acc: 0.3804, top5_acc: 0.6589, loss_cls: 2.5810, loss: 2.5810, grad_norm: 1.0075, top1_acc/aux0: 0.3684, top5_acc/aux0: 0.6415, loss_cls/aux0: 2.6759, loss/aux0: 2.6759 2020-10-22 04:02:17,982 - mmaction - INFO - Epoch [33][120/264] lr: 4.329e-01, eta: 1 day, 6:21:58, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6675, loss_cls: 2.5852, loss: 2.5852, grad_norm: 1.0237, top1_acc/aux0: 0.3491, top5_acc/aux0: 0.6318, loss_cls/aux0: 2.7322, loss/aux0: 2.7322 2020-10-22 04:02:18,935 - mmaction - INFO - Epoch [33][120/264] lr: 4.329e-01, eta: 1 day, 6:24:09, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6675, loss_cls: 2.5852, loss: 2.5852, grad_norm: 1.0237, top1_acc/aux0: 0.3493, top5_acc/aux0: 0.6311, loss_cls/aux0: 2.7289, loss/aux0: 2.7289 2020-10-22 04:02:55,869 - mmaction - INFO - Epoch [33][140/264] lr: 4.329e-01, eta: 1 day, 6:21:27, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6646, loss_cls: 2.5859, loss: 2.5859, grad_norm: 1.0005, top1_acc/aux0: 0.3618, top5_acc/aux0: 0.6359, loss_cls/aux0: 2.6930, loss/aux0: 2.6930 2020-10-22 04:02:56,815 - mmaction - INFO - Epoch [33][140/264] lr: 4.329e-01, eta: 1 day, 6:23:37, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6646, loss_cls: 2.5859, loss: 2.5859, grad_norm: 1.0003, top1_acc/aux0: 0.3615, top5_acc/aux0: 0.6349, loss_cls/aux0: 2.7009, loss/aux0: 2.7009 2020-10-22 04:03:33,754 - mmaction - INFO - Epoch [33][160/264] lr: 4.329e-01, eta: 1 day, 6:20:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6571, loss_cls: 2.5806, loss: 2.5806, grad_norm: 1.0370, top1_acc/aux0: 0.3585, top5_acc/aux0: 0.6299, loss_cls/aux0: 2.7450, loss/aux0: 2.7450 2020-10-22 04:03:34,679 - mmaction - INFO - Epoch [33][160/264] lr: 4.329e-01, eta: 1 day, 6:23:05, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6571, loss_cls: 2.5806, loss: 2.5806, grad_norm: 1.0373, top1_acc/aux0: 0.3620, top5_acc/aux0: 0.6335, loss_cls/aux0: 2.7220, loss/aux0: 2.7220 2020-10-22 04:04:11,379 - mmaction - INFO - Epoch [33][180/264] lr: 4.329e-01, eta: 1 day, 6:20:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3800, top5_acc: 0.6510, loss_cls: 2.6143, loss: 2.6143, grad_norm: 1.0268, top1_acc/aux0: 0.3516, top5_acc/aux0: 0.6297, loss_cls/aux0: 2.7342, loss/aux0: 2.7342 2020-10-22 04:04:12,317 - mmaction - INFO - Epoch [33][180/264] lr: 4.329e-01, eta: 1 day, 6:22:32, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3800, top5_acc: 0.6510, loss_cls: 2.6143, loss: 2.6143, grad_norm: 1.0235, top1_acc/aux0: 0.3486, top5_acc/aux0: 0.6262, loss_cls/aux0: 2.7487, loss/aux0: 2.7487 2020-10-22 04:04:49,162 - mmaction - INFO - Epoch [33][200/264] lr: 4.329e-01, eta: 1 day, 6:19:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3825, top5_acc: 0.6644, loss_cls: 2.5785, loss: 2.5785, grad_norm: 1.0102, top1_acc/aux0: 0.3682, top5_acc/aux0: 0.6392, loss_cls/aux0: 2.6924, loss/aux0: 2.6924 2020-10-22 04:04:50,104 - mmaction - INFO - Epoch [33][200/264] lr: 4.329e-01, eta: 1 day, 6:21:58, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3825, top5_acc: 0.6644, loss_cls: 2.5785, loss: 2.5785, grad_norm: 1.0101, top1_acc/aux0: 0.3694, top5_acc/aux0: 0.6408, loss_cls/aux0: 2.6862, loss/aux0: 2.6862 2020-10-22 04:05:26,902 - mmaction - INFO - Epoch [33][220/264] lr: 4.329e-01, eta: 1 day, 6:19:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3835, top5_acc: 0.6566, loss_cls: 2.5973, loss: 2.5973, grad_norm: 1.0156, top1_acc/aux0: 0.3594, top5_acc/aux0: 0.6382, loss_cls/aux0: 2.6881, loss/aux0: 2.6881 2020-10-22 04:05:27,871 - mmaction - INFO - Epoch [33][220/264] lr: 4.329e-01, eta: 1 day, 6:21:25, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3835, top5_acc: 0.6566, loss_cls: 2.5973, loss: 2.5973, grad_norm: 1.0170, top1_acc/aux0: 0.3566, top5_acc/aux0: 0.6368, loss_cls/aux0: 2.7045, loss/aux0: 2.7045 2020-10-22 04:06:04,549 - mmaction - INFO - Epoch [33][240/264] lr: 4.329e-01, eta: 1 day, 6:18:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6623, loss_cls: 2.5672, loss: 2.5672, grad_norm: 1.0024, top1_acc/aux0: 0.3597, top5_acc/aux0: 0.6384, loss_cls/aux0: 2.7094, loss/aux0: 2.7094 2020-10-22 04:06:05,487 - mmaction - INFO - Epoch [33][240/264] lr: 4.329e-01, eta: 1 day, 6:20:50, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6623, loss_cls: 2.5672, loss: 2.5672, grad_norm: 1.0059, top1_acc/aux0: 0.3616, top5_acc/aux0: 0.6403, loss_cls/aux0: 2.6966, loss/aux0: 2.6966 2020-10-22 04:06:42,097 - mmaction - INFO - Epoch [33][260/264] lr: 4.329e-01, eta: 1 day, 6:18:08, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6641, loss_cls: 2.5798, loss: 2.5798, grad_norm: 1.0241, top1_acc/aux0: 0.3688, top5_acc/aux0: 0.6405, loss_cls/aux0: 2.6851, loss/aux0: 2.6851 2020-10-22 04:06:43,040 - mmaction - INFO - Epoch [33][260/264] lr: 4.329e-01, eta: 1 day, 6:20:14, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6641, loss_cls: 2.5798, loss: 2.5798, grad_norm: 1.0231, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6377, loss_cls/aux0: 2.6930, loss/aux0: 2.6930 2020-10-22 04:12:46,609 - mmaction - INFO - Epoch [34][20/264] lr: 4.318e-01, eta: 1 day, 6:16:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3847, top5_acc: 0.6639, loss_cls: 2.5836, loss: 2.5836, grad_norm: 1.0050, top1_acc/aux0: 0.3595, top5_acc/aux0: 0.6422, loss_cls/aux0: 2.6922, loss/aux0: 2.6922 2020-10-22 04:12:47,549 - mmaction - INFO - Epoch [34][20/264] lr: 4.318e-01, eta: 1 day, 6:18:40, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3847, top5_acc: 0.6639, loss_cls: 2.5836, loss: 2.5836, grad_norm: 1.0036, top1_acc/aux0: 0.3615, top5_acc/aux0: 0.6427, loss_cls/aux0: 2.6894, loss/aux0: 2.6894 2020-10-22 04:13:24,017 - mmaction - INFO - Epoch [34][40/264] lr: 4.318e-01, eta: 1 day, 6:16:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6632, loss_cls: 2.5417, loss: 2.5417, grad_norm: 1.0238, top1_acc/aux0: 0.3547, top5_acc/aux0: 0.6339, loss_cls/aux0: 2.7115, loss/aux0: 2.7115 2020-10-22 04:13:25,004 - mmaction - INFO - Epoch [34][40/264] lr: 4.318e-01, eta: 1 day, 6:18:05, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6632, loss_cls: 2.5417, loss: 2.5417, grad_norm: 1.0289, top1_acc/aux0: 0.3493, top5_acc/aux0: 0.6309, loss_cls/aux0: 2.7262, loss/aux0: 2.7262 2020-10-22 04:14:01,496 - mmaction - INFO - Epoch [34][60/264] lr: 4.318e-01, eta: 1 day, 6:15:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3903, top5_acc: 0.6707, loss_cls: 2.5346, loss: 2.5346, grad_norm: 1.0399, top1_acc/aux0: 0.3623, top5_acc/aux0: 0.6396, loss_cls/aux0: 2.6893, loss/aux0: 2.6893 2020-10-22 04:14:02,443 - mmaction - INFO - Epoch [34][60/264] lr: 4.318e-01, eta: 1 day, 6:17:30, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3903, top5_acc: 0.6707, loss_cls: 2.5346, loss: 2.5346, grad_norm: 1.0404, top1_acc/aux0: 0.3651, top5_acc/aux0: 0.6411, loss_cls/aux0: 2.6873, loss/aux0: 2.6873 2020-10-22 04:14:39,371 - mmaction - INFO - Epoch [34][80/264] lr: 4.318e-01, eta: 1 day, 6:14:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6691, loss_cls: 2.5537, loss: 2.5537, grad_norm: 1.0264, top1_acc/aux0: 0.3488, top5_acc/aux0: 0.6312, loss_cls/aux0: 2.7385, loss/aux0: 2.7385 2020-10-22 04:14:40,316 - mmaction - INFO - Epoch [34][80/264] lr: 4.318e-01, eta: 1 day, 6:16:57, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6691, loss_cls: 2.5537, loss: 2.5537, grad_norm: 1.0275, top1_acc/aux0: 0.3483, top5_acc/aux0: 0.6304, loss_cls/aux0: 2.7355, loss/aux0: 2.7355 2020-10-22 04:15:17,365 - mmaction - INFO - Epoch [34][100/264] lr: 4.318e-01, eta: 1 day, 6:14:18, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3851, top5_acc: 0.6656, loss_cls: 2.5709, loss: 2.5709, grad_norm: 1.0364, top1_acc/aux0: 0.3608, top5_acc/aux0: 0.6325, loss_cls/aux0: 2.6951, loss/aux0: 2.6951 2020-10-22 04:15:18,313 - mmaction - INFO - Epoch [34][100/264] lr: 4.318e-01, eta: 1 day, 6:16:24, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3851, top5_acc: 0.6656, loss_cls: 2.5709, loss: 2.5709, grad_norm: 1.0395, top1_acc/aux0: 0.3609, top5_acc/aux0: 0.6330, loss_cls/aux0: 2.6907, loss/aux0: 2.6907 2020-10-22 04:15:55,183 - mmaction - INFO - Epoch [34][120/264] lr: 4.318e-01, eta: 1 day, 6:13:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3795, top5_acc: 0.6477, loss_cls: 2.6053, loss: 2.6053, grad_norm: 1.0162, top1_acc/aux0: 0.3634, top5_acc/aux0: 0.6359, loss_cls/aux0: 2.6890, loss/aux0: 2.6890 2020-10-22 04:15:56,114 - mmaction - INFO - Epoch [34][120/264] lr: 4.318e-01, eta: 1 day, 6:15:51, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3795, top5_acc: 0.6477, loss_cls: 2.6053, loss: 2.6053, grad_norm: 1.0172, top1_acc/aux0: 0.3635, top5_acc/aux0: 0.6361, loss_cls/aux0: 2.6879, loss/aux0: 2.6879 2020-10-22 04:16:32,995 - mmaction - INFO - Epoch [34][140/264] lr: 4.318e-01, eta: 1 day, 6:13:13, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3905, top5_acc: 0.6736, loss_cls: 2.5411, loss: 2.5411, grad_norm: 1.0332, top1_acc/aux0: 0.3630, top5_acc/aux0: 0.6432, loss_cls/aux0: 2.6528, loss/aux0: 2.6528 2020-10-22 04:16:33,940 - mmaction - INFO - Epoch [34][140/264] lr: 4.318e-01, eta: 1 day, 6:15:18, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3905, top5_acc: 0.6736, loss_cls: 2.5411, loss: 2.5411, grad_norm: 1.0336, top1_acc/aux0: 0.3655, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.6464, loss/aux0: 2.6464 2020-10-22 04:17:10,730 - mmaction - INFO - Epoch [34][160/264] lr: 4.318e-01, eta: 1 day, 6:12:40, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6523, loss_cls: 2.5887, loss: 2.5887, grad_norm: 1.0031, top1_acc/aux0: 0.3583, top5_acc/aux0: 0.6352, loss_cls/aux0: 2.7092, loss/aux0: 2.7092 2020-10-22 04:17:11,672 - mmaction - INFO - Epoch [34][160/264] lr: 4.318e-01, eta: 1 day, 6:14:44, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6523, loss_cls: 2.5887, loss: 2.5887, grad_norm: 1.0043, top1_acc/aux0: 0.3578, top5_acc/aux0: 0.6354, loss_cls/aux0: 2.7105, loss/aux0: 2.7105 2020-10-22 04:17:48,450 - mmaction - INFO - Epoch [34][180/264] lr: 4.318e-01, eta: 1 day, 6:12:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6580, loss_cls: 2.5865, loss: 2.5865, grad_norm: 1.0225, top1_acc/aux0: 0.3507, top5_acc/aux0: 0.6358, loss_cls/aux0: 2.7370, loss/aux0: 2.7370 2020-10-22 04:17:49,396 - mmaction - INFO - Epoch [34][180/264] lr: 4.318e-01, eta: 1 day, 6:14:10, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6580, loss_cls: 2.5865, loss: 2.5865, grad_norm: 1.0206, top1_acc/aux0: 0.3503, top5_acc/aux0: 0.6361, loss_cls/aux0: 2.7350, loss/aux0: 2.7350 2020-10-22 04:18:26,572 - mmaction - INFO - Epoch [34][200/264] lr: 4.318e-01, eta: 1 day, 6:11:35, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.3946, top5_acc: 0.6653, loss_cls: 2.5461, loss: 2.5461, grad_norm: 0.9933, top1_acc/aux0: 0.3530, top5_acc/aux0: 0.6278, loss_cls/aux0: 2.7149, loss/aux0: 2.7149 2020-10-22 04:18:27,528 - mmaction - INFO - Epoch [34][200/264] lr: 4.318e-01, eta: 1 day, 6:13:42, time: 0.961, data_time: 0.002, memory: 8466, top1_acc: 0.3946, top5_acc: 0.6653, loss_cls: 2.5461, loss: 2.5461, grad_norm: 0.9928, top1_acc/aux0: 0.3514, top5_acc/aux0: 0.6267, loss_cls/aux0: 2.7187, loss/aux0: 2.7187 2020-10-22 04:19:04,423 - mmaction - INFO - Epoch [34][220/264] lr: 4.318e-01, eta: 1 day, 6:11:07, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3939, top5_acc: 0.6703, loss_cls: 2.5605, loss: 2.5605, grad_norm: 1.0016, top1_acc/aux0: 0.3651, top5_acc/aux0: 0.6365, loss_cls/aux0: 2.7212, loss/aux0: 2.7212 2020-10-22 04:19:05,369 - mmaction - INFO - Epoch [34][220/264] lr: 4.318e-01, eta: 1 day, 6:13:12, time: 0.955, data_time: 0.002, memory: 8466, top1_acc: 0.3939, top5_acc: 0.6703, loss_cls: 2.5605, loss: 2.5605, grad_norm: 1.0020, top1_acc/aux0: 0.3649, top5_acc/aux0: 0.6339, loss_cls/aux0: 2.7298, loss/aux0: 2.7298 2020-10-22 04:19:42,140 - mmaction - INFO - Epoch [34][240/264] lr: 4.318e-01, eta: 1 day, 6:10:36, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3957, top5_acc: 0.6661, loss_cls: 2.5539, loss: 2.5539, grad_norm: 1.0056, top1_acc/aux0: 0.3722, top5_acc/aux0: 0.6387, loss_cls/aux0: 2.6806, loss/aux0: 2.6806 2020-10-22 04:19:43,086 - mmaction - INFO - Epoch [34][240/264] lr: 4.318e-01, eta: 1 day, 6:12:39, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3957, top5_acc: 0.6661, loss_cls: 2.5539, loss: 2.5539, grad_norm: 1.0050, top1_acc/aux0: 0.3731, top5_acc/aux0: 0.6432, loss_cls/aux0: 2.6702, loss/aux0: 2.6702 2020-10-22 04:20:19,680 - mmaction - INFO - Epoch [34][260/264] lr: 4.318e-01, eta: 1 day, 6:10:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3887, top5_acc: 0.6656, loss_cls: 2.5508, loss: 2.5508, grad_norm: 1.0126, top1_acc/aux0: 0.3479, top5_acc/aux0: 0.6314, loss_cls/aux0: 2.7252, loss/aux0: 2.7252 2020-10-22 04:20:20,612 - mmaction - INFO - Epoch [34][260/264] lr: 4.318e-01, eta: 1 day, 6:12:06, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3887, top5_acc: 0.6656, loss_cls: 2.5508, loss: 2.5508, grad_norm: 1.0126, top1_acc/aux0: 0.3488, top5_acc/aux0: 0.6283, loss_cls/aux0: 2.7280, loss/aux0: 2.7280 2020-10-22 04:25:59,598 - mmaction - INFO - Epoch [35][20/264] lr: 4.307e-01, eta: 1 day, 6:08:32, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6667, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.0265, top1_acc/aux0: 0.3704, top5_acc/aux0: 0.6440, loss_cls/aux0: 2.6605, loss/aux0: 2.6605 2020-10-22 04:26:00,524 - mmaction - INFO - Epoch [35][20/264] lr: 4.307e-01, eta: 1 day, 6:10:33, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6667, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.0282, top1_acc/aux0: 0.3681, top5_acc/aux0: 0.6425, loss_cls/aux0: 2.6667, loss/aux0: 2.6667 2020-10-22 04:26:37,089 - mmaction - INFO - Epoch [35][40/264] lr: 4.307e-01, eta: 1 day, 6:07:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6595, loss_cls: 2.5806, loss: 2.5806, grad_norm: 1.0110, top1_acc/aux0: 0.3509, top5_acc/aux0: 0.6344, loss_cls/aux0: 2.7142, loss/aux0: 2.7142 2020-10-22 04:26:38,027 - mmaction - INFO - Epoch [35][40/264] lr: 4.307e-01, eta: 1 day, 6:09:59, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6595, loss_cls: 2.5806, loss: 2.5806, grad_norm: 1.0071, top1_acc/aux0: 0.3530, top5_acc/aux0: 0.6358, loss_cls/aux0: 2.7065, loss/aux0: 2.7065 2020-10-22 04:27:14,589 - mmaction - INFO - Epoch [35][60/264] lr: 4.307e-01, eta: 1 day, 6:07:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6625, loss_cls: 2.5455, loss: 2.5455, grad_norm: 1.0318, top1_acc/aux0: 0.3747, top5_acc/aux0: 0.6503, loss_cls/aux0: 2.6210, loss/aux0: 2.6210 2020-10-22 04:27:15,536 - mmaction - INFO - Epoch [35][60/264] lr: 4.307e-01, eta: 1 day, 6:09:24, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6625, loss_cls: 2.5455, loss: 2.5455, grad_norm: 1.0352, top1_acc/aux0: 0.3720, top5_acc/aux0: 0.6470, loss_cls/aux0: 2.6352, loss/aux0: 2.6352 2020-10-22 04:27:52,175 - mmaction - INFO - Epoch [35][80/264] lr: 4.307e-01, eta: 1 day, 6:06:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6738, loss_cls: 2.5011, loss: 2.5011, grad_norm: 1.0125, top1_acc/aux0: 0.3707, top5_acc/aux0: 0.6349, loss_cls/aux0: 2.6666, loss/aux0: 2.6666 2020-10-22 04:27:53,110 - mmaction - INFO - Epoch [35][80/264] lr: 4.307e-01, eta: 1 day, 6:08:50, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6738, loss_cls: 2.5011, loss: 2.5011, grad_norm: 1.0121, top1_acc/aux0: 0.3722, top5_acc/aux0: 0.6375, loss_cls/aux0: 2.6569, loss/aux0: 2.6569 2020-10-22 04:28:29,645 - mmaction - INFO - Epoch [35][100/264] lr: 4.307e-01, eta: 1 day, 6:06:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6646, loss_cls: 2.5561, loss: 2.5561, grad_norm: 1.0130, top1_acc/aux0: 0.3628, top5_acc/aux0: 0.6363, loss_cls/aux0: 2.6754, loss/aux0: 2.6754 2020-10-22 04:28:30,576 - mmaction - INFO - Epoch [35][100/264] lr: 4.307e-01, eta: 1 day, 6:08:15, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6646, loss_cls: 2.5561, loss: 2.5561, grad_norm: 1.0127, top1_acc/aux0: 0.3635, top5_acc/aux0: 0.6373, loss_cls/aux0: 2.6720, loss/aux0: 2.6720 2020-10-22 04:29:07,824 - mmaction - INFO - Epoch [35][120/264] lr: 4.307e-01, eta: 1 day, 6:05:43, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6613, loss_cls: 2.5664, loss: 2.5664, grad_norm: 1.0375, top1_acc/aux0: 0.3620, top5_acc/aux0: 0.6406, loss_cls/aux0: 2.6965, loss/aux0: 2.6965 2020-10-22 04:29:08,809 - mmaction - INFO - Epoch [35][120/264] lr: 4.307e-01, eta: 1 day, 6:07:46, time: 0.959, data_time: 0.003, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6613, loss_cls: 2.5664, loss: 2.5664, grad_norm: 1.0365, top1_acc/aux0: 0.3623, top5_acc/aux0: 0.6392, loss_cls/aux0: 2.6989, loss/aux0: 2.6989 2020-10-22 04:29:45,510 - mmaction - INFO - Epoch [35][140/264] lr: 4.307e-01, eta: 1 day, 6:05:12, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6757, loss_cls: 2.5360, loss: 2.5360, grad_norm: 0.9911, top1_acc/aux0: 0.3476, top5_acc/aux0: 0.6259, loss_cls/aux0: 2.7511, loss/aux0: 2.7511 2020-10-22 04:29:46,459 - mmaction - INFO - Epoch [35][140/264] lr: 4.307e-01, eta: 1 day, 6:07:13, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6757, loss_cls: 2.5360, loss: 2.5360, grad_norm: 0.9888, top1_acc/aux0: 0.3498, top5_acc/aux0: 0.6269, loss_cls/aux0: 2.7482, loss/aux0: 2.7482 2020-10-22 04:30:23,109 - mmaction - INFO - Epoch [35][160/264] lr: 4.307e-01, eta: 1 day, 6:04:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6531, loss_cls: 2.5907, loss: 2.5907, grad_norm: 1.0294, top1_acc/aux0: 0.3608, top5_acc/aux0: 0.6458, loss_cls/aux0: 2.6955, loss/aux0: 2.6955 2020-10-22 04:30:24,035 - mmaction - INFO - Epoch [35][160/264] lr: 4.307e-01, eta: 1 day, 6:06:40, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6531, loss_cls: 2.5907, loss: 2.5907, grad_norm: 1.0320, top1_acc/aux0: 0.3556, top5_acc/aux0: 0.6432, loss_cls/aux0: 2.7062, loss/aux0: 2.7062 2020-10-22 04:31:00,696 - mmaction - INFO - Epoch [35][180/264] lr: 4.307e-01, eta: 1 day, 6:04:07, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6628, loss_cls: 2.5762, loss: 2.5762, grad_norm: 1.0120, top1_acc/aux0: 0.3517, top5_acc/aux0: 0.6330, loss_cls/aux0: 2.7142, loss/aux0: 2.7142 2020-10-22 04:31:01,632 - mmaction - INFO - Epoch [35][180/264] lr: 4.307e-01, eta: 1 day, 6:06:08, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6628, loss_cls: 2.5762, loss: 2.5762, grad_norm: 1.0121, top1_acc/aux0: 0.3528, top5_acc/aux0: 0.6351, loss_cls/aux0: 2.7066, loss/aux0: 2.7066 2020-10-22 04:31:38,330 - mmaction - INFO - Epoch [35][200/264] lr: 4.307e-01, eta: 1 day, 6:03:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6632, loss_cls: 2.5529, loss: 2.5529, grad_norm: 0.9909, top1_acc/aux0: 0.3611, top5_acc/aux0: 0.6354, loss_cls/aux0: 2.7015, loss/aux0: 2.7015 2020-10-22 04:31:39,293 - mmaction - INFO - Epoch [35][200/264] lr: 4.307e-01, eta: 1 day, 6:05:34, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6632, loss_cls: 2.5529, loss: 2.5529, grad_norm: 0.9945, top1_acc/aux0: 0.3611, top5_acc/aux0: 0.6347, loss_cls/aux0: 2.7068, loss/aux0: 2.7068 2020-10-22 04:32:16,131 - mmaction - INFO - Epoch [35][220/264] lr: 4.307e-01, eta: 1 day, 6:03:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6675, loss_cls: 2.5459, loss: 2.5459, grad_norm: 1.0303, top1_acc/aux0: 0.3569, top5_acc/aux0: 0.6304, loss_cls/aux0: 2.7033, loss/aux0: 2.7033 2020-10-22 04:32:17,066 - mmaction - INFO - Epoch [35][220/264] lr: 4.307e-01, eta: 1 day, 6:05:00, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6675, loss_cls: 2.5459, loss: 2.5459, grad_norm: 1.0330, top1_acc/aux0: 0.3613, top5_acc/aux0: 0.6335, loss_cls/aux0: 2.6920, loss/aux0: 2.6920 2020-10-22 04:32:53,992 - mmaction - INFO - Epoch [35][240/264] lr: 4.307e-01, eta: 1 day, 6:02:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6689, loss_cls: 2.5581, loss: 2.5581, grad_norm: 1.0187, top1_acc/aux0: 0.3623, top5_acc/aux0: 0.6347, loss_cls/aux0: 2.6938, loss/aux0: 2.6938 2020-10-22 04:32:54,962 - mmaction - INFO - Epoch [35][240/264] lr: 4.307e-01, eta: 1 day, 6:04:28, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6689, loss_cls: 2.5581, loss: 2.5581, grad_norm: 1.0206, top1_acc/aux0: 0.3599, top5_acc/aux0: 0.6337, loss_cls/aux0: 2.6949, loss/aux0: 2.6949 2020-10-22 04:33:31,726 - mmaction - INFO - Epoch [35][260/264] lr: 4.307e-01, eta: 1 day, 6:01:54, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3950, top5_acc: 0.6616, loss_cls: 2.5753, loss: 2.5753, grad_norm: 1.0176, top1_acc/aux0: 0.3552, top5_acc/aux0: 0.6377, loss_cls/aux0: 2.7061, loss/aux0: 2.7061 2020-10-22 04:33:32,649 - mmaction - INFO - Epoch [35][260/264] lr: 4.307e-01, eta: 1 day, 6:03:52, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3950, top5_acc: 0.6616, loss_cls: 2.5753, loss: 2.5753, grad_norm: 1.0126, top1_acc/aux0: 0.3566, top5_acc/aux0: 0.6378, loss_cls/aux0: 2.7063, loss/aux0: 2.7063 2020-10-22 04:39:32,625 - mmaction - INFO - Epoch [36][20/264] lr: 4.296e-01, eta: 1 day, 6:00:23, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.3988, top5_acc: 0.6781, loss_cls: 2.5058, loss: 2.5058, grad_norm: 1.0488, top1_acc/aux0: 0.3710, top5_acc/aux0: 0.6391, loss_cls/aux0: 2.6614, loss/aux0: 2.6614 2020-10-22 04:39:33,584 - mmaction - INFO - Epoch [36][20/264] lr: 4.296e-01, eta: 1 day, 6:02:19, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.3988, top5_acc: 0.6781, loss_cls: 2.5058, loss: 2.5058, grad_norm: 1.0486, top1_acc/aux0: 0.3714, top5_acc/aux0: 0.6399, loss_cls/aux0: 2.6580, loss/aux0: 2.6580 2020-10-22 04:40:09,822 - mmaction - INFO - Epoch [36][40/264] lr: 4.296e-01, eta: 1 day, 5:59:46, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3847, top5_acc: 0.6714, loss_cls: 2.5436, loss: 2.5436, grad_norm: 1.0227, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6406, loss_cls/aux0: 2.6758, loss/aux0: 2.6758 2020-10-22 04:40:10,772 - mmaction - INFO - Epoch [36][40/264] lr: 4.296e-01, eta: 1 day, 6:01:43, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3847, top5_acc: 0.6714, loss_cls: 2.5436, loss: 2.5436, grad_norm: 1.0260, top1_acc/aux0: 0.3655, top5_acc/aux0: 0.6396, loss_cls/aux0: 2.6851, loss/aux0: 2.6851 2020-10-22 04:40:47,407 - mmaction - INFO - Epoch [36][60/264] lr: 4.296e-01, eta: 1 day, 5:59:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6672, loss_cls: 2.5504, loss: 2.5504, grad_norm: 1.0055, top1_acc/aux0: 0.3613, top5_acc/aux0: 0.6382, loss_cls/aux0: 2.6938, loss/aux0: 2.6938 2020-10-22 04:40:48,336 - mmaction - INFO - Epoch [36][60/264] lr: 4.296e-01, eta: 1 day, 6:01:08, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6672, loss_cls: 2.5504, loss: 2.5504, grad_norm: 1.0076, top1_acc/aux0: 0.3620, top5_acc/aux0: 0.6389, loss_cls/aux0: 2.6887, loss/aux0: 2.6887 2020-10-22 04:41:25,241 - mmaction - INFO - Epoch [36][80/264] lr: 4.296e-01, eta: 1 day, 5:58:38, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6634, loss_cls: 2.5498, loss: 2.5498, grad_norm: 1.0380, top1_acc/aux0: 0.3625, top5_acc/aux0: 0.6370, loss_cls/aux0: 2.6856, loss/aux0: 2.6856 2020-10-22 04:41:26,172 - mmaction - INFO - Epoch [36][80/264] lr: 4.296e-01, eta: 1 day, 6:00:36, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6634, loss_cls: 2.5498, loss: 2.5498, grad_norm: 1.0363, top1_acc/aux0: 0.3625, top5_acc/aux0: 0.6358, loss_cls/aux0: 2.6882, loss/aux0: 2.6882 2020-10-22 04:42:02,893 - mmaction - INFO - Epoch [36][100/264] lr: 4.296e-01, eta: 1 day, 5:58:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3913, top5_acc: 0.6660, loss_cls: 2.5373, loss: 2.5373, grad_norm: 1.0318, top1_acc/aux0: 0.3530, top5_acc/aux0: 0.6359, loss_cls/aux0: 2.7096, loss/aux0: 2.7096 2020-10-22 04:42:03,838 - mmaction - INFO - Epoch [36][100/264] lr: 4.296e-01, eta: 1 day, 6:00:02, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3913, top5_acc: 0.6660, loss_cls: 2.5373, loss: 2.5373, grad_norm: 1.0331, top1_acc/aux0: 0.3540, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.7055, loss/aux0: 2.7055 2020-10-22 04:42:40,718 - mmaction - INFO - Epoch [36][120/264] lr: 4.296e-01, eta: 1 day, 5:57:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3934, top5_acc: 0.6592, loss_cls: 2.5451, loss: 2.5451, grad_norm: 1.0132, top1_acc/aux0: 0.3616, top5_acc/aux0: 0.6401, loss_cls/aux0: 2.6805, loss/aux0: 2.6805 2020-10-22 04:42:41,664 - mmaction - INFO - Epoch [36][120/264] lr: 4.296e-01, eta: 1 day, 5:59:29, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3934, top5_acc: 0.6592, loss_cls: 2.5451, loss: 2.5451, grad_norm: 1.0121, top1_acc/aux0: 0.3604, top5_acc/aux0: 0.6375, loss_cls/aux0: 2.6836, loss/aux0: 2.6836 2020-10-22 04:43:18,754 - mmaction - INFO - Epoch [36][140/264] lr: 4.296e-01, eta: 1 day, 5:57:00, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6608, loss_cls: 2.5834, loss: 2.5834, grad_norm: 1.0167, top1_acc/aux0: 0.3604, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.7044, loss/aux0: 2.7044 2020-10-22 04:43:19,691 - mmaction - INFO - Epoch [36][140/264] lr: 4.296e-01, eta: 1 day, 5:58:58, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6608, loss_cls: 2.5834, loss: 2.5834, grad_norm: 1.0187, top1_acc/aux0: 0.3608, top5_acc/aux0: 0.6401, loss_cls/aux0: 2.7030, loss/aux0: 2.7030 2020-10-22 04:43:56,529 - mmaction - INFO - Epoch [36][160/264] lr: 4.296e-01, eta: 1 day, 5:56:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3856, top5_acc: 0.6655, loss_cls: 2.5539, loss: 2.5539, grad_norm: 1.0092, top1_acc/aux0: 0.3540, top5_acc/aux0: 0.6465, loss_cls/aux0: 2.6600, loss/aux0: 2.6600 2020-10-22 04:43:57,538 - mmaction - INFO - Epoch [36][160/264] lr: 4.296e-01, eta: 1 day, 5:58:25, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.3856, top5_acc: 0.6655, loss_cls: 2.5539, loss: 2.5539, grad_norm: 1.0100, top1_acc/aux0: 0.3542, top5_acc/aux0: 0.6450, loss_cls/aux0: 2.6567, loss/aux0: 2.6567 2020-10-22 04:44:34,365 - mmaction - INFO - Epoch [36][180/264] lr: 4.296e-01, eta: 1 day, 5:55:55, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3873, top5_acc: 0.6616, loss_cls: 2.5641, loss: 2.5641, grad_norm: 1.0178, top1_acc/aux0: 0.3557, top5_acc/aux0: 0.6224, loss_cls/aux0: 2.7369, loss/aux0: 2.7369 2020-10-22 04:44:35,312 - mmaction - INFO - Epoch [36][180/264] lr: 4.296e-01, eta: 1 day, 5:57:52, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3873, top5_acc: 0.6616, loss_cls: 2.5641, loss: 2.5641, grad_norm: 1.0175, top1_acc/aux0: 0.3564, top5_acc/aux0: 0.6219, loss_cls/aux0: 2.7423, loss/aux0: 2.7423 2020-10-22 04:45:12,327 - mmaction - INFO - Epoch [36][200/264] lr: 4.296e-01, eta: 1 day, 5:55:23, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3837, top5_acc: 0.6705, loss_cls: 2.5554, loss: 2.5554, grad_norm: 1.0362, top1_acc/aux0: 0.3641, top5_acc/aux0: 0.6377, loss_cls/aux0: 2.6759, loss/aux0: 2.6759 2020-10-22 04:45:13,312 - mmaction - INFO - Epoch [36][200/264] lr: 4.296e-01, eta: 1 day, 5:57:21, time: 0.956, data_time: 0.004, memory: 8466, top1_acc: 0.3837, top5_acc: 0.6705, loss_cls: 2.5554, loss: 2.5554, grad_norm: 1.0316, top1_acc/aux0: 0.3627, top5_acc/aux0: 0.6363, loss_cls/aux0: 2.6821, loss/aux0: 2.6821 2020-10-22 04:45:50,236 - mmaction - INFO - Epoch [36][220/264] lr: 4.296e-01, eta: 1 day, 5:54:53, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6627, loss_cls: 2.5679, loss: 2.5679, grad_norm: 1.0307, top1_acc/aux0: 0.3608, top5_acc/aux0: 0.6293, loss_cls/aux0: 2.7287, loss/aux0: 2.7287 2020-10-22 04:45:51,168 - mmaction - INFO - Epoch [36][220/264] lr: 4.296e-01, eta: 1 day, 5:56:50, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6627, loss_cls: 2.5679, loss: 2.5679, grad_norm: 1.0339, top1_acc/aux0: 0.3618, top5_acc/aux0: 0.6351, loss_cls/aux0: 2.7112, loss/aux0: 2.7112 2020-10-22 04:46:27,854 - mmaction - INFO - Epoch [36][240/264] lr: 4.296e-01, eta: 1 day, 5:54:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3931, top5_acc: 0.6675, loss_cls: 2.5400, loss: 2.5400, grad_norm: 1.0250, top1_acc/aux0: 0.3653, top5_acc/aux0: 0.6342, loss_cls/aux0: 2.7021, loss/aux0: 2.7021 2020-10-22 04:46:28,810 - mmaction - INFO - Epoch [36][240/264] lr: 4.296e-01, eta: 1 day, 5:56:15, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3931, top5_acc: 0.6675, loss_cls: 2.5400, loss: 2.5400, grad_norm: 1.0209, top1_acc/aux0: 0.3663, top5_acc/aux0: 0.6300, loss_cls/aux0: 2.7095, loss/aux0: 2.7095 2020-10-22 04:47:05,383 - mmaction - INFO - Epoch [36][260/264] lr: 4.296e-01, eta: 1 day, 5:53:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3950, top5_acc: 0.6708, loss_cls: 2.5316, loss: 2.5316, grad_norm: 1.0052, top1_acc/aux0: 0.3601, top5_acc/aux0: 0.6337, loss_cls/aux0: 2.7110, loss/aux0: 2.7110 2020-10-22 04:47:06,322 - mmaction - INFO - Epoch [36][260/264] lr: 4.296e-01, eta: 1 day, 5:55:39, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3950, top5_acc: 0.6708, loss_cls: 2.5316, loss: 2.5316, grad_norm: 1.0049, top1_acc/aux0: 0.3608, top5_acc/aux0: 0.6349, loss_cls/aux0: 2.7105, loss/aux0: 2.7105 2020-10-22 04:53:22,359 - mmaction - INFO - Epoch [37][20/264] lr: 4.284e-01, eta: 1 day, 5:52:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3905, top5_acc: 0.6634, loss_cls: 2.5347, loss: 2.5347, grad_norm: 1.0010, top1_acc/aux0: 0.3438, top5_acc/aux0: 0.6237, loss_cls/aux0: 2.7654, loss/aux0: 2.7654 2020-10-22 04:53:23,316 - mmaction - INFO - Epoch [37][20/264] lr: 4.284e-01, eta: 1 day, 5:54:10, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.3905, top5_acc: 0.6634, loss_cls: 2.5347, loss: 2.5347, grad_norm: 1.0017, top1_acc/aux0: 0.3451, top5_acc/aux0: 0.6253, loss_cls/aux0: 2.7602, loss/aux0: 2.7602 2020-10-22 04:53:59,865 - mmaction - INFO - Epoch [37][40/264] lr: 4.284e-01, eta: 1 day, 5:51:42, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3960, top5_acc: 0.6707, loss_cls: 2.5332, loss: 2.5332, grad_norm: 1.0244, top1_acc/aux0: 0.3712, top5_acc/aux0: 0.6405, loss_cls/aux0: 2.6726, loss/aux0: 2.6726 2020-10-22 04:54:00,832 - mmaction - INFO - Epoch [37][40/264] lr: 4.284e-01, eta: 1 day, 5:53:37, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.3960, top5_acc: 0.6707, loss_cls: 2.5332, loss: 2.5332, grad_norm: 1.0237, top1_acc/aux0: 0.3688, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.6807, loss/aux0: 2.6807 2020-10-22 04:54:37,527 - mmaction - INFO - Epoch [37][60/264] lr: 4.284e-01, eta: 1 day, 5:51:09, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3910, top5_acc: 0.6738, loss_cls: 2.5308, loss: 2.5308, grad_norm: 1.0231, top1_acc/aux0: 0.3602, top5_acc/aux0: 0.6373, loss_cls/aux0: 2.6956, loss/aux0: 2.6956 2020-10-22 04:54:38,464 - mmaction - INFO - Epoch [37][60/264] lr: 4.284e-01, eta: 1 day, 5:53:04, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3910, top5_acc: 0.6738, loss_cls: 2.5308, loss: 2.5308, grad_norm: 1.0308, top1_acc/aux0: 0.3622, top5_acc/aux0: 0.6391, loss_cls/aux0: 2.6928, loss/aux0: 2.6928 2020-10-22 04:55:15,285 - mmaction - INFO - Epoch [37][80/264] lr: 4.284e-01, eta: 1 day, 5:50:36, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4082, top5_acc: 0.6724, loss_cls: 2.5016, loss: 2.5016, grad_norm: 1.0169, top1_acc/aux0: 0.3602, top5_acc/aux0: 0.6417, loss_cls/aux0: 2.6967, loss/aux0: 2.6967 2020-10-22 04:55:16,225 - mmaction - INFO - Epoch [37][80/264] lr: 4.284e-01, eta: 1 day, 5:52:31, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4082, top5_acc: 0.6724, loss_cls: 2.5016, loss: 2.5016, grad_norm: 1.0199, top1_acc/aux0: 0.3568, top5_acc/aux0: 0.6408, loss_cls/aux0: 2.6994, loss/aux0: 2.6994 2020-10-22 04:55:53,247 - mmaction - INFO - Epoch [37][100/264] lr: 4.284e-01, eta: 1 day, 5:50:04, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3903, top5_acc: 0.6663, loss_cls: 2.5334, loss: 2.5334, grad_norm: 1.0266, top1_acc/aux0: 0.3625, top5_acc/aux0: 0.6321, loss_cls/aux0: 2.6863, loss/aux0: 2.6863 2020-10-22 04:55:54,176 - mmaction - INFO - Epoch [37][100/264] lr: 4.284e-01, eta: 1 day, 5:51:58, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3903, top5_acc: 0.6663, loss_cls: 2.5334, loss: 2.5334, grad_norm: 1.0330, top1_acc/aux0: 0.3644, top5_acc/aux0: 0.6318, loss_cls/aux0: 2.6876, loss/aux0: 2.6876 2020-10-22 04:56:30,945 - mmaction - INFO - Epoch [37][120/264] lr: 4.284e-01, eta: 1 day, 5:49:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3894, top5_acc: 0.6556, loss_cls: 2.5801, loss: 2.5801, grad_norm: 1.0361, top1_acc/aux0: 0.3642, top5_acc/aux0: 0.6325, loss_cls/aux0: 2.6916, loss/aux0: 2.6916 2020-10-22 04:56:31,910 - mmaction - INFO - Epoch [37][120/264] lr: 4.284e-01, eta: 1 day, 5:51:23, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3894, top5_acc: 0.6556, loss_cls: 2.5801, loss: 2.5801, grad_norm: 1.0348, top1_acc/aux0: 0.3661, top5_acc/aux0: 0.6347, loss_cls/aux0: 2.6791, loss/aux0: 2.6791 2020-10-22 04:57:09,009 - mmaction - INFO - Epoch [37][140/264] lr: 4.284e-01, eta: 1 day, 5:48:57, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6691, loss_cls: 2.5271, loss: 2.5271, grad_norm: 1.0375, top1_acc/aux0: 0.3740, top5_acc/aux0: 0.6538, loss_cls/aux0: 2.6327, loss/aux0: 2.6327 2020-10-22 04:57:09,941 - mmaction - INFO - Epoch [37][140/264] lr: 4.284e-01, eta: 1 day, 5:50:52, time: 0.956, data_time: 0.002, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6691, loss_cls: 2.5271, loss: 2.5271, grad_norm: 1.0412, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.6509, loss_cls/aux0: 2.6436, loss/aux0: 2.6436 2020-10-22 04:57:46,759 - mmaction - INFO - Epoch [37][160/264] lr: 4.284e-01, eta: 1 day, 5:48:26, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6710, loss_cls: 2.5109, loss: 2.5109, grad_norm: 1.0320, top1_acc/aux0: 0.3774, top5_acc/aux0: 0.6437, loss_cls/aux0: 2.6512, loss/aux0: 2.6512 2020-10-22 04:57:47,691 - mmaction - INFO - Epoch [37][160/264] lr: 4.284e-01, eta: 1 day, 5:50:19, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6710, loss_cls: 2.5109, loss: 2.5109, grad_norm: 1.0337, top1_acc/aux0: 0.3778, top5_acc/aux0: 0.6457, loss_cls/aux0: 2.6455, loss/aux0: 2.6455 2020-10-22 04:58:24,305 - mmaction - INFO - Epoch [37][180/264] lr: 4.284e-01, eta: 1 day, 5:47:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3908, top5_acc: 0.6655, loss_cls: 2.5461, loss: 2.5461, grad_norm: 1.0298, top1_acc/aux0: 0.3658, top5_acc/aux0: 0.6450, loss_cls/aux0: 2.6544, loss/aux0: 2.6544 2020-10-22 04:58:25,252 - mmaction - INFO - Epoch [37][180/264] lr: 4.284e-01, eta: 1 day, 5:49:45, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3908, top5_acc: 0.6655, loss_cls: 2.5461, loss: 2.5461, grad_norm: 1.0316, top1_acc/aux0: 0.3684, top5_acc/aux0: 0.6446, loss_cls/aux0: 2.6536, loss/aux0: 2.6536 2020-10-22 04:59:01,953 - mmaction - INFO - Epoch [37][200/264] lr: 4.284e-01, eta: 1 day, 5:47:18, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6661, loss_cls: 2.5347, loss: 2.5347, grad_norm: 1.0353, top1_acc/aux0: 0.3752, top5_acc/aux0: 0.6498, loss_cls/aux0: 2.6485, loss/aux0: 2.6485 2020-10-22 04:59:02,912 - mmaction - INFO - Epoch [37][200/264] lr: 4.284e-01, eta: 1 day, 5:49:10, time: 0.937, data_time: 0.005, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6661, loss_cls: 2.5347, loss: 2.5347, grad_norm: 1.0363, top1_acc/aux0: 0.3759, top5_acc/aux0: 0.6512, loss_cls/aux0: 2.6433, loss/aux0: 2.6433 2020-10-22 04:59:39,832 - mmaction - INFO - Epoch [37][220/264] lr: 4.284e-01, eta: 1 day, 5:46:45, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3903, top5_acc: 0.6696, loss_cls: 2.5185, loss: 2.5185, grad_norm: 1.0332, top1_acc/aux0: 0.3634, top5_acc/aux0: 0.6385, loss_cls/aux0: 2.6814, loss/aux0: 2.6814 2020-10-22 04:59:40,773 - mmaction - INFO - Epoch [37][220/264] lr: 4.284e-01, eta: 1 day, 5:48:38, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.3903, top5_acc: 0.6696, loss_cls: 2.5185, loss: 2.5185, grad_norm: 1.0354, top1_acc/aux0: 0.3601, top5_acc/aux0: 0.6370, loss_cls/aux0: 2.6844, loss/aux0: 2.6844 2020-10-22 05:00:17,384 - mmaction - INFO - Epoch [37][240/264] lr: 4.284e-01, eta: 1 day, 5:46:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6655, loss_cls: 2.5505, loss: 2.5505, grad_norm: 1.0266, top1_acc/aux0: 0.3592, top5_acc/aux0: 0.6458, loss_cls/aux0: 2.6647, loss/aux0: 2.6647 2020-10-22 05:00:18,322 - mmaction - INFO - Epoch [37][240/264] lr: 4.284e-01, eta: 1 day, 5:48:03, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6655, loss_cls: 2.5505, loss: 2.5505, grad_norm: 1.0217, top1_acc/aux0: 0.3611, top5_acc/aux0: 0.6460, loss_cls/aux0: 2.6652, loss/aux0: 2.6652 2020-10-22 05:00:54,986 - mmaction - INFO - Epoch [37][260/264] lr: 4.284e-01, eta: 1 day, 5:45:38, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6609, loss_cls: 2.5570, loss: 2.5570, grad_norm: 1.0133, top1_acc/aux0: 0.3646, top5_acc/aux0: 0.6345, loss_cls/aux0: 2.6959, loss/aux0: 2.6959 2020-10-22 05:00:55,937 - mmaction - INFO - Epoch [37][260/264] lr: 4.284e-01, eta: 1 day, 5:47:29, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6609, loss_cls: 2.5570, loss: 2.5570, grad_norm: 1.0127, top1_acc/aux0: 0.3632, top5_acc/aux0: 0.6352, loss_cls/aux0: 2.7006, loss/aux0: 2.7006 2020-10-22 05:06:37,466 - mmaction - INFO - Epoch [38][20/264] lr: 4.272e-01, eta: 1 day, 5:44:12, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6823, loss_cls: 2.4528, loss: 2.4528, grad_norm: 1.0233, top1_acc/aux0: 0.3664, top5_acc/aux0: 0.6374, loss_cls/aux0: 2.6705, loss/aux0: 2.6705 2020-10-22 05:06:38,404 - mmaction - INFO - Epoch [38][20/264] lr: 4.272e-01, eta: 1 day, 5:46:01, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6823, loss_cls: 2.4528, loss: 2.4528, grad_norm: 1.0234, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6389, loss_cls/aux0: 2.6601, loss/aux0: 2.6601 2020-10-22 05:07:14,816 - mmaction - INFO - Epoch [38][40/264] lr: 4.272e-01, eta: 1 day, 5:43:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3944, top5_acc: 0.6566, loss_cls: 2.5728, loss: 2.5728, grad_norm: 1.0252, top1_acc/aux0: 0.3653, top5_acc/aux0: 0.6450, loss_cls/aux0: 2.6828, loss/aux0: 2.6828 2020-10-22 05:07:15,819 - mmaction - INFO - Epoch [38][40/264] lr: 4.272e-01, eta: 1 day, 5:45:27, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3944, top5_acc: 0.6566, loss_cls: 2.5728, loss: 2.5728, grad_norm: 1.0273, top1_acc/aux0: 0.3618, top5_acc/aux0: 0.6434, loss_cls/aux0: 2.6999, loss/aux0: 2.6999 2020-10-22 05:07:52,406 - mmaction - INFO - Epoch [38][60/264] lr: 4.272e-01, eta: 1 day, 5:43:02, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6760, loss_cls: 2.4968, loss: 2.4968, grad_norm: 1.0292, top1_acc/aux0: 0.3601, top5_acc/aux0: 0.6311, loss_cls/aux0: 2.7016, loss/aux0: 2.7016 2020-10-22 05:07:53,347 - mmaction - INFO - Epoch [38][60/264] lr: 4.272e-01, eta: 1 day, 5:44:53, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6760, loss_cls: 2.4968, loss: 2.4968, grad_norm: 1.0307, top1_acc/aux0: 0.3637, top5_acc/aux0: 0.6321, loss_cls/aux0: 2.6913, loss/aux0: 2.6913 2020-10-22 05:08:30,058 - mmaction - INFO - Epoch [38][80/264] lr: 4.272e-01, eta: 1 day, 5:42:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6720, loss_cls: 2.5561, loss: 2.5561, grad_norm: 1.0180, top1_acc/aux0: 0.3658, top5_acc/aux0: 0.6375, loss_cls/aux0: 2.6726, loss/aux0: 2.6726 2020-10-22 05:08:30,993 - mmaction - INFO - Epoch [38][80/264] lr: 4.272e-01, eta: 1 day, 5:44:19, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6720, loss_cls: 2.5561, loss: 2.5561, grad_norm: 1.0207, top1_acc/aux0: 0.3634, top5_acc/aux0: 0.6354, loss_cls/aux0: 2.6807, loss/aux0: 2.6807 2020-10-22 05:09:07,823 - mmaction - INFO - Epoch [38][100/264] lr: 4.272e-01, eta: 1 day, 5:41:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6656, loss_cls: 2.5533, loss: 2.5533, grad_norm: 1.0122, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.6448, loss_cls/aux0: 2.6466, loss/aux0: 2.6466 2020-10-22 05:09:08,799 - mmaction - INFO - Epoch [38][100/264] lr: 4.272e-01, eta: 1 day, 5:43:45, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6656, loss_cls: 2.5533, loss: 2.5533, grad_norm: 1.0138, top1_acc/aux0: 0.3734, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6384, loss/aux0: 2.6384 2020-10-22 05:09:45,607 - mmaction - INFO - Epoch [38][120/264] lr: 4.272e-01, eta: 1 day, 5:41:21, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3939, top5_acc: 0.6710, loss_cls: 2.5181, loss: 2.5181, grad_norm: 1.0100, top1_acc/aux0: 0.3660, top5_acc/aux0: 0.6401, loss_cls/aux0: 2.6903, loss/aux0: 2.6903 2020-10-22 05:09:46,627 - mmaction - INFO - Epoch [38][120/264] lr: 4.272e-01, eta: 1 day, 5:43:12, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.3939, top5_acc: 0.6710, loss_cls: 2.5181, loss: 2.5181, grad_norm: 1.0131, top1_acc/aux0: 0.3639, top5_acc/aux0: 0.6378, loss_cls/aux0: 2.7019, loss/aux0: 2.7019 2020-10-22 05:10:23,550 - mmaction - INFO - Epoch [38][140/264] lr: 4.272e-01, eta: 1 day, 5:40:49, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6811, loss_cls: 2.4970, loss: 2.4970, grad_norm: 1.0253, top1_acc/aux0: 0.3727, top5_acc/aux0: 0.6418, loss_cls/aux0: 2.6451, loss/aux0: 2.6451 2020-10-22 05:10:24,481 - mmaction - INFO - Epoch [38][140/264] lr: 4.272e-01, eta: 1 day, 5:42:39, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6811, loss_cls: 2.4970, loss: 2.4970, grad_norm: 1.0284, top1_acc/aux0: 0.3757, top5_acc/aux0: 0.6406, loss_cls/aux0: 2.6403, loss/aux0: 2.6403 2020-10-22 05:11:01,239 - mmaction - INFO - Epoch [38][160/264] lr: 4.272e-01, eta: 1 day, 5:40:17, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6562, loss_cls: 2.5734, loss: 2.5734, grad_norm: 1.0112, top1_acc/aux0: 0.3670, top5_acc/aux0: 0.6429, loss_cls/aux0: 2.6823, loss/aux0: 2.6823 2020-10-22 05:11:02,182 - mmaction - INFO - Epoch [38][160/264] lr: 4.272e-01, eta: 1 day, 5:42:07, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6562, loss_cls: 2.5734, loss: 2.5734, grad_norm: 1.0150, top1_acc/aux0: 0.3637, top5_acc/aux0: 0.6418, loss_cls/aux0: 2.6877, loss/aux0: 2.6877 2020-10-22 05:11:38,861 - mmaction - INFO - Epoch [38][180/264] lr: 4.272e-01, eta: 1 day, 5:39:44, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3988, top5_acc: 0.6792, loss_cls: 2.5024, loss: 2.5024, grad_norm: 1.0412, top1_acc/aux0: 0.3592, top5_acc/aux0: 0.6436, loss_cls/aux0: 2.6955, loss/aux0: 2.6955 2020-10-22 05:11:39,810 - mmaction - INFO - Epoch [38][180/264] lr: 4.272e-01, eta: 1 day, 5:41:34, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3988, top5_acc: 0.6792, loss_cls: 2.5024, loss: 2.5024, grad_norm: 1.0368, top1_acc/aux0: 0.3616, top5_acc/aux0: 0.6460, loss_cls/aux0: 2.6863, loss/aux0: 2.6863 2020-10-22 05:12:16,467 - mmaction - INFO - Epoch [38][200/264] lr: 4.272e-01, eta: 1 day, 5:39:11, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3899, top5_acc: 0.6703, loss_cls: 2.5559, loss: 2.5559, grad_norm: 1.0363, top1_acc/aux0: 0.3566, top5_acc/aux0: 0.6373, loss_cls/aux0: 2.6830, loss/aux0: 2.6830 2020-10-22 05:12:17,414 - mmaction - INFO - Epoch [38][200/264] lr: 4.272e-01, eta: 1 day, 5:41:00, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3899, top5_acc: 0.6703, loss_cls: 2.5559, loss: 2.5559, grad_norm: 1.0343, top1_acc/aux0: 0.3540, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.6886, loss/aux0: 2.6886 2020-10-22 05:12:54,183 - mmaction - INFO - Epoch [38][220/264] lr: 4.272e-01, eta: 1 day, 5:38:38, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6681, loss_cls: 2.5181, loss: 2.5181, grad_norm: 1.0026, top1_acc/aux0: 0.3585, top5_acc/aux0: 0.6307, loss_cls/aux0: 2.7257, loss/aux0: 2.7257 2020-10-22 05:12:55,138 - mmaction - INFO - Epoch [38][220/264] lr: 4.272e-01, eta: 1 day, 5:40:27, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6681, loss_cls: 2.5181, loss: 2.5181, grad_norm: 0.9982, top1_acc/aux0: 0.3637, top5_acc/aux0: 0.6333, loss_cls/aux0: 2.7090, loss/aux0: 2.7090 2020-10-22 05:13:31,866 - mmaction - INFO - Epoch [38][240/264] lr: 4.272e-01, eta: 1 day, 5:38:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6672, loss_cls: 2.5456, loss: 2.5456, grad_norm: 1.0229, top1_acc/aux0: 0.3741, top5_acc/aux0: 0.6422, loss_cls/aux0: 2.6466, loss/aux0: 2.6466 2020-10-22 05:13:32,834 - mmaction - INFO - Epoch [38][240/264] lr: 4.272e-01, eta: 1 day, 5:39:52, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6672, loss_cls: 2.5456, loss: 2.5456, grad_norm: 1.0204, top1_acc/aux0: 0.3733, top5_acc/aux0: 0.6410, loss_cls/aux0: 2.6492, loss/aux0: 2.6492 2020-10-22 05:14:09,357 - mmaction - INFO - Epoch [38][260/264] lr: 4.272e-01, eta: 1 day, 5:37:29, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6582, loss_cls: 2.5553, loss: 2.5553, grad_norm: 1.0330, top1_acc/aux0: 0.3682, top5_acc/aux0: 0.6431, loss_cls/aux0: 2.6607, loss/aux0: 2.6607 2020-10-22 05:14:10,309 - mmaction - INFO - Epoch [38][260/264] lr: 4.272e-01, eta: 1 day, 5:39:16, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6582, loss_cls: 2.5553, loss: 2.5553, grad_norm: 1.0277, top1_acc/aux0: 0.3656, top5_acc/aux0: 0.6438, loss_cls/aux0: 2.6672, loss/aux0: 2.6672 2020-10-22 05:20:20,772 - mmaction - INFO - Epoch [39][20/264] lr: 4.260e-01, eta: 1 day, 5:36:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3908, top5_acc: 0.6686, loss_cls: 2.5481, loss: 2.5481, grad_norm: 1.0302, top1_acc/aux0: 0.3673, top5_acc/aux0: 0.6471, loss_cls/aux0: 2.6656, loss/aux0: 2.6656 2020-10-22 05:20:21,719 - mmaction - INFO - Epoch [39][20/264] lr: 4.260e-01, eta: 1 day, 5:37:51, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3908, top5_acc: 0.6686, loss_cls: 2.5481, loss: 2.5481, grad_norm: 1.0314, top1_acc/aux0: 0.3672, top5_acc/aux0: 0.6465, loss_cls/aux0: 2.6692, loss/aux0: 2.6692 2020-10-22 05:20:58,070 - mmaction - INFO - Epoch [39][40/264] lr: 4.260e-01, eta: 1 day, 5:35:29, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6717, loss_cls: 2.5084, loss: 2.5084, grad_norm: 1.0515, top1_acc/aux0: 0.3635, top5_acc/aux0: 0.6472, loss_cls/aux0: 2.6646, loss/aux0: 2.6646 2020-10-22 05:20:59,005 - mmaction - INFO - Epoch [39][40/264] lr: 4.260e-01, eta: 1 day, 5:37:16, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6717, loss_cls: 2.5084, loss: 2.5084, grad_norm: 1.0541, top1_acc/aux0: 0.3623, top5_acc/aux0: 0.6448, loss_cls/aux0: 2.6733, loss/aux0: 2.6733 2020-10-22 05:21:35,707 - mmaction - INFO - Epoch [39][60/264] lr: 4.260e-01, eta: 1 day, 5:34:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4035, top5_acc: 0.6747, loss_cls: 2.5098, loss: 2.5098, grad_norm: 1.0195, top1_acc/aux0: 0.3634, top5_acc/aux0: 0.6359, loss_cls/aux0: 2.6900, loss/aux0: 2.6900 2020-10-22 05:21:36,651 - mmaction - INFO - Epoch [39][60/264] lr: 4.260e-01, eta: 1 day, 5:36:42, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4035, top5_acc: 0.6747, loss_cls: 2.5098, loss: 2.5098, grad_norm: 1.0169, top1_acc/aux0: 0.3656, top5_acc/aux0: 0.6392, loss_cls/aux0: 2.6750, loss/aux0: 2.6750 2020-10-22 05:22:13,244 - mmaction - INFO - Epoch [39][80/264] lr: 4.260e-01, eta: 1 day, 5:34:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3962, top5_acc: 0.6618, loss_cls: 2.5540, loss: 2.5540, grad_norm: 1.0095, top1_acc/aux0: 0.3639, top5_acc/aux0: 0.6306, loss_cls/aux0: 2.7039, loss/aux0: 2.7039 2020-10-22 05:22:14,189 - mmaction - INFO - Epoch [39][80/264] lr: 4.260e-01, eta: 1 day, 5:36:07, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3962, top5_acc: 0.6618, loss_cls: 2.5540, loss: 2.5540, grad_norm: 1.0095, top1_acc/aux0: 0.3635, top5_acc/aux0: 0.6278, loss_cls/aux0: 2.7107, loss/aux0: 2.7107 2020-10-22 05:22:50,905 - mmaction - INFO - Epoch [39][100/264] lr: 4.260e-01, eta: 1 day, 5:33:47, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3970, top5_acc: 0.6694, loss_cls: 2.5227, loss: 2.5227, grad_norm: 1.0029, top1_acc/aux0: 0.3627, top5_acc/aux0: 0.6394, loss_cls/aux0: 2.6895, loss/aux0: 2.6895 2020-10-22 05:22:51,851 - mmaction - INFO - Epoch [39][100/264] lr: 4.260e-01, eta: 1 day, 5:35:34, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3970, top5_acc: 0.6694, loss_cls: 2.5227, loss: 2.5227, grad_norm: 1.0065, top1_acc/aux0: 0.3590, top5_acc/aux0: 0.6399, loss_cls/aux0: 2.6976, loss/aux0: 2.6976 2020-10-22 05:23:28,725 - mmaction - INFO - Epoch [39][120/264] lr: 4.260e-01, eta: 1 day, 5:33:14, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6703, loss_cls: 2.5222, loss: 2.5222, grad_norm: 1.0175, top1_acc/aux0: 0.3832, top5_acc/aux0: 0.6507, loss_cls/aux0: 2.6275, loss/aux0: 2.6275 2020-10-22 05:23:29,672 - mmaction - INFO - Epoch [39][120/264] lr: 4.260e-01, eta: 1 day, 5:35:01, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6703, loss_cls: 2.5222, loss: 2.5222, grad_norm: 1.0156, top1_acc/aux0: 0.3866, top5_acc/aux0: 0.6523, loss_cls/aux0: 2.6132, loss/aux0: 2.6132 2020-10-22 05:24:06,506 - mmaction - INFO - Epoch [39][140/264] lr: 4.260e-01, eta: 1 day, 5:32:41, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6745, loss_cls: 2.5160, loss: 2.5160, grad_norm: 1.0131, top1_acc/aux0: 0.3623, top5_acc/aux0: 0.6359, loss_cls/aux0: 2.6995, loss/aux0: 2.6995 2020-10-22 05:24:07,451 - mmaction - INFO - Epoch [39][140/264] lr: 4.260e-01, eta: 1 day, 5:34:27, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6745, loss_cls: 2.5160, loss: 2.5160, grad_norm: 1.0166, top1_acc/aux0: 0.3623, top5_acc/aux0: 0.6366, loss_cls/aux0: 2.6991, loss/aux0: 2.6991 2020-10-22 05:24:44,517 - mmaction - INFO - Epoch [39][160/264] lr: 4.260e-01, eta: 1 day, 5:32:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6684, loss_cls: 2.5593, loss: 2.5593, grad_norm: 1.0310, top1_acc/aux0: 0.3620, top5_acc/aux0: 0.6297, loss_cls/aux0: 2.7219, loss/aux0: 2.7219 2020-10-22 05:24:45,454 - mmaction - INFO - Epoch [39][160/264] lr: 4.260e-01, eta: 1 day, 5:33:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6684, loss_cls: 2.5593, loss: 2.5593, grad_norm: 1.0307, top1_acc/aux0: 0.3639, top5_acc/aux0: 0.6309, loss_cls/aux0: 2.7187, loss/aux0: 2.7187 2020-10-22 05:25:22,294 - mmaction - INFO - Epoch [39][180/264] lr: 4.260e-01, eta: 1 day, 5:31:34, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6717, loss_cls: 2.5092, loss: 2.5092, grad_norm: 1.0388, top1_acc/aux0: 0.3703, top5_acc/aux0: 0.6401, loss_cls/aux0: 2.6666, loss/aux0: 2.6666 2020-10-22 05:25:23,227 - mmaction - INFO - Epoch [39][180/264] lr: 4.260e-01, eta: 1 day, 5:33:21, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6717, loss_cls: 2.5092, loss: 2.5092, grad_norm: 1.0420, top1_acc/aux0: 0.3656, top5_acc/aux0: 0.6370, loss_cls/aux0: 2.6837, loss/aux0: 2.6837 2020-10-22 05:26:00,209 - mmaction - INFO - Epoch [39][200/264] lr: 4.260e-01, eta: 1 day, 5:31:03, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4045, top5_acc: 0.6715, loss_cls: 2.4866, loss: 2.4866, grad_norm: 1.0184, top1_acc/aux0: 0.3601, top5_acc/aux0: 0.6352, loss_cls/aux0: 2.6959, loss/aux0: 2.6959 2020-10-22 05:26:01,163 - mmaction - INFO - Epoch [39][200/264] lr: 4.260e-01, eta: 1 day, 5:32:50, time: 0.956, data_time: 0.003, memory: 8466, top1_acc: 0.4045, top5_acc: 0.6715, loss_cls: 2.4866, loss: 2.4866, grad_norm: 1.0175, top1_acc/aux0: 0.3641, top5_acc/aux0: 0.6392, loss_cls/aux0: 2.6767, loss/aux0: 2.6767 2020-10-22 05:26:37,769 - mmaction - INFO - Epoch [39][220/264] lr: 4.260e-01, eta: 1 day, 5:30:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6674, loss_cls: 2.5402, loss: 2.5402, grad_norm: 1.0447, top1_acc/aux0: 0.3780, top5_acc/aux0: 0.6564, loss_cls/aux0: 2.6036, loss/aux0: 2.6036 2020-10-22 05:26:38,698 - mmaction - INFO - Epoch [39][220/264] lr: 4.260e-01, eta: 1 day, 5:32:16, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6674, loss_cls: 2.5402, loss: 2.5402, grad_norm: 1.0510, top1_acc/aux0: 0.3743, top5_acc/aux0: 0.6533, loss_cls/aux0: 2.6175, loss/aux0: 2.6175 2020-10-22 05:27:15,429 - mmaction - INFO - Epoch [39][240/264] lr: 4.260e-01, eta: 1 day, 5:29:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6660, loss_cls: 2.5568, loss: 2.5568, grad_norm: 1.0199, top1_acc/aux0: 0.3651, top5_acc/aux0: 0.6490, loss_cls/aux0: 2.6690, loss/aux0: 2.6690 2020-10-22 05:27:16,386 - mmaction - INFO - Epoch [39][240/264] lr: 4.260e-01, eta: 1 day, 5:31:42, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6660, loss_cls: 2.5568, loss: 2.5568, grad_norm: 1.0200, top1_acc/aux0: 0.3667, top5_acc/aux0: 0.6490, loss_cls/aux0: 2.6630, loss/aux0: 2.6630 2020-10-22 05:27:52,821 - mmaction - INFO - Epoch [39][260/264] lr: 4.260e-01, eta: 1 day, 5:29:22, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4002, top5_acc: 0.6759, loss_cls: 2.4960, loss: 2.4960, grad_norm: 1.0298, top1_acc/aux0: 0.3663, top5_acc/aux0: 0.6509, loss_cls/aux0: 2.6500, loss/aux0: 2.6500 2020-10-22 05:27:53,783 - mmaction - INFO - Epoch [39][260/264] lr: 4.260e-01, eta: 1 day, 5:31:06, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4002, top5_acc: 0.6759, loss_cls: 2.4960, loss: 2.4960, grad_norm: 1.0321, top1_acc/aux0: 0.3675, top5_acc/aux0: 0.6512, loss_cls/aux0: 2.6484, loss/aux0: 2.6484 2020-10-22 05:34:08,362 - mmaction - INFO - Epoch [40][20/264] lr: 4.247e-01, eta: 1 day, 5:27:57, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4033, top5_acc: 0.6828, loss_cls: 2.4629, loss: 2.4629, grad_norm: 1.0547, top1_acc/aux0: 0.3697, top5_acc/aux0: 0.6495, loss_cls/aux0: 2.6292, loss/aux0: 2.6292 2020-10-22 05:34:09,321 - mmaction - INFO - Epoch [40][20/264] lr: 4.247e-01, eta: 1 day, 5:29:40, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.4033, top5_acc: 0.6828, loss_cls: 2.4629, loss: 2.4629, grad_norm: 1.0564, top1_acc/aux0: 0.3705, top5_acc/aux0: 0.6498, loss_cls/aux0: 2.6274, loss/aux0: 2.6274 2020-10-22 05:34:45,737 - mmaction - INFO - Epoch [40][40/264] lr: 4.247e-01, eta: 1 day, 5:27:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6785, loss_cls: 2.4916, loss: 2.4916, grad_norm: 1.0470, top1_acc/aux0: 0.3712, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.6317, loss/aux0: 2.6317 2020-10-22 05:34:46,702 - mmaction - INFO - Epoch [40][40/264] lr: 4.247e-01, eta: 1 day, 5:29:05, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6785, loss_cls: 2.4916, loss: 2.4916, grad_norm: 1.0494, top1_acc/aux0: 0.3729, top5_acc/aux0: 0.6517, loss_cls/aux0: 2.6231, loss/aux0: 2.6231 2020-10-22 05:35:23,156 - mmaction - INFO - Epoch [40][60/264] lr: 4.247e-01, eta: 1 day, 5:26:47, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3882, top5_acc: 0.6661, loss_cls: 2.5361, loss: 2.5361, grad_norm: 1.0539, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.6486, loss_cls/aux0: 2.6569, loss/aux0: 2.6569 2020-10-22 05:35:24,125 - mmaction - INFO - Epoch [40][60/264] lr: 4.247e-01, eta: 1 day, 5:28:31, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3882, top5_acc: 0.6661, loss_cls: 2.5361, loss: 2.5361, grad_norm: 1.0462, top1_acc/aux0: 0.3686, top5_acc/aux0: 0.6451, loss_cls/aux0: 2.6666, loss/aux0: 2.6666 2020-10-22 05:36:00,817 - mmaction - INFO - Epoch [40][80/264] lr: 4.247e-01, eta: 1 day, 5:26:13, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3856, top5_acc: 0.6585, loss_cls: 2.5714, loss: 2.5714, grad_norm: 1.0343, top1_acc/aux0: 0.3556, top5_acc/aux0: 0.6288, loss_cls/aux0: 2.7302, loss/aux0: 2.7302 2020-10-22 05:36:01,742 - mmaction - INFO - Epoch [40][80/264] lr: 4.247e-01, eta: 1 day, 5:27:56, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3856, top5_acc: 0.6585, loss_cls: 2.5714, loss: 2.5714, grad_norm: 1.0328, top1_acc/aux0: 0.3557, top5_acc/aux0: 0.6297, loss_cls/aux0: 2.7348, loss/aux0: 2.7348 2020-10-22 05:36:38,619 - mmaction - INFO - Epoch [40][100/264] lr: 4.247e-01, eta: 1 day, 5:25:40, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6674, loss_cls: 2.5391, loss: 2.5391, grad_norm: 1.0240, top1_acc/aux0: 0.3785, top5_acc/aux0: 0.6498, loss_cls/aux0: 2.6432, loss/aux0: 2.6432 2020-10-22 05:36:39,562 - mmaction - INFO - Epoch [40][100/264] lr: 4.247e-01, eta: 1 day, 5:27:24, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6674, loss_cls: 2.5391, loss: 2.5391, grad_norm: 1.0253, top1_acc/aux0: 0.3778, top5_acc/aux0: 0.6505, loss_cls/aux0: 2.6370, loss/aux0: 2.6370 2020-10-22 05:37:16,152 - mmaction - INFO - Epoch [40][120/264] lr: 4.247e-01, eta: 1 day, 5:25:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3970, top5_acc: 0.6736, loss_cls: 2.5207, loss: 2.5207, grad_norm: 1.0379, top1_acc/aux0: 0.3672, top5_acc/aux0: 0.6467, loss_cls/aux0: 2.6505, loss/aux0: 2.6505 2020-10-22 05:37:17,141 - mmaction - INFO - Epoch [40][120/264] lr: 4.247e-01, eta: 1 day, 5:26:49, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3970, top5_acc: 0.6736, loss_cls: 2.5207, loss: 2.5207, grad_norm: 1.0424, top1_acc/aux0: 0.3686, top5_acc/aux0: 0.6451, loss_cls/aux0: 2.6568, loss/aux0: 2.6568 2020-10-22 05:37:53,933 - mmaction - INFO - Epoch [40][140/264] lr: 4.247e-01, eta: 1 day, 5:24:33, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6656, loss_cls: 2.5368, loss: 2.5368, grad_norm: 1.0199, top1_acc/aux0: 0.3597, top5_acc/aux0: 0.6377, loss_cls/aux0: 2.6917, loss/aux0: 2.6917 2020-10-22 05:37:54,874 - mmaction - INFO - Epoch [40][140/264] lr: 4.247e-01, eta: 1 day, 5:26:16, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6656, loss_cls: 2.5368, loss: 2.5368, grad_norm: 1.0261, top1_acc/aux0: 0.3589, top5_acc/aux0: 0.6385, loss_cls/aux0: 2.6888, loss/aux0: 2.6888 2020-10-22 05:38:31,658 - mmaction - INFO - Epoch [40][160/264] lr: 4.247e-01, eta: 1 day, 5:23:59, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6632, loss_cls: 2.5531, loss: 2.5531, grad_norm: 1.0132, top1_acc/aux0: 0.3599, top5_acc/aux0: 0.6418, loss_cls/aux0: 2.6652, loss/aux0: 2.6652 2020-10-22 05:38:32,589 - mmaction - INFO - Epoch [40][160/264] lr: 4.247e-01, eta: 1 day, 5:25:42, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6632, loss_cls: 2.5531, loss: 2.5531, grad_norm: 1.0116, top1_acc/aux0: 0.3632, top5_acc/aux0: 0.6427, loss_cls/aux0: 2.6574, loss/aux0: 2.6574 2020-10-22 05:39:09,392 - mmaction - INFO - Epoch [40][180/264] lr: 4.247e-01, eta: 1 day, 5:23:26, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6681, loss_cls: 2.5343, loss: 2.5343, grad_norm: 1.0196, top1_acc/aux0: 0.3670, top5_acc/aux0: 0.6354, loss_cls/aux0: 2.6926, loss/aux0: 2.6926 2020-10-22 05:39:10,327 - mmaction - INFO - Epoch [40][180/264] lr: 4.247e-01, eta: 1 day, 5:25:10, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6681, loss_cls: 2.5343, loss: 2.5343, grad_norm: 1.0173, top1_acc/aux0: 0.3622, top5_acc/aux0: 0.6328, loss_cls/aux0: 2.7083, loss/aux0: 2.7083 2020-10-22 05:39:46,927 - mmaction - INFO - Epoch [40][200/264] lr: 4.247e-01, eta: 1 day, 5:22:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3962, top5_acc: 0.6741, loss_cls: 2.5296, loss: 2.5296, grad_norm: 1.0319, top1_acc/aux0: 0.3602, top5_acc/aux0: 0.6392, loss_cls/aux0: 2.6841, loss/aux0: 2.6841 2020-10-22 05:39:47,859 - mmaction - INFO - Epoch [40][200/264] lr: 4.247e-01, eta: 1 day, 5:24:34, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3962, top5_acc: 0.6741, loss_cls: 2.5296, loss: 2.5296, grad_norm: 1.0316, top1_acc/aux0: 0.3642, top5_acc/aux0: 0.6405, loss_cls/aux0: 2.6731, loss/aux0: 2.6731 2020-10-22 05:40:24,644 - mmaction - INFO - Epoch [40][220/264] lr: 4.247e-01, eta: 1 day, 5:22:18, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3910, top5_acc: 0.6720, loss_cls: 2.5179, loss: 2.5179, grad_norm: 1.0211, top1_acc/aux0: 0.3630, top5_acc/aux0: 0.6444, loss_cls/aux0: 2.6482, loss/aux0: 2.6482 2020-10-22 05:40:25,603 - mmaction - INFO - Epoch [40][220/264] lr: 4.247e-01, eta: 1 day, 5:24:01, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.3910, top5_acc: 0.6720, loss_cls: 2.5179, loss: 2.5179, grad_norm: 1.0194, top1_acc/aux0: 0.3625, top5_acc/aux0: 0.6455, loss_cls/aux0: 2.6428, loss/aux0: 2.6428 2020-10-22 05:41:02,214 - mmaction - INFO - Epoch [40][240/264] lr: 4.247e-01, eta: 1 day, 5:21:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6562, loss_cls: 2.5562, loss: 2.5562, grad_norm: 1.0342, top1_acc/aux0: 0.3663, top5_acc/aux0: 0.6441, loss_cls/aux0: 2.6774, loss/aux0: 2.6774 2020-10-22 05:41:03,171 - mmaction - INFO - Epoch [40][240/264] lr: 4.247e-01, eta: 1 day, 5:23:26, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6562, loss_cls: 2.5562, loss: 2.5562, grad_norm: 1.0353, top1_acc/aux0: 0.3649, top5_acc/aux0: 0.6413, loss_cls/aux0: 2.6943, loss/aux0: 2.6943 2020-10-22 05:41:39,992 - mmaction - INFO - Epoch [40][260/264] lr: 4.247e-01, eta: 1 day, 5:21:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3868, top5_acc: 0.6762, loss_cls: 2.5257, loss: 2.5257, grad_norm: 1.0330, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6432, loss_cls/aux0: 2.6434, loss/aux0: 2.6434 2020-10-22 05:41:40,943 - mmaction - INFO - Epoch [40][260/264] lr: 4.247e-01, eta: 1 day, 5:22:51, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3868, top5_acc: 0.6762, loss_cls: 2.5257, loss: 2.5257, grad_norm: 1.0352, top1_acc/aux0: 0.3771, top5_acc/aux0: 0.6457, loss_cls/aux0: 2.6329, loss/aux0: 2.6329 2020-10-22 05:43:30,934 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-22 05:45:08,302 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 05:45:08,430 - mmaction - INFO - top1_acc 0.4709 top5_acc 0.7495 2020-10-22 05:45:08,430 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 05:45:08,445 - mmaction - INFO - mean_acc 0.4708 2020-10-22 05:45:08,446 - mmaction - INFO - Epoch(val) [40][264] top1_acc: 0.4709, top5_acc: 0.7495, mean_class_accuracy: 0.4708 2020-10-22 05:48:57,413 - mmaction - INFO - Epoch [41][20/264] lr: 4.234e-01, eta: 1 day, 5:19:47, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4007, top5_acc: 0.6700, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.0320, top1_acc/aux0: 0.3628, top5_acc/aux0: 0.6407, loss_cls/aux0: 2.6537, loss/aux0: 2.6537 2020-10-22 05:48:58,397 - mmaction - INFO - Epoch [41][20/264] lr: 4.234e-01, eta: 1 day, 5:21:28, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4007, top5_acc: 0.6700, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.0376, top1_acc/aux0: 0.3595, top5_acc/aux0: 0.6401, loss_cls/aux0: 2.6636, loss/aux0: 2.6636 2020-10-22 05:49:35,100 - mmaction - INFO - Epoch [41][40/264] lr: 4.234e-01, eta: 1 day, 5:19:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6797, loss_cls: 2.5010, loss: 2.5010, grad_norm: 1.0657, top1_acc/aux0: 0.3648, top5_acc/aux0: 0.6469, loss_cls/aux0: 2.6484, loss/aux0: 2.6484 2020-10-22 05:49:36,029 - mmaction - INFO - Epoch [41][40/264] lr: 4.234e-01, eta: 1 day, 5:20:54, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6797, loss_cls: 2.5010, loss: 2.5010, grad_norm: 1.0655, top1_acc/aux0: 0.3700, top5_acc/aux0: 0.6488, loss_cls/aux0: 2.6364, loss/aux0: 2.6364 2020-10-22 05:50:12,573 - mmaction - INFO - Epoch [41][60/264] lr: 4.234e-01, eta: 1 day, 5:18:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3851, top5_acc: 0.6571, loss_cls: 2.5882, loss: 2.5882, grad_norm: 1.0261, top1_acc/aux0: 0.3628, top5_acc/aux0: 0.6411, loss_cls/aux0: 2.6965, loss/aux0: 2.6965 2020-10-22 05:50:13,535 - mmaction - INFO - Epoch [41][60/264] lr: 4.234e-01, eta: 1 day, 5:20:20, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3851, top5_acc: 0.6571, loss_cls: 2.5882, loss: 2.5882, grad_norm: 1.0288, top1_acc/aux0: 0.3623, top5_acc/aux0: 0.6411, loss_cls/aux0: 2.6935, loss/aux0: 2.6935 2020-10-22 05:50:50,145 - mmaction - INFO - Epoch [41][80/264] lr: 4.234e-01, eta: 1 day, 5:18:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3950, top5_acc: 0.6660, loss_cls: 2.5248, loss: 2.5248, grad_norm: 1.0580, top1_acc/aux0: 0.3865, top5_acc/aux0: 0.6587, loss_cls/aux0: 2.5951, loss/aux0: 2.5951 2020-10-22 05:50:51,098 - mmaction - INFO - Epoch [41][80/264] lr: 4.234e-01, eta: 1 day, 5:19:45, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3950, top5_acc: 0.6660, loss_cls: 2.5248, loss: 2.5248, grad_norm: 1.0563, top1_acc/aux0: 0.3847, top5_acc/aux0: 0.6578, loss_cls/aux0: 2.5986, loss/aux0: 2.5986 2020-10-22 05:51:28,015 - mmaction - INFO - Epoch [41][100/264] lr: 4.234e-01, eta: 1 day, 5:17:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6806, loss_cls: 2.4660, loss: 2.4660, grad_norm: 1.0151, top1_acc/aux0: 0.3804, top5_acc/aux0: 0.6543, loss_cls/aux0: 2.6169, loss/aux0: 2.6169 2020-10-22 05:51:29,012 - mmaction - INFO - Epoch [41][100/264] lr: 4.234e-01, eta: 1 day, 5:19:12, time: 0.945, data_time: 0.005, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6806, loss_cls: 2.4660, loss: 2.4660, grad_norm: 1.0146, top1_acc/aux0: 0.3814, top5_acc/aux0: 0.6535, loss_cls/aux0: 2.6184, loss/aux0: 2.6184 2020-10-22 05:52:05,773 - mmaction - INFO - Epoch [41][120/264] lr: 4.234e-01, eta: 1 day, 5:16:58, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6800, loss_cls: 2.4999, loss: 2.4999, grad_norm: 1.0548, top1_acc/aux0: 0.3615, top5_acc/aux0: 0.6382, loss_cls/aux0: 2.6846, loss/aux0: 2.6846 2020-10-22 05:52:06,704 - mmaction - INFO - Epoch [41][120/264] lr: 4.234e-01, eta: 1 day, 5:18:39, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6800, loss_cls: 2.4999, loss: 2.4999, grad_norm: 1.0529, top1_acc/aux0: 0.3609, top5_acc/aux0: 0.6385, loss_cls/aux0: 2.6858, loss/aux0: 2.6858 2020-10-22 05:52:43,444 - mmaction - INFO - Epoch [41][140/264] lr: 4.234e-01, eta: 1 day, 5:16:25, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3944, top5_acc: 0.6726, loss_cls: 2.5260, loss: 2.5260, grad_norm: 1.0166, top1_acc/aux0: 0.3651, top5_acc/aux0: 0.6431, loss_cls/aux0: 2.6672, loss/aux0: 2.6672 2020-10-22 05:52:44,382 - mmaction - INFO - Epoch [41][140/264] lr: 4.234e-01, eta: 1 day, 5:18:06, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.3944, top5_acc: 0.6726, loss_cls: 2.5260, loss: 2.5260, grad_norm: 1.0142, top1_acc/aux0: 0.3674, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.6559, loss/aux0: 2.6559 2020-10-22 05:53:21,116 - mmaction - INFO - Epoch [41][160/264] lr: 4.234e-01, eta: 1 day, 5:15:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3908, top5_acc: 0.6688, loss_cls: 2.5307, loss: 2.5307, grad_norm: 1.0341, top1_acc/aux0: 0.3762, top5_acc/aux0: 0.6576, loss_cls/aux0: 2.6282, loss/aux0: 2.6282 2020-10-22 05:53:22,057 - mmaction - INFO - Epoch [41][160/264] lr: 4.234e-01, eta: 1 day, 5:17:31, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3908, top5_acc: 0.6688, loss_cls: 2.5307, loss: 2.5307, grad_norm: 1.0372, top1_acc/aux0: 0.3738, top5_acc/aux0: 0.6559, loss_cls/aux0: 2.6403, loss/aux0: 2.6403 2020-10-22 05:53:58,769 - mmaction - INFO - Epoch [41][180/264] lr: 4.234e-01, eta: 1 day, 5:15:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3915, top5_acc: 0.6632, loss_cls: 2.5599, loss: 2.5599, grad_norm: 1.0404, top1_acc/aux0: 0.3682, top5_acc/aux0: 0.6415, loss_cls/aux0: 2.6698, loss/aux0: 2.6698 2020-10-22 05:53:59,722 - mmaction - INFO - Epoch [41][180/264] lr: 4.234e-01, eta: 1 day, 5:16:55, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3915, top5_acc: 0.6632, loss_cls: 2.5599, loss: 2.5599, grad_norm: 1.0392, top1_acc/aux0: 0.3701, top5_acc/aux0: 0.6415, loss_cls/aux0: 2.6675, loss/aux0: 2.6675 2020-10-22 05:54:36,636 - mmaction - INFO - Epoch [41][200/264] lr: 4.234e-01, eta: 1 day, 5:14:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6833, loss_cls: 2.4910, loss: 2.4910, grad_norm: 1.0644, top1_acc/aux0: 0.3722, top5_acc/aux0: 0.6483, loss_cls/aux0: 2.6507, loss/aux0: 2.6507 2020-10-22 05:54:37,580 - mmaction - INFO - Epoch [41][200/264] lr: 4.234e-01, eta: 1 day, 5:16:22, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6833, loss_cls: 2.4910, loss: 2.4910, grad_norm: 1.0658, top1_acc/aux0: 0.3707, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6463, loss/aux0: 2.6463 2020-10-22 05:55:14,341 - mmaction - INFO - Epoch [41][220/264] lr: 4.234e-01, eta: 1 day, 5:14:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3915, top5_acc: 0.6717, loss_cls: 2.5141, loss: 2.5141, grad_norm: 1.0397, top1_acc/aux0: 0.3734, top5_acc/aux0: 0.6486, loss_cls/aux0: 2.6371, loss/aux0: 2.6371 2020-10-22 05:55:15,282 - mmaction - INFO - Epoch [41][220/264] lr: 4.234e-01, eta: 1 day, 5:15:48, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3915, top5_acc: 0.6717, loss_cls: 2.5141, loss: 2.5141, grad_norm: 1.0391, top1_acc/aux0: 0.3733, top5_acc/aux0: 0.6458, loss_cls/aux0: 2.6526, loss/aux0: 2.6526 2020-10-22 05:55:51,857 - mmaction - INFO - Epoch [41][240/264] lr: 4.234e-01, eta: 1 day, 5:13:34, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6698, loss_cls: 2.5377, loss: 2.5377, grad_norm: 1.0402, top1_acc/aux0: 0.3576, top5_acc/aux0: 0.6316, loss_cls/aux0: 2.7109, loss/aux0: 2.7109 2020-10-22 05:55:52,827 - mmaction - INFO - Epoch [41][240/264] lr: 4.234e-01, eta: 1 day, 5:15:12, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6698, loss_cls: 2.5377, loss: 2.5377, grad_norm: 1.0360, top1_acc/aux0: 0.3585, top5_acc/aux0: 0.6337, loss_cls/aux0: 2.6983, loss/aux0: 2.6983 2020-10-22 05:56:29,189 - mmaction - INFO - Epoch [41][260/264] lr: 4.234e-01, eta: 1 day, 5:12:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3962, top5_acc: 0.6715, loss_cls: 2.4978, loss: 2.4978, grad_norm: 1.0416, top1_acc/aux0: 0.3769, top5_acc/aux0: 0.6457, loss_cls/aux0: 2.6593, loss/aux0: 2.6593 2020-10-22 05:56:30,111 - mmaction - INFO - Epoch [41][260/264] lr: 4.234e-01, eta: 1 day, 5:14:35, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.3962, top5_acc: 0.6715, loss_cls: 2.4978, loss: 2.4978, grad_norm: 1.0456, top1_acc/aux0: 0.3750, top5_acc/aux0: 0.6444, loss_cls/aux0: 2.6612, loss/aux0: 2.6612 2020-10-22 06:03:08,090 - mmaction - INFO - Epoch [42][20/264] lr: 4.221e-01, eta: 1 day, 5:11:36, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4040, top5_acc: 0.6684, loss_cls: 2.5259, loss: 2.5259, grad_norm: 1.0465, top1_acc/aux0: 0.3690, top5_acc/aux0: 0.6413, loss_cls/aux0: 2.6486, loss/aux0: 2.6486 2020-10-22 06:03:09,059 - mmaction - INFO - Epoch [42][20/264] lr: 4.221e-01, eta: 1 day, 5:13:13, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4040, top5_acc: 0.6684, loss_cls: 2.5259, loss: 2.5259, grad_norm: 1.0467, top1_acc/aux0: 0.3703, top5_acc/aux0: 0.6432, loss_cls/aux0: 2.6462, loss/aux0: 2.6462 2020-10-22 06:03:45,434 - mmaction - INFO - Epoch [42][40/264] lr: 4.221e-01, eta: 1 day, 5:11:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4082, top5_acc: 0.6816, loss_cls: 2.4605, loss: 2.4605, grad_norm: 1.0267, top1_acc/aux0: 0.3870, top5_acc/aux0: 0.6481, loss_cls/aux0: 2.6101, loss/aux0: 2.6101 2020-10-22 06:03:46,404 - mmaction - INFO - Epoch [42][40/264] lr: 4.221e-01, eta: 1 day, 5:12:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4082, top5_acc: 0.6816, loss_cls: 2.4605, loss: 2.4605, grad_norm: 1.0330, top1_acc/aux0: 0.3872, top5_acc/aux0: 0.6477, loss_cls/aux0: 2.6139, loss/aux0: 2.6139 2020-10-22 06:04:23,005 - mmaction - INFO - Epoch [42][60/264] lr: 4.221e-01, eta: 1 day, 5:10:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6790, loss_cls: 2.4608, loss: 2.4608, grad_norm: 1.0610, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6613, loss_cls/aux0: 2.5946, loss/aux0: 2.5946 2020-10-22 06:04:23,933 - mmaction - INFO - Epoch [42][60/264] lr: 4.221e-01, eta: 1 day, 5:12:03, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6790, loss_cls: 2.4608, loss: 2.4608, grad_norm: 1.0624, top1_acc/aux0: 0.3884, top5_acc/aux0: 0.6595, loss_cls/aux0: 2.5907, loss/aux0: 2.5907 2020-10-22 06:05:00,494 - mmaction - INFO - Epoch [42][80/264] lr: 4.221e-01, eta: 1 day, 5:09:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6826, loss_cls: 2.4753, loss: 2.4753, grad_norm: 1.0551, top1_acc/aux0: 0.3727, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6461, loss/aux0: 2.6461 2020-10-22 06:05:01,449 - mmaction - INFO - Epoch [42][80/264] lr: 4.221e-01, eta: 1 day, 5:11:28, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6826, loss_cls: 2.4753, loss: 2.4753, grad_norm: 1.0570, top1_acc/aux0: 0.3710, top5_acc/aux0: 0.6500, loss_cls/aux0: 2.6489, loss/aux0: 2.6489 2020-10-22 06:05:38,263 - mmaction - INFO - Epoch [42][100/264] lr: 4.221e-01, eta: 1 day, 5:09:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4014, top5_acc: 0.6694, loss_cls: 2.5072, loss: 2.5072, grad_norm: 1.0524, top1_acc/aux0: 0.3780, top5_acc/aux0: 0.6462, loss_cls/aux0: 2.6392, loss/aux0: 2.6392 2020-10-22 06:05:39,195 - mmaction - INFO - Epoch [42][100/264] lr: 4.221e-01, eta: 1 day, 5:10:54, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4014, top5_acc: 0.6694, loss_cls: 2.5072, loss: 2.5072, grad_norm: 1.0552, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.6418, loss/aux0: 2.6418 2020-10-22 06:06:16,017 - mmaction - INFO - Epoch [42][120/264] lr: 4.221e-01, eta: 1 day, 5:08:43, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4045, top5_acc: 0.6800, loss_cls: 2.4834, loss: 2.4834, grad_norm: 1.0193, top1_acc/aux0: 0.3755, top5_acc/aux0: 0.6491, loss_cls/aux0: 2.6522, loss/aux0: 2.6522 2020-10-22 06:06:16,982 - mmaction - INFO - Epoch [42][120/264] lr: 4.221e-01, eta: 1 day, 5:10:21, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4045, top5_acc: 0.6800, loss_cls: 2.4834, loss: 2.4834, grad_norm: 1.0191, top1_acc/aux0: 0.3753, top5_acc/aux0: 0.6505, loss_cls/aux0: 2.6471, loss/aux0: 2.6471 2020-10-22 06:06:54,028 - mmaction - INFO - Epoch [42][140/264] lr: 4.221e-01, eta: 1 day, 5:08:11, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4082, top5_acc: 0.6785, loss_cls: 2.4999, loss: 2.4999, grad_norm: 1.0563, top1_acc/aux0: 0.3668, top5_acc/aux0: 0.6457, loss_cls/aux0: 2.6516, loss/aux0: 2.6516 2020-10-22 06:06:54,970 - mmaction - INFO - Epoch [42][140/264] lr: 4.221e-01, eta: 1 day, 5:09:50, time: 0.959, data_time: 0.003, memory: 8466, top1_acc: 0.4082, top5_acc: 0.6785, loss_cls: 2.4999, loss: 2.4999, grad_norm: 1.0503, top1_acc/aux0: 0.3665, top5_acc/aux0: 0.6424, loss_cls/aux0: 2.6505, loss/aux0: 2.6505 2020-10-22 06:07:31,646 - mmaction - INFO - Epoch [42][160/264] lr: 4.221e-01, eta: 1 day, 5:07:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3941, top5_acc: 0.6639, loss_cls: 2.5215, loss: 2.5215, grad_norm: 1.0332, top1_acc/aux0: 0.3722, top5_acc/aux0: 0.6486, loss_cls/aux0: 2.6496, loss/aux0: 2.6496 2020-10-22 06:07:32,575 - mmaction - INFO - Epoch [42][160/264] lr: 4.221e-01, eta: 1 day, 5:09:16, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3941, top5_acc: 0.6639, loss_cls: 2.5215, loss: 2.5215, grad_norm: 1.0353, top1_acc/aux0: 0.3714, top5_acc/aux0: 0.6477, loss_cls/aux0: 2.6561, loss/aux0: 2.6561 2020-10-22 06:08:09,389 - mmaction - INFO - Epoch [42][180/264] lr: 4.221e-01, eta: 1 day, 5:07:05, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6741, loss_cls: 2.4961, loss: 2.4961, grad_norm: 1.0716, top1_acc/aux0: 0.3705, top5_acc/aux0: 0.6441, loss_cls/aux0: 2.6524, loss/aux0: 2.6524 2020-10-22 06:08:10,394 - mmaction - INFO - Epoch [42][180/264] lr: 4.221e-01, eta: 1 day, 5:08:43, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6741, loss_cls: 2.4961, loss: 2.4961, grad_norm: 1.0708, top1_acc/aux0: 0.3743, top5_acc/aux0: 0.6470, loss_cls/aux0: 2.6489, loss/aux0: 2.6489 2020-10-22 06:08:47,202 - mmaction - INFO - Epoch [42][200/264] lr: 4.221e-01, eta: 1 day, 5:06:33, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3950, top5_acc: 0.6691, loss_cls: 2.5302, loss: 2.5302, grad_norm: 1.0202, top1_acc/aux0: 0.3729, top5_acc/aux0: 0.6385, loss_cls/aux0: 2.6820, loss/aux0: 2.6820 2020-10-22 06:08:48,131 - mmaction - INFO - Epoch [42][200/264] lr: 4.221e-01, eta: 1 day, 5:08:11, time: 0.955, data_time: 0.002, memory: 8466, top1_acc: 0.3950, top5_acc: 0.6691, loss_cls: 2.5302, loss: 2.5302, grad_norm: 1.0171, top1_acc/aux0: 0.3722, top5_acc/aux0: 0.6392, loss_cls/aux0: 2.6771, loss/aux0: 2.6771 2020-10-22 06:09:25,015 - mmaction - INFO - Epoch [42][220/264] lr: 4.221e-01, eta: 1 day, 5:06:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6694, loss_cls: 2.5190, loss: 2.5190, grad_norm: 1.0642, top1_acc/aux0: 0.3681, top5_acc/aux0: 0.6464, loss_cls/aux0: 2.6663, loss/aux0: 2.6663 2020-10-22 06:09:25,955 - mmaction - INFO - Epoch [42][220/264] lr: 4.221e-01, eta: 1 day, 5:07:37, time: 0.947, data_time: 0.007, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6694, loss_cls: 2.5190, loss: 2.5190, grad_norm: 1.0639, top1_acc/aux0: 0.3670, top5_acc/aux0: 0.6464, loss_cls/aux0: 2.6743, loss/aux0: 2.6743 2020-10-22 06:10:02,776 - mmaction - INFO - Epoch [42][240/264] lr: 4.221e-01, eta: 1 day, 5:05:27, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6727, loss_cls: 2.5196, loss: 2.5196, grad_norm: 1.0256, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6460, loss_cls/aux0: 2.6759, loss/aux0: 2.6759 2020-10-22 06:10:03,727 - mmaction - INFO - Epoch [42][240/264] lr: 4.221e-01, eta: 1 day, 5:07:04, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6727, loss_cls: 2.5196, loss: 2.5196, grad_norm: 1.0231, top1_acc/aux0: 0.3681, top5_acc/aux0: 0.6448, loss_cls/aux0: 2.6720, loss/aux0: 2.6720 2020-10-22 06:10:40,258 - mmaction - INFO - Epoch [42][260/264] lr: 4.221e-01, eta: 1 day, 5:04:53, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3970, top5_acc: 0.6760, loss_cls: 2.5085, loss: 2.5085, grad_norm: 1.0306, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6562, loss_cls/aux0: 2.5816, loss/aux0: 2.5816 2020-10-22 06:10:41,218 - mmaction - INFO - Epoch [42][260/264] lr: 4.221e-01, eta: 1 day, 5:06:28, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3970, top5_acc: 0.6760, loss_cls: 2.5085, loss: 2.5085, grad_norm: 1.0311, top1_acc/aux0: 0.3776, top5_acc/aux0: 0.6582, loss_cls/aux0: 2.5783, loss/aux0: 2.5783 2020-10-22 06:16:22,363 - mmaction - INFO - Epoch [43][20/264] lr: 4.208e-01, eta: 1 day, 5:03:32, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6700, loss_cls: 2.5276, loss: 2.5276, grad_norm: 1.0205, top1_acc/aux0: 0.3710, top5_acc/aux0: 0.6544, loss_cls/aux0: 2.6461, loss/aux0: 2.6461 2020-10-22 06:16:23,336 - mmaction - INFO - Epoch [43][20/264] lr: 4.208e-01, eta: 1 day, 5:05:07, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6700, loss_cls: 2.5276, loss: 2.5276, grad_norm: 1.0190, top1_acc/aux0: 0.3715, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.6353, loss/aux0: 2.6353 2020-10-22 06:16:59,797 - mmaction - INFO - Epoch [43][40/264] lr: 4.208e-01, eta: 1 day, 5:02:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3944, top5_acc: 0.6809, loss_cls: 2.4923, loss: 2.4923, grad_norm: 1.0294, top1_acc/aux0: 0.3712, top5_acc/aux0: 0.6488, loss_cls/aux0: 2.6498, loss/aux0: 2.6498 2020-10-22 06:17:00,728 - mmaction - INFO - Epoch [43][40/264] lr: 4.208e-01, eta: 1 day, 5:04:32, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3944, top5_acc: 0.6809, loss_cls: 2.4923, loss: 2.4923, grad_norm: 1.0287, top1_acc/aux0: 0.3717, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6528, loss/aux0: 2.6528 2020-10-22 06:17:37,304 - mmaction - INFO - Epoch [43][60/264] lr: 4.208e-01, eta: 1 day, 5:02:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6792, loss_cls: 2.4688, loss: 2.4688, grad_norm: 1.0324, top1_acc/aux0: 0.3753, top5_acc/aux0: 0.6519, loss_cls/aux0: 2.6228, loss/aux0: 2.6228 2020-10-22 06:17:38,245 - mmaction - INFO - Epoch [43][60/264] lr: 4.208e-01, eta: 1 day, 5:03:57, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6792, loss_cls: 2.4688, loss: 2.4688, grad_norm: 1.0322, top1_acc/aux0: 0.3759, top5_acc/aux0: 0.6495, loss_cls/aux0: 2.6305, loss/aux0: 2.6305 2020-10-22 06:18:15,045 - mmaction - INFO - Epoch [43][80/264] lr: 4.208e-01, eta: 1 day, 5:01:48, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6757, loss_cls: 2.5126, loss: 2.5126, grad_norm: 1.0474, top1_acc/aux0: 0.3842, top5_acc/aux0: 0.6554, loss_cls/aux0: 2.6217, loss/aux0: 2.6217 2020-10-22 06:18:16,004 - mmaction - INFO - Epoch [43][80/264] lr: 4.208e-01, eta: 1 day, 5:03:24, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6757, loss_cls: 2.5126, loss: 2.5126, grad_norm: 1.0480, top1_acc/aux0: 0.3837, top5_acc/aux0: 0.6590, loss_cls/aux0: 2.6101, loss/aux0: 2.6101 2020-10-22 06:18:52,761 - mmaction - INFO - Epoch [43][100/264] lr: 4.208e-01, eta: 1 day, 5:01:15, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6677, loss_cls: 2.5389, loss: 2.5389, grad_norm: 1.0358, top1_acc/aux0: 0.3745, top5_acc/aux0: 0.6405, loss_cls/aux0: 2.6427, loss/aux0: 2.6427 2020-10-22 06:18:53,712 - mmaction - INFO - Epoch [43][100/264] lr: 4.208e-01, eta: 1 day, 5:02:49, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6677, loss_cls: 2.5389, loss: 2.5389, grad_norm: 1.0332, top1_acc/aux0: 0.3747, top5_acc/aux0: 0.6382, loss_cls/aux0: 2.6467, loss/aux0: 2.6467 2020-10-22 06:19:30,479 - mmaction - INFO - Epoch [43][120/264] lr: 4.208e-01, eta: 1 day, 5:00:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4059, top5_acc: 0.6783, loss_cls: 2.4745, loss: 2.4745, grad_norm: 1.0427, top1_acc/aux0: 0.3708, top5_acc/aux0: 0.6535, loss_cls/aux0: 2.6192, loss/aux0: 2.6192 2020-10-22 06:19:31,451 - mmaction - INFO - Epoch [43][120/264] lr: 4.208e-01, eta: 1 day, 5:02:15, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4059, top5_acc: 0.6783, loss_cls: 2.4745, loss: 2.4745, grad_norm: 1.0467, top1_acc/aux0: 0.3720, top5_acc/aux0: 0.6547, loss_cls/aux0: 2.6173, loss/aux0: 2.6173 2020-10-22 06:20:08,189 - mmaction - INFO - Epoch [43][140/264] lr: 4.208e-01, eta: 1 day, 5:00:07, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6757, loss_cls: 2.4860, loss: 2.4860, grad_norm: 1.0577, top1_acc/aux0: 0.3818, top5_acc/aux0: 0.6535, loss_cls/aux0: 2.6051, loss/aux0: 2.6051 2020-10-22 06:20:09,126 - mmaction - INFO - Epoch [43][140/264] lr: 4.208e-01, eta: 1 day, 5:01:42, time: 0.952, data_time: 0.004, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6757, loss_cls: 2.4860, loss: 2.4860, grad_norm: 1.0611, top1_acc/aux0: 0.3757, top5_acc/aux0: 0.6495, loss_cls/aux0: 2.6270, loss/aux0: 2.6270 2020-10-22 06:20:46,039 - mmaction - INFO - Epoch [43][160/264] lr: 4.208e-01, eta: 1 day, 4:59:34, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3972, top5_acc: 0.6747, loss_cls: 2.5248, loss: 2.5248, grad_norm: 1.0428, top1_acc/aux0: 0.3615, top5_acc/aux0: 0.6441, loss_cls/aux0: 2.6657, loss/aux0: 2.6657 2020-10-22 06:20:47,052 - mmaction - INFO - Epoch [43][160/264] lr: 4.208e-01, eta: 1 day, 5:01:09, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.3972, top5_acc: 0.6747, loss_cls: 2.5248, loss: 2.5248, grad_norm: 1.0418, top1_acc/aux0: 0.3651, top5_acc/aux0: 0.6450, loss_cls/aux0: 2.6569, loss/aux0: 2.6569 2020-10-22 06:21:23,646 - mmaction - INFO - Epoch [43][180/264] lr: 4.208e-01, eta: 1 day, 4:59:01, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6743, loss_cls: 2.5028, loss: 2.5028, grad_norm: 1.0516, top1_acc/aux0: 0.3658, top5_acc/aux0: 0.6422, loss_cls/aux0: 2.6718, loss/aux0: 2.6718 2020-10-22 06:21:24,580 - mmaction - INFO - Epoch [43][180/264] lr: 4.208e-01, eta: 1 day, 5:00:35, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6743, loss_cls: 2.5028, loss: 2.5028, grad_norm: 1.0522, top1_acc/aux0: 0.3627, top5_acc/aux0: 0.6417, loss_cls/aux0: 2.6713, loss/aux0: 2.6713 2020-10-22 06:22:01,470 - mmaction - INFO - Epoch [43][200/264] lr: 4.208e-01, eta: 1 day, 4:58:28, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6691, loss_cls: 2.5115, loss: 2.5115, grad_norm: 1.0510, top1_acc/aux0: 0.3661, top5_acc/aux0: 0.6477, loss_cls/aux0: 2.6389, loss/aux0: 2.6389 2020-10-22 06:22:02,421 - mmaction - INFO - Epoch [43][200/264] lr: 4.208e-01, eta: 1 day, 5:00:02, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6691, loss_cls: 2.5115, loss: 2.5115, grad_norm: 1.0491, top1_acc/aux0: 0.3665, top5_acc/aux0: 0.6488, loss_cls/aux0: 2.6399, loss/aux0: 2.6399 2020-10-22 06:22:39,165 - mmaction - INFO - Epoch [43][220/264] lr: 4.208e-01, eta: 1 day, 4:57:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4009, top5_acc: 0.6747, loss_cls: 2.5045, loss: 2.5045, grad_norm: 1.0150, top1_acc/aux0: 0.3660, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6448, loss/aux0: 2.6448 2020-10-22 06:22:40,095 - mmaction - INFO - Epoch [43][220/264] lr: 4.208e-01, eta: 1 day, 4:59:27, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4009, top5_acc: 0.6747, loss_cls: 2.5045, loss: 2.5045, grad_norm: 1.0179, top1_acc/aux0: 0.3674, top5_acc/aux0: 0.6488, loss_cls/aux0: 2.6422, loss/aux0: 2.6422 2020-10-22 06:23:16,810 - mmaction - INFO - Epoch [43][240/264] lr: 4.208e-01, eta: 1 day, 4:57:19, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6741, loss_cls: 2.5194, loss: 2.5194, grad_norm: 1.0483, top1_acc/aux0: 0.3726, top5_acc/aux0: 0.6521, loss_cls/aux0: 2.6406, loss/aux0: 2.6406 2020-10-22 06:23:17,767 - mmaction - INFO - Epoch [43][240/264] lr: 4.208e-01, eta: 1 day, 4:58:51, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6741, loss_cls: 2.5194, loss: 2.5194, grad_norm: 1.0475, top1_acc/aux0: 0.3738, top5_acc/aux0: 0.6523, loss_cls/aux0: 2.6368, loss/aux0: 2.6368 2020-10-22 06:23:54,276 - mmaction - INFO - Epoch [43][260/264] lr: 4.208e-01, eta: 1 day, 4:56:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4080, top5_acc: 0.6863, loss_cls: 2.4618, loss: 2.4618, grad_norm: 1.0295, top1_acc/aux0: 0.3778, top5_acc/aux0: 0.6481, loss_cls/aux0: 2.6332, loss/aux0: 2.6332 2020-10-22 06:23:55,196 - mmaction - INFO - Epoch [43][260/264] lr: 4.208e-01, eta: 1 day, 4:58:16, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4080, top5_acc: 0.6863, loss_cls: 2.4618, loss: 2.4618, grad_norm: 1.0310, top1_acc/aux0: 0.3780, top5_acc/aux0: 0.6477, loss_cls/aux0: 2.6366, loss/aux0: 2.6366 2020-10-22 06:29:51,206 - mmaction - INFO - Epoch [44][20/264] lr: 4.194e-01, eta: 1 day, 4:55:23, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6906, loss_cls: 2.4458, loss: 2.4458, grad_norm: 1.0547, top1_acc/aux0: 0.3858, top5_acc/aux0: 0.6566, loss_cls/aux0: 2.5818, loss/aux0: 2.5818 2020-10-22 06:29:52,164 - mmaction - INFO - Epoch [44][20/264] lr: 4.194e-01, eta: 1 day, 4:56:55, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6906, loss_cls: 2.4458, loss: 2.4458, grad_norm: 1.0556, top1_acc/aux0: 0.3885, top5_acc/aux0: 0.6569, loss_cls/aux0: 2.5760, loss/aux0: 2.5760 2020-10-22 06:30:28,544 - mmaction - INFO - Epoch [44][40/264] lr: 4.194e-01, eta: 1 day, 4:54:47, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4092, top5_acc: 0.6833, loss_cls: 2.4315, loss: 2.4315, grad_norm: 1.0388, top1_acc/aux0: 0.3776, top5_acc/aux0: 0.6481, loss_cls/aux0: 2.6180, loss/aux0: 2.6180 2020-10-22 06:30:29,478 - mmaction - INFO - Epoch [44][40/264] lr: 4.194e-01, eta: 1 day, 4:56:19, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4092, top5_acc: 0.6833, loss_cls: 2.4315, loss: 2.4315, grad_norm: 1.0398, top1_acc/aux0: 0.3733, top5_acc/aux0: 0.6488, loss_cls/aux0: 2.6258, loss/aux0: 2.6258 2020-10-22 06:31:06,101 - mmaction - INFO - Epoch [44][60/264] lr: 4.194e-01, eta: 1 day, 4:54:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4009, top5_acc: 0.6686, loss_cls: 2.5105, loss: 2.5105, grad_norm: 1.0750, top1_acc/aux0: 0.3720, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.6014, loss/aux0: 2.6014 2020-10-22 06:31:07,041 - mmaction - INFO - Epoch [44][60/264] lr: 4.194e-01, eta: 1 day, 4:55:43, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4009, top5_acc: 0.6686, loss_cls: 2.5105, loss: 2.5105, grad_norm: 1.0753, top1_acc/aux0: 0.3717, top5_acc/aux0: 0.6556, loss_cls/aux0: 2.6078, loss/aux0: 2.6078 2020-10-22 06:31:43,501 - mmaction - INFO - Epoch [44][80/264] lr: 4.194e-01, eta: 1 day, 4:53:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4106, top5_acc: 0.6873, loss_cls: 2.4665, loss: 2.4665, grad_norm: 1.0616, top1_acc/aux0: 0.3740, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.6411, loss/aux0: 2.6411 2020-10-22 06:31:44,436 - mmaction - INFO - Epoch [44][80/264] lr: 4.194e-01, eta: 1 day, 4:55:08, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4106, top5_acc: 0.6873, loss_cls: 2.4665, loss: 2.4665, grad_norm: 1.0616, top1_acc/aux0: 0.3759, top5_acc/aux0: 0.6500, loss_cls/aux0: 2.6329, loss/aux0: 2.6329 2020-10-22 06:32:21,141 - mmaction - INFO - Epoch [44][100/264] lr: 4.194e-01, eta: 1 day, 4:53:01, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6681, loss_cls: 2.5143, loss: 2.5143, grad_norm: 1.0532, top1_acc/aux0: 0.3731, top5_acc/aux0: 0.6455, loss_cls/aux0: 2.6580, loss/aux0: 2.6580 2020-10-22 06:32:22,076 - mmaction - INFO - Epoch [44][100/264] lr: 4.194e-01, eta: 1 day, 4:54:34, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6681, loss_cls: 2.5143, loss: 2.5143, grad_norm: 1.0522, top1_acc/aux0: 0.3731, top5_acc/aux0: 0.6469, loss_cls/aux0: 2.6513, loss/aux0: 2.6513 2020-10-22 06:32:58,868 - mmaction - INFO - Epoch [44][120/264] lr: 4.194e-01, eta: 1 day, 4:52:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4087, top5_acc: 0.6694, loss_cls: 2.5026, loss: 2.5026, grad_norm: 1.0527, top1_acc/aux0: 0.3618, top5_acc/aux0: 0.6479, loss_cls/aux0: 2.6625, loss/aux0: 2.6625 2020-10-22 06:32:59,784 - mmaction - INFO - Epoch [44][120/264] lr: 4.194e-01, eta: 1 day, 4:54:00, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4087, top5_acc: 0.6694, loss_cls: 2.5026, loss: 2.5026, grad_norm: 1.0579, top1_acc/aux0: 0.3606, top5_acc/aux0: 0.6450, loss_cls/aux0: 2.6755, loss/aux0: 2.6755 2020-10-22 06:33:36,588 - mmaction - INFO - Epoch [44][140/264] lr: 4.194e-01, eta: 1 day, 4:51:55, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6745, loss_cls: 2.5237, loss: 2.5237, grad_norm: 1.0528, top1_acc/aux0: 0.3627, top5_acc/aux0: 0.6455, loss_cls/aux0: 2.6607, loss/aux0: 2.6607 2020-10-22 06:33:37,524 - mmaction - INFO - Epoch [44][140/264] lr: 4.194e-01, eta: 1 day, 4:53:28, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6745, loss_cls: 2.5237, loss: 2.5237, grad_norm: 1.0496, top1_acc/aux0: 0.3628, top5_acc/aux0: 0.6455, loss_cls/aux0: 2.6570, loss/aux0: 2.6570 2020-10-22 06:34:14,174 - mmaction - INFO - Epoch [44][160/264] lr: 4.194e-01, eta: 1 day, 4:51:22, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4087, top5_acc: 0.6767, loss_cls: 2.4976, loss: 2.4976, grad_norm: 1.0583, top1_acc/aux0: 0.3701, top5_acc/aux0: 0.6427, loss_cls/aux0: 2.6448, loss/aux0: 2.6448 2020-10-22 06:34:15,117 - mmaction - INFO - Epoch [44][160/264] lr: 4.194e-01, eta: 1 day, 4:52:54, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4087, top5_acc: 0.6767, loss_cls: 2.4976, loss: 2.4976, grad_norm: 1.0542, top1_acc/aux0: 0.3710, top5_acc/aux0: 0.6464, loss_cls/aux0: 2.6366, loss/aux0: 2.6366 2020-10-22 06:34:51,748 - mmaction - INFO - Epoch [44][180/264] lr: 4.194e-01, eta: 1 day, 4:50:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6663, loss_cls: 2.5303, loss: 2.5303, grad_norm: 1.0501, top1_acc/aux0: 0.3731, top5_acc/aux0: 0.6425, loss_cls/aux0: 2.6401, loss/aux0: 2.6401 2020-10-22 06:34:52,693 - mmaction - INFO - Epoch [44][180/264] lr: 4.194e-01, eta: 1 day, 4:52:19, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6663, loss_cls: 2.5303, loss: 2.5303, grad_norm: 1.0517, top1_acc/aux0: 0.3727, top5_acc/aux0: 0.6391, loss_cls/aux0: 2.6491, loss/aux0: 2.6491 2020-10-22 06:35:29,594 - mmaction - INFO - Epoch [44][200/264] lr: 4.194e-01, eta: 1 day, 4:50:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6778, loss_cls: 2.4976, loss: 2.4976, grad_norm: 1.0351, top1_acc/aux0: 0.3825, top5_acc/aux0: 0.6609, loss_cls/aux0: 2.5867, loss/aux0: 2.5867 2020-10-22 06:35:30,524 - mmaction - INFO - Epoch [44][200/264] lr: 4.194e-01, eta: 1 day, 4:51:44, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6778, loss_cls: 2.4976, loss: 2.4976, grad_norm: 1.0378, top1_acc/aux0: 0.3821, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.5914, loss/aux0: 2.5914 2020-10-22 06:36:07,102 - mmaction - INFO - Epoch [44][220/264] lr: 4.194e-01, eta: 1 day, 4:49:39, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3944, top5_acc: 0.6635, loss_cls: 2.5420, loss: 2.5420, grad_norm: 1.0476, top1_acc/aux0: 0.3658, top5_acc/aux0: 0.6411, loss_cls/aux0: 2.6779, loss/aux0: 2.6779 2020-10-22 06:36:08,062 - mmaction - INFO - Epoch [44][220/264] lr: 4.194e-01, eta: 1 day, 4:51:09, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3944, top5_acc: 0.6635, loss_cls: 2.5420, loss: 2.5420, grad_norm: 1.0448, top1_acc/aux0: 0.3682, top5_acc/aux0: 0.6413, loss_cls/aux0: 2.6656, loss/aux0: 2.6656 2020-10-22 06:36:44,872 - mmaction - INFO - Epoch [44][240/264] lr: 4.194e-01, eta: 1 day, 4:49:04, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6635, loss_cls: 2.5275, loss: 2.5275, grad_norm: 1.0268, top1_acc/aux0: 0.3903, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.5611, loss/aux0: 2.5611 2020-10-22 06:36:45,894 - mmaction - INFO - Epoch [44][240/264] lr: 4.194e-01, eta: 1 day, 4:50:36, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6635, loss_cls: 2.5275, loss: 2.5275, grad_norm: 1.0303, top1_acc/aux0: 0.3880, top5_acc/aux0: 0.6595, loss_cls/aux0: 2.5683, loss/aux0: 2.5683 2020-10-22 06:37:22,368 - mmaction - INFO - Epoch [44][260/264] lr: 4.194e-01, eta: 1 day, 4:48:29, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6703, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.0421, top1_acc/aux0: 0.3661, top5_acc/aux0: 0.6396, loss_cls/aux0: 2.6870, loss/aux0: 2.6870 2020-10-22 06:37:23,282 - mmaction - INFO - Epoch [44][260/264] lr: 4.194e-01, eta: 1 day, 4:49:58, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6703, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.0406, top1_acc/aux0: 0.3646, top5_acc/aux0: 0.6410, loss_cls/aux0: 2.6855, loss/aux0: 2.6855 2020-10-22 06:43:28,076 - mmaction - INFO - Epoch [45][20/264] lr: 4.180e-01, eta: 1 day, 4:47:09, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6675, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.0521, top1_acc/aux0: 0.3757, top5_acc/aux0: 0.6513, loss_cls/aux0: 2.6312, loss/aux0: 2.6312 2020-10-22 06:43:29,065 - mmaction - INFO - Epoch [45][20/264] lr: 4.180e-01, eta: 1 day, 4:48:38, time: 0.929, data_time: 0.005, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6675, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.0546, top1_acc/aux0: 0.3776, top5_acc/aux0: 0.6510, loss_cls/aux0: 2.6273, loss/aux0: 2.6273 2020-10-22 06:44:05,418 - mmaction - INFO - Epoch [45][40/264] lr: 4.180e-01, eta: 1 day, 4:46:33, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6720, loss_cls: 2.4967, loss: 2.4967, grad_norm: 1.0620, top1_acc/aux0: 0.3726, top5_acc/aux0: 0.6465, loss_cls/aux0: 2.6470, loss/aux0: 2.6470 2020-10-22 06:44:06,398 - mmaction - INFO - Epoch [45][40/264] lr: 4.180e-01, eta: 1 day, 4:48:02, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6720, loss_cls: 2.4967, loss: 2.4967, grad_norm: 1.0625, top1_acc/aux0: 0.3691, top5_acc/aux0: 0.6438, loss_cls/aux0: 2.6598, loss/aux0: 2.6598 2020-10-22 06:44:42,962 - mmaction - INFO - Epoch [45][60/264] lr: 4.180e-01, eta: 1 day, 4:45:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6750, loss_cls: 2.4937, loss: 2.4937, grad_norm: 1.0302, top1_acc/aux0: 0.3734, top5_acc/aux0: 0.6543, loss_cls/aux0: 2.6011, loss/aux0: 2.6011 2020-10-22 06:44:43,911 - mmaction - INFO - Epoch [45][60/264] lr: 4.180e-01, eta: 1 day, 4:47:27, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6750, loss_cls: 2.4937, loss: 2.4937, grad_norm: 1.0320, top1_acc/aux0: 0.3724, top5_acc/aux0: 0.6552, loss_cls/aux0: 2.6051, loss/aux0: 2.6051 2020-10-22 06:45:20,553 - mmaction - INFO - Epoch [45][80/264] lr: 4.180e-01, eta: 1 day, 4:45:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6802, loss_cls: 2.4912, loss: 2.4912, grad_norm: 1.0353, top1_acc/aux0: 0.3755, top5_acc/aux0: 0.6531, loss_cls/aux0: 2.6187, loss/aux0: 2.6187 2020-10-22 06:45:21,482 - mmaction - INFO - Epoch [45][80/264] lr: 4.180e-01, eta: 1 day, 4:46:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6802, loss_cls: 2.4912, loss: 2.4912, grad_norm: 1.0314, top1_acc/aux0: 0.3802, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.5915, loss/aux0: 2.5915 2020-10-22 06:45:58,126 - mmaction - INFO - Epoch [45][100/264] lr: 4.180e-01, eta: 1 day, 4:44:49, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4097, top5_acc: 0.6842, loss_cls: 2.4652, loss: 2.4652, grad_norm: 1.0575, top1_acc/aux0: 0.3814, top5_acc/aux0: 0.6566, loss_cls/aux0: 2.6036, loss/aux0: 2.6036 2020-10-22 06:45:59,061 - mmaction - INFO - Epoch [45][100/264] lr: 4.180e-01, eta: 1 day, 4:46:19, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4097, top5_acc: 0.6842, loss_cls: 2.4652, loss: 2.4652, grad_norm: 1.0534, top1_acc/aux0: 0.3783, top5_acc/aux0: 0.6549, loss_cls/aux0: 2.6127, loss/aux0: 2.6127 2020-10-22 06:46:35,898 - mmaction - INFO - Epoch [45][120/264] lr: 4.180e-01, eta: 1 day, 4:44:16, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4064, top5_acc: 0.6830, loss_cls: 2.4522, loss: 2.4522, grad_norm: 1.0526, top1_acc/aux0: 0.3743, top5_acc/aux0: 0.6549, loss_cls/aux0: 2.5998, loss/aux0: 2.5998 2020-10-22 06:46:36,830 - mmaction - INFO - Epoch [45][120/264] lr: 4.180e-01, eta: 1 day, 4:45:46, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4064, top5_acc: 0.6830, loss_cls: 2.4522, loss: 2.4522, grad_norm: 1.0523, top1_acc/aux0: 0.3788, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.5978, loss/aux0: 2.5978 2020-10-22 06:47:13,352 - mmaction - INFO - Epoch [45][140/264] lr: 4.180e-01, eta: 1 day, 4:43:42, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4040, top5_acc: 0.6785, loss_cls: 2.5033, loss: 2.5033, grad_norm: 1.0583, top1_acc/aux0: 0.3780, top5_acc/aux0: 0.6486, loss_cls/aux0: 2.6280, loss/aux0: 2.6280 2020-10-22 06:47:14,315 - mmaction - INFO - Epoch [45][140/264] lr: 4.180e-01, eta: 1 day, 4:45:11, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4040, top5_acc: 0.6785, loss_cls: 2.5033, loss: 2.5033, grad_norm: 1.0597, top1_acc/aux0: 0.3712, top5_acc/aux0: 0.6439, loss_cls/aux0: 2.6410, loss/aux0: 2.6410 2020-10-22 06:47:51,035 - mmaction - INFO - Epoch [45][160/264] lr: 4.180e-01, eta: 1 day, 4:43:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4063, top5_acc: 0.6769, loss_cls: 2.5066, loss: 2.5066, grad_norm: 1.0526, top1_acc/aux0: 0.3708, top5_acc/aux0: 0.6444, loss_cls/aux0: 2.6479, loss/aux0: 2.6479 2020-10-22 06:47:51,967 - mmaction - INFO - Epoch [45][160/264] lr: 4.180e-01, eta: 1 day, 4:44:36, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4063, top5_acc: 0.6769, loss_cls: 2.5066, loss: 2.5066, grad_norm: 1.0510, top1_acc/aux0: 0.3762, top5_acc/aux0: 0.6490, loss_cls/aux0: 2.6342, loss/aux0: 2.6342 2020-10-22 06:48:29,024 - mmaction - INFO - Epoch [45][180/264] lr: 4.180e-01, eta: 1 day, 4:42:33, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3931, top5_acc: 0.6776, loss_cls: 2.4912, loss: 2.4912, grad_norm: 1.0690, top1_acc/aux0: 0.3818, top5_acc/aux0: 0.6536, loss_cls/aux0: 2.6192, loss/aux0: 2.6192 2020-10-22 06:48:29,959 - mmaction - INFO - Epoch [45][180/264] lr: 4.180e-01, eta: 1 day, 4:44:02, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3931, top5_acc: 0.6776, loss_cls: 2.4912, loss: 2.4912, grad_norm: 1.0707, top1_acc/aux0: 0.3774, top5_acc/aux0: 0.6493, loss_cls/aux0: 2.6386, loss/aux0: 2.6386 2020-10-22 06:49:06,980 - mmaction - INFO - Epoch [45][200/264] lr: 4.180e-01, eta: 1 day, 4:41:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6818, loss_cls: 2.4700, loss: 2.4700, grad_norm: 1.0457, top1_acc/aux0: 0.3774, top5_acc/aux0: 0.6377, loss_cls/aux0: 2.6527, loss/aux0: 2.6527 2020-10-22 06:49:07,931 - mmaction - INFO - Epoch [45][200/264] lr: 4.180e-01, eta: 1 day, 4:43:28, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6818, loss_cls: 2.4700, loss: 2.4700, grad_norm: 1.0440, top1_acc/aux0: 0.3816, top5_acc/aux0: 0.6418, loss_cls/aux0: 2.6335, loss/aux0: 2.6335 2020-10-22 06:49:44,663 - mmaction - INFO - Epoch [45][220/264] lr: 4.180e-01, eta: 1 day, 4:41:25, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6684, loss_cls: 2.5355, loss: 2.5355, grad_norm: 1.0566, top1_acc/aux0: 0.3774, top5_acc/aux0: 0.6512, loss_cls/aux0: 2.6136, loss/aux0: 2.6136 2020-10-22 06:49:45,600 - mmaction - INFO - Epoch [45][220/264] lr: 4.180e-01, eta: 1 day, 4:42:54, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6684, loss_cls: 2.5355, loss: 2.5355, grad_norm: 1.0558, top1_acc/aux0: 0.3753, top5_acc/aux0: 0.6460, loss_cls/aux0: 2.6262, loss/aux0: 2.6262 2020-10-22 06:50:22,383 - mmaction - INFO - Epoch [45][240/264] lr: 4.180e-01, eta: 1 day, 4:40:52, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3905, top5_acc: 0.6653, loss_cls: 2.5447, loss: 2.5447, grad_norm: 1.0480, top1_acc/aux0: 0.3866, top5_acc/aux0: 0.6465, loss_cls/aux0: 2.6182, loss/aux0: 2.6182 2020-10-22 06:50:23,318 - mmaction - INFO - Epoch [45][240/264] lr: 4.180e-01, eta: 1 day, 4:42:21, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.3905, top5_acc: 0.6653, loss_cls: 2.5447, loss: 2.5447, grad_norm: 1.0513, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6490, loss_cls/aux0: 2.6201, loss/aux0: 2.6201 2020-10-22 06:50:59,979 - mmaction - INFO - Epoch [45][260/264] lr: 4.180e-01, eta: 1 day, 4:40:17, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6719, loss_cls: 2.5099, loss: 2.5099, grad_norm: 1.0406, top1_acc/aux0: 0.3806, top5_acc/aux0: 0.6557, loss_cls/aux0: 2.6065, loss/aux0: 2.6065 2020-10-22 06:51:00,918 - mmaction - INFO - Epoch [45][260/264] lr: 4.180e-01, eta: 1 day, 4:41:44, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6719, loss_cls: 2.5099, loss: 2.5099, grad_norm: 1.0395, top1_acc/aux0: 0.3837, top5_acc/aux0: 0.6561, loss_cls/aux0: 2.6009, loss/aux0: 2.6009 2020-10-22 06:57:03,266 - mmaction - INFO - Epoch [46][20/264] lr: 4.166e-01, eta: 1 day, 4:38:58, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6840, loss_cls: 2.4519, loss: 2.4519, grad_norm: 1.0570, top1_acc/aux0: 0.3755, top5_acc/aux0: 0.6524, loss_cls/aux0: 2.6140, loss/aux0: 2.6140 2020-10-22 06:57:04,240 - mmaction - INFO - Epoch [46][20/264] lr: 4.166e-01, eta: 1 day, 4:40:25, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6840, loss_cls: 2.4519, loss: 2.4519, grad_norm: 1.0588, top1_acc/aux0: 0.3743, top5_acc/aux0: 0.6517, loss_cls/aux0: 2.6147, loss/aux0: 2.6147 2020-10-22 06:57:40,449 - mmaction - INFO - Epoch [46][40/264] lr: 4.166e-01, eta: 1 day, 4:38:22, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6802, loss_cls: 2.4735, loss: 2.4735, grad_norm: 1.0569, top1_acc/aux0: 0.3750, top5_acc/aux0: 0.6469, loss_cls/aux0: 2.6388, loss/aux0: 2.6388 2020-10-22 06:57:41,386 - mmaction - INFO - Epoch [46][40/264] lr: 4.166e-01, eta: 1 day, 4:39:49, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6802, loss_cls: 2.4735, loss: 2.4735, grad_norm: 1.0603, top1_acc/aux0: 0.3760, top5_acc/aux0: 0.6479, loss_cls/aux0: 2.6421, loss/aux0: 2.6421 2020-10-22 06:58:17,949 - mmaction - INFO - Epoch [46][60/264] lr: 4.166e-01, eta: 1 day, 4:37:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6828, loss_cls: 2.4478, loss: 2.4478, grad_norm: 1.0442, top1_acc/aux0: 0.3747, top5_acc/aux0: 0.6545, loss_cls/aux0: 2.6231, loss/aux0: 2.6231 2020-10-22 06:58:18,889 - mmaction - INFO - Epoch [46][60/264] lr: 4.166e-01, eta: 1 day, 4:39:14, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6828, loss_cls: 2.4478, loss: 2.4478, grad_norm: 1.0474, top1_acc/aux0: 0.3734, top5_acc/aux0: 0.6545, loss_cls/aux0: 2.6190, loss/aux0: 2.6190 2020-10-22 06:58:55,383 - mmaction - INFO - Epoch [46][80/264] lr: 4.166e-01, eta: 1 day, 4:37:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6729, loss_cls: 2.5021, loss: 2.5021, grad_norm: 1.0564, top1_acc/aux0: 0.3747, top5_acc/aux0: 0.6455, loss_cls/aux0: 2.6262, loss/aux0: 2.6262 2020-10-22 06:58:56,316 - mmaction - INFO - Epoch [46][80/264] lr: 4.166e-01, eta: 1 day, 4:38:38, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6729, loss_cls: 2.5021, loss: 2.5021, grad_norm: 1.0529, top1_acc/aux0: 0.3760, top5_acc/aux0: 0.6429, loss_cls/aux0: 2.6323, loss/aux0: 2.6323 2020-10-22 06:59:32,942 - mmaction - INFO - Epoch [46][100/264] lr: 4.166e-01, eta: 1 day, 4:36:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6901, loss_cls: 2.4211, loss: 2.4211, grad_norm: 1.0518, top1_acc/aux0: 0.3832, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.5934, loss/aux0: 2.5934 2020-10-22 06:59:33,937 - mmaction - INFO - Epoch [46][100/264] lr: 4.166e-01, eta: 1 day, 4:38:03, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6901, loss_cls: 2.4211, loss: 2.4211, grad_norm: 1.0549, top1_acc/aux0: 0.3849, top5_acc/aux0: 0.6599, loss_cls/aux0: 2.5849, loss/aux0: 2.5849 2020-10-22 07:00:11,114 - mmaction - INFO - Epoch [46][120/264] lr: 4.166e-01, eta: 1 day, 4:36:02, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3986, top5_acc: 0.6715, loss_cls: 2.5084, loss: 2.5084, grad_norm: 1.0523, top1_acc/aux0: 0.3769, top5_acc/aux0: 0.6493, loss_cls/aux0: 2.6512, loss/aux0: 2.6512 2020-10-22 07:00:12,057 - mmaction - INFO - Epoch [46][120/264] lr: 4.166e-01, eta: 1 day, 4:37:30, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.3986, top5_acc: 0.6715, loss_cls: 2.5084, loss: 2.5084, grad_norm: 1.0526, top1_acc/aux0: 0.3740, top5_acc/aux0: 0.6490, loss_cls/aux0: 2.6567, loss/aux0: 2.6567 2020-10-22 07:00:48,830 - mmaction - INFO - Epoch [46][140/264] lr: 4.166e-01, eta: 1 day, 4:35:29, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3965, top5_acc: 0.6705, loss_cls: 2.5014, loss: 2.5014, grad_norm: 1.0372, top1_acc/aux0: 0.3604, top5_acc/aux0: 0.6479, loss_cls/aux0: 2.6597, loss/aux0: 2.6597 2020-10-22 07:00:49,761 - mmaction - INFO - Epoch [46][140/264] lr: 4.166e-01, eta: 1 day, 4:36:56, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.3965, top5_acc: 0.6705, loss_cls: 2.5014, loss: 2.5014, grad_norm: 1.0348, top1_acc/aux0: 0.3615, top5_acc/aux0: 0.6488, loss_cls/aux0: 2.6544, loss/aux0: 2.6544 2020-10-22 07:01:26,603 - mmaction - INFO - Epoch [46][160/264] lr: 4.166e-01, eta: 1 day, 4:34:55, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6821, loss_cls: 2.4890, loss: 2.4890, grad_norm: 1.0669, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6488, loss_cls/aux0: 2.6236, loss/aux0: 2.6236 2020-10-22 07:01:27,588 - mmaction - INFO - Epoch [46][160/264] lr: 4.166e-01, eta: 1 day, 4:36:23, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6821, loss_cls: 2.4890, loss: 2.4890, grad_norm: 1.0672, top1_acc/aux0: 0.3790, top5_acc/aux0: 0.6465, loss_cls/aux0: 2.6224, loss/aux0: 2.6224 2020-10-22 07:02:04,314 - mmaction - INFO - Epoch [46][180/264] lr: 4.166e-01, eta: 1 day, 4:34:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3929, top5_acc: 0.6663, loss_cls: 2.5337, loss: 2.5337, grad_norm: 1.0437, top1_acc/aux0: 0.3717, top5_acc/aux0: 0.6450, loss_cls/aux0: 2.6364, loss/aux0: 2.6364 2020-10-22 07:02:05,288 - mmaction - INFO - Epoch [46][180/264] lr: 4.166e-01, eta: 1 day, 4:35:49, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3929, top5_acc: 0.6663, loss_cls: 2.5337, loss: 2.5337, grad_norm: 1.0481, top1_acc/aux0: 0.3712, top5_acc/aux0: 0.6450, loss_cls/aux0: 2.6515, loss/aux0: 2.6515 2020-10-22 07:02:42,334 - mmaction - INFO - Epoch [46][200/264] lr: 4.166e-01, eta: 1 day, 4:33:49, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4113, top5_acc: 0.6873, loss_cls: 2.4458, loss: 2.4458, grad_norm: 1.0403, top1_acc/aux0: 0.3790, top5_acc/aux0: 0.6432, loss_cls/aux0: 2.6665, loss/aux0: 2.6665 2020-10-22 07:02:43,277 - mmaction - INFO - Epoch [46][200/264] lr: 4.166e-01, eta: 1 day, 4:35:17, time: 0.957, data_time: 0.002, memory: 8466, top1_acc: 0.4113, top5_acc: 0.6873, loss_cls: 2.4458, loss: 2.4458, grad_norm: 1.0357, top1_acc/aux0: 0.3826, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.6497, loss/aux0: 2.6497 2020-10-22 07:03:20,103 - mmaction - INFO - Epoch [46][220/264] lr: 4.166e-01, eta: 1 day, 4:33:16, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4030, top5_acc: 0.6790, loss_cls: 2.4917, loss: 2.4917, grad_norm: 1.0497, top1_acc/aux0: 0.3832, top5_acc/aux0: 0.6561, loss_cls/aux0: 2.5967, loss/aux0: 2.5967 2020-10-22 07:03:21,094 - mmaction - INFO - Epoch [46][220/264] lr: 4.166e-01, eta: 1 day, 4:34:43, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4030, top5_acc: 0.6790, loss_cls: 2.4917, loss: 2.4917, grad_norm: 1.0527, top1_acc/aux0: 0.3778, top5_acc/aux0: 0.6514, loss_cls/aux0: 2.6151, loss/aux0: 2.6151 2020-10-22 07:03:57,669 - mmaction - INFO - Epoch [46][240/264] lr: 4.166e-01, eta: 1 day, 4:32:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4033, top5_acc: 0.6720, loss_cls: 2.5224, loss: 2.5224, grad_norm: 1.0336, top1_acc/aux0: 0.3806, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.5926, loss/aux0: 2.5926 2020-10-22 07:03:58,601 - mmaction - INFO - Epoch [46][240/264] lr: 4.166e-01, eta: 1 day, 4:34:07, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4033, top5_acc: 0.6720, loss_cls: 2.5224, loss: 2.5224, grad_norm: 1.0308, top1_acc/aux0: 0.3802, top5_acc/aux0: 0.6613, loss_cls/aux0: 2.5791, loss/aux0: 2.5791 2020-10-22 07:04:35,226 - mmaction - INFO - Epoch [46][260/264] lr: 4.166e-01, eta: 1 day, 4:32:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6806, loss_cls: 2.4706, loss: 2.4706, grad_norm: 1.0476, top1_acc/aux0: 0.3807, top5_acc/aux0: 0.6530, loss_cls/aux0: 2.6218, loss/aux0: 2.6218 2020-10-22 07:04:36,137 - mmaction - INFO - Epoch [46][260/264] lr: 4.166e-01, eta: 1 day, 4:33:32, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6806, loss_cls: 2.4706, loss: 2.4706, grad_norm: 1.0481, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6526, loss_cls/aux0: 2.6190, loss/aux0: 2.6190 2020-10-22 07:10:34,842 - mmaction - INFO - Epoch [47][20/264] lr: 4.151e-01, eta: 1 day, 4:30:50, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6839, loss_cls: 2.4629, loss: 2.4629, grad_norm: 1.0507, top1_acc/aux0: 0.3808, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5773, loss/aux0: 2.5773 2020-10-22 07:10:35,795 - mmaction - INFO - Epoch [47][20/264] lr: 4.151e-01, eta: 1 day, 4:32:15, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6839, loss_cls: 2.4629, loss: 2.4629, grad_norm: 1.0484, top1_acc/aux0: 0.3806, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5797, loss/aux0: 2.5797 2020-10-22 07:11:12,329 - mmaction - INFO - Epoch [47][40/264] lr: 4.151e-01, eta: 1 day, 4:30:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6830, loss_cls: 2.4440, loss: 2.4440, grad_norm: 1.0492, top1_acc/aux0: 0.3852, top5_acc/aux0: 0.6559, loss_cls/aux0: 2.6004, loss/aux0: 2.6004 2020-10-22 07:11:13,263 - mmaction - INFO - Epoch [47][40/264] lr: 4.151e-01, eta: 1 day, 4:31:40, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6830, loss_cls: 2.4440, loss: 2.4440, grad_norm: 1.0517, top1_acc/aux0: 0.3842, top5_acc/aux0: 0.6549, loss_cls/aux0: 2.6030, loss/aux0: 2.6030 2020-10-22 07:11:49,924 - mmaction - INFO - Epoch [47][60/264] lr: 4.151e-01, eta: 1 day, 4:29:41, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4066, top5_acc: 0.6773, loss_cls: 2.4859, loss: 2.4859, grad_norm: 1.0386, top1_acc/aux0: 0.3788, top5_acc/aux0: 0.6557, loss_cls/aux0: 2.5977, loss/aux0: 2.5977 2020-10-22 07:11:50,857 - mmaction - INFO - Epoch [47][60/264] lr: 4.151e-01, eta: 1 day, 4:31:06, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4066, top5_acc: 0.6773, loss_cls: 2.4859, loss: 2.4859, grad_norm: 1.0435, top1_acc/aux0: 0.3802, top5_acc/aux0: 0.6561, loss_cls/aux0: 2.5974, loss/aux0: 2.5974 2020-10-22 07:12:27,409 - mmaction - INFO - Epoch [47][80/264] lr: 4.151e-01, eta: 1 day, 4:29:06, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3981, top5_acc: 0.6712, loss_cls: 2.5086, loss: 2.5086, grad_norm: 1.0742, top1_acc/aux0: 0.3738, top5_acc/aux0: 0.6439, loss_cls/aux0: 2.6397, loss/aux0: 2.6397 2020-10-22 07:12:28,349 - mmaction - INFO - Epoch [47][80/264] lr: 4.151e-01, eta: 1 day, 4:30:32, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3981, top5_acc: 0.6712, loss_cls: 2.5086, loss: 2.5086, grad_norm: 1.0723, top1_acc/aux0: 0.3760, top5_acc/aux0: 0.6467, loss_cls/aux0: 2.6279, loss/aux0: 2.6279 2020-10-22 07:13:05,269 - mmaction - INFO - Epoch [47][100/264] lr: 4.151e-01, eta: 1 day, 4:28:31, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6793, loss_cls: 2.4865, loss: 2.4865, grad_norm: 1.0468, top1_acc/aux0: 0.3918, top5_acc/aux0: 0.6519, loss_cls/aux0: 2.5999, loss/aux0: 2.5999 2020-10-22 07:13:06,235 - mmaction - INFO - Epoch [47][100/264] lr: 4.151e-01, eta: 1 day, 4:29:56, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6793, loss_cls: 2.4865, loss: 2.4865, grad_norm: 1.0500, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6488, loss_cls/aux0: 2.6160, loss/aux0: 2.6160 2020-10-22 07:13:43,106 - mmaction - INFO - Epoch [47][120/264] lr: 4.151e-01, eta: 1 day, 4:27:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4092, top5_acc: 0.6877, loss_cls: 2.4510, loss: 2.4510, grad_norm: 1.0547, top1_acc/aux0: 0.3799, top5_acc/aux0: 0.6550, loss_cls/aux0: 2.6152, loss/aux0: 2.6152 2020-10-22 07:13:44,054 - mmaction - INFO - Epoch [47][120/264] lr: 4.151e-01, eta: 1 day, 4:29:21, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4092, top5_acc: 0.6877, loss_cls: 2.4510, loss: 2.4510, grad_norm: 1.0539, top1_acc/aux0: 0.3792, top5_acc/aux0: 0.6545, loss_cls/aux0: 2.6152, loss/aux0: 2.6152 2020-10-22 07:14:20,869 - mmaction - INFO - Epoch [47][140/264] lr: 4.151e-01, eta: 1 day, 4:27:22, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3981, top5_acc: 0.6682, loss_cls: 2.5356, loss: 2.5356, grad_norm: 1.0567, top1_acc/aux0: 0.3681, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6535, loss/aux0: 2.6535 2020-10-22 07:14:21,821 - mmaction - INFO - Epoch [47][140/264] lr: 4.151e-01, eta: 1 day, 4:28:47, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3981, top5_acc: 0.6682, loss_cls: 2.5356, loss: 2.5356, grad_norm: 1.0585, top1_acc/aux0: 0.3667, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6581, loss/aux0: 2.6581 2020-10-22 07:14:58,607 - mmaction - INFO - Epoch [47][160/264] lr: 4.151e-01, eta: 1 day, 4:26:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3861, top5_acc: 0.6707, loss_cls: 2.5195, loss: 2.5195, grad_norm: 1.0555, top1_acc/aux0: 0.3694, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.6193, loss/aux0: 2.6193 2020-10-22 07:14:59,548 - mmaction - INFO - Epoch [47][160/264] lr: 4.151e-01, eta: 1 day, 4:28:12, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3861, top5_acc: 0.6707, loss_cls: 2.5195, loss: 2.5195, grad_norm: 1.0564, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.6536, loss_cls/aux0: 2.6032, loss/aux0: 2.6032 2020-10-22 07:15:36,414 - mmaction - INFO - Epoch [47][180/264] lr: 4.151e-01, eta: 1 day, 4:26:14, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6918, loss_cls: 2.4281, loss: 2.4281, grad_norm: 1.0559, top1_acc/aux0: 0.3823, top5_acc/aux0: 0.6592, loss_cls/aux0: 2.5954, loss/aux0: 2.5954 2020-10-22 07:15:37,507 - mmaction - INFO - Epoch [47][180/264] lr: 4.151e-01, eta: 1 day, 4:27:39, time: 0.956, data_time: 0.002, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6918, loss_cls: 2.4281, loss: 2.4281, grad_norm: 1.0597, top1_acc/aux0: 0.3806, top5_acc/aux0: 0.6554, loss_cls/aux0: 2.6105, loss/aux0: 2.6105 2020-10-22 07:16:14,018 - mmaction - INFO - Epoch [47][200/264] lr: 4.151e-01, eta: 1 day, 4:25:40, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3960, top5_acc: 0.6672, loss_cls: 2.5339, loss: 2.5339, grad_norm: 1.0505, top1_acc/aux0: 0.3753, top5_acc/aux0: 0.6464, loss_cls/aux0: 2.6246, loss/aux0: 2.6246 2020-10-22 07:16:14,992 - mmaction - INFO - Epoch [47][200/264] lr: 4.151e-01, eta: 1 day, 4:27:03, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3960, top5_acc: 0.6672, loss_cls: 2.5339, loss: 2.5339, grad_norm: 1.0524, top1_acc/aux0: 0.3792, top5_acc/aux0: 0.6488, loss_cls/aux0: 2.6134, loss/aux0: 2.6134 2020-10-22 07:16:51,643 - mmaction - INFO - Epoch [47][220/264] lr: 4.151e-01, eta: 1 day, 4:25:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4007, top5_acc: 0.6759, loss_cls: 2.4947, loss: 2.4947, grad_norm: 1.0392, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6569, loss_cls/aux0: 2.5985, loss/aux0: 2.5985 2020-10-22 07:16:52,588 - mmaction - INFO - Epoch [47][220/264] lr: 4.151e-01, eta: 1 day, 4:26:28, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4007, top5_acc: 0.6759, loss_cls: 2.4947, loss: 2.4947, grad_norm: 1.0420, top1_acc/aux0: 0.3759, top5_acc/aux0: 0.6571, loss_cls/aux0: 2.5962, loss/aux0: 2.5962 2020-10-22 07:17:29,319 - mmaction - INFO - Epoch [47][240/264] lr: 4.151e-01, eta: 1 day, 4:24:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4059, top5_acc: 0.6814, loss_cls: 2.4603, loss: 2.4603, grad_norm: 1.0385, top1_acc/aux0: 0.3724, top5_acc/aux0: 0.6509, loss_cls/aux0: 2.6218, loss/aux0: 2.6218 2020-10-22 07:17:30,288 - mmaction - INFO - Epoch [47][240/264] lr: 4.151e-01, eta: 1 day, 4:25:55, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4059, top5_acc: 0.6814, loss_cls: 2.4603, loss: 2.4603, grad_norm: 1.0354, top1_acc/aux0: 0.3741, top5_acc/aux0: 0.6512, loss_cls/aux0: 2.6192, loss/aux0: 2.6192 2020-10-22 07:18:06,571 - mmaction - INFO - Epoch [47][260/264] lr: 4.151e-01, eta: 1 day, 4:23:55, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6760, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.0549, top1_acc/aux0: 0.3745, top5_acc/aux0: 0.6460, loss_cls/aux0: 2.6298, loss/aux0: 2.6298 2020-10-22 07:18:07,499 - mmaction - INFO - Epoch [47][260/264] lr: 4.151e-01, eta: 1 day, 4:25:17, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6760, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.0495, top1_acc/aux0: 0.3747, top5_acc/aux0: 0.6446, loss_cls/aux0: 2.6328, loss/aux0: 2.6328 2020-10-22 07:24:14,682 - mmaction - INFO - Epoch [48][20/264] lr: 4.136e-01, eta: 1 day, 4:22:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6726, loss_cls: 2.4961, loss: 2.4961, grad_norm: 1.0308, top1_acc/aux0: 0.3668, top5_acc/aux0: 0.6511, loss_cls/aux0: 2.6262, loss/aux0: 2.6262 2020-10-22 07:24:15,683 - mmaction - INFO - Epoch [48][20/264] lr: 4.136e-01, eta: 1 day, 4:24:01, time: 0.939, data_time: 0.005, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6726, loss_cls: 2.4961, loss: 2.4961, grad_norm: 1.0377, top1_acc/aux0: 0.3682, top5_acc/aux0: 0.6521, loss_cls/aux0: 2.6229, loss/aux0: 2.6229 2020-10-22 07:24:51,943 - mmaction - INFO - Epoch [48][40/264] lr: 4.136e-01, eta: 1 day, 4:22:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4113, top5_acc: 0.6823, loss_cls: 2.4603, loss: 2.4603, grad_norm: 1.0843, top1_acc/aux0: 0.3792, top5_acc/aux0: 0.6486, loss_cls/aux0: 2.6204, loss/aux0: 2.6204 2020-10-22 07:24:52,893 - mmaction - INFO - Epoch [48][40/264] lr: 4.136e-01, eta: 1 day, 4:23:25, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4113, top5_acc: 0.6823, loss_cls: 2.4603, loss: 2.4603, grad_norm: 1.0757, top1_acc/aux0: 0.3800, top5_acc/aux0: 0.6502, loss_cls/aux0: 2.6104, loss/aux0: 2.6104 2020-10-22 07:25:29,459 - mmaction - INFO - Epoch [48][60/264] lr: 4.136e-01, eta: 1 day, 4:21:27, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6717, loss_cls: 2.5081, loss: 2.5081, grad_norm: 1.0494, top1_acc/aux0: 0.3788, top5_acc/aux0: 0.6592, loss_cls/aux0: 2.5814, loss/aux0: 2.5814 2020-10-22 07:25:30,394 - mmaction - INFO - Epoch [48][60/264] lr: 4.136e-01, eta: 1 day, 4:22:51, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6717, loss_cls: 2.5081, loss: 2.5081, grad_norm: 1.0496, top1_acc/aux0: 0.3778, top5_acc/aux0: 0.6557, loss_cls/aux0: 2.5997, loss/aux0: 2.5997 2020-10-22 07:26:07,163 - mmaction - INFO - Epoch [48][80/264] lr: 4.136e-01, eta: 1 day, 4:20:53, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6819, loss_cls: 2.4767, loss: 2.4767, grad_norm: 1.0534, top1_acc/aux0: 0.3851, top5_acc/aux0: 0.6575, loss_cls/aux0: 2.5737, loss/aux0: 2.5737 2020-10-22 07:26:08,094 - mmaction - INFO - Epoch [48][80/264] lr: 4.136e-01, eta: 1 day, 4:22:17, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6819, loss_cls: 2.4767, loss: 2.4767, grad_norm: 1.0577, top1_acc/aux0: 0.3832, top5_acc/aux0: 0.6583, loss_cls/aux0: 2.5702, loss/aux0: 2.5702 2020-10-22 07:26:44,767 - mmaction - INFO - Epoch [48][100/264] lr: 4.136e-01, eta: 1 day, 4:20:19, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4064, top5_acc: 0.6762, loss_cls: 2.4874, loss: 2.4874, grad_norm: 1.0476, top1_acc/aux0: 0.3675, top5_acc/aux0: 0.6441, loss_cls/aux0: 2.6643, loss/aux0: 2.6643 2020-10-22 07:26:45,722 - mmaction - INFO - Epoch [48][100/264] lr: 4.136e-01, eta: 1 day, 4:21:42, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4064, top5_acc: 0.6762, loss_cls: 2.4874, loss: 2.4874, grad_norm: 1.0469, top1_acc/aux0: 0.3689, top5_acc/aux0: 0.6479, loss_cls/aux0: 2.6498, loss/aux0: 2.6498 2020-10-22 07:27:22,439 - mmaction - INFO - Epoch [48][120/264] lr: 4.136e-01, eta: 1 day, 4:19:45, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4155, top5_acc: 0.6844, loss_cls: 2.4245, loss: 2.4245, grad_norm: 1.0760, top1_acc/aux0: 0.3856, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.5721, loss/aux0: 2.5721 2020-10-22 07:27:23,385 - mmaction - INFO - Epoch [48][120/264] lr: 4.136e-01, eta: 1 day, 4:21:08, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4155, top5_acc: 0.6844, loss_cls: 2.4245, loss: 2.4245, grad_norm: 1.0790, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6557, loss_cls/aux0: 2.5904, loss/aux0: 2.5904 2020-10-22 07:28:00,151 - mmaction - INFO - Epoch [48][140/264] lr: 4.136e-01, eta: 1 day, 4:19:11, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6839, loss_cls: 2.4805, loss: 2.4805, grad_norm: 1.0239, top1_acc/aux0: 0.3825, top5_acc/aux0: 0.6540, loss_cls/aux0: 2.6198, loss/aux0: 2.6198 2020-10-22 07:28:01,193 - mmaction - INFO - Epoch [48][140/264] lr: 4.136e-01, eta: 1 day, 4:20:35, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6839, loss_cls: 2.4805, loss: 2.4805, grad_norm: 1.0247, top1_acc/aux0: 0.3825, top5_acc/aux0: 0.6521, loss_cls/aux0: 2.6242, loss/aux0: 2.6242 2020-10-22 07:28:38,004 - mmaction - INFO - Epoch [48][160/264] lr: 4.136e-01, eta: 1 day, 4:18:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6821, loss_cls: 2.4429, loss: 2.4429, grad_norm: 1.0439, top1_acc/aux0: 0.3759, top5_acc/aux0: 0.6472, loss_cls/aux0: 2.6400, loss/aux0: 2.6400 2020-10-22 07:28:38,928 - mmaction - INFO - Epoch [48][160/264] lr: 4.136e-01, eta: 1 day, 4:20:00, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6821, loss_cls: 2.4429, loss: 2.4429, grad_norm: 1.0484, top1_acc/aux0: 0.3755, top5_acc/aux0: 0.6486, loss_cls/aux0: 2.6372, loss/aux0: 2.6372 2020-10-22 07:29:15,698 - mmaction - INFO - Epoch [48][180/264] lr: 4.136e-01, eta: 1 day, 4:18:04, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3993, top5_acc: 0.6811, loss_cls: 2.4700, loss: 2.4700, grad_norm: 1.0535, top1_acc/aux0: 0.3814, top5_acc/aux0: 0.6582, loss_cls/aux0: 2.6111, loss/aux0: 2.6111 2020-10-22 07:29:16,653 - mmaction - INFO - Epoch [48][180/264] lr: 4.136e-01, eta: 1 day, 4:19:28, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.3993, top5_acc: 0.6811, loss_cls: 2.4700, loss: 2.4700, grad_norm: 1.0517, top1_acc/aux0: 0.3816, top5_acc/aux0: 0.6585, loss_cls/aux0: 2.6044, loss/aux0: 2.6044 2020-10-22 07:29:53,265 - mmaction - INFO - Epoch [48][200/264] lr: 4.136e-01, eta: 1 day, 4:17:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4153, top5_acc: 0.6788, loss_cls: 2.4611, loss: 2.4611, grad_norm: 1.0477, top1_acc/aux0: 0.3717, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.6313, loss/aux0: 2.6313 2020-10-22 07:29:54,217 - mmaction - INFO - Epoch [48][200/264] lr: 4.136e-01, eta: 1 day, 4:18:52, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4153, top5_acc: 0.6788, loss_cls: 2.4611, loss: 2.4611, grad_norm: 1.0483, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.6307, loss/aux0: 2.6307 2020-10-22 07:30:30,951 - mmaction - INFO - Epoch [48][220/264] lr: 4.136e-01, eta: 1 day, 4:16:56, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6646, loss_cls: 2.5365, loss: 2.5365, grad_norm: 1.0526, top1_acc/aux0: 0.3781, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.5731, loss/aux0: 2.5731 2020-10-22 07:30:31,946 - mmaction - INFO - Epoch [48][220/264] lr: 4.136e-01, eta: 1 day, 4:18:18, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6646, loss_cls: 2.5365, loss: 2.5365, grad_norm: 1.0454, top1_acc/aux0: 0.3806, top5_acc/aux0: 0.6675, loss_cls/aux0: 2.5689, loss/aux0: 2.5689 2020-10-22 07:31:08,542 - mmaction - INFO - Epoch [48][240/264] lr: 4.136e-01, eta: 1 day, 4:16:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6859, loss_cls: 2.4212, loss: 2.4212, grad_norm: 1.0529, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6493, loss_cls/aux0: 2.5992, loss/aux0: 2.5992 2020-10-22 07:31:09,581 - mmaction - INFO - Epoch [48][240/264] lr: 4.136e-01, eta: 1 day, 4:17:44, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6859, loss_cls: 2.4212, loss: 2.4212, grad_norm: 1.0530, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6094, loss/aux0: 2.6094 2020-10-22 07:31:46,331 - mmaction - INFO - Epoch [48][260/264] lr: 4.136e-01, eta: 1 day, 4:15:47, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3988, top5_acc: 0.6762, loss_cls: 2.4917, loss: 2.4917, grad_norm: 1.0325, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6446, loss_cls/aux0: 2.6561, loss/aux0: 2.6561 2020-10-22 07:31:47,271 - mmaction - INFO - Epoch [48][260/264] lr: 4.136e-01, eta: 1 day, 4:17:08, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3988, top5_acc: 0.6762, loss_cls: 2.4917, loss: 2.4917, grad_norm: 1.0304, top1_acc/aux0: 0.3684, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6421, loss/aux0: 2.6421 2020-10-22 07:33:35,439 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-22 07:35:11,551 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 07:35:11,660 - mmaction - INFO - top1_acc 0.5019 top5_acc 0.7606 2020-10-22 07:35:11,660 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 07:35:11,670 - mmaction - INFO - mean_acc 0.5015 2020-10-22 07:35:11,671 - mmaction - INFO - Now best checkpoint is epoch_48.pth 2020-10-22 07:35:11,675 - mmaction - INFO - Epoch(val) [48][264] top1_acc: 0.5019, top5_acc: 0.7606, mean_class_accuracy: 0.5015 2020-10-22 07:39:22,382 - mmaction - INFO - Epoch [49][20/264] lr: 4.121e-01, eta: 1 day, 4:14:31, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4184, top5_acc: 0.6941, loss_cls: 2.4268, loss: 2.4268, grad_norm: 1.0863, top1_acc/aux0: 0.3849, top5_acc/aux0: 0.6685, loss_cls/aux0: 2.5743, loss/aux0: 2.5743 2020-10-22 07:39:23,430 - mmaction - INFO - Epoch [49][20/264] lr: 4.121e-01, eta: 1 day, 4:15:52, time: 0.935, data_time: 0.008, memory: 8466, top1_acc: 0.4184, top5_acc: 0.6941, loss_cls: 2.4268, loss: 2.4268, grad_norm: 1.0866, top1_acc/aux0: 0.3866, top5_acc/aux0: 0.6705, loss_cls/aux0: 2.5672, loss/aux0: 2.5672 2020-10-22 07:39:59,908 - mmaction - INFO - Epoch [49][40/264] lr: 4.121e-01, eta: 1 day, 4:13:55, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4007, top5_acc: 0.6819, loss_cls: 2.4709, loss: 2.4709, grad_norm: 1.0586, top1_acc/aux0: 0.3778, top5_acc/aux0: 0.6510, loss_cls/aux0: 2.6245, loss/aux0: 2.6245 2020-10-22 07:40:00,860 - mmaction - INFO - Epoch [49][40/264] lr: 4.121e-01, eta: 1 day, 4:15:15, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4007, top5_acc: 0.6819, loss_cls: 2.4709, loss: 2.4709, grad_norm: 1.0579, top1_acc/aux0: 0.3759, top5_acc/aux0: 0.6470, loss_cls/aux0: 2.6334, loss/aux0: 2.6334 2020-10-22 07:40:37,550 - mmaction - INFO - Epoch [49][60/264] lr: 4.121e-01, eta: 1 day, 4:13:20, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4144, top5_acc: 0.6955, loss_cls: 2.4140, loss: 2.4140, grad_norm: 1.0544, top1_acc/aux0: 0.3788, top5_acc/aux0: 0.6602, loss_cls/aux0: 2.5791, loss/aux0: 2.5791 2020-10-22 07:40:38,488 - mmaction - INFO - Epoch [49][60/264] lr: 4.121e-01, eta: 1 day, 4:14:41, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4144, top5_acc: 0.6955, loss_cls: 2.4140, loss: 2.4140, grad_norm: 1.0529, top1_acc/aux0: 0.3793, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.5753, loss/aux0: 2.5753 2020-10-22 07:41:15,323 - mmaction - INFO - Epoch [49][80/264] lr: 4.121e-01, eta: 1 day, 4:12:46, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6854, loss_cls: 2.4733, loss: 2.4733, grad_norm: 1.0408, top1_acc/aux0: 0.3962, top5_acc/aux0: 0.6644, loss_cls/aux0: 2.5451, loss/aux0: 2.5451 2020-10-22 07:41:16,297 - mmaction - INFO - Epoch [49][80/264] lr: 4.121e-01, eta: 1 day, 4:14:09, time: 0.956, data_time: 0.002, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6854, loss_cls: 2.4733, loss: 2.4733, grad_norm: 1.0400, top1_acc/aux0: 0.3972, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5379, loss/aux0: 2.5379 2020-10-22 07:41:53,119 - mmaction - INFO - Epoch [49][100/264] lr: 4.121e-01, eta: 1 day, 4:12:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4134, top5_acc: 0.6821, loss_cls: 2.4673, loss: 2.4673, grad_norm: 1.0728, top1_acc/aux0: 0.3832, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.5923, loss/aux0: 2.5923 2020-10-22 07:41:54,076 - mmaction - INFO - Epoch [49][100/264] lr: 4.121e-01, eta: 1 day, 4:13:34, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4134, top5_acc: 0.6821, loss_cls: 2.4673, loss: 2.4673, grad_norm: 1.0762, top1_acc/aux0: 0.3799, top5_acc/aux0: 0.6606, loss_cls/aux0: 2.6079, loss/aux0: 2.6079 2020-10-22 07:42:30,876 - mmaction - INFO - Epoch [49][120/264] lr: 4.121e-01, eta: 1 day, 4:11:39, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4095, top5_acc: 0.6781, loss_cls: 2.4687, loss: 2.4687, grad_norm: 1.0627, top1_acc/aux0: 0.3736, top5_acc/aux0: 0.6410, loss_cls/aux0: 2.6325, loss/aux0: 2.6325 2020-10-22 07:42:31,825 - mmaction - INFO - Epoch [49][120/264] lr: 4.121e-01, eta: 1 day, 4:13:00, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4095, top5_acc: 0.6781, loss_cls: 2.4687, loss: 2.4687, grad_norm: 1.0656, top1_acc/aux0: 0.3747, top5_acc/aux0: 0.6420, loss_cls/aux0: 2.6248, loss/aux0: 2.6248 2020-10-22 07:43:08,771 - mmaction - INFO - Epoch [49][140/264] lr: 4.121e-01, eta: 1 day, 4:11:06, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6788, loss_cls: 2.5005, loss: 2.5005, grad_norm: 1.0729, top1_acc/aux0: 0.3932, top5_acc/aux0: 0.6611, loss_cls/aux0: 2.5577, loss/aux0: 2.5577 2020-10-22 07:43:09,720 - mmaction - INFO - Epoch [49][140/264] lr: 4.121e-01, eta: 1 day, 4:12:27, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6788, loss_cls: 2.5005, loss: 2.5005, grad_norm: 1.0774, top1_acc/aux0: 0.3936, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.5603, loss/aux0: 2.5603 2020-10-22 07:43:46,623 - mmaction - INFO - Epoch [49][160/264] lr: 4.121e-01, eta: 1 day, 4:10:32, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6745, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.0461, top1_acc/aux0: 0.3811, top5_acc/aux0: 0.6641, loss_cls/aux0: 2.5966, loss/aux0: 2.5966 2020-10-22 07:43:47,557 - mmaction - INFO - Epoch [49][160/264] lr: 4.121e-01, eta: 1 day, 4:11:53, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6745, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.0480, top1_acc/aux0: 0.3814, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.6023, loss/aux0: 2.6023 2020-10-22 07:44:24,160 - mmaction - INFO - Epoch [49][180/264] lr: 4.121e-01, eta: 1 day, 4:09:58, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4012, top5_acc: 0.6773, loss_cls: 2.5095, loss: 2.5095, grad_norm: 1.0479, top1_acc/aux0: 0.3828, top5_acc/aux0: 0.6486, loss_cls/aux0: 2.6118, loss/aux0: 2.6118 2020-10-22 07:44:25,151 - mmaction - INFO - Epoch [49][180/264] lr: 4.121e-01, eta: 1 day, 4:11:18, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4012, top5_acc: 0.6773, loss_cls: 2.5095, loss: 2.5095, grad_norm: 1.0470, top1_acc/aux0: 0.3826, top5_acc/aux0: 0.6503, loss_cls/aux0: 2.6049, loss/aux0: 2.6049 2020-10-22 07:45:01,938 - mmaction - INFO - Epoch [49][200/264] lr: 4.121e-01, eta: 1 day, 4:09:24, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4220, top5_acc: 0.6941, loss_cls: 2.4207, loss: 2.4207, grad_norm: 1.0656, top1_acc/aux0: 0.3813, top5_acc/aux0: 0.6512, loss_cls/aux0: 2.6117, loss/aux0: 2.6117 2020-10-22 07:45:02,867 - mmaction - INFO - Epoch [49][200/264] lr: 4.121e-01, eta: 1 day, 4:10:44, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4220, top5_acc: 0.6941, loss_cls: 2.4207, loss: 2.4207, grad_norm: 1.0690, top1_acc/aux0: 0.3795, top5_acc/aux0: 0.6512, loss_cls/aux0: 2.6094, loss/aux0: 2.6094 2020-10-22 07:45:39,543 - mmaction - INFO - Epoch [49][220/264] lr: 4.121e-01, eta: 1 day, 4:08:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4050, top5_acc: 0.6849, loss_cls: 2.4553, loss: 2.4553, grad_norm: 1.0653, top1_acc/aux0: 0.3870, top5_acc/aux0: 0.6528, loss_cls/aux0: 2.5837, loss/aux0: 2.5837 2020-10-22 07:45:40,486 - mmaction - INFO - Epoch [49][220/264] lr: 4.121e-01, eta: 1 day, 4:10:08, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4050, top5_acc: 0.6849, loss_cls: 2.4553, loss: 2.4553, grad_norm: 1.0685, top1_acc/aux0: 0.3885, top5_acc/aux0: 0.6526, loss_cls/aux0: 2.5866, loss/aux0: 2.5866 2020-10-22 07:46:17,420 - mmaction - INFO - Epoch [49][240/264] lr: 4.121e-01, eta: 1 day, 4:08:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4063, top5_acc: 0.6856, loss_cls: 2.4743, loss: 2.4743, grad_norm: 1.0575, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6604, loss_cls/aux0: 2.5819, loss/aux0: 2.5819 2020-10-22 07:46:18,349 - mmaction - INFO - Epoch [49][240/264] lr: 4.121e-01, eta: 1 day, 4:09:33, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4063, top5_acc: 0.6856, loss_cls: 2.4743, loss: 2.4743, grad_norm: 1.0620, top1_acc/aux0: 0.3837, top5_acc/aux0: 0.6594, loss_cls/aux0: 2.5824, loss/aux0: 2.5824 2020-10-22 07:46:54,956 - mmaction - INFO - Epoch [49][260/264] lr: 4.121e-01, eta: 1 day, 4:07:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6769, loss_cls: 2.4883, loss: 2.4883, grad_norm: 1.0723, top1_acc/aux0: 0.3835, top5_acc/aux0: 0.6521, loss_cls/aux0: 2.6011, loss/aux0: 2.6011 2020-10-22 07:46:55,880 - mmaction - INFO - Epoch [49][260/264] lr: 4.121e-01, eta: 1 day, 4:08:57, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6769, loss_cls: 2.4883, loss: 2.4883, grad_norm: 1.0719, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.6010, loss/aux0: 2.6010 2020-10-22 07:52:53,793 - mmaction - INFO - Epoch [50][20/264] lr: 4.105e-01, eta: 1 day, 4:06:23, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4248, top5_acc: 0.6960, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.0698, top1_acc/aux0: 0.3887, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5615, loss/aux0: 2.5615 2020-10-22 07:52:54,768 - mmaction - INFO - Epoch [50][20/264] lr: 4.105e-01, eta: 1 day, 4:07:41, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4248, top5_acc: 0.6960, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.0672, top1_acc/aux0: 0.3896, top5_acc/aux0: 0.6677, loss_cls/aux0: 2.5612, loss/aux0: 2.5612 2020-10-22 07:53:31,057 - mmaction - INFO - Epoch [50][40/264] lr: 4.105e-01, eta: 1 day, 4:05:47, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6821, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.0647, top1_acc/aux0: 0.3767, top5_acc/aux0: 0.6427, loss_cls/aux0: 2.6205, loss/aux0: 2.6205 2020-10-22 07:53:32,055 - mmaction - INFO - Epoch [50][40/264] lr: 4.105e-01, eta: 1 day, 4:07:05, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6821, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.0662, top1_acc/aux0: 0.3757, top5_acc/aux0: 0.6391, loss_cls/aux0: 2.6291, loss/aux0: 2.6291 2020-10-22 07:54:08,590 - mmaction - INFO - Epoch [50][60/264] lr: 4.105e-01, eta: 1 day, 4:05:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4123, top5_acc: 0.6868, loss_cls: 2.4428, loss: 2.4428, grad_norm: 1.0555, top1_acc/aux0: 0.3701, top5_acc/aux0: 0.6498, loss_cls/aux0: 2.6316, loss/aux0: 2.6316 2020-10-22 07:54:09,533 - mmaction - INFO - Epoch [50][60/264] lr: 4.105e-01, eta: 1 day, 4:06:30, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4123, top5_acc: 0.6868, loss_cls: 2.4428, loss: 2.4428, grad_norm: 1.0592, top1_acc/aux0: 0.3708, top5_acc/aux0: 0.6526, loss_cls/aux0: 2.6273, loss/aux0: 2.6273 2020-10-22 07:54:46,437 - mmaction - INFO - Epoch [50][80/264] lr: 4.105e-01, eta: 1 day, 4:04:36, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6825, loss_cls: 2.4437, loss: 2.4437, grad_norm: 1.0486, top1_acc/aux0: 0.3892, top5_acc/aux0: 0.6611, loss_cls/aux0: 2.5411, loss/aux0: 2.5411 2020-10-22 07:54:47,366 - mmaction - INFO - Epoch [50][80/264] lr: 4.105e-01, eta: 1 day, 4:05:56, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6825, loss_cls: 2.4437, loss: 2.4437, grad_norm: 1.0502, top1_acc/aux0: 0.3878, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.5462, loss/aux0: 2.5462 2020-10-22 07:55:24,242 - mmaction - INFO - Epoch [50][100/264] lr: 4.105e-01, eta: 1 day, 4:04:03, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6674, loss_cls: 2.4977, loss: 2.4977, grad_norm: 1.0494, top1_acc/aux0: 0.3769, top5_acc/aux0: 0.6457, loss_cls/aux0: 2.6240, loss/aux0: 2.6240 2020-10-22 07:55:25,231 - mmaction - INFO - Epoch [50][100/264] lr: 4.105e-01, eta: 1 day, 4:05:22, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6674, loss_cls: 2.4977, loss: 2.4977, grad_norm: 1.0531, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6168, loss/aux0: 2.6168 2020-10-22 07:56:02,012 - mmaction - INFO - Epoch [50][120/264] lr: 4.105e-01, eta: 1 day, 4:03:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4035, top5_acc: 0.6707, loss_cls: 2.5100, loss: 2.5100, grad_norm: 1.0537, top1_acc/aux0: 0.3793, top5_acc/aux0: 0.6550, loss_cls/aux0: 2.5738, loss/aux0: 2.5738 2020-10-22 07:56:02,976 - mmaction - INFO - Epoch [50][120/264] lr: 4.105e-01, eta: 1 day, 4:04:47, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4035, top5_acc: 0.6707, loss_cls: 2.5100, loss: 2.5100, grad_norm: 1.0572, top1_acc/aux0: 0.3780, top5_acc/aux0: 0.6552, loss_cls/aux0: 2.5779, loss/aux0: 2.5779 2020-10-22 07:56:40,057 - mmaction - INFO - Epoch [50][140/264] lr: 4.105e-01, eta: 1 day, 4:02:55, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3981, top5_acc: 0.6807, loss_cls: 2.4802, loss: 2.4802, grad_norm: 1.0749, top1_acc/aux0: 0.3745, top5_acc/aux0: 0.6417, loss_cls/aux0: 2.6531, loss/aux0: 2.6531 2020-10-22 07:56:40,987 - mmaction - INFO - Epoch [50][140/264] lr: 4.105e-01, eta: 1 day, 4:04:15, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.3981, top5_acc: 0.6807, loss_cls: 2.4802, loss: 2.4802, grad_norm: 1.0754, top1_acc/aux0: 0.3750, top5_acc/aux0: 0.6406, loss_cls/aux0: 2.6503, loss/aux0: 2.6503 2020-10-22 07:57:17,790 - mmaction - INFO - Epoch [50][160/264] lr: 4.105e-01, eta: 1 day, 4:02:22, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6712, loss_cls: 2.5018, loss: 2.5018, grad_norm: 1.0651, top1_acc/aux0: 0.3797, top5_acc/aux0: 0.6571, loss_cls/aux0: 2.5719, loss/aux0: 2.5719 2020-10-22 07:57:18,734 - mmaction - INFO - Epoch [50][160/264] lr: 4.105e-01, eta: 1 day, 4:03:41, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6712, loss_cls: 2.5018, loss: 2.5018, grad_norm: 1.0688, top1_acc/aux0: 0.3807, top5_acc/aux0: 0.6583, loss_cls/aux0: 2.5691, loss/aux0: 2.5691 2020-10-22 07:57:55,851 - mmaction - INFO - Epoch [50][180/264] lr: 4.105e-01, eta: 1 day, 4:01:49, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6858, loss_cls: 2.4478, loss: 2.4478, grad_norm: 1.0820, top1_acc/aux0: 0.3918, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.5938, loss/aux0: 2.5938 2020-10-22 07:57:56,832 - mmaction - INFO - Epoch [50][180/264] lr: 4.105e-01, eta: 1 day, 4:03:08, time: 0.956, data_time: 0.003, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6858, loss_cls: 2.4478, loss: 2.4478, grad_norm: 1.0838, top1_acc/aux0: 0.3918, top5_acc/aux0: 0.6601, loss_cls/aux0: 2.6006, loss/aux0: 2.6006 2020-10-22 07:58:33,749 - mmaction - INFO - Epoch [50][200/264] lr: 4.105e-01, eta: 1 day, 4:01:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6755, loss_cls: 2.5147, loss: 2.5147, grad_norm: 1.0569, top1_acc/aux0: 0.3828, top5_acc/aux0: 0.6531, loss_cls/aux0: 2.6015, loss/aux0: 2.6015 2020-10-22 07:58:34,695 - mmaction - INFO - Epoch [50][200/264] lr: 4.105e-01, eta: 1 day, 4:02:34, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6755, loss_cls: 2.5147, loss: 2.5147, grad_norm: 1.0563, top1_acc/aux0: 0.3813, top5_acc/aux0: 0.6524, loss_cls/aux0: 2.6077, loss/aux0: 2.6077 2020-10-22 07:59:11,468 - mmaction - INFO - Epoch [50][220/264] lr: 4.105e-01, eta: 1 day, 4:00:40, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4188, top5_acc: 0.6752, loss_cls: 2.4811, loss: 2.4811, grad_norm: 1.0412, top1_acc/aux0: 0.3726, top5_acc/aux0: 0.6462, loss_cls/aux0: 2.6322, loss/aux0: 2.6322 2020-10-22 07:59:12,399 - mmaction - INFO - Epoch [50][220/264] lr: 4.105e-01, eta: 1 day, 4:01:58, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4188, top5_acc: 0.6752, loss_cls: 2.4811, loss: 2.4811, grad_norm: 1.0464, top1_acc/aux0: 0.3734, top5_acc/aux0: 0.6469, loss_cls/aux0: 2.6281, loss/aux0: 2.6281 2020-10-22 07:59:49,246 - mmaction - INFO - Epoch [50][240/264] lr: 4.105e-01, eta: 1 day, 4:00:06, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6743, loss_cls: 2.4730, loss: 2.4730, grad_norm: 1.0590, top1_acc/aux0: 0.3747, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.6405, loss/aux0: 2.6405 2020-10-22 07:59:50,230 - mmaction - INFO - Epoch [50][240/264] lr: 4.105e-01, eta: 1 day, 4:01:24, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6743, loss_cls: 2.4730, loss: 2.4730, grad_norm: 1.0544, top1_acc/aux0: 0.3757, top5_acc/aux0: 0.6507, loss_cls/aux0: 2.6341, loss/aux0: 2.6341 2020-10-22 08:00:27,087 - mmaction - INFO - Epoch [50][260/264] lr: 4.105e-01, eta: 1 day, 3:59:32, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6870, loss_cls: 2.4374, loss: 2.4374, grad_norm: 1.0536, top1_acc/aux0: 0.3776, top5_acc/aux0: 0.6576, loss_cls/aux0: 2.5889, loss/aux0: 2.5889 2020-10-22 08:00:28,029 - mmaction - INFO - Epoch [50][260/264] lr: 4.105e-01, eta: 1 day, 4:00:50, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6870, loss_cls: 2.4374, loss: 2.4374, grad_norm: 1.0536, top1_acc/aux0: 0.3748, top5_acc/aux0: 0.6550, loss_cls/aux0: 2.5997, loss/aux0: 2.5997 2020-10-22 08:06:26,460 - mmaction - INFO - Epoch [51][20/264] lr: 4.090e-01, eta: 1 day, 3:58:19, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6885, loss_cls: 2.4067, loss: 2.4067, grad_norm: 1.0639, top1_acc/aux0: 0.3741, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.6035, loss/aux0: 2.6035 2020-10-22 08:06:27,440 - mmaction - INFO - Epoch [51][20/264] lr: 4.090e-01, eta: 1 day, 3:59:35, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6885, loss_cls: 2.4067, loss: 2.4067, grad_norm: 1.0595, top1_acc/aux0: 0.3769, top5_acc/aux0: 0.6585, loss_cls/aux0: 2.6005, loss/aux0: 2.6005 2020-10-22 08:07:03,870 - mmaction - INFO - Epoch [51][40/264] lr: 4.090e-01, eta: 1 day, 3:57:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4186, top5_acc: 0.7052, loss_cls: 2.3881, loss: 2.3881, grad_norm: 1.0486, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6601, loss_cls/aux0: 2.5518, loss/aux0: 2.5518 2020-10-22 08:07:04,887 - mmaction - INFO - Epoch [51][40/264] lr: 4.090e-01, eta: 1 day, 3:59:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4186, top5_acc: 0.7052, loss_cls: 2.3881, loss: 2.3881, grad_norm: 1.0479, top1_acc/aux0: 0.3957, top5_acc/aux0: 0.6590, loss_cls/aux0: 2.5572, loss/aux0: 2.5572 2020-10-22 08:07:41,405 - mmaction - INFO - Epoch [51][60/264] lr: 4.090e-01, eta: 1 day, 3:57:07, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6953, loss_cls: 2.3912, loss: 2.3912, grad_norm: 1.0861, top1_acc/aux0: 0.3927, top5_acc/aux0: 0.6622, loss_cls/aux0: 2.5537, loss/aux0: 2.5537 2020-10-22 08:07:42,343 - mmaction - INFO - Epoch [51][60/264] lr: 4.090e-01, eta: 1 day, 3:58:23, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6953, loss_cls: 2.3912, loss: 2.3912, grad_norm: 1.0946, top1_acc/aux0: 0.3931, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5554, loss/aux0: 2.5554 2020-10-22 08:08:19,360 - mmaction - INFO - Epoch [51][80/264] lr: 4.090e-01, eta: 1 day, 3:56:32, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4064, top5_acc: 0.6731, loss_cls: 2.5217, loss: 2.5217, grad_norm: 1.0549, top1_acc/aux0: 0.3826, top5_acc/aux0: 0.6491, loss_cls/aux0: 2.6258, loss/aux0: 2.6258 2020-10-22 08:08:20,282 - mmaction - INFO - Epoch [51][80/264] lr: 4.090e-01, eta: 1 day, 3:57:50, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.4064, top5_acc: 0.6731, loss_cls: 2.5217, loss: 2.5217, grad_norm: 1.0541, top1_acc/aux0: 0.3823, top5_acc/aux0: 0.6509, loss_cls/aux0: 2.6201, loss/aux0: 2.6201 2020-10-22 08:08:57,112 - mmaction - INFO - Epoch [51][100/264] lr: 4.090e-01, eta: 1 day, 3:55:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6823, loss_cls: 2.4535, loss: 2.4535, grad_norm: 1.0665, top1_acc/aux0: 0.3892, top5_acc/aux0: 0.6543, loss_cls/aux0: 2.5752, loss/aux0: 2.5752 2020-10-22 08:08:58,069 - mmaction - INFO - Epoch [51][100/264] lr: 4.090e-01, eta: 1 day, 3:57:15, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6823, loss_cls: 2.4535, loss: 2.4535, grad_norm: 1.0735, top1_acc/aux0: 0.3889, top5_acc/aux0: 0.6528, loss_cls/aux0: 2.5803, loss/aux0: 2.5803 2020-10-22 08:09:34,693 - mmaction - INFO - Epoch [51][120/264] lr: 4.090e-01, eta: 1 day, 3:55:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6780, loss_cls: 2.4731, loss: 2.4731, grad_norm: 1.0498, top1_acc/aux0: 0.3813, top5_acc/aux0: 0.6547, loss_cls/aux0: 2.5996, loss/aux0: 2.5996 2020-10-22 08:09:35,641 - mmaction - INFO - Epoch [51][120/264] lr: 4.090e-01, eta: 1 day, 3:56:39, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6780, loss_cls: 2.4731, loss: 2.4731, grad_norm: 1.0517, top1_acc/aux0: 0.3830, top5_acc/aux0: 0.6564, loss_cls/aux0: 2.5900, loss/aux0: 2.5900 2020-10-22 08:10:12,628 - mmaction - INFO - Epoch [51][140/264] lr: 4.090e-01, eta: 1 day, 3:54:48, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4160, top5_acc: 0.6778, loss_cls: 2.4691, loss: 2.4691, grad_norm: 1.0722, top1_acc/aux0: 0.3861, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.5646, loss/aux0: 2.5646 2020-10-22 08:10:13,596 - mmaction - INFO - Epoch [51][140/264] lr: 4.090e-01, eta: 1 day, 3:56:05, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.4160, top5_acc: 0.6778, loss_cls: 2.4691, loss: 2.4691, grad_norm: 1.0729, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6595, loss_cls/aux0: 2.5793, loss/aux0: 2.5793 2020-10-22 08:10:50,690 - mmaction - INFO - Epoch [51][160/264] lr: 4.090e-01, eta: 1 day, 3:54:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6984, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.0700, top1_acc/aux0: 0.3873, top5_acc/aux0: 0.6564, loss_cls/aux0: 2.5970, loss/aux0: 2.5970 2020-10-22 08:10:51,634 - mmaction - INFO - Epoch [51][160/264] lr: 4.090e-01, eta: 1 day, 3:55:30, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6984, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.0697, top1_acc/aux0: 0.3880, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.5917, loss/aux0: 2.5917 2020-10-22 08:11:28,486 - mmaction - INFO - Epoch [51][180/264] lr: 4.090e-01, eta: 1 day, 3:53:39, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4139, top5_acc: 0.6812, loss_cls: 2.4787, loss: 2.4787, grad_norm: 1.0676, top1_acc/aux0: 0.3710, top5_acc/aux0: 0.6505, loss_cls/aux0: 2.6333, loss/aux0: 2.6333 2020-10-22 08:11:29,479 - mmaction - INFO - Epoch [51][180/264] lr: 4.090e-01, eta: 1 day, 3:54:56, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4139, top5_acc: 0.6812, loss_cls: 2.4787, loss: 2.4787, grad_norm: 1.0632, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.6334, loss/aux0: 2.6334 2020-10-22 08:12:06,171 - mmaction - INFO - Epoch [51][200/264] lr: 4.090e-01, eta: 1 day, 3:53:05, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6712, loss_cls: 2.5352, loss: 2.5352, grad_norm: 1.0412, top1_acc/aux0: 0.3762, top5_acc/aux0: 0.6505, loss_cls/aux0: 2.6391, loss/aux0: 2.6391 2020-10-22 08:12:07,106 - mmaction - INFO - Epoch [51][200/264] lr: 4.090e-01, eta: 1 day, 3:54:22, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6712, loss_cls: 2.5352, loss: 2.5352, grad_norm: 1.0396, top1_acc/aux0: 0.3741, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.6402, loss/aux0: 2.6402 2020-10-22 08:12:43,844 - mmaction - INFO - Epoch [51][220/264] lr: 4.090e-01, eta: 1 day, 3:52:31, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6837, loss_cls: 2.4575, loss: 2.4575, grad_norm: 1.0640, top1_acc/aux0: 0.3816, top5_acc/aux0: 0.6634, loss_cls/aux0: 2.5833, loss/aux0: 2.5833 2020-10-22 08:12:44,785 - mmaction - INFO - Epoch [51][220/264] lr: 4.090e-01, eta: 1 day, 3:53:48, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6837, loss_cls: 2.4575, loss: 2.4575, grad_norm: 1.0629, top1_acc/aux0: 0.3845, top5_acc/aux0: 0.6660, loss_cls/aux0: 2.5693, loss/aux0: 2.5693 2020-10-22 08:13:21,420 - mmaction - INFO - Epoch [51][240/264] lr: 4.090e-01, eta: 1 day, 3:51:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4033, top5_acc: 0.6705, loss_cls: 2.4958, loss: 2.4958, grad_norm: 1.0743, top1_acc/aux0: 0.3776, top5_acc/aux0: 0.6602, loss_cls/aux0: 2.5992, loss/aux0: 2.5992 2020-10-22 08:13:22,385 - mmaction - INFO - Epoch [51][240/264] lr: 4.090e-01, eta: 1 day, 3:53:13, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4033, top5_acc: 0.6705, loss_cls: 2.4958, loss: 2.4958, grad_norm: 1.0718, top1_acc/aux0: 0.3759, top5_acc/aux0: 0.6604, loss_cls/aux0: 2.6057, loss/aux0: 2.6057 2020-10-22 08:13:58,961 - mmaction - INFO - Epoch [51][260/264] lr: 4.090e-01, eta: 1 day, 3:51:23, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6870, loss_cls: 2.4363, loss: 2.4363, grad_norm: 1.0592, top1_acc/aux0: 0.3809, top5_acc/aux0: 0.6543, loss_cls/aux0: 2.6050, loss/aux0: 2.6050 2020-10-22 08:13:59,915 - mmaction - INFO - Epoch [51][260/264] lr: 4.090e-01, eta: 1 day, 3:52:38, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6870, loss_cls: 2.4363, loss: 2.4363, grad_norm: 1.0605, top1_acc/aux0: 0.3806, top5_acc/aux0: 0.6519, loss_cls/aux0: 2.6070, loss/aux0: 2.6070 2020-10-22 08:19:56,362 - mmaction - INFO - Epoch [52][20/264] lr: 4.074e-01, eta: 1 day, 3:50:09, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4290, top5_acc: 0.6970, loss_cls: 2.3773, loss: 2.3773, grad_norm: 1.0784, top1_acc/aux0: 0.3975, top5_acc/aux0: 0.6654, loss_cls/aux0: 2.5454, loss/aux0: 2.5454 2020-10-22 08:19:57,299 - mmaction - INFO - Epoch [52][20/264] lr: 4.074e-01, eta: 1 day, 3:51:23, time: 0.928, data_time: 0.005, memory: 8466, top1_acc: 0.4290, top5_acc: 0.6970, loss_cls: 2.3773, loss: 2.3773, grad_norm: 1.0789, top1_acc/aux0: 0.3958, top5_acc/aux0: 0.6655, loss_cls/aux0: 2.5483, loss/aux0: 2.5483 2020-10-22 08:20:34,014 - mmaction - INFO - Epoch [52][40/264] lr: 4.074e-01, eta: 1 day, 3:49:33, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6964, loss_cls: 2.3951, loss: 2.3951, grad_norm: 1.0569, top1_acc/aux0: 0.3847, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5683, loss/aux0: 2.5683 2020-10-22 08:20:34,962 - mmaction - INFO - Epoch [52][40/264] lr: 4.074e-01, eta: 1 day, 3:50:49, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6964, loss_cls: 2.3951, loss: 2.3951, grad_norm: 1.0537, top1_acc/aux0: 0.3868, top5_acc/aux0: 0.6663, loss_cls/aux0: 2.5665, loss/aux0: 2.5665 2020-10-22 08:21:11,469 - mmaction - INFO - Epoch [52][60/264] lr: 4.074e-01, eta: 1 day, 3:48:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4153, top5_acc: 0.6908, loss_cls: 2.4043, loss: 2.4043, grad_norm: 1.0966, top1_acc/aux0: 0.3873, top5_acc/aux0: 0.6635, loss_cls/aux0: 2.5579, loss/aux0: 2.5579 2020-10-22 08:21:12,403 - mmaction - INFO - Epoch [52][60/264] lr: 4.074e-01, eta: 1 day, 3:50:14, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4153, top5_acc: 0.6908, loss_cls: 2.4043, loss: 2.4043, grad_norm: 1.0993, top1_acc/aux0: 0.3865, top5_acc/aux0: 0.6644, loss_cls/aux0: 2.5536, loss/aux0: 2.5536 2020-10-22 08:21:49,166 - mmaction - INFO - Epoch [52][80/264] lr: 4.074e-01, eta: 1 day, 3:48:24, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6865, loss_cls: 2.4296, loss: 2.4296, grad_norm: 1.0673, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6623, loss_cls/aux0: 2.5607, loss/aux0: 2.5607 2020-10-22 08:21:50,110 - mmaction - INFO - Epoch [52][80/264] lr: 4.074e-01, eta: 1 day, 3:49:40, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6865, loss_cls: 2.4296, loss: 2.4296, grad_norm: 1.0643, top1_acc/aux0: 0.3939, top5_acc/aux0: 0.6609, loss_cls/aux0: 2.5609, loss/aux0: 2.5609 2020-10-22 08:22:27,072 - mmaction - INFO - Epoch [52][100/264] lr: 4.074e-01, eta: 1 day, 3:47:51, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4175, top5_acc: 0.6720, loss_cls: 2.4797, loss: 2.4797, grad_norm: 1.0909, top1_acc/aux0: 0.3892, top5_acc/aux0: 0.6528, loss_cls/aux0: 2.5921, loss/aux0: 2.5921 2020-10-22 08:22:28,096 - mmaction - INFO - Epoch [52][100/264] lr: 4.074e-01, eta: 1 day, 3:49:07, time: 0.957, data_time: 0.006, memory: 8466, top1_acc: 0.4175, top5_acc: 0.6720, loss_cls: 2.4797, loss: 2.4797, grad_norm: 1.0902, top1_acc/aux0: 0.3894, top5_acc/aux0: 0.6549, loss_cls/aux0: 2.5857, loss/aux0: 2.5857 2020-10-22 08:23:04,885 - mmaction - INFO - Epoch [52][120/264] lr: 4.074e-01, eta: 1 day, 3:47:18, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4168, top5_acc: 0.6819, loss_cls: 2.4600, loss: 2.4600, grad_norm: 1.0693, top1_acc/aux0: 0.3845, top5_acc/aux0: 0.6599, loss_cls/aux0: 2.6110, loss/aux0: 2.6110 2020-10-22 08:23:05,837 - mmaction - INFO - Epoch [52][120/264] lr: 4.074e-01, eta: 1 day, 3:48:33, time: 0.948, data_time: 0.001, memory: 8466, top1_acc: 0.4168, top5_acc: 0.6819, loss_cls: 2.4600, loss: 2.4600, grad_norm: 1.0713, top1_acc/aux0: 0.3802, top5_acc/aux0: 0.6564, loss_cls/aux0: 2.6268, loss/aux0: 2.6268 2020-10-22 08:23:42,829 - mmaction - INFO - Epoch [52][140/264] lr: 4.074e-01, eta: 1 day, 3:46:44, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6889, loss_cls: 2.4190, loss: 2.4190, grad_norm: 1.0773, top1_acc/aux0: 0.3717, top5_acc/aux0: 0.6536, loss_cls/aux0: 2.6052, loss/aux0: 2.6052 2020-10-22 08:23:43,776 - mmaction - INFO - Epoch [52][140/264] lr: 4.074e-01, eta: 1 day, 3:47:59, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6889, loss_cls: 2.4190, loss: 2.4190, grad_norm: 1.0787, top1_acc/aux0: 0.3729, top5_acc/aux0: 0.6543, loss_cls/aux0: 2.6070, loss/aux0: 2.6070 2020-10-22 08:24:20,663 - mmaction - INFO - Epoch [52][160/264] lr: 4.074e-01, eta: 1 day, 3:46:11, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4116, top5_acc: 0.6892, loss_cls: 2.4405, loss: 2.4405, grad_norm: 1.0866, top1_acc/aux0: 0.3938, top5_acc/aux0: 0.6672, loss_cls/aux0: 2.5630, loss/aux0: 2.5630 2020-10-22 08:24:21,599 - mmaction - INFO - Epoch [52][160/264] lr: 4.074e-01, eta: 1 day, 3:47:26, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.4116, top5_acc: 0.6892, loss_cls: 2.4405, loss: 2.4405, grad_norm: 1.0913, top1_acc/aux0: 0.3931, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5618, loss/aux0: 2.5618 2020-10-22 08:24:58,341 - mmaction - INFO - Epoch [52][180/264] lr: 4.074e-01, eta: 1 day, 3:45:37, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6788, loss_cls: 2.4776, loss: 2.4776, grad_norm: 1.0969, top1_acc/aux0: 0.3767, top5_acc/aux0: 0.6514, loss_cls/aux0: 2.5936, loss/aux0: 2.5936 2020-10-22 08:24:59,280 - mmaction - INFO - Epoch [52][180/264] lr: 4.074e-01, eta: 1 day, 3:46:52, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6788, loss_cls: 2.4776, loss: 2.4776, grad_norm: 1.0905, top1_acc/aux0: 0.3776, top5_acc/aux0: 0.6540, loss_cls/aux0: 2.5866, loss/aux0: 2.5866 2020-10-22 08:25:35,942 - mmaction - INFO - Epoch [52][200/264] lr: 4.074e-01, eta: 1 day, 3:45:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4200, top5_acc: 0.6920, loss_cls: 2.4157, loss: 2.4157, grad_norm: 1.0617, top1_acc/aux0: 0.3842, top5_acc/aux0: 0.6655, loss_cls/aux0: 2.5763, loss/aux0: 2.5763 2020-10-22 08:25:36,874 - mmaction - INFO - Epoch [52][200/264] lr: 4.074e-01, eta: 1 day, 3:46:15, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4200, top5_acc: 0.6920, loss_cls: 2.4157, loss: 2.4157, grad_norm: 1.0638, top1_acc/aux0: 0.3845, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5828, loss/aux0: 2.5828 2020-10-22 08:26:13,620 - mmaction - INFO - Epoch [52][220/264] lr: 4.074e-01, eta: 1 day, 3:44:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6740, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.0772, top1_acc/aux0: 0.3769, top5_acc/aux0: 0.6531, loss_cls/aux0: 2.6394, loss/aux0: 2.6394 2020-10-22 08:26:14,611 - mmaction - INFO - Epoch [52][220/264] lr: 4.074e-01, eta: 1 day, 3:45:40, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6740, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.0786, top1_acc/aux0: 0.3807, top5_acc/aux0: 0.6543, loss_cls/aux0: 2.6280, loss/aux0: 2.6280 2020-10-22 08:26:51,377 - mmaction - INFO - Epoch [52][240/264] lr: 4.074e-01, eta: 1 day, 3:43:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4043, top5_acc: 0.6821, loss_cls: 2.4669, loss: 2.4669, grad_norm: 1.0782, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6505, loss_cls/aux0: 2.6028, loss/aux0: 2.6028 2020-10-22 08:26:52,457 - mmaction - INFO - Epoch [52][240/264] lr: 4.074e-01, eta: 1 day, 3:45:06, time: 0.950, data_time: 0.011, memory: 8466, top1_acc: 0.4043, top5_acc: 0.6821, loss_cls: 2.4669, loss: 2.4669, grad_norm: 1.0798, top1_acc/aux0: 0.3884, top5_acc/aux0: 0.6472, loss_cls/aux0: 2.6172, loss/aux0: 2.6172 2020-10-22 08:27:28,997 - mmaction - INFO - Epoch [52][260/264] lr: 4.074e-01, eta: 1 day, 3:43:16, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6863, loss_cls: 2.4574, loss: 2.4574, grad_norm: 1.0771, top1_acc/aux0: 0.3866, top5_acc/aux0: 0.6552, loss_cls/aux0: 2.5918, loss/aux0: 2.5918 2020-10-22 08:27:29,938 - mmaction - INFO - Epoch [52][260/264] lr: 4.074e-01, eta: 1 day, 3:44:29, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6863, loss_cls: 2.4574, loss: 2.4574, grad_norm: 1.0811, top1_acc/aux0: 0.3868, top5_acc/aux0: 0.6590, loss_cls/aux0: 2.5788, loss/aux0: 2.5788 2020-10-22 08:33:10,705 - mmaction - INFO - Epoch [53][20/264] lr: 4.057e-01, eta: 1 day, 3:42:04, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4038, top5_acc: 0.6790, loss_cls: 2.4779, loss: 2.4779, grad_norm: 1.0780, top1_acc/aux0: 0.3808, top5_acc/aux0: 0.6668, loss_cls/aux0: 2.5516, loss/aux0: 2.5516 2020-10-22 08:33:11,654 - mmaction - INFO - Epoch [53][20/264] lr: 4.057e-01, eta: 1 day, 3:43:17, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4038, top5_acc: 0.6790, loss_cls: 2.4779, loss: 2.4779, grad_norm: 1.0794, top1_acc/aux0: 0.3802, top5_acc/aux0: 0.6672, loss_cls/aux0: 2.5553, loss/aux0: 2.5553 2020-10-22 08:33:48,256 - mmaction - INFO - Epoch [53][40/264] lr: 4.057e-01, eta: 1 day, 3:41:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4358, top5_acc: 0.6965, loss_cls: 2.3789, loss: 2.3789, grad_norm: 1.1026, top1_acc/aux0: 0.3830, top5_acc/aux0: 0.6677, loss_cls/aux0: 2.5774, loss/aux0: 2.5774 2020-10-22 08:33:49,242 - mmaction - INFO - Epoch [53][40/264] lr: 4.057e-01, eta: 1 day, 3:42:42, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4358, top5_acc: 0.6965, loss_cls: 2.3789, loss: 2.3789, grad_norm: 1.0958, top1_acc/aux0: 0.3856, top5_acc/aux0: 0.6686, loss_cls/aux0: 2.5649, loss/aux0: 2.5649 2020-10-22 08:34:25,762 - mmaction - INFO - Epoch [53][60/264] lr: 4.057e-01, eta: 1 day, 3:40:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6866, loss_cls: 2.4591, loss: 2.4591, grad_norm: 1.0635, top1_acc/aux0: 0.3778, top5_acc/aux0: 0.6582, loss_cls/aux0: 2.6049, loss/aux0: 2.6049 2020-10-22 08:34:26,702 - mmaction - INFO - Epoch [53][60/264] lr: 4.057e-01, eta: 1 day, 3:42:07, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6866, loss_cls: 2.4591, loss: 2.4591, grad_norm: 1.0640, top1_acc/aux0: 0.3748, top5_acc/aux0: 0.6538, loss_cls/aux0: 2.6236, loss/aux0: 2.6236 2020-10-22 08:35:03,579 - mmaction - INFO - Epoch [53][80/264] lr: 4.057e-01, eta: 1 day, 3:40:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4134, top5_acc: 0.6847, loss_cls: 2.4464, loss: 2.4464, grad_norm: 1.0722, top1_acc/aux0: 0.3960, top5_acc/aux0: 0.6564, loss_cls/aux0: 2.5745, loss/aux0: 2.5745 2020-10-22 08:35:04,513 - mmaction - INFO - Epoch [53][80/264] lr: 4.057e-01, eta: 1 day, 3:41:32, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4134, top5_acc: 0.6847, loss_cls: 2.4464, loss: 2.4464, grad_norm: 1.0755, top1_acc/aux0: 0.3970, top5_acc/aux0: 0.6592, loss_cls/aux0: 2.5614, loss/aux0: 2.5614 2020-10-22 08:35:41,338 - mmaction - INFO - Epoch [53][100/264] lr: 4.057e-01, eta: 1 day, 3:39:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4153, top5_acc: 0.6882, loss_cls: 2.4092, loss: 2.4092, grad_norm: 1.0617, top1_acc/aux0: 0.3771, top5_acc/aux0: 0.6549, loss_cls/aux0: 2.5806, loss/aux0: 2.5806 2020-10-22 08:35:42,286 - mmaction - INFO - Epoch [53][100/264] lr: 4.057e-01, eta: 1 day, 3:40:57, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4153, top5_acc: 0.6882, loss_cls: 2.4092, loss: 2.4092, grad_norm: 1.0648, top1_acc/aux0: 0.3745, top5_acc/aux0: 0.6533, loss_cls/aux0: 2.5979, loss/aux0: 2.5979 2020-10-22 08:36:19,178 - mmaction - INFO - Epoch [53][120/264] lr: 4.057e-01, eta: 1 day, 3:39:09, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4137, top5_acc: 0.6906, loss_cls: 2.4556, loss: 2.4556, grad_norm: 1.0859, top1_acc/aux0: 0.3731, top5_acc/aux0: 0.6533, loss_cls/aux0: 2.6192, loss/aux0: 2.6192 2020-10-22 08:36:20,115 - mmaction - INFO - Epoch [53][120/264] lr: 4.057e-01, eta: 1 day, 3:40:23, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.4137, top5_acc: 0.6906, loss_cls: 2.4556, loss: 2.4556, grad_norm: 1.0817, top1_acc/aux0: 0.3764, top5_acc/aux0: 0.6564, loss_cls/aux0: 2.6031, loss/aux0: 2.6031 2020-10-22 08:36:56,907 - mmaction - INFO - Epoch [53][140/264] lr: 4.057e-01, eta: 1 day, 3:38:35, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4262, top5_acc: 0.6920, loss_cls: 2.4128, loss: 2.4128, grad_norm: 1.0671, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6531, loss_cls/aux0: 2.6004, loss/aux0: 2.6004 2020-10-22 08:36:57,843 - mmaction - INFO - Epoch [53][140/264] lr: 4.057e-01, eta: 1 day, 3:39:49, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4262, top5_acc: 0.6920, loss_cls: 2.4128, loss: 2.4128, grad_norm: 1.0642, top1_acc/aux0: 0.3776, top5_acc/aux0: 0.6514, loss_cls/aux0: 2.6036, loss/aux0: 2.6036 2020-10-22 08:37:34,624 - mmaction - INFO - Epoch [53][160/264] lr: 4.057e-01, eta: 1 day, 3:38:01, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4149, top5_acc: 0.6813, loss_cls: 2.4613, loss: 2.4613, grad_norm: 1.0609, top1_acc/aux0: 0.3852, top5_acc/aux0: 0.6512, loss_cls/aux0: 2.5879, loss/aux0: 2.5879 2020-10-22 08:37:35,554 - mmaction - INFO - Epoch [53][160/264] lr: 4.057e-01, eta: 1 day, 3:39:14, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4149, top5_acc: 0.6813, loss_cls: 2.4613, loss: 2.4613, grad_norm: 1.0613, top1_acc/aux0: 0.3852, top5_acc/aux0: 0.6530, loss_cls/aux0: 2.5837, loss/aux0: 2.5837 2020-10-22 08:38:12,327 - mmaction - INFO - Epoch [53][180/264] lr: 4.057e-01, eta: 1 day, 3:37:27, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6792, loss_cls: 2.4737, loss: 2.4737, grad_norm: 1.0792, top1_acc/aux0: 0.3788, top5_acc/aux0: 0.6639, loss_cls/aux0: 2.5815, loss/aux0: 2.5815 2020-10-22 08:38:13,275 - mmaction - INFO - Epoch [53][180/264] lr: 4.057e-01, eta: 1 day, 3:38:39, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6792, loss_cls: 2.4737, loss: 2.4737, grad_norm: 1.0795, top1_acc/aux0: 0.3788, top5_acc/aux0: 0.6604, loss_cls/aux0: 2.5906, loss/aux0: 2.5906 2020-10-22 08:38:49,825 - mmaction - INFO - Epoch [53][200/264] lr: 4.057e-01, eta: 1 day, 3:36:51, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6917, loss_cls: 2.4248, loss: 2.4248, grad_norm: 1.0648, top1_acc/aux0: 0.3899, top5_acc/aux0: 0.6625, loss_cls/aux0: 2.5597, loss/aux0: 2.5597 2020-10-22 08:38:50,781 - mmaction - INFO - Epoch [53][200/264] lr: 4.057e-01, eta: 1 day, 3:38:04, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6917, loss_cls: 2.4248, loss: 2.4248, grad_norm: 1.0690, top1_acc/aux0: 0.3875, top5_acc/aux0: 0.6618, loss_cls/aux0: 2.5623, loss/aux0: 2.5623 2020-10-22 08:39:27,401 - mmaction - INFO - Epoch [53][220/264] lr: 4.057e-01, eta: 1 day, 3:36:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6781, loss_cls: 2.4895, loss: 2.4895, grad_norm: 1.0780, top1_acc/aux0: 0.3818, top5_acc/aux0: 0.6601, loss_cls/aux0: 2.5850, loss/aux0: 2.5850 2020-10-22 08:39:28,331 - mmaction - INFO - Epoch [53][220/264] lr: 4.057e-01, eta: 1 day, 3:37:29, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6781, loss_cls: 2.4895, loss: 2.4895, grad_norm: 1.0767, top1_acc/aux0: 0.3842, top5_acc/aux0: 0.6623, loss_cls/aux0: 2.5794, loss/aux0: 2.5794 2020-10-22 08:40:04,923 - mmaction - INFO - Epoch [53][240/264] lr: 4.057e-01, eta: 1 day, 3:35:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6806, loss_cls: 2.4758, loss: 2.4758, grad_norm: 1.0828, top1_acc/aux0: 0.3953, top5_acc/aux0: 0.6587, loss_cls/aux0: 2.5683, loss/aux0: 2.5683 2020-10-22 08:40:05,861 - mmaction - INFO - Epoch [53][240/264] lr: 4.057e-01, eta: 1 day, 3:36:53, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6806, loss_cls: 2.4758, loss: 2.4758, grad_norm: 1.0866, top1_acc/aux0: 0.3955, top5_acc/aux0: 0.6583, loss_cls/aux0: 2.5696, loss/aux0: 2.5696 2020-10-22 08:40:42,393 - mmaction - INFO - Epoch [53][260/264] lr: 4.057e-01, eta: 1 day, 3:35:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6811, loss_cls: 2.4660, loss: 2.4660, grad_norm: 1.0699, top1_acc/aux0: 0.3771, top5_acc/aux0: 0.6545, loss_cls/aux0: 2.6139, loss/aux0: 2.6139 2020-10-22 08:40:43,356 - mmaction - INFO - Epoch [53][260/264] lr: 4.057e-01, eta: 1 day, 3:36:17, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6811, loss_cls: 2.4660, loss: 2.4660, grad_norm: 1.0701, top1_acc/aux0: 0.3762, top5_acc/aux0: 0.6563, loss_cls/aux0: 2.6125, loss/aux0: 2.6125 2020-10-22 08:46:56,793 - mmaction - INFO - Epoch [54][20/264] lr: 4.041e-01, eta: 1 day, 3:33:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6750, loss_cls: 2.4592, loss: 2.4592, grad_norm: 1.0681, top1_acc/aux0: 0.3885, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.5801, loss/aux0: 2.5801 2020-10-22 08:46:57,747 - mmaction - INFO - Epoch [54][20/264] lr: 4.041e-01, eta: 1 day, 3:35:05, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6750, loss_cls: 2.4592, loss: 2.4592, grad_norm: 1.0661, top1_acc/aux0: 0.3882, top5_acc/aux0: 0.6585, loss_cls/aux0: 2.5822, loss/aux0: 2.5822 2020-10-22 08:47:34,373 - mmaction - INFO - Epoch [54][40/264] lr: 4.041e-01, eta: 1 day, 3:33:18, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6868, loss_cls: 2.4445, loss: 2.4445, grad_norm: 1.0753, top1_acc/aux0: 0.3925, top5_acc/aux0: 0.6694, loss_cls/aux0: 2.5348, loss/aux0: 2.5348 2020-10-22 08:47:35,319 - mmaction - INFO - Epoch [54][40/264] lr: 4.041e-01, eta: 1 day, 3:34:29, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6868, loss_cls: 2.4445, loss: 2.4445, grad_norm: 1.0792, top1_acc/aux0: 0.3917, top5_acc/aux0: 0.6691, loss_cls/aux0: 2.5403, loss/aux0: 2.5403 2020-10-22 08:48:11,984 - mmaction - INFO - Epoch [54][60/264] lr: 4.041e-01, eta: 1 day, 3:32:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4196, top5_acc: 0.6950, loss_cls: 2.3999, loss: 2.3999, grad_norm: 1.0669, top1_acc/aux0: 0.3885, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.5850, loss/aux0: 2.5850 2020-10-22 08:48:12,914 - mmaction - INFO - Epoch [54][60/264] lr: 4.041e-01, eta: 1 day, 3:33:54, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4196, top5_acc: 0.6950, loss_cls: 2.3999, loss: 2.3999, grad_norm: 1.0681, top1_acc/aux0: 0.3910, top5_acc/aux0: 0.6543, loss_cls/aux0: 2.5712, loss/aux0: 2.5712 2020-10-22 08:48:49,579 - mmaction - INFO - Epoch [54][80/264] lr: 4.041e-01, eta: 1 day, 3:32:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6873, loss_cls: 2.4564, loss: 2.4564, grad_norm: 1.0797, top1_acc/aux0: 0.3858, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.5657, loss/aux0: 2.5657 2020-10-22 08:48:50,530 - mmaction - INFO - Epoch [54][80/264] lr: 4.041e-01, eta: 1 day, 3:33:19, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6873, loss_cls: 2.4564, loss: 2.4564, grad_norm: 1.0856, top1_acc/aux0: 0.3828, top5_acc/aux0: 0.6635, loss_cls/aux0: 2.5784, loss/aux0: 2.5784 2020-10-22 08:49:27,332 - mmaction - INFO - Epoch [54][100/264] lr: 4.041e-01, eta: 1 day, 3:31:33, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6795, loss_cls: 2.4577, loss: 2.4577, grad_norm: 1.0673, top1_acc/aux0: 0.3882, top5_acc/aux0: 0.6592, loss_cls/aux0: 2.5803, loss/aux0: 2.5803 2020-10-22 08:49:28,319 - mmaction - INFO - Epoch [54][100/264] lr: 4.041e-01, eta: 1 day, 3:32:45, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6795, loss_cls: 2.4577, loss: 2.4577, grad_norm: 1.0642, top1_acc/aux0: 0.3905, top5_acc/aux0: 0.6595, loss_cls/aux0: 2.5704, loss/aux0: 2.5704 2020-10-22 08:50:05,041 - mmaction - INFO - Epoch [54][120/264] lr: 4.041e-01, eta: 1 day, 3:30:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4203, top5_acc: 0.7010, loss_cls: 2.3845, loss: 2.3845, grad_norm: 1.0912, top1_acc/aux0: 0.3936, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.5751, loss/aux0: 2.5751 2020-10-22 08:50:05,996 - mmaction - INFO - Epoch [54][120/264] lr: 4.041e-01, eta: 1 day, 3:32:09, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4203, top5_acc: 0.7010, loss_cls: 2.3845, loss: 2.3845, grad_norm: 1.0909, top1_acc/aux0: 0.3936, top5_acc/aux0: 0.6655, loss_cls/aux0: 2.5721, loss/aux0: 2.5721 2020-10-22 08:50:43,012 - mmaction - INFO - Epoch [54][140/264] lr: 4.041e-01, eta: 1 day, 3:30:23, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4116, top5_acc: 0.6839, loss_cls: 2.4171, loss: 2.4171, grad_norm: 1.0828, top1_acc/aux0: 0.3813, top5_acc/aux0: 0.6630, loss_cls/aux0: 2.5874, loss/aux0: 2.5874 2020-10-22 08:50:43,968 - mmaction - INFO - Epoch [54][140/264] lr: 4.041e-01, eta: 1 day, 3:31:35, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4116, top5_acc: 0.6839, loss_cls: 2.4171, loss: 2.4171, grad_norm: 1.0774, top1_acc/aux0: 0.3800, top5_acc/aux0: 0.6618, loss_cls/aux0: 2.5904, loss/aux0: 2.5904 2020-10-22 08:51:20,658 - mmaction - INFO - Epoch [54][160/264] lr: 4.041e-01, eta: 1 day, 3:29:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4028, top5_acc: 0.6830, loss_cls: 2.4600, loss: 2.4600, grad_norm: 1.0528, top1_acc/aux0: 0.3790, top5_acc/aux0: 0.6500, loss_cls/aux0: 2.6038, loss/aux0: 2.6038 2020-10-22 08:51:21,605 - mmaction - INFO - Epoch [54][160/264] lr: 4.041e-01, eta: 1 day, 3:31:01, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4028, top5_acc: 0.6830, loss_cls: 2.4600, loss: 2.4600, grad_norm: 1.0563, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6467, loss_cls/aux0: 2.6123, loss/aux0: 2.6123 2020-10-22 08:51:58,511 - mmaction - INFO - Epoch [54][180/264] lr: 4.041e-01, eta: 1 day, 3:29:16, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6830, loss_cls: 2.4364, loss: 2.4364, grad_norm: 1.0631, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6443, loss_cls/aux0: 2.6163, loss/aux0: 2.6163 2020-10-22 08:51:59,453 - mmaction - INFO - Epoch [54][180/264] lr: 4.041e-01, eta: 1 day, 3:30:27, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6830, loss_cls: 2.4364, loss: 2.4364, grad_norm: 1.0645, top1_acc/aux0: 0.3764, top5_acc/aux0: 0.6429, loss_cls/aux0: 2.6235, loss/aux0: 2.6235 2020-10-22 08:52:36,128 - mmaction - INFO - Epoch [54][200/264] lr: 4.041e-01, eta: 1 day, 3:28:41, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4092, top5_acc: 0.6877, loss_cls: 2.4506, loss: 2.4506, grad_norm: 1.0838, top1_acc/aux0: 0.3840, top5_acc/aux0: 0.6507, loss_cls/aux0: 2.5868, loss/aux0: 2.5868 2020-10-22 08:52:37,102 - mmaction - INFO - Epoch [54][200/264] lr: 4.041e-01, eta: 1 day, 3:29:52, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4092, top5_acc: 0.6877, loss_cls: 2.4506, loss: 2.4506, grad_norm: 1.0838, top1_acc/aux0: 0.3856, top5_acc/aux0: 0.6554, loss_cls/aux0: 2.5708, loss/aux0: 2.5708 2020-10-22 08:53:13,803 - mmaction - INFO - Epoch [54][220/264] lr: 4.041e-01, eta: 1 day, 3:28:07, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4043, top5_acc: 0.6762, loss_cls: 2.4641, loss: 2.4641, grad_norm: 1.0559, top1_acc/aux0: 0.3835, top5_acc/aux0: 0.6526, loss_cls/aux0: 2.5921, loss/aux0: 2.5921 2020-10-22 08:53:14,744 - mmaction - INFO - Epoch [54][220/264] lr: 4.041e-01, eta: 1 day, 3:29:18, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4043, top5_acc: 0.6762, loss_cls: 2.4641, loss: 2.4641, grad_norm: 1.0559, top1_acc/aux0: 0.3851, top5_acc/aux0: 0.6535, loss_cls/aux0: 2.5891, loss/aux0: 2.5891 2020-10-22 08:53:51,463 - mmaction - INFO - Epoch [54][240/264] lr: 4.041e-01, eta: 1 day, 3:27:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4179, top5_acc: 0.6920, loss_cls: 2.4366, loss: 2.4366, grad_norm: 1.0528, top1_acc/aux0: 0.4069, top5_acc/aux0: 0.6675, loss_cls/aux0: 2.5119, loss/aux0: 2.5119 2020-10-22 08:53:52,415 - mmaction - INFO - Epoch [54][240/264] lr: 4.041e-01, eta: 1 day, 3:28:43, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4179, top5_acc: 0.6920, loss_cls: 2.4366, loss: 2.4366, grad_norm: 1.0548, top1_acc/aux0: 0.4033, top5_acc/aux0: 0.6625, loss_cls/aux0: 2.5305, loss/aux0: 2.5305 2020-10-22 08:54:29,109 - mmaction - INFO - Epoch [54][260/264] lr: 4.041e-01, eta: 1 day, 3:26:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4189, top5_acc: 0.6898, loss_cls: 2.4219, loss: 2.4219, grad_norm: 1.0777, top1_acc/aux0: 0.3819, top5_acc/aux0: 0.6576, loss_cls/aux0: 2.5862, loss/aux0: 2.5862 2020-10-22 08:54:30,054 - mmaction - INFO - Epoch [54][260/264] lr: 4.041e-01, eta: 1 day, 3:28:08, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4189, top5_acc: 0.6898, loss_cls: 2.4219, loss: 2.4219, grad_norm: 1.0842, top1_acc/aux0: 0.3837, top5_acc/aux0: 0.6599, loss_cls/aux0: 2.5769, loss/aux0: 2.5769 2020-10-22 09:00:40,782 - mmaction - INFO - Epoch [55][20/264] lr: 4.024e-01, eta: 1 day, 3:25:46, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6924, loss_cls: 2.3903, loss: 2.3903, grad_norm: 1.0692, top1_acc/aux0: 0.4088, top5_acc/aux0: 0.6749, loss_cls/aux0: 2.4913, loss/aux0: 2.4913 2020-10-22 09:00:41,926 - mmaction - INFO - Epoch [55][20/264] lr: 4.024e-01, eta: 1 day, 3:26:57, time: 0.945, data_time: 0.016, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6924, loss_cls: 2.3903, loss: 2.3903, grad_norm: 1.0733, top1_acc/aux0: 0.4075, top5_acc/aux0: 0.6720, loss_cls/aux0: 2.5023, loss/aux0: 2.5023 2020-10-22 09:01:18,250 - mmaction - INFO - Epoch [55][40/264] lr: 4.024e-01, eta: 1 day, 3:25:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4283, top5_acc: 0.6950, loss_cls: 2.3911, loss: 2.3911, grad_norm: 1.1026, top1_acc/aux0: 0.3771, top5_acc/aux0: 0.6554, loss_cls/aux0: 2.5824, loss/aux0: 2.5824 2020-10-22 09:01:19,208 - mmaction - INFO - Epoch [55][40/264] lr: 4.024e-01, eta: 1 day, 3:26:21, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4283, top5_acc: 0.6950, loss_cls: 2.3911, loss: 2.3911, grad_norm: 1.1028, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6571, loss_cls/aux0: 2.5770, loss/aux0: 2.5770 2020-10-22 09:01:55,977 - mmaction - INFO - Epoch [55][60/264] lr: 4.024e-01, eta: 1 day, 3:24:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4153, top5_acc: 0.6891, loss_cls: 2.4213, loss: 2.4213, grad_norm: 1.0774, top1_acc/aux0: 0.3903, top5_acc/aux0: 0.6608, loss_cls/aux0: 2.5763, loss/aux0: 2.5763 2020-10-22 09:01:56,926 - mmaction - INFO - Epoch [55][60/264] lr: 4.024e-01, eta: 1 day, 3:25:45, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4153, top5_acc: 0.6891, loss_cls: 2.4213, loss: 2.4213, grad_norm: 1.0733, top1_acc/aux0: 0.3913, top5_acc/aux0: 0.6608, loss_cls/aux0: 2.5729, loss/aux0: 2.5729 2020-10-22 09:02:33,631 - mmaction - INFO - Epoch [55][80/264] lr: 4.024e-01, eta: 1 day, 3:24:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6917, loss_cls: 2.4300, loss: 2.4300, grad_norm: 1.0754, top1_acc/aux0: 0.3983, top5_acc/aux0: 0.6585, loss_cls/aux0: 2.5697, loss/aux0: 2.5697 2020-10-22 09:02:34,577 - mmaction - INFO - Epoch [55][80/264] lr: 4.024e-01, eta: 1 day, 3:25:10, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6917, loss_cls: 2.4300, loss: 2.4300, grad_norm: 1.0741, top1_acc/aux0: 0.3991, top5_acc/aux0: 0.6602, loss_cls/aux0: 2.5645, loss/aux0: 2.5645 2020-10-22 09:03:11,270 - mmaction - INFO - Epoch [55][100/264] lr: 4.024e-01, eta: 1 day, 3:23:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6891, loss_cls: 2.4425, loss: 2.4425, grad_norm: 1.0741, top1_acc/aux0: 0.3863, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.5999, loss/aux0: 2.5999 2020-10-22 09:03:12,229 - mmaction - INFO - Epoch [55][100/264] lr: 4.024e-01, eta: 1 day, 3:24:34, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6891, loss_cls: 2.4425, loss: 2.4425, grad_norm: 1.0702, top1_acc/aux0: 0.3825, top5_acc/aux0: 0.6538, loss_cls/aux0: 2.6156, loss/aux0: 2.6156 2020-10-22 09:03:48,946 - mmaction - INFO - Epoch [55][120/264] lr: 4.024e-01, eta: 1 day, 3:22:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6887, loss_cls: 2.4416, loss: 2.4416, grad_norm: 1.0999, top1_acc/aux0: 0.3946, top5_acc/aux0: 0.6708, loss_cls/aux0: 2.5340, loss/aux0: 2.5340 2020-10-22 09:03:49,883 - mmaction - INFO - Epoch [55][120/264] lr: 4.024e-01, eta: 1 day, 3:23:59, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6887, loss_cls: 2.4416, loss: 2.4416, grad_norm: 1.0971, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.5278, loss/aux0: 2.5278 2020-10-22 09:04:26,753 - mmaction - INFO - Epoch [55][140/264] lr: 4.024e-01, eta: 1 day, 3:22:15, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6842, loss_cls: 2.4330, loss: 2.4330, grad_norm: 1.0700, top1_acc/aux0: 0.3840, top5_acc/aux0: 0.6556, loss_cls/aux0: 2.5906, loss/aux0: 2.5906 2020-10-22 09:04:27,697 - mmaction - INFO - Epoch [55][140/264] lr: 4.024e-01, eta: 1 day, 3:23:25, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6842, loss_cls: 2.4330, loss: 2.4330, grad_norm: 1.0705, top1_acc/aux0: 0.3811, top5_acc/aux0: 0.6569, loss_cls/aux0: 2.5859, loss/aux0: 2.5859 2020-10-22 09:05:04,593 - mmaction - INFO - Epoch [55][160/264] lr: 4.024e-01, eta: 1 day, 3:21:41, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6780, loss_cls: 2.4746, loss: 2.4746, grad_norm: 1.0836, top1_acc/aux0: 0.3819, top5_acc/aux0: 0.6557, loss_cls/aux0: 2.5745, loss/aux0: 2.5745 2020-10-22 09:05:05,562 - mmaction - INFO - Epoch [55][160/264] lr: 4.024e-01, eta: 1 day, 3:22:51, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6780, loss_cls: 2.4746, loss: 2.4746, grad_norm: 1.0888, top1_acc/aux0: 0.3804, top5_acc/aux0: 0.6523, loss_cls/aux0: 2.5895, loss/aux0: 2.5895 2020-10-22 09:05:42,241 - mmaction - INFO - Epoch [55][180/264] lr: 4.024e-01, eta: 1 day, 3:21:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4189, top5_acc: 0.6873, loss_cls: 2.4221, loss: 2.4221, grad_norm: 1.0555, top1_acc/aux0: 0.3703, top5_acc/aux0: 0.6493, loss_cls/aux0: 2.6268, loss/aux0: 2.6268 2020-10-22 09:05:43,186 - mmaction - INFO - Epoch [55][180/264] lr: 4.024e-01, eta: 1 day, 3:22:15, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4189, top5_acc: 0.6873, loss_cls: 2.4221, loss: 2.4221, grad_norm: 1.0545, top1_acc/aux0: 0.3736, top5_acc/aux0: 0.6524, loss_cls/aux0: 2.6131, loss/aux0: 2.6131 2020-10-22 09:06:19,948 - mmaction - INFO - Epoch [55][200/264] lr: 4.024e-01, eta: 1 day, 3:20:32, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4087, top5_acc: 0.6769, loss_cls: 2.4838, loss: 2.4838, grad_norm: 1.0942, top1_acc/aux0: 0.3840, top5_acc/aux0: 0.6530, loss_cls/aux0: 2.5988, loss/aux0: 2.5988 2020-10-22 09:06:20,927 - mmaction - INFO - Epoch [55][200/264] lr: 4.024e-01, eta: 1 day, 3:21:42, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.4087, top5_acc: 0.6769, loss_cls: 2.4838, loss: 2.4838, grad_norm: 1.0938, top1_acc/aux0: 0.3840, top5_acc/aux0: 0.6531, loss_cls/aux0: 2.5964, loss/aux0: 2.5964 2020-10-22 09:06:57,828 - mmaction - INFO - Epoch [55][220/264] lr: 4.024e-01, eta: 1 day, 3:19:58, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4075, top5_acc: 0.6821, loss_cls: 2.4550, loss: 2.4550, grad_norm: 1.1038, top1_acc/aux0: 0.3927, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.5381, loss/aux0: 2.5381 2020-10-22 09:06:58,796 - mmaction - INFO - Epoch [55][220/264] lr: 4.024e-01, eta: 1 day, 3:21:08, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.4075, top5_acc: 0.6821, loss_cls: 2.4550, loss: 2.4550, grad_norm: 1.0998, top1_acc/aux0: 0.3936, top5_acc/aux0: 0.6715, loss_cls/aux0: 2.5411, loss/aux0: 2.5411 2020-10-22 09:07:35,686 - mmaction - INFO - Epoch [55][240/264] lr: 4.024e-01, eta: 1 day, 3:19:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4134, top5_acc: 0.6908, loss_cls: 2.4377, loss: 2.4377, grad_norm: 1.0976, top1_acc/aux0: 0.3931, top5_acc/aux0: 0.6623, loss_cls/aux0: 2.5501, loss/aux0: 2.5501 2020-10-22 09:07:36,625 - mmaction - INFO - Epoch [55][240/264] lr: 4.024e-01, eta: 1 day, 3:20:33, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4134, top5_acc: 0.6908, loss_cls: 2.4377, loss: 2.4377, grad_norm: 1.1026, top1_acc/aux0: 0.3885, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.5620, loss/aux0: 2.5620 2020-10-22 09:08:13,344 - mmaction - INFO - Epoch [55][260/264] lr: 4.024e-01, eta: 1 day, 3:18:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4101, top5_acc: 0.6837, loss_cls: 2.4362, loss: 2.4362, grad_norm: 1.0657, top1_acc/aux0: 0.3894, top5_acc/aux0: 0.6595, loss_cls/aux0: 2.5645, loss/aux0: 2.5645 2020-10-22 09:08:14,281 - mmaction - INFO - Epoch [55][260/264] lr: 4.024e-01, eta: 1 day, 3:19:56, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4101, top5_acc: 0.6837, loss_cls: 2.4362, loss: 2.4362, grad_norm: 1.0690, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6622, loss_cls/aux0: 2.5541, loss/aux0: 2.5541 2020-10-22 09:14:44,618 - mmaction - INFO - Epoch [56][20/264] lr: 4.007e-01, eta: 1 day, 3:17:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4066, top5_acc: 0.6807, loss_cls: 2.4591, loss: 2.4591, grad_norm: 1.0535, top1_acc/aux0: 0.4011, top5_acc/aux0: 0.6658, loss_cls/aux0: 2.5497, loss/aux0: 2.5497 2020-10-22 09:14:45,569 - mmaction - INFO - Epoch [56][20/264] lr: 4.007e-01, eta: 1 day, 3:18:45, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4066, top5_acc: 0.6807, loss_cls: 2.4591, loss: 2.4591, grad_norm: 1.0536, top1_acc/aux0: 0.4024, top5_acc/aux0: 0.6649, loss_cls/aux0: 2.5532, loss/aux0: 2.5532 2020-10-22 09:15:22,033 - mmaction - INFO - Epoch [56][40/264] lr: 4.007e-01, eta: 1 day, 3:17:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6962, loss_cls: 2.4053, loss: 2.4053, grad_norm: 1.0795, top1_acc/aux0: 0.3925, top5_acc/aux0: 0.6632, loss_cls/aux0: 2.5565, loss/aux0: 2.5565 2020-10-22 09:15:22,965 - mmaction - INFO - Epoch [56][40/264] lr: 4.007e-01, eta: 1 day, 3:18:10, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6962, loss_cls: 2.4053, loss: 2.4053, grad_norm: 1.0755, top1_acc/aux0: 0.3913, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5459, loss/aux0: 2.5459 2020-10-22 09:15:59,434 - mmaction - INFO - Epoch [56][60/264] lr: 4.007e-01, eta: 1 day, 3:16:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6865, loss_cls: 2.4470, loss: 2.4470, grad_norm: 1.0838, top1_acc/aux0: 0.3906, top5_acc/aux0: 0.6616, loss_cls/aux0: 2.5636, loss/aux0: 2.5636 2020-10-22 09:16:00,382 - mmaction - INFO - Epoch [56][60/264] lr: 4.007e-01, eta: 1 day, 3:17:34, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6865, loss_cls: 2.4470, loss: 2.4470, grad_norm: 1.0848, top1_acc/aux0: 0.3892, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.5769, loss/aux0: 2.5769 2020-10-22 09:16:37,102 - mmaction - INFO - Epoch [56][80/264] lr: 4.007e-01, eta: 1 day, 3:15:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4215, top5_acc: 0.6976, loss_cls: 2.3951, loss: 2.3951, grad_norm: 1.0999, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6528, loss_cls/aux0: 2.5927, loss/aux0: 2.5927 2020-10-22 09:16:38,051 - mmaction - INFO - Epoch [56][80/264] lr: 4.007e-01, eta: 1 day, 3:16:59, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4215, top5_acc: 0.6976, loss_cls: 2.3951, loss: 2.3951, grad_norm: 1.0963, top1_acc/aux0: 0.3859, top5_acc/aux0: 0.6552, loss_cls/aux0: 2.5846, loss/aux0: 2.5846 2020-10-22 09:17:14,897 - mmaction - INFO - Epoch [56][100/264] lr: 4.007e-01, eta: 1 day, 3:15:16, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.7005, loss_cls: 2.3946, loss: 2.3946, grad_norm: 1.0920, top1_acc/aux0: 0.3875, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.5706, loss/aux0: 2.5706 2020-10-22 09:17:15,867 - mmaction - INFO - Epoch [56][100/264] lr: 4.007e-01, eta: 1 day, 3:16:24, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4250, top5_acc: 0.7005, loss_cls: 2.3946, loss: 2.3946, grad_norm: 1.0911, top1_acc/aux0: 0.3872, top5_acc/aux0: 0.6627, loss_cls/aux0: 2.5657, loss/aux0: 2.5657 2020-10-22 09:17:52,496 - mmaction - INFO - Epoch [56][120/264] lr: 4.007e-01, eta: 1 day, 3:14:41, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6825, loss_cls: 2.4597, loss: 2.4597, grad_norm: 1.0500, top1_acc/aux0: 0.3825, top5_acc/aux0: 0.6672, loss_cls/aux0: 2.5651, loss/aux0: 2.5651 2020-10-22 09:17:53,467 - mmaction - INFO - Epoch [56][120/264] lr: 4.007e-01, eta: 1 day, 3:15:49, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6825, loss_cls: 2.4597, loss: 2.4597, grad_norm: 1.0485, top1_acc/aux0: 0.3814, top5_acc/aux0: 0.6642, loss_cls/aux0: 2.5732, loss/aux0: 2.5732 2020-10-22 09:18:30,087 - mmaction - INFO - Epoch [56][140/264] lr: 4.007e-01, eta: 1 day, 3:14:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6887, loss_cls: 2.4383, loss: 2.4383, grad_norm: 1.0847, top1_acc/aux0: 0.3868, top5_acc/aux0: 0.6585, loss_cls/aux0: 2.5668, loss/aux0: 2.5668 2020-10-22 09:18:31,050 - mmaction - INFO - Epoch [56][140/264] lr: 4.007e-01, eta: 1 day, 3:15:14, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6887, loss_cls: 2.4383, loss: 2.4383, grad_norm: 1.0833, top1_acc/aux0: 0.3889, top5_acc/aux0: 0.6582, loss_cls/aux0: 2.5616, loss/aux0: 2.5616 2020-10-22 09:19:07,663 - mmaction - INFO - Epoch [56][160/264] lr: 4.007e-01, eta: 1 day, 3:13:31, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4144, top5_acc: 0.6847, loss_cls: 2.4278, loss: 2.4278, grad_norm: 1.0625, top1_acc/aux0: 0.4087, top5_acc/aux0: 0.6707, loss_cls/aux0: 2.5181, loss/aux0: 2.5181 2020-10-22 09:19:08,602 - mmaction - INFO - Epoch [56][160/264] lr: 4.007e-01, eta: 1 day, 3:14:39, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4144, top5_acc: 0.6847, loss_cls: 2.4278, loss: 2.4278, grad_norm: 1.0623, top1_acc/aux0: 0.4101, top5_acc/aux0: 0.6715, loss_cls/aux0: 2.5126, loss/aux0: 2.5126 2020-10-22 09:19:45,368 - mmaction - INFO - Epoch [56][180/264] lr: 4.007e-01, eta: 1 day, 3:12:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4220, top5_acc: 0.6936, loss_cls: 2.4212, loss: 2.4212, grad_norm: 1.0926, top1_acc/aux0: 0.3898, top5_acc/aux0: 0.6627, loss_cls/aux0: 2.5739, loss/aux0: 2.5739 2020-10-22 09:19:46,311 - mmaction - INFO - Epoch [56][180/264] lr: 4.007e-01, eta: 1 day, 3:14:04, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4220, top5_acc: 0.6936, loss_cls: 2.4212, loss: 2.4212, grad_norm: 1.0982, top1_acc/aux0: 0.3845, top5_acc/aux0: 0.6616, loss_cls/aux0: 2.5932, loss/aux0: 2.5932 2020-10-22 09:20:23,018 - mmaction - INFO - Epoch [56][200/264] lr: 4.007e-01, eta: 1 day, 3:12:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6818, loss_cls: 2.4352, loss: 2.4352, grad_norm: 1.0762, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6623, loss_cls/aux0: 2.5524, loss/aux0: 2.5524 2020-10-22 09:20:23,948 - mmaction - INFO - Epoch [56][200/264] lr: 4.007e-01, eta: 1 day, 3:13:28, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6818, loss_cls: 2.4352, loss: 2.4352, grad_norm: 1.0800, top1_acc/aux0: 0.3939, top5_acc/aux0: 0.6609, loss_cls/aux0: 2.5477, loss/aux0: 2.5477 2020-10-22 09:21:00,700 - mmaction - INFO - Epoch [56][220/264] lr: 4.007e-01, eta: 1 day, 3:11:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6800, loss_cls: 2.4643, loss: 2.4643, grad_norm: 1.0701, top1_acc/aux0: 0.3832, top5_acc/aux0: 0.6576, loss_cls/aux0: 2.5801, loss/aux0: 2.5801 2020-10-22 09:21:01,639 - mmaction - INFO - Epoch [56][220/264] lr: 4.007e-01, eta: 1 day, 3:12:53, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6800, loss_cls: 2.4643, loss: 2.4643, grad_norm: 1.0743, top1_acc/aux0: 0.3837, top5_acc/aux0: 0.6634, loss_cls/aux0: 2.5694, loss/aux0: 2.5694 2020-10-22 09:21:38,403 - mmaction - INFO - Epoch [56][240/264] lr: 4.007e-01, eta: 1 day, 3:11:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6873, loss_cls: 2.4491, loss: 2.4491, grad_norm: 1.0969, top1_acc/aux0: 0.3828, top5_acc/aux0: 0.6630, loss_cls/aux0: 2.5711, loss/aux0: 2.5711 2020-10-22 09:21:39,354 - mmaction - INFO - Epoch [56][240/264] lr: 4.007e-01, eta: 1 day, 3:12:16, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6873, loss_cls: 2.4491, loss: 2.4491, grad_norm: 1.0948, top1_acc/aux0: 0.3818, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.5842, loss/aux0: 2.5842 2020-10-22 09:22:16,049 - mmaction - INFO - Epoch [56][260/264] lr: 4.007e-01, eta: 1 day, 3:10:34, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4175, top5_acc: 0.6932, loss_cls: 2.4456, loss: 2.4456, grad_norm: 1.0820, top1_acc/aux0: 0.3986, top5_acc/aux0: 0.6622, loss_cls/aux0: 2.5453, loss/aux0: 2.5453 2020-10-22 09:22:16,982 - mmaction - INFO - Epoch [56][260/264] lr: 4.007e-01, eta: 1 day, 3:11:42, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4175, top5_acc: 0.6932, loss_cls: 2.4456, loss: 2.4456, grad_norm: 1.0795, top1_acc/aux0: 0.4019, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5338, loss/aux0: 2.5338 2020-10-22 09:24:09,946 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-22 09:25:56,148 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 09:25:56,266 - mmaction - INFO - top1_acc 0.5159 top5_acc 0.7902 2020-10-22 09:25:56,266 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 09:25:56,287 - mmaction - INFO - mean_acc 0.5157 2020-10-22 09:25:56,288 - mmaction - INFO - Now best checkpoint is epoch_56.pth 2020-10-22 09:25:56,293 - mmaction - INFO - Epoch(val) [56][264] top1_acc: 0.5159, top5_acc: 0.7902, mean_class_accuracy: 0.5157 2020-10-22 09:29:51,987 - mmaction - INFO - Epoch [57][20/264] lr: 3.989e-01, eta: 1 day, 3:09:25, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4205, top5_acc: 0.6873, loss_cls: 2.4335, loss: 2.4335, grad_norm: 1.0922, top1_acc/aux0: 0.3874, top5_acc/aux0: 0.6802, loss_cls/aux0: 2.5266, loss/aux0: 2.5266 2020-10-22 09:29:52,944 - mmaction - INFO - Epoch [57][20/264] lr: 3.989e-01, eta: 1 day, 3:10:31, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4205, top5_acc: 0.6873, loss_cls: 2.4335, loss: 2.4335, grad_norm: 1.0919, top1_acc/aux0: 0.3870, top5_acc/aux0: 0.6795, loss_cls/aux0: 2.5281, loss/aux0: 2.5281 2020-10-22 09:30:29,294 - mmaction - INFO - Epoch [57][40/264] lr: 3.989e-01, eta: 1 day, 3:08:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4207, top5_acc: 0.6884, loss_cls: 2.4049, loss: 2.4049, grad_norm: 1.0899, top1_acc/aux0: 0.3901, top5_acc/aux0: 0.6658, loss_cls/aux0: 2.5341, loss/aux0: 2.5341 2020-10-22 09:30:30,225 - mmaction - INFO - Epoch [57][40/264] lr: 3.989e-01, eta: 1 day, 3:09:56, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4207, top5_acc: 0.6884, loss_cls: 2.4049, loss: 2.4049, grad_norm: 1.0906, top1_acc/aux0: 0.3899, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5332, loss/aux0: 2.5332 2020-10-22 09:31:06,948 - mmaction - INFO - Epoch [57][60/264] lr: 3.989e-01, eta: 1 day, 3:08:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4181, top5_acc: 0.6889, loss_cls: 2.4270, loss: 2.4270, grad_norm: 1.1121, top1_acc/aux0: 0.3898, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5572, loss/aux0: 2.5572 2020-10-22 09:31:07,891 - mmaction - INFO - Epoch [57][60/264] lr: 3.989e-01, eta: 1 day, 3:09:20, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4181, top5_acc: 0.6889, loss_cls: 2.4270, loss: 2.4270, grad_norm: 1.1116, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.5608, loss/aux0: 2.5608 2020-10-22 09:31:44,822 - mmaction - INFO - Epoch [57][80/264] lr: 3.989e-01, eta: 1 day, 3:07:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6941, loss_cls: 2.3802, loss: 2.3802, grad_norm: 1.0688, top1_acc/aux0: 0.3939, top5_acc/aux0: 0.6670, loss_cls/aux0: 2.5419, loss/aux0: 2.5419 2020-10-22 09:31:45,775 - mmaction - INFO - Epoch [57][80/264] lr: 3.989e-01, eta: 1 day, 3:08:46, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6941, loss_cls: 2.3802, loss: 2.3802, grad_norm: 1.0661, top1_acc/aux0: 0.3967, top5_acc/aux0: 0.6658, loss_cls/aux0: 2.5375, loss/aux0: 2.5375 2020-10-22 09:32:22,681 - mmaction - INFO - Epoch [57][100/264] lr: 3.989e-01, eta: 1 day, 3:07:04, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4212, top5_acc: 0.6946, loss_cls: 2.3974, loss: 2.3974, grad_norm: 1.0692, top1_acc/aux0: 0.3852, top5_acc/aux0: 0.6566, loss_cls/aux0: 2.5829, loss/aux0: 2.5829 2020-10-22 09:32:23,645 - mmaction - INFO - Epoch [57][100/264] lr: 3.989e-01, eta: 1 day, 3:08:12, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4212, top5_acc: 0.6946, loss_cls: 2.3974, loss: 2.3974, grad_norm: 1.0717, top1_acc/aux0: 0.3865, top5_acc/aux0: 0.6601, loss_cls/aux0: 2.5760, loss/aux0: 2.5760 2020-10-22 09:33:00,545 - mmaction - INFO - Epoch [57][120/264] lr: 3.989e-01, eta: 1 day, 3:06:30, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4179, top5_acc: 0.6844, loss_cls: 2.4345, loss: 2.4345, grad_norm: 1.0906, top1_acc/aux0: 0.3927, top5_acc/aux0: 0.6595, loss_cls/aux0: 2.5634, loss/aux0: 2.5634 2020-10-22 09:33:01,478 - mmaction - INFO - Epoch [57][120/264] lr: 3.989e-01, eta: 1 day, 3:07:37, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4179, top5_acc: 0.6844, loss_cls: 2.4345, loss: 2.4345, grad_norm: 1.0899, top1_acc/aux0: 0.3906, top5_acc/aux0: 0.6582, loss_cls/aux0: 2.5683, loss/aux0: 2.5683 2020-10-22 09:33:38,269 - mmaction - INFO - Epoch [57][140/264] lr: 3.989e-01, eta: 1 day, 3:05:56, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6896, loss_cls: 2.4022, loss: 2.4022, grad_norm: 1.1014, top1_acc/aux0: 0.3962, top5_acc/aux0: 0.6599, loss_cls/aux0: 2.5400, loss/aux0: 2.5400 2020-10-22 09:33:39,219 - mmaction - INFO - Epoch [57][140/264] lr: 3.989e-01, eta: 1 day, 3:07:02, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6896, loss_cls: 2.4022, loss: 2.4022, grad_norm: 1.0970, top1_acc/aux0: 0.3976, top5_acc/aux0: 0.6585, loss_cls/aux0: 2.5374, loss/aux0: 2.5374 2020-10-22 09:34:15,930 - mmaction - INFO - Epoch [57][160/264] lr: 3.989e-01, eta: 1 day, 3:05:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6877, loss_cls: 2.4428, loss: 2.4428, grad_norm: 1.0704, top1_acc/aux0: 0.3946, top5_acc/aux0: 0.6682, loss_cls/aux0: 2.5418, loss/aux0: 2.5418 2020-10-22 09:34:16,884 - mmaction - INFO - Epoch [57][160/264] lr: 3.989e-01, eta: 1 day, 3:06:27, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6877, loss_cls: 2.4428, loss: 2.4428, grad_norm: 1.0762, top1_acc/aux0: 0.3925, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.5496, loss/aux0: 2.5496 2020-10-22 09:34:53,622 - mmaction - INFO - Epoch [57][180/264] lr: 3.989e-01, eta: 1 day, 3:04:46, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4196, top5_acc: 0.6936, loss_cls: 2.4182, loss: 2.4182, grad_norm: 1.1095, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.5664, loss/aux0: 2.5664 2020-10-22 09:34:54,551 - mmaction - INFO - Epoch [57][180/264] lr: 3.989e-01, eta: 1 day, 3:05:52, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4196, top5_acc: 0.6936, loss_cls: 2.4182, loss: 2.4182, grad_norm: 1.1108, top1_acc/aux0: 0.3826, top5_acc/aux0: 0.6689, loss_cls/aux0: 2.5729, loss/aux0: 2.5729 2020-10-22 09:35:31,400 - mmaction - INFO - Epoch [57][200/264] lr: 3.989e-01, eta: 1 day, 3:04:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6849, loss_cls: 2.4606, loss: 2.4606, grad_norm: 1.0753, top1_acc/aux0: 0.3918, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.5725, loss/aux0: 2.5725 2020-10-22 09:35:32,342 - mmaction - INFO - Epoch [57][200/264] lr: 3.989e-01, eta: 1 day, 3:05:17, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6849, loss_cls: 2.4606, loss: 2.4606, grad_norm: 1.0688, top1_acc/aux0: 0.3944, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5579, loss/aux0: 2.5579 2020-10-22 09:36:09,057 - mmaction - INFO - Epoch [57][220/264] lr: 3.989e-01, eta: 1 day, 3:03:36, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4113, top5_acc: 0.6849, loss_cls: 2.4576, loss: 2.4576, grad_norm: 1.0535, top1_acc/aux0: 0.3865, top5_acc/aux0: 0.6479, loss_cls/aux0: 2.6188, loss/aux0: 2.6188 2020-10-22 09:36:09,995 - mmaction - INFO - Epoch [57][220/264] lr: 3.989e-01, eta: 1 day, 3:04:42, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4113, top5_acc: 0.6849, loss_cls: 2.4576, loss: 2.4576, grad_norm: 1.0520, top1_acc/aux0: 0.3845, top5_acc/aux0: 0.6448, loss_cls/aux0: 2.6237, loss/aux0: 2.6237 2020-10-22 09:36:46,530 - mmaction - INFO - Epoch [57][240/264] lr: 3.989e-01, eta: 1 day, 3:03:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6767, loss_cls: 2.4607, loss: 2.4607, grad_norm: 1.0779, top1_acc/aux0: 0.3858, top5_acc/aux0: 0.6592, loss_cls/aux0: 2.5709, loss/aux0: 2.5709 2020-10-22 09:36:47,483 - mmaction - INFO - Epoch [57][240/264] lr: 3.989e-01, eta: 1 day, 3:04:06, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6767, loss_cls: 2.4607, loss: 2.4607, grad_norm: 1.0763, top1_acc/aux0: 0.3859, top5_acc/aux0: 0.6594, loss_cls/aux0: 2.5742, loss/aux0: 2.5742 2020-10-22 09:37:23,896 - mmaction - INFO - Epoch [57][260/264] lr: 3.989e-01, eta: 1 day, 3:02:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6870, loss_cls: 2.4570, loss: 2.4570, grad_norm: 1.0588, top1_acc/aux0: 0.3901, top5_acc/aux0: 0.6571, loss_cls/aux0: 2.5586, loss/aux0: 2.5586 2020-10-22 09:37:24,815 - mmaction - INFO - Epoch [57][260/264] lr: 3.989e-01, eta: 1 day, 3:03:30, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6870, loss_cls: 2.4570, loss: 2.4570, grad_norm: 1.0644, top1_acc/aux0: 0.3899, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.5637, loss/aux0: 2.5637 2020-10-22 09:43:32,554 - mmaction - INFO - Epoch [58][20/264] lr: 3.972e-01, eta: 1 day, 3:01:15, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4243, top5_acc: 0.6922, loss_cls: 2.3807, loss: 2.3807, grad_norm: 1.0844, top1_acc/aux0: 0.3847, top5_acc/aux0: 0.6429, loss_cls/aux0: 2.6328, loss/aux0: 2.6328 2020-10-22 09:43:33,523 - mmaction - INFO - Epoch [58][20/264] lr: 3.972e-01, eta: 1 day, 3:02:20, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4243, top5_acc: 0.6922, loss_cls: 2.3807, loss: 2.3807, grad_norm: 1.0840, top1_acc/aux0: 0.3849, top5_acc/aux0: 0.6432, loss_cls/aux0: 2.6310, loss/aux0: 2.6310 2020-10-22 09:44:09,817 - mmaction - INFO - Epoch [58][40/264] lr: 3.972e-01, eta: 1 day, 3:00:39, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6998, loss_cls: 2.3833, loss: 2.3833, grad_norm: 1.0612, top1_acc/aux0: 0.3823, top5_acc/aux0: 0.6549, loss_cls/aux0: 2.6081, loss/aux0: 2.6081 2020-10-22 09:44:10,791 - mmaction - INFO - Epoch [58][40/264] lr: 3.972e-01, eta: 1 day, 3:01:44, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6998, loss_cls: 2.3833, loss: 2.3833, grad_norm: 1.0603, top1_acc/aux0: 0.3811, top5_acc/aux0: 0.6536, loss_cls/aux0: 2.6119, loss/aux0: 2.6119 2020-10-22 09:44:47,653 - mmaction - INFO - Epoch [58][60/264] lr: 3.972e-01, eta: 1 day, 3:00:04, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.7023, loss_cls: 2.3593, loss: 2.3593, grad_norm: 1.0748, top1_acc/aux0: 0.3939, top5_acc/aux0: 0.6665, loss_cls/aux0: 2.5254, loss/aux0: 2.5254 2020-10-22 09:44:48,587 - mmaction - INFO - Epoch [58][60/264] lr: 3.972e-01, eta: 1 day, 3:01:10, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.4292, top5_acc: 0.7023, loss_cls: 2.3593, loss: 2.3593, grad_norm: 1.0805, top1_acc/aux0: 0.3941, top5_acc/aux0: 0.6684, loss_cls/aux0: 2.5266, loss/aux0: 2.5266 2020-10-22 09:45:25,474 - mmaction - INFO - Epoch [58][80/264] lr: 3.972e-01, eta: 1 day, 2:59:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6990, loss_cls: 2.4167, loss: 2.4167, grad_norm: 1.0916, top1_acc/aux0: 0.3837, top5_acc/aux0: 0.6502, loss_cls/aux0: 2.5920, loss/aux0: 2.5920 2020-10-22 09:45:26,425 - mmaction - INFO - Epoch [58][80/264] lr: 3.972e-01, eta: 1 day, 3:00:35, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6990, loss_cls: 2.4167, loss: 2.4167, grad_norm: 1.0889, top1_acc/aux0: 0.3854, top5_acc/aux0: 0.6500, loss_cls/aux0: 2.5832, loss/aux0: 2.5832 2020-10-22 09:46:03,127 - mmaction - INFO - Epoch [58][100/264] lr: 3.972e-01, eta: 1 day, 2:58:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4217, top5_acc: 0.6882, loss_cls: 2.4080, loss: 2.4080, grad_norm: 1.0853, top1_acc/aux0: 0.3943, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5592, loss/aux0: 2.5592 2020-10-22 09:46:04,132 - mmaction - INFO - Epoch [58][100/264] lr: 3.972e-01, eta: 1 day, 3:00:00, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4217, top5_acc: 0.6882, loss_cls: 2.4080, loss: 2.4080, grad_norm: 1.0839, top1_acc/aux0: 0.3967, top5_acc/aux0: 0.6670, loss_cls/aux0: 2.5508, loss/aux0: 2.5508 2020-10-22 09:46:40,870 - mmaction - INFO - Epoch [58][120/264] lr: 3.972e-01, eta: 1 day, 2:58:20, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6875, loss_cls: 2.4375, loss: 2.4375, grad_norm: 1.0895, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6665, loss_cls/aux0: 2.5231, loss/aux0: 2.5231 2020-10-22 09:46:41,812 - mmaction - INFO - Epoch [58][120/264] lr: 3.972e-01, eta: 1 day, 2:59:26, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6875, loss_cls: 2.4375, loss: 2.4375, grad_norm: 1.0882, top1_acc/aux0: 0.3997, top5_acc/aux0: 0.6648, loss_cls/aux0: 2.5336, loss/aux0: 2.5336 2020-10-22 09:47:18,632 - mmaction - INFO - Epoch [58][140/264] lr: 3.972e-01, eta: 1 day, 2:57:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6884, loss_cls: 2.4152, loss: 2.4152, grad_norm: 1.0941, top1_acc/aux0: 0.3819, top5_acc/aux0: 0.6592, loss_cls/aux0: 2.5992, loss/aux0: 2.5992 2020-10-22 09:47:19,564 - mmaction - INFO - Epoch [58][140/264] lr: 3.972e-01, eta: 1 day, 2:58:51, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6884, loss_cls: 2.4152, loss: 2.4152, grad_norm: 1.0961, top1_acc/aux0: 0.3790, top5_acc/aux0: 0.6564, loss_cls/aux0: 2.6062, loss/aux0: 2.6062 2020-10-22 09:47:56,254 - mmaction - INFO - Epoch [58][160/264] lr: 3.972e-01, eta: 1 day, 2:57:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4262, top5_acc: 0.6922, loss_cls: 2.3874, loss: 2.3874, grad_norm: 1.0791, top1_acc/aux0: 0.3931, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5416, loss/aux0: 2.5416 2020-10-22 09:47:57,183 - mmaction - INFO - Epoch [58][160/264] lr: 3.972e-01, eta: 1 day, 2:58:16, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4262, top5_acc: 0.6922, loss_cls: 2.3874, loss: 2.3874, grad_norm: 1.0815, top1_acc/aux0: 0.3939, top5_acc/aux0: 0.6634, loss_cls/aux0: 2.5406, loss/aux0: 2.5406 2020-10-22 09:48:33,831 - mmaction - INFO - Epoch [58][180/264] lr: 3.972e-01, eta: 1 day, 2:56:36, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6844, loss_cls: 2.4553, loss: 2.4553, grad_norm: 1.1073, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6599, loss_cls/aux0: 2.5513, loss/aux0: 2.5513 2020-10-22 09:48:34,910 - mmaction - INFO - Epoch [58][180/264] lr: 3.972e-01, eta: 1 day, 2:57:41, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6844, loss_cls: 2.4553, loss: 2.4553, grad_norm: 1.1073, top1_acc/aux0: 0.3899, top5_acc/aux0: 0.6635, loss_cls/aux0: 2.5478, loss/aux0: 2.5478 2020-10-22 09:49:11,727 - mmaction - INFO - Epoch [58][200/264] lr: 3.972e-01, eta: 1 day, 2:56:02, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6981, loss_cls: 2.3882, loss: 2.3882, grad_norm: 1.0769, top1_acc/aux0: 0.3957, top5_acc/aux0: 0.6660, loss_cls/aux0: 2.5500, loss/aux0: 2.5500 2020-10-22 09:49:12,652 - mmaction - INFO - Epoch [58][200/264] lr: 3.972e-01, eta: 1 day, 2:57:07, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6981, loss_cls: 2.3882, loss: 2.3882, grad_norm: 1.0692, top1_acc/aux0: 0.3983, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.5405, loss/aux0: 2.5405 2020-10-22 09:49:49,337 - mmaction - INFO - Epoch [58][220/264] lr: 3.972e-01, eta: 1 day, 2:55:28, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4085, top5_acc: 0.6839, loss_cls: 2.4579, loss: 2.4579, grad_norm: 1.0784, top1_acc/aux0: 0.3983, top5_acc/aux0: 0.6688, loss_cls/aux0: 2.5030, loss/aux0: 2.5030 2020-10-22 09:49:50,270 - mmaction - INFO - Epoch [58][220/264] lr: 3.972e-01, eta: 1 day, 2:56:33, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.4085, top5_acc: 0.6839, loss_cls: 2.4579, loss: 2.4579, grad_norm: 1.0785, top1_acc/aux0: 0.3969, top5_acc/aux0: 0.6681, loss_cls/aux0: 2.5096, loss/aux0: 2.5096 2020-10-22 09:50:27,174 - mmaction - INFO - Epoch [58][240/264] lr: 3.972e-01, eta: 1 day, 2:54:54, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4111, top5_acc: 0.6892, loss_cls: 2.4376, loss: 2.4376, grad_norm: 1.0876, top1_acc/aux0: 0.3977, top5_acc/aux0: 0.6696, loss_cls/aux0: 2.5491, loss/aux0: 2.5491 2020-10-22 09:50:28,125 - mmaction - INFO - Epoch [58][240/264] lr: 3.972e-01, eta: 1 day, 2:55:59, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.4111, top5_acc: 0.6892, loss_cls: 2.4376, loss: 2.4376, grad_norm: 1.0846, top1_acc/aux0: 0.3960, top5_acc/aux0: 0.6700, loss_cls/aux0: 2.5584, loss/aux0: 2.5584 2020-10-22 09:51:04,572 - mmaction - INFO - Epoch [58][260/264] lr: 3.972e-01, eta: 1 day, 2:54:19, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6823, loss_cls: 2.4837, loss: 2.4837, grad_norm: 1.0649, top1_acc/aux0: 0.3790, top5_acc/aux0: 0.6554, loss_cls/aux0: 2.6208, loss/aux0: 2.6208 2020-10-22 09:51:05,493 - mmaction - INFO - Epoch [58][260/264] lr: 3.972e-01, eta: 1 day, 2:55:22, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6823, loss_cls: 2.4837, loss: 2.4837, grad_norm: 1.0575, top1_acc/aux0: 0.3780, top5_acc/aux0: 0.6542, loss_cls/aux0: 2.6143, loss/aux0: 2.6143 2020-10-22 09:57:09,747 - mmaction - INFO - Epoch [59][20/264] lr: 3.954e-01, eta: 1 day, 2:53:09, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4142, top5_acc: 0.6868, loss_cls: 2.4262, loss: 2.4262, grad_norm: 1.0972, top1_acc/aux0: 0.3971, top5_acc/aux0: 0.6765, loss_cls/aux0: 2.5068, loss/aux0: 2.5068 2020-10-22 09:57:10,683 - mmaction - INFO - Epoch [59][20/264] lr: 3.954e-01, eta: 1 day, 2:54:12, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4142, top5_acc: 0.6868, loss_cls: 2.4262, loss: 2.4262, grad_norm: 1.0997, top1_acc/aux0: 0.3944, top5_acc/aux0: 0.6748, loss_cls/aux0: 2.5149, loss/aux0: 2.5149 2020-10-22 09:57:47,081 - mmaction - INFO - Epoch [59][40/264] lr: 3.954e-01, eta: 1 day, 2:52:32, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4184, top5_acc: 0.6887, loss_cls: 2.4274, loss: 2.4274, grad_norm: 1.1065, top1_acc/aux0: 0.3858, top5_acc/aux0: 0.6559, loss_cls/aux0: 2.5661, loss/aux0: 2.5661 2020-10-22 09:57:48,007 - mmaction - INFO - Epoch [59][40/264] lr: 3.954e-01, eta: 1 day, 2:53:36, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4184, top5_acc: 0.6887, loss_cls: 2.4274, loss: 2.4274, grad_norm: 1.1081, top1_acc/aux0: 0.3898, top5_acc/aux0: 0.6589, loss_cls/aux0: 2.5530, loss/aux0: 2.5530 2020-10-22 09:58:24,528 - mmaction - INFO - Epoch [59][60/264] lr: 3.954e-01, eta: 1 day, 2:51:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6896, loss_cls: 2.4347, loss: 2.4347, grad_norm: 1.1133, top1_acc/aux0: 0.4026, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.5189, loss/aux0: 2.5189 2020-10-22 09:58:25,459 - mmaction - INFO - Epoch [59][60/264] lr: 3.954e-01, eta: 1 day, 2:53:01, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6896, loss_cls: 2.4347, loss: 2.4347, grad_norm: 1.1129, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6714, loss_cls/aux0: 2.5292, loss/aux0: 2.5292 2020-10-22 09:59:02,121 - mmaction - INFO - Epoch [59][80/264] lr: 3.954e-01, eta: 1 day, 2:51:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4155, top5_acc: 0.6925, loss_cls: 2.4340, loss: 2.4340, grad_norm: 1.0806, top1_acc/aux0: 0.3840, top5_acc/aux0: 0.6578, loss_cls/aux0: 2.5904, loss/aux0: 2.5904 2020-10-22 09:59:03,053 - mmaction - INFO - Epoch [59][80/264] lr: 3.954e-01, eta: 1 day, 2:52:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4155, top5_acc: 0.6925, loss_cls: 2.4340, loss: 2.4340, grad_norm: 1.0802, top1_acc/aux0: 0.3828, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.6007, loss/aux0: 2.6007 2020-10-22 09:59:39,659 - mmaction - INFO - Epoch [59][100/264] lr: 3.954e-01, eta: 1 day, 2:50:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7057, loss_cls: 2.3591, loss: 2.3591, grad_norm: 1.0926, top1_acc/aux0: 0.3906, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.5658, loss/aux0: 2.5658 2020-10-22 09:59:40,649 - mmaction - INFO - Epoch [59][100/264] lr: 3.954e-01, eta: 1 day, 2:51:50, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7057, loss_cls: 2.3591, loss: 2.3591, grad_norm: 1.0879, top1_acc/aux0: 0.3936, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5520, loss/aux0: 2.5520 2020-10-22 10:00:20,196 - mmaction - INFO - Epoch [59][120/264] lr: 3.954e-01, eta: 1 day, 2:50:20, time: 1.081, data_time: 0.002, memory: 8466, top1_acc: 0.4233, top5_acc: 0.7016, loss_cls: 2.3855, loss: 2.3855, grad_norm: 1.0903, top1_acc/aux0: 0.3957, top5_acc/aux0: 0.6663, loss_cls/aux0: 2.5212, loss/aux0: 2.5212 2020-10-22 10:00:21,207 - mmaction - INFO - Epoch [59][120/264] lr: 3.954e-01, eta: 1 day, 2:51:34, time: 1.085, data_time: 0.008, memory: 8466, top1_acc: 0.4233, top5_acc: 0.7016, loss_cls: 2.3855, loss: 2.3855, grad_norm: 1.0873, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6696, loss_cls/aux0: 2.5079, loss/aux0: 2.5079 2020-10-22 10:00:58,179 - mmaction - INFO - Epoch [59][140/264] lr: 3.954e-01, eta: 1 day, 2:49:56, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6863, loss_cls: 2.4373, loss: 2.4373, grad_norm: 1.0868, top1_acc/aux0: 0.3986, top5_acc/aux0: 0.6715, loss_cls/aux0: 2.5492, loss/aux0: 2.5492 2020-10-22 10:00:59,134 - mmaction - INFO - Epoch [59][140/264] lr: 3.954e-01, eta: 1 day, 2:51:00, time: 0.955, data_time: 0.002, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6863, loss_cls: 2.4373, loss: 2.4373, grad_norm: 1.0864, top1_acc/aux0: 0.3960, top5_acc/aux0: 0.6686, loss_cls/aux0: 2.5652, loss/aux0: 2.5652 2020-10-22 10:01:35,857 - mmaction - INFO - Epoch [59][160/264] lr: 3.954e-01, eta: 1 day, 2:49:22, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4215, top5_acc: 0.6906, loss_cls: 2.4316, loss: 2.4316, grad_norm: 1.0975, top1_acc/aux0: 0.4003, top5_acc/aux0: 0.6686, loss_cls/aux0: 2.5334, loss/aux0: 2.5334 2020-10-22 10:01:36,792 - mmaction - INFO - Epoch [59][160/264] lr: 3.954e-01, eta: 1 day, 2:50:26, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4215, top5_acc: 0.6906, loss_cls: 2.4316, loss: 2.4316, grad_norm: 1.0974, top1_acc/aux0: 0.4012, top5_acc/aux0: 0.6696, loss_cls/aux0: 2.5298, loss/aux0: 2.5298 2020-10-22 10:02:13,660 - mmaction - INFO - Epoch [59][180/264] lr: 3.954e-01, eta: 1 day, 2:48:48, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4142, top5_acc: 0.6892, loss_cls: 2.4307, loss: 2.4307, grad_norm: 1.0803, top1_acc/aux0: 0.3958, top5_acc/aux0: 0.6578, loss_cls/aux0: 2.5691, loss/aux0: 2.5691 2020-10-22 10:02:14,603 - mmaction - INFO - Epoch [59][180/264] lr: 3.954e-01, eta: 1 day, 2:49:51, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4142, top5_acc: 0.6892, loss_cls: 2.4307, loss: 2.4307, grad_norm: 1.0831, top1_acc/aux0: 0.3946, top5_acc/aux0: 0.6580, loss_cls/aux0: 2.5754, loss/aux0: 2.5754 2020-10-22 10:02:51,427 - mmaction - INFO - Epoch [59][200/264] lr: 3.954e-01, eta: 1 day, 2:48:13, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4236, top5_acc: 0.7003, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.0901, top1_acc/aux0: 0.3976, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.5449, loss/aux0: 2.5449 2020-10-22 10:02:52,374 - mmaction - INFO - Epoch [59][200/264] lr: 3.954e-01, eta: 1 day, 2:49:17, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4236, top5_acc: 0.7003, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.0857, top1_acc/aux0: 0.3998, top5_acc/aux0: 0.6694, loss_cls/aux0: 2.5411, loss/aux0: 2.5411 2020-10-22 10:03:28,972 - mmaction - INFO - Epoch [59][220/264] lr: 3.954e-01, eta: 1 day, 2:47:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4217, top5_acc: 0.6892, loss_cls: 2.4086, loss: 2.4086, grad_norm: 1.0879, top1_acc/aux0: 0.3865, top5_acc/aux0: 0.6549, loss_cls/aux0: 2.6066, loss/aux0: 2.6066 2020-10-22 10:03:29,926 - mmaction - INFO - Epoch [59][220/264] lr: 3.954e-01, eta: 1 day, 2:48:41, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4217, top5_acc: 0.6892, loss_cls: 2.4086, loss: 2.4086, grad_norm: 1.0856, top1_acc/aux0: 0.3856, top5_acc/aux0: 0.6554, loss_cls/aux0: 2.6050, loss/aux0: 2.6050 2020-10-22 10:04:06,807 - mmaction - INFO - Epoch [59][240/264] lr: 3.954e-01, eta: 1 day, 2:47:03, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6887, loss_cls: 2.4212, loss: 2.4212, grad_norm: 1.0724, top1_acc/aux0: 0.3898, top5_acc/aux0: 0.6595, loss_cls/aux0: 2.5729, loss/aux0: 2.5729 2020-10-22 10:04:07,768 - mmaction - INFO - Epoch [59][240/264] lr: 3.954e-01, eta: 1 day, 2:48:07, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6887, loss_cls: 2.4212, loss: 2.4212, grad_norm: 1.0722, top1_acc/aux0: 0.3925, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5652, loss/aux0: 2.5652 2020-10-22 10:04:44,352 - mmaction - INFO - Epoch [59][260/264] lr: 3.954e-01, eta: 1 day, 2:46:28, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6844, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.0784, top1_acc/aux0: 0.3865, top5_acc/aux0: 0.6554, loss_cls/aux0: 2.6114, loss/aux0: 2.6114 2020-10-22 10:04:45,274 - mmaction - INFO - Epoch [59][260/264] lr: 3.954e-01, eta: 1 day, 2:47:30, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6844, loss_cls: 2.4342, loss: 2.4342, grad_norm: 1.0730, top1_acc/aux0: 0.3840, top5_acc/aux0: 0.6561, loss_cls/aux0: 2.6118, loss/aux0: 2.6118 2020-10-22 10:10:57,213 - mmaction - INFO - Epoch [60][20/264] lr: 3.936e-01, eta: 1 day, 2:45:19, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6948, loss_cls: 2.4125, loss: 2.4125, grad_norm: 1.1027, top1_acc/aux0: 0.3805, top5_acc/aux0: 0.6614, loss_cls/aux0: 2.5585, loss/aux0: 2.5585 2020-10-22 10:10:58,204 - mmaction - INFO - Epoch [60][20/264] lr: 3.936e-01, eta: 1 day, 2:46:21, time: 0.930, data_time: 0.005, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6948, loss_cls: 2.4125, loss: 2.4125, grad_norm: 1.1043, top1_acc/aux0: 0.3809, top5_acc/aux0: 0.6618, loss_cls/aux0: 2.5575, loss/aux0: 2.5575 2020-10-22 10:11:34,578 - mmaction - INFO - Epoch [60][40/264] lr: 3.936e-01, eta: 1 day, 2:44:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4309, top5_acc: 0.7092, loss_cls: 2.3424, loss: 2.3424, grad_norm: 1.0778, top1_acc/aux0: 0.3957, top5_acc/aux0: 0.6649, loss_cls/aux0: 2.5402, loss/aux0: 2.5402 2020-10-22 10:11:35,532 - mmaction - INFO - Epoch [60][40/264] lr: 3.936e-01, eta: 1 day, 2:45:45, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4309, top5_acc: 0.7092, loss_cls: 2.3424, loss: 2.3424, grad_norm: 1.0752, top1_acc/aux0: 0.3960, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5412, loss/aux0: 2.5412 2020-10-22 10:12:12,023 - mmaction - INFO - Epoch [60][60/264] lr: 3.936e-01, eta: 1 day, 2:44:07, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6979, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.0755, top1_acc/aux0: 0.3962, top5_acc/aux0: 0.6608, loss_cls/aux0: 2.5418, loss/aux0: 2.5418 2020-10-22 10:12:12,956 - mmaction - INFO - Epoch [60][60/264] lr: 3.936e-01, eta: 1 day, 2:45:08, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6979, loss_cls: 2.3996, loss: 2.3996, grad_norm: 1.0732, top1_acc/aux0: 0.3976, top5_acc/aux0: 0.6627, loss_cls/aux0: 2.5346, loss/aux0: 2.5346 2020-10-22 10:12:49,505 - mmaction - INFO - Epoch [60][80/264] lr: 3.936e-01, eta: 1 day, 2:43:31, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6924, loss_cls: 2.4281, loss: 2.4281, grad_norm: 1.0925, top1_acc/aux0: 0.4017, top5_acc/aux0: 0.6780, loss_cls/aux0: 2.5290, loss/aux0: 2.5290 2020-10-22 10:12:50,437 - mmaction - INFO - Epoch [60][80/264] lr: 3.936e-01, eta: 1 day, 2:44:33, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6924, loss_cls: 2.4281, loss: 2.4281, grad_norm: 1.0904, top1_acc/aux0: 0.3981, top5_acc/aux0: 0.6733, loss_cls/aux0: 2.5481, loss/aux0: 2.5481 2020-10-22 10:13:27,348 - mmaction - INFO - Epoch [60][100/264] lr: 3.936e-01, eta: 1 day, 2:42:56, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6781, loss_cls: 2.4543, loss: 2.4543, grad_norm: 1.0628, top1_acc/aux0: 0.3941, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.5324, loss/aux0: 2.5324 2020-10-22 10:13:28,287 - mmaction - INFO - Epoch [60][100/264] lr: 3.936e-01, eta: 1 day, 2:44:00, time: 0.955, data_time: 0.002, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6781, loss_cls: 2.4543, loss: 2.4543, grad_norm: 1.0600, top1_acc/aux0: 0.3972, top5_acc/aux0: 0.6792, loss_cls/aux0: 2.5189, loss/aux0: 2.5189 2020-10-22 10:14:05,228 - mmaction - INFO - Epoch [60][120/264] lr: 3.936e-01, eta: 1 day, 2:42:22, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6972, loss_cls: 2.3838, loss: 2.3838, grad_norm: 1.0923, top1_acc/aux0: 0.3839, top5_acc/aux0: 0.6604, loss_cls/aux0: 2.5947, loss/aux0: 2.5947 2020-10-22 10:14:06,215 - mmaction - INFO - Epoch [60][120/264] lr: 3.936e-01, eta: 1 day, 2:43:25, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6972, loss_cls: 2.3838, loss: 2.3838, grad_norm: 1.0916, top1_acc/aux0: 0.3830, top5_acc/aux0: 0.6609, loss_cls/aux0: 2.5928, loss/aux0: 2.5928 2020-10-22 10:14:42,733 - mmaction - INFO - Epoch [60][140/264] lr: 3.936e-01, eta: 1 day, 2:41:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4146, top5_acc: 0.6828, loss_cls: 2.4382, loss: 2.4382, grad_norm: 1.0646, top1_acc/aux0: 0.3986, top5_acc/aux0: 0.6734, loss_cls/aux0: 2.5049, loss/aux0: 2.5049 2020-10-22 10:14:43,685 - mmaction - INFO - Epoch [60][140/264] lr: 3.936e-01, eta: 1 day, 2:42:50, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4146, top5_acc: 0.6828, loss_cls: 2.4382, loss: 2.4382, grad_norm: 1.0655, top1_acc/aux0: 0.4014, top5_acc/aux0: 0.6726, loss_cls/aux0: 2.4981, loss/aux0: 2.4981 2020-10-22 10:15:20,531 - mmaction - INFO - Epoch [60][160/264] lr: 3.936e-01, eta: 1 day, 2:41:13, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6828, loss_cls: 2.4646, loss: 2.4646, grad_norm: 1.0982, top1_acc/aux0: 0.3976, top5_acc/aux0: 0.6679, loss_cls/aux0: 2.5423, loss/aux0: 2.5423 2020-10-22 10:15:21,469 - mmaction - INFO - Epoch [60][160/264] lr: 3.936e-01, eta: 1 day, 2:42:15, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6828, loss_cls: 2.4646, loss: 2.4646, grad_norm: 1.1004, top1_acc/aux0: 0.3953, top5_acc/aux0: 0.6688, loss_cls/aux0: 2.5502, loss/aux0: 2.5502 2020-10-22 10:15:58,265 - mmaction - INFO - Epoch [60][180/264] lr: 3.936e-01, eta: 1 day, 2:40:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4163, top5_acc: 0.6946, loss_cls: 2.4190, loss: 2.4190, grad_norm: 1.0954, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6658, loss_cls/aux0: 2.5355, loss/aux0: 2.5355 2020-10-22 10:15:59,278 - mmaction - INFO - Epoch [60][180/264] lr: 3.936e-01, eta: 1 day, 2:41:40, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4163, top5_acc: 0.6946, loss_cls: 2.4190, loss: 2.4190, grad_norm: 1.0995, top1_acc/aux0: 0.3958, top5_acc/aux0: 0.6618, loss_cls/aux0: 2.5525, loss/aux0: 2.5525 2020-10-22 10:16:36,129 - mmaction - INFO - Epoch [60][200/264] lr: 3.936e-01, eta: 1 day, 2:40:03, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4207, top5_acc: 0.6908, loss_cls: 2.4120, loss: 2.4120, grad_norm: 1.0937, top1_acc/aux0: 0.3962, top5_acc/aux0: 0.6703, loss_cls/aux0: 2.5308, loss/aux0: 2.5308 2020-10-22 10:16:37,079 - mmaction - INFO - Epoch [60][200/264] lr: 3.936e-01, eta: 1 day, 2:41:05, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4207, top5_acc: 0.6908, loss_cls: 2.4120, loss: 2.4120, grad_norm: 1.0978, top1_acc/aux0: 0.4028, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5170, loss/aux0: 2.5170 2020-10-22 10:17:13,769 - mmaction - INFO - Epoch [60][220/264] lr: 3.936e-01, eta: 1 day, 2:39:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4215, top5_acc: 0.6898, loss_cls: 2.4190, loss: 2.4190, grad_norm: 1.0777, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5339, loss/aux0: 2.5339 2020-10-22 10:17:14,701 - mmaction - INFO - Epoch [60][220/264] lr: 3.936e-01, eta: 1 day, 2:40:30, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4215, top5_acc: 0.6898, loss_cls: 2.4190, loss: 2.4190, grad_norm: 1.0770, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6733, loss_cls/aux0: 2.5333, loss/aux0: 2.5333 2020-10-22 10:17:51,665 - mmaction - INFO - Epoch [60][240/264] lr: 3.936e-01, eta: 1 day, 2:38:53, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4293, top5_acc: 0.6929, loss_cls: 2.3815, loss: 2.3815, grad_norm: 1.1022, top1_acc/aux0: 0.3863, top5_acc/aux0: 0.6675, loss_cls/aux0: 2.5514, loss/aux0: 2.5514 2020-10-22 10:17:52,637 - mmaction - INFO - Epoch [60][240/264] lr: 3.936e-01, eta: 1 day, 2:39:55, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4293, top5_acc: 0.6929, loss_cls: 2.3815, loss: 2.3815, grad_norm: 1.0976, top1_acc/aux0: 0.3847, top5_acc/aux0: 0.6658, loss_cls/aux0: 2.5571, loss/aux0: 2.5571 2020-10-22 10:18:29,339 - mmaction - INFO - Epoch [60][260/264] lr: 3.936e-01, eta: 1 day, 2:38:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6896, loss_cls: 2.4222, loss: 2.4222, grad_norm: 1.0948, top1_acc/aux0: 0.3790, top5_acc/aux0: 0.6630, loss_cls/aux0: 2.5762, loss/aux0: 2.5762 2020-10-22 10:18:30,284 - mmaction - INFO - Epoch [60][260/264] lr: 3.936e-01, eta: 1 day, 2:39:19, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6896, loss_cls: 2.4222, loss: 2.4222, grad_norm: 1.0958, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5692, loss/aux0: 2.5692 2020-10-22 10:24:32,973 - mmaction - INFO - Epoch [61][20/264] lr: 3.917e-01, eta: 1 day, 2:37:10, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6934, loss_cls: 2.3927, loss: 2.3927, grad_norm: 1.0949, top1_acc/aux0: 0.3927, top5_acc/aux0: 0.6517, loss_cls/aux0: 2.5505, loss/aux0: 2.5505 2020-10-22 10:24:33,980 - mmaction - INFO - Epoch [61][20/264] lr: 3.917e-01, eta: 1 day, 2:38:10, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6934, loss_cls: 2.3927, loss: 2.3927, grad_norm: 1.0938, top1_acc/aux0: 0.3920, top5_acc/aux0: 0.6545, loss_cls/aux0: 2.5459, loss/aux0: 2.5459 2020-10-22 10:25:10,322 - mmaction - INFO - Epoch [61][40/264] lr: 3.917e-01, eta: 1 day, 2:36:33, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4274, top5_acc: 0.6918, loss_cls: 2.3906, loss: 2.3906, grad_norm: 1.0922, top1_acc/aux0: 0.3901, top5_acc/aux0: 0.6738, loss_cls/aux0: 2.5332, loss/aux0: 2.5332 2020-10-22 10:25:11,258 - mmaction - INFO - Epoch [61][40/264] lr: 3.917e-01, eta: 1 day, 2:37:34, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4274, top5_acc: 0.6918, loss_cls: 2.3906, loss: 2.3906, grad_norm: 1.0884, top1_acc/aux0: 0.3903, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.5371, loss/aux0: 2.5371 2020-10-22 10:25:47,989 - mmaction - INFO - Epoch [61][60/264] lr: 3.917e-01, eta: 1 day, 2:35:58, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6960, loss_cls: 2.3999, loss: 2.3999, grad_norm: 1.0753, top1_acc/aux0: 0.4059, top5_acc/aux0: 0.6731, loss_cls/aux0: 2.4907, loss/aux0: 2.4907 2020-10-22 10:25:48,915 - mmaction - INFO - Epoch [61][60/264] lr: 3.917e-01, eta: 1 day, 2:36:59, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6960, loss_cls: 2.3999, loss: 2.3999, grad_norm: 1.0751, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.4930, loss/aux0: 2.4930 2020-10-22 10:26:25,619 - mmaction - INFO - Epoch [61][80/264] lr: 3.917e-01, eta: 1 day, 2:35:23, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6915, loss_cls: 2.4194, loss: 2.4194, grad_norm: 1.0868, top1_acc/aux0: 0.3943, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.5344, loss/aux0: 2.5344 2020-10-22 10:26:26,564 - mmaction - INFO - Epoch [61][80/264] lr: 3.917e-01, eta: 1 day, 2:36:24, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6915, loss_cls: 2.4194, loss: 2.4194, grad_norm: 1.0853, top1_acc/aux0: 0.3964, top5_acc/aux0: 0.6691, loss_cls/aux0: 2.5294, loss/aux0: 2.5294 2020-10-22 10:27:03,437 - mmaction - INFO - Epoch [61][100/264] lr: 3.917e-01, eta: 1 day, 2:34:47, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6911, loss_cls: 2.4132, loss: 2.4132, grad_norm: 1.0990, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6644, loss_cls/aux0: 2.5420, loss/aux0: 2.5420 2020-10-22 10:27:04,365 - mmaction - INFO - Epoch [61][100/264] lr: 3.917e-01, eta: 1 day, 2:35:48, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6911, loss_cls: 2.4132, loss: 2.4132, grad_norm: 1.0988, top1_acc/aux0: 0.3939, top5_acc/aux0: 0.6623, loss_cls/aux0: 2.5509, loss/aux0: 2.5509 2020-10-22 10:27:41,155 - mmaction - INFO - Epoch [61][120/264] lr: 3.917e-01, eta: 1 day, 2:34:13, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4212, top5_acc: 0.6898, loss_cls: 2.4332, loss: 2.4332, grad_norm: 1.1128, top1_acc/aux0: 0.3849, top5_acc/aux0: 0.6556, loss_cls/aux0: 2.6026, loss/aux0: 2.6026 2020-10-22 10:27:42,090 - mmaction - INFO - Epoch [61][120/264] lr: 3.917e-01, eta: 1 day, 2:35:14, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4212, top5_acc: 0.6898, loss_cls: 2.4332, loss: 2.4332, grad_norm: 1.1178, top1_acc/aux0: 0.3830, top5_acc/aux0: 0.6556, loss_cls/aux0: 2.6028, loss/aux0: 2.6028 2020-10-22 10:28:18,882 - mmaction - INFO - Epoch [61][140/264] lr: 3.917e-01, eta: 1 day, 2:33:38, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4170, top5_acc: 0.6807, loss_cls: 2.4132, loss: 2.4132, grad_norm: 1.0987, top1_acc/aux0: 0.3878, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.5407, loss/aux0: 2.5407 2020-10-22 10:28:19,826 - mmaction - INFO - Epoch [61][140/264] lr: 3.917e-01, eta: 1 day, 2:34:39, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4170, top5_acc: 0.6807, loss_cls: 2.4132, loss: 2.4132, grad_norm: 1.1021, top1_acc/aux0: 0.3894, top5_acc/aux0: 0.6715, loss_cls/aux0: 2.5363, loss/aux0: 2.5363 2020-10-22 10:28:56,675 - mmaction - INFO - Epoch [61][160/264] lr: 3.917e-01, eta: 1 day, 2:33:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4309, top5_acc: 0.6880, loss_cls: 2.3885, loss: 2.3885, grad_norm: 1.0845, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6684, loss_cls/aux0: 2.5338, loss/aux0: 2.5338 2020-10-22 10:28:57,614 - mmaction - INFO - Epoch [61][160/264] lr: 3.917e-01, eta: 1 day, 2:34:03, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4309, top5_acc: 0.6880, loss_cls: 2.3885, loss: 2.3885, grad_norm: 1.0818, top1_acc/aux0: 0.3941, top5_acc/aux0: 0.6670, loss_cls/aux0: 2.5420, loss/aux0: 2.5420 2020-10-22 10:29:34,482 - mmaction - INFO - Epoch [61][180/264] lr: 3.917e-01, eta: 1 day, 2:32:28, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4278, top5_acc: 0.7050, loss_cls: 2.3461, loss: 2.3461, grad_norm: 1.0764, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6700, loss_cls/aux0: 2.5402, loss/aux0: 2.5402 2020-10-22 10:29:35,445 - mmaction - INFO - Epoch [61][180/264] lr: 3.917e-01, eta: 1 day, 2:33:29, time: 0.955, data_time: 0.003, memory: 8466, top1_acc: 0.4278, top5_acc: 0.7050, loss_cls: 2.3461, loss: 2.3461, grad_norm: 1.0795, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.5346, loss/aux0: 2.5346 2020-10-22 10:30:12,102 - mmaction - INFO - Epoch [61][200/264] lr: 3.917e-01, eta: 1 day, 2:31:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4215, top5_acc: 0.6859, loss_cls: 2.4368, loss: 2.4368, grad_norm: 1.1042, top1_acc/aux0: 0.3854, top5_acc/aux0: 0.6623, loss_cls/aux0: 2.5574, loss/aux0: 2.5574 2020-10-22 10:30:13,054 - mmaction - INFO - Epoch [61][200/264] lr: 3.917e-01, eta: 1 day, 2:32:53, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4215, top5_acc: 0.6859, loss_cls: 2.4368, loss: 2.4368, grad_norm: 1.1030, top1_acc/aux0: 0.3872, top5_acc/aux0: 0.6641, loss_cls/aux0: 2.5569, loss/aux0: 2.5569 2020-10-22 10:30:49,767 - mmaction - INFO - Epoch [61][220/264] lr: 3.917e-01, eta: 1 day, 2:31:18, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6878, loss_cls: 2.4174, loss: 2.4174, grad_norm: 1.0943, top1_acc/aux0: 0.3927, top5_acc/aux0: 0.6675, loss_cls/aux0: 2.5327, loss/aux0: 2.5327 2020-10-22 10:30:50,715 - mmaction - INFO - Epoch [61][220/264] lr: 3.917e-01, eta: 1 day, 2:32:19, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6878, loss_cls: 2.4174, loss: 2.4174, grad_norm: 1.0973, top1_acc/aux0: 0.3920, top5_acc/aux0: 0.6663, loss_cls/aux0: 2.5304, loss/aux0: 2.5304 2020-10-22 10:31:27,198 - mmaction - INFO - Epoch [61][240/264] lr: 3.917e-01, eta: 1 day, 2:30:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6941, loss_cls: 2.4227, loss: 2.4227, grad_norm: 1.0981, top1_acc/aux0: 0.3997, top5_acc/aux0: 0.6668, loss_cls/aux0: 2.5287, loss/aux0: 2.5287 2020-10-22 10:31:28,188 - mmaction - INFO - Epoch [61][240/264] lr: 3.917e-01, eta: 1 day, 2:31:43, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6941, loss_cls: 2.4227, loss: 2.4227, grad_norm: 1.1021, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6698, loss_cls/aux0: 2.5137, loss/aux0: 2.5137 2020-10-22 10:32:04,537 - mmaction - INFO - Epoch [61][260/264] lr: 3.917e-01, eta: 1 day, 2:30:06, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4316, top5_acc: 0.7005, loss_cls: 2.3702, loss: 2.3702, grad_norm: 1.1000, top1_acc/aux0: 0.3920, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5527, loss/aux0: 2.5527 2020-10-22 10:32:05,482 - mmaction - INFO - Epoch [61][260/264] lr: 3.917e-01, eta: 1 day, 2:31:06, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4316, top5_acc: 0.7005, loss_cls: 2.3702, loss: 2.3702, grad_norm: 1.1006, top1_acc/aux0: 0.3872, top5_acc/aux0: 0.6611, loss_cls/aux0: 2.5728, loss/aux0: 2.5728 2020-10-22 10:37:44,101 - mmaction - INFO - Epoch [62][20/264] lr: 3.898e-01, eta: 1 day, 2:28:58, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4168, top5_acc: 0.6934, loss_cls: 2.4071, loss: 2.4071, grad_norm: 1.0906, top1_acc/aux0: 0.3925, top5_acc/aux0: 0.6665, loss_cls/aux0: 2.5360, loss/aux0: 2.5360 2020-10-22 10:37:45,049 - mmaction - INFO - Epoch [62][20/264] lr: 3.898e-01, eta: 1 day, 2:29:58, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4168, top5_acc: 0.6934, loss_cls: 2.4071, loss: 2.4071, grad_norm: 1.0886, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5264, loss/aux0: 2.5264 2020-10-22 10:38:21,745 - mmaction - INFO - Epoch [62][40/264] lr: 3.898e-01, eta: 1 day, 2:28:22, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6995, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.1371, top1_acc/aux0: 0.4066, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4619, loss/aux0: 2.4619 2020-10-22 10:38:22,679 - mmaction - INFO - Epoch [62][40/264] lr: 3.898e-01, eta: 1 day, 2:29:22, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6995, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.1349, top1_acc/aux0: 0.4036, top5_acc/aux0: 0.6819, loss_cls/aux0: 2.4760, loss/aux0: 2.4760 2020-10-22 10:38:59,177 - mmaction - INFO - Epoch [62][60/264] lr: 3.898e-01, eta: 1 day, 2:27:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4285, top5_acc: 0.7066, loss_cls: 2.3595, loss: 2.3595, grad_norm: 1.1181, top1_acc/aux0: 0.3908, top5_acc/aux0: 0.6613, loss_cls/aux0: 2.5560, loss/aux0: 2.5560 2020-10-22 10:39:00,100 - mmaction - INFO - Epoch [62][60/264] lr: 3.898e-01, eta: 1 day, 2:28:47, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4285, top5_acc: 0.7066, loss_cls: 2.3595, loss: 2.3595, grad_norm: 1.1180, top1_acc/aux0: 0.3905, top5_acc/aux0: 0.6611, loss_cls/aux0: 2.5571, loss/aux0: 2.5571 2020-10-22 10:39:36,768 - mmaction - INFO - Epoch [62][80/264] lr: 3.898e-01, eta: 1 day, 2:27:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4335, top5_acc: 0.6983, loss_cls: 2.3697, loss: 2.3697, grad_norm: 1.0795, top1_acc/aux0: 0.3958, top5_acc/aux0: 0.6665, loss_cls/aux0: 2.5284, loss/aux0: 2.5284 2020-10-22 10:39:37,722 - mmaction - INFO - Epoch [62][80/264] lr: 3.898e-01, eta: 1 day, 2:28:12, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4335, top5_acc: 0.6983, loss_cls: 2.3697, loss: 2.3697, grad_norm: 1.0839, top1_acc/aux0: 0.3957, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5217, loss/aux0: 2.5217 2020-10-22 10:40:14,387 - mmaction - INFO - Epoch [62][100/264] lr: 3.898e-01, eta: 1 day, 2:26:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6872, loss_cls: 2.4163, loss: 2.4163, grad_norm: 1.0920, top1_acc/aux0: 0.3929, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5427, loss/aux0: 2.5427 2020-10-22 10:40:15,329 - mmaction - INFO - Epoch [62][100/264] lr: 3.898e-01, eta: 1 day, 2:27:36, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6872, loss_cls: 2.4163, loss: 2.4163, grad_norm: 1.0892, top1_acc/aux0: 0.3967, top5_acc/aux0: 0.6689, loss_cls/aux0: 2.5347, loss/aux0: 2.5347 2020-10-22 10:40:52,201 - mmaction - INFO - Epoch [62][120/264] lr: 3.898e-01, eta: 1 day, 2:26:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4196, top5_acc: 0.6875, loss_cls: 2.4383, loss: 2.4383, grad_norm: 1.1281, top1_acc/aux0: 0.3927, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.5620, loss/aux0: 2.5620 2020-10-22 10:40:53,175 - mmaction - INFO - Epoch [62][120/264] lr: 3.898e-01, eta: 1 day, 2:27:01, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4196, top5_acc: 0.6875, loss_cls: 2.4383, loss: 2.4383, grad_norm: 1.1173, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6606, loss_cls/aux0: 2.5698, loss/aux0: 2.5698 2020-10-22 10:41:30,176 - mmaction - INFO - Epoch [62][140/264] lr: 3.898e-01, eta: 1 day, 2:25:27, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6937, loss_cls: 2.4090, loss: 2.4090, grad_norm: 1.1061, top1_acc/aux0: 0.3887, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.5512, loss/aux0: 2.5512 2020-10-22 10:41:31,132 - mmaction - INFO - Epoch [62][140/264] lr: 3.898e-01, eta: 1 day, 2:26:27, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6937, loss_cls: 2.4090, loss: 2.4090, grad_norm: 1.1085, top1_acc/aux0: 0.3877, top5_acc/aux0: 0.6696, loss_cls/aux0: 2.5412, loss/aux0: 2.5412 2020-10-22 10:42:07,916 - mmaction - INFO - Epoch [62][160/264] lr: 3.898e-01, eta: 1 day, 2:24:52, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4243, top5_acc: 0.6821, loss_cls: 2.4148, loss: 2.4148, grad_norm: 1.1003, top1_acc/aux0: 0.3882, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5518, loss/aux0: 2.5518 2020-10-22 10:42:08,862 - mmaction - INFO - Epoch [62][160/264] lr: 3.898e-01, eta: 1 day, 2:25:52, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4243, top5_acc: 0.6821, loss_cls: 2.4148, loss: 2.4148, grad_norm: 1.0959, top1_acc/aux0: 0.3880, top5_acc/aux0: 0.6625, loss_cls/aux0: 2.5566, loss/aux0: 2.5566 2020-10-22 10:42:45,582 - mmaction - INFO - Epoch [62][180/264] lr: 3.898e-01, eta: 1 day, 2:24:18, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4205, top5_acc: 0.6979, loss_cls: 2.4046, loss: 2.4046, grad_norm: 1.0626, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6691, loss_cls/aux0: 2.5384, loss/aux0: 2.5384 2020-10-22 10:42:46,542 - mmaction - INFO - Epoch [62][180/264] lr: 3.898e-01, eta: 1 day, 2:25:17, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4205, top5_acc: 0.6979, loss_cls: 2.4046, loss: 2.4046, grad_norm: 1.0600, top1_acc/aux0: 0.3915, top5_acc/aux0: 0.6665, loss_cls/aux0: 2.5561, loss/aux0: 2.5561 2020-10-22 10:43:23,066 - mmaction - INFO - Epoch [62][200/264] lr: 3.898e-01, eta: 1 day, 2:23:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4220, top5_acc: 0.6859, loss_cls: 2.4229, loss: 2.4229, grad_norm: 1.0920, top1_acc/aux0: 0.3781, top5_acc/aux0: 0.6575, loss_cls/aux0: 2.5915, loss/aux0: 2.5915 2020-10-22 10:43:23,999 - mmaction - INFO - Epoch [62][200/264] lr: 3.898e-01, eta: 1 day, 2:24:42, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4220, top5_acc: 0.6859, loss_cls: 2.4229, loss: 2.4229, grad_norm: 1.0885, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6580, loss_cls/aux0: 2.5885, loss/aux0: 2.5885 2020-10-22 10:44:00,968 - mmaction - INFO - Epoch [62][220/264] lr: 3.898e-01, eta: 1 day, 2:23:08, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6872, loss_cls: 2.4186, loss: 2.4186, grad_norm: 1.1008, top1_acc/aux0: 0.4064, top5_acc/aux0: 0.6689, loss_cls/aux0: 2.4917, loss/aux0: 2.4917 2020-10-22 10:44:01,917 - mmaction - INFO - Epoch [62][220/264] lr: 3.898e-01, eta: 1 day, 2:24:08, time: 0.957, data_time: 0.003, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6872, loss_cls: 2.4186, loss: 2.4186, grad_norm: 1.0988, top1_acc/aux0: 0.4061, top5_acc/aux0: 0.6687, loss_cls/aux0: 2.4892, loss/aux0: 2.4892 2020-10-22 10:44:38,691 - mmaction - INFO - Epoch [62][240/264] lr: 3.898e-01, eta: 1 day, 2:22:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6773, loss_cls: 2.4544, loss: 2.4544, grad_norm: 1.1052, top1_acc/aux0: 0.3882, top5_acc/aux0: 0.6658, loss_cls/aux0: 2.5743, loss/aux0: 2.5743 2020-10-22 10:44:39,640 - mmaction - INFO - Epoch [62][240/264] lr: 3.898e-01, eta: 1 day, 2:23:33, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6773, loss_cls: 2.4544, loss: 2.4544, grad_norm: 1.0987, top1_acc/aux0: 0.3915, top5_acc/aux0: 0.6681, loss_cls/aux0: 2.5640, loss/aux0: 2.5640 2020-10-22 10:45:16,098 - mmaction - INFO - Epoch [62][260/264] lr: 3.898e-01, eta: 1 day, 2:21:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4189, top5_acc: 0.6894, loss_cls: 2.4260, loss: 2.4260, grad_norm: 1.1082, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5189, loss/aux0: 2.5189 2020-10-22 10:45:17,067 - mmaction - INFO - Epoch [62][260/264] lr: 3.898e-01, eta: 1 day, 2:22:57, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4189, top5_acc: 0.6894, loss_cls: 2.4260, loss: 2.4260, grad_norm: 1.1096, top1_acc/aux0: 0.4050, top5_acc/aux0: 0.6641, loss_cls/aux0: 2.5255, loss/aux0: 2.5255 2020-10-22 10:51:24,590 - mmaction - INFO - Epoch [63][20/264] lr: 3.880e-01, eta: 1 day, 2:20:51, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6967, loss_cls: 2.4018, loss: 2.4018, grad_norm: 1.0655, top1_acc/aux0: 0.3988, top5_acc/aux0: 0.6690, loss_cls/aux0: 2.5116, loss/aux0: 2.5116 2020-10-22 10:51:25,615 - mmaction - INFO - Epoch [63][20/264] lr: 3.880e-01, eta: 1 day, 2:21:50, time: 0.934, data_time: 0.007, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6967, loss_cls: 2.4018, loss: 2.4018, grad_norm: 1.0715, top1_acc/aux0: 0.3970, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.5141, loss/aux0: 2.5141 2020-10-22 10:52:02,112 - mmaction - INFO - Epoch [63][40/264] lr: 3.880e-01, eta: 1 day, 2:20:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4314, top5_acc: 0.6962, loss_cls: 2.3591, loss: 2.3591, grad_norm: 1.0858, top1_acc/aux0: 0.3983, top5_acc/aux0: 0.6670, loss_cls/aux0: 2.5150, loss/aux0: 2.5150 2020-10-22 10:52:03,041 - mmaction - INFO - Epoch [63][40/264] lr: 3.880e-01, eta: 1 day, 2:21:14, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4314, top5_acc: 0.6962, loss_cls: 2.3591, loss: 2.3591, grad_norm: 1.0833, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5171, loss/aux0: 2.5171 2020-10-22 10:52:39,829 - mmaction - INFO - Epoch [63][60/264] lr: 3.880e-01, eta: 1 day, 2:19:41, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4123, top5_acc: 0.6884, loss_cls: 2.4313, loss: 2.4313, grad_norm: 1.0814, top1_acc/aux0: 0.3892, top5_acc/aux0: 0.6635, loss_cls/aux0: 2.5603, loss/aux0: 2.5603 2020-10-22 10:52:40,764 - mmaction - INFO - Epoch [63][60/264] lr: 3.880e-01, eta: 1 day, 2:20:40, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4123, top5_acc: 0.6884, loss_cls: 2.4313, loss: 2.4313, grad_norm: 1.0795, top1_acc/aux0: 0.3917, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5545, loss/aux0: 2.5545 2020-10-22 10:53:17,428 - mmaction - INFO - Epoch [63][80/264] lr: 3.880e-01, eta: 1 day, 2:19:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4205, top5_acc: 0.6948, loss_cls: 2.3962, loss: 2.3962, grad_norm: 1.1215, top1_acc/aux0: 0.4095, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.4853, loss/aux0: 2.4853 2020-10-22 10:53:18,372 - mmaction - INFO - Epoch [63][80/264] lr: 3.880e-01, eta: 1 day, 2:20:04, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4205, top5_acc: 0.6948, loss_cls: 2.3962, loss: 2.3962, grad_norm: 1.1235, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.4976, loss/aux0: 2.4976 2020-10-22 10:53:55,168 - mmaction - INFO - Epoch [63][100/264] lr: 3.880e-01, eta: 1 day, 2:18:30, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6924, loss_cls: 2.3952, loss: 2.3952, grad_norm: 1.1011, top1_acc/aux0: 0.3936, top5_acc/aux0: 0.6644, loss_cls/aux0: 2.5692, loss/aux0: 2.5692 2020-10-22 10:53:56,147 - mmaction - INFO - Epoch [63][100/264] lr: 3.880e-01, eta: 1 day, 2:19:28, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6924, loss_cls: 2.3952, loss: 2.3952, grad_norm: 1.0988, top1_acc/aux0: 0.3938, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5640, loss/aux0: 2.5640 2020-10-22 10:54:32,978 - mmaction - INFO - Epoch [63][120/264] lr: 3.880e-01, eta: 1 day, 2:17:55, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4226, top5_acc: 0.6901, loss_cls: 2.3912, loss: 2.3912, grad_norm: 1.1055, top1_acc/aux0: 0.4017, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.5227, loss/aux0: 2.5227 2020-10-22 10:54:33,992 - mmaction - INFO - Epoch [63][120/264] lr: 3.880e-01, eta: 1 day, 2:18:54, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.4226, top5_acc: 0.6901, loss_cls: 2.3912, loss: 2.3912, grad_norm: 1.1020, top1_acc/aux0: 0.4040, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5195, loss/aux0: 2.5195 2020-10-22 10:55:10,716 - mmaction - INFO - Epoch [63][140/264] lr: 3.880e-01, eta: 1 day, 2:17:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4363, top5_acc: 0.7000, loss_cls: 2.3611, loss: 2.3611, grad_norm: 1.1044, top1_acc/aux0: 0.3910, top5_acc/aux0: 0.6587, loss_cls/aux0: 2.5571, loss/aux0: 2.5571 2020-10-22 10:55:11,650 - mmaction - INFO - Epoch [63][140/264] lr: 3.880e-01, eta: 1 day, 2:18:19, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4363, top5_acc: 0.7000, loss_cls: 2.3611, loss: 2.3611, grad_norm: 1.1042, top1_acc/aux0: 0.3903, top5_acc/aux0: 0.6613, loss_cls/aux0: 2.5530, loss/aux0: 2.5530 2020-10-22 10:55:48,391 - mmaction - INFO - Epoch [63][160/264] lr: 3.880e-01, eta: 1 day, 2:16:46, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.7021, loss_cls: 2.3768, loss: 2.3768, grad_norm: 1.1102, top1_acc/aux0: 0.3911, top5_acc/aux0: 0.6722, loss_cls/aux0: 2.5117, loss/aux0: 2.5117 2020-10-22 10:55:49,332 - mmaction - INFO - Epoch [63][160/264] lr: 3.880e-01, eta: 1 day, 2:17:44, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4297, top5_acc: 0.7021, loss_cls: 2.3768, loss: 2.3768, grad_norm: 1.1049, top1_acc/aux0: 0.3913, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.5156, loss/aux0: 2.5156 2020-10-22 10:56:26,153 - mmaction - INFO - Epoch [63][180/264] lr: 3.880e-01, eta: 1 day, 2:16:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6955, loss_cls: 2.3910, loss: 2.3910, grad_norm: 1.0908, top1_acc/aux0: 0.3981, top5_acc/aux0: 0.6681, loss_cls/aux0: 2.5416, loss/aux0: 2.5416 2020-10-22 10:56:27,109 - mmaction - INFO - Epoch [63][180/264] lr: 3.880e-01, eta: 1 day, 2:17:08, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6955, loss_cls: 2.3910, loss: 2.3910, grad_norm: 1.0909, top1_acc/aux0: 0.3995, top5_acc/aux0: 0.6691, loss_cls/aux0: 2.5341, loss/aux0: 2.5341 2020-10-22 10:57:03,814 - mmaction - INFO - Epoch [63][200/264] lr: 3.880e-01, eta: 1 day, 2:15:35, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4304, top5_acc: 0.7035, loss_cls: 2.3626, loss: 2.3626, grad_norm: 1.1174, top1_acc/aux0: 0.4019, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5623, loss/aux0: 2.5623 2020-10-22 10:57:04,780 - mmaction - INFO - Epoch [63][200/264] lr: 3.880e-01, eta: 1 day, 2:16:33, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4304, top5_acc: 0.7035, loss_cls: 2.3626, loss: 2.3626, grad_norm: 1.1155, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.5643, loss/aux0: 2.5643 2020-10-22 10:57:41,624 - mmaction - INFO - Epoch [63][220/264] lr: 3.880e-01, eta: 1 day, 2:15:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6896, loss_cls: 2.4253, loss: 2.4253, grad_norm: 1.1005, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6606, loss_cls/aux0: 2.5888, loss/aux0: 2.5888 2020-10-22 10:57:42,558 - mmaction - INFO - Epoch [63][220/264] lr: 3.880e-01, eta: 1 day, 2:15:58, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6896, loss_cls: 2.4253, loss: 2.4253, grad_norm: 1.0959, top1_acc/aux0: 0.3944, top5_acc/aux0: 0.6585, loss_cls/aux0: 2.5936, loss/aux0: 2.5936 2020-10-22 10:58:19,509 - mmaction - INFO - Epoch [63][240/264] lr: 3.880e-01, eta: 1 day, 2:14:25, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6901, loss_cls: 2.3959, loss: 2.3959, grad_norm: 1.0803, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6589, loss_cls/aux0: 2.5365, loss/aux0: 2.5365 2020-10-22 10:58:20,439 - mmaction - INFO - Epoch [63][240/264] lr: 3.880e-01, eta: 1 day, 2:15:23, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6901, loss_cls: 2.3959, loss: 2.3959, grad_norm: 1.0842, top1_acc/aux0: 0.3977, top5_acc/aux0: 0.6595, loss_cls/aux0: 2.5358, loss/aux0: 2.5358 2020-10-22 10:58:57,053 - mmaction - INFO - Epoch [63][260/264] lr: 3.880e-01, eta: 1 day, 2:13:50, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4236, top5_acc: 0.7028, loss_cls: 2.3863, loss: 2.3863, grad_norm: 1.0984, top1_acc/aux0: 0.4106, top5_acc/aux0: 0.6792, loss_cls/aux0: 2.4838, loss/aux0: 2.4838 2020-10-22 10:58:58,011 - mmaction - INFO - Epoch [63][260/264] lr: 3.880e-01, eta: 1 day, 2:14:47, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4236, top5_acc: 0.7028, loss_cls: 2.3863, loss: 2.3863, grad_norm: 1.0978, top1_acc/aux0: 0.4115, top5_acc/aux0: 0.6790, loss_cls/aux0: 2.4809, loss/aux0: 2.4809 2020-10-22 11:04:43,877 - mmaction - INFO - Epoch [64][20/264] lr: 3.860e-01, eta: 1 day, 2:12:43, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4184, top5_acc: 0.6856, loss_cls: 2.4079, loss: 2.4079, grad_norm: 1.0970, top1_acc/aux0: 0.4006, top5_acc/aux0: 0.6718, loss_cls/aux0: 2.5208, loss/aux0: 2.5208 2020-10-22 11:04:44,819 - mmaction - INFO - Epoch [64][20/264] lr: 3.860e-01, eta: 1 day, 2:13:40, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4184, top5_acc: 0.6856, loss_cls: 2.4079, loss: 2.4079, grad_norm: 1.0979, top1_acc/aux0: 0.4003, top5_acc/aux0: 0.6733, loss_cls/aux0: 2.5148, loss/aux0: 2.5148 2020-10-22 11:05:21,090 - mmaction - INFO - Epoch [64][40/264] lr: 3.860e-01, eta: 1 day, 2:12:06, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4243, top5_acc: 0.6918, loss_cls: 2.3863, loss: 2.3863, grad_norm: 1.1103, top1_acc/aux0: 0.4175, top5_acc/aux0: 0.6757, loss_cls/aux0: 2.4594, loss/aux0: 2.4594 2020-10-22 11:05:22,043 - mmaction - INFO - Epoch [64][40/264] lr: 3.860e-01, eta: 1 day, 2:13:03, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4243, top5_acc: 0.6918, loss_cls: 2.3863, loss: 2.3863, grad_norm: 1.1081, top1_acc/aux0: 0.4189, top5_acc/aux0: 0.6743, loss_cls/aux0: 2.4616, loss/aux0: 2.4616 2020-10-22 11:05:58,710 - mmaction - INFO - Epoch [64][60/264] lr: 3.860e-01, eta: 1 day, 2:11:30, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4231, top5_acc: 0.6884, loss_cls: 2.4153, loss: 2.4153, grad_norm: 1.1088, top1_acc/aux0: 0.3955, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5541, loss/aux0: 2.5541 2020-10-22 11:05:59,645 - mmaction - INFO - Epoch [64][60/264] lr: 3.860e-01, eta: 1 day, 2:12:28, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4231, top5_acc: 0.6884, loss_cls: 2.4153, loss: 2.4153, grad_norm: 1.1080, top1_acc/aux0: 0.3934, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.5579, loss/aux0: 2.5579 2020-10-22 11:06:36,347 - mmaction - INFO - Epoch [64][80/264] lr: 3.860e-01, eta: 1 day, 2:10:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4335, top5_acc: 0.6990, loss_cls: 2.3598, loss: 2.3598, grad_norm: 1.1209, top1_acc/aux0: 0.4061, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.5096, loss/aux0: 2.5096 2020-10-22 11:06:37,281 - mmaction - INFO - Epoch [64][80/264] lr: 3.860e-01, eta: 1 day, 2:11:53, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4335, top5_acc: 0.6990, loss_cls: 2.3598, loss: 2.3598, grad_norm: 1.1159, top1_acc/aux0: 0.4061, top5_acc/aux0: 0.6757, loss_cls/aux0: 2.5165, loss/aux0: 2.5165 2020-10-22 11:07:14,030 - mmaction - INFO - Epoch [64][100/264] lr: 3.860e-01, eta: 1 day, 2:10:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6878, loss_cls: 2.4169, loss: 2.4169, grad_norm: 1.1102, top1_acc/aux0: 0.3917, top5_acc/aux0: 0.6618, loss_cls/aux0: 2.5594, loss/aux0: 2.5594 2020-10-22 11:07:14,971 - mmaction - INFO - Epoch [64][100/264] lr: 3.860e-01, eta: 1 day, 2:11:17, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6878, loss_cls: 2.4169, loss: 2.4169, grad_norm: 1.1078, top1_acc/aux0: 0.3910, top5_acc/aux0: 0.6602, loss_cls/aux0: 2.5600, loss/aux0: 2.5600 2020-10-22 11:07:51,843 - mmaction - INFO - Epoch [64][120/264] lr: 3.860e-01, eta: 1 day, 2:09:45, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6875, loss_cls: 2.4084, loss: 2.4084, grad_norm: 1.1183, top1_acc/aux0: 0.3995, top5_acc/aux0: 0.6703, loss_cls/aux0: 2.5374, loss/aux0: 2.5374 2020-10-22 11:07:52,859 - mmaction - INFO - Epoch [64][120/264] lr: 3.860e-01, eta: 1 day, 2:10:42, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6875, loss_cls: 2.4084, loss: 2.4084, grad_norm: 1.1218, top1_acc/aux0: 0.4005, top5_acc/aux0: 0.6710, loss_cls/aux0: 2.5378, loss/aux0: 2.5378 2020-10-22 11:08:29,835 - mmaction - INFO - Epoch [64][140/264] lr: 3.860e-01, eta: 1 day, 2:09:10, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6944, loss_cls: 2.3727, loss: 2.3727, grad_norm: 1.0732, top1_acc/aux0: 0.3998, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.5055, loss/aux0: 2.5055 2020-10-22 11:08:30,778 - mmaction - INFO - Epoch [64][140/264] lr: 3.860e-01, eta: 1 day, 2:10:08, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6944, loss_cls: 2.3727, loss: 2.3727, grad_norm: 1.0736, top1_acc/aux0: 0.4005, top5_acc/aux0: 0.6741, loss_cls/aux0: 2.4928, loss/aux0: 2.4928 2020-10-22 11:09:07,690 - mmaction - INFO - Epoch [64][160/264] lr: 3.860e-01, eta: 1 day, 2:08:36, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4200, top5_acc: 0.6901, loss_cls: 2.4081, loss: 2.4081, grad_norm: 1.1074, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6552, loss_cls/aux0: 2.5710, loss/aux0: 2.5710 2020-10-22 11:09:08,629 - mmaction - INFO - Epoch [64][160/264] lr: 3.860e-01, eta: 1 day, 2:09:34, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.4200, top5_acc: 0.6901, loss_cls: 2.4081, loss: 2.4081, grad_norm: 1.1047, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6543, loss_cls/aux0: 2.5770, loss/aux0: 2.5770 2020-10-22 11:09:45,296 - mmaction - INFO - Epoch [64][180/264] lr: 3.860e-01, eta: 1 day, 2:08:02, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.7021, loss_cls: 2.3670, loss: 2.3670, grad_norm: 1.0902, top1_acc/aux0: 0.4069, top5_acc/aux0: 0.6806, loss_cls/aux0: 2.4565, loss/aux0: 2.4565 2020-10-22 11:09:46,255 - mmaction - INFO - Epoch [64][180/264] lr: 3.860e-01, eta: 1 day, 2:08:59, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4253, top5_acc: 0.7021, loss_cls: 2.3670, loss: 2.3670, grad_norm: 1.0902, top1_acc/aux0: 0.4059, top5_acc/aux0: 0.6793, loss_cls/aux0: 2.4585, loss/aux0: 2.4585 2020-10-22 11:10:23,361 - mmaction - INFO - Epoch [64][200/264] lr: 3.860e-01, eta: 1 day, 2:07:27, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6979, loss_cls: 2.3991, loss: 2.3991, grad_norm: 1.1112, top1_acc/aux0: 0.4057, top5_acc/aux0: 0.6689, loss_cls/aux0: 2.5138, loss/aux0: 2.5138 2020-10-22 11:10:24,301 - mmaction - INFO - Epoch [64][200/264] lr: 3.860e-01, eta: 1 day, 2:08:25, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6979, loss_cls: 2.3991, loss: 2.3991, grad_norm: 1.1104, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6694, loss_cls/aux0: 2.5084, loss/aux0: 2.5084 2020-10-22 11:11:01,078 - mmaction - INFO - Epoch [64][220/264] lr: 3.860e-01, eta: 1 day, 2:06:53, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4215, top5_acc: 0.6932, loss_cls: 2.4051, loss: 2.4051, grad_norm: 1.1085, top1_acc/aux0: 0.4033, top5_acc/aux0: 0.6760, loss_cls/aux0: 2.4898, loss/aux0: 2.4898 2020-10-22 11:11:02,009 - mmaction - INFO - Epoch [64][220/264] lr: 3.860e-01, eta: 1 day, 2:07:50, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4215, top5_acc: 0.6932, loss_cls: 2.4051, loss: 2.4051, grad_norm: 1.1068, top1_acc/aux0: 0.4014, top5_acc/aux0: 0.6750, loss_cls/aux0: 2.5024, loss/aux0: 2.5024 2020-10-22 11:11:38,690 - mmaction - INFO - Epoch [64][240/264] lr: 3.860e-01, eta: 1 day, 2:06:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6872, loss_cls: 2.4247, loss: 2.4247, grad_norm: 1.1080, top1_acc/aux0: 0.3905, top5_acc/aux0: 0.6609, loss_cls/aux0: 2.5657, loss/aux0: 2.5657 2020-10-22 11:11:39,638 - mmaction - INFO - Epoch [64][240/264] lr: 3.860e-01, eta: 1 day, 2:07:14, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6872, loss_cls: 2.4247, loss: 2.4247, grad_norm: 1.1135, top1_acc/aux0: 0.3910, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5574, loss/aux0: 2.5574 2020-10-22 11:12:16,143 - mmaction - INFO - Epoch [64][260/264] lr: 3.860e-01, eta: 1 day, 2:05:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4168, top5_acc: 0.6861, loss_cls: 2.4329, loss: 2.4329, grad_norm: 1.1029, top1_acc/aux0: 0.3936, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5517, loss/aux0: 2.5517 2020-10-22 11:12:17,066 - mmaction - INFO - Epoch [64][260/264] lr: 3.860e-01, eta: 1 day, 2:06:37, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4168, top5_acc: 0.6861, loss_cls: 2.4329, loss: 2.4329, grad_norm: 1.1093, top1_acc/aux0: 0.3918, top5_acc/aux0: 0.6653, loss_cls/aux0: 2.5619, loss/aux0: 2.5619 2020-10-22 11:14:08,696 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-22 11:15:47,309 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 11:15:47,429 - mmaction - INFO - top1_acc 0.4713 top5_acc 0.7431 2020-10-22 11:15:47,429 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 11:15:47,451 - mmaction - INFO - mean_acc 0.4715 2020-10-22 11:15:47,452 - mmaction - INFO - Epoch(val) [64][264] top1_acc: 0.4713, top5_acc: 0.7431, mean_class_accuracy: 0.4715 2020-10-22 11:19:50,957 - mmaction - INFO - Epoch [65][20/264] lr: 3.841e-01, eta: 1 day, 2:04:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7052, loss_cls: 2.3332, loss: 2.3332, grad_norm: 1.0944, top1_acc/aux0: 0.3964, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.4955, loss/aux0: 2.4955 2020-10-22 11:19:51,899 - mmaction - INFO - Epoch [65][20/264] lr: 3.841e-01, eta: 1 day, 2:05:30, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7052, loss_cls: 2.3332, loss: 2.3332, grad_norm: 1.0936, top1_acc/aux0: 0.3951, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.5037, loss/aux0: 2.5037 2020-10-22 11:20:28,148 - mmaction - INFO - Epoch [65][40/264] lr: 3.841e-01, eta: 1 day, 2:03:58, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4304, top5_acc: 0.6967, loss_cls: 2.3509, loss: 2.3509, grad_norm: 1.0969, top1_acc/aux0: 0.3976, top5_acc/aux0: 0.6691, loss_cls/aux0: 2.5421, loss/aux0: 2.5421 2020-10-22 11:20:29,103 - mmaction - INFO - Epoch [65][40/264] lr: 3.841e-01, eta: 1 day, 2:04:54, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4304, top5_acc: 0.6967, loss_cls: 2.3509, loss: 2.3509, grad_norm: 1.0955, top1_acc/aux0: 0.3991, top5_acc/aux0: 0.6719, loss_cls/aux0: 2.5330, loss/aux0: 2.5330 2020-10-22 11:21:05,601 - mmaction - INFO - Epoch [65][60/264] lr: 3.841e-01, eta: 1 day, 2:03:21, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6990, loss_cls: 2.3801, loss: 2.3801, grad_norm: 1.0925, top1_acc/aux0: 0.4017, top5_acc/aux0: 0.6707, loss_cls/aux0: 2.5117, loss/aux0: 2.5117 2020-10-22 11:21:06,567 - mmaction - INFO - Epoch [65][60/264] lr: 3.841e-01, eta: 1 day, 2:04:17, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6990, loss_cls: 2.3801, loss: 2.3801, grad_norm: 1.0943, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6700, loss_cls/aux0: 2.5115, loss/aux0: 2.5115 2020-10-22 11:21:43,296 - mmaction - INFO - Epoch [65][80/264] lr: 3.841e-01, eta: 1 day, 2:02:46, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.7026, loss_cls: 2.3680, loss: 2.3680, grad_norm: 1.1272, top1_acc/aux0: 0.3938, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.4824, loss/aux0: 2.4824 2020-10-22 11:21:44,255 - mmaction - INFO - Epoch [65][80/264] lr: 3.841e-01, eta: 1 day, 2:03:42, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4292, top5_acc: 0.7026, loss_cls: 2.3680, loss: 2.3680, grad_norm: 1.1273, top1_acc/aux0: 0.3951, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.4832, loss/aux0: 2.4832 2020-10-22 11:22:21,157 - mmaction - INFO - Epoch [65][100/264] lr: 3.841e-01, eta: 1 day, 2:02:12, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4266, top5_acc: 0.7085, loss_cls: 2.3526, loss: 2.3526, grad_norm: 1.0996, top1_acc/aux0: 0.4026, top5_acc/aux0: 0.6670, loss_cls/aux0: 2.5232, loss/aux0: 2.5232 2020-10-22 11:22:22,116 - mmaction - INFO - Epoch [65][100/264] lr: 3.841e-01, eta: 1 day, 2:03:09, time: 0.955, data_time: 0.003, memory: 8466, top1_acc: 0.4266, top5_acc: 0.7085, loss_cls: 2.3526, loss: 2.3526, grad_norm: 1.1091, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.5296, loss/aux0: 2.5296 2020-10-22 11:22:58,914 - mmaction - INFO - Epoch [65][120/264] lr: 3.841e-01, eta: 1 day, 2:01:37, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4309, top5_acc: 0.6972, loss_cls: 2.3932, loss: 2.3932, grad_norm: 1.1098, top1_acc/aux0: 0.3993, top5_acc/aux0: 0.6698, loss_cls/aux0: 2.5289, loss/aux0: 2.5289 2020-10-22 11:22:59,876 - mmaction - INFO - Epoch [65][120/264] lr: 3.841e-01, eta: 1 day, 2:02:34, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4309, top5_acc: 0.6972, loss_cls: 2.3932, loss: 2.3932, grad_norm: 1.1151, top1_acc/aux0: 0.3969, top5_acc/aux0: 0.6682, loss_cls/aux0: 2.5380, loss/aux0: 2.5380 2020-10-22 11:23:36,797 - mmaction - INFO - Epoch [65][140/264] lr: 3.841e-01, eta: 1 day, 2:01:02, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6922, loss_cls: 2.4293, loss: 2.4293, grad_norm: 1.0848, top1_acc/aux0: 0.3991, top5_acc/aux0: 0.6681, loss_cls/aux0: 2.5368, loss/aux0: 2.5368 2020-10-22 11:23:37,726 - mmaction - INFO - Epoch [65][140/264] lr: 3.841e-01, eta: 1 day, 2:01:59, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6922, loss_cls: 2.4293, loss: 2.4293, grad_norm: 1.0867, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6691, loss_cls/aux0: 2.5276, loss/aux0: 2.5276 2020-10-22 11:24:14,659 - mmaction - INFO - Epoch [65][160/264] lr: 3.841e-01, eta: 1 day, 2:00:28, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7047, loss_cls: 2.3580, loss: 2.3580, grad_norm: 1.0914, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6677, loss_cls/aux0: 2.5379, loss/aux0: 2.5379 2020-10-22 11:24:15,597 - mmaction - INFO - Epoch [65][160/264] lr: 3.841e-01, eta: 1 day, 2:01:24, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7047, loss_cls: 2.3580, loss: 2.3580, grad_norm: 1.0928, top1_acc/aux0: 0.3934, top5_acc/aux0: 0.6689, loss_cls/aux0: 2.5363, loss/aux0: 2.5363 2020-10-22 11:24:52,658 - mmaction - INFO - Epoch [65][180/264] lr: 3.841e-01, eta: 1 day, 1:59:53, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6960, loss_cls: 2.3836, loss: 2.3836, grad_norm: 1.1263, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6748, loss_cls/aux0: 2.4892, loss/aux0: 2.4892 2020-10-22 11:24:53,602 - mmaction - INFO - Epoch [65][180/264] lr: 3.841e-01, eta: 1 day, 2:00:50, time: 0.956, data_time: 0.002, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6960, loss_cls: 2.3836, loss: 2.3836, grad_norm: 1.1230, top1_acc/aux0: 0.4057, top5_acc/aux0: 0.6748, loss_cls/aux0: 2.4876, loss/aux0: 2.4876 2020-10-22 11:25:29,992 - mmaction - INFO - Epoch [65][200/264] lr: 3.841e-01, eta: 1 day, 1:59:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4061, top5_acc: 0.6835, loss_cls: 2.4660, loss: 2.4660, grad_norm: 1.1175, top1_acc/aux0: 0.3790, top5_acc/aux0: 0.6561, loss_cls/aux0: 2.5668, loss/aux0: 2.5668 2020-10-22 11:25:30,930 - mmaction - INFO - Epoch [65][200/264] lr: 3.841e-01, eta: 1 day, 2:00:14, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4061, top5_acc: 0.6835, loss_cls: 2.4660, loss: 2.4660, grad_norm: 1.1181, top1_acc/aux0: 0.3807, top5_acc/aux0: 0.6561, loss_cls/aux0: 2.5695, loss/aux0: 2.5695 2020-10-22 11:26:07,611 - mmaction - INFO - Epoch [65][220/264] lr: 3.841e-01, eta: 1 day, 1:58:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4368, top5_acc: 0.7012, loss_cls: 2.3546, loss: 2.3546, grad_norm: 1.1094, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6710, loss_cls/aux0: 2.5157, loss/aux0: 2.5157 2020-10-22 11:26:08,550 - mmaction - INFO - Epoch [65][220/264] lr: 3.841e-01, eta: 1 day, 1:59:38, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4368, top5_acc: 0.7012, loss_cls: 2.3546, loss: 2.3546, grad_norm: 1.1075, top1_acc/aux0: 0.4024, top5_acc/aux0: 0.6727, loss_cls/aux0: 2.5078, loss/aux0: 2.5078 2020-10-22 11:26:45,361 - mmaction - INFO - Epoch [65][240/264] lr: 3.841e-01, eta: 1 day, 1:58:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4188, top5_acc: 0.6898, loss_cls: 2.4330, loss: 2.4330, grad_norm: 1.1042, top1_acc/aux0: 0.3905, top5_acc/aux0: 0.6743, loss_cls/aux0: 2.5372, loss/aux0: 2.5372 2020-10-22 11:26:46,299 - mmaction - INFO - Epoch [65][240/264] lr: 3.841e-01, eta: 1 day, 1:59:03, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4188, top5_acc: 0.6898, loss_cls: 2.4330, loss: 2.4330, grad_norm: 1.0940, top1_acc/aux0: 0.3941, top5_acc/aux0: 0.6748, loss_cls/aux0: 2.5305, loss/aux0: 2.5305 2020-10-22 11:27:22,900 - mmaction - INFO - Epoch [65][260/264] lr: 3.841e-01, eta: 1 day, 1:57:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6894, loss_cls: 2.4039, loss: 2.4039, grad_norm: 1.0974, top1_acc/aux0: 0.3885, top5_acc/aux0: 0.6550, loss_cls/aux0: 2.5758, loss/aux0: 2.5758 2020-10-22 11:27:23,836 - mmaction - INFO - Epoch [65][260/264] lr: 3.841e-01, eta: 1 day, 1:58:27, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6894, loss_cls: 2.4039, loss: 2.4039, grad_norm: 1.0925, top1_acc/aux0: 0.3865, top5_acc/aux0: 0.6535, loss_cls/aux0: 2.5883, loss/aux0: 2.5883 2020-10-22 11:33:10,780 - mmaction - INFO - Epoch [66][20/264] lr: 3.821e-01, eta: 1 day, 1:56:26, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7066, loss_cls: 2.3303, loss: 2.3303, grad_norm: 1.1048, top1_acc/aux0: 0.3929, top5_acc/aux0: 0.6734, loss_cls/aux0: 2.5219, loss/aux0: 2.5219 2020-10-22 11:33:11,721 - mmaction - INFO - Epoch [66][20/264] lr: 3.821e-01, eta: 1 day, 1:57:21, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7066, loss_cls: 2.3303, loss: 2.3303, grad_norm: 1.1076, top1_acc/aux0: 0.3910, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.5323, loss/aux0: 2.5323 2020-10-22 11:33:48,107 - mmaction - INFO - Epoch [66][40/264] lr: 3.821e-01, eta: 1 day, 1:55:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6948, loss_cls: 2.4119, loss: 2.4119, grad_norm: 1.0982, top1_acc/aux0: 0.3903, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.5125, loss/aux0: 2.5125 2020-10-22 11:33:49,036 - mmaction - INFO - Epoch [66][40/264] lr: 3.821e-01, eta: 1 day, 1:56:45, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6948, loss_cls: 2.4119, loss: 2.4119, grad_norm: 1.0974, top1_acc/aux0: 0.3903, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.5015, loss/aux0: 2.5015 2020-10-22 11:34:25,608 - mmaction - INFO - Epoch [66][60/264] lr: 3.821e-01, eta: 1 day, 1:55:14, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6851, loss_cls: 2.4196, loss: 2.4196, grad_norm: 1.1130, top1_acc/aux0: 0.3990, top5_acc/aux0: 0.6804, loss_cls/aux0: 2.5007, loss/aux0: 2.5007 2020-10-22 11:34:26,536 - mmaction - INFO - Epoch [66][60/264] lr: 3.821e-01, eta: 1 day, 1:56:09, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6851, loss_cls: 2.4196, loss: 2.4196, grad_norm: 1.1107, top1_acc/aux0: 0.4028, top5_acc/aux0: 0.6825, loss_cls/aux0: 2.4886, loss/aux0: 2.4886 2020-10-22 11:35:03,290 - mmaction - INFO - Epoch [66][80/264] lr: 3.821e-01, eta: 1 day, 1:54:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6941, loss_cls: 2.3354, loss: 2.3354, grad_norm: 1.1247, top1_acc/aux0: 0.4092, top5_acc/aux0: 0.6832, loss_cls/aux0: 2.4901, loss/aux0: 2.4901 2020-10-22 11:35:04,236 - mmaction - INFO - Epoch [66][80/264] lr: 3.821e-01, eta: 1 day, 1:55:33, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6941, loss_cls: 2.3354, loss: 2.3354, grad_norm: 1.1273, top1_acc/aux0: 0.4057, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.5072, loss/aux0: 2.5072 2020-10-22 11:35:41,178 - mmaction - INFO - Epoch [66][100/264] lr: 3.821e-01, eta: 1 day, 1:54:03, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4342, top5_acc: 0.7012, loss_cls: 2.3823, loss: 2.3823, grad_norm: 1.1004, top1_acc/aux0: 0.3882, top5_acc/aux0: 0.6752, loss_cls/aux0: 2.5464, loss/aux0: 2.5464 2020-10-22 11:35:42,146 - mmaction - INFO - Epoch [66][100/264] lr: 3.821e-01, eta: 1 day, 1:54:58, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4342, top5_acc: 0.7012, loss_cls: 2.3823, loss: 2.3823, grad_norm: 1.0980, top1_acc/aux0: 0.3884, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.5466, loss/aux0: 2.5466 2020-10-22 11:36:18,902 - mmaction - INFO - Epoch [66][120/264] lr: 3.821e-01, eta: 1 day, 1:53:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4314, top5_acc: 0.7014, loss_cls: 2.3535, loss: 2.3535, grad_norm: 1.0839, top1_acc/aux0: 0.4030, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.4793, loss/aux0: 2.4793 2020-10-22 11:36:19,829 - mmaction - INFO - Epoch [66][120/264] lr: 3.821e-01, eta: 1 day, 1:54:22, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4314, top5_acc: 0.7014, loss_cls: 2.3535, loss: 2.3535, grad_norm: 1.0836, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.4717, loss/aux0: 2.4717 2020-10-22 11:36:56,689 - mmaction - INFO - Epoch [66][140/264] lr: 3.821e-01, eta: 1 day, 1:52:52, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.7099, loss_cls: 2.3675, loss: 2.3675, grad_norm: 1.1094, top1_acc/aux0: 0.4005, top5_acc/aux0: 0.6663, loss_cls/aux0: 2.5269, loss/aux0: 2.5269 2020-10-22 11:36:57,624 - mmaction - INFO - Epoch [66][140/264] lr: 3.821e-01, eta: 1 day, 1:53:47, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4253, top5_acc: 0.7099, loss_cls: 2.3675, loss: 2.3675, grad_norm: 1.1126, top1_acc/aux0: 0.4007, top5_acc/aux0: 0.6668, loss_cls/aux0: 2.5262, loss/aux0: 2.5262 2020-10-22 11:37:34,605 - mmaction - INFO - Epoch [66][160/264] lr: 3.821e-01, eta: 1 day, 1:52:17, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4361, top5_acc: 0.6924, loss_cls: 2.3706, loss: 2.3706, grad_norm: 1.1252, top1_acc/aux0: 0.3953, top5_acc/aux0: 0.6677, loss_cls/aux0: 2.5301, loss/aux0: 2.5301 2020-10-22 11:37:35,543 - mmaction - INFO - Epoch [66][160/264] lr: 3.821e-01, eta: 1 day, 1:53:12, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4361, top5_acc: 0.6924, loss_cls: 2.3706, loss: 2.3706, grad_norm: 1.1272, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6675, loss_cls/aux0: 2.5332, loss/aux0: 2.5332 2020-10-22 11:38:12,324 - mmaction - INFO - Epoch [66][180/264] lr: 3.821e-01, eta: 1 day, 1:51:42, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4262, top5_acc: 0.6979, loss_cls: 2.4002, loss: 2.4002, grad_norm: 1.1069, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6766, loss_cls/aux0: 2.5037, loss/aux0: 2.5037 2020-10-22 11:38:13,274 - mmaction - INFO - Epoch [66][180/264] lr: 3.821e-01, eta: 1 day, 1:52:37, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4262, top5_acc: 0.6979, loss_cls: 2.4002, loss: 2.4002, grad_norm: 1.1097, top1_acc/aux0: 0.4007, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.5043, loss/aux0: 2.5043 2020-10-22 11:38:50,050 - mmaction - INFO - Epoch [66][200/264] lr: 3.821e-01, eta: 1 day, 1:51:07, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6934, loss_cls: 2.4082, loss: 2.4082, grad_norm: 1.1069, top1_acc/aux0: 0.3993, top5_acc/aux0: 0.6696, loss_cls/aux0: 2.5113, loss/aux0: 2.5113 2020-10-22 11:38:51,003 - mmaction - INFO - Epoch [66][200/264] lr: 3.821e-01, eta: 1 day, 1:52:02, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6934, loss_cls: 2.4082, loss: 2.4082, grad_norm: 1.1061, top1_acc/aux0: 0.3995, top5_acc/aux0: 0.6708, loss_cls/aux0: 2.5113, loss/aux0: 2.5113 2020-10-22 11:39:27,894 - mmaction - INFO - Epoch [66][220/264] lr: 3.821e-01, eta: 1 day, 1:50:33, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4220, top5_acc: 0.6929, loss_cls: 2.3841, loss: 2.3841, grad_norm: 1.0977, top1_acc/aux0: 0.3969, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5346, loss/aux0: 2.5346 2020-10-22 11:39:28,825 - mmaction - INFO - Epoch [66][220/264] lr: 3.821e-01, eta: 1 day, 1:51:28, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.4220, top5_acc: 0.6929, loss_cls: 2.3841, loss: 2.3841, grad_norm: 1.0994, top1_acc/aux0: 0.3946, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5425, loss/aux0: 2.5425 2020-10-22 11:40:05,438 - mmaction - INFO - Epoch [66][240/264] lr: 3.821e-01, eta: 1 day, 1:49:59, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4134, top5_acc: 0.6835, loss_cls: 2.4506, loss: 2.4506, grad_norm: 1.1106, top1_acc/aux0: 0.3811, top5_acc/aux0: 0.6580, loss_cls/aux0: 2.5754, loss/aux0: 2.5754 2020-10-22 11:40:06,386 - mmaction - INFO - Epoch [66][240/264] lr: 3.821e-01, eta: 1 day, 1:50:53, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4134, top5_acc: 0.6835, loss_cls: 2.4506, loss: 2.4506, grad_norm: 1.1067, top1_acc/aux0: 0.3837, top5_acc/aux0: 0.6587, loss_cls/aux0: 2.5653, loss/aux0: 2.5653 2020-10-22 11:40:42,920 - mmaction - INFO - Epoch [66][260/264] lr: 3.821e-01, eta: 1 day, 1:49:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4274, top5_acc: 0.7043, loss_cls: 2.3603, loss: 2.3603, grad_norm: 1.1069, top1_acc/aux0: 0.4024, top5_acc/aux0: 0.6762, loss_cls/aux0: 2.5055, loss/aux0: 2.5055 2020-10-22 11:40:43,843 - mmaction - INFO - Epoch [66][260/264] lr: 3.821e-01, eta: 1 day, 1:50:16, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4274, top5_acc: 0.7043, loss_cls: 2.3603, loss: 2.3603, grad_norm: 1.1071, top1_acc/aux0: 0.3998, top5_acc/aux0: 0.6726, loss_cls/aux0: 2.5204, loss/aux0: 2.5204 2020-10-22 11:46:47,214 - mmaction - INFO - Epoch [67][20/264] lr: 3.801e-01, eta: 1 day, 1:48:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4306, top5_acc: 0.7005, loss_cls: 2.3768, loss: 2.3768, grad_norm: 1.1249, top1_acc/aux0: 0.4061, top5_acc/aux0: 0.6809, loss_cls/aux0: 2.4617, loss/aux0: 2.4617 2020-10-22 11:46:48,207 - mmaction - INFO - Epoch [67][20/264] lr: 3.801e-01, eta: 1 day, 1:49:12, time: 0.940, data_time: 0.005, memory: 8466, top1_acc: 0.4306, top5_acc: 0.7005, loss_cls: 2.3768, loss: 2.3768, grad_norm: 1.1330, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6800, loss_cls/aux0: 2.4676, loss/aux0: 2.4676 2020-10-22 11:47:24,741 - mmaction - INFO - Epoch [67][40/264] lr: 3.801e-01, eta: 1 day, 1:47:42, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4293, top5_acc: 0.7028, loss_cls: 2.3777, loss: 2.3777, grad_norm: 1.0922, top1_acc/aux0: 0.3986, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.5141, loss/aux0: 2.5141 2020-10-22 11:47:25,689 - mmaction - INFO - Epoch [67][40/264] lr: 3.801e-01, eta: 1 day, 1:48:35, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.4293, top5_acc: 0.7028, loss_cls: 2.3777, loss: 2.3777, grad_norm: 1.0884, top1_acc/aux0: 0.4030, top5_acc/aux0: 0.6752, loss_cls/aux0: 2.4965, loss/aux0: 2.4965 2020-10-22 11:48:02,215 - mmaction - INFO - Epoch [67][60/264] lr: 3.801e-01, eta: 1 day, 1:47:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4179, top5_acc: 0.6877, loss_cls: 2.3985, loss: 2.3985, grad_norm: 1.0883, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6771, loss_cls/aux0: 2.4720, loss/aux0: 2.4720 2020-10-22 11:48:03,157 - mmaction - INFO - Epoch [67][60/264] lr: 3.801e-01, eta: 1 day, 1:47:59, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4179, top5_acc: 0.6877, loss_cls: 2.3985, loss: 2.3985, grad_norm: 1.0919, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.4912, loss/aux0: 2.4912 2020-10-22 11:48:40,018 - mmaction - INFO - Epoch [67][80/264] lr: 3.801e-01, eta: 1 day, 1:46:30, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4358, top5_acc: 0.6962, loss_cls: 2.3599, loss: 2.3599, grad_norm: 1.1307, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.4604, loss/aux0: 2.4604 2020-10-22 11:48:40,961 - mmaction - INFO - Epoch [67][80/264] lr: 3.801e-01, eta: 1 day, 1:47:25, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.4358, top5_acc: 0.6962, loss_cls: 2.3599, loss: 2.3599, grad_norm: 1.1357, top1_acc/aux0: 0.4095, top5_acc/aux0: 0.6830, loss_cls/aux0: 2.4612, loss/aux0: 2.4612 2020-10-22 11:49:17,649 - mmaction - INFO - Epoch [67][100/264] lr: 3.801e-01, eta: 1 day, 1:45:56, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6979, loss_cls: 2.3520, loss: 2.3520, grad_norm: 1.1084, top1_acc/aux0: 0.3972, top5_acc/aux0: 0.6689, loss_cls/aux0: 2.5397, loss/aux0: 2.5397 2020-10-22 11:49:18,592 - mmaction - INFO - Epoch [67][100/264] lr: 3.801e-01, eta: 1 day, 1:46:50, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6979, loss_cls: 2.3520, loss: 2.3520, grad_norm: 1.1047, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6684, loss_cls/aux0: 2.5315, loss/aux0: 2.5315 2020-10-22 11:49:55,421 - mmaction - INFO - Epoch [67][120/264] lr: 3.801e-01, eta: 1 day, 1:45:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6974, loss_cls: 2.3779, loss: 2.3779, grad_norm: 1.1019, top1_acc/aux0: 0.3977, top5_acc/aux0: 0.6731, loss_cls/aux0: 2.5014, loss/aux0: 2.5014 2020-10-22 11:49:56,384 - mmaction - INFO - Epoch [67][120/264] lr: 3.801e-01, eta: 1 day, 1:46:15, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6974, loss_cls: 2.3779, loss: 2.3779, grad_norm: 1.1018, top1_acc/aux0: 0.3967, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.5025, loss/aux0: 2.5025 2020-10-22 11:50:32,976 - mmaction - INFO - Epoch [67][140/264] lr: 3.801e-01, eta: 1 day, 1:44:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4188, top5_acc: 0.6870, loss_cls: 2.4156, loss: 2.4156, grad_norm: 1.1074, top1_acc/aux0: 0.4097, top5_acc/aux0: 0.6708, loss_cls/aux0: 2.4880, loss/aux0: 2.4880 2020-10-22 11:50:33,912 - mmaction - INFO - Epoch [67][140/264] lr: 3.801e-01, eta: 1 day, 1:45:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4188, top5_acc: 0.6870, loss_cls: 2.4156, loss: 2.4156, grad_norm: 1.1122, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.4922, loss/aux0: 2.4922 2020-10-22 11:51:10,999 - mmaction - INFO - Epoch [67][160/264] lr: 3.801e-01, eta: 1 day, 1:44:10, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4196, top5_acc: 0.6943, loss_cls: 2.4052, loss: 2.4052, grad_norm: 1.1369, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6705, loss_cls/aux0: 2.5236, loss/aux0: 2.5236 2020-10-22 11:51:11,928 - mmaction - INFO - Epoch [67][160/264] lr: 3.801e-01, eta: 1 day, 1:45:04, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.4196, top5_acc: 0.6943, loss_cls: 2.4052, loss: 2.4052, grad_norm: 1.1340, top1_acc/aux0: 0.3939, top5_acc/aux0: 0.6682, loss_cls/aux0: 2.5278, loss/aux0: 2.5278 2020-10-22 11:51:48,694 - mmaction - INFO - Epoch [67][180/264] lr: 3.801e-01, eta: 1 day, 1:43:36, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.7019, loss_cls: 2.3754, loss: 2.3754, grad_norm: 1.0800, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6655, loss_cls/aux0: 2.5353, loss/aux0: 2.5353 2020-10-22 11:51:49,663 - mmaction - INFO - Epoch [67][180/264] lr: 3.801e-01, eta: 1 day, 1:44:29, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4193, top5_acc: 0.7019, loss_cls: 2.3754, loss: 2.3754, grad_norm: 1.0800, top1_acc/aux0: 0.4019, top5_acc/aux0: 0.6675, loss_cls/aux0: 2.5267, loss/aux0: 2.5267 2020-10-22 11:52:26,170 - mmaction - INFO - Epoch [67][200/264] lr: 3.801e-01, eta: 1 day, 1:43:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4356, top5_acc: 0.7026, loss_cls: 2.3508, loss: 2.3508, grad_norm: 1.1397, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6687, loss_cls/aux0: 2.5201, loss/aux0: 2.5201 2020-10-22 11:52:27,101 - mmaction - INFO - Epoch [67][200/264] lr: 3.801e-01, eta: 1 day, 1:43:53, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4356, top5_acc: 0.7026, loss_cls: 2.3508, loss: 2.3508, grad_norm: 1.1382, top1_acc/aux0: 0.4056, top5_acc/aux0: 0.6679, loss_cls/aux0: 2.5253, loss/aux0: 2.5253 2020-10-22 11:53:04,259 - mmaction - INFO - Epoch [67][220/264] lr: 3.801e-01, eta: 1 day, 1:42:25, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4165, top5_acc: 0.6866, loss_cls: 2.4379, loss: 2.4379, grad_norm: 1.1097, top1_acc/aux0: 0.4012, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.4839, loss/aux0: 2.4839 2020-10-22 11:53:05,207 - mmaction - INFO - Epoch [67][220/264] lr: 3.801e-01, eta: 1 day, 1:43:19, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.4165, top5_acc: 0.6866, loss_cls: 2.4379, loss: 2.4379, grad_norm: 1.1126, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4801, loss/aux0: 2.4801 2020-10-22 11:53:41,871 - mmaction - INFO - Epoch [67][240/264] lr: 3.801e-01, eta: 1 day, 1:41:50, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7038, loss_cls: 2.3788, loss: 2.3788, grad_norm: 1.1149, top1_acc/aux0: 0.4033, top5_acc/aux0: 0.6696, loss_cls/aux0: 2.5298, loss/aux0: 2.5298 2020-10-22 11:53:42,806 - mmaction - INFO - Epoch [67][240/264] lr: 3.801e-01, eta: 1 day, 1:42:43, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7038, loss_cls: 2.3788, loss: 2.3788, grad_norm: 1.1160, top1_acc/aux0: 0.4026, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.5327, loss/aux0: 2.5327 2020-10-22 11:54:19,274 - mmaction - INFO - Epoch [67][260/264] lr: 3.801e-01, eta: 1 day, 1:41:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6970, loss_cls: 2.3531, loss: 2.3531, grad_norm: 1.1205, top1_acc/aux0: 0.3915, top5_acc/aux0: 0.6682, loss_cls/aux0: 2.5378, loss/aux0: 2.5378 2020-10-22 11:54:20,238 - mmaction - INFO - Epoch [67][260/264] lr: 3.801e-01, eta: 1 day, 1:42:07, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6970, loss_cls: 2.3531, loss: 2.3531, grad_norm: 1.1200, top1_acc/aux0: 0.3910, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.5380, loss/aux0: 2.5380 2020-10-22 12:00:42,259 - mmaction - INFO - Epoch [68][20/264] lr: 3.781e-01, eta: 1 day, 1:40:09, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4347, top5_acc: 0.7036, loss_cls: 2.3480, loss: 2.3480, grad_norm: 1.1119, top1_acc/aux0: 0.4075, top5_acc/aux0: 0.6721, loss_cls/aux0: 2.4986, loss/aux0: 2.4986 2020-10-22 12:00:43,260 - mmaction - INFO - Epoch [68][20/264] lr: 3.781e-01, eta: 1 day, 1:41:02, time: 0.932, data_time: 0.005, memory: 8466, top1_acc: 0.4347, top5_acc: 0.7036, loss_cls: 2.3480, loss: 2.3480, grad_norm: 1.1153, top1_acc/aux0: 0.4059, top5_acc/aux0: 0.6720, loss_cls/aux0: 2.5024, loss/aux0: 2.5024 2020-10-22 12:01:19,891 - mmaction - INFO - Epoch [68][40/264] lr: 3.781e-01, eta: 1 day, 1:39:33, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4293, top5_acc: 0.6998, loss_cls: 2.3386, loss: 2.3386, grad_norm: 1.0981, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6781, loss_cls/aux0: 2.5150, loss/aux0: 2.5150 2020-10-22 12:01:20,840 - mmaction - INFO - Epoch [68][40/264] lr: 3.781e-01, eta: 1 day, 1:40:27, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.4293, top5_acc: 0.6998, loss_cls: 2.3386, loss: 2.3386, grad_norm: 1.0929, top1_acc/aux0: 0.3970, top5_acc/aux0: 0.6783, loss_cls/aux0: 2.5150, loss/aux0: 2.5150 2020-10-22 12:01:57,330 - mmaction - INFO - Epoch [68][60/264] lr: 3.781e-01, eta: 1 day, 1:38:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4262, top5_acc: 0.6965, loss_cls: 2.3774, loss: 2.3774, grad_norm: 1.1019, top1_acc/aux0: 0.4030, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5031, loss/aux0: 2.5031 2020-10-22 12:01:58,293 - mmaction - INFO - Epoch [68][60/264] lr: 3.781e-01, eta: 1 day, 1:39:50, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4262, top5_acc: 0.6965, loss_cls: 2.3774, loss: 2.3774, grad_norm: 1.1043, top1_acc/aux0: 0.4009, top5_acc/aux0: 0.6660, loss_cls/aux0: 2.5073, loss/aux0: 2.5073 2020-10-22 12:02:35,205 - mmaction - INFO - Epoch [68][80/264] lr: 3.781e-01, eta: 1 day, 1:38:22, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4405, top5_acc: 0.6990, loss_cls: 2.3519, loss: 2.3519, grad_norm: 1.1083, top1_acc/aux0: 0.4033, top5_acc/aux0: 0.6698, loss_cls/aux0: 2.5038, loss/aux0: 2.5038 2020-10-22 12:02:36,146 - mmaction - INFO - Epoch [68][80/264] lr: 3.781e-01, eta: 1 day, 1:39:16, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.4405, top5_acc: 0.6990, loss_cls: 2.3519, loss: 2.3519, grad_norm: 1.1031, top1_acc/aux0: 0.4066, top5_acc/aux0: 0.6727, loss_cls/aux0: 2.4900, loss/aux0: 2.4900 2020-10-22 12:03:13,230 - mmaction - INFO - Epoch [68][100/264] lr: 3.781e-01, eta: 1 day, 1:37:48, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4361, top5_acc: 0.6977, loss_cls: 2.3584, loss: 2.3584, grad_norm: 1.1307, top1_acc/aux0: 0.4050, top5_acc/aux0: 0.6733, loss_cls/aux0: 2.5080, loss/aux0: 2.5080 2020-10-22 12:03:14,175 - mmaction - INFO - Epoch [68][100/264] lr: 3.781e-01, eta: 1 day, 1:38:41, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.4361, top5_acc: 0.6977, loss_cls: 2.3584, loss: 2.3584, grad_norm: 1.1287, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.5150, loss/aux0: 2.5150 2020-10-22 12:03:50,996 - mmaction - INFO - Epoch [68][120/264] lr: 3.781e-01, eta: 1 day, 1:37:13, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6986, loss_cls: 2.4079, loss: 2.4079, grad_norm: 1.1095, top1_acc/aux0: 0.3972, top5_acc/aux0: 0.6714, loss_cls/aux0: 2.5454, loss/aux0: 2.5454 2020-10-22 12:03:51,940 - mmaction - INFO - Epoch [68][120/264] lr: 3.781e-01, eta: 1 day, 1:38:06, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6986, loss_cls: 2.4079, loss: 2.4079, grad_norm: 1.1097, top1_acc/aux0: 0.3957, top5_acc/aux0: 0.6708, loss_cls/aux0: 2.5460, loss/aux0: 2.5460 2020-10-22 12:04:28,782 - mmaction - INFO - Epoch [68][140/264] lr: 3.781e-01, eta: 1 day, 1:36:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4205, top5_acc: 0.7003, loss_cls: 2.3796, loss: 2.3796, grad_norm: 1.1028, top1_acc/aux0: 0.3981, top5_acc/aux0: 0.6736, loss_cls/aux0: 2.5137, loss/aux0: 2.5137 2020-10-22 12:04:29,771 - mmaction - INFO - Epoch [68][140/264] lr: 3.781e-01, eta: 1 day, 1:37:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4205, top5_acc: 0.7003, loss_cls: 2.3796, loss: 2.3796, grad_norm: 1.0998, top1_acc/aux0: 0.3990, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.5167, loss/aux0: 2.5167 2020-10-22 12:05:06,810 - mmaction - INFO - Epoch [68][160/264] lr: 3.781e-01, eta: 1 day, 1:36:03, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4306, top5_acc: 0.6997, loss_cls: 2.3614, loss: 2.3614, grad_norm: 1.0872, top1_acc/aux0: 0.4059, top5_acc/aux0: 0.6731, loss_cls/aux0: 2.4594, loss/aux0: 2.4594 2020-10-22 12:05:07,748 - mmaction - INFO - Epoch [68][160/264] lr: 3.781e-01, eta: 1 day, 1:36:56, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.4306, top5_acc: 0.6997, loss_cls: 2.3614, loss: 2.3614, grad_norm: 1.0869, top1_acc/aux0: 0.4043, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.4590, loss/aux0: 2.4590 2020-10-22 12:05:44,621 - mmaction - INFO - Epoch [68][180/264] lr: 3.781e-01, eta: 1 day, 1:35:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4304, top5_acc: 0.6939, loss_cls: 2.4000, loss: 2.4000, grad_norm: 1.1058, top1_acc/aux0: 0.3955, top5_acc/aux0: 0.6696, loss_cls/aux0: 2.5246, loss/aux0: 2.5246 2020-10-22 12:05:45,568 - mmaction - INFO - Epoch [68][180/264] lr: 3.781e-01, eta: 1 day, 1:36:20, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4304, top5_acc: 0.6939, loss_cls: 2.4000, loss: 2.4000, grad_norm: 1.1096, top1_acc/aux0: 0.3969, top5_acc/aux0: 0.6670, loss_cls/aux0: 2.5293, loss/aux0: 2.5293 2020-10-22 12:06:22,324 - mmaction - INFO - Epoch [68][200/264] lr: 3.781e-01, eta: 1 day, 1:34:53, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.7019, loss_cls: 2.3788, loss: 2.3788, grad_norm: 1.1123, top1_acc/aux0: 0.3941, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.5050, loss/aux0: 2.5050 2020-10-22 12:06:23,272 - mmaction - INFO - Epoch [68][200/264] lr: 3.781e-01, eta: 1 day, 1:35:45, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.4302, top5_acc: 0.7019, loss_cls: 2.3788, loss: 2.3788, grad_norm: 1.1097, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.4861, loss/aux0: 2.4861 2020-10-22 12:07:00,036 - mmaction - INFO - Epoch [68][220/264] lr: 3.781e-01, eta: 1 day, 1:34:18, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4314, top5_acc: 0.6990, loss_cls: 2.3577, loss: 2.3577, grad_norm: 1.1042, top1_acc/aux0: 0.3943, top5_acc/aux0: 0.6719, loss_cls/aux0: 2.5262, loss/aux0: 2.5262 2020-10-22 12:07:00,990 - mmaction - INFO - Epoch [68][220/264] lr: 3.781e-01, eta: 1 day, 1:35:11, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.4314, top5_acc: 0.6990, loss_cls: 2.3577, loss: 2.3577, grad_norm: 1.1016, top1_acc/aux0: 0.3939, top5_acc/aux0: 0.6698, loss_cls/aux0: 2.5340, loss/aux0: 2.5340 2020-10-22 12:07:38,039 - mmaction - INFO - Epoch [68][240/264] lr: 3.781e-01, eta: 1 day, 1:33:44, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4175, top5_acc: 0.6878, loss_cls: 2.4013, loss: 2.4013, grad_norm: 1.1182, top1_acc/aux0: 0.3998, top5_acc/aux0: 0.6642, loss_cls/aux0: 2.5333, loss/aux0: 2.5333 2020-10-22 12:07:38,977 - mmaction - INFO - Epoch [68][240/264] lr: 3.781e-01, eta: 1 day, 1:34:37, time: 0.955, data_time: 0.002, memory: 8466, top1_acc: 0.4175, top5_acc: 0.6878, loss_cls: 2.4013, loss: 2.4013, grad_norm: 1.1160, top1_acc/aux0: 0.3977, top5_acc/aux0: 0.6649, loss_cls/aux0: 2.5371, loss/aux0: 2.5371 2020-10-22 12:08:15,716 - mmaction - INFO - Epoch [68][260/264] lr: 3.781e-01, eta: 1 day, 1:33:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6903, loss_cls: 2.4027, loss: 2.4027, grad_norm: 1.1216, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6677, loss_cls/aux0: 2.5473, loss/aux0: 2.5473 2020-10-22 12:08:16,653 - mmaction - INFO - Epoch [68][260/264] lr: 3.781e-01, eta: 1 day, 1:34:01, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6903, loss_cls: 2.4027, loss: 2.4027, grad_norm: 1.1171, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5452, loss/aux0: 2.5452 2020-10-22 12:14:35,989 - mmaction - INFO - Epoch [69][20/264] lr: 3.761e-01, eta: 1 day, 1:32:05, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4368, top5_acc: 0.6965, loss_cls: 2.3617, loss: 2.3617, grad_norm: 1.0988, top1_acc/aux0: 0.3973, top5_acc/aux0: 0.6647, loss_cls/aux0: 2.5460, loss/aux0: 2.5460 2020-10-22 12:14:36,945 - mmaction - INFO - Epoch [69][20/264] lr: 3.761e-01, eta: 1 day, 1:32:56, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4368, top5_acc: 0.6965, loss_cls: 2.3617, loss: 2.3617, grad_norm: 1.0951, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5385, loss/aux0: 2.5385 2020-10-22 12:15:13,188 - mmaction - INFO - Epoch [69][40/264] lr: 3.761e-01, eta: 1 day, 1:31:28, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4361, top5_acc: 0.6957, loss_cls: 2.3737, loss: 2.3737, grad_norm: 1.1396, top1_acc/aux0: 0.4087, top5_acc/aux0: 0.6845, loss_cls/aux0: 2.4631, loss/aux0: 2.4631 2020-10-22 12:15:14,130 - mmaction - INFO - Epoch [69][40/264] lr: 3.761e-01, eta: 1 day, 1:32:19, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4361, top5_acc: 0.6957, loss_cls: 2.3737, loss: 2.3737, grad_norm: 1.1374, top1_acc/aux0: 0.4080, top5_acc/aux0: 0.6852, loss_cls/aux0: 2.4654, loss/aux0: 2.4654 2020-10-22 12:15:50,644 - mmaction - INFO - Epoch [69][60/264] lr: 3.761e-01, eta: 1 day, 1:30:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4304, top5_acc: 0.7021, loss_cls: 2.3461, loss: 2.3461, grad_norm: 1.1253, top1_acc/aux0: 0.4064, top5_acc/aux0: 0.6783, loss_cls/aux0: 2.4659, loss/aux0: 2.4659 2020-10-22 12:15:51,584 - mmaction - INFO - Epoch [69][60/264] lr: 3.761e-01, eta: 1 day, 1:31:43, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4304, top5_acc: 0.7021, loss_cls: 2.3461, loss: 2.3461, grad_norm: 1.1238, top1_acc/aux0: 0.4061, top5_acc/aux0: 0.6774, loss_cls/aux0: 2.4658, loss/aux0: 2.4658 2020-10-22 12:16:28,418 - mmaction - INFO - Epoch [69][80/264] lr: 3.761e-01, eta: 1 day, 1:30:16, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4311, top5_acc: 0.6981, loss_cls: 2.3927, loss: 2.3927, grad_norm: 1.1308, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4531, loss/aux0: 2.4531 2020-10-22 12:16:29,376 - mmaction - INFO - Epoch [69][80/264] lr: 3.761e-01, eta: 1 day, 1:31:08, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.4311, top5_acc: 0.6981, loss_cls: 2.3927, loss: 2.3927, grad_norm: 1.1284, top1_acc/aux0: 0.4097, top5_acc/aux0: 0.6872, loss_cls/aux0: 2.4552, loss/aux0: 2.4552 2020-10-22 12:17:06,235 - mmaction - INFO - Epoch [69][100/264] lr: 3.761e-01, eta: 1 day, 1:29:41, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4262, top5_acc: 0.7026, loss_cls: 2.3611, loss: 2.3611, grad_norm: 1.1065, top1_acc/aux0: 0.4090, top5_acc/aux0: 0.6757, loss_cls/aux0: 2.4931, loss/aux0: 2.4931 2020-10-22 12:17:07,182 - mmaction - INFO - Epoch [69][100/264] lr: 3.761e-01, eta: 1 day, 1:30:33, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.4262, top5_acc: 0.7026, loss_cls: 2.3611, loss: 2.3611, grad_norm: 1.1025, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.4871, loss/aux0: 2.4871 2020-10-22 12:17:43,697 - mmaction - INFO - Epoch [69][120/264] lr: 3.761e-01, eta: 1 day, 1:29:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4332, top5_acc: 0.7002, loss_cls: 2.3841, loss: 2.3841, grad_norm: 1.0988, top1_acc/aux0: 0.3962, top5_acc/aux0: 0.6665, loss_cls/aux0: 2.5173, loss/aux0: 2.5173 2020-10-22 12:17:44,718 - mmaction - INFO - Epoch [69][120/264] lr: 3.761e-01, eta: 1 day, 1:29:58, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4332, top5_acc: 0.7002, loss_cls: 2.3841, loss: 2.3841, grad_norm: 1.1000, top1_acc/aux0: 0.3969, top5_acc/aux0: 0.6655, loss_cls/aux0: 2.5255, loss/aux0: 2.5255 2020-10-22 12:18:21,575 - mmaction - INFO - Epoch [69][140/264] lr: 3.761e-01, eta: 1 day, 1:28:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4257, top5_acc: 0.6960, loss_cls: 2.3701, loss: 2.3701, grad_norm: 1.0943, top1_acc/aux0: 0.4040, top5_acc/aux0: 0.6688, loss_cls/aux0: 2.5283, loss/aux0: 2.5283 2020-10-22 12:18:22,510 - mmaction - INFO - Epoch [69][140/264] lr: 3.761e-01, eta: 1 day, 1:29:22, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4257, top5_acc: 0.6960, loss_cls: 2.3701, loss: 2.3701, grad_norm: 1.0937, top1_acc/aux0: 0.4040, top5_acc/aux0: 0.6691, loss_cls/aux0: 2.5276, loss/aux0: 2.5276 2020-10-22 12:18:59,324 - mmaction - INFO - Epoch [69][160/264] lr: 3.761e-01, eta: 1 day, 1:27:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4300, top5_acc: 0.7099, loss_cls: 2.3403, loss: 2.3403, grad_norm: 1.0953, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6653, loss_cls/aux0: 2.4984, loss/aux0: 2.4984 2020-10-22 12:19:00,271 - mmaction - INFO - Epoch [69][160/264] lr: 3.761e-01, eta: 1 day, 1:28:47, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4300, top5_acc: 0.7099, loss_cls: 2.3403, loss: 2.3403, grad_norm: 1.0961, top1_acc/aux0: 0.4042, top5_acc/aux0: 0.6665, loss_cls/aux0: 2.4935, loss/aux0: 2.4935 2020-10-22 12:19:37,079 - mmaction - INFO - Epoch [69][180/264] lr: 3.761e-01, eta: 1 day, 1:27:21, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4319, top5_acc: 0.7014, loss_cls: 2.3527, loss: 2.3527, grad_norm: 1.0946, top1_acc/aux0: 0.4024, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.5181, loss/aux0: 2.5181 2020-10-22 12:19:38,023 - mmaction - INFO - Epoch [69][180/264] lr: 3.761e-01, eta: 1 day, 1:28:13, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.4319, top5_acc: 0.7014, loss_cls: 2.3527, loss: 2.3527, grad_norm: 1.0952, top1_acc/aux0: 0.4056, top5_acc/aux0: 0.6687, loss_cls/aux0: 2.5208, loss/aux0: 2.5208 2020-10-22 12:20:14,819 - mmaction - INFO - Epoch [69][200/264] lr: 3.761e-01, eta: 1 day, 1:26:46, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4314, top5_acc: 0.6988, loss_cls: 2.3884, loss: 2.3884, grad_norm: 1.1027, top1_acc/aux0: 0.3964, top5_acc/aux0: 0.6719, loss_cls/aux0: 2.5361, loss/aux0: 2.5361 2020-10-22 12:20:15,776 - mmaction - INFO - Epoch [69][200/264] lr: 3.761e-01, eta: 1 day, 1:27:37, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4314, top5_acc: 0.6988, loss_cls: 2.3884, loss: 2.3884, grad_norm: 1.1020, top1_acc/aux0: 0.3944, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.5322, loss/aux0: 2.5322 2020-10-22 12:20:52,892 - mmaction - INFO - Epoch [69][220/264] lr: 3.761e-01, eta: 1 day, 1:26:11, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4200, top5_acc: 0.6958, loss_cls: 2.3807, loss: 2.3807, grad_norm: 1.1172, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6653, loss_cls/aux0: 2.5241, loss/aux0: 2.5241 2020-10-22 12:20:53,838 - mmaction - INFO - Epoch [69][220/264] lr: 3.761e-01, eta: 1 day, 1:27:03, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4200, top5_acc: 0.6958, loss_cls: 2.3807, loss: 2.3807, grad_norm: 1.1188, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6634, loss_cls/aux0: 2.5316, loss/aux0: 2.5316 2020-10-22 12:21:30,624 - mmaction - INFO - Epoch [69][240/264] lr: 3.761e-01, eta: 1 day, 1:25:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4212, top5_acc: 0.6984, loss_cls: 2.4181, loss: 2.4181, grad_norm: 1.1065, top1_acc/aux0: 0.4030, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5226, loss/aux0: 2.5226 2020-10-22 12:21:31,576 - mmaction - INFO - Epoch [69][240/264] lr: 3.761e-01, eta: 1 day, 1:26:27, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4212, top5_acc: 0.6984, loss_cls: 2.4181, loss: 2.4181, grad_norm: 1.1082, top1_acc/aux0: 0.4043, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5226, loss/aux0: 2.5226 2020-10-22 12:22:08,311 - mmaction - INFO - Epoch [69][260/264] lr: 3.761e-01, eta: 1 day, 1:25:00, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.7000, loss_cls: 2.3602, loss: 2.3602, grad_norm: 1.1270, top1_acc/aux0: 0.4007, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.5053, loss/aux0: 2.5053 2020-10-22 12:22:09,272 - mmaction - INFO - Epoch [69][260/264] lr: 3.761e-01, eta: 1 day, 1:25:51, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4328, top5_acc: 0.7000, loss_cls: 2.3602, loss: 2.3602, grad_norm: 1.1235, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6741, loss_cls/aux0: 2.4977, loss/aux0: 2.4977 2020-10-22 12:28:23,410 - mmaction - INFO - Epoch [70][20/264] lr: 3.740e-01, eta: 1 day, 1:23:57, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4335, top5_acc: 0.7049, loss_cls: 2.3468, loss: 2.3468, grad_norm: 1.1070, top1_acc/aux0: 0.4126, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.4497, loss/aux0: 2.4497 2020-10-22 12:28:24,410 - mmaction - INFO - Epoch [70][20/264] lr: 3.740e-01, eta: 1 day, 1:24:47, time: 0.929, data_time: 0.005, memory: 8466, top1_acc: 0.4335, top5_acc: 0.7049, loss_cls: 2.3468, loss: 2.3468, grad_norm: 1.1089, top1_acc/aux0: 0.4115, top5_acc/aux0: 0.6736, loss_cls/aux0: 2.4578, loss/aux0: 2.4578 2020-10-22 12:29:00,930 - mmaction - INFO - Epoch [70][40/264] lr: 3.740e-01, eta: 1 day, 1:23:21, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4394, top5_acc: 0.7134, loss_cls: 2.3426, loss: 2.3426, grad_norm: 1.1087, top1_acc/aux0: 0.3967, top5_acc/aux0: 0.6734, loss_cls/aux0: 2.5092, loss/aux0: 2.5092 2020-10-22 12:29:01,859 - mmaction - INFO - Epoch [70][40/264] lr: 3.740e-01, eta: 1 day, 1:24:12, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4394, top5_acc: 0.7134, loss_cls: 2.3426, loss: 2.3426, grad_norm: 1.1054, top1_acc/aux0: 0.3991, top5_acc/aux0: 0.6759, loss_cls/aux0: 2.5001, loss/aux0: 2.5001 2020-10-22 12:29:38,639 - mmaction - INFO - Epoch [70][60/264] lr: 3.740e-01, eta: 1 day, 1:22:46, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4280, top5_acc: 0.7030, loss_cls: 2.3529, loss: 2.3529, grad_norm: 1.1126, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.4734, loss/aux0: 2.4734 2020-10-22 12:29:39,578 - mmaction - INFO - Epoch [70][60/264] lr: 3.740e-01, eta: 1 day, 1:23:37, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4280, top5_acc: 0.7030, loss_cls: 2.3529, loss: 2.3529, grad_norm: 1.1151, top1_acc/aux0: 0.4038, top5_acc/aux0: 0.6679, loss_cls/aux0: 2.4863, loss/aux0: 2.4863 2020-10-22 12:30:16,259 - mmaction - INFO - Epoch [70][80/264] lr: 3.740e-01, eta: 1 day, 1:22:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4358, top5_acc: 0.7012, loss_cls: 2.3493, loss: 2.3493, grad_norm: 1.1191, top1_acc/aux0: 0.4040, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.4872, loss/aux0: 2.4872 2020-10-22 12:30:17,198 - mmaction - INFO - Epoch [70][80/264] lr: 3.740e-01, eta: 1 day, 1:23:01, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4358, top5_acc: 0.7012, loss_cls: 2.3493, loss: 2.3493, grad_norm: 1.1247, top1_acc/aux0: 0.4061, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4707, loss/aux0: 2.4707 2020-10-22 12:30:53,996 - mmaction - INFO - Epoch [70][100/264] lr: 3.740e-01, eta: 1 day, 1:21:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4438, top5_acc: 0.7122, loss_cls: 2.3121, loss: 2.3121, grad_norm: 1.1192, top1_acc/aux0: 0.4009, top5_acc/aux0: 0.6686, loss_cls/aux0: 2.5040, loss/aux0: 2.5040 2020-10-22 12:30:54,941 - mmaction - INFO - Epoch [70][100/264] lr: 3.740e-01, eta: 1 day, 1:22:26, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4438, top5_acc: 0.7122, loss_cls: 2.3121, loss: 2.3121, grad_norm: 1.1198, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6687, loss_cls/aux0: 2.5052, loss/aux0: 2.5052 2020-10-22 12:31:31,903 - mmaction - INFO - Epoch [70][120/264] lr: 3.740e-01, eta: 1 day, 1:21:00, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4160, top5_acc: 0.6894, loss_cls: 2.4069, loss: 2.4069, grad_norm: 1.1161, top1_acc/aux0: 0.4026, top5_acc/aux0: 0.6696, loss_cls/aux0: 2.5005, loss/aux0: 2.5005 2020-10-22 12:31:32,856 - mmaction - INFO - Epoch [70][120/264] lr: 3.740e-01, eta: 1 day, 1:21:51, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.4160, top5_acc: 0.6894, loss_cls: 2.4069, loss: 2.4069, grad_norm: 1.1155, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6696, loss_cls/aux0: 2.5054, loss/aux0: 2.5054 2020-10-22 12:32:09,626 - mmaction - INFO - Epoch [70][140/264] lr: 3.740e-01, eta: 1 day, 1:20:25, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.7069, loss_cls: 2.3585, loss: 2.3585, grad_norm: 1.1330, top1_acc/aux0: 0.4042, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.5131, loss/aux0: 2.5131 2020-10-22 12:32:10,585 - mmaction - INFO - Epoch [70][140/264] lr: 3.740e-01, eta: 1 day, 1:21:16, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4276, top5_acc: 0.7069, loss_cls: 2.3585, loss: 2.3585, grad_norm: 1.1351, top1_acc/aux0: 0.4036, top5_acc/aux0: 0.6764, loss_cls/aux0: 2.5123, loss/aux0: 2.5123 2020-10-22 12:32:47,461 - mmaction - INFO - Epoch [70][160/264] lr: 3.740e-01, eta: 1 day, 1:19:50, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4191, top5_acc: 0.6924, loss_cls: 2.4069, loss: 2.4069, grad_norm: 1.1258, top1_acc/aux0: 0.4061, top5_acc/aux0: 0.6826, loss_cls/aux0: 2.4804, loss/aux0: 2.4804 2020-10-22 12:32:48,417 - mmaction - INFO - Epoch [70][160/264] lr: 3.740e-01, eta: 1 day, 1:20:41, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4191, top5_acc: 0.6924, loss_cls: 2.4069, loss: 2.4069, grad_norm: 1.1241, top1_acc/aux0: 0.4056, top5_acc/aux0: 0.6825, loss_cls/aux0: 2.4800, loss/aux0: 2.4800 2020-10-22 12:33:25,183 - mmaction - INFO - Epoch [70][180/264] lr: 3.740e-01, eta: 1 day, 1:19:15, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4330, top5_acc: 0.6955, loss_cls: 2.3716, loss: 2.3716, grad_norm: 1.0933, top1_acc/aux0: 0.4009, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4875, loss/aux0: 2.4875 2020-10-22 12:33:26,155 - mmaction - INFO - Epoch [70][180/264] lr: 3.740e-01, eta: 1 day, 1:20:05, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4330, top5_acc: 0.6955, loss_cls: 2.3716, loss: 2.3716, grad_norm: 1.0964, top1_acc/aux0: 0.3998, top5_acc/aux0: 0.6776, loss_cls/aux0: 2.4952, loss/aux0: 2.4952 2020-10-22 12:34:02,943 - mmaction - INFO - Epoch [70][200/264] lr: 3.740e-01, eta: 1 day, 1:18:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4358, top5_acc: 0.7002, loss_cls: 2.3435, loss: 2.3435, grad_norm: 1.1231, top1_acc/aux0: 0.4059, top5_acc/aux0: 0.6701, loss_cls/aux0: 2.5070, loss/aux0: 2.5070 2020-10-22 12:34:03,970 - mmaction - INFO - Epoch [70][200/264] lr: 3.740e-01, eta: 1 day, 1:19:30, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4358, top5_acc: 0.7002, loss_cls: 2.3435, loss: 2.3435, grad_norm: 1.1223, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6705, loss_cls/aux0: 2.5088, loss/aux0: 2.5088 2020-10-22 12:34:40,660 - mmaction - INFO - Epoch [70][220/264] lr: 3.740e-01, eta: 1 day, 1:18:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6943, loss_cls: 2.3769, loss: 2.3769, grad_norm: 1.1209, top1_acc/aux0: 0.4009, top5_acc/aux0: 0.6720, loss_cls/aux0: 2.5133, loss/aux0: 2.5133 2020-10-22 12:34:41,594 - mmaction - INFO - Epoch [70][220/264] lr: 3.740e-01, eta: 1 day, 1:18:54, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6943, loss_cls: 2.3769, loss: 2.3769, grad_norm: 1.1231, top1_acc/aux0: 0.4026, top5_acc/aux0: 0.6736, loss_cls/aux0: 2.5059, loss/aux0: 2.5059 2020-10-22 12:35:18,293 - mmaction - INFO - Epoch [70][240/264] lr: 3.740e-01, eta: 1 day, 1:17:28, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4233, top5_acc: 0.6901, loss_cls: 2.4079, loss: 2.4079, grad_norm: 1.1042, top1_acc/aux0: 0.3976, top5_acc/aux0: 0.6708, loss_cls/aux0: 2.5011, loss/aux0: 2.5011 2020-10-22 12:35:19,264 - mmaction - INFO - Epoch [70][240/264] lr: 3.740e-01, eta: 1 day, 1:18:17, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4233, top5_acc: 0.6901, loss_cls: 2.4079, loss: 2.4079, grad_norm: 1.1022, top1_acc/aux0: 0.3972, top5_acc/aux0: 0.6700, loss_cls/aux0: 2.5031, loss/aux0: 2.5031 2020-10-22 12:35:55,914 - mmaction - INFO - Epoch [70][260/264] lr: 3.740e-01, eta: 1 day, 1:16:52, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4377, top5_acc: 0.7045, loss_cls: 2.3537, loss: 2.3537, grad_norm: 1.1105, top1_acc/aux0: 0.4092, top5_acc/aux0: 0.6771, loss_cls/aux0: 2.4954, loss/aux0: 2.4954 2020-10-22 12:35:56,874 - mmaction - INFO - Epoch [70][260/264] lr: 3.740e-01, eta: 1 day, 1:17:42, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.4377, top5_acc: 0.7045, loss_cls: 2.3537, loss: 2.3537, grad_norm: 1.1110, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.4935, loss/aux0: 2.4935 2020-10-22 12:41:53,647 - mmaction - INFO - Epoch [71][20/264] lr: 3.720e-01, eta: 1 day, 1:15:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4314, top5_acc: 0.7047, loss_cls: 2.3346, loss: 2.3346, grad_norm: 1.1169, top1_acc/aux0: 0.4055, top5_acc/aux0: 0.6681, loss_cls/aux0: 2.4987, loss/aux0: 2.4987 2020-10-22 12:41:54,601 - mmaction - INFO - Epoch [71][20/264] lr: 3.720e-01, eta: 1 day, 1:16:39, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4314, top5_acc: 0.7047, loss_cls: 2.3346, loss: 2.3346, grad_norm: 1.1120, top1_acc/aux0: 0.4042, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.4941, loss/aux0: 2.4941 2020-10-22 12:42:31,025 - mmaction - INFO - Epoch [71][40/264] lr: 3.720e-01, eta: 1 day, 1:15:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.7083, loss_cls: 2.3263, loss: 2.3263, grad_norm: 1.1241, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.4296, loss/aux0: 2.4296 2020-10-22 12:42:31,981 - mmaction - INFO - Epoch [71][40/264] lr: 3.720e-01, eta: 1 day, 1:16:04, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4372, top5_acc: 0.7083, loss_cls: 2.3263, loss: 2.3263, grad_norm: 1.1280, top1_acc/aux0: 0.4040, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4341, loss/aux0: 2.4341 2020-10-22 12:43:08,364 - mmaction - INFO - Epoch [71][60/264] lr: 3.720e-01, eta: 1 day, 1:14:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4359, top5_acc: 0.7078, loss_cls: 2.3306, loss: 2.3306, grad_norm: 1.1090, top1_acc/aux0: 0.4030, top5_acc/aux0: 0.6785, loss_cls/aux0: 2.4739, loss/aux0: 2.4739 2020-10-22 12:43:09,299 - mmaction - INFO - Epoch [71][60/264] lr: 3.720e-01, eta: 1 day, 1:15:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4359, top5_acc: 0.7078, loss_cls: 2.3306, loss: 2.3306, grad_norm: 1.1094, top1_acc/aux0: 0.4003, top5_acc/aux0: 0.6760, loss_cls/aux0: 2.4795, loss/aux0: 2.4795 2020-10-22 12:43:45,979 - mmaction - INFO - Epoch [71][80/264] lr: 3.720e-01, eta: 1 day, 1:14:02, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4455, top5_acc: 0.7125, loss_cls: 2.3080, loss: 2.3080, grad_norm: 1.1488, top1_acc/aux0: 0.3913, top5_acc/aux0: 0.6658, loss_cls/aux0: 2.5345, loss/aux0: 2.5345 2020-10-22 12:43:46,916 - mmaction - INFO - Epoch [71][80/264] lr: 3.720e-01, eta: 1 day, 1:14:52, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4455, top5_acc: 0.7125, loss_cls: 2.3080, loss: 2.3080, grad_norm: 1.1469, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6658, loss_cls/aux0: 2.5367, loss/aux0: 2.5367 2020-10-22 12:44:23,658 - mmaction - INFO - Epoch [71][100/264] lr: 3.720e-01, eta: 1 day, 1:13:27, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4399, top5_acc: 0.7099, loss_cls: 2.3287, loss: 2.3287, grad_norm: 1.1287, top1_acc/aux0: 0.3964, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.4977, loss/aux0: 2.4977 2020-10-22 12:44:24,596 - mmaction - INFO - Epoch [71][100/264] lr: 3.720e-01, eta: 1 day, 1:14:17, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4399, top5_acc: 0.7099, loss_cls: 2.3287, loss: 2.3287, grad_norm: 1.1261, top1_acc/aux0: 0.3991, top5_acc/aux0: 0.6759, loss_cls/aux0: 2.4814, loss/aux0: 2.4814 2020-10-22 12:45:01,518 - mmaction - INFO - Epoch [71][120/264] lr: 3.720e-01, eta: 1 day, 1:12:52, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4408, top5_acc: 0.7148, loss_cls: 2.3209, loss: 2.3209, grad_norm: 1.1392, top1_acc/aux0: 0.3993, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.5009, loss/aux0: 2.5009 2020-10-22 12:45:02,496 - mmaction - INFO - Epoch [71][120/264] lr: 3.720e-01, eta: 1 day, 1:13:43, time: 0.957, data_time: 0.004, memory: 8466, top1_acc: 0.4408, top5_acc: 0.7148, loss_cls: 2.3209, loss: 2.3209, grad_norm: 1.1389, top1_acc/aux0: 0.3983, top5_acc/aux0: 0.6731, loss_cls/aux0: 2.5076, loss/aux0: 2.5076 2020-10-22 12:45:39,422 - mmaction - INFO - Epoch [71][140/264] lr: 3.720e-01, eta: 1 day, 1:12:18, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4363, top5_acc: 0.6969, loss_cls: 2.3339, loss: 2.3339, grad_norm: 1.1200, top1_acc/aux0: 0.4050, top5_acc/aux0: 0.6872, loss_cls/aux0: 2.4662, loss/aux0: 2.4662 2020-10-22 12:45:40,345 - mmaction - INFO - Epoch [71][140/264] lr: 3.720e-01, eta: 1 day, 1:13:07, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4363, top5_acc: 0.6969, loss_cls: 2.3339, loss: 2.3339, grad_norm: 1.1244, top1_acc/aux0: 0.4043, top5_acc/aux0: 0.6858, loss_cls/aux0: 2.4721, loss/aux0: 2.4721 2020-10-22 12:46:17,275 - mmaction - INFO - Epoch [71][160/264] lr: 3.720e-01, eta: 1 day, 1:11:42, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6931, loss_cls: 2.3917, loss: 2.3917, grad_norm: 1.1292, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6776, loss_cls/aux0: 2.4931, loss/aux0: 2.4931 2020-10-22 12:46:18,217 - mmaction - INFO - Epoch [71][160/264] lr: 3.720e-01, eta: 1 day, 1:12:32, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6931, loss_cls: 2.3917, loss: 2.3917, grad_norm: 1.1307, top1_acc/aux0: 0.3998, top5_acc/aux0: 0.6743, loss_cls/aux0: 2.5067, loss/aux0: 2.5067 2020-10-22 12:46:54,892 - mmaction - INFO - Epoch [71][180/264] lr: 3.720e-01, eta: 1 day, 1:11:07, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4342, top5_acc: 0.6976, loss_cls: 2.3797, loss: 2.3797, grad_norm: 1.1139, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6545, loss_cls/aux0: 2.5805, loss/aux0: 2.5805 2020-10-22 12:46:55,850 - mmaction - INFO - Epoch [71][180/264] lr: 3.720e-01, eta: 1 day, 1:11:57, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4342, top5_acc: 0.6976, loss_cls: 2.3797, loss: 2.3797, grad_norm: 1.1173, top1_acc/aux0: 0.3868, top5_acc/aux0: 0.6556, loss_cls/aux0: 2.5779, loss/aux0: 2.5779 2020-10-22 12:47:32,776 - mmaction - INFO - Epoch [71][200/264] lr: 3.720e-01, eta: 1 day, 1:10:32, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4285, top5_acc: 0.6944, loss_cls: 2.3742, loss: 2.3742, grad_norm: 1.1048, top1_acc/aux0: 0.3983, top5_acc/aux0: 0.6762, loss_cls/aux0: 2.5044, loss/aux0: 2.5044 2020-10-22 12:47:33,733 - mmaction - INFO - Epoch [71][200/264] lr: 3.720e-01, eta: 1 day, 1:11:22, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.4285, top5_acc: 0.6944, loss_cls: 2.3742, loss: 2.3742, grad_norm: 1.1031, top1_acc/aux0: 0.4028, top5_acc/aux0: 0.6790, loss_cls/aux0: 2.4876, loss/aux0: 2.4876 2020-10-22 12:48:10,528 - mmaction - INFO - Epoch [71][220/264] lr: 3.720e-01, eta: 1 day, 1:09:58, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4306, top5_acc: 0.7002, loss_cls: 2.3755, loss: 2.3755, grad_norm: 1.1157, top1_acc/aux0: 0.4092, top5_acc/aux0: 0.6780, loss_cls/aux0: 2.4713, loss/aux0: 2.4713 2020-10-22 12:48:11,482 - mmaction - INFO - Epoch [71][220/264] lr: 3.720e-01, eta: 1 day, 1:10:47, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4306, top5_acc: 0.7002, loss_cls: 2.3755, loss: 2.3755, grad_norm: 1.1179, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.4807, loss/aux0: 2.4807 2020-10-22 12:48:48,027 - mmaction - INFO - Epoch [71][240/264] lr: 3.720e-01, eta: 1 day, 1:09:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6922, loss_cls: 2.3815, loss: 2.3815, grad_norm: 1.1259, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6665, loss_cls/aux0: 2.5176, loss/aux0: 2.5176 2020-10-22 12:48:49,002 - mmaction - INFO - Epoch [71][240/264] lr: 3.720e-01, eta: 1 day, 1:10:11, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6922, loss_cls: 2.3815, loss: 2.3815, grad_norm: 1.1269, top1_acc/aux0: 0.3927, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5118, loss/aux0: 2.5118 2020-10-22 12:49:25,640 - mmaction - INFO - Epoch [71][260/264] lr: 3.720e-01, eta: 1 day, 1:08:47, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.7030, loss_cls: 2.3554, loss: 2.3554, grad_norm: 1.1168, top1_acc/aux0: 0.3988, top5_acc/aux0: 0.6714, loss_cls/aux0: 2.5131, loss/aux0: 2.5131 2020-10-22 12:49:26,576 - mmaction - INFO - Epoch [71][260/264] lr: 3.720e-01, eta: 1 day, 1:09:35, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4344, top5_acc: 0.7030, loss_cls: 2.3554, loss: 2.3554, grad_norm: 1.1219, top1_acc/aux0: 0.4007, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5030, loss/aux0: 2.5030 2020-10-22 12:55:08,675 - mmaction - INFO - Epoch [72][20/264] lr: 3.699e-01, eta: 1 day, 1:07:44, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.7085, loss_cls: 2.3596, loss: 2.3596, grad_norm: 1.1031, top1_acc/aux0: 0.3947, top5_acc/aux0: 0.6683, loss_cls/aux0: 2.5211, loss/aux0: 2.5211 2020-10-22 12:55:09,706 - mmaction - INFO - Epoch [72][20/264] lr: 3.699e-01, eta: 1 day, 1:08:33, time: 0.941, data_time: 0.007, memory: 8466, top1_acc: 0.4250, top5_acc: 0.7085, loss_cls: 2.3596, loss: 2.3596, grad_norm: 1.1057, top1_acc/aux0: 0.3939, top5_acc/aux0: 0.6694, loss_cls/aux0: 2.5175, loss/aux0: 2.5175 2020-10-22 12:55:46,101 - mmaction - INFO - Epoch [72][40/264] lr: 3.699e-01, eta: 1 day, 1:07:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7076, loss_cls: 2.3483, loss: 2.3483, grad_norm: 1.1106, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6788, loss_cls/aux0: 2.4448, loss/aux0: 2.4448 2020-10-22 12:55:47,077 - mmaction - INFO - Epoch [72][40/264] lr: 3.699e-01, eta: 1 day, 1:07:56, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7076, loss_cls: 2.3483, loss: 2.3483, grad_norm: 1.1130, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.4456, loss/aux0: 2.4456 2020-10-22 12:56:23,618 - mmaction - INFO - Epoch [72][60/264] lr: 3.699e-01, eta: 1 day, 1:06:32, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4325, top5_acc: 0.7085, loss_cls: 2.3475, loss: 2.3475, grad_norm: 1.1258, top1_acc/aux0: 0.4063, top5_acc/aux0: 0.6743, loss_cls/aux0: 2.4987, loss/aux0: 2.4987 2020-10-22 12:56:24,564 - mmaction - INFO - Epoch [72][60/264] lr: 3.699e-01, eta: 1 day, 1:07:20, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4325, top5_acc: 0.7085, loss_cls: 2.3475, loss: 2.3475, grad_norm: 1.1286, top1_acc/aux0: 0.4019, top5_acc/aux0: 0.6720, loss_cls/aux0: 2.5100, loss/aux0: 2.5100 2020-10-22 12:57:01,222 - mmaction - INFO - Epoch [72][80/264] lr: 3.699e-01, eta: 1 day, 1:05:55, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4420, top5_acc: 0.7057, loss_cls: 2.3138, loss: 2.3138, grad_norm: 1.1121, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6655, loss_cls/aux0: 2.5330, loss/aux0: 2.5330 2020-10-22 12:57:02,161 - mmaction - INFO - Epoch [72][80/264] lr: 3.699e-01, eta: 1 day, 1:06:44, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4420, top5_acc: 0.7057, loss_cls: 2.3138, loss: 2.3138, grad_norm: 1.1109, top1_acc/aux0: 0.4036, top5_acc/aux0: 0.6707, loss_cls/aux0: 2.5128, loss/aux0: 2.5128 2020-10-22 12:57:38,954 - mmaction - INFO - Epoch [72][100/264] lr: 3.699e-01, eta: 1 day, 1:05:20, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4290, top5_acc: 0.6870, loss_cls: 2.3926, loss: 2.3926, grad_norm: 1.1380, top1_acc/aux0: 0.3995, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4797, loss/aux0: 2.4797 2020-10-22 12:57:39,895 - mmaction - INFO - Epoch [72][100/264] lr: 3.699e-01, eta: 1 day, 1:06:08, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4290, top5_acc: 0.6870, loss_cls: 2.3926, loss: 2.3926, grad_norm: 1.1401, top1_acc/aux0: 0.3962, top5_acc/aux0: 0.6766, loss_cls/aux0: 2.4923, loss/aux0: 2.4923 2020-10-22 12:58:16,541 - mmaction - INFO - Epoch [72][120/264] lr: 3.699e-01, eta: 1 day, 1:04:44, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7028, loss_cls: 2.3485, loss: 2.3485, grad_norm: 1.1279, top1_acc/aux0: 0.3913, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5435, loss/aux0: 2.5435 2020-10-22 12:58:17,479 - mmaction - INFO - Epoch [72][120/264] lr: 3.699e-01, eta: 1 day, 1:05:33, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7028, loss_cls: 2.3485, loss: 2.3485, grad_norm: 1.1307, top1_acc/aux0: 0.3908, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5437, loss/aux0: 2.5437 2020-10-22 12:58:54,465 - mmaction - INFO - Epoch [72][140/264] lr: 3.699e-01, eta: 1 day, 1:04:09, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4347, top5_acc: 0.6981, loss_cls: 2.3517, loss: 2.3517, grad_norm: 1.1524, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6720, loss_cls/aux0: 2.4864, loss/aux0: 2.4864 2020-10-22 12:58:55,407 - mmaction - INFO - Epoch [72][140/264] lr: 3.699e-01, eta: 1 day, 1:04:58, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4347, top5_acc: 0.6981, loss_cls: 2.3517, loss: 2.3517, grad_norm: 1.1467, top1_acc/aux0: 0.4127, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.4814, loss/aux0: 2.4814 2020-10-22 12:59:32,331 - mmaction - INFO - Epoch [72][160/264] lr: 3.699e-01, eta: 1 day, 1:03:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4293, top5_acc: 0.6936, loss_cls: 2.3885, loss: 2.3885, grad_norm: 1.1334, top1_acc/aux0: 0.4009, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5419, loss/aux0: 2.5419 2020-10-22 12:59:33,274 - mmaction - INFO - Epoch [72][160/264] lr: 3.699e-01, eta: 1 day, 1:04:22, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4293, top5_acc: 0.6936, loss_cls: 2.3885, loss: 2.3885, grad_norm: 1.1325, top1_acc/aux0: 0.3991, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5505, loss/aux0: 2.5505 2020-10-22 13:00:10,148 - mmaction - INFO - Epoch [72][180/264] lr: 3.699e-01, eta: 1 day, 1:02:58, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.7002, loss_cls: 2.3512, loss: 2.3512, grad_norm: 1.1152, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6670, loss_cls/aux0: 2.5047, loss/aux0: 2.5047 2020-10-22 13:00:11,131 - mmaction - INFO - Epoch [72][180/264] lr: 3.699e-01, eta: 1 day, 1:03:47, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.4344, top5_acc: 0.7002, loss_cls: 2.3512, loss: 2.3512, grad_norm: 1.1160, top1_acc/aux0: 0.4028, top5_acc/aux0: 0.6701, loss_cls/aux0: 2.4972, loss/aux0: 2.4972 2020-10-22 13:00:47,843 - mmaction - INFO - Epoch [72][200/264] lr: 3.699e-01, eta: 1 day, 1:02:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4295, top5_acc: 0.7033, loss_cls: 2.3442, loss: 2.3442, grad_norm: 1.0971, top1_acc/aux0: 0.4009, top5_acc/aux0: 0.6748, loss_cls/aux0: 2.5073, loss/aux0: 2.5073 2020-10-22 13:00:48,775 - mmaction - INFO - Epoch [72][200/264] lr: 3.699e-01, eta: 1 day, 1:03:11, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4295, top5_acc: 0.7033, loss_cls: 2.3442, loss: 2.3442, grad_norm: 1.0962, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6762, loss_cls/aux0: 2.5001, loss/aux0: 2.5001 2020-10-22 13:01:25,736 - mmaction - INFO - Epoch [72][220/264] lr: 3.699e-01, eta: 1 day, 1:01:48, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4311, top5_acc: 0.7061, loss_cls: 2.3598, loss: 2.3598, grad_norm: 1.1190, top1_acc/aux0: 0.4028, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.4982, loss/aux0: 2.4982 2020-10-22 13:01:26,663 - mmaction - INFO - Epoch [72][220/264] lr: 3.699e-01, eta: 1 day, 1:02:36, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4311, top5_acc: 0.7061, loss_cls: 2.3598, loss: 2.3598, grad_norm: 1.1166, top1_acc/aux0: 0.4028, top5_acc/aux0: 0.6722, loss_cls/aux0: 2.5054, loss/aux0: 2.5054 2020-10-22 13:02:03,565 - mmaction - INFO - Epoch [72][240/264] lr: 3.699e-01, eta: 1 day, 1:01:13, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7108, loss_cls: 2.3241, loss: 2.3241, grad_norm: 1.1296, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6852, loss_cls/aux0: 2.4755, loss/aux0: 2.4755 2020-10-22 13:02:04,507 - mmaction - INFO - Epoch [72][240/264] lr: 3.699e-01, eta: 1 day, 1:02:01, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7108, loss_cls: 2.3241, loss: 2.3241, grad_norm: 1.1297, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4697, loss/aux0: 2.4697 2020-10-22 13:02:40,972 - mmaction - INFO - Epoch [72][260/264] lr: 3.699e-01, eta: 1 day, 1:00:37, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6932, loss_cls: 2.3772, loss: 2.3772, grad_norm: 1.1055, top1_acc/aux0: 0.4082, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.4992, loss/aux0: 2.4992 2020-10-22 13:02:41,916 - mmaction - INFO - Epoch [72][260/264] lr: 3.699e-01, eta: 1 day, 1:01:25, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6932, loss_cls: 2.3772, loss: 2.3772, grad_norm: 1.1031, top1_acc/aux0: 0.4080, top5_acc/aux0: 0.6707, loss_cls/aux0: 2.5061, loss/aux0: 2.5061 2020-10-22 13:04:34,105 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-22 13:06:09,919 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 13:06:10,050 - mmaction - INFO - top1_acc 0.5095 top5_acc 0.7819 2020-10-22 13:06:10,050 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 13:06:10,082 - mmaction - INFO - mean_acc 0.5094 2020-10-22 13:06:10,083 - mmaction - INFO - Epoch(val) [72][264] top1_acc: 0.5095, top5_acc: 0.7819, mean_class_accuracy: 0.5094 2020-10-22 13:10:17,379 - mmaction - INFO - Epoch [73][20/264] lr: 3.677e-01, eta: 1 day, 0:59:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7002, loss_cls: 2.3141, loss: 2.3141, grad_norm: 1.1445, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6703, loss_cls/aux0: 2.4943, loss/aux0: 2.4943 2020-10-22 13:10:18,322 - mmaction - INFO - Epoch [73][20/264] lr: 3.677e-01, eta: 1 day, 1:00:22, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7002, loss_cls: 2.3141, loss: 2.3141, grad_norm: 1.1428, top1_acc/aux0: 0.4005, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.4902, loss/aux0: 2.4902 2020-10-22 13:10:54,894 - mmaction - INFO - Epoch [73][40/264] lr: 3.677e-01, eta: 1 day, 0:58:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4354, top5_acc: 0.7090, loss_cls: 2.3124, loss: 2.3124, grad_norm: 1.1191, top1_acc/aux0: 0.4057, top5_acc/aux0: 0.6764, loss_cls/aux0: 2.4773, loss/aux0: 2.4773 2020-10-22 13:10:55,855 - mmaction - INFO - Epoch [73][40/264] lr: 3.677e-01, eta: 1 day, 0:59:46, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4354, top5_acc: 0.7090, loss_cls: 2.3124, loss: 2.3124, grad_norm: 1.1155, top1_acc/aux0: 0.4080, top5_acc/aux0: 0.6766, loss_cls/aux0: 2.4814, loss/aux0: 2.4814 2020-10-22 13:11:32,501 - mmaction - INFO - Epoch [73][60/264] lr: 3.677e-01, eta: 1 day, 0:58:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4347, top5_acc: 0.6998, loss_cls: 2.3458, loss: 2.3458, grad_norm: 1.0966, top1_acc/aux0: 0.4092, top5_acc/aux0: 0.6800, loss_cls/aux0: 2.4728, loss/aux0: 2.4728 2020-10-22 13:11:33,456 - mmaction - INFO - Epoch [73][60/264] lr: 3.677e-01, eta: 1 day, 0:59:11, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4347, top5_acc: 0.6998, loss_cls: 2.3458, loss: 2.3458, grad_norm: 1.0964, top1_acc/aux0: 0.4097, top5_acc/aux0: 0.6816, loss_cls/aux0: 2.4633, loss/aux0: 2.4633 2020-10-22 13:12:10,181 - mmaction - INFO - Epoch [73][80/264] lr: 3.677e-01, eta: 1 day, 0:57:47, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4280, top5_acc: 0.7021, loss_cls: 2.3836, loss: 2.3836, grad_norm: 1.1095, top1_acc/aux0: 0.4092, top5_acc/aux0: 0.6877, loss_cls/aux0: 2.4447, loss/aux0: 2.4447 2020-10-22 13:12:11,140 - mmaction - INFO - Epoch [73][80/264] lr: 3.677e-01, eta: 1 day, 0:58:36, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4280, top5_acc: 0.7021, loss_cls: 2.3836, loss: 2.3836, grad_norm: 1.1067, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4450, loss/aux0: 2.4450 2020-10-22 13:12:47,878 - mmaction - INFO - Epoch [73][100/264] lr: 3.677e-01, eta: 1 day, 0:57:12, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7016, loss_cls: 2.3369, loss: 2.3369, grad_norm: 1.1224, top1_acc/aux0: 0.4207, top5_acc/aux0: 0.6931, loss_cls/aux0: 2.4248, loss/aux0: 2.4248 2020-10-22 13:12:48,810 - mmaction - INFO - Epoch [73][100/264] lr: 3.677e-01, eta: 1 day, 0:58:00, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7016, loss_cls: 2.3369, loss: 2.3369, grad_norm: 1.1259, top1_acc/aux0: 0.4184, top5_acc/aux0: 0.6913, loss_cls/aux0: 2.4363, loss/aux0: 2.4363 2020-10-22 13:13:25,642 - mmaction - INFO - Epoch [73][120/264] lr: 3.677e-01, eta: 1 day, 0:56:37, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4335, top5_acc: 0.7036, loss_cls: 2.3536, loss: 2.3536, grad_norm: 1.1391, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6785, loss_cls/aux0: 2.4801, loss/aux0: 2.4801 2020-10-22 13:13:26,624 - mmaction - INFO - Epoch [73][120/264] lr: 3.677e-01, eta: 1 day, 0:57:25, time: 0.949, data_time: 0.005, memory: 8466, top1_acc: 0.4335, top5_acc: 0.7036, loss_cls: 2.3536, loss: 2.3536, grad_norm: 1.1410, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6760, loss_cls/aux0: 2.4865, loss/aux0: 2.4865 2020-10-22 13:14:03,481 - mmaction - INFO - Epoch [73][140/264] lr: 3.677e-01, eta: 1 day, 0:56:02, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.6957, loss_cls: 2.3621, loss: 2.3621, grad_norm: 1.1169, top1_acc/aux0: 0.3995, top5_acc/aux0: 0.6694, loss_cls/aux0: 2.5218, loss/aux0: 2.5218 2020-10-22 13:14:04,430 - mmaction - INFO - Epoch [73][140/264] lr: 3.677e-01, eta: 1 day, 0:56:51, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.4352, top5_acc: 0.6957, loss_cls: 2.3621, loss: 2.3621, grad_norm: 1.1164, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6700, loss_cls/aux0: 2.5151, loss/aux0: 2.5151 2020-10-22 13:14:41,440 - mmaction - INFO - Epoch [73][160/264] lr: 3.677e-01, eta: 1 day, 0:55:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6976, loss_cls: 2.3580, loss: 2.3580, grad_norm: 1.1298, top1_acc/aux0: 0.4043, top5_acc/aux0: 0.6710, loss_cls/aux0: 2.5015, loss/aux0: 2.5015 2020-10-22 13:14:42,383 - mmaction - INFO - Epoch [73][160/264] lr: 3.677e-01, eta: 1 day, 0:56:15, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6976, loss_cls: 2.3580, loss: 2.3580, grad_norm: 1.1295, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.4946, loss/aux0: 2.4946 2020-10-22 13:15:19,219 - mmaction - INFO - Epoch [73][180/264] lr: 3.677e-01, eta: 1 day, 0:54:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6965, loss_cls: 2.3713, loss: 2.3713, grad_norm: 1.1333, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6705, loss_cls/aux0: 2.5042, loss/aux0: 2.5042 2020-10-22 13:15:20,163 - mmaction - INFO - Epoch [73][180/264] lr: 3.677e-01, eta: 1 day, 0:55:40, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6965, loss_cls: 2.3713, loss: 2.3713, grad_norm: 1.1352, top1_acc/aux0: 0.4069, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.4997, loss/aux0: 2.4997 2020-10-22 13:15:57,248 - mmaction - INFO - Epoch [73][200/264] lr: 3.677e-01, eta: 1 day, 0:54:17, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.7030, loss_cls: 2.3734, loss: 2.3734, grad_norm: 1.1393, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6856, loss_cls/aux0: 2.4520, loss/aux0: 2.4520 2020-10-22 13:15:58,202 - mmaction - INFO - Epoch [73][200/264] lr: 3.677e-01, eta: 1 day, 0:55:04, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4224, top5_acc: 0.7030, loss_cls: 2.3734, loss: 2.3734, grad_norm: 1.1380, top1_acc/aux0: 0.4127, top5_acc/aux0: 0.6804, loss_cls/aux0: 2.4714, loss/aux0: 2.4714 2020-10-22 13:16:34,936 - mmaction - INFO - Epoch [73][220/264] lr: 3.677e-01, eta: 1 day, 0:53:41, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4384, top5_acc: 0.7007, loss_cls: 2.3606, loss: 2.3606, grad_norm: 1.1107, top1_acc/aux0: 0.3920, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.5521, loss/aux0: 2.5521 2020-10-22 13:16:35,874 - mmaction - INFO - Epoch [73][220/264] lr: 3.677e-01, eta: 1 day, 0:54:29, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4384, top5_acc: 0.7007, loss_cls: 2.3606, loss: 2.3606, grad_norm: 1.1137, top1_acc/aux0: 0.3938, top5_acc/aux0: 0.6616, loss_cls/aux0: 2.5444, loss/aux0: 2.5444 2020-10-22 13:17:12,464 - mmaction - INFO - Epoch [73][240/264] lr: 3.677e-01, eta: 1 day, 0:53:06, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4366, top5_acc: 0.6979, loss_cls: 2.3352, loss: 2.3352, grad_norm: 1.1161, top1_acc/aux0: 0.4012, top5_acc/aux0: 0.6790, loss_cls/aux0: 2.4951, loss/aux0: 2.4951 2020-10-22 13:17:13,398 - mmaction - INFO - Epoch [73][240/264] lr: 3.677e-01, eta: 1 day, 0:53:53, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4366, top5_acc: 0.6979, loss_cls: 2.3352, loss: 2.3352, grad_norm: 1.1105, top1_acc/aux0: 0.4033, top5_acc/aux0: 0.6800, loss_cls/aux0: 2.4915, loss/aux0: 2.4915 2020-10-22 13:17:49,937 - mmaction - INFO - Epoch [73][260/264] lr: 3.677e-01, eta: 1 day, 0:52:30, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4354, top5_acc: 0.6972, loss_cls: 2.3766, loss: 2.3766, grad_norm: 1.1375, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.4645, loss/aux0: 2.4645 2020-10-22 13:17:50,861 - mmaction - INFO - Epoch [73][260/264] lr: 3.677e-01, eta: 1 day, 0:53:17, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4354, top5_acc: 0.6972, loss_cls: 2.3766, loss: 2.3766, grad_norm: 1.1395, top1_acc/aux0: 0.4026, top5_acc/aux0: 0.6727, loss_cls/aux0: 2.4789, loss/aux0: 2.4789 2020-10-22 13:23:46,027 - mmaction - INFO - Epoch [74][20/264] lr: 3.656e-01, eta: 1 day, 0:51:27, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4392, top5_acc: 0.7142, loss_cls: 2.3376, loss: 2.3376, grad_norm: 1.1235, top1_acc/aux0: 0.4081, top5_acc/aux0: 0.6780, loss_cls/aux0: 2.4779, loss/aux0: 2.4779 2020-10-22 13:23:46,991 - mmaction - INFO - Epoch [74][20/264] lr: 3.656e-01, eta: 1 day, 0:52:14, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4392, top5_acc: 0.7142, loss_cls: 2.3376, loss: 2.3376, grad_norm: 1.1306, top1_acc/aux0: 0.4087, top5_acc/aux0: 0.6806, loss_cls/aux0: 2.4709, loss/aux0: 2.4709 2020-10-22 13:24:23,599 - mmaction - INFO - Epoch [74][40/264] lr: 3.656e-01, eta: 1 day, 0:50:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7090, loss_cls: 2.3093, loss: 2.3093, grad_norm: 1.1243, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6882, loss_cls/aux0: 2.4536, loss/aux0: 2.4536 2020-10-22 13:24:24,546 - mmaction - INFO - Epoch [74][40/264] lr: 3.656e-01, eta: 1 day, 0:51:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7090, loss_cls: 2.3093, loss: 2.3093, grad_norm: 1.1197, top1_acc/aux0: 0.4149, top5_acc/aux0: 0.6858, loss_cls/aux0: 2.4521, loss/aux0: 2.4521 2020-10-22 13:25:01,055 - mmaction - INFO - Epoch [74][60/264] lr: 3.656e-01, eta: 1 day, 0:50:14, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4358, top5_acc: 0.6953, loss_cls: 2.3548, loss: 2.3548, grad_norm: 1.1238, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6743, loss_cls/aux0: 2.5007, loss/aux0: 2.5007 2020-10-22 13:25:01,976 - mmaction - INFO - Epoch [74][60/264] lr: 3.656e-01, eta: 1 day, 0:51:01, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4358, top5_acc: 0.6953, loss_cls: 2.3548, loss: 2.3548, grad_norm: 1.1208, top1_acc/aux0: 0.4054, top5_acc/aux0: 0.6759, loss_cls/aux0: 2.5037, loss/aux0: 2.5037 2020-10-22 13:25:38,513 - mmaction - INFO - Epoch [74][80/264] lr: 3.656e-01, eta: 1 day, 0:49:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4455, top5_acc: 0.7137, loss_cls: 2.3020, loss: 2.3020, grad_norm: 1.1280, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6884, loss_cls/aux0: 2.4285, loss/aux0: 2.4285 2020-10-22 13:25:39,453 - mmaction - INFO - Epoch [74][80/264] lr: 3.656e-01, eta: 1 day, 0:50:24, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4455, top5_acc: 0.7137, loss_cls: 2.3020, loss: 2.3020, grad_norm: 1.1278, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.6861, loss_cls/aux0: 2.4292, loss/aux0: 2.4292 2020-10-22 13:26:16,356 - mmaction - INFO - Epoch [74][100/264] lr: 3.656e-01, eta: 1 day, 0:49:02, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4295, top5_acc: 0.7005, loss_cls: 2.3639, loss: 2.3639, grad_norm: 1.1452, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6672, loss_cls/aux0: 2.5267, loss/aux0: 2.5267 2020-10-22 13:26:17,288 - mmaction - INFO - Epoch [74][100/264] lr: 3.656e-01, eta: 1 day, 0:49:49, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.4295, top5_acc: 0.7005, loss_cls: 2.3639, loss: 2.3639, grad_norm: 1.1507, top1_acc/aux0: 0.4005, top5_acc/aux0: 0.6663, loss_cls/aux0: 2.5379, loss/aux0: 2.5379 2020-10-22 13:26:54,369 - mmaction - INFO - Epoch [74][120/264] lr: 3.656e-01, eta: 1 day, 0:48:27, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4280, top5_acc: 0.6986, loss_cls: 2.3631, loss: 2.3631, grad_norm: 1.1096, top1_acc/aux0: 0.4045, top5_acc/aux0: 0.6726, loss_cls/aux0: 2.5116, loss/aux0: 2.5116 2020-10-22 13:26:55,322 - mmaction - INFO - Epoch [74][120/264] lr: 3.656e-01, eta: 1 day, 0:49:14, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.4280, top5_acc: 0.6986, loss_cls: 2.3631, loss: 2.3631, grad_norm: 1.1089, top1_acc/aux0: 0.4026, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.5132, loss/aux0: 2.5132 2020-10-22 13:27:32,425 - mmaction - INFO - Epoch [74][140/264] lr: 3.656e-01, eta: 1 day, 0:47:52, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4194, top5_acc: 0.6981, loss_cls: 2.3890, loss: 2.3890, grad_norm: 1.1592, top1_acc/aux0: 0.4038, top5_acc/aux0: 0.6792, loss_cls/aux0: 2.4916, loss/aux0: 2.4916 2020-10-22 13:27:33,364 - mmaction - INFO - Epoch [74][140/264] lr: 3.656e-01, eta: 1 day, 0:48:39, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4194, top5_acc: 0.6981, loss_cls: 2.3890, loss: 2.3890, grad_norm: 1.1633, top1_acc/aux0: 0.4056, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4863, loss/aux0: 2.4863 2020-10-22 13:28:10,192 - mmaction - INFO - Epoch [74][160/264] lr: 3.656e-01, eta: 1 day, 0:47:17, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7056, loss_cls: 2.3489, loss: 2.3489, grad_norm: 1.1380, top1_acc/aux0: 0.4111, top5_acc/aux0: 0.6852, loss_cls/aux0: 2.4522, loss/aux0: 2.4522 2020-10-22 13:28:11,134 - mmaction - INFO - Epoch [74][160/264] lr: 3.656e-01, eta: 1 day, 0:48:04, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7056, loss_cls: 2.3489, loss: 2.3489, grad_norm: 1.1379, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.4473, loss/aux0: 2.4473 2020-10-22 13:28:47,952 - mmaction - INFO - Epoch [74][180/264] lr: 3.656e-01, eta: 1 day, 0:46:42, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4267, top5_acc: 0.6951, loss_cls: 2.3801, loss: 2.3801, grad_norm: 1.1245, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6707, loss_cls/aux0: 2.4727, loss/aux0: 2.4727 2020-10-22 13:28:48,884 - mmaction - INFO - Epoch [74][180/264] lr: 3.656e-01, eta: 1 day, 0:47:30, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.4267, top5_acc: 0.6951, loss_cls: 2.3801, loss: 2.3801, grad_norm: 1.1274, top1_acc/aux0: 0.4149, top5_acc/aux0: 0.6715, loss_cls/aux0: 2.4658, loss/aux0: 2.4658 2020-10-22 13:29:25,667 - mmaction - INFO - Epoch [74][200/264] lr: 3.656e-01, eta: 1 day, 0:46:08, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7083, loss_cls: 2.3032, loss: 2.3032, grad_norm: 1.1191, top1_acc/aux0: 0.4217, top5_acc/aux0: 0.6925, loss_cls/aux0: 2.4025, loss/aux0: 2.4025 2020-10-22 13:29:26,664 - mmaction - INFO - Epoch [74][200/264] lr: 3.656e-01, eta: 1 day, 0:46:55, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7083, loss_cls: 2.3032, loss: 2.3032, grad_norm: 1.1247, top1_acc/aux0: 0.4196, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.4180, loss/aux0: 2.4180 2020-10-22 13:30:03,514 - mmaction - INFO - Epoch [74][220/264] lr: 3.656e-01, eta: 1 day, 0:45:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4316, top5_acc: 0.7030, loss_cls: 2.3427, loss: 2.3427, grad_norm: 1.1342, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6840, loss_cls/aux0: 2.4551, loss/aux0: 2.4551 2020-10-22 13:30:04,490 - mmaction - INFO - Epoch [74][220/264] lr: 3.656e-01, eta: 1 day, 0:46:19, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4316, top5_acc: 0.7030, loss_cls: 2.3427, loss: 2.3427, grad_norm: 1.1384, top1_acc/aux0: 0.4137, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4477, loss/aux0: 2.4477 2020-10-22 13:30:41,413 - mmaction - INFO - Epoch [74][240/264] lr: 3.656e-01, eta: 1 day, 0:44:57, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4387, top5_acc: 0.7009, loss_cls: 2.3403, loss: 2.3403, grad_norm: 1.1390, top1_acc/aux0: 0.4038, top5_acc/aux0: 0.6769, loss_cls/aux0: 2.4925, loss/aux0: 2.4925 2020-10-22 13:30:42,373 - mmaction - INFO - Epoch [74][240/264] lr: 3.656e-01, eta: 1 day, 0:45:44, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.4387, top5_acc: 0.7009, loss_cls: 2.3403, loss: 2.3403, grad_norm: 1.1369, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6759, loss_cls/aux0: 2.5043, loss/aux0: 2.5043 2020-10-22 13:31:18,987 - mmaction - INFO - Epoch [74][260/264] lr: 3.656e-01, eta: 1 day, 0:44:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4264, top5_acc: 0.7083, loss_cls: 2.3382, loss: 2.3382, grad_norm: 1.1348, top1_acc/aux0: 0.4024, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.4845, loss/aux0: 2.4845 2020-10-22 13:31:19,942 - mmaction - INFO - Epoch [74][260/264] lr: 3.656e-01, eta: 1 day, 0:45:08, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4264, top5_acc: 0.7083, loss_cls: 2.3382, loss: 2.3382, grad_norm: 1.1414, top1_acc/aux0: 0.4028, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.4871, loss/aux0: 2.4871 2020-10-22 13:37:22,113 - mmaction - INFO - Epoch [75][20/264] lr: 3.634e-01, eta: 1 day, 0:43:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4264, top5_acc: 0.7030, loss_cls: 2.3522, loss: 2.3522, grad_norm: 1.1355, top1_acc/aux0: 0.4070, top5_acc/aux0: 0.6705, loss_cls/aux0: 2.5063, loss/aux0: 2.5063 2020-10-22 13:37:23,054 - mmaction - INFO - Epoch [75][20/264] lr: 3.634e-01, eta: 1 day, 0:44:06, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4264, top5_acc: 0.7030, loss_cls: 2.3522, loss: 2.3522, grad_norm: 1.1351, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.5006, loss/aux0: 2.5006 2020-10-22 13:37:59,629 - mmaction - INFO - Epoch [75][40/264] lr: 3.634e-01, eta: 1 day, 0:42:43, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4392, top5_acc: 0.7059, loss_cls: 2.3083, loss: 2.3083, grad_norm: 1.1422, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6757, loss_cls/aux0: 2.5028, loss/aux0: 2.5028 2020-10-22 13:38:00,625 - mmaction - INFO - Epoch [75][40/264] lr: 3.634e-01, eta: 1 day, 0:43:29, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4392, top5_acc: 0.7059, loss_cls: 2.3083, loss: 2.3083, grad_norm: 1.1418, top1_acc/aux0: 0.4123, top5_acc/aux0: 0.6762, loss_cls/aux0: 2.5080, loss/aux0: 2.5080 2020-10-22 13:38:37,279 - mmaction - INFO - Epoch [75][60/264] lr: 3.634e-01, eta: 1 day, 0:42:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4184, top5_acc: 0.6960, loss_cls: 2.3948, loss: 2.3948, grad_norm: 1.1158, top1_acc/aux0: 0.4149, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4609, loss/aux0: 2.4609 2020-10-22 13:38:38,211 - mmaction - INFO - Epoch [75][60/264] lr: 3.634e-01, eta: 1 day, 0:42:53, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4184, top5_acc: 0.6960, loss_cls: 2.3948, loss: 2.3948, grad_norm: 1.1187, top1_acc/aux0: 0.4153, top5_acc/aux0: 0.6814, loss_cls/aux0: 2.4597, loss/aux0: 2.4597 2020-10-22 13:39:15,032 - mmaction - INFO - Epoch [75][80/264] lr: 3.634e-01, eta: 1 day, 0:41:32, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6993, loss_cls: 2.3692, loss: 2.3692, grad_norm: 1.1377, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6892, loss_cls/aux0: 2.4566, loss/aux0: 2.4566 2020-10-22 13:39:15,985 - mmaction - INFO - Epoch [75][80/264] lr: 3.634e-01, eta: 1 day, 0:42:19, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6993, loss_cls: 2.3692, loss: 2.3692, grad_norm: 1.1395, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.6863, loss_cls/aux0: 2.4609, loss/aux0: 2.4609 2020-10-22 13:39:53,052 - mmaction - INFO - Epoch [75][100/264] lr: 3.634e-01, eta: 1 day, 0:40:58, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4467, top5_acc: 0.7057, loss_cls: 2.3437, loss: 2.3437, grad_norm: 1.1233, top1_acc/aux0: 0.4181, top5_acc/aux0: 0.6842, loss_cls/aux0: 2.4355, loss/aux0: 2.4355 2020-10-22 13:39:53,996 - mmaction - INFO - Epoch [75][100/264] lr: 3.634e-01, eta: 1 day, 0:41:44, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.4467, top5_acc: 0.7057, loss_cls: 2.3437, loss: 2.3437, grad_norm: 1.1138, top1_acc/aux0: 0.4220, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.4201, loss/aux0: 2.4201 2020-10-22 13:40:30,549 - mmaction - INFO - Epoch [75][120/264] lr: 3.634e-01, eta: 1 day, 0:40:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4363, top5_acc: 0.7064, loss_cls: 2.3335, loss: 2.3335, grad_norm: 1.1442, top1_acc/aux0: 0.4066, top5_acc/aux0: 0.6634, loss_cls/aux0: 2.5178, loss/aux0: 2.5178 2020-10-22 13:40:31,530 - mmaction - INFO - Epoch [75][120/264] lr: 3.634e-01, eta: 1 day, 0:41:09, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4363, top5_acc: 0.7064, loss_cls: 2.3335, loss: 2.3335, grad_norm: 1.1406, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6644, loss_cls/aux0: 2.5204, loss/aux0: 2.5204 2020-10-22 13:41:08,163 - mmaction - INFO - Epoch [75][140/264] lr: 3.634e-01, eta: 1 day, 0:39:47, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4283, top5_acc: 0.7019, loss_cls: 2.3647, loss: 2.3647, grad_norm: 1.1253, top1_acc/aux0: 0.4127, top5_acc/aux0: 0.6736, loss_cls/aux0: 2.4951, loss/aux0: 2.4951 2020-10-22 13:41:09,102 - mmaction - INFO - Epoch [75][140/264] lr: 3.634e-01, eta: 1 day, 0:40:33, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4283, top5_acc: 0.7019, loss_cls: 2.3647, loss: 2.3647, grad_norm: 1.1258, top1_acc/aux0: 0.4075, top5_acc/aux0: 0.6707, loss_cls/aux0: 2.5082, loss/aux0: 2.5082 2020-10-22 13:41:45,829 - mmaction - INFO - Epoch [75][160/264] lr: 3.634e-01, eta: 1 day, 0:39:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6943, loss_cls: 2.3924, loss: 2.3924, grad_norm: 1.1164, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.4739, loss/aux0: 2.4739 2020-10-22 13:41:46,767 - mmaction - INFO - Epoch [75][160/264] lr: 3.634e-01, eta: 1 day, 0:39:57, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6943, loss_cls: 2.3924, loss: 2.3924, grad_norm: 1.1157, top1_acc/aux0: 0.4116, top5_acc/aux0: 0.6759, loss_cls/aux0: 2.4677, loss/aux0: 2.4677 2020-10-22 13:42:23,737 - mmaction - INFO - Epoch [75][180/264] lr: 3.634e-01, eta: 1 day, 0:38:36, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4278, top5_acc: 0.7012, loss_cls: 2.3582, loss: 2.3582, grad_norm: 1.1187, top1_acc/aux0: 0.4168, top5_acc/aux0: 0.6760, loss_cls/aux0: 2.4699, loss/aux0: 2.4699 2020-10-22 13:42:24,667 - mmaction - INFO - Epoch [75][180/264] lr: 3.634e-01, eta: 1 day, 0:39:22, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.4278, top5_acc: 0.7012, loss_cls: 2.3582, loss: 2.3582, grad_norm: 1.1121, top1_acc/aux0: 0.4181, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.4635, loss/aux0: 2.4635 2020-10-22 13:43:01,358 - mmaction - INFO - Epoch [75][200/264] lr: 3.634e-01, eta: 1 day, 0:38:01, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4389, top5_acc: 0.6962, loss_cls: 2.3606, loss: 2.3606, grad_norm: 1.1092, top1_acc/aux0: 0.3986, top5_acc/aux0: 0.6648, loss_cls/aux0: 2.5394, loss/aux0: 2.5394 2020-10-22 13:43:02,316 - mmaction - INFO - Epoch [75][200/264] lr: 3.634e-01, eta: 1 day, 0:38:46, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4389, top5_acc: 0.6962, loss_cls: 2.3606, loss: 2.3606, grad_norm: 1.1070, top1_acc/aux0: 0.3991, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.5378, loss/aux0: 2.5378 2020-10-22 13:43:39,018 - mmaction - INFO - Epoch [75][220/264] lr: 3.634e-01, eta: 1 day, 0:37:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4330, top5_acc: 0.7021, loss_cls: 2.3580, loss: 2.3580, grad_norm: 1.1547, top1_acc/aux0: 0.4108, top5_acc/aux0: 0.6811, loss_cls/aux0: 2.4417, loss/aux0: 2.4417 2020-10-22 13:43:39,936 - mmaction - INFO - Epoch [75][220/264] lr: 3.634e-01, eta: 1 day, 0:38:10, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4330, top5_acc: 0.7021, loss_cls: 2.3580, loss: 2.3580, grad_norm: 1.1536, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6813, loss_cls/aux0: 2.4513, loss/aux0: 2.4513 2020-10-22 13:44:16,657 - mmaction - INFO - Epoch [75][240/264] lr: 3.634e-01, eta: 1 day, 0:36:48, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4295, top5_acc: 0.7019, loss_cls: 2.3843, loss: 2.3843, grad_norm: 1.1424, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6748, loss_cls/aux0: 2.4805, loss/aux0: 2.4805 2020-10-22 13:44:17,625 - mmaction - INFO - Epoch [75][240/264] lr: 3.634e-01, eta: 1 day, 0:37:33, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.4295, top5_acc: 0.7019, loss_cls: 2.3843, loss: 2.3843, grad_norm: 1.1417, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6769, loss_cls/aux0: 2.4784, loss/aux0: 2.4784 2020-10-22 13:44:54,215 - mmaction - INFO - Epoch [75][260/264] lr: 3.634e-01, eta: 1 day, 0:36:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4446, top5_acc: 0.6993, loss_cls: 2.3218, loss: 2.3218, grad_norm: 1.1073, top1_acc/aux0: 0.4033, top5_acc/aux0: 0.6825, loss_cls/aux0: 2.4905, loss/aux0: 2.4905 2020-10-22 13:44:55,142 - mmaction - INFO - Epoch [75][260/264] lr: 3.634e-01, eta: 1 day, 0:36:57, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4446, top5_acc: 0.6993, loss_cls: 2.3218, loss: 2.3218, grad_norm: 1.1081, top1_acc/aux0: 0.4050, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4873, loss/aux0: 2.4873 2020-10-22 13:51:13,539 - mmaction - INFO - Epoch [76][20/264] lr: 3.612e-01, eta: 1 day, 0:35:10, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4356, top5_acc: 0.6986, loss_cls: 2.3526, loss: 2.3526, grad_norm: 1.1351, top1_acc/aux0: 0.4143, top5_acc/aux0: 0.6838, loss_cls/aux0: 2.4408, loss/aux0: 2.4408 2020-10-22 13:51:14,518 - mmaction - INFO - Epoch [76][20/264] lr: 3.612e-01, eta: 1 day, 0:35:56, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4356, top5_acc: 0.6986, loss_cls: 2.3526, loss: 2.3526, grad_norm: 1.1373, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6845, loss_cls/aux0: 2.4446, loss/aux0: 2.4446 2020-10-22 13:51:50,933 - mmaction - INFO - Epoch [76][40/264] lr: 3.612e-01, eta: 1 day, 0:34:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7043, loss_cls: 2.3530, loss: 2.3530, grad_norm: 1.1236, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6840, loss_cls/aux0: 2.4531, loss/aux0: 2.4531 2020-10-22 13:51:51,890 - mmaction - INFO - Epoch [76][40/264] lr: 3.612e-01, eta: 1 day, 0:35:20, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7043, loss_cls: 2.3530, loss: 2.3530, grad_norm: 1.1171, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.4469, loss/aux0: 2.4469 2020-10-22 13:52:28,528 - mmaction - INFO - Epoch [76][60/264] lr: 3.612e-01, eta: 1 day, 0:33:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4405, top5_acc: 0.7101, loss_cls: 2.3190, loss: 2.3190, grad_norm: 1.1159, top1_acc/aux0: 0.4125, top5_acc/aux0: 0.6821, loss_cls/aux0: 2.4591, loss/aux0: 2.4591 2020-10-22 13:52:29,463 - mmaction - INFO - Epoch [76][60/264] lr: 3.612e-01, eta: 1 day, 0:34:44, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4405, top5_acc: 0.7101, loss_cls: 2.3190, loss: 2.3190, grad_norm: 1.1159, top1_acc/aux0: 0.4142, top5_acc/aux0: 0.6804, loss_cls/aux0: 2.4625, loss/aux0: 2.4625 2020-10-22 13:53:06,241 - mmaction - INFO - Epoch [76][80/264] lr: 3.612e-01, eta: 1 day, 0:33:23, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4462, top5_acc: 0.7181, loss_cls: 2.2529, loss: 2.2529, grad_norm: 1.1229, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6856, loss_cls/aux0: 2.4459, loss/aux0: 2.4459 2020-10-22 13:53:07,181 - mmaction - INFO - Epoch [76][80/264] lr: 3.612e-01, eta: 1 day, 0:34:08, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4462, top5_acc: 0.7181, loss_cls: 2.2529, loss: 2.2529, grad_norm: 1.1201, top1_acc/aux0: 0.4149, top5_acc/aux0: 0.6861, loss_cls/aux0: 2.4460, loss/aux0: 2.4460 2020-10-22 13:53:44,015 - mmaction - INFO - Epoch [76][100/264] lr: 3.612e-01, eta: 1 day, 0:32:48, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4377, top5_acc: 0.6995, loss_cls: 2.3490, loss: 2.3490, grad_norm: 1.1283, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4609, loss/aux0: 2.4609 2020-10-22 13:53:44,958 - mmaction - INFO - Epoch [76][100/264] lr: 3.612e-01, eta: 1 day, 0:33:33, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4377, top5_acc: 0.6995, loss_cls: 2.3490, loss: 2.3490, grad_norm: 1.1296, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6804, loss_cls/aux0: 2.4674, loss/aux0: 2.4674 2020-10-22 13:54:21,610 - mmaction - INFO - Epoch [76][120/264] lr: 3.612e-01, eta: 1 day, 0:32:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4248, top5_acc: 0.6997, loss_cls: 2.4060, loss: 2.4060, grad_norm: 1.1209, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4154, loss/aux0: 2.4154 2020-10-22 13:54:22,616 - mmaction - INFO - Epoch [76][120/264] lr: 3.612e-01, eta: 1 day, 0:32:57, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4248, top5_acc: 0.6997, loss_cls: 2.4060, loss: 2.4060, grad_norm: 1.1251, top1_acc/aux0: 0.4259, top5_acc/aux0: 0.6863, loss_cls/aux0: 2.4111, loss/aux0: 2.4111 2020-10-22 13:54:59,176 - mmaction - INFO - Epoch [76][140/264] lr: 3.612e-01, eta: 1 day, 0:31:36, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7064, loss_cls: 2.2995, loss: 2.2995, grad_norm: 1.1332, top1_acc/aux0: 0.4161, top5_acc/aux0: 0.6906, loss_cls/aux0: 2.4199, loss/aux0: 2.4199 2020-10-22 13:55:00,119 - mmaction - INFO - Epoch [76][140/264] lr: 3.612e-01, eta: 1 day, 0:32:21, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7064, loss_cls: 2.2995, loss: 2.2995, grad_norm: 1.1342, top1_acc/aux0: 0.4156, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4218, loss/aux0: 2.4218 2020-10-22 13:55:37,032 - mmaction - INFO - Epoch [76][160/264] lr: 3.612e-01, eta: 1 day, 0:31:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6939, loss_cls: 2.3588, loss: 2.3588, grad_norm: 1.1316, top1_acc/aux0: 0.4059, top5_acc/aux0: 0.6731, loss_cls/aux0: 2.4840, loss/aux0: 2.4840 2020-10-22 13:55:37,972 - mmaction - INFO - Epoch [76][160/264] lr: 3.612e-01, eta: 1 day, 0:31:45, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6939, loss_cls: 2.3588, loss: 2.3588, grad_norm: 1.1351, top1_acc/aux0: 0.4071, top5_acc/aux0: 0.6750, loss_cls/aux0: 2.4822, loss/aux0: 2.4822 2020-10-22 13:56:14,746 - mmaction - INFO - Epoch [76][180/264] lr: 3.612e-01, eta: 1 day, 0:30:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7061, loss_cls: 2.3410, loss: 2.3410, grad_norm: 1.1343, top1_acc/aux0: 0.4056, top5_acc/aux0: 0.6814, loss_cls/aux0: 2.4580, loss/aux0: 2.4580 2020-10-22 13:56:15,686 - mmaction - INFO - Epoch [76][180/264] lr: 3.612e-01, eta: 1 day, 0:31:09, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7061, loss_cls: 2.3410, loss: 2.3410, grad_norm: 1.1324, top1_acc/aux0: 0.4036, top5_acc/aux0: 0.6813, loss_cls/aux0: 2.4565, loss/aux0: 2.4565 2020-10-22 13:56:52,293 - mmaction - INFO - Epoch [76][200/264] lr: 3.612e-01, eta: 1 day, 0:29:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4361, top5_acc: 0.7054, loss_cls: 2.3507, loss: 2.3507, grad_norm: 1.1415, top1_acc/aux0: 0.4087, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4553, loss/aux0: 2.4553 2020-10-22 13:56:53,254 - mmaction - INFO - Epoch [76][200/264] lr: 3.612e-01, eta: 1 day, 0:30:33, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4361, top5_acc: 0.7054, loss_cls: 2.3507, loss: 2.3507, grad_norm: 1.1424, top1_acc/aux0: 0.4095, top5_acc/aux0: 0.6830, loss_cls/aux0: 2.4600, loss/aux0: 2.4600 2020-10-22 13:57:30,049 - mmaction - INFO - Epoch [76][220/264] lr: 3.612e-01, eta: 1 day, 0:29:13, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.6995, loss_cls: 2.3404, loss: 2.3404, grad_norm: 1.1475, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4719, loss/aux0: 2.4719 2020-10-22 13:57:30,990 - mmaction - INFO - Epoch [76][220/264] lr: 3.612e-01, eta: 1 day, 0:29:58, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4339, top5_acc: 0.6995, loss_cls: 2.3404, loss: 2.3404, grad_norm: 1.1537, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6823, loss_cls/aux0: 2.4693, loss/aux0: 2.4693 2020-10-22 13:58:07,646 - mmaction - INFO - Epoch [76][240/264] lr: 3.612e-01, eta: 1 day, 0:28:37, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7054, loss_cls: 2.3543, loss: 2.3543, grad_norm: 1.1569, top1_acc/aux0: 0.4108, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.4718, loss/aux0: 2.4718 2020-10-22 13:58:08,611 - mmaction - INFO - Epoch [76][240/264] lr: 3.612e-01, eta: 1 day, 0:29:22, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7054, loss_cls: 2.3543, loss: 2.3543, grad_norm: 1.1579, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6726, loss_cls/aux0: 2.4835, loss/aux0: 2.4835 2020-10-22 13:58:45,314 - mmaction - INFO - Epoch [76][260/264] lr: 3.612e-01, eta: 1 day, 0:28:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4319, top5_acc: 0.7052, loss_cls: 2.3470, loss: 2.3470, grad_norm: 1.1429, top1_acc/aux0: 0.4075, top5_acc/aux0: 0.6741, loss_cls/aux0: 2.4984, loss/aux0: 2.4984 2020-10-22 13:58:46,295 - mmaction - INFO - Epoch [76][260/264] lr: 3.612e-01, eta: 1 day, 0:28:46, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4319, top5_acc: 0.7052, loss_cls: 2.3470, loss: 2.3470, grad_norm: 1.1417, top1_acc/aux0: 0.4113, top5_acc/aux0: 0.6748, loss_cls/aux0: 2.4897, loss/aux0: 2.4897 2020-10-22 14:04:42,726 - mmaction - INFO - Epoch [77][20/264] lr: 3.590e-01, eta: 1 day, 0:27:00, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4368, top5_acc: 0.7010, loss_cls: 2.3140, loss: 2.3140, grad_norm: 1.1496, top1_acc/aux0: 0.4046, top5_acc/aux0: 0.6787, loss_cls/aux0: 2.4528, loss/aux0: 2.4528 2020-10-22 14:04:43,674 - mmaction - INFO - Epoch [77][20/264] lr: 3.590e-01, eta: 1 day, 0:27:44, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4368, top5_acc: 0.7010, loss_cls: 2.3140, loss: 2.3140, grad_norm: 1.1502, top1_acc/aux0: 0.4030, top5_acc/aux0: 0.6769, loss_cls/aux0: 2.4601, loss/aux0: 2.4601 2020-10-22 14:05:20,055 - mmaction - INFO - Epoch [77][40/264] lr: 3.590e-01, eta: 1 day, 0:26:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4387, top5_acc: 0.7031, loss_cls: 2.3041, loss: 2.3041, grad_norm: 1.1434, top1_acc/aux0: 0.4137, top5_acc/aux0: 0.6856, loss_cls/aux0: 2.4288, loss/aux0: 2.4288 2020-10-22 14:05:21,005 - mmaction - INFO - Epoch [77][40/264] lr: 3.590e-01, eta: 1 day, 0:27:08, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4387, top5_acc: 0.7031, loss_cls: 2.3041, loss: 2.3041, grad_norm: 1.1448, top1_acc/aux0: 0.4170, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.4077, loss/aux0: 2.4077 2020-10-22 14:05:57,474 - mmaction - INFO - Epoch [77][60/264] lr: 3.590e-01, eta: 1 day, 0:25:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4434, top5_acc: 0.7144, loss_cls: 2.2993, loss: 2.2993, grad_norm: 1.1338, top1_acc/aux0: 0.4069, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.4552, loss/aux0: 2.4552 2020-10-22 14:05:58,418 - mmaction - INFO - Epoch [77][60/264] lr: 3.590e-01, eta: 1 day, 0:26:32, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4434, top5_acc: 0.7144, loss_cls: 2.2993, loss: 2.2993, grad_norm: 1.1311, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6887, loss_cls/aux0: 2.4611, loss/aux0: 2.4611 2020-10-22 14:06:35,358 - mmaction - INFO - Epoch [77][80/264] lr: 3.590e-01, eta: 1 day, 0:25:12, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4309, top5_acc: 0.6953, loss_cls: 2.3868, loss: 2.3868, grad_norm: 1.1291, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.6835, loss_cls/aux0: 2.4372, loss/aux0: 2.4372 2020-10-22 14:06:36,301 - mmaction - INFO - Epoch [77][80/264] lr: 3.590e-01, eta: 1 day, 0:25:56, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4309, top5_acc: 0.6953, loss_cls: 2.3868, loss: 2.3868, grad_norm: 1.1284, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.6825, loss_cls/aux0: 2.4419, loss/aux0: 2.4419 2020-10-22 14:07:12,952 - mmaction - INFO - Epoch [77][100/264] lr: 3.590e-01, eta: 1 day, 0:24:37, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7009, loss_cls: 2.3243, loss: 2.3243, grad_norm: 1.1494, top1_acc/aux0: 0.4155, top5_acc/aux0: 0.6861, loss_cls/aux0: 2.4525, loss/aux0: 2.4525 2020-10-22 14:07:13,916 - mmaction - INFO - Epoch [77][100/264] lr: 3.590e-01, eta: 1 day, 0:25:21, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7009, loss_cls: 2.3243, loss: 2.3243, grad_norm: 1.1489, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4522, loss/aux0: 2.4522 2020-10-22 14:07:50,685 - mmaction - INFO - Epoch [77][120/264] lr: 3.590e-01, eta: 1 day, 0:24:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4394, top5_acc: 0.7052, loss_cls: 2.3182, loss: 2.3182, grad_norm: 1.1492, top1_acc/aux0: 0.4127, top5_acc/aux0: 0.6783, loss_cls/aux0: 2.4722, loss/aux0: 2.4722 2020-10-22 14:07:51,623 - mmaction - INFO - Epoch [77][120/264] lr: 3.590e-01, eta: 1 day, 0:24:45, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4394, top5_acc: 0.7052, loss_cls: 2.3182, loss: 2.3182, grad_norm: 1.1447, top1_acc/aux0: 0.4153, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.4707, loss/aux0: 2.4707 2020-10-22 14:08:28,472 - mmaction - INFO - Epoch [77][140/264] lr: 3.590e-01, eta: 1 day, 0:23:26, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4403, top5_acc: 0.7057, loss_cls: 2.3290, loss: 2.3290, grad_norm: 1.1317, top1_acc/aux0: 0.4097, top5_acc/aux0: 0.6764, loss_cls/aux0: 2.4754, loss/aux0: 2.4754 2020-10-22 14:08:29,409 - mmaction - INFO - Epoch [77][140/264] lr: 3.590e-01, eta: 1 day, 0:24:10, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.4403, top5_acc: 0.7057, loss_cls: 2.3290, loss: 2.3290, grad_norm: 1.1341, top1_acc/aux0: 0.4075, top5_acc/aux0: 0.6771, loss_cls/aux0: 2.4783, loss/aux0: 2.4783 2020-10-22 14:09:06,025 - mmaction - INFO - Epoch [77][160/264] lr: 3.590e-01, eta: 1 day, 0:22:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7208, loss_cls: 2.2962, loss: 2.2962, grad_norm: 1.1017, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.4943, loss/aux0: 2.4943 2020-10-22 14:09:06,965 - mmaction - INFO - Epoch [77][160/264] lr: 3.590e-01, eta: 1 day, 0:23:34, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7208, loss_cls: 2.2962, loss: 2.2962, grad_norm: 1.1073, top1_acc/aux0: 0.4012, top5_acc/aux0: 0.6748, loss_cls/aux0: 2.5087, loss/aux0: 2.5087 2020-10-22 14:09:43,931 - mmaction - INFO - Epoch [77][180/264] lr: 3.590e-01, eta: 1 day, 0:22:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6944, loss_cls: 2.3592, loss: 2.3592, grad_norm: 1.1498, top1_acc/aux0: 0.4073, top5_acc/aux0: 0.6776, loss_cls/aux0: 2.4804, loss/aux0: 2.4804 2020-10-22 14:09:44,877 - mmaction - INFO - Epoch [77][180/264] lr: 3.590e-01, eta: 1 day, 0:22:59, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6944, loss_cls: 2.3592, loss: 2.3592, grad_norm: 1.1493, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6802, loss_cls/aux0: 2.4650, loss/aux0: 2.4650 2020-10-22 14:10:21,766 - mmaction - INFO - Epoch [77][200/264] lr: 3.590e-01, eta: 1 day, 0:21:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4413, top5_acc: 0.7049, loss_cls: 2.3283, loss: 2.3283, grad_norm: 1.1574, top1_acc/aux0: 0.4188, top5_acc/aux0: 0.6877, loss_cls/aux0: 2.4339, loss/aux0: 2.4339 2020-10-22 14:10:22,707 - mmaction - INFO - Epoch [77][200/264] lr: 3.590e-01, eta: 1 day, 0:22:23, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.4413, top5_acc: 0.7049, loss_cls: 2.3283, loss: 2.3283, grad_norm: 1.1579, top1_acc/aux0: 0.4194, top5_acc/aux0: 0.6877, loss_cls/aux0: 2.4344, loss/aux0: 2.4344 2020-10-22 14:10:59,575 - mmaction - INFO - Epoch [77][220/264] lr: 3.590e-01, eta: 1 day, 0:21:04, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7127, loss_cls: 2.3013, loss: 2.3013, grad_norm: 1.1568, top1_acc/aux0: 0.4115, top5_acc/aux0: 0.6845, loss_cls/aux0: 2.4402, loss/aux0: 2.4402 2020-10-22 14:11:00,513 - mmaction - INFO - Epoch [77][220/264] lr: 3.590e-01, eta: 1 day, 0:21:48, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7127, loss_cls: 2.3013, loss: 2.3013, grad_norm: 1.1582, top1_acc/aux0: 0.4111, top5_acc/aux0: 0.6835, loss_cls/aux0: 2.4452, loss/aux0: 2.4452 2020-10-22 14:11:37,209 - mmaction - INFO - Epoch [77][240/264] lr: 3.590e-01, eta: 1 day, 0:20:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7142, loss_cls: 2.3144, loss: 2.3144, grad_norm: 1.1470, top1_acc/aux0: 0.4175, top5_acc/aux0: 0.6884, loss_cls/aux0: 2.4361, loss/aux0: 2.4361 2020-10-22 14:11:38,179 - mmaction - INFO - Epoch [77][240/264] lr: 3.590e-01, eta: 1 day, 0:21:12, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7142, loss_cls: 2.3144, loss: 2.3144, grad_norm: 1.1456, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6861, loss_cls/aux0: 2.4391, loss/aux0: 2.4391 2020-10-22 14:12:14,659 - mmaction - INFO - Epoch [77][260/264] lr: 3.590e-01, eta: 1 day, 0:19:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4309, top5_acc: 0.6964, loss_cls: 2.3636, loss: 2.3636, grad_norm: 1.1311, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6733, loss_cls/aux0: 2.4663, loss/aux0: 2.4663 2020-10-22 14:12:15,580 - mmaction - INFO - Epoch [77][260/264] lr: 3.590e-01, eta: 1 day, 0:20:35, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4309, top5_acc: 0.6964, loss_cls: 2.3636, loss: 2.3636, grad_norm: 1.1319, top1_acc/aux0: 0.4134, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.4602, loss/aux0: 2.4602 2020-10-22 14:18:11,190 - mmaction - INFO - Epoch [78][20/264] lr: 3.568e-01, eta: 1 day, 0:18:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4377, top5_acc: 0.7104, loss_cls: 2.3321, loss: 2.3321, grad_norm: 1.1108, top1_acc/aux0: 0.4126, top5_acc/aux0: 0.6798, loss_cls/aux0: 2.4421, loss/aux0: 2.4421 2020-10-22 14:18:12,168 - mmaction - INFO - Epoch [78][20/264] lr: 3.568e-01, eta: 1 day, 0:19:34, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.4377, top5_acc: 0.7104, loss_cls: 2.3321, loss: 2.3321, grad_norm: 1.1065, top1_acc/aux0: 0.4134, top5_acc/aux0: 0.6802, loss_cls/aux0: 2.4418, loss/aux0: 2.4418 2020-10-22 14:18:48,774 - mmaction - INFO - Epoch [78][40/264] lr: 3.568e-01, eta: 1 day, 0:18:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.7061, loss_cls: 2.3265, loss: 2.3265, grad_norm: 1.1264, top1_acc/aux0: 0.4087, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.4619, loss/aux0: 2.4619 2020-10-22 14:18:49,699 - mmaction - INFO - Epoch [78][40/264] lr: 3.568e-01, eta: 1 day, 0:18:58, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.7061, loss_cls: 2.3265, loss: 2.3265, grad_norm: 1.1244, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6741, loss_cls/aux0: 2.4592, loss/aux0: 2.4592 2020-10-22 14:19:26,275 - mmaction - INFO - Epoch [78][60/264] lr: 3.568e-01, eta: 1 day, 0:17:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4418, top5_acc: 0.7165, loss_cls: 2.3008, loss: 2.3008, grad_norm: 1.1511, top1_acc/aux0: 0.4132, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.4633, loss/aux0: 2.4633 2020-10-22 14:19:27,222 - mmaction - INFO - Epoch [78][60/264] lr: 3.568e-01, eta: 1 day, 0:18:22, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4418, top5_acc: 0.7165, loss_cls: 2.3008, loss: 2.3008, grad_norm: 1.1486, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6757, loss_cls/aux0: 2.4634, loss/aux0: 2.4634 2020-10-22 14:20:04,293 - mmaction - INFO - Epoch [78][80/264] lr: 3.568e-01, eta: 1 day, 0:17:03, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7089, loss_cls: 2.3066, loss: 2.3066, grad_norm: 1.1504, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6809, loss_cls/aux0: 2.4603, loss/aux0: 2.4603 2020-10-22 14:20:05,231 - mmaction - INFO - Epoch [78][80/264] lr: 3.568e-01, eta: 1 day, 0:17:48, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7089, loss_cls: 2.3066, loss: 2.3066, grad_norm: 1.1505, top1_acc/aux0: 0.4063, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4672, loss/aux0: 2.4672 2020-10-22 14:20:42,316 - mmaction - INFO - Epoch [78][100/264] lr: 3.568e-01, eta: 1 day, 0:16:29, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4319, top5_acc: 0.7057, loss_cls: 2.3517, loss: 2.3517, grad_norm: 1.1434, top1_acc/aux0: 0.4073, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.4817, loss/aux0: 2.4817 2020-10-22 14:20:43,362 - mmaction - INFO - Epoch [78][100/264] lr: 3.568e-01, eta: 1 day, 0:17:13, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.4319, top5_acc: 0.7057, loss_cls: 2.3517, loss: 2.3517, grad_norm: 1.1440, top1_acc/aux0: 0.4097, top5_acc/aux0: 0.6736, loss_cls/aux0: 2.4836, loss/aux0: 2.4836 2020-10-22 14:21:20,028 - mmaction - INFO - Epoch [78][120/264] lr: 3.568e-01, eta: 1 day, 0:15:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7010, loss_cls: 2.3354, loss: 2.3354, grad_norm: 1.1113, top1_acc/aux0: 0.4035, top5_acc/aux0: 0.6736, loss_cls/aux0: 2.4878, loss/aux0: 2.4878 2020-10-22 14:21:20,985 - mmaction - INFO - Epoch [78][120/264] lr: 3.568e-01, eta: 1 day, 0:16:36, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7010, loss_cls: 2.3354, loss: 2.3354, grad_norm: 1.1123, top1_acc/aux0: 0.4030, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.4842, loss/aux0: 2.4842 2020-10-22 14:21:57,953 - mmaction - INFO - Epoch [78][140/264] lr: 3.568e-01, eta: 1 day, 0:15:17, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7123, loss_cls: 2.3121, loss: 2.3121, grad_norm: 1.1415, top1_acc/aux0: 0.4115, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4518, loss/aux0: 2.4518 2020-10-22 14:21:58,893 - mmaction - INFO - Epoch [78][140/264] lr: 3.568e-01, eta: 1 day, 0:16:01, time: 0.952, data_time: 0.004, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7123, loss_cls: 2.3121, loss: 2.3121, grad_norm: 1.1410, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4463, loss/aux0: 2.4463 2020-10-22 14:22:35,906 - mmaction - INFO - Epoch [78][160/264] lr: 3.568e-01, eta: 1 day, 0:14:43, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4366, top5_acc: 0.7002, loss_cls: 2.3691, loss: 2.3691, grad_norm: 1.1417, top1_acc/aux0: 0.4033, top5_acc/aux0: 0.6840, loss_cls/aux0: 2.4438, loss/aux0: 2.4438 2020-10-22 14:22:36,867 - mmaction - INFO - Epoch [78][160/264] lr: 3.568e-01, eta: 1 day, 0:15:26, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4366, top5_acc: 0.7002, loss_cls: 2.3691, loss: 2.3691, grad_norm: 1.1473, top1_acc/aux0: 0.4017, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4570, loss/aux0: 2.4570 2020-10-22 14:23:13,647 - mmaction - INFO - Epoch [78][180/264] lr: 3.568e-01, eta: 1 day, 0:14:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4295, top5_acc: 0.6976, loss_cls: 2.3678, loss: 2.3678, grad_norm: 1.1430, top1_acc/aux0: 0.4080, top5_acc/aux0: 0.6840, loss_cls/aux0: 2.4649, loss/aux0: 2.4649 2020-10-22 14:23:14,616 - mmaction - INFO - Epoch [78][180/264] lr: 3.568e-01, eta: 1 day, 0:14:50, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4295, top5_acc: 0.6976, loss_cls: 2.3678, loss: 2.3678, grad_norm: 1.1423, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6861, loss_cls/aux0: 2.4519, loss/aux0: 2.4519 2020-10-22 14:23:51,311 - mmaction - INFO - Epoch [78][200/264] lr: 3.568e-01, eta: 1 day, 0:13:32, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.4403, top5_acc: 0.7087, loss_cls: 2.3041, loss: 2.3041, grad_norm: 1.1126, top1_acc/aux0: 0.4095, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4483, loss/aux0: 2.4483 2020-10-22 14:23:52,237 - mmaction - INFO - Epoch [78][200/264] lr: 3.568e-01, eta: 1 day, 0:14:15, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.4403, top5_acc: 0.7087, loss_cls: 2.3041, loss: 2.3041, grad_norm: 1.1142, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6854, loss_cls/aux0: 2.4481, loss/aux0: 2.4481 2020-10-22 14:24:28,867 - mmaction - INFO - Epoch [78][220/264] lr: 3.568e-01, eta: 1 day, 0:12:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4438, top5_acc: 0.7026, loss_cls: 2.3263, loss: 2.3263, grad_norm: 1.1485, top1_acc/aux0: 0.4203, top5_acc/aux0: 0.6785, loss_cls/aux0: 2.4587, loss/aux0: 2.4587 2020-10-22 14:24:29,819 - mmaction - INFO - Epoch [78][220/264] lr: 3.568e-01, eta: 1 day, 0:13:40, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4438, top5_acc: 0.7026, loss_cls: 2.3263, loss: 2.3263, grad_norm: 1.1465, top1_acc/aux0: 0.4160, top5_acc/aux0: 0.6780, loss_cls/aux0: 2.4670, loss/aux0: 2.4670 2020-10-22 14:25:06,480 - mmaction - INFO - Epoch [78][240/264] lr: 3.568e-01, eta: 1 day, 0:12:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.7099, loss_cls: 2.3144, loss: 2.3144, grad_norm: 1.1402, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4620, loss/aux0: 2.4620 2020-10-22 14:25:07,422 - mmaction - INFO - Epoch [78][240/264] lr: 3.568e-01, eta: 1 day, 0:13:04, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.7099, loss_cls: 2.3144, loss: 2.3144, grad_norm: 1.1420, top1_acc/aux0: 0.4134, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.4706, loss/aux0: 2.4706 2020-10-22 14:25:43,813 - mmaction - INFO - Epoch [78][260/264] lr: 3.568e-01, eta: 1 day, 0:11:44, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4382, top5_acc: 0.7068, loss_cls: 2.3175, loss: 2.3175, grad_norm: 1.1551, top1_acc/aux0: 0.4090, top5_acc/aux0: 0.6748, loss_cls/aux0: 2.5086, loss/aux0: 2.5086 2020-10-22 14:25:44,813 - mmaction - INFO - Epoch [78][260/264] lr: 3.568e-01, eta: 1 day, 0:12:27, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4382, top5_acc: 0.7068, loss_cls: 2.3175, loss: 2.3175, grad_norm: 1.1552, top1_acc/aux0: 0.4101, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.5013, loss/aux0: 2.5013 2020-10-22 14:31:48,623 - mmaction - INFO - Epoch [79][20/264] lr: 3.546e-01, eta: 1 day, 0:10:43, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7092, loss_cls: 2.3068, loss: 2.3068, grad_norm: 1.1432, top1_acc/aux0: 0.4039, top5_acc/aux0: 0.6734, loss_cls/aux0: 2.4694, loss/aux0: 2.4694 2020-10-22 14:31:49,604 - mmaction - INFO - Epoch [79][20/264] lr: 3.546e-01, eta: 1 day, 0:11:25, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7092, loss_cls: 2.3068, loss: 2.3068, grad_norm: 1.1442, top1_acc/aux0: 0.4040, top5_acc/aux0: 0.6726, loss_cls/aux0: 2.4698, loss/aux0: 2.4698 2020-10-22 14:32:25,863 - mmaction - INFO - Epoch [79][40/264] lr: 3.546e-01, eta: 1 day, 0:10:06, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7003, loss_cls: 2.3421, loss: 2.3421, grad_norm: 1.1301, top1_acc/aux0: 0.4156, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.4521, loss/aux0: 2.4521 2020-10-22 14:32:26,809 - mmaction - INFO - Epoch [79][40/264] lr: 3.546e-01, eta: 1 day, 0:10:48, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7003, loss_cls: 2.3421, loss: 2.3421, grad_norm: 1.1280, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6759, loss_cls/aux0: 2.4487, loss/aux0: 2.4487 2020-10-22 14:33:03,333 - mmaction - INFO - Epoch [79][60/264] lr: 3.546e-01, eta: 1 day, 0:09:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7142, loss_cls: 2.2933, loss: 2.2933, grad_norm: 1.1387, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6877, loss_cls/aux0: 2.4164, loss/aux0: 2.4164 2020-10-22 14:33:04,260 - mmaction - INFO - Epoch [79][60/264] lr: 3.546e-01, eta: 1 day, 0:10:12, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7142, loss_cls: 2.2933, loss: 2.2933, grad_norm: 1.1391, top1_acc/aux0: 0.4092, top5_acc/aux0: 0.6847, loss_cls/aux0: 2.4245, loss/aux0: 2.4245 2020-10-22 14:33:40,935 - mmaction - INFO - Epoch [79][80/264] lr: 3.546e-01, eta: 1 day, 0:08:53, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7031, loss_cls: 2.3018, loss: 2.3018, grad_norm: 1.1496, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.6887, loss_cls/aux0: 2.4164, loss/aux0: 2.4164 2020-10-22 14:33:41,865 - mmaction - INFO - Epoch [79][80/264] lr: 3.546e-01, eta: 1 day, 0:09:36, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7031, loss_cls: 2.3018, loss: 2.3018, grad_norm: 1.1435, top1_acc/aux0: 0.4231, top5_acc/aux0: 0.6929, loss_cls/aux0: 2.4082, loss/aux0: 2.4082 2020-10-22 14:34:18,663 - mmaction - INFO - Epoch [79][100/264] lr: 3.546e-01, eta: 1 day, 0:08:18, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7090, loss_cls: 2.3435, loss: 2.3435, grad_norm: 1.1585, top1_acc/aux0: 0.4073, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4562, loss/aux0: 2.4562 2020-10-22 14:34:19,600 - mmaction - INFO - Epoch [79][100/264] lr: 3.546e-01, eta: 1 day, 0:09:01, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7090, loss_cls: 2.3435, loss: 2.3435, grad_norm: 1.1546, top1_acc/aux0: 0.4061, top5_acc/aux0: 0.6858, loss_cls/aux0: 2.4596, loss/aux0: 2.4596 2020-10-22 14:34:56,383 - mmaction - INFO - Epoch [79][120/264] lr: 3.546e-01, eta: 1 day, 0:07:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7125, loss_cls: 2.2986, loss: 2.2986, grad_norm: 1.1474, top1_acc/aux0: 0.4144, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.4585, loss/aux0: 2.4585 2020-10-22 14:34:57,347 - mmaction - INFO - Epoch [79][120/264] lr: 3.546e-01, eta: 1 day, 0:08:25, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7125, loss_cls: 2.2986, loss: 2.2986, grad_norm: 1.1498, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6771, loss_cls/aux0: 2.4626, loss/aux0: 2.4626 2020-10-22 14:35:34,183 - mmaction - INFO - Epoch [79][140/264] lr: 3.546e-01, eta: 1 day, 0:07:07, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7106, loss_cls: 2.3213, loss: 2.3213, grad_norm: 1.1406, top1_acc/aux0: 0.4160, top5_acc/aux0: 0.6769, loss_cls/aux0: 2.4624, loss/aux0: 2.4624 2020-10-22 14:35:35,132 - mmaction - INFO - Epoch [79][140/264] lr: 3.546e-01, eta: 1 day, 0:07:49, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7106, loss_cls: 2.3213, loss: 2.3213, grad_norm: 1.1360, top1_acc/aux0: 0.4186, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4524, loss/aux0: 2.4524 2020-10-22 14:36:12,024 - mmaction - INFO - Epoch [79][160/264] lr: 3.546e-01, eta: 1 day, 0:06:31, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4340, top5_acc: 0.7026, loss_cls: 2.3483, loss: 2.3483, grad_norm: 1.1552, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.6852, loss_cls/aux0: 2.4239, loss/aux0: 2.4239 2020-10-22 14:36:12,961 - mmaction - INFO - Epoch [79][160/264] lr: 3.546e-01, eta: 1 day, 0:07:14, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4340, top5_acc: 0.7026, loss_cls: 2.3483, loss: 2.3483, grad_norm: 1.1567, top1_acc/aux0: 0.4165, top5_acc/aux0: 0.6842, loss_cls/aux0: 2.4309, loss/aux0: 2.4309 2020-10-22 14:36:49,591 - mmaction - INFO - Epoch [79][180/264] lr: 3.546e-01, eta: 1 day, 0:05:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4311, top5_acc: 0.6958, loss_cls: 2.3511, loss: 2.3511, grad_norm: 1.1394, top1_acc/aux0: 0.4066, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.4857, loss/aux0: 2.4857 2020-10-22 14:36:50,551 - mmaction - INFO - Epoch [79][180/264] lr: 3.546e-01, eta: 1 day, 0:06:38, time: 0.948, data_time: 0.006, memory: 8466, top1_acc: 0.4311, top5_acc: 0.6958, loss_cls: 2.3511, loss: 2.3511, grad_norm: 1.1408, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.4836, loss/aux0: 2.4836 2020-10-22 14:37:27,669 - mmaction - INFO - Epoch [79][200/264] lr: 3.546e-01, eta: 1 day, 0:05:21, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7016, loss_cls: 2.3403, loss: 2.3403, grad_norm: 1.1370, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4430, loss/aux0: 2.4430 2020-10-22 14:37:28,619 - mmaction - INFO - Epoch [79][200/264] lr: 3.546e-01, eta: 1 day, 0:06:03, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7016, loss_cls: 2.3403, loss: 2.3403, grad_norm: 1.1344, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4453, loss/aux0: 2.4453 2020-10-22 14:38:05,666 - mmaction - INFO - Epoch [79][220/264] lr: 3.546e-01, eta: 1 day, 0:04:45, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4321, top5_acc: 0.7078, loss_cls: 2.3323, loss: 2.3323, grad_norm: 1.1461, top1_acc/aux0: 0.4063, top5_acc/aux0: 0.6790, loss_cls/aux0: 2.4779, loss/aux0: 2.4779 2020-10-22 14:38:06,606 - mmaction - INFO - Epoch [79][220/264] lr: 3.546e-01, eta: 1 day, 0:05:28, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4321, top5_acc: 0.7078, loss_cls: 2.3323, loss: 2.3323, grad_norm: 1.1469, top1_acc/aux0: 0.4035, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.4864, loss/aux0: 2.4864 2020-10-22 14:38:43,596 - mmaction - INFO - Epoch [79][240/264] lr: 3.546e-01, eta: 1 day, 0:04:11, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7075, loss_cls: 2.3129, loss: 2.3129, grad_norm: 1.1582, top1_acc/aux0: 0.4165, top5_acc/aux0: 0.6806, loss_cls/aux0: 2.4586, loss/aux0: 2.4586 2020-10-22 14:38:44,548 - mmaction - INFO - Epoch [79][240/264] lr: 3.546e-01, eta: 1 day, 0:04:54, time: 0.956, data_time: 0.002, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7075, loss_cls: 2.3129, loss: 2.3129, grad_norm: 1.1612, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.6823, loss_cls/aux0: 2.4465, loss/aux0: 2.4465 2020-10-22 14:39:21,166 - mmaction - INFO - Epoch [79][260/264] lr: 3.546e-01, eta: 1 day, 0:03:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6950, loss_cls: 2.3821, loss: 2.3821, grad_norm: 1.1371, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4689, loss/aux0: 2.4689 2020-10-22 14:39:22,129 - mmaction - INFO - Epoch [79][260/264] lr: 3.546e-01, eta: 1 day, 0:04:16, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6950, loss_cls: 2.3821, loss: 2.3821, grad_norm: 1.1384, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4736, loss/aux0: 2.4736 2020-10-22 14:45:51,807 - mmaction - INFO - Epoch [80][20/264] lr: 3.523e-01, eta: 1 day, 0:02:34, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7141, loss_cls: 2.2622, loss: 2.2622, grad_norm: 1.1377, top1_acc/aux0: 0.4015, top5_acc/aux0: 0.6800, loss_cls/aux0: 2.4757, loss/aux0: 2.4757 2020-10-22 14:45:52,778 - mmaction - INFO - Epoch [80][20/264] lr: 3.523e-01, eta: 1 day, 0:03:15, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7141, loss_cls: 2.2622, loss: 2.2622, grad_norm: 1.1332, top1_acc/aux0: 0.4033, top5_acc/aux0: 0.6814, loss_cls/aux0: 2.4650, loss/aux0: 2.4650 2020-10-22 14:46:29,209 - mmaction - INFO - Epoch [80][40/264] lr: 3.523e-01, eta: 1 day, 0:01:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.7095, loss_cls: 2.3183, loss: 2.3183, grad_norm: 1.1322, top1_acc/aux0: 0.4179, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4466, loss/aux0: 2.4466 2020-10-22 14:46:30,208 - mmaction - INFO - Epoch [80][40/264] lr: 3.523e-01, eta: 1 day, 0:02:40, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4375, top5_acc: 0.7095, loss_cls: 2.3183, loss: 2.3183, grad_norm: 1.1352, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6851, loss_cls/aux0: 2.4629, loss/aux0: 2.4629 2020-10-22 14:47:06,973 - mmaction - INFO - Epoch [80][60/264] lr: 3.523e-01, eta: 1 day, 0:01:22, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4491, top5_acc: 0.7134, loss_cls: 2.2816, loss: 2.2816, grad_norm: 1.1362, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6795, loss_cls/aux0: 2.4908, loss/aux0: 2.4908 2020-10-22 14:47:07,914 - mmaction - INFO - Epoch [80][60/264] lr: 3.523e-01, eta: 1 day, 0:02:04, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4491, top5_acc: 0.7134, loss_cls: 2.2816, loss: 2.2816, grad_norm: 1.1376, top1_acc/aux0: 0.4087, top5_acc/aux0: 0.6793, loss_cls/aux0: 2.4833, loss/aux0: 2.4833 2020-10-22 14:47:44,407 - mmaction - INFO - Epoch [80][80/264] lr: 3.523e-01, eta: 1 day, 0:00:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4491, top5_acc: 0.7148, loss_cls: 2.2878, loss: 2.2878, grad_norm: 1.1444, top1_acc/aux0: 0.4127, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.4408, loss/aux0: 2.4408 2020-10-22 14:47:45,353 - mmaction - INFO - Epoch [80][80/264] lr: 3.523e-01, eta: 1 day, 0:01:28, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4491, top5_acc: 0.7148, loss_cls: 2.2878, loss: 2.2878, grad_norm: 1.1411, top1_acc/aux0: 0.4144, top5_acc/aux0: 0.6854, loss_cls/aux0: 2.4293, loss/aux0: 2.4293 2020-10-22 14:48:22,111 - mmaction - INFO - Epoch [80][100/264] lr: 3.523e-01, eta: 1 day, 0:00:10, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4410, top5_acc: 0.7068, loss_cls: 2.3204, loss: 2.3204, grad_norm: 1.1387, top1_acc/aux0: 0.4080, top5_acc/aux0: 0.6832, loss_cls/aux0: 2.4119, loss/aux0: 2.4119 2020-10-22 14:48:23,114 - mmaction - INFO - Epoch [80][100/264] lr: 3.523e-01, eta: 1 day, 0:00:53, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.4410, top5_acc: 0.7068, loss_cls: 2.3204, loss: 2.3204, grad_norm: 1.1405, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6826, loss_cls/aux0: 2.4173, loss/aux0: 2.4173 2020-10-22 14:49:00,084 - mmaction - INFO - Epoch [80][120/264] lr: 3.523e-01, eta: 23:59:35, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7068, loss_cls: 2.2948, loss: 2.2948, grad_norm: 1.1320, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6806, loss_cls/aux0: 2.4481, loss/aux0: 2.4481 2020-10-22 14:49:01,010 - mmaction - INFO - Epoch [80][120/264] lr: 3.523e-01, eta: 1 day, 0:00:18, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7068, loss_cls: 2.2948, loss: 2.2948, grad_norm: 1.1251, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6800, loss_cls/aux0: 2.4498, loss/aux0: 2.4498 2020-10-22 14:49:37,935 - mmaction - INFO - Epoch [80][140/264] lr: 3.523e-01, eta: 23:59:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.7035, loss_cls: 2.3260, loss: 2.3260, grad_norm: 1.1407, top1_acc/aux0: 0.4092, top5_acc/aux0: 0.6811, loss_cls/aux0: 2.4677, loss/aux0: 2.4677 2020-10-22 14:49:38,868 - mmaction - INFO - Epoch [80][140/264] lr: 3.523e-01, eta: 23:59:42, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4378, top5_acc: 0.7035, loss_cls: 2.3260, loss: 2.3260, grad_norm: 1.1422, top1_acc/aux0: 0.4082, top5_acc/aux0: 0.6814, loss_cls/aux0: 2.4706, loss/aux0: 2.4706 2020-10-22 14:50:15,806 - mmaction - INFO - Epoch [80][160/264] lr: 3.523e-01, eta: 23:58:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7102, loss_cls: 2.3225, loss: 2.3225, grad_norm: 1.1619, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6809, loss_cls/aux0: 2.4501, loss/aux0: 2.4501 2020-10-22 14:50:16,805 - mmaction - INFO - Epoch [80][160/264] lr: 3.523e-01, eta: 23:59:06, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7102, loss_cls: 2.3225, loss: 2.3225, grad_norm: 1.1614, top1_acc/aux0: 0.4111, top5_acc/aux0: 0.6788, loss_cls/aux0: 2.4582, loss/aux0: 2.4582 2020-10-22 14:50:53,773 - mmaction - INFO - Epoch [80][180/264] lr: 3.523e-01, eta: 23:57:49, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4417, top5_acc: 0.7097, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.1781, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6800, loss_cls/aux0: 2.4596, loss/aux0: 2.4596 2020-10-22 14:50:54,738 - mmaction - INFO - Epoch [80][180/264] lr: 3.523e-01, eta: 23:58:31, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.4417, top5_acc: 0.7097, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.1776, top1_acc/aux0: 0.4134, top5_acc/aux0: 0.6814, loss_cls/aux0: 2.4546, loss/aux0: 2.4546 2020-10-22 14:51:31,233 - mmaction - INFO - Epoch [80][200/264] lr: 3.523e-01, eta: 23:57:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4332, top5_acc: 0.7158, loss_cls: 2.3327, loss: 2.3327, grad_norm: 1.1394, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.6727, loss_cls/aux0: 2.4860, loss/aux0: 2.4860 2020-10-22 14:51:32,175 - mmaction - INFO - Epoch [80][200/264] lr: 3.523e-01, eta: 23:57:54, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4332, top5_acc: 0.7158, loss_cls: 2.3327, loss: 2.3327, grad_norm: 1.1370, top1_acc/aux0: 0.4108, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.4849, loss/aux0: 2.4849 2020-10-22 14:52:08,969 - mmaction - INFO - Epoch [80][220/264] lr: 3.523e-01, eta: 23:56:37, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6960, loss_cls: 2.3771, loss: 2.3771, grad_norm: 1.1387, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6814, loss_cls/aux0: 2.4407, loss/aux0: 2.4407 2020-10-22 14:52:09,951 - mmaction - INFO - Epoch [80][220/264] lr: 3.523e-01, eta: 23:57:19, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6960, loss_cls: 2.3771, loss: 2.3771, grad_norm: 1.1412, top1_acc/aux0: 0.4163, top5_acc/aux0: 0.6788, loss_cls/aux0: 2.4480, loss/aux0: 2.4480 2020-10-22 14:52:46,944 - mmaction - INFO - Epoch [80][240/264] lr: 3.523e-01, eta: 23:56:02, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4446, top5_acc: 0.7099, loss_cls: 2.3188, loss: 2.3188, grad_norm: 1.1773, top1_acc/aux0: 0.4104, top5_acc/aux0: 0.6734, loss_cls/aux0: 2.4925, loss/aux0: 2.4925 2020-10-22 14:52:47,891 - mmaction - INFO - Epoch [80][240/264] lr: 3.523e-01, eta: 23:56:44, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.4446, top5_acc: 0.7099, loss_cls: 2.3188, loss: 2.3188, grad_norm: 1.1740, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.4898, loss/aux0: 2.4898 2020-10-22 14:53:24,211 - mmaction - INFO - Epoch [80][260/264] lr: 3.523e-01, eta: 23:55:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4420, top5_acc: 0.7023, loss_cls: 2.3344, loss: 2.3344, grad_norm: 1.1649, top1_acc/aux0: 0.4115, top5_acc/aux0: 0.6813, loss_cls/aux0: 2.4683, loss/aux0: 2.4683 2020-10-22 14:53:25,126 - mmaction - INFO - Epoch [80][260/264] lr: 3.523e-01, eta: 23:56:07, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4420, top5_acc: 0.7023, loss_cls: 2.3344, loss: 2.3344, grad_norm: 1.1644, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4689, loss/aux0: 2.4689 2020-10-22 14:55:15,813 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-22 14:56:52,035 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 14:56:52,210 - mmaction - INFO - top1_acc 0.5126 top5_acc 0.7815 2020-10-22 14:56:52,210 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 14:56:52,243 - mmaction - INFO - mean_acc 0.5130 2020-10-22 14:56:52,244 - mmaction - INFO - Epoch(val) [80][264] top1_acc: 0.5126, top5_acc: 0.7815, mean_class_accuracy: 0.5130 2020-10-22 15:00:47,784 - mmaction - INFO - Epoch [81][20/264] lr: 3.500e-01, eta: 23:54:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4462, top5_acc: 0.7076, loss_cls: 2.3052, loss: 2.3052, grad_norm: 1.1525, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.6837, loss_cls/aux0: 2.4377, loss/aux0: 2.4377 2020-10-22 15:00:48,784 - mmaction - INFO - Epoch [81][20/264] lr: 3.500e-01, eta: 23:55:07, time: 0.935, data_time: 0.007, memory: 8466, top1_acc: 0.4462, top5_acc: 0.7076, loss_cls: 2.3052, loss: 2.3052, grad_norm: 1.1560, top1_acc/aux0: 0.4200, top5_acc/aux0: 0.6845, loss_cls/aux0: 2.4320, loss/aux0: 2.4320 2020-10-22 15:01:25,370 - mmaction - INFO - Epoch [81][40/264] lr: 3.500e-01, eta: 23:53:50, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4438, top5_acc: 0.7099, loss_cls: 2.3045, loss: 2.3045, grad_norm: 1.1260, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4260, loss/aux0: 2.4260 2020-10-22 15:01:26,303 - mmaction - INFO - Epoch [81][40/264] lr: 3.500e-01, eta: 23:54:31, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4438, top5_acc: 0.7099, loss_cls: 2.3045, loss: 2.3045, grad_norm: 1.1299, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.6823, loss_cls/aux0: 2.4373, loss/aux0: 2.4373 2020-10-22 15:02:02,871 - mmaction - INFO - Epoch [81][60/264] lr: 3.500e-01, eta: 23:53:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7215, loss_cls: 2.2580, loss: 2.2580, grad_norm: 1.1477, top1_acc/aux0: 0.4161, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4301, loss/aux0: 2.4301 2020-10-22 15:02:03,813 - mmaction - INFO - Epoch [81][60/264] lr: 3.500e-01, eta: 23:53:55, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7215, loss_cls: 2.2580, loss: 2.2580, grad_norm: 1.1495, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4280, loss/aux0: 2.4280 2020-10-22 15:02:40,588 - mmaction - INFO - Epoch [81][80/264] lr: 3.500e-01, eta: 23:52:38, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4509, top5_acc: 0.7163, loss_cls: 2.2653, loss: 2.2653, grad_norm: 1.1724, top1_acc/aux0: 0.4125, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4341, loss/aux0: 2.4341 2020-10-22 15:02:41,522 - mmaction - INFO - Epoch [81][80/264] lr: 3.500e-01, eta: 23:53:19, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4509, top5_acc: 0.7163, loss_cls: 2.2653, loss: 2.2653, grad_norm: 1.1732, top1_acc/aux0: 0.4134, top5_acc/aux0: 0.6877, loss_cls/aux0: 2.4309, loss/aux0: 2.4309 2020-10-22 15:03:18,135 - mmaction - INFO - Epoch [81][100/264] lr: 3.500e-01, eta: 23:52:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7050, loss_cls: 2.3174, loss: 2.3174, grad_norm: 1.1213, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.6788, loss_cls/aux0: 2.4928, loss/aux0: 2.4928 2020-10-22 15:03:19,092 - mmaction - INFO - Epoch [81][100/264] lr: 3.500e-01, eta: 23:52:43, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7050, loss_cls: 2.3174, loss: 2.3174, grad_norm: 1.1237, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4861, loss/aux0: 2.4861 2020-10-22 15:03:55,941 - mmaction - INFO - Epoch [81][120/264] lr: 3.500e-01, eta: 23:51:27, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4415, top5_acc: 0.7186, loss_cls: 2.2933, loss: 2.2933, grad_norm: 1.1461, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4217, loss/aux0: 2.4217 2020-10-22 15:03:56,875 - mmaction - INFO - Epoch [81][120/264] lr: 3.500e-01, eta: 23:52:08, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.4415, top5_acc: 0.7186, loss_cls: 2.2933, loss: 2.2933, grad_norm: 1.1458, top1_acc/aux0: 0.4175, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4287, loss/aux0: 2.4287 2020-10-22 15:04:33,640 - mmaction - INFO - Epoch [81][140/264] lr: 3.500e-01, eta: 23:50:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4363, top5_acc: 0.7038, loss_cls: 2.3225, loss: 2.3225, grad_norm: 1.1501, top1_acc/aux0: 0.4160, top5_acc/aux0: 0.6861, loss_cls/aux0: 2.4330, loss/aux0: 2.4330 2020-10-22 15:04:34,586 - mmaction - INFO - Epoch [81][140/264] lr: 3.500e-01, eta: 23:51:32, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4363, top5_acc: 0.7038, loss_cls: 2.3225, loss: 2.3225, grad_norm: 1.1503, top1_acc/aux0: 0.4168, top5_acc/aux0: 0.6887, loss_cls/aux0: 2.4296, loss/aux0: 2.4296 2020-10-22 15:05:11,300 - mmaction - INFO - Epoch [81][160/264] lr: 3.500e-01, eta: 23:50:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4358, top5_acc: 0.7116, loss_cls: 2.3006, loss: 2.3006, grad_norm: 1.1546, top1_acc/aux0: 0.4236, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.3874, loss/aux0: 2.3874 2020-10-22 15:05:12,223 - mmaction - INFO - Epoch [81][160/264] lr: 3.500e-01, eta: 23:50:56, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4358, top5_acc: 0.7116, loss_cls: 2.3006, loss: 2.3006, grad_norm: 1.1579, top1_acc/aux0: 0.4217, top5_acc/aux0: 0.6840, loss_cls/aux0: 2.3959, loss/aux0: 2.3959 2020-10-22 15:05:49,266 - mmaction - INFO - Epoch [81][180/264] lr: 3.500e-01, eta: 23:49:39, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4290, top5_acc: 0.7014, loss_cls: 2.3724, loss: 2.3724, grad_norm: 1.1417, top1_acc/aux0: 0.4111, top5_acc/aux0: 0.6766, loss_cls/aux0: 2.4723, loss/aux0: 2.4723 2020-10-22 15:05:50,202 - mmaction - INFO - Epoch [81][180/264] lr: 3.500e-01, eta: 23:50:20, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4290, top5_acc: 0.7014, loss_cls: 2.3724, loss: 2.3724, grad_norm: 1.1432, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6816, loss_cls/aux0: 2.4541, loss/aux0: 2.4541 2020-10-22 15:06:27,123 - mmaction - INFO - Epoch [81][200/264] lr: 3.500e-01, eta: 23:49:04, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4465, top5_acc: 0.7207, loss_cls: 2.3007, loss: 2.3007, grad_norm: 1.1484, top1_acc/aux0: 0.4205, top5_acc/aux0: 0.6889, loss_cls/aux0: 2.4314, loss/aux0: 2.4314 2020-10-22 15:06:28,067 - mmaction - INFO - Epoch [81][200/264] lr: 3.500e-01, eta: 23:49:45, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.4465, top5_acc: 0.7207, loss_cls: 2.3007, loss: 2.3007, grad_norm: 1.1508, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6845, loss_cls/aux0: 2.4431, loss/aux0: 2.4431 2020-10-22 15:07:04,644 - mmaction - INFO - Epoch [81][220/264] lr: 3.500e-01, eta: 23:48:28, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7102, loss_cls: 2.3108, loss: 2.3108, grad_norm: 1.1464, top1_acc/aux0: 0.4155, top5_acc/aux0: 0.6800, loss_cls/aux0: 2.4599, loss/aux0: 2.4599 2020-10-22 15:07:05,611 - mmaction - INFO - Epoch [81][220/264] lr: 3.500e-01, eta: 23:49:09, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7102, loss_cls: 2.3108, loss: 2.3108, grad_norm: 1.1453, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.6806, loss_cls/aux0: 2.4622, loss/aux0: 2.4622 2020-10-22 15:07:42,539 - mmaction - INFO - Epoch [81][240/264] lr: 3.500e-01, eta: 23:47:53, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4358, top5_acc: 0.7061, loss_cls: 2.3624, loss: 2.3624, grad_norm: 1.1373, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6830, loss_cls/aux0: 2.4621, loss/aux0: 2.4621 2020-10-22 15:07:43,471 - mmaction - INFO - Epoch [81][240/264] lr: 3.500e-01, eta: 23:48:34, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4358, top5_acc: 0.7061, loss_cls: 2.3624, loss: 2.3624, grad_norm: 1.1390, top1_acc/aux0: 0.4075, top5_acc/aux0: 0.6852, loss_cls/aux0: 2.4496, loss/aux0: 2.4496 2020-10-22 15:08:20,072 - mmaction - INFO - Epoch [81][260/264] lr: 3.500e-01, eta: 23:47:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4455, top5_acc: 0.7052, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.1731, top1_acc/aux0: 0.4207, top5_acc/aux0: 0.6819, loss_cls/aux0: 2.4375, loss/aux0: 2.4375 2020-10-22 15:08:20,987 - mmaction - INFO - Epoch [81][260/264] lr: 3.500e-01, eta: 23:47:57, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4455, top5_acc: 0.7052, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.1706, top1_acc/aux0: 0.4155, top5_acc/aux0: 0.6793, loss_cls/aux0: 2.4509, loss/aux0: 2.4509 2020-10-22 15:14:56,161 - mmaction - INFO - Epoch [82][20/264] lr: 3.477e-01, eta: 23:46:17, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7040, loss_cls: 2.3298, loss: 2.3298, grad_norm: 1.1366, top1_acc/aux0: 0.4139, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.4049, loss/aux0: 2.4049 2020-10-22 15:14:57,107 - mmaction - INFO - Epoch [82][20/264] lr: 3.477e-01, eta: 23:46:57, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7040, loss_cls: 2.3298, loss: 2.3298, grad_norm: 1.1388, top1_acc/aux0: 0.4144, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4014, loss/aux0: 2.4014 2020-10-22 15:15:33,708 - mmaction - INFO - Epoch [82][40/264] lr: 3.477e-01, eta: 23:45:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7222, loss_cls: 2.2764, loss: 2.2764, grad_norm: 1.1649, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6847, loss_cls/aux0: 2.4353, loss/aux0: 2.4353 2020-10-22 15:15:34,652 - mmaction - INFO - Epoch [82][40/264] lr: 3.477e-01, eta: 23:46:21, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7222, loss_cls: 2.2764, loss: 2.2764, grad_norm: 1.1679, top1_acc/aux0: 0.4087, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4353, loss/aux0: 2.4353 2020-10-22 15:16:11,125 - mmaction - INFO - Epoch [82][60/264] lr: 3.477e-01, eta: 23:45:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4545, top5_acc: 0.7208, loss_cls: 2.2667, loss: 2.2667, grad_norm: 1.1405, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6877, loss_cls/aux0: 2.4605, loss/aux0: 2.4605 2020-10-22 15:16:12,062 - mmaction - INFO - Epoch [82][60/264] lr: 3.477e-01, eta: 23:45:45, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4545, top5_acc: 0.7208, loss_cls: 2.2667, loss: 2.2667, grad_norm: 1.1447, top1_acc/aux0: 0.4056, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4693, loss/aux0: 2.4693 2020-10-22 15:16:48,532 - mmaction - INFO - Epoch [82][80/264] lr: 3.477e-01, eta: 23:44:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4330, top5_acc: 0.7024, loss_cls: 2.3177, loss: 2.3177, grad_norm: 1.1530, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6819, loss_cls/aux0: 2.4552, loss/aux0: 2.4552 2020-10-22 15:16:49,536 - mmaction - INFO - Epoch [82][80/264] lr: 3.477e-01, eta: 23:45:09, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4330, top5_acc: 0.7024, loss_cls: 2.3177, loss: 2.3177, grad_norm: 1.1555, top1_acc/aux0: 0.4167, top5_acc/aux0: 0.6826, loss_cls/aux0: 2.4439, loss/aux0: 2.4439 2020-10-22 15:17:26,340 - mmaction - INFO - Epoch [82][100/264] lr: 3.477e-01, eta: 23:43:53, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.7047, loss_cls: 2.3508, loss: 2.3508, grad_norm: 1.1628, top1_acc/aux0: 0.4116, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4514, loss/aux0: 2.4514 2020-10-22 15:17:27,265 - mmaction - INFO - Epoch [82][100/264] lr: 3.477e-01, eta: 23:44:34, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4276, top5_acc: 0.7047, loss_cls: 2.3508, loss: 2.3508, grad_norm: 1.1671, top1_acc/aux0: 0.4095, top5_acc/aux0: 0.6806, loss_cls/aux0: 2.4650, loss/aux0: 2.4650 2020-10-22 15:18:03,979 - mmaction - INFO - Epoch [82][120/264] lr: 3.477e-01, eta: 23:43:18, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4274, top5_acc: 0.7071, loss_cls: 2.3219, loss: 2.3219, grad_norm: 1.1460, top1_acc/aux0: 0.4194, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.4430, loss/aux0: 2.4430 2020-10-22 15:18:04,956 - mmaction - INFO - Epoch [82][120/264] lr: 3.477e-01, eta: 23:43:58, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4274, top5_acc: 0.7071, loss_cls: 2.3219, loss: 2.3219, grad_norm: 1.1475, top1_acc/aux0: 0.4170, top5_acc/aux0: 0.6863, loss_cls/aux0: 2.4375, loss/aux0: 2.4375 2020-10-22 15:18:42,087 - mmaction - INFO - Epoch [82][140/264] lr: 3.477e-01, eta: 23:42:43, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4387, top5_acc: 0.7111, loss_cls: 2.3038, loss: 2.3038, grad_norm: 1.1517, top1_acc/aux0: 0.4050, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4636, loss/aux0: 2.4636 2020-10-22 15:18:43,033 - mmaction - INFO - Epoch [82][140/264] lr: 3.477e-01, eta: 23:43:24, time: 0.958, data_time: 0.002, memory: 8466, top1_acc: 0.4387, top5_acc: 0.7111, loss_cls: 2.3038, loss: 2.3038, grad_norm: 1.1522, top1_acc/aux0: 0.4064, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4684, loss/aux0: 2.4684 2020-10-22 15:19:20,087 - mmaction - INFO - Epoch [82][160/264] lr: 3.477e-01, eta: 23:42:08, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7179, loss_cls: 2.2579, loss: 2.2579, grad_norm: 1.1324, top1_acc/aux0: 0.4115, top5_acc/aux0: 0.6872, loss_cls/aux0: 2.4357, loss/aux0: 2.4357 2020-10-22 15:19:21,061 - mmaction - INFO - Epoch [82][160/264] lr: 3.477e-01, eta: 23:42:49, time: 0.960, data_time: 0.002, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7179, loss_cls: 2.2579, loss: 2.2579, grad_norm: 1.1296, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4322, loss/aux0: 2.4322 2020-10-22 15:19:57,702 - mmaction - INFO - Epoch [82][180/264] lr: 3.477e-01, eta: 23:41:33, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7104, loss_cls: 2.3262, loss: 2.3262, grad_norm: 1.1559, top1_acc/aux0: 0.4123, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.4570, loss/aux0: 2.4570 2020-10-22 15:19:58,638 - mmaction - INFO - Epoch [82][180/264] lr: 3.477e-01, eta: 23:42:14, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7104, loss_cls: 2.3262, loss: 2.3262, grad_norm: 1.1572, top1_acc/aux0: 0.4108, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.4552, loss/aux0: 2.4552 2020-10-22 15:20:35,219 - mmaction - INFO - Epoch [82][200/264] lr: 3.477e-01, eta: 23:40:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7130, loss_cls: 2.3077, loss: 2.3077, grad_norm: 1.1644, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4511, loss/aux0: 2.4511 2020-10-22 15:20:36,208 - mmaction - INFO - Epoch [82][200/264] lr: 3.477e-01, eta: 23:41:37, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7130, loss_cls: 2.3077, loss: 2.3077, grad_norm: 1.1652, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6863, loss_cls/aux0: 2.4614, loss/aux0: 2.4614 2020-10-22 15:21:12,878 - mmaction - INFO - Epoch [82][220/264] lr: 3.477e-01, eta: 23:40:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7043, loss_cls: 2.3309, loss: 2.3309, grad_norm: 1.1674, top1_acc/aux0: 0.4066, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.4854, loss/aux0: 2.4854 2020-10-22 15:21:13,818 - mmaction - INFO - Epoch [82][220/264] lr: 3.477e-01, eta: 23:41:01, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7043, loss_cls: 2.3309, loss: 2.3309, grad_norm: 1.1716, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.4730, loss/aux0: 2.4730 2020-10-22 15:21:50,625 - mmaction - INFO - Epoch [82][240/264] lr: 3.477e-01, eta: 23:39:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7158, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.1738, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4541, loss/aux0: 2.4541 2020-10-22 15:21:51,573 - mmaction - INFO - Epoch [82][240/264] lr: 3.477e-01, eta: 23:40:25, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7158, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.1728, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4653, loss/aux0: 2.4653 2020-10-22 15:22:28,176 - mmaction - INFO - Epoch [82][260/264] lr: 3.477e-01, eta: 23:39:09, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4293, top5_acc: 0.7054, loss_cls: 2.3459, loss: 2.3459, grad_norm: 1.1616, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6686, loss_cls/aux0: 2.5230, loss/aux0: 2.5230 2020-10-22 15:22:29,144 - mmaction - INFO - Epoch [82][260/264] lr: 3.477e-01, eta: 23:39:49, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4293, top5_acc: 0.7054, loss_cls: 2.3459, loss: 2.3459, grad_norm: 1.1621, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.5119, loss/aux0: 2.5119 2020-10-22 15:28:30,697 - mmaction - INFO - Epoch [83][20/264] lr: 3.454e-01, eta: 23:38:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7113, loss_cls: 2.2985, loss: 2.2985, grad_norm: 1.1472, top1_acc/aux0: 0.4293, top5_acc/aux0: 0.6941, loss_cls/aux0: 2.3978, loss/aux0: 2.3978 2020-10-22 15:28:31,671 - mmaction - INFO - Epoch [83][20/264] lr: 3.454e-01, eta: 23:38:49, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7113, loss_cls: 2.2985, loss: 2.2985, grad_norm: 1.1484, top1_acc/aux0: 0.4300, top5_acc/aux0: 0.6955, loss_cls/aux0: 2.3930, loss/aux0: 2.3930 2020-10-22 15:29:07,959 - mmaction - INFO - Epoch [83][40/264] lr: 3.454e-01, eta: 23:37:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4465, top5_acc: 0.7087, loss_cls: 2.2891, loss: 2.2891, grad_norm: 1.1522, top1_acc/aux0: 0.4186, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3979, loss/aux0: 2.3979 2020-10-22 15:29:08,895 - mmaction - INFO - Epoch [83][40/264] lr: 3.454e-01, eta: 23:38:13, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4465, top5_acc: 0.7087, loss_cls: 2.2891, loss: 2.2891, grad_norm: 1.1547, top1_acc/aux0: 0.4181, top5_acc/aux0: 0.6972, loss_cls/aux0: 2.3948, loss/aux0: 2.3948 2020-10-22 15:29:45,553 - mmaction - INFO - Epoch [83][60/264] lr: 3.454e-01, eta: 23:36:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4559, top5_acc: 0.7165, loss_cls: 2.2920, loss: 2.2920, grad_norm: 1.1398, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4347, loss/aux0: 2.4347 2020-10-22 15:29:46,485 - mmaction - INFO - Epoch [83][60/264] lr: 3.454e-01, eta: 23:37:37, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4559, top5_acc: 0.7165, loss_cls: 2.2920, loss: 2.2920, grad_norm: 1.1401, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4430, loss/aux0: 2.4430 2020-10-22 15:30:23,084 - mmaction - INFO - Epoch [83][80/264] lr: 3.454e-01, eta: 23:36:21, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7158, loss_cls: 2.2695, loss: 2.2695, grad_norm: 1.1561, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.4562, loss/aux0: 2.4562 2020-10-22 15:30:24,035 - mmaction - INFO - Epoch [83][80/264] lr: 3.454e-01, eta: 23:37:01, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7158, loss_cls: 2.2695, loss: 2.2695, grad_norm: 1.1600, top1_acc/aux0: 0.4097, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.4523, loss/aux0: 2.4523 2020-10-22 15:31:01,140 - mmaction - INFO - Epoch [83][100/264] lr: 3.454e-01, eta: 23:35:46, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7090, loss_cls: 2.3036, loss: 2.3036, grad_norm: 1.1439, top1_acc/aux0: 0.4259, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4072, loss/aux0: 2.4072 2020-10-22 15:31:02,088 - mmaction - INFO - Epoch [83][100/264] lr: 3.454e-01, eta: 23:36:26, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7090, loss_cls: 2.3036, loss: 2.3036, grad_norm: 1.1429, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4106, loss/aux0: 2.4106 2020-10-22 15:31:38,738 - mmaction - INFO - Epoch [83][120/264] lr: 3.454e-01, eta: 23:35:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4458, top5_acc: 0.6993, loss_cls: 2.3175, loss: 2.3175, grad_norm: 1.1695, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.6813, loss_cls/aux0: 2.4456, loss/aux0: 2.4456 2020-10-22 15:31:39,685 - mmaction - INFO - Epoch [83][120/264] lr: 3.454e-01, eta: 23:35:50, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4458, top5_acc: 0.6993, loss_cls: 2.3175, loss: 2.3175, grad_norm: 1.1697, top1_acc/aux0: 0.4200, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4498, loss/aux0: 2.4498 2020-10-22 15:32:16,456 - mmaction - INFO - Epoch [83][140/264] lr: 3.454e-01, eta: 23:34:35, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4470, top5_acc: 0.7049, loss_cls: 2.3044, loss: 2.3044, grad_norm: 1.1840, top1_acc/aux0: 0.4125, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4599, loss/aux0: 2.4599 2020-10-22 15:32:17,387 - mmaction - INFO - Epoch [83][140/264] lr: 3.454e-01, eta: 23:35:15, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.4470, top5_acc: 0.7049, loss_cls: 2.3044, loss: 2.3044, grad_norm: 1.1811, top1_acc/aux0: 0.4116, top5_acc/aux0: 0.6816, loss_cls/aux0: 2.4591, loss/aux0: 2.4591 2020-10-22 15:32:54,092 - mmaction - INFO - Epoch [83][160/264] lr: 3.454e-01, eta: 23:34:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4368, top5_acc: 0.7061, loss_cls: 2.3223, loss: 2.3223, grad_norm: 1.1367, top1_acc/aux0: 0.4104, top5_acc/aux0: 0.6691, loss_cls/aux0: 2.4529, loss/aux0: 2.4529 2020-10-22 15:32:55,043 - mmaction - INFO - Epoch [83][160/264] lr: 3.454e-01, eta: 23:34:39, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4368, top5_acc: 0.7061, loss_cls: 2.3223, loss: 2.3223, grad_norm: 1.1432, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6696, loss_cls/aux0: 2.4572, loss/aux0: 2.4572 2020-10-22 15:33:31,927 - mmaction - INFO - Epoch [83][180/264] lr: 3.454e-01, eta: 23:33:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4354, top5_acc: 0.7049, loss_cls: 2.3476, loss: 2.3476, grad_norm: 1.1463, top1_acc/aux0: 0.3979, top5_acc/aux0: 0.6760, loss_cls/aux0: 2.4880, loss/aux0: 2.4880 2020-10-22 15:33:32,861 - mmaction - INFO - Epoch [83][180/264] lr: 3.454e-01, eta: 23:34:03, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4354, top5_acc: 0.7049, loss_cls: 2.3476, loss: 2.3476, grad_norm: 1.1448, top1_acc/aux0: 0.3983, top5_acc/aux0: 0.6757, loss_cls/aux0: 2.4878, loss/aux0: 2.4878 2020-10-22 15:34:09,597 - mmaction - INFO - Epoch [83][200/264] lr: 3.454e-01, eta: 23:32:47, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4483, top5_acc: 0.7146, loss_cls: 2.2856, loss: 2.2856, grad_norm: 1.1569, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6825, loss_cls/aux0: 2.4425, loss/aux0: 2.4425 2020-10-22 15:34:10,554 - mmaction - INFO - Epoch [83][200/264] lr: 3.454e-01, eta: 23:33:27, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4483, top5_acc: 0.7146, loss_cls: 2.2856, loss: 2.2856, grad_norm: 1.1626, top1_acc/aux0: 0.4125, top5_acc/aux0: 0.6795, loss_cls/aux0: 2.4497, loss/aux0: 2.4497 2020-10-22 15:34:47,354 - mmaction - INFO - Epoch [83][220/264] lr: 3.454e-01, eta: 23:32:12, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4465, top5_acc: 0.7064, loss_cls: 2.3095, loss: 2.3095, grad_norm: 1.1612, top1_acc/aux0: 0.4005, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.4638, loss/aux0: 2.4638 2020-10-22 15:34:48,299 - mmaction - INFO - Epoch [83][220/264] lr: 3.454e-01, eta: 23:32:52, time: 0.951, data_time: 0.001, memory: 8466, top1_acc: 0.4465, top5_acc: 0.7064, loss_cls: 2.3095, loss: 2.3095, grad_norm: 1.1634, top1_acc/aux0: 0.4049, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4536, loss/aux0: 2.4536 2020-10-22 15:35:24,883 - mmaction - INFO - Epoch [83][240/264] lr: 3.454e-01, eta: 23:31:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7075, loss_cls: 2.3239, loss: 2.3239, grad_norm: 1.1493, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6792, loss_cls/aux0: 2.4551, loss/aux0: 2.4551 2020-10-22 15:35:25,901 - mmaction - INFO - Epoch [83][240/264] lr: 3.454e-01, eta: 23:32:15, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7075, loss_cls: 2.3239, loss: 2.3239, grad_norm: 1.1480, top1_acc/aux0: 0.4149, top5_acc/aux0: 0.6793, loss_cls/aux0: 2.4491, loss/aux0: 2.4491 2020-10-22 15:36:02,700 - mmaction - INFO - Epoch [83][260/264] lr: 3.454e-01, eta: 23:31:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4516, top5_acc: 0.7205, loss_cls: 2.2584, loss: 2.2584, grad_norm: 1.1432, top1_acc/aux0: 0.4300, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.3941, loss/aux0: 2.3941 2020-10-22 15:36:03,644 - mmaction - INFO - Epoch [83][260/264] lr: 3.454e-01, eta: 23:31:40, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4516, top5_acc: 0.7205, loss_cls: 2.2584, loss: 2.2584, grad_norm: 1.1438, top1_acc/aux0: 0.4290, top5_acc/aux0: 0.6962, loss_cls/aux0: 2.4014, loss/aux0: 2.4014 2020-10-22 15:41:59,168 - mmaction - INFO - Epoch [84][20/264] lr: 3.430e-01, eta: 23:30:01, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7257, loss_cls: 2.2352, loss: 2.2352, grad_norm: 1.1501, top1_acc/aux0: 0.4165, top5_acc/aux0: 0.6798, loss_cls/aux0: 2.4723, loss/aux0: 2.4723 2020-10-22 15:42:00,667 - mmaction - INFO - Epoch [84][20/264] lr: 3.430e-01, eta: 23:30:41, time: 0.957, data_time: 0.030, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7257, loss_cls: 2.2352, loss: 2.2352, grad_norm: 1.1408, top1_acc/aux0: 0.4196, top5_acc/aux0: 0.6795, loss_cls/aux0: 2.4653, loss/aux0: 2.4653 2020-10-22 15:42:37,038 - mmaction - INFO - Epoch [84][40/264] lr: 3.430e-01, eta: 23:29:25, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7210, loss_cls: 2.2205, loss: 2.2205, grad_norm: 1.1621, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.6970, loss_cls/aux0: 2.3824, loss/aux0: 2.3824 2020-10-22 15:42:37,977 - mmaction - INFO - Epoch [84][40/264] lr: 3.430e-01, eta: 23:30:04, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7210, loss_cls: 2.2205, loss: 2.2205, grad_norm: 1.1628, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.6981, loss_cls/aux0: 2.3794, loss/aux0: 2.3794 2020-10-22 15:43:14,653 - mmaction - INFO - Epoch [84][60/264] lr: 3.430e-01, eta: 23:28:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7076, loss_cls: 2.2885, loss: 2.2885, grad_norm: 1.1607, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4129, loss/aux0: 2.4129 2020-10-22 15:43:15,600 - mmaction - INFO - Epoch [84][60/264] lr: 3.430e-01, eta: 23:29:28, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7076, loss_cls: 2.2885, loss: 2.2885, grad_norm: 1.1594, top1_acc/aux0: 0.4212, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4295, loss/aux0: 2.4295 2020-10-22 15:43:52,378 - mmaction - INFO - Epoch [84][80/264] lr: 3.430e-01, eta: 23:28:13, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4384, top5_acc: 0.7116, loss_cls: 2.3075, loss: 2.3075, grad_norm: 1.1381, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6776, loss_cls/aux0: 2.4603, loss/aux0: 2.4603 2020-10-22 15:43:53,315 - mmaction - INFO - Epoch [84][80/264] lr: 3.430e-01, eta: 23:28:52, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4384, top5_acc: 0.7116, loss_cls: 2.3075, loss: 2.3075, grad_norm: 1.1369, top1_acc/aux0: 0.4043, top5_acc/aux0: 0.6783, loss_cls/aux0: 2.4515, loss/aux0: 2.4515 2020-10-22 15:44:29,863 - mmaction - INFO - Epoch [84][100/264] lr: 3.430e-01, eta: 23:27:37, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4418, top5_acc: 0.7161, loss_cls: 2.2862, loss: 2.2862, grad_norm: 1.1640, top1_acc/aux0: 0.4160, top5_acc/aux0: 0.6767, loss_cls/aux0: 2.4423, loss/aux0: 2.4423 2020-10-22 15:44:30,815 - mmaction - INFO - Epoch [84][100/264] lr: 3.430e-01, eta: 23:28:16, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4418, top5_acc: 0.7161, loss_cls: 2.2862, loss: 2.2862, grad_norm: 1.1652, top1_acc/aux0: 0.4161, top5_acc/aux0: 0.6771, loss_cls/aux0: 2.4443, loss/aux0: 2.4443 2020-10-22 15:45:07,673 - mmaction - INFO - Epoch [84][120/264] lr: 3.430e-01, eta: 23:27:01, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4528, top5_acc: 0.7217, loss_cls: 2.2597, loss: 2.2597, grad_norm: 1.1803, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.3855, loss/aux0: 2.3855 2020-10-22 15:45:08,633 - mmaction - INFO - Epoch [84][120/264] lr: 3.430e-01, eta: 23:27:40, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4528, top5_acc: 0.7217, loss_cls: 2.2597, loss: 2.2597, grad_norm: 1.1808, top1_acc/aux0: 0.4217, top5_acc/aux0: 0.6901, loss_cls/aux0: 2.3969, loss/aux0: 2.3969 2020-10-22 15:45:45,387 - mmaction - INFO - Epoch [84][140/264] lr: 3.430e-01, eta: 23:26:25, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4410, top5_acc: 0.7043, loss_cls: 2.3174, loss: 2.3174, grad_norm: 1.1665, top1_acc/aux0: 0.4188, top5_acc/aux0: 0.6944, loss_cls/aux0: 2.4244, loss/aux0: 2.4244 2020-10-22 15:45:46,333 - mmaction - INFO - Epoch [84][140/264] lr: 3.430e-01, eta: 23:27:04, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4410, top5_acc: 0.7043, loss_cls: 2.3174, loss: 2.3174, grad_norm: 1.1631, top1_acc/aux0: 0.4181, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.4110, loss/aux0: 2.4110 2020-10-22 15:46:23,242 - mmaction - INFO - Epoch [84][160/264] lr: 3.430e-01, eta: 23:25:50, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7080, loss_cls: 2.3231, loss: 2.3231, grad_norm: 1.1466, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6889, loss_cls/aux0: 2.4347, loss/aux0: 2.4347 2020-10-22 15:46:24,171 - mmaction - INFO - Epoch [84][160/264] lr: 3.430e-01, eta: 23:26:29, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7080, loss_cls: 2.3231, loss: 2.3231, grad_norm: 1.1438, top1_acc/aux0: 0.4127, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4391, loss/aux0: 2.4391 2020-10-22 15:47:00,849 - mmaction - INFO - Epoch [84][180/264] lr: 3.430e-01, eta: 23:25:14, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4441, top5_acc: 0.7123, loss_cls: 2.3011, loss: 2.3011, grad_norm: 1.1515, top1_acc/aux0: 0.4198, top5_acc/aux0: 0.6809, loss_cls/aux0: 2.4470, loss/aux0: 2.4470 2020-10-22 15:47:01,811 - mmaction - INFO - Epoch [84][180/264] lr: 3.430e-01, eta: 23:25:53, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4441, top5_acc: 0.7123, loss_cls: 2.3011, loss: 2.3011, grad_norm: 1.1537, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6816, loss_cls/aux0: 2.4511, loss/aux0: 2.4511 2020-10-22 15:47:38,739 - mmaction - INFO - Epoch [84][200/264] lr: 3.430e-01, eta: 23:24:39, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4481, top5_acc: 0.7089, loss_cls: 2.3149, loss: 2.3149, grad_norm: 1.1601, top1_acc/aux0: 0.4189, top5_acc/aux0: 0.6910, loss_cls/aux0: 2.4352, loss/aux0: 2.4352 2020-10-22 15:47:39,670 - mmaction - INFO - Epoch [84][200/264] lr: 3.430e-01, eta: 23:25:17, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4481, top5_acc: 0.7089, loss_cls: 2.3149, loss: 2.3149, grad_norm: 1.1630, top1_acc/aux0: 0.4194, top5_acc/aux0: 0.6894, loss_cls/aux0: 2.4326, loss/aux0: 2.4326 2020-10-22 15:48:16,469 - mmaction - INFO - Epoch [84][220/264] lr: 3.430e-01, eta: 23:24:03, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.7035, loss_cls: 2.3439, loss: 2.3439, grad_norm: 1.1677, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6877, loss_cls/aux0: 2.4320, loss/aux0: 2.4320 2020-10-22 15:48:17,402 - mmaction - INFO - Epoch [84][220/264] lr: 3.430e-01, eta: 23:24:42, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4326, top5_acc: 0.7035, loss_cls: 2.3439, loss: 2.3439, grad_norm: 1.1660, top1_acc/aux0: 0.4137, top5_acc/aux0: 0.6899, loss_cls/aux0: 2.4280, loss/aux0: 2.4280 2020-10-22 15:48:54,199 - mmaction - INFO - Epoch [84][240/264] lr: 3.430e-01, eta: 23:23:28, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4399, top5_acc: 0.7073, loss_cls: 2.3145, loss: 2.3145, grad_norm: 1.1718, top1_acc/aux0: 0.4071, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.4684, loss/aux0: 2.4684 2020-10-22 15:48:55,150 - mmaction - INFO - Epoch [84][240/264] lr: 3.430e-01, eta: 23:24:06, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4399, top5_acc: 0.7073, loss_cls: 2.3145, loss: 2.3145, grad_norm: 1.1718, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.4669, loss/aux0: 2.4669 2020-10-22 15:49:31,811 - mmaction - INFO - Epoch [84][260/264] lr: 3.430e-01, eta: 23:22:51, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7120, loss_cls: 2.2570, loss: 2.2570, grad_norm: 1.1741, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.6892, loss_cls/aux0: 2.4456, loss/aux0: 2.4456 2020-10-22 15:49:32,729 - mmaction - INFO - Epoch [84][260/264] lr: 3.430e-01, eta: 23:23:29, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7120, loss_cls: 2.2570, loss: 2.2570, grad_norm: 1.1730, top1_acc/aux0: 0.4168, top5_acc/aux0: 0.6920, loss_cls/aux0: 2.4352, loss/aux0: 2.4352 2020-10-22 15:55:10,623 - mmaction - INFO - Epoch [85][20/264] lr: 3.407e-01, eta: 23:21:52, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4535, top5_acc: 0.7106, loss_cls: 2.2731, loss: 2.2731, grad_norm: 1.1661, top1_acc/aux0: 0.4086, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.4541, loss/aux0: 2.4541 2020-10-22 15:55:11,578 - mmaction - INFO - Epoch [85][20/264] lr: 3.407e-01, eta: 23:22:30, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4535, top5_acc: 0.7106, loss_cls: 2.2731, loss: 2.2731, grad_norm: 1.1697, top1_acc/aux0: 0.4095, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4535, loss/aux0: 2.4535 2020-10-22 15:55:48,070 - mmaction - INFO - Epoch [85][40/264] lr: 3.407e-01, eta: 23:21:16, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4481, top5_acc: 0.7094, loss_cls: 2.2962, loss: 2.2962, grad_norm: 1.1632, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.6905, loss_cls/aux0: 2.4053, loss/aux0: 2.4053 2020-10-22 15:55:49,037 - mmaction - INFO - Epoch [85][40/264] lr: 3.407e-01, eta: 23:21:54, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4481, top5_acc: 0.7094, loss_cls: 2.2962, loss: 2.2962, grad_norm: 1.1615, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.6899, loss_cls/aux0: 2.4012, loss/aux0: 2.4012 2020-10-22 15:56:25,862 - mmaction - INFO - Epoch [85][60/264] lr: 3.407e-01, eta: 23:20:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4425, top5_acc: 0.7134, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.1767, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.6925, loss_cls/aux0: 2.4289, loss/aux0: 2.4289 2020-10-22 15:56:26,797 - mmaction - INFO - Epoch [85][60/264] lr: 3.407e-01, eta: 23:21:18, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4425, top5_acc: 0.7134, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.1759, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.6934, loss_cls/aux0: 2.4311, loss/aux0: 2.4311 2020-10-22 15:57:03,273 - mmaction - INFO - Epoch [85][80/264] lr: 3.407e-01, eta: 23:20:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4519, top5_acc: 0.7165, loss_cls: 2.2785, loss: 2.2785, grad_norm: 1.1586, top1_acc/aux0: 0.4203, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.3989, loss/aux0: 2.3989 2020-10-22 15:57:04,212 - mmaction - INFO - Epoch [85][80/264] lr: 3.407e-01, eta: 23:20:41, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4519, top5_acc: 0.7165, loss_cls: 2.2785, loss: 2.2785, grad_norm: 1.1537, top1_acc/aux0: 0.4189, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.3945, loss/aux0: 2.3945 2020-10-22 15:57:41,182 - mmaction - INFO - Epoch [85][100/264] lr: 3.407e-01, eta: 23:19:27, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4366, top5_acc: 0.7137, loss_cls: 2.2987, loss: 2.2987, grad_norm: 1.1743, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.6826, loss_cls/aux0: 2.4299, loss/aux0: 2.4299 2020-10-22 15:57:42,139 - mmaction - INFO - Epoch [85][100/264] lr: 3.407e-01, eta: 23:20:06, time: 0.944, data_time: 0.005, memory: 8466, top1_acc: 0.4366, top5_acc: 0.7137, loss_cls: 2.2987, loss: 2.2987, grad_norm: 1.1707, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4411, loss/aux0: 2.4411 2020-10-22 15:58:19,047 - mmaction - INFO - Epoch [85][120/264] lr: 3.407e-01, eta: 23:18:52, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4403, top5_acc: 0.7083, loss_cls: 2.3054, loss: 2.3054, grad_norm: 1.1848, top1_acc/aux0: 0.4127, top5_acc/aux0: 0.6774, loss_cls/aux0: 2.4714, loss/aux0: 2.4714 2020-10-22 15:58:19,985 - mmaction - INFO - Epoch [85][120/264] lr: 3.407e-01, eta: 23:19:30, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4403, top5_acc: 0.7083, loss_cls: 2.3054, loss: 2.3054, grad_norm: 1.1849, top1_acc/aux0: 0.4123, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.4715, loss/aux0: 2.4715 2020-10-22 15:58:56,822 - mmaction - INFO - Epoch [85][140/264] lr: 3.407e-01, eta: 23:18:16, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4450, top5_acc: 0.7141, loss_cls: 2.3035, loss: 2.3035, grad_norm: 1.1757, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.6884, loss_cls/aux0: 2.4308, loss/aux0: 2.4308 2020-10-22 15:58:57,754 - mmaction - INFO - Epoch [85][140/264] lr: 3.407e-01, eta: 23:18:55, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.4450, top5_acc: 0.7141, loss_cls: 2.3035, loss: 2.3035, grad_norm: 1.1669, top1_acc/aux0: 0.4194, top5_acc/aux0: 0.6894, loss_cls/aux0: 2.4161, loss/aux0: 2.4161 2020-10-22 15:59:34,703 - mmaction - INFO - Epoch [85][160/264] lr: 3.407e-01, eta: 23:17:41, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4356, top5_acc: 0.7104, loss_cls: 2.2919, loss: 2.2919, grad_norm: 1.1491, top1_acc/aux0: 0.4293, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.3665, loss/aux0: 2.3665 2020-10-22 15:59:35,640 - mmaction - INFO - Epoch [85][160/264] lr: 3.407e-01, eta: 23:18:20, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4356, top5_acc: 0.7104, loss_cls: 2.2919, loss: 2.2919, grad_norm: 1.1460, top1_acc/aux0: 0.4271, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3783, loss/aux0: 2.3783 2020-10-22 16:00:12,649 - mmaction - INFO - Epoch [85][180/264] lr: 3.407e-01, eta: 23:17:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4446, top5_acc: 0.7125, loss_cls: 2.3143, loss: 2.3143, grad_norm: 1.1498, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4226, loss/aux0: 2.4226 2020-10-22 16:00:13,585 - mmaction - INFO - Epoch [85][180/264] lr: 3.407e-01, eta: 23:17:43, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4446, top5_acc: 0.7125, loss_cls: 2.3143, loss: 2.3143, grad_norm: 1.1495, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.6844, loss_cls/aux0: 2.4122, loss/aux0: 2.4122 2020-10-22 16:00:50,323 - mmaction - INFO - Epoch [85][200/264] lr: 3.407e-01, eta: 23:16:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4493, top5_acc: 0.7019, loss_cls: 2.3224, loss: 2.3224, grad_norm: 1.1359, top1_acc/aux0: 0.4203, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4017, loss/aux0: 2.4017 2020-10-22 16:00:51,261 - mmaction - INFO - Epoch [85][200/264] lr: 3.407e-01, eta: 23:17:07, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4493, top5_acc: 0.7019, loss_cls: 2.3224, loss: 2.3224, grad_norm: 1.1346, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.3955, loss/aux0: 2.3955 2020-10-22 16:01:28,243 - mmaction - INFO - Epoch [85][220/264] lr: 3.407e-01, eta: 23:15:54, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4470, top5_acc: 0.7170, loss_cls: 2.2873, loss: 2.2873, grad_norm: 1.1578, top1_acc/aux0: 0.4097, top5_acc/aux0: 0.6800, loss_cls/aux0: 2.4764, loss/aux0: 2.4764 2020-10-22 16:01:29,169 - mmaction - INFO - Epoch [85][220/264] lr: 3.407e-01, eta: 23:16:32, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.4470, top5_acc: 0.7170, loss_cls: 2.2873, loss: 2.2873, grad_norm: 1.1560, top1_acc/aux0: 0.4043, top5_acc/aux0: 0.6771, loss_cls/aux0: 2.4915, loss/aux0: 2.4915 2020-10-22 16:02:05,956 - mmaction - INFO - Epoch [85][240/264] lr: 3.407e-01, eta: 23:15:18, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7168, loss_cls: 2.2854, loss: 2.2854, grad_norm: 1.1775, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3782, loss/aux0: 2.3782 2020-10-22 16:02:06,897 - mmaction - INFO - Epoch [85][240/264] lr: 3.407e-01, eta: 23:15:56, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7168, loss_cls: 2.2854, loss: 2.2854, grad_norm: 1.1755, top1_acc/aux0: 0.4321, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3714, loss/aux0: 2.3714 2020-10-22 16:02:43,455 - mmaction - INFO - Epoch [85][260/264] lr: 3.407e-01, eta: 23:14:42, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4337, top5_acc: 0.7137, loss_cls: 2.2956, loss: 2.2956, grad_norm: 1.1660, top1_acc/aux0: 0.4158, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4075, loss/aux0: 2.4075 2020-10-22 16:02:44,397 - mmaction - INFO - Epoch [85][260/264] lr: 3.407e-01, eta: 23:15:19, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4337, top5_acc: 0.7137, loss_cls: 2.2956, loss: 2.2956, grad_norm: 1.1670, top1_acc/aux0: 0.4155, top5_acc/aux0: 0.6863, loss_cls/aux0: 2.4138, loss/aux0: 2.4138 2020-10-22 16:08:57,774 - mmaction - INFO - Epoch [86][20/264] lr: 3.383e-01, eta: 23:13:43, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4420, top5_acc: 0.7168, loss_cls: 2.2779, loss: 2.2779, grad_norm: 1.1462, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.4116, loss/aux0: 2.4116 2020-10-22 16:08:58,720 - mmaction - INFO - Epoch [86][20/264] lr: 3.383e-01, eta: 23:14:20, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4420, top5_acc: 0.7168, loss_cls: 2.2779, loss: 2.2779, grad_norm: 1.1477, top1_acc/aux0: 0.4210, top5_acc/aux0: 0.6851, loss_cls/aux0: 2.4206, loss/aux0: 2.4206 2020-10-22 16:09:35,261 - mmaction - INFO - Epoch [86][40/264] lr: 3.383e-01, eta: 23:13:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4543, top5_acc: 0.7181, loss_cls: 2.2547, loss: 2.2547, grad_norm: 1.1924, top1_acc/aux0: 0.4189, top5_acc/aux0: 0.6889, loss_cls/aux0: 2.4114, loss/aux0: 2.4114 2020-10-22 16:09:36,204 - mmaction - INFO - Epoch [86][40/264] lr: 3.383e-01, eta: 23:13:43, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4543, top5_acc: 0.7181, loss_cls: 2.2547, loss: 2.2547, grad_norm: 1.1962, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.6892, loss_cls/aux0: 2.4100, loss/aux0: 2.4100 2020-10-22 16:10:12,697 - mmaction - INFO - Epoch [86][60/264] lr: 3.383e-01, eta: 23:12:29, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7168, loss_cls: 2.2678, loss: 2.2678, grad_norm: 1.1837, top1_acc/aux0: 0.4108, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4400, loss/aux0: 2.4400 2020-10-22 16:10:13,626 - mmaction - INFO - Epoch [86][60/264] lr: 3.383e-01, eta: 23:13:07, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7168, loss_cls: 2.2678, loss: 2.2678, grad_norm: 1.1801, top1_acc/aux0: 0.4127, top5_acc/aux0: 0.6873, loss_cls/aux0: 2.4372, loss/aux0: 2.4372 2020-10-22 16:10:50,350 - mmaction - INFO - Epoch [86][80/264] lr: 3.383e-01, eta: 23:11:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7076, loss_cls: 2.2998, loss: 2.2998, grad_norm: 1.1645, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4246, loss/aux0: 2.4246 2020-10-22 16:10:51,289 - mmaction - INFO - Epoch [86][80/264] lr: 3.383e-01, eta: 23:12:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7076, loss_cls: 2.2998, loss: 2.2998, grad_norm: 1.1632, top1_acc/aux0: 0.4170, top5_acc/aux0: 0.6873, loss_cls/aux0: 2.4140, loss/aux0: 2.4140 2020-10-22 16:11:28,321 - mmaction - INFO - Epoch [86][100/264] lr: 3.383e-01, eta: 23:11:17, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4361, top5_acc: 0.7043, loss_cls: 2.3510, loss: 2.3510, grad_norm: 1.2025, top1_acc/aux0: 0.4200, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4038, loss/aux0: 2.4038 2020-10-22 16:11:29,245 - mmaction - INFO - Epoch [86][100/264] lr: 3.383e-01, eta: 23:11:55, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4361, top5_acc: 0.7043, loss_cls: 2.3510, loss: 2.3510, grad_norm: 1.2024, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.6842, loss_cls/aux0: 2.4149, loss/aux0: 2.4149 2020-10-22 16:12:05,889 - mmaction - INFO - Epoch [86][120/264] lr: 3.383e-01, eta: 23:10:41, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7040, loss_cls: 2.3272, loss: 2.3272, grad_norm: 1.1740, top1_acc/aux0: 0.4160, top5_acc/aux0: 0.6931, loss_cls/aux0: 2.4321, loss/aux0: 2.4321 2020-10-22 16:12:06,832 - mmaction - INFO - Epoch [86][120/264] lr: 3.383e-01, eta: 23:11:19, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7040, loss_cls: 2.3272, loss: 2.3272, grad_norm: 1.1764, top1_acc/aux0: 0.4184, top5_acc/aux0: 0.6957, loss_cls/aux0: 2.4221, loss/aux0: 2.4221 2020-10-22 16:12:43,485 - mmaction - INFO - Epoch [86][140/264] lr: 3.383e-01, eta: 23:10:05, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4488, top5_acc: 0.7179, loss_cls: 2.2791, loss: 2.2791, grad_norm: 1.1617, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7009, loss_cls/aux0: 2.3698, loss/aux0: 2.3698 2020-10-22 16:12:44,417 - mmaction - INFO - Epoch [86][140/264] lr: 3.383e-01, eta: 23:10:43, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4488, top5_acc: 0.7179, loss_cls: 2.2791, loss: 2.2791, grad_norm: 1.1615, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.6983, loss_cls/aux0: 2.3774, loss/aux0: 2.3774 2020-10-22 16:13:21,654 - mmaction - INFO - Epoch [86][160/264] lr: 3.383e-01, eta: 23:09:30, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4554, top5_acc: 0.7113, loss_cls: 2.2601, loss: 2.2601, grad_norm: 1.1602, top1_acc/aux0: 0.4125, top5_acc/aux0: 0.6884, loss_cls/aux0: 2.4308, loss/aux0: 2.4308 2020-10-22 16:13:22,597 - mmaction - INFO - Epoch [86][160/264] lr: 3.383e-01, eta: 23:10:08, time: 0.958, data_time: 0.002, memory: 8466, top1_acc: 0.4554, top5_acc: 0.7113, loss_cls: 2.2601, loss: 2.2601, grad_norm: 1.1563, top1_acc/aux0: 0.4104, top5_acc/aux0: 0.6887, loss_cls/aux0: 2.4324, loss/aux0: 2.4324 2020-10-22 16:13:59,298 - mmaction - INFO - Epoch [86][180/264] lr: 3.383e-01, eta: 23:08:55, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7229, loss_cls: 2.2652, loss: 2.2652, grad_norm: 1.1568, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.4703, loss/aux0: 2.4703 2020-10-22 16:14:00,231 - mmaction - INFO - Epoch [86][180/264] lr: 3.383e-01, eta: 23:09:33, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7229, loss_cls: 2.2652, loss: 2.2652, grad_norm: 1.1601, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6776, loss_cls/aux0: 2.4709, loss/aux0: 2.4709 2020-10-22 16:14:37,017 - mmaction - INFO - Epoch [86][200/264] lr: 3.383e-01, eta: 23:08:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4356, top5_acc: 0.7132, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.1508, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.4485, loss/aux0: 2.4485 2020-10-22 16:14:38,000 - mmaction - INFO - Epoch [86][200/264] lr: 3.383e-01, eta: 23:08:57, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4356, top5_acc: 0.7132, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.1472, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6861, loss_cls/aux0: 2.4368, loss/aux0: 2.4368 2020-10-22 16:15:14,961 - mmaction - INFO - Epoch [86][220/264] lr: 3.383e-01, eta: 23:07:44, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4550, top5_acc: 0.7142, loss_cls: 2.2664, loss: 2.2664, grad_norm: 1.1680, top1_acc/aux0: 0.4300, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.3775, loss/aux0: 2.3775 2020-10-22 16:15:15,926 - mmaction - INFO - Epoch [86][220/264] lr: 3.383e-01, eta: 23:08:21, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4550, top5_acc: 0.7142, loss_cls: 2.2664, loss: 2.2664, grad_norm: 1.1716, top1_acc/aux0: 0.4295, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.3850, loss/aux0: 2.3850 2020-10-22 16:15:52,494 - mmaction - INFO - Epoch [86][240/264] lr: 3.383e-01, eta: 23:07:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4384, top5_acc: 0.6998, loss_cls: 2.3436, loss: 2.3436, grad_norm: 1.1559, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6823, loss_cls/aux0: 2.4788, loss/aux0: 2.4788 2020-10-22 16:15:53,442 - mmaction - INFO - Epoch [86][240/264] lr: 3.383e-01, eta: 23:07:45, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4384, top5_acc: 0.6998, loss_cls: 2.3436, loss: 2.3436, grad_norm: 1.1558, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4865, loss/aux0: 2.4865 2020-10-22 16:16:29,991 - mmaction - INFO - Epoch [86][260/264] lr: 3.383e-01, eta: 23:06:31, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4444, top5_acc: 0.7054, loss_cls: 2.3096, loss: 2.3096, grad_norm: 1.1571, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6741, loss_cls/aux0: 2.4954, loss/aux0: 2.4954 2020-10-22 16:16:30,934 - mmaction - INFO - Epoch [86][260/264] lr: 3.383e-01, eta: 23:07:08, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4444, top5_acc: 0.7054, loss_cls: 2.3096, loss: 2.3096, grad_norm: 1.1562, top1_acc/aux0: 0.3970, top5_acc/aux0: 0.6757, loss_cls/aux0: 2.4848, loss/aux0: 2.4848 2020-10-22 16:22:08,291 - mmaction - INFO - Epoch [87][20/264] lr: 3.359e-01, eta: 23:05:32, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7245, loss_cls: 2.2576, loss: 2.2576, grad_norm: 1.1498, top1_acc/aux0: 0.4220, top5_acc/aux0: 0.6939, loss_cls/aux0: 2.3858, loss/aux0: 2.3858 2020-10-22 16:22:09,237 - mmaction - INFO - Epoch [87][20/264] lr: 3.359e-01, eta: 23:06:08, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7245, loss_cls: 2.2576, loss: 2.2576, grad_norm: 1.1535, top1_acc/aux0: 0.4220, top5_acc/aux0: 0.6929, loss_cls/aux0: 2.3893, loss/aux0: 2.3893 2020-10-22 16:22:45,725 - mmaction - INFO - Epoch [87][40/264] lr: 3.359e-01, eta: 23:04:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7189, loss_cls: 2.2488, loss: 2.2488, grad_norm: 1.1806, top1_acc/aux0: 0.4231, top5_acc/aux0: 0.6901, loss_cls/aux0: 2.3953, loss/aux0: 2.3953 2020-10-22 16:22:46,661 - mmaction - INFO - Epoch [87][40/264] lr: 3.359e-01, eta: 23:05:32, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7189, loss_cls: 2.2488, loss: 2.2488, grad_norm: 1.1863, top1_acc/aux0: 0.4217, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.3982, loss/aux0: 2.3982 2020-10-22 16:23:23,139 - mmaction - INFO - Epoch [87][60/264] lr: 3.359e-01, eta: 23:04:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4472, top5_acc: 0.7153, loss_cls: 2.2635, loss: 2.2635, grad_norm: 1.1776, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.7038, loss_cls/aux0: 2.3658, loss/aux0: 2.3658 2020-10-22 16:23:24,089 - mmaction - INFO - Epoch [87][60/264] lr: 3.359e-01, eta: 23:04:56, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4472, top5_acc: 0.7153, loss_cls: 2.2635, loss: 2.2635, grad_norm: 1.1827, top1_acc/aux0: 0.4304, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3617, loss/aux0: 2.3617 2020-10-22 16:24:00,907 - mmaction - INFO - Epoch [87][80/264] lr: 3.359e-01, eta: 23:03:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4429, top5_acc: 0.7233, loss_cls: 2.2478, loss: 2.2478, grad_norm: 1.1736, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6842, loss_cls/aux0: 2.4248, loss/aux0: 2.4248 2020-10-22 16:24:01,854 - mmaction - INFO - Epoch [87][80/264] lr: 3.359e-01, eta: 23:04:20, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4429, top5_acc: 0.7233, loss_cls: 2.2478, loss: 2.2478, grad_norm: 1.1711, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4197, loss/aux0: 2.4197 2020-10-22 16:24:38,474 - mmaction - INFO - Epoch [87][100/264] lr: 3.359e-01, eta: 23:03:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7134, loss_cls: 2.2993, loss: 2.2993, grad_norm: 1.1895, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.7038, loss_cls/aux0: 2.3977, loss/aux0: 2.3977 2020-10-22 16:24:39,457 - mmaction - INFO - Epoch [87][100/264] lr: 3.359e-01, eta: 23:03:44, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7134, loss_cls: 2.2993, loss: 2.2993, grad_norm: 1.1937, top1_acc/aux0: 0.4161, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.4070, loss/aux0: 2.4070 2020-10-22 16:25:16,356 - mmaction - INFO - Epoch [87][120/264] lr: 3.359e-01, eta: 23:02:32, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7078, loss_cls: 2.2748, loss: 2.2748, grad_norm: 1.1781, top1_acc/aux0: 0.4233, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.3639, loss/aux0: 2.3639 2020-10-22 16:25:17,333 - mmaction - INFO - Epoch [87][120/264] lr: 3.359e-01, eta: 23:03:09, time: 0.955, data_time: 0.002, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7078, loss_cls: 2.2748, loss: 2.2748, grad_norm: 1.1765, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.6944, loss_cls/aux0: 2.3669, loss/aux0: 2.3669 2020-10-22 16:25:54,054 - mmaction - INFO - Epoch [87][140/264] lr: 3.359e-01, eta: 23:01:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4611, top5_acc: 0.7253, loss_cls: 2.2501, loss: 2.2501, grad_norm: 1.1943, top1_acc/aux0: 0.4236, top5_acc/aux0: 0.6780, loss_cls/aux0: 2.4618, loss/aux0: 2.4618 2020-10-22 16:25:54,985 - mmaction - INFO - Epoch [87][140/264] lr: 3.359e-01, eta: 23:02:33, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4611, top5_acc: 0.7253, loss_cls: 2.2501, loss: 2.2501, grad_norm: 1.1922, top1_acc/aux0: 0.4236, top5_acc/aux0: 0.6816, loss_cls/aux0: 2.4552, loss/aux0: 2.4552 2020-10-22 16:26:31,695 - mmaction - INFO - Epoch [87][160/264] lr: 3.359e-01, eta: 23:01:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7186, loss_cls: 2.2707, loss: 2.2707, grad_norm: 1.1585, top1_acc/aux0: 0.4153, top5_acc/aux0: 0.6847, loss_cls/aux0: 2.4548, loss/aux0: 2.4548 2020-10-22 16:26:32,741 - mmaction - INFO - Epoch [87][160/264] lr: 3.359e-01, eta: 23:01:57, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7186, loss_cls: 2.2707, loss: 2.2707, grad_norm: 1.1560, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6845, loss_cls/aux0: 2.4459, loss/aux0: 2.4459 2020-10-22 16:27:09,571 - mmaction - INFO - Epoch [87][180/264] lr: 3.359e-01, eta: 23:00:44, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4405, top5_acc: 0.7038, loss_cls: 2.3441, loss: 2.3441, grad_norm: 1.1788, top1_acc/aux0: 0.4095, top5_acc/aux0: 0.6894, loss_cls/aux0: 2.4517, loss/aux0: 2.4517 2020-10-22 16:27:10,550 - mmaction - INFO - Epoch [87][180/264] lr: 3.359e-01, eta: 23:01:21, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4405, top5_acc: 0.7038, loss_cls: 2.3441, loss: 2.3441, grad_norm: 1.1749, top1_acc/aux0: 0.4113, top5_acc/aux0: 0.6899, loss_cls/aux0: 2.4502, loss/aux0: 2.4502 2020-10-22 16:27:47,077 - mmaction - INFO - Epoch [87][200/264] lr: 3.359e-01, eta: 23:00:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7132, loss_cls: 2.2655, loss: 2.2655, grad_norm: 1.1859, top1_acc/aux0: 0.4243, top5_acc/aux0: 0.6877, loss_cls/aux0: 2.4126, loss/aux0: 2.4126 2020-10-22 16:27:48,043 - mmaction - INFO - Epoch [87][200/264] lr: 3.359e-01, eta: 23:00:45, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7132, loss_cls: 2.2655, loss: 2.2655, grad_norm: 1.1819, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4192, loss/aux0: 2.4192 2020-10-22 16:28:24,918 - mmaction - INFO - Epoch [87][220/264] lr: 3.359e-01, eta: 22:59:32, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4498, top5_acc: 0.7226, loss_cls: 2.2626, loss: 2.2626, grad_norm: 1.1886, top1_acc/aux0: 0.4212, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4167, loss/aux0: 2.4167 2020-10-22 16:28:25,862 - mmaction - INFO - Epoch [87][220/264] lr: 3.359e-01, eta: 23:00:09, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4498, top5_acc: 0.7226, loss_cls: 2.2626, loss: 2.2626, grad_norm: 1.1910, top1_acc/aux0: 0.4200, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4233, loss/aux0: 2.4233 2020-10-22 16:29:02,420 - mmaction - INFO - Epoch [87][240/264] lr: 3.359e-01, eta: 22:58:56, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7257, loss_cls: 2.2606, loss: 2.2606, grad_norm: 1.1865, top1_acc/aux0: 0.4198, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.4063, loss/aux0: 2.4063 2020-10-22 16:29:03,359 - mmaction - INFO - Epoch [87][240/264] lr: 3.359e-01, eta: 22:59:32, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7257, loss_cls: 2.2606, loss: 2.2606, grad_norm: 1.1846, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.4047, loss/aux0: 2.4047 2020-10-22 16:29:39,895 - mmaction - INFO - Epoch [87][260/264] lr: 3.359e-01, eta: 22:58:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4436, top5_acc: 0.7161, loss_cls: 2.2769, loss: 2.2769, grad_norm: 1.1646, top1_acc/aux0: 0.4205, top5_acc/aux0: 0.6892, loss_cls/aux0: 2.4338, loss/aux0: 2.4338 2020-10-22 16:29:40,814 - mmaction - INFO - Epoch [87][260/264] lr: 3.359e-01, eta: 22:58:55, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4436, top5_acc: 0.7161, loss_cls: 2.2769, loss: 2.2769, grad_norm: 1.1634, top1_acc/aux0: 0.4217, top5_acc/aux0: 0.6889, loss_cls/aux0: 2.4295, loss/aux0: 2.4295 2020-10-22 16:35:39,680 - mmaction - INFO - Epoch [88][20/264] lr: 3.335e-01, eta: 22:57:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4514, top5_acc: 0.7153, loss_cls: 2.2753, loss: 2.2753, grad_norm: 1.1693, top1_acc/aux0: 0.4211, top5_acc/aux0: 0.6890, loss_cls/aux0: 2.4171, loss/aux0: 2.4171 2020-10-22 16:35:40,646 - mmaction - INFO - Epoch [88][20/264] lr: 3.335e-01, eta: 22:57:57, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.4514, top5_acc: 0.7153, loss_cls: 2.2753, loss: 2.2753, grad_norm: 1.1669, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.4088, loss/aux0: 2.4088 2020-10-22 16:36:16,977 - mmaction - INFO - Epoch [88][40/264] lr: 3.335e-01, eta: 22:56:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7116, loss_cls: 2.2818, loss: 2.2818, grad_norm: 1.1754, top1_acc/aux0: 0.4179, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4340, loss/aux0: 2.4340 2020-10-22 16:36:17,929 - mmaction - INFO - Epoch [88][40/264] lr: 3.335e-01, eta: 22:57:20, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7116, loss_cls: 2.2818, loss: 2.2818, grad_norm: 1.1778, top1_acc/aux0: 0.4160, top5_acc/aux0: 0.6780, loss_cls/aux0: 2.4509, loss/aux0: 2.4509 2020-10-22 16:36:54,620 - mmaction - INFO - Epoch [88][60/264] lr: 3.335e-01, eta: 22:56:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4434, top5_acc: 0.7189, loss_cls: 2.2984, loss: 2.2984, grad_norm: 1.1566, top1_acc/aux0: 0.4304, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.3926, loss/aux0: 2.3926 2020-10-22 16:36:55,542 - mmaction - INFO - Epoch [88][60/264] lr: 3.335e-01, eta: 22:56:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4434, top5_acc: 0.7189, loss_cls: 2.2984, loss: 2.2984, grad_norm: 1.1581, top1_acc/aux0: 0.4309, top5_acc/aux0: 0.6958, loss_cls/aux0: 2.3829, loss/aux0: 2.3829 2020-10-22 16:37:32,314 - mmaction - INFO - Epoch [88][80/264] lr: 3.335e-01, eta: 22:55:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4512, top5_acc: 0.7170, loss_cls: 2.2547, loss: 2.2547, grad_norm: 1.1485, top1_acc/aux0: 0.4316, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.3960, loss/aux0: 2.3960 2020-10-22 16:37:33,245 - mmaction - INFO - Epoch [88][80/264] lr: 3.335e-01, eta: 22:56:08, time: 0.942, data_time: 0.005, memory: 8466, top1_acc: 0.4512, top5_acc: 0.7170, loss_cls: 2.2547, loss: 2.2547, grad_norm: 1.1483, top1_acc/aux0: 0.4335, top5_acc/aux0: 0.6882, loss_cls/aux0: 2.3950, loss/aux0: 2.3950 2020-10-22 16:38:10,119 - mmaction - INFO - Epoch [88][100/264] lr: 3.335e-01, eta: 22:54:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4533, top5_acc: 0.7139, loss_cls: 2.2526, loss: 2.2526, grad_norm: 1.1748, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.4040, loss/aux0: 2.4040 2020-10-22 16:38:11,063 - mmaction - INFO - Epoch [88][100/264] lr: 3.335e-01, eta: 22:55:32, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4533, top5_acc: 0.7139, loss_cls: 2.2526, loss: 2.2526, grad_norm: 1.1768, top1_acc/aux0: 0.4280, top5_acc/aux0: 0.6915, loss_cls/aux0: 2.3956, loss/aux0: 2.3956 2020-10-22 16:38:47,684 - mmaction - INFO - Epoch [88][120/264] lr: 3.335e-01, eta: 22:54:20, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4517, top5_acc: 0.7095, loss_cls: 2.3072, loss: 2.3072, grad_norm: 1.1408, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4114, loss/aux0: 2.4114 2020-10-22 16:38:48,624 - mmaction - INFO - Epoch [88][120/264] lr: 3.335e-01, eta: 22:54:56, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4517, top5_acc: 0.7095, loss_cls: 2.3072, loss: 2.3072, grad_norm: 1.1434, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.6863, loss_cls/aux0: 2.4091, loss/aux0: 2.4091 2020-10-22 16:39:25,294 - mmaction - INFO - Epoch [88][140/264] lr: 3.335e-01, eta: 22:53:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7116, loss_cls: 2.2799, loss: 2.2799, grad_norm: 1.2087, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.6939, loss_cls/aux0: 2.3865, loss/aux0: 2.3865 2020-10-22 16:39:26,238 - mmaction - INFO - Epoch [88][140/264] lr: 3.335e-01, eta: 22:54:20, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7116, loss_cls: 2.2799, loss: 2.2799, grad_norm: 1.2073, top1_acc/aux0: 0.4257, top5_acc/aux0: 0.6906, loss_cls/aux0: 2.3931, loss/aux0: 2.3931 2020-10-22 16:40:02,898 - mmaction - INFO - Epoch [88][160/264] lr: 3.335e-01, eta: 22:53:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4467, top5_acc: 0.7234, loss_cls: 2.2777, loss: 2.2777, grad_norm: 1.1868, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.6910, loss_cls/aux0: 2.4236, loss/aux0: 2.4236 2020-10-22 16:40:03,911 - mmaction - INFO - Epoch [88][160/264] lr: 3.335e-01, eta: 22:53:44, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4467, top5_acc: 0.7234, loss_cls: 2.2777, loss: 2.2777, grad_norm: 1.1795, top1_acc/aux0: 0.4184, top5_acc/aux0: 0.6910, loss_cls/aux0: 2.4275, loss/aux0: 2.4275 2020-10-22 16:40:40,629 - mmaction - INFO - Epoch [88][180/264] lr: 3.335e-01, eta: 22:52:31, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4535, top5_acc: 0.7224, loss_cls: 2.2570, loss: 2.2570, grad_norm: 1.1616, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4374, loss/aux0: 2.4374 2020-10-22 16:40:41,566 - mmaction - INFO - Epoch [88][180/264] lr: 3.335e-01, eta: 22:53:08, time: 0.939, data_time: 0.005, memory: 8466, top1_acc: 0.4535, top5_acc: 0.7224, loss_cls: 2.2570, loss: 2.2570, grad_norm: 1.1648, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6802, loss_cls/aux0: 2.4421, loss/aux0: 2.4421 2020-10-22 16:41:18,018 - mmaction - INFO - Epoch [88][200/264] lr: 3.335e-01, eta: 22:51:55, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7142, loss_cls: 2.2814, loss: 2.2814, grad_norm: 1.1807, top1_acc/aux0: 0.4111, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5036, loss/aux0: 2.5036 2020-10-22 16:41:18,951 - mmaction - INFO - Epoch [88][200/264] lr: 3.335e-01, eta: 22:52:31, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7142, loss_cls: 2.2814, loss: 2.2814, grad_norm: 1.1818, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6738, loss_cls/aux0: 2.5087, loss/aux0: 2.5087 2020-10-22 16:41:55,710 - mmaction - INFO - Epoch [88][220/264] lr: 3.335e-01, eta: 22:51:19, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4444, top5_acc: 0.6972, loss_cls: 2.3288, loss: 2.3288, grad_norm: 1.1466, top1_acc/aux0: 0.4205, top5_acc/aux0: 0.6887, loss_cls/aux0: 2.4104, loss/aux0: 2.4104 2020-10-22 16:41:56,646 - mmaction - INFO - Epoch [88][220/264] lr: 3.335e-01, eta: 22:51:54, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4444, top5_acc: 0.6972, loss_cls: 2.3288, loss: 2.3288, grad_norm: 1.1487, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.6851, loss_cls/aux0: 2.4100, loss/aux0: 2.4100 2020-10-22 16:42:33,398 - mmaction - INFO - Epoch [88][240/264] lr: 3.335e-01, eta: 22:50:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7127, loss_cls: 2.3114, loss: 2.3114, grad_norm: 1.1871, top1_acc/aux0: 0.4309, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.3686, loss/aux0: 2.3686 2020-10-22 16:42:34,349 - mmaction - INFO - Epoch [88][240/264] lr: 3.335e-01, eta: 22:51:18, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7127, loss_cls: 2.3114, loss: 2.3114, grad_norm: 1.1855, top1_acc/aux0: 0.4316, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.3560, loss/aux0: 2.3560 2020-10-22 16:43:10,964 - mmaction - INFO - Epoch [88][260/264] lr: 3.335e-01, eta: 22:50:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4575, top5_acc: 0.7132, loss_cls: 2.2653, loss: 2.2653, grad_norm: 1.1799, top1_acc/aux0: 0.4267, top5_acc/aux0: 0.6944, loss_cls/aux0: 2.3940, loss/aux0: 2.3940 2020-10-22 16:43:11,888 - mmaction - INFO - Epoch [88][260/264] lr: 3.335e-01, eta: 22:50:42, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4575, top5_acc: 0.7132, loss_cls: 2.2653, loss: 2.2653, grad_norm: 1.1771, top1_acc/aux0: 0.4295, top5_acc/aux0: 0.6934, loss_cls/aux0: 2.3921, loss/aux0: 2.3921 2020-10-22 16:45:02,259 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-22 16:46:38,837 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 16:46:38,957 - mmaction - INFO - top1_acc 0.5401 top5_acc 0.8022 2020-10-22 16:46:38,958 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 16:46:38,978 - mmaction - INFO - mean_acc 0.5408 2020-10-22 16:46:38,978 - mmaction - INFO - Now best checkpoint is epoch_88.pth 2020-10-22 16:46:38,985 - mmaction - INFO - Epoch(val) [88][264] top1_acc: 0.5401, top5_acc: 0.8022, mean_class_accuracy: 0.5408 2020-10-22 16:50:47,244 - mmaction - INFO - Epoch [89][20/264] lr: 3.311e-01, eta: 22:49:08, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4611, top5_acc: 0.7224, loss_cls: 2.2404, loss: 2.2404, grad_norm: 1.1792, top1_acc/aux0: 0.4139, top5_acc/aux0: 0.6930, loss_cls/aux0: 2.4537, loss/aux0: 2.4537 2020-10-22 16:50:48,201 - mmaction - INFO - Epoch [89][20/264] lr: 3.311e-01, eta: 22:49:43, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.4611, top5_acc: 0.7224, loss_cls: 2.2404, loss: 2.2404, grad_norm: 1.1786, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4548, loss/aux0: 2.4548 2020-10-22 16:51:24,485 - mmaction - INFO - Epoch [89][40/264] lr: 3.311e-01, eta: 22:48:31, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4538, top5_acc: 0.7172, loss_cls: 2.2759, loss: 2.2759, grad_norm: 1.1730, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6856, loss_cls/aux0: 2.4263, loss/aux0: 2.4263 2020-10-22 16:51:25,430 - mmaction - INFO - Epoch [89][40/264] lr: 3.311e-01, eta: 22:49:06, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4538, top5_acc: 0.7172, loss_cls: 2.2759, loss: 2.2759, grad_norm: 1.1772, top1_acc/aux0: 0.4155, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4202, loss/aux0: 2.4202 2020-10-22 16:52:01,943 - mmaction - INFO - Epoch [89][60/264] lr: 3.311e-01, eta: 22:47:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4561, top5_acc: 0.7184, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.1795, top1_acc/aux0: 0.4144, top5_acc/aux0: 0.6821, loss_cls/aux0: 2.4385, loss/aux0: 2.4385 2020-10-22 16:52:02,887 - mmaction - INFO - Epoch [89][60/264] lr: 3.311e-01, eta: 22:48:30, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4561, top5_acc: 0.7184, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.1737, top1_acc/aux0: 0.4161, top5_acc/aux0: 0.6837, loss_cls/aux0: 2.4289, loss/aux0: 2.4289 2020-10-22 16:52:39,575 - mmaction - INFO - Epoch [89][80/264] lr: 3.311e-01, eta: 22:47:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4566, top5_acc: 0.7141, loss_cls: 2.2765, loss: 2.2765, grad_norm: 1.1843, top1_acc/aux0: 0.4293, top5_acc/aux0: 0.6993, loss_cls/aux0: 2.3701, loss/aux0: 2.3701 2020-10-22 16:52:40,510 - mmaction - INFO - Epoch [89][80/264] lr: 3.311e-01, eta: 22:47:54, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4566, top5_acc: 0.7141, loss_cls: 2.2765, loss: 2.2765, grad_norm: 1.1842, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.6941, loss_cls/aux0: 2.3905, loss/aux0: 2.3905 2020-10-22 16:53:17,252 - mmaction - INFO - Epoch [89][100/264] lr: 3.311e-01, eta: 22:46:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4429, top5_acc: 0.7028, loss_cls: 2.3156, loss: 2.3156, grad_norm: 1.1735, top1_acc/aux0: 0.4158, top5_acc/aux0: 0.6882, loss_cls/aux0: 2.4475, loss/aux0: 2.4475 2020-10-22 16:53:18,240 - mmaction - INFO - Epoch [89][100/264] lr: 3.311e-01, eta: 22:47:18, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4429, top5_acc: 0.7028, loss_cls: 2.3156, loss: 2.3156, grad_norm: 1.1776, top1_acc/aux0: 0.4167, top5_acc/aux0: 0.6913, loss_cls/aux0: 2.4486, loss/aux0: 2.4486 2020-10-22 16:53:54,999 - mmaction - INFO - Epoch [89][120/264] lr: 3.311e-01, eta: 22:46:06, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4462, top5_acc: 0.7186, loss_cls: 2.2820, loss: 2.2820, grad_norm: 1.1970, top1_acc/aux0: 0.4273, top5_acc/aux0: 0.6957, loss_cls/aux0: 2.4015, loss/aux0: 2.4015 2020-10-22 16:53:55,929 - mmaction - INFO - Epoch [89][120/264] lr: 3.311e-01, eta: 22:46:42, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4462, top5_acc: 0.7186, loss_cls: 2.2820, loss: 2.2820, grad_norm: 1.1989, top1_acc/aux0: 0.4280, top5_acc/aux0: 0.6955, loss_cls/aux0: 2.3976, loss/aux0: 2.3976 2020-10-22 16:54:32,829 - mmaction - INFO - Epoch [89][140/264] lr: 3.311e-01, eta: 22:45:31, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7300, loss_cls: 2.2071, loss: 2.2071, grad_norm: 1.1843, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.6837, loss_cls/aux0: 2.4371, loss/aux0: 2.4371 2020-10-22 16:54:33,768 - mmaction - INFO - Epoch [89][140/264] lr: 3.311e-01, eta: 22:46:07, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7300, loss_cls: 2.2071, loss: 2.2071, grad_norm: 1.1899, top1_acc/aux0: 0.4205, top5_acc/aux0: 0.6821, loss_cls/aux0: 2.4387, loss/aux0: 2.4387 2020-10-22 16:55:10,679 - mmaction - INFO - Epoch [89][160/264] lr: 3.311e-01, eta: 22:44:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4361, top5_acc: 0.7036, loss_cls: 2.3221, loss: 2.3221, grad_norm: 1.1903, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.6882, loss_cls/aux0: 2.4304, loss/aux0: 2.4304 2020-10-22 16:55:11,621 - mmaction - INFO - Epoch [89][160/264] lr: 3.311e-01, eta: 22:45:30, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4361, top5_acc: 0.7036, loss_cls: 2.3221, loss: 2.3221, grad_norm: 1.1931, top1_acc/aux0: 0.4194, top5_acc/aux0: 0.6887, loss_cls/aux0: 2.4300, loss/aux0: 2.4300 2020-10-22 16:55:48,641 - mmaction - INFO - Epoch [89][180/264] lr: 3.311e-01, eta: 22:44:19, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4519, top5_acc: 0.7203, loss_cls: 2.2844, loss: 2.2844, grad_norm: 1.1800, top1_acc/aux0: 0.4264, top5_acc/aux0: 0.6873, loss_cls/aux0: 2.4284, loss/aux0: 2.4284 2020-10-22 16:55:49,583 - mmaction - INFO - Epoch [89][180/264] lr: 3.311e-01, eta: 22:44:55, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4519, top5_acc: 0.7203, loss_cls: 2.2844, loss: 2.2844, grad_norm: 1.1823, top1_acc/aux0: 0.4280, top5_acc/aux0: 0.6892, loss_cls/aux0: 2.4164, loss/aux0: 2.4164 2020-10-22 16:56:26,436 - mmaction - INFO - Epoch [89][200/264] lr: 3.311e-01, eta: 22:43:43, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7090, loss_cls: 2.2954, loss: 2.2954, grad_norm: 1.1793, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.6944, loss_cls/aux0: 2.3730, loss/aux0: 2.3730 2020-10-22 16:56:27,386 - mmaction - INFO - Epoch [89][200/264] lr: 3.311e-01, eta: 22:44:19, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7090, loss_cls: 2.2954, loss: 2.2954, grad_norm: 1.1753, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.3714, loss/aux0: 2.3714 2020-10-22 16:57:04,334 - mmaction - INFO - Epoch [89][220/264] lr: 3.311e-01, eta: 22:43:08, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4389, top5_acc: 0.7080, loss_cls: 2.3308, loss: 2.3308, grad_norm: 1.1528, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7059, loss_cls/aux0: 2.3492, loss/aux0: 2.3492 2020-10-22 16:57:05,293 - mmaction - INFO - Epoch [89][220/264] lr: 3.311e-01, eta: 22:43:43, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.4389, top5_acc: 0.7080, loss_cls: 2.3308, loss: 2.3308, grad_norm: 1.1535, top1_acc/aux0: 0.4366, top5_acc/aux0: 0.7038, loss_cls/aux0: 2.3528, loss/aux0: 2.3528 2020-10-22 16:57:42,145 - mmaction - INFO - Epoch [89][240/264] lr: 3.311e-01, eta: 22:42:32, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4446, top5_acc: 0.7120, loss_cls: 2.3235, loss: 2.3235, grad_norm: 1.2016, top1_acc/aux0: 0.4241, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.3860, loss/aux0: 2.3860 2020-10-22 16:57:43,082 - mmaction - INFO - Epoch [89][240/264] lr: 3.311e-01, eta: 22:43:07, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4446, top5_acc: 0.7120, loss_cls: 2.3235, loss: 2.3235, grad_norm: 1.2044, top1_acc/aux0: 0.4231, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.3847, loss/aux0: 2.3847 2020-10-22 16:58:19,783 - mmaction - INFO - Epoch [89][260/264] lr: 3.311e-01, eta: 22:41:56, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4462, top5_acc: 0.7049, loss_cls: 2.3297, loss: 2.3297, grad_norm: 1.1477, top1_acc/aux0: 0.4125, top5_acc/aux0: 0.6738, loss_cls/aux0: 2.4755, loss/aux0: 2.4755 2020-10-22 16:58:20,719 - mmaction - INFO - Epoch [89][260/264] lr: 3.311e-01, eta: 22:42:32, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4462, top5_acc: 0.7049, loss_cls: 2.3297, loss: 2.3297, grad_norm: 1.1442, top1_acc/aux0: 0.4116, top5_acc/aux0: 0.6719, loss_cls/aux0: 2.4830, loss/aux0: 2.4830 2020-10-22 17:04:33,339 - mmaction - INFO - Epoch [90][20/264] lr: 3.286e-01, eta: 22:40:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4571, top5_acc: 0.7132, loss_cls: 2.2521, loss: 2.2521, grad_norm: 1.1953, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.6979, loss_cls/aux0: 2.3495, loss/aux0: 2.3495 2020-10-22 17:04:34,321 - mmaction - INFO - Epoch [90][20/264] lr: 3.286e-01, eta: 22:41:34, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.4571, top5_acc: 0.7132, loss_cls: 2.2521, loss: 2.2521, grad_norm: 1.1956, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.6955, loss_cls/aux0: 2.3547, loss/aux0: 2.3547 2020-10-22 17:05:10,504 - mmaction - INFO - Epoch [90][40/264] lr: 3.286e-01, eta: 22:40:22, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4644, top5_acc: 0.7135, loss_cls: 2.2460, loss: 2.2460, grad_norm: 1.1774, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.6889, loss_cls/aux0: 2.4195, loss/aux0: 2.4195 2020-10-22 17:05:11,437 - mmaction - INFO - Epoch [90][40/264] lr: 3.286e-01, eta: 22:40:57, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4644, top5_acc: 0.7135, loss_cls: 2.2460, loss: 2.2460, grad_norm: 1.1740, top1_acc/aux0: 0.4248, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.4147, loss/aux0: 2.4147 2020-10-22 17:05:47,902 - mmaction - INFO - Epoch [90][60/264] lr: 3.286e-01, eta: 22:39:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7184, loss_cls: 2.2664, loss: 2.2664, grad_norm: 1.1844, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.6910, loss_cls/aux0: 2.3970, loss/aux0: 2.3970 2020-10-22 17:05:48,844 - mmaction - INFO - Epoch [90][60/264] lr: 3.286e-01, eta: 22:40:21, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7184, loss_cls: 2.2664, loss: 2.2664, grad_norm: 1.1832, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.6903, loss_cls/aux0: 2.3945, loss/aux0: 2.3945 2020-10-22 17:06:25,199 - mmaction - INFO - Epoch [90][80/264] lr: 3.286e-01, eta: 22:39:09, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4575, top5_acc: 0.7167, loss_cls: 2.2724, loss: 2.2724, grad_norm: 1.1628, top1_acc/aux0: 0.4403, top5_acc/aux0: 0.6931, loss_cls/aux0: 2.3736, loss/aux0: 2.3736 2020-10-22 17:06:26,143 - mmaction - INFO - Epoch [90][80/264] lr: 3.286e-01, eta: 22:39:44, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4575, top5_acc: 0.7167, loss_cls: 2.2724, loss: 2.2724, grad_norm: 1.1607, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.6929, loss_cls/aux0: 2.3799, loss/aux0: 2.3799 2020-10-22 17:07:02,724 - mmaction - INFO - Epoch [90][100/264] lr: 3.286e-01, eta: 22:38:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4595, top5_acc: 0.7205, loss_cls: 2.2537, loss: 2.2537, grad_norm: 1.1833, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.3909, loss/aux0: 2.3909 2020-10-22 17:07:03,675 - mmaction - INFO - Epoch [90][100/264] lr: 3.286e-01, eta: 22:39:07, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4595, top5_acc: 0.7205, loss_cls: 2.2537, loss: 2.2537, grad_norm: 1.1859, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.3963, loss/aux0: 2.3963 2020-10-22 17:07:40,279 - mmaction - INFO - Epoch [90][120/264] lr: 3.286e-01, eta: 22:37:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4434, top5_acc: 0.7148, loss_cls: 2.3021, loss: 2.3021, grad_norm: 1.1935, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.6863, loss_cls/aux0: 2.4371, loss/aux0: 2.4371 2020-10-22 17:07:41,259 - mmaction - INFO - Epoch [90][120/264] lr: 3.286e-01, eta: 22:38:31, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4434, top5_acc: 0.7148, loss_cls: 2.3021, loss: 2.3021, grad_norm: 1.1897, top1_acc/aux0: 0.4273, top5_acc/aux0: 0.6905, loss_cls/aux0: 2.4294, loss/aux0: 2.4294 2020-10-22 17:08:17,982 - mmaction - INFO - Epoch [90][140/264] lr: 3.286e-01, eta: 22:37:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4566, top5_acc: 0.7156, loss_cls: 2.2600, loss: 2.2600, grad_norm: 1.1745, top1_acc/aux0: 0.4165, top5_acc/aux0: 0.6943, loss_cls/aux0: 2.4290, loss/aux0: 2.4290 2020-10-22 17:08:18,943 - mmaction - INFO - Epoch [90][140/264] lr: 3.286e-01, eta: 22:37:55, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4566, top5_acc: 0.7156, loss_cls: 2.2600, loss: 2.2600, grad_norm: 1.1745, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.4401, loss/aux0: 2.4401 2020-10-22 17:08:55,585 - mmaction - INFO - Epoch [90][160/264] lr: 3.286e-01, eta: 22:36:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7215, loss_cls: 2.2465, loss: 2.2465, grad_norm: 1.1734, top1_acc/aux0: 0.4200, top5_acc/aux0: 0.6873, loss_cls/aux0: 2.4131, loss/aux0: 2.4131 2020-10-22 17:08:56,554 - mmaction - INFO - Epoch [90][160/264] lr: 3.286e-01, eta: 22:37:19, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7215, loss_cls: 2.2465, loss: 2.2465, grad_norm: 1.1720, top1_acc/aux0: 0.4238, top5_acc/aux0: 0.6905, loss_cls/aux0: 2.3993, loss/aux0: 2.3993 2020-10-22 17:09:33,295 - mmaction - INFO - Epoch [90][180/264] lr: 3.286e-01, eta: 22:36:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4559, top5_acc: 0.7205, loss_cls: 2.2640, loss: 2.2640, grad_norm: 1.1782, top1_acc/aux0: 0.4106, top5_acc/aux0: 0.6823, loss_cls/aux0: 2.4319, loss/aux0: 2.4319 2020-10-22 17:09:34,230 - mmaction - INFO - Epoch [90][180/264] lr: 3.286e-01, eta: 22:36:43, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4559, top5_acc: 0.7205, loss_cls: 2.2640, loss: 2.2640, grad_norm: 1.1770, top1_acc/aux0: 0.4111, top5_acc/aux0: 0.6790, loss_cls/aux0: 2.4386, loss/aux0: 2.4386 2020-10-22 17:10:10,779 - mmaction - INFO - Epoch [90][200/264] lr: 3.286e-01, eta: 22:35:31, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4420, top5_acc: 0.7085, loss_cls: 2.3263, loss: 2.3263, grad_norm: 1.1656, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.6845, loss_cls/aux0: 2.4065, loss/aux0: 2.4065 2020-10-22 17:10:11,716 - mmaction - INFO - Epoch [90][200/264] lr: 3.286e-01, eta: 22:36:06, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4420, top5_acc: 0.7085, loss_cls: 2.3263, loss: 2.3263, grad_norm: 1.1677, top1_acc/aux0: 0.4243, top5_acc/aux0: 0.6847, loss_cls/aux0: 2.4106, loss/aux0: 2.4106 2020-10-22 17:10:48,339 - mmaction - INFO - Epoch [90][220/264] lr: 3.286e-01, eta: 22:34:55, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7016, loss_cls: 2.2995, loss: 2.2995, grad_norm: 1.1800, top1_acc/aux0: 0.4215, top5_acc/aux0: 0.6851, loss_cls/aux0: 2.4248, loss/aux0: 2.4248 2020-10-22 17:10:49,263 - mmaction - INFO - Epoch [90][220/264] lr: 3.286e-01, eta: 22:35:29, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7016, loss_cls: 2.2995, loss: 2.2995, grad_norm: 1.1798, top1_acc/aux0: 0.4243, top5_acc/aux0: 0.6872, loss_cls/aux0: 2.4161, loss/aux0: 2.4161 2020-10-22 17:11:25,789 - mmaction - INFO - Epoch [90][240/264] lr: 3.286e-01, eta: 22:34:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4543, top5_acc: 0.7274, loss_cls: 2.2511, loss: 2.2511, grad_norm: 1.1735, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.4015, loss/aux0: 2.4015 2020-10-22 17:11:26,760 - mmaction - INFO - Epoch [90][240/264] lr: 3.286e-01, eta: 22:34:53, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.4543, top5_acc: 0.7274, loss_cls: 2.2511, loss: 2.2511, grad_norm: 1.1689, top1_acc/aux0: 0.4319, top5_acc/aux0: 0.6929, loss_cls/aux0: 2.3920, loss/aux0: 2.3920 2020-10-22 17:12:03,107 - mmaction - INFO - Epoch [90][260/264] lr: 3.286e-01, eta: 22:33:42, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4618, top5_acc: 0.7248, loss_cls: 2.2458, loss: 2.2458, grad_norm: 1.1862, top1_acc/aux0: 0.4262, top5_acc/aux0: 0.6816, loss_cls/aux0: 2.4164, loss/aux0: 2.4164 2020-10-22 17:12:04,029 - mmaction - INFO - Epoch [90][260/264] lr: 3.286e-01, eta: 22:34:16, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4618, top5_acc: 0.7248, loss_cls: 2.2458, loss: 2.2458, grad_norm: 1.1872, top1_acc/aux0: 0.4233, top5_acc/aux0: 0.6785, loss_cls/aux0: 2.4302, loss/aux0: 2.4302 2020-10-22 17:17:46,488 - mmaction - INFO - Epoch [91][20/264] lr: 3.262e-01, eta: 22:32:44, time: 0.921, data_time: 0.000, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7207, loss_cls: 2.2540, loss: 2.2540, grad_norm: 1.1712, top1_acc/aux0: 0.4256, top5_acc/aux0: 0.6952, loss_cls/aux0: 2.4001, loss/aux0: 2.4001 2020-10-22 17:17:47,442 - mmaction - INFO - Epoch [91][20/264] lr: 3.262e-01, eta: 22:33:18, time: 0.925, data_time: 0.005, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7207, loss_cls: 2.2540, loss: 2.2540, grad_norm: 1.1785, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.3944, loss/aux0: 2.3944 2020-10-22 17:18:24,044 - mmaction - INFO - Epoch [91][40/264] lr: 3.262e-01, eta: 22:32:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7146, loss_cls: 2.2828, loss: 2.2828, grad_norm: 1.1789, top1_acc/aux0: 0.4292, top5_acc/aux0: 0.6901, loss_cls/aux0: 2.3791, loss/aux0: 2.3791 2020-10-22 17:18:25,004 - mmaction - INFO - Epoch [91][40/264] lr: 3.262e-01, eta: 22:32:41, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7146, loss_cls: 2.2828, loss: 2.2828, grad_norm: 1.1818, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.3750, loss/aux0: 2.3750 2020-10-22 17:19:01,647 - mmaction - INFO - Epoch [91][60/264] lr: 3.262e-01, eta: 22:31:31, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4457, top5_acc: 0.7118, loss_cls: 2.2971, loss: 2.2971, grad_norm: 1.1876, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.6851, loss_cls/aux0: 2.4184, loss/aux0: 2.4184 2020-10-22 17:19:02,596 - mmaction - INFO - Epoch [91][60/264] lr: 3.262e-01, eta: 22:32:05, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4457, top5_acc: 0.7118, loss_cls: 2.2971, loss: 2.2971, grad_norm: 1.1846, top1_acc/aux0: 0.4292, top5_acc/aux0: 0.6835, loss_cls/aux0: 2.4194, loss/aux0: 2.4194 2020-10-22 17:19:39,157 - mmaction - INFO - Epoch [91][80/264] lr: 3.262e-01, eta: 22:30:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4528, top5_acc: 0.7175, loss_cls: 2.2728, loss: 2.2728, grad_norm: 1.1817, top1_acc/aux0: 0.4306, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.3850, loss/aux0: 2.3850 2020-10-22 17:19:40,118 - mmaction - INFO - Epoch [91][80/264] lr: 3.262e-01, eta: 22:31:29, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4528, top5_acc: 0.7175, loss_cls: 2.2728, loss: 2.2728, grad_norm: 1.1795, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.3964, loss/aux0: 2.3964 2020-10-22 17:20:16,764 - mmaction - INFO - Epoch [91][100/264] lr: 3.262e-01, eta: 22:30:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7233, loss_cls: 2.2568, loss: 2.2568, grad_norm: 1.1711, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.7002, loss_cls/aux0: 2.3625, loss/aux0: 2.3625 2020-10-22 17:20:17,706 - mmaction - INFO - Epoch [91][100/264] lr: 3.262e-01, eta: 22:30:53, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7233, loss_cls: 2.2568, loss: 2.2568, grad_norm: 1.1719, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.6998, loss_cls/aux0: 2.3623, loss/aux0: 2.3623 2020-10-22 17:20:54,531 - mmaction - INFO - Epoch [91][120/264] lr: 3.262e-01, eta: 22:29:43, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7215, loss_cls: 2.2607, loss: 2.2607, grad_norm: 1.1753, top1_acc/aux0: 0.4233, top5_acc/aux0: 0.6884, loss_cls/aux0: 2.4118, loss/aux0: 2.4118 2020-10-22 17:20:55,507 - mmaction - INFO - Epoch [91][120/264] lr: 3.262e-01, eta: 22:30:17, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7215, loss_cls: 2.2607, loss: 2.2607, grad_norm: 1.1760, top1_acc/aux0: 0.4217, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4150, loss/aux0: 2.4150 2020-10-22 17:21:32,291 - mmaction - INFO - Epoch [91][140/264] lr: 3.262e-01, eta: 22:29:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4519, top5_acc: 0.7194, loss_cls: 2.2621, loss: 2.2621, grad_norm: 1.1558, top1_acc/aux0: 0.4236, top5_acc/aux0: 0.6806, loss_cls/aux0: 2.4311, loss/aux0: 2.4311 2020-10-22 17:21:33,252 - mmaction - INFO - Epoch [91][140/264] lr: 3.262e-01, eta: 22:29:41, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4519, top5_acc: 0.7194, loss_cls: 2.2621, loss: 2.2621, grad_norm: 1.1561, top1_acc/aux0: 0.4248, top5_acc/aux0: 0.6825, loss_cls/aux0: 2.4199, loss/aux0: 2.4199 2020-10-22 17:22:10,112 - mmaction - INFO - Epoch [91][160/264] lr: 3.262e-01, eta: 22:28:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7188, loss_cls: 2.2471, loss: 2.2471, grad_norm: 1.1969, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.4157, loss/aux0: 2.4157 2020-10-22 17:22:11,060 - mmaction - INFO - Epoch [91][160/264] lr: 3.262e-01, eta: 22:29:05, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7188, loss_cls: 2.2471, loss: 2.2471, grad_norm: 1.1996, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4306, loss/aux0: 2.4306 2020-10-22 17:22:47,872 - mmaction - INFO - Epoch [91][180/264] lr: 3.262e-01, eta: 22:27:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4538, top5_acc: 0.7186, loss_cls: 2.2652, loss: 2.2652, grad_norm: 1.1685, top1_acc/aux0: 0.4243, top5_acc/aux0: 0.6894, loss_cls/aux0: 2.3995, loss/aux0: 2.3995 2020-10-22 17:22:48,813 - mmaction - INFO - Epoch [91][180/264] lr: 3.262e-01, eta: 22:28:28, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4538, top5_acc: 0.7186, loss_cls: 2.2652, loss: 2.2652, grad_norm: 1.1719, top1_acc/aux0: 0.4283, top5_acc/aux0: 0.6894, loss_cls/aux0: 2.3990, loss/aux0: 2.3990 2020-10-22 17:23:25,446 - mmaction - INFO - Epoch [91][200/264] lr: 3.262e-01, eta: 22:27:18, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4441, top5_acc: 0.7113, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.1733, top1_acc/aux0: 0.4033, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.4818, loss/aux0: 2.4818 2020-10-22 17:23:26,397 - mmaction - INFO - Epoch [91][200/264] lr: 3.262e-01, eta: 22:27:52, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4441, top5_acc: 0.7113, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.1700, top1_acc/aux0: 0.4054, top5_acc/aux0: 0.6762, loss_cls/aux0: 2.4732, loss/aux0: 2.4732 2020-10-22 17:24:03,001 - mmaction - INFO - Epoch [91][220/264] lr: 3.262e-01, eta: 22:26:42, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4488, top5_acc: 0.7141, loss_cls: 2.2771, loss: 2.2771, grad_norm: 1.1643, top1_acc/aux0: 0.4207, top5_acc/aux0: 0.6790, loss_cls/aux0: 2.4399, loss/aux0: 2.4399 2020-10-22 17:24:03,975 - mmaction - INFO - Epoch [91][220/264] lr: 3.262e-01, eta: 22:27:16, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4488, top5_acc: 0.7141, loss_cls: 2.2771, loss: 2.2771, grad_norm: 1.1701, top1_acc/aux0: 0.4196, top5_acc/aux0: 0.6785, loss_cls/aux0: 2.4335, loss/aux0: 2.4335 2020-10-22 17:24:40,976 - mmaction - INFO - Epoch [91][240/264] lr: 3.262e-01, eta: 22:26:06, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7161, loss_cls: 2.3050, loss: 2.3050, grad_norm: 1.1924, top1_acc/aux0: 0.4300, top5_acc/aux0: 0.6899, loss_cls/aux0: 2.3915, loss/aux0: 2.3915 2020-10-22 17:24:41,908 - mmaction - INFO - Epoch [91][240/264] lr: 3.262e-01, eta: 22:26:41, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7161, loss_cls: 2.3050, loss: 2.3050, grad_norm: 1.1853, top1_acc/aux0: 0.4288, top5_acc/aux0: 0.6918, loss_cls/aux0: 2.3904, loss/aux0: 2.3904 2020-10-22 17:25:18,430 - mmaction - INFO - Epoch [91][260/264] lr: 3.262e-01, eta: 22:25:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4476, top5_acc: 0.7231, loss_cls: 2.2749, loss: 2.2749, grad_norm: 1.1831, top1_acc/aux0: 0.4203, top5_acc/aux0: 0.6972, loss_cls/aux0: 2.4005, loss/aux0: 2.4005 2020-10-22 17:25:19,364 - mmaction - INFO - Epoch [91][260/264] lr: 3.262e-01, eta: 22:26:04, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4476, top5_acc: 0.7231, loss_cls: 2.2749, loss: 2.2749, grad_norm: 1.1810, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.6939, loss_cls/aux0: 2.4054, loss/aux0: 2.4054 2020-10-22 17:31:18,858 - mmaction - INFO - Epoch [92][20/264] lr: 3.237e-01, eta: 22:24:33, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4507, top5_acc: 0.7212, loss_cls: 2.2458, loss: 2.2458, grad_norm: 1.1775, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4317, loss/aux0: 2.4317 2020-10-22 17:31:19,904 - mmaction - INFO - Epoch [92][20/264] lr: 3.237e-01, eta: 22:25:07, time: 0.934, data_time: 0.008, memory: 8466, top1_acc: 0.4507, top5_acc: 0.7212, loss_cls: 2.2458, loss: 2.2458, grad_norm: 1.1846, top1_acc/aux0: 0.4205, top5_acc/aux0: 0.6835, loss_cls/aux0: 2.4496, loss/aux0: 2.4496 2020-10-22 17:31:56,401 - mmaction - INFO - Epoch [92][40/264] lr: 3.237e-01, eta: 22:23:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4491, top5_acc: 0.7222, loss_cls: 2.2474, loss: 2.2474, grad_norm: 1.1750, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4119, loss/aux0: 2.4119 2020-10-22 17:31:57,353 - mmaction - INFO - Epoch [92][40/264] lr: 3.237e-01, eta: 22:24:30, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4491, top5_acc: 0.7222, loss_cls: 2.2474, loss: 2.2474, grad_norm: 1.1767, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.3907, loss/aux0: 2.3907 2020-10-22 17:32:33,774 - mmaction - INFO - Epoch [92][60/264] lr: 3.237e-01, eta: 22:23:20, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4571, top5_acc: 0.7238, loss_cls: 2.2513, loss: 2.2513, grad_norm: 1.1924, top1_acc/aux0: 0.4160, top5_acc/aux0: 0.6814, loss_cls/aux0: 2.4242, loss/aux0: 2.4242 2020-10-22 17:32:34,706 - mmaction - INFO - Epoch [92][60/264] lr: 3.237e-01, eta: 22:23:54, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4571, top5_acc: 0.7238, loss_cls: 2.2513, loss: 2.2513, grad_norm: 1.1872, top1_acc/aux0: 0.4181, top5_acc/aux0: 0.6819, loss_cls/aux0: 2.4181, loss/aux0: 2.4181 2020-10-22 17:33:11,228 - mmaction - INFO - Epoch [92][80/264] lr: 3.237e-01, eta: 22:22:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4509, top5_acc: 0.7132, loss_cls: 2.2733, loss: 2.2733, grad_norm: 1.1824, top1_acc/aux0: 0.4168, top5_acc/aux0: 0.6809, loss_cls/aux0: 2.4431, loss/aux0: 2.4431 2020-10-22 17:33:12,176 - mmaction - INFO - Epoch [92][80/264] lr: 3.237e-01, eta: 22:23:17, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4509, top5_acc: 0.7132, loss_cls: 2.2733, loss: 2.2733, grad_norm: 1.1796, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6816, loss_cls/aux0: 2.4395, loss/aux0: 2.4395 2020-10-22 17:33:49,063 - mmaction - INFO - Epoch [92][100/264] lr: 3.237e-01, eta: 22:22:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7234, loss_cls: 2.2543, loss: 2.2543, grad_norm: 1.1745, top1_acc/aux0: 0.4285, top5_acc/aux0: 0.6934, loss_cls/aux0: 2.4021, loss/aux0: 2.4021 2020-10-22 17:33:50,025 - mmaction - INFO - Epoch [92][100/264] lr: 3.237e-01, eta: 22:22:41, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7234, loss_cls: 2.2543, loss: 2.2543, grad_norm: 1.1712, top1_acc/aux0: 0.4295, top5_acc/aux0: 0.6929, loss_cls/aux0: 2.3988, loss/aux0: 2.3988 2020-10-22 17:34:26,763 - mmaction - INFO - Epoch [92][120/264] lr: 3.237e-01, eta: 22:21:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4632, top5_acc: 0.7238, loss_cls: 2.2196, loss: 2.2196, grad_norm: 1.1961, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7002, loss_cls/aux0: 2.3640, loss/aux0: 2.3640 2020-10-22 17:34:27,746 - mmaction - INFO - Epoch [92][120/264] lr: 3.237e-01, eta: 22:22:05, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.4632, top5_acc: 0.7238, loss_cls: 2.2196, loss: 2.2196, grad_norm: 1.1985, top1_acc/aux0: 0.4366, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3725, loss/aux0: 2.3725 2020-10-22 17:35:04,425 - mmaction - INFO - Epoch [92][140/264] lr: 3.237e-01, eta: 22:20:55, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7191, loss_cls: 2.2669, loss: 2.2669, grad_norm: 1.2068, top1_acc/aux0: 0.4325, top5_acc/aux0: 0.6986, loss_cls/aux0: 2.3732, loss/aux0: 2.3732 2020-10-22 17:35:05,388 - mmaction - INFO - Epoch [92][140/264] lr: 3.237e-01, eta: 22:21:29, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7191, loss_cls: 2.2669, loss: 2.2669, grad_norm: 1.2079, top1_acc/aux0: 0.4292, top5_acc/aux0: 0.6941, loss_cls/aux0: 2.3916, loss/aux0: 2.3916 2020-10-22 17:35:42,165 - mmaction - INFO - Epoch [92][160/264] lr: 3.237e-01, eta: 22:20:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7271, loss_cls: 2.2118, loss: 2.2118, grad_norm: 1.2064, top1_acc/aux0: 0.4042, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4532, loss/aux0: 2.4532 2020-10-22 17:35:43,101 - mmaction - INFO - Epoch [92][160/264] lr: 3.237e-01, eta: 22:20:53, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7271, loss_cls: 2.2118, loss: 2.2118, grad_norm: 1.2092, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6814, loss_cls/aux0: 2.4487, loss/aux0: 2.4487 2020-10-22 17:36:19,834 - mmaction - INFO - Epoch [92][180/264] lr: 3.237e-01, eta: 22:19:43, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4483, top5_acc: 0.7026, loss_cls: 2.2860, loss: 2.2860, grad_norm: 1.1612, top1_acc/aux0: 0.4248, top5_acc/aux0: 0.6793, loss_cls/aux0: 2.4294, loss/aux0: 2.4294 2020-10-22 17:36:20,769 - mmaction - INFO - Epoch [92][180/264] lr: 3.237e-01, eta: 22:20:17, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4483, top5_acc: 0.7026, loss_cls: 2.2860, loss: 2.2860, grad_norm: 1.1618, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.6811, loss_cls/aux0: 2.4202, loss/aux0: 2.4202 2020-10-22 17:36:57,706 - mmaction - INFO - Epoch [92][200/264] lr: 3.237e-01, eta: 22:19:08, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7087, loss_cls: 2.3171, loss: 2.3171, grad_norm: 1.1707, top1_acc/aux0: 0.4304, top5_acc/aux0: 0.6957, loss_cls/aux0: 2.3685, loss/aux0: 2.3685 2020-10-22 17:36:58,675 - mmaction - INFO - Epoch [92][200/264] lr: 3.237e-01, eta: 22:19:42, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7087, loss_cls: 2.3171, loss: 2.3171, grad_norm: 1.1686, top1_acc/aux0: 0.4304, top5_acc/aux0: 0.6960, loss_cls/aux0: 2.3668, loss/aux0: 2.3668 2020-10-22 17:37:35,531 - mmaction - INFO - Epoch [92][220/264] lr: 3.237e-01, eta: 22:18:32, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4438, top5_acc: 0.7163, loss_cls: 2.3007, loss: 2.3007, grad_norm: 1.2148, top1_acc/aux0: 0.4196, top5_acc/aux0: 0.6939, loss_cls/aux0: 2.3893, loss/aux0: 2.3893 2020-10-22 17:37:36,466 - mmaction - INFO - Epoch [92][220/264] lr: 3.237e-01, eta: 22:19:06, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4438, top5_acc: 0.7163, loss_cls: 2.3007, loss: 2.3007, grad_norm: 1.2142, top1_acc/aux0: 0.4194, top5_acc/aux0: 0.6958, loss_cls/aux0: 2.3888, loss/aux0: 2.3888 2020-10-22 17:38:13,090 - mmaction - INFO - Epoch [92][240/264] lr: 3.237e-01, eta: 22:17:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4361, top5_acc: 0.7026, loss_cls: 2.3257, loss: 2.3257, grad_norm: 1.1677, top1_acc/aux0: 0.4160, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4379, loss/aux0: 2.4379 2020-10-22 17:38:14,038 - mmaction - INFO - Epoch [92][240/264] lr: 3.237e-01, eta: 22:18:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4361, top5_acc: 0.7026, loss_cls: 2.3257, loss: 2.3257, grad_norm: 1.1645, top1_acc/aux0: 0.4153, top5_acc/aux0: 0.6821, loss_cls/aux0: 2.4422, loss/aux0: 2.4422 2020-10-22 17:38:50,673 - mmaction - INFO - Epoch [92][260/264] lr: 3.237e-01, eta: 22:17:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4559, top5_acc: 0.7233, loss_cls: 2.2632, loss: 2.2632, grad_norm: 1.1841, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.6986, loss_cls/aux0: 2.3555, loss/aux0: 2.3555 2020-10-22 17:38:51,607 - mmaction - INFO - Epoch [92][260/264] lr: 3.237e-01, eta: 22:17:54, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4559, top5_acc: 0.7233, loss_cls: 2.2632, loss: 2.2632, grad_norm: 1.1895, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.3629, loss/aux0: 2.3629 2020-10-22 17:44:35,480 - mmaction - INFO - Epoch [93][20/264] lr: 3.212e-01, eta: 22:16:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4608, top5_acc: 0.7264, loss_cls: 2.2448, loss: 2.2448, grad_norm: 1.1853, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.6928, loss_cls/aux0: 2.3879, loss/aux0: 2.3879 2020-10-22 17:44:36,442 - mmaction - INFO - Epoch [93][20/264] lr: 3.212e-01, eta: 22:16:56, time: 0.938, data_time: 0.005, memory: 8466, top1_acc: 0.4608, top5_acc: 0.7264, loss_cls: 2.2448, loss: 2.2448, grad_norm: 1.1850, top1_acc/aux0: 0.4233, top5_acc/aux0: 0.6913, loss_cls/aux0: 2.3962, loss/aux0: 2.3962 2020-10-22 17:45:12,971 - mmaction - INFO - Epoch [93][40/264] lr: 3.212e-01, eta: 22:15:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7194, loss_cls: 2.2631, loss: 2.2631, grad_norm: 1.1748, top1_acc/aux0: 0.4196, top5_acc/aux0: 0.6938, loss_cls/aux0: 2.4075, loss/aux0: 2.4075 2020-10-22 17:45:13,911 - mmaction - INFO - Epoch [93][40/264] lr: 3.212e-01, eta: 22:16:20, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7194, loss_cls: 2.2631, loss: 2.2631, grad_norm: 1.1746, top1_acc/aux0: 0.4205, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.3978, loss/aux0: 2.3978 2020-10-22 17:45:50,542 - mmaction - INFO - Epoch [93][60/264] lr: 3.212e-01, eta: 22:15:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4655, top5_acc: 0.7243, loss_cls: 2.2277, loss: 2.2277, grad_norm: 1.2066, top1_acc/aux0: 0.4309, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3424, loss/aux0: 2.3424 2020-10-22 17:45:51,474 - mmaction - INFO - Epoch [93][60/264] lr: 3.212e-01, eta: 22:15:44, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4655, top5_acc: 0.7243, loss_cls: 2.2277, loss: 2.2277, grad_norm: 1.2070, top1_acc/aux0: 0.4321, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.3497, loss/aux0: 2.3497 2020-10-22 17:46:28,157 - mmaction - INFO - Epoch [93][80/264] lr: 3.212e-01, eta: 22:14:35, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4566, top5_acc: 0.7219, loss_cls: 2.2587, loss: 2.2587, grad_norm: 1.1961, top1_acc/aux0: 0.4165, top5_acc/aux0: 0.6774, loss_cls/aux0: 2.4543, loss/aux0: 2.4543 2020-10-22 17:46:29,103 - mmaction - INFO - Epoch [93][80/264] lr: 3.212e-01, eta: 22:15:08, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4566, top5_acc: 0.7219, loss_cls: 2.2587, loss: 2.2587, grad_norm: 1.1917, top1_acc/aux0: 0.4163, top5_acc/aux0: 0.6783, loss_cls/aux0: 2.4489, loss/aux0: 2.4489 2020-10-22 17:47:05,534 - mmaction - INFO - Epoch [93][100/264] lr: 3.212e-01, eta: 22:13:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7226, loss_cls: 2.2360, loss: 2.2360, grad_norm: 1.2041, top1_acc/aux0: 0.4257, top5_acc/aux0: 0.6943, loss_cls/aux0: 2.3868, loss/aux0: 2.3868 2020-10-22 17:47:06,505 - mmaction - INFO - Epoch [93][100/264] lr: 3.212e-01, eta: 22:14:32, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7226, loss_cls: 2.2360, loss: 2.2360, grad_norm: 1.2000, top1_acc/aux0: 0.4253, top5_acc/aux0: 0.6941, loss_cls/aux0: 2.3878, loss/aux0: 2.3878 2020-10-22 17:47:43,320 - mmaction - INFO - Epoch [93][120/264] lr: 3.212e-01, eta: 22:13:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7186, loss_cls: 2.2591, loss: 2.2591, grad_norm: 1.2022, top1_acc/aux0: 0.4252, top5_acc/aux0: 0.6976, loss_cls/aux0: 2.3701, loss/aux0: 2.3701 2020-10-22 17:47:44,260 - mmaction - INFO - Epoch [93][120/264] lr: 3.212e-01, eta: 22:13:56, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7186, loss_cls: 2.2591, loss: 2.2591, grad_norm: 1.2055, top1_acc/aux0: 0.4267, top5_acc/aux0: 0.6981, loss_cls/aux0: 2.3643, loss/aux0: 2.3643 2020-10-22 17:48:20,950 - mmaction - INFO - Epoch [93][140/264] lr: 3.212e-01, eta: 22:12:47, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7302, loss_cls: 2.2165, loss: 2.2165, grad_norm: 1.1991, top1_acc/aux0: 0.4194, top5_acc/aux0: 0.6936, loss_cls/aux0: 2.4020, loss/aux0: 2.4020 2020-10-22 17:48:21,888 - mmaction - INFO - Epoch [93][140/264] lr: 3.212e-01, eta: 22:13:20, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7302, loss_cls: 2.2165, loss: 2.2165, grad_norm: 1.2018, top1_acc/aux0: 0.4184, top5_acc/aux0: 0.6936, loss_cls/aux0: 2.4092, loss/aux0: 2.4092 2020-10-22 17:48:58,661 - mmaction - INFO - Epoch [93][160/264] lr: 3.212e-01, eta: 22:12:11, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4533, top5_acc: 0.7174, loss_cls: 2.2598, loss: 2.2598, grad_norm: 1.1764, top1_acc/aux0: 0.4220, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4123, loss/aux0: 2.4123 2020-10-22 17:48:59,601 - mmaction - INFO - Epoch [93][160/264] lr: 3.212e-01, eta: 22:12:45, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4533, top5_acc: 0.7174, loss_cls: 2.2598, loss: 2.2598, grad_norm: 1.1727, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.3965, loss/aux0: 2.3965 2020-10-22 17:49:36,211 - mmaction - INFO - Epoch [93][180/264] lr: 3.212e-01, eta: 22:11:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4611, top5_acc: 0.7274, loss_cls: 2.2166, loss: 2.2166, grad_norm: 1.2053, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3507, loss/aux0: 2.3507 2020-10-22 17:49:37,162 - mmaction - INFO - Epoch [93][180/264] lr: 3.212e-01, eta: 22:12:08, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4611, top5_acc: 0.7274, loss_cls: 2.2166, loss: 2.2166, grad_norm: 1.2018, top1_acc/aux0: 0.4325, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.3563, loss/aux0: 2.3563 2020-10-22 17:50:13,974 - mmaction - INFO - Epoch [93][200/264] lr: 3.212e-01, eta: 22:10:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4514, top5_acc: 0.7174, loss_cls: 2.2479, loss: 2.2479, grad_norm: 1.1801, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.6981, loss_cls/aux0: 2.3764, loss/aux0: 2.3764 2020-10-22 17:50:14,904 - mmaction - INFO - Epoch [93][200/264] lr: 3.212e-01, eta: 22:11:31, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4514, top5_acc: 0.7174, loss_cls: 2.2479, loss: 2.2479, grad_norm: 1.1803, top1_acc/aux0: 0.4243, top5_acc/aux0: 0.6957, loss_cls/aux0: 2.3882, loss/aux0: 2.3882 2020-10-22 17:50:51,485 - mmaction - INFO - Epoch [93][220/264] lr: 3.212e-01, eta: 22:10:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4554, top5_acc: 0.7120, loss_cls: 2.2681, loss: 2.2681, grad_norm: 1.2370, top1_acc/aux0: 0.4115, top5_acc/aux0: 0.6858, loss_cls/aux0: 2.4176, loss/aux0: 2.4176 2020-10-22 17:50:52,414 - mmaction - INFO - Epoch [93][220/264] lr: 3.212e-01, eta: 22:10:55, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4554, top5_acc: 0.7120, loss_cls: 2.2681, loss: 2.2681, grad_norm: 1.2364, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6858, loss_cls/aux0: 2.4086, loss/aux0: 2.4086 2020-10-22 17:51:29,243 - mmaction - INFO - Epoch [93][240/264] lr: 3.212e-01, eta: 22:09:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7118, loss_cls: 2.2874, loss: 2.2874, grad_norm: 1.1977, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.6929, loss_cls/aux0: 2.3934, loss/aux0: 2.3934 2020-10-22 17:51:30,192 - mmaction - INFO - Epoch [93][240/264] lr: 3.212e-01, eta: 22:10:19, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7118, loss_cls: 2.2874, loss: 2.2874, grad_norm: 1.1917, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.6910, loss_cls/aux0: 2.3976, loss/aux0: 2.3976 2020-10-22 17:52:06,579 - mmaction - INFO - Epoch [93][260/264] lr: 3.212e-01, eta: 22:09:09, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7148, loss_cls: 2.2977, loss: 2.2977, grad_norm: 1.1939, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.3678, loss/aux0: 2.3678 2020-10-22 17:52:07,502 - mmaction - INFO - Epoch [93][260/264] lr: 3.212e-01, eta: 22:09:42, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7148, loss_cls: 2.2977, loss: 2.2977, grad_norm: 1.1954, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.6970, loss_cls/aux0: 2.3710, loss/aux0: 2.3710 2020-10-22 17:58:11,818 - mmaction - INFO - Epoch [94][20/264] lr: 3.187e-01, eta: 22:08:12, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4689, top5_acc: 0.7354, loss_cls: 2.2054, loss: 2.2054, grad_norm: 1.1947, top1_acc/aux0: 0.4236, top5_acc/aux0: 0.6902, loss_cls/aux0: 2.3943, loss/aux0: 2.3943 2020-10-22 17:58:12,787 - mmaction - INFO - Epoch [94][20/264] lr: 3.187e-01, eta: 22:08:45, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4689, top5_acc: 0.7354, loss_cls: 2.2054, loss: 2.2054, grad_norm: 1.1959, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.3883, loss/aux0: 2.3883 2020-10-22 17:58:48,950 - mmaction - INFO - Epoch [94][40/264] lr: 3.187e-01, eta: 22:07:35, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7106, loss_cls: 2.3031, loss: 2.3031, grad_norm: 1.1930, top1_acc/aux0: 0.4342, top5_acc/aux0: 0.6960, loss_cls/aux0: 2.3622, loss/aux0: 2.3622 2020-10-22 17:58:49,924 - mmaction - INFO - Epoch [94][40/264] lr: 3.187e-01, eta: 22:08:08, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7106, loss_cls: 2.3031, loss: 2.3031, grad_norm: 1.1922, top1_acc/aux0: 0.4345, top5_acc/aux0: 0.6960, loss_cls/aux0: 2.3678, loss/aux0: 2.3678 2020-10-22 17:59:26,284 - mmaction - INFO - Epoch [94][60/264] lr: 3.187e-01, eta: 22:06:58, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4533, top5_acc: 0.7151, loss_cls: 2.2559, loss: 2.2559, grad_norm: 1.2027, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3659, loss/aux0: 2.3659 2020-10-22 17:59:27,225 - mmaction - INFO - Epoch [94][60/264] lr: 3.187e-01, eta: 22:07:31, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4533, top5_acc: 0.7151, loss_cls: 2.2559, loss: 2.2559, grad_norm: 1.2017, top1_acc/aux0: 0.4259, top5_acc/aux0: 0.6976, loss_cls/aux0: 2.3715, loss/aux0: 2.3715 2020-10-22 18:00:03,874 - mmaction - INFO - Epoch [94][80/264] lr: 3.187e-01, eta: 22:06:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4571, top5_acc: 0.7234, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.1915, top1_acc/aux0: 0.4347, top5_acc/aux0: 0.7017, loss_cls/aux0: 2.3525, loss/aux0: 2.3525 2020-10-22 18:00:10,170 - mmaction - INFO - Epoch [94][80/264] lr: 3.187e-01, eta: 22:07:04, time: 1.208, data_time: 0.017, memory: 8466, top1_acc: 0.4571, top5_acc: 0.7234, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.1934, top1_acc/aux0: 0.4356, top5_acc/aux0: 0.6998, loss_cls/aux0: 2.3513, loss/aux0: 2.3513 2020-10-22 18:00:47,187 - mmaction - INFO - Epoch [94][100/264] lr: 3.187e-01, eta: 22:05:55, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7148, loss_cls: 2.2703, loss: 2.2703, grad_norm: 1.2140, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.6944, loss_cls/aux0: 2.3787, loss/aux0: 2.3787 2020-10-22 18:00:48,222 - mmaction - INFO - Epoch [94][100/264] lr: 3.187e-01, eta: 22:06:28, time: 0.952, data_time: 0.007, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7148, loss_cls: 2.2703, loss: 2.2703, grad_norm: 1.2085, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.6962, loss_cls/aux0: 2.3738, loss/aux0: 2.3738 2020-10-22 18:01:24,971 - mmaction - INFO - Epoch [94][120/264] lr: 3.187e-01, eta: 22:05:20, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4665, top5_acc: 0.7304, loss_cls: 2.2200, loss: 2.2200, grad_norm: 1.1889, top1_acc/aux0: 0.4175, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4398, loss/aux0: 2.4398 2020-10-22 18:01:25,962 - mmaction - INFO - Epoch [94][120/264] lr: 3.187e-01, eta: 22:05:53, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4665, top5_acc: 0.7304, loss_cls: 2.2200, loss: 2.2200, grad_norm: 1.1842, top1_acc/aux0: 0.4191, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4428, loss/aux0: 2.4428 2020-10-22 18:02:02,491 - mmaction - INFO - Epoch [94][140/264] lr: 3.187e-01, eta: 22:04:44, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7253, loss_cls: 2.2271, loss: 2.2271, grad_norm: 1.2253, top1_acc/aux0: 0.4252, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.3758, loss/aux0: 2.3758 2020-10-22 18:02:03,420 - mmaction - INFO - Epoch [94][140/264] lr: 3.187e-01, eta: 22:05:17, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7253, loss_cls: 2.2271, loss: 2.2271, grad_norm: 1.2239, top1_acc/aux0: 0.4252, top5_acc/aux0: 0.6981, loss_cls/aux0: 2.3699, loss/aux0: 2.3699 2020-10-22 18:02:39,989 - mmaction - INFO - Epoch [94][160/264] lr: 3.187e-01, eta: 22:04:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7153, loss_cls: 2.2741, loss: 2.2741, grad_norm: 1.1874, top1_acc/aux0: 0.4196, top5_acc/aux0: 0.6915, loss_cls/aux0: 2.4038, loss/aux0: 2.4038 2020-10-22 18:02:40,931 - mmaction - INFO - Epoch [94][160/264] lr: 3.187e-01, eta: 22:04:40, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7153, loss_cls: 2.2741, loss: 2.2741, grad_norm: 1.1931, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.6915, loss_cls/aux0: 2.4135, loss/aux0: 2.4135 2020-10-22 18:03:17,742 - mmaction - INFO - Epoch [94][180/264] lr: 3.187e-01, eta: 22:03:32, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7304, loss_cls: 2.2118, loss: 2.2118, grad_norm: 1.1615, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6939, loss_cls/aux0: 2.3918, loss/aux0: 2.3918 2020-10-22 18:03:18,677 - mmaction - INFO - Epoch [94][180/264] lr: 3.187e-01, eta: 22:04:04, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7304, loss_cls: 2.2118, loss: 2.2118, grad_norm: 1.1660, top1_acc/aux0: 0.4264, top5_acc/aux0: 0.6943, loss_cls/aux0: 2.3884, loss/aux0: 2.3884 2020-10-22 18:03:55,426 - mmaction - INFO - Epoch [94][200/264] lr: 3.187e-01, eta: 22:02:56, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7158, loss_cls: 2.2555, loss: 2.2555, grad_norm: 1.1919, top1_acc/aux0: 0.4293, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.4122, loss/aux0: 2.4122 2020-10-22 18:03:56,379 - mmaction - INFO - Epoch [94][200/264] lr: 3.187e-01, eta: 22:03:29, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7158, loss_cls: 2.2555, loss: 2.2555, grad_norm: 1.1961, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.6887, loss_cls/aux0: 2.4127, loss/aux0: 2.4127 2020-10-22 18:04:33,171 - mmaction - INFO - Epoch [94][220/264] lr: 3.187e-01, eta: 22:02:20, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4535, top5_acc: 0.7205, loss_cls: 2.2551, loss: 2.2551, grad_norm: 1.1844, top1_acc/aux0: 0.4253, top5_acc/aux0: 0.6906, loss_cls/aux0: 2.3856, loss/aux0: 2.3856 2020-10-22 18:04:34,124 - mmaction - INFO - Epoch [94][220/264] lr: 3.187e-01, eta: 22:02:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4535, top5_acc: 0.7205, loss_cls: 2.2551, loss: 2.2551, grad_norm: 1.1878, top1_acc/aux0: 0.4241, top5_acc/aux0: 0.6913, loss_cls/aux0: 2.3781, loss/aux0: 2.3781 2020-10-22 18:05:10,772 - mmaction - INFO - Epoch [94][240/264] lr: 3.187e-01, eta: 22:01:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7146, loss_cls: 2.2546, loss: 2.2546, grad_norm: 1.1914, top1_acc/aux0: 0.4222, top5_acc/aux0: 0.6988, loss_cls/aux0: 2.3758, loss/aux0: 2.3758 2020-10-22 18:05:11,727 - mmaction - INFO - Epoch [94][240/264] lr: 3.187e-01, eta: 22:02:16, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7146, loss_cls: 2.2546, loss: 2.2546, grad_norm: 1.1912, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.6960, loss_cls/aux0: 2.3884, loss/aux0: 2.3884 2020-10-22 18:05:48,283 - mmaction - INFO - Epoch [94][260/264] lr: 3.187e-01, eta: 22:01:07, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7238, loss_cls: 2.2456, loss: 2.2456, grad_norm: 1.1947, top1_acc/aux0: 0.4158, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.4221, loss/aux0: 2.4221 2020-10-22 18:05:49,241 - mmaction - INFO - Epoch [94][260/264] lr: 3.187e-01, eta: 22:01:39, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7238, loss_cls: 2.2456, loss: 2.2456, grad_norm: 1.1944, top1_acc/aux0: 0.4186, top5_acc/aux0: 0.6950, loss_cls/aux0: 2.4090, loss/aux0: 2.4090 2020-10-22 18:12:14,442 - mmaction - INFO - Epoch [95][20/264] lr: 3.162e-01, eta: 22:00:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7227, loss_cls: 2.2486, loss: 2.2486, grad_norm: 1.1809, top1_acc/aux0: 0.4457, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3158, loss/aux0: 2.3158 2020-10-22 18:12:15,406 - mmaction - INFO - Epoch [95][20/264] lr: 3.162e-01, eta: 22:00:43, time: 0.938, data_time: 0.005, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7227, loss_cls: 2.2486, loss: 2.2486, grad_norm: 1.1905, top1_acc/aux0: 0.4472, top5_acc/aux0: 0.7116, loss_cls/aux0: 2.3101, loss/aux0: 2.3101 2020-10-22 18:12:51,601 - mmaction - INFO - Epoch [95][40/264] lr: 3.162e-01, eta: 21:59:34, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4649, top5_acc: 0.7247, loss_cls: 2.2159, loss: 2.2159, grad_norm: 1.2103, top1_acc/aux0: 0.4309, top5_acc/aux0: 0.7071, loss_cls/aux0: 2.3687, loss/aux0: 2.3687 2020-10-22 18:12:52,527 - mmaction - INFO - Epoch [95][40/264] lr: 3.162e-01, eta: 22:00:06, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4649, top5_acc: 0.7247, loss_cls: 2.2159, loss: 2.2159, grad_norm: 1.2076, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.7050, loss_cls/aux0: 2.3713, loss/aux0: 2.3713 2020-10-22 18:13:28,853 - mmaction - INFO - Epoch [95][60/264] lr: 3.162e-01, eta: 21:58:57, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4545, top5_acc: 0.7137, loss_cls: 2.2402, loss: 2.2402, grad_norm: 1.1947, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.6861, loss_cls/aux0: 2.3983, loss/aux0: 2.3983 2020-10-22 18:13:29,786 - mmaction - INFO - Epoch [95][60/264] lr: 3.162e-01, eta: 21:59:29, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4545, top5_acc: 0.7137, loss_cls: 2.2402, loss: 2.2402, grad_norm: 1.1945, top1_acc/aux0: 0.4250, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.4061, loss/aux0: 2.4061 2020-10-22 18:14:06,650 - mmaction - INFO - Epoch [95][80/264] lr: 3.162e-01, eta: 21:58:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7177, loss_cls: 2.2423, loss: 2.2423, grad_norm: 1.2096, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7038, loss_cls/aux0: 2.3531, loss/aux0: 2.3531 2020-10-22 18:14:07,579 - mmaction - INFO - Epoch [95][80/264] lr: 3.162e-01, eta: 21:58:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7177, loss_cls: 2.2423, loss: 2.2423, grad_norm: 1.2066, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3565, loss/aux0: 2.3565 2020-10-22 18:14:44,322 - mmaction - INFO - Epoch [95][100/264] lr: 3.162e-01, eta: 21:57:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7207, loss_cls: 2.2548, loss: 2.2548, grad_norm: 1.2062, top1_acc/aux0: 0.4155, top5_acc/aux0: 0.6845, loss_cls/aux0: 2.4320, loss/aux0: 2.4320 2020-10-22 18:14:45,250 - mmaction - INFO - Epoch [95][100/264] lr: 3.162e-01, eta: 21:58:17, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7207, loss_cls: 2.2548, loss: 2.2548, grad_norm: 1.2062, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4273, loss/aux0: 2.4273 2020-10-22 18:15:22,050 - mmaction - INFO - Epoch [95][120/264] lr: 3.162e-01, eta: 21:57:09, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7208, loss_cls: 2.2235, loss: 2.2235, grad_norm: 1.1825, top1_acc/aux0: 0.4170, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4083, loss/aux0: 2.4083 2020-10-22 18:15:22,989 - mmaction - INFO - Epoch [95][120/264] lr: 3.162e-01, eta: 21:57:42, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7208, loss_cls: 2.2235, loss: 2.2235, grad_norm: 1.1784, top1_acc/aux0: 0.4186, top5_acc/aux0: 0.6882, loss_cls/aux0: 2.4017, loss/aux0: 2.4017 2020-10-22 18:15:59,399 - mmaction - INFO - Epoch [95][140/264] lr: 3.162e-01, eta: 21:56:33, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7194, loss_cls: 2.2310, loss: 2.2310, grad_norm: 1.2149, top1_acc/aux0: 0.4300, top5_acc/aux0: 0.6988, loss_cls/aux0: 2.3630, loss/aux0: 2.3630 2020-10-22 18:16:00,327 - mmaction - INFO - Epoch [95][140/264] lr: 3.162e-01, eta: 21:57:05, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7194, loss_cls: 2.2310, loss: 2.2310, grad_norm: 1.2169, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.3654, loss/aux0: 2.3654 2020-10-22 18:16:36,841 - mmaction - INFO - Epoch [95][160/264] lr: 3.162e-01, eta: 21:55:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7214, loss_cls: 2.2893, loss: 2.2893, grad_norm: 1.1948, top1_acc/aux0: 0.4200, top5_acc/aux0: 0.6899, loss_cls/aux0: 2.3964, loss/aux0: 2.3964 2020-10-22 18:16:37,825 - mmaction - INFO - Epoch [95][160/264] lr: 3.162e-01, eta: 21:56:28, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7214, loss_cls: 2.2893, loss: 2.2893, grad_norm: 1.2007, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.6905, loss_cls/aux0: 2.3995, loss/aux0: 2.3995 2020-10-22 18:17:14,640 - mmaction - INFO - Epoch [95][180/264] lr: 3.162e-01, eta: 21:55:20, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4524, top5_acc: 0.7219, loss_cls: 2.2639, loss: 2.2639, grad_norm: 1.2278, top1_acc/aux0: 0.4222, top5_acc/aux0: 0.6993, loss_cls/aux0: 2.3712, loss/aux0: 2.3712 2020-10-22 18:17:15,567 - mmaction - INFO - Epoch [95][180/264] lr: 3.162e-01, eta: 21:55:52, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4524, top5_acc: 0.7219, loss_cls: 2.2639, loss: 2.2639, grad_norm: 1.2252, top1_acc/aux0: 0.4231, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.3744, loss/aux0: 2.3744 2020-10-22 18:17:52,391 - mmaction - INFO - Epoch [95][200/264] lr: 3.162e-01, eta: 21:54:44, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4507, top5_acc: 0.7120, loss_cls: 2.2723, loss: 2.2723, grad_norm: 1.2057, top1_acc/aux0: 0.4196, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4006, loss/aux0: 2.4006 2020-10-22 18:17:53,327 - mmaction - INFO - Epoch [95][200/264] lr: 3.162e-01, eta: 21:55:16, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4507, top5_acc: 0.7120, loss_cls: 2.2723, loss: 2.2723, grad_norm: 1.2027, top1_acc/aux0: 0.4215, top5_acc/aux0: 0.6931, loss_cls/aux0: 2.4036, loss/aux0: 2.4036 2020-10-22 18:18:29,958 - mmaction - INFO - Epoch [95][220/264] lr: 3.162e-01, eta: 21:54:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4606, top5_acc: 0.7278, loss_cls: 2.2038, loss: 2.2038, grad_norm: 1.1755, top1_acc/aux0: 0.4215, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.3987, loss/aux0: 2.3987 2020-10-22 18:18:30,894 - mmaction - INFO - Epoch [95][220/264] lr: 3.162e-01, eta: 21:54:40, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4606, top5_acc: 0.7278, loss_cls: 2.2038, loss: 2.2038, grad_norm: 1.1812, top1_acc/aux0: 0.4179, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.4047, loss/aux0: 2.4047 2020-10-22 18:19:07,342 - mmaction - INFO - Epoch [95][240/264] lr: 3.162e-01, eta: 21:53:32, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7156, loss_cls: 2.2330, loss: 2.2330, grad_norm: 1.1833, top1_acc/aux0: 0.4300, top5_acc/aux0: 0.6920, loss_cls/aux0: 2.3830, loss/aux0: 2.3830 2020-10-22 18:19:08,280 - mmaction - INFO - Epoch [95][240/264] lr: 3.162e-01, eta: 21:54:04, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7156, loss_cls: 2.2330, loss: 2.2330, grad_norm: 1.1885, top1_acc/aux0: 0.4321, top5_acc/aux0: 0.6925, loss_cls/aux0: 2.3758, loss/aux0: 2.3758 2020-10-22 18:19:44,810 - mmaction - INFO - Epoch [95][260/264] lr: 3.162e-01, eta: 21:52:55, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4559, top5_acc: 0.7149, loss_cls: 2.2517, loss: 2.2517, grad_norm: 1.2161, top1_acc/aux0: 0.4356, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.3502, loss/aux0: 2.3502 2020-10-22 18:19:45,730 - mmaction - INFO - Epoch [95][260/264] lr: 3.162e-01, eta: 21:53:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4559, top5_acc: 0.7149, loss_cls: 2.2517, loss: 2.2517, grad_norm: 1.2191, top1_acc/aux0: 0.4363, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3483, loss/aux0: 2.3483 2020-10-22 18:25:50,756 - mmaction - INFO - Epoch [96][20/264] lr: 3.136e-01, eta: 21:51:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7179, loss_cls: 2.2417, loss: 2.2417, grad_norm: 1.2250, top1_acc/aux0: 0.4243, top5_acc/aux0: 0.6886, loss_cls/aux0: 2.3956, loss/aux0: 2.3956 2020-10-22 18:25:51,711 - mmaction - INFO - Epoch [96][20/264] lr: 3.136e-01, eta: 21:52:30, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7179, loss_cls: 2.2417, loss: 2.2417, grad_norm: 1.2249, top1_acc/aux0: 0.4241, top5_acc/aux0: 0.6889, loss_cls/aux0: 2.3949, loss/aux0: 2.3949 2020-10-22 18:26:27,938 - mmaction - INFO - Epoch [96][40/264] lr: 3.136e-01, eta: 21:51:22, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4752, top5_acc: 0.7304, loss_cls: 2.1744, loss: 2.1744, grad_norm: 1.2013, top1_acc/aux0: 0.4330, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3410, loss/aux0: 2.3410 2020-10-22 18:26:28,888 - mmaction - INFO - Epoch [96][40/264] lr: 3.136e-01, eta: 21:51:53, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.4752, top5_acc: 0.7304, loss_cls: 2.1744, loss: 2.1744, grad_norm: 1.2018, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.7017, loss_cls/aux0: 2.3470, loss/aux0: 2.3470 2020-10-22 18:27:05,342 - mmaction - INFO - Epoch [96][60/264] lr: 3.136e-01, eta: 21:50:45, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4587, top5_acc: 0.7201, loss_cls: 2.2389, loss: 2.2389, grad_norm: 1.1967, top1_acc/aux0: 0.4321, top5_acc/aux0: 0.6960, loss_cls/aux0: 2.3964, loss/aux0: 2.3964 2020-10-22 18:27:06,290 - mmaction - INFO - Epoch [96][60/264] lr: 3.136e-01, eta: 21:51:17, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4587, top5_acc: 0.7201, loss_cls: 2.2389, loss: 2.2389, grad_norm: 1.1950, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.6960, loss_cls/aux0: 2.3883, loss/aux0: 2.3883 2020-10-22 18:27:42,922 - mmaction - INFO - Epoch [96][80/264] lr: 3.136e-01, eta: 21:50:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7158, loss_cls: 2.2382, loss: 2.2382, grad_norm: 1.1851, top1_acc/aux0: 0.4351, top5_acc/aux0: 0.7030, loss_cls/aux0: 2.3262, loss/aux0: 2.3262 2020-10-22 18:27:43,887 - mmaction - INFO - Epoch [96][80/264] lr: 3.136e-01, eta: 21:50:41, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7158, loss_cls: 2.2382, loss: 2.2382, grad_norm: 1.1911, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.6993, loss_cls/aux0: 2.3396, loss/aux0: 2.3396 2020-10-22 18:28:20,624 - mmaction - INFO - Epoch [96][100/264] lr: 3.136e-01, eta: 21:49:33, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7318, loss_cls: 2.1753, loss: 2.1753, grad_norm: 1.2125, top1_acc/aux0: 0.4269, top5_acc/aux0: 0.6962, loss_cls/aux0: 2.3637, loss/aux0: 2.3637 2020-10-22 18:28:21,573 - mmaction - INFO - Epoch [96][100/264] lr: 3.136e-01, eta: 21:50:05, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7318, loss_cls: 2.1753, loss: 2.1753, grad_norm: 1.2094, top1_acc/aux0: 0.4306, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3487, loss/aux0: 2.3487 2020-10-22 18:28:58,158 - mmaction - INFO - Epoch [96][120/264] lr: 3.136e-01, eta: 21:48:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4649, top5_acc: 0.7179, loss_cls: 2.2497, loss: 2.2497, grad_norm: 1.2238, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3615, loss/aux0: 2.3615 2020-10-22 18:28:59,113 - mmaction - INFO - Epoch [96][120/264] lr: 3.136e-01, eta: 21:49:29, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4649, top5_acc: 0.7179, loss_cls: 2.2497, loss: 2.2497, grad_norm: 1.2259, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.3734, loss/aux0: 2.3734 2020-10-22 18:29:36,016 - mmaction - INFO - Epoch [96][140/264] lr: 3.136e-01, eta: 21:48:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4569, top5_acc: 0.7236, loss_cls: 2.2467, loss: 2.2467, grad_norm: 1.2178, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.6939, loss_cls/aux0: 2.4152, loss/aux0: 2.4152 2020-10-22 18:29:36,947 - mmaction - INFO - Epoch [96][140/264] lr: 3.136e-01, eta: 21:48:52, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4569, top5_acc: 0.7236, loss_cls: 2.2467, loss: 2.2467, grad_norm: 1.2159, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6950, loss_cls/aux0: 2.4130, loss/aux0: 2.4130 2020-10-22 18:30:13,660 - mmaction - INFO - Epoch [96][160/264] lr: 3.136e-01, eta: 21:47:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4528, top5_acc: 0.7123, loss_cls: 2.2735, loss: 2.2735, grad_norm: 1.2133, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.6892, loss_cls/aux0: 2.4034, loss/aux0: 2.4034 2020-10-22 18:30:14,617 - mmaction - INFO - Epoch [96][160/264] lr: 3.136e-01, eta: 21:48:16, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4528, top5_acc: 0.7123, loss_cls: 2.2735, loss: 2.2735, grad_norm: 1.2098, top1_acc/aux0: 0.4231, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.3962, loss/aux0: 2.3962 2020-10-22 18:30:51,229 - mmaction - INFO - Epoch [96][180/264] lr: 3.136e-01, eta: 21:47:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4571, top5_acc: 0.7238, loss_cls: 2.2234, loss: 2.2234, grad_norm: 1.2090, top1_acc/aux0: 0.4300, top5_acc/aux0: 0.6962, loss_cls/aux0: 2.3686, loss/aux0: 2.3686 2020-10-22 18:30:52,170 - mmaction - INFO - Epoch [96][180/264] lr: 3.136e-01, eta: 21:47:40, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4571, top5_acc: 0.7238, loss_cls: 2.2234, loss: 2.2234, grad_norm: 1.2131, top1_acc/aux0: 0.4306, top5_acc/aux0: 0.6967, loss_cls/aux0: 2.3638, loss/aux0: 2.3638 2020-10-22 18:31:28,770 - mmaction - INFO - Epoch [96][200/264] lr: 3.136e-01, eta: 21:46:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7146, loss_cls: 2.2569, loss: 2.2569, grad_norm: 1.2043, top1_acc/aux0: 0.4205, top5_acc/aux0: 0.6936, loss_cls/aux0: 2.3863, loss/aux0: 2.3863 2020-10-22 18:31:29,716 - mmaction - INFO - Epoch [96][200/264] lr: 3.136e-01, eta: 21:47:03, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7146, loss_cls: 2.2569, loss: 2.2569, grad_norm: 1.2013, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.6944, loss_cls/aux0: 2.3895, loss/aux0: 2.3895 2020-10-22 18:32:06,591 - mmaction - INFO - Epoch [96][220/264] lr: 3.136e-01, eta: 21:45:56, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7255, loss_cls: 2.2374, loss: 2.2374, grad_norm: 1.1998, top1_acc/aux0: 0.4425, top5_acc/aux0: 0.6946, loss_cls/aux0: 2.3432, loss/aux0: 2.3432 2020-10-22 18:32:07,566 - mmaction - INFO - Epoch [96][220/264] lr: 3.136e-01, eta: 21:46:28, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7255, loss_cls: 2.2374, loss: 2.2374, grad_norm: 1.2024, top1_acc/aux0: 0.4403, top5_acc/aux0: 0.6920, loss_cls/aux0: 2.3530, loss/aux0: 2.3530 2020-10-22 18:32:44,108 - mmaction - INFO - Epoch [96][240/264] lr: 3.136e-01, eta: 21:45:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4556, top5_acc: 0.7215, loss_cls: 2.2329, loss: 2.2329, grad_norm: 1.2065, top1_acc/aux0: 0.4306, top5_acc/aux0: 0.6962, loss_cls/aux0: 2.3669, loss/aux0: 2.3669 2020-10-22 18:32:45,074 - mmaction - INFO - Epoch [96][240/264] lr: 3.136e-01, eta: 21:45:51, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4556, top5_acc: 0.7215, loss_cls: 2.2329, loss: 2.2329, grad_norm: 1.2046, top1_acc/aux0: 0.4330, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.3515, loss/aux0: 2.3515 2020-10-22 18:33:21,837 - mmaction - INFO - Epoch [96][260/264] lr: 3.136e-01, eta: 21:44:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4538, top5_acc: 0.7167, loss_cls: 2.2655, loss: 2.2655, grad_norm: 1.1983, top1_acc/aux0: 0.4293, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.3815, loss/aux0: 2.3815 2020-10-22 18:33:22,804 - mmaction - INFO - Epoch [96][260/264] lr: 3.136e-01, eta: 21:45:15, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4538, top5_acc: 0.7167, loss_cls: 2.2655, loss: 2.2655, grad_norm: 1.2017, top1_acc/aux0: 0.4269, top5_acc/aux0: 0.6938, loss_cls/aux0: 2.3900, loss/aux0: 2.3900 2020-10-22 18:35:33,925 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-22 18:37:12,212 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 18:37:12,343 - mmaction - INFO - top1_acc 0.5190 top5_acc 0.7832 2020-10-22 18:37:12,344 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 18:37:12,377 - mmaction - INFO - mean_acc 0.5195 2020-10-22 18:37:12,378 - mmaction - INFO - Epoch(val) [96][264] top1_acc: 0.5190, top5_acc: 0.7832, mean_class_accuracy: 0.5195 2020-10-22 18:41:00,810 - mmaction - INFO - Epoch [97][20/264] lr: 3.111e-01, eta: 21:43:47, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4717, top5_acc: 0.7248, loss_cls: 2.2131, loss: 2.2131, grad_norm: 1.2136, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7100, loss_cls/aux0: 2.3266, loss/aux0: 2.3266 2020-10-22 18:41:01,766 - mmaction - INFO - Epoch [97][20/264] lr: 3.111e-01, eta: 21:44:18, time: 0.928, data_time: 0.005, memory: 8466, top1_acc: 0.4717, top5_acc: 0.7248, loss_cls: 2.2131, loss: 2.2131, grad_norm: 1.2150, top1_acc/aux0: 0.4366, top5_acc/aux0: 0.7090, loss_cls/aux0: 2.3322, loss/aux0: 2.3322 2020-10-22 18:41:38,114 - mmaction - INFO - Epoch [97][40/264] lr: 3.111e-01, eta: 21:43:10, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4644, top5_acc: 0.7260, loss_cls: 2.2211, loss: 2.2211, grad_norm: 1.2002, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.6915, loss_cls/aux0: 2.3918, loss/aux0: 2.3918 2020-10-22 18:41:39,052 - mmaction - INFO - Epoch [97][40/264] lr: 3.111e-01, eta: 21:43:41, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4644, top5_acc: 0.7260, loss_cls: 2.2211, loss: 2.2211, grad_norm: 1.1999, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6920, loss_cls/aux0: 2.3915, loss/aux0: 2.3915 2020-10-22 18:42:15,623 - mmaction - INFO - Epoch [97][60/264] lr: 3.111e-01, eta: 21:42:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4535, top5_acc: 0.7264, loss_cls: 2.2231, loss: 2.2231, grad_norm: 1.1976, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.3211, loss/aux0: 2.3211 2020-10-22 18:42:16,565 - mmaction - INFO - Epoch [97][60/264] lr: 3.111e-01, eta: 21:43:05, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4535, top5_acc: 0.7264, loss_cls: 2.2231, loss: 2.2231, grad_norm: 1.1997, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3164, loss/aux0: 2.3164 2020-10-22 18:42:53,262 - mmaction - INFO - Epoch [97][80/264] lr: 3.111e-01, eta: 21:41:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4564, top5_acc: 0.7233, loss_cls: 2.2202, loss: 2.2202, grad_norm: 1.2117, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4283, loss/aux0: 2.4283 2020-10-22 18:42:54,214 - mmaction - INFO - Epoch [97][80/264] lr: 3.111e-01, eta: 21:42:28, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4564, top5_acc: 0.7233, loss_cls: 2.2202, loss: 2.2202, grad_norm: 1.2048, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.6814, loss_cls/aux0: 2.4299, loss/aux0: 2.4299 2020-10-22 18:43:30,679 - mmaction - INFO - Epoch [97][100/264] lr: 3.111e-01, eta: 21:41:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7200, loss_cls: 2.2540, loss: 2.2540, grad_norm: 1.2184, top1_acc/aux0: 0.4288, top5_acc/aux0: 0.6939, loss_cls/aux0: 2.3640, loss/aux0: 2.3640 2020-10-22 18:43:31,604 - mmaction - INFO - Epoch [97][100/264] lr: 3.111e-01, eta: 21:41:52, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7200, loss_cls: 2.2540, loss: 2.2540, grad_norm: 1.2166, top1_acc/aux0: 0.4283, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.3684, loss/aux0: 2.3684 2020-10-22 18:44:08,414 - mmaction - INFO - Epoch [97][120/264] lr: 3.111e-01, eta: 21:40:45, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4618, top5_acc: 0.7241, loss_cls: 2.2120, loss: 2.2120, grad_norm: 1.2429, top1_acc/aux0: 0.4316, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3337, loss/aux0: 2.3337 2020-10-22 18:44:09,424 - mmaction - INFO - Epoch [97][120/264] lr: 3.111e-01, eta: 21:41:16, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.4618, top5_acc: 0.7241, loss_cls: 2.2120, loss: 2.2120, grad_norm: 1.2449, top1_acc/aux0: 0.4304, top5_acc/aux0: 0.7101, loss_cls/aux0: 2.3286, loss/aux0: 2.3286 2020-10-22 18:44:45,915 - mmaction - INFO - Epoch [97][140/264] lr: 3.111e-01, eta: 21:40:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4559, top5_acc: 0.7252, loss_cls: 2.2273, loss: 2.2273, grad_norm: 1.2157, top1_acc/aux0: 0.4116, top5_acc/aux0: 0.6783, loss_cls/aux0: 2.4277, loss/aux0: 2.4277 2020-10-22 18:44:46,875 - mmaction - INFO - Epoch [97][140/264] lr: 3.111e-01, eta: 21:40:40, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4559, top5_acc: 0.7252, loss_cls: 2.2273, loss: 2.2273, grad_norm: 1.2131, top1_acc/aux0: 0.4144, top5_acc/aux0: 0.6785, loss_cls/aux0: 2.4273, loss/aux0: 2.4273 2020-10-22 18:45:23,544 - mmaction - INFO - Epoch [97][160/264] lr: 3.111e-01, eta: 21:39:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7226, loss_cls: 2.2502, loss: 2.2502, grad_norm: 1.2071, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7066, loss_cls/aux0: 2.3432, loss/aux0: 2.3432 2020-10-22 18:45:24,564 - mmaction - INFO - Epoch [97][160/264] lr: 3.111e-01, eta: 21:40:03, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7226, loss_cls: 2.2502, loss: 2.2502, grad_norm: 1.2061, top1_acc/aux0: 0.4429, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.3378, loss/aux0: 2.3378 2020-10-22 18:46:00,977 - mmaction - INFO - Epoch [97][180/264] lr: 3.111e-01, eta: 21:38:56, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4681, top5_acc: 0.7160, loss_cls: 2.2429, loss: 2.2429, grad_norm: 1.2211, top1_acc/aux0: 0.4293, top5_acc/aux0: 0.6970, loss_cls/aux0: 2.3477, loss/aux0: 2.3477 2020-10-22 18:46:01,920 - mmaction - INFO - Epoch [97][180/264] lr: 3.111e-01, eta: 21:39:27, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4681, top5_acc: 0.7160, loss_cls: 2.2429, loss: 2.2429, grad_norm: 1.2176, top1_acc/aux0: 0.4271, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.3541, loss/aux0: 2.3541 2020-10-22 18:46:38,760 - mmaction - INFO - Epoch [97][200/264] lr: 3.111e-01, eta: 21:38:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4561, top5_acc: 0.7113, loss_cls: 2.2685, loss: 2.2685, grad_norm: 1.2076, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3425, loss/aux0: 2.3425 2020-10-22 18:46:39,688 - mmaction - INFO - Epoch [97][200/264] lr: 3.111e-01, eta: 21:38:50, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4561, top5_acc: 0.7113, loss_cls: 2.2685, loss: 2.2685, grad_norm: 1.2112, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7043, loss_cls/aux0: 2.3371, loss/aux0: 2.3371 2020-10-22 18:47:16,337 - mmaction - INFO - Epoch [97][220/264] lr: 3.111e-01, eta: 21:37:43, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7288, loss_cls: 2.2097, loss: 2.2097, grad_norm: 1.2159, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.6884, loss_cls/aux0: 2.4016, loss/aux0: 2.4016 2020-10-22 18:47:17,267 - mmaction - INFO - Epoch [97][220/264] lr: 3.111e-01, eta: 21:38:14, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7288, loss_cls: 2.2097, loss: 2.2097, grad_norm: 1.2127, top1_acc/aux0: 0.4248, top5_acc/aux0: 0.6884, loss_cls/aux0: 2.4021, loss/aux0: 2.4021 2020-10-22 18:47:53,932 - mmaction - INFO - Epoch [97][240/264] lr: 3.111e-01, eta: 21:37:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4519, top5_acc: 0.7163, loss_cls: 2.2429, loss: 2.2429, grad_norm: 1.2101, top1_acc/aux0: 0.4222, top5_acc/aux0: 0.6899, loss_cls/aux0: 2.4015, loss/aux0: 2.4015 2020-10-22 18:47:54,933 - mmaction - INFO - Epoch [97][240/264] lr: 3.111e-01, eta: 21:37:38, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4519, top5_acc: 0.7163, loss_cls: 2.2429, loss: 2.2429, grad_norm: 1.2120, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.6889, loss_cls/aux0: 2.4065, loss/aux0: 2.4065 2020-10-22 18:48:31,189 - mmaction - INFO - Epoch [97][260/264] lr: 3.111e-01, eta: 21:36:30, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7165, loss_cls: 2.2726, loss: 2.2726, grad_norm: 1.2050, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.6931, loss_cls/aux0: 2.3946, loss/aux0: 2.3946 2020-10-22 18:48:32,111 - mmaction - INFO - Epoch [97][260/264] lr: 3.111e-01, eta: 21:37:01, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7165, loss_cls: 2.2726, loss: 2.2726, grad_norm: 1.2044, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4008, loss/aux0: 2.4008 2020-10-22 18:54:45,010 - mmaction - INFO - Epoch [98][20/264] lr: 3.085e-01, eta: 21:35:34, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4582, top5_acc: 0.7219, loss_cls: 2.2470, loss: 2.2470, grad_norm: 1.2102, top1_acc/aux0: 0.4300, top5_acc/aux0: 0.7034, loss_cls/aux0: 2.3444, loss/aux0: 2.3444 2020-10-22 18:54:46,014 - mmaction - INFO - Epoch [98][20/264] lr: 3.085e-01, eta: 21:36:04, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4582, top5_acc: 0.7219, loss_cls: 2.2470, loss: 2.2470, grad_norm: 1.2154, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.7014, loss_cls/aux0: 2.3524, loss/aux0: 2.3524 2020-10-22 18:55:22,289 - mmaction - INFO - Epoch [98][40/264] lr: 3.085e-01, eta: 21:34:57, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4627, top5_acc: 0.7203, loss_cls: 2.2205, loss: 2.2205, grad_norm: 1.1768, top1_acc/aux0: 0.4311, top5_acc/aux0: 0.6972, loss_cls/aux0: 2.3408, loss/aux0: 2.3408 2020-10-22 18:55:23,254 - mmaction - INFO - Epoch [98][40/264] lr: 3.085e-01, eta: 21:35:28, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4627, top5_acc: 0.7203, loss_cls: 2.2205, loss: 2.2205, grad_norm: 1.1781, top1_acc/aux0: 0.4340, top5_acc/aux0: 0.6991, loss_cls/aux0: 2.3308, loss/aux0: 2.3308 2020-10-22 18:56:00,099 - mmaction - INFO - Epoch [98][60/264] lr: 3.085e-01, eta: 21:34:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7267, loss_cls: 2.2246, loss: 2.2246, grad_norm: 1.2095, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7109, loss_cls/aux0: 2.3231, loss/aux0: 2.3231 2020-10-22 18:56:01,033 - mmaction - INFO - Epoch [98][60/264] lr: 3.085e-01, eta: 21:34:52, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7267, loss_cls: 2.2246, loss: 2.2246, grad_norm: 1.2117, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3243, loss/aux0: 2.3243 2020-10-22 18:56:37,610 - mmaction - INFO - Epoch [98][80/264] lr: 3.085e-01, eta: 21:33:45, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7288, loss_cls: 2.2290, loss: 2.2290, grad_norm: 1.2156, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.3257, loss/aux0: 2.3257 2020-10-22 18:56:38,542 - mmaction - INFO - Epoch [98][80/264] lr: 3.085e-01, eta: 21:34:15, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7288, loss_cls: 2.2290, loss: 2.2290, grad_norm: 1.2164, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7050, loss_cls/aux0: 2.3239, loss/aux0: 2.3239 2020-10-22 18:57:15,097 - mmaction - INFO - Epoch [98][100/264] lr: 3.085e-01, eta: 21:33:08, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4637, top5_acc: 0.7203, loss_cls: 2.2153, loss: 2.2153, grad_norm: 1.2054, top1_acc/aux0: 0.4231, top5_acc/aux0: 0.6918, loss_cls/aux0: 2.3866, loss/aux0: 2.3866 2020-10-22 18:57:16,048 - mmaction - INFO - Epoch [98][100/264] lr: 3.085e-01, eta: 21:33:39, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4637, top5_acc: 0.7203, loss_cls: 2.2153, loss: 2.2153, grad_norm: 1.2058, top1_acc/aux0: 0.4220, top5_acc/aux0: 0.6901, loss_cls/aux0: 2.3918, loss/aux0: 2.3918 2020-10-22 18:57:52,673 - mmaction - INFO - Epoch [98][120/264] lr: 3.085e-01, eta: 21:32:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4717, top5_acc: 0.7295, loss_cls: 2.1900, loss: 2.1900, grad_norm: 1.2113, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.3657, loss/aux0: 2.3657 2020-10-22 18:57:53,614 - mmaction - INFO - Epoch [98][120/264] lr: 3.085e-01, eta: 21:33:03, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4717, top5_acc: 0.7295, loss_cls: 2.1900, loss: 2.1900, grad_norm: 1.2141, top1_acc/aux0: 0.4293, top5_acc/aux0: 0.6991, loss_cls/aux0: 2.3586, loss/aux0: 2.3586 2020-10-22 18:58:30,461 - mmaction - INFO - Epoch [98][140/264] lr: 3.085e-01, eta: 21:31:56, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4653, top5_acc: 0.7226, loss_cls: 2.2344, loss: 2.2344, grad_norm: 1.1824, top1_acc/aux0: 0.4262, top5_acc/aux0: 0.6939, loss_cls/aux0: 2.3875, loss/aux0: 2.3875 2020-10-22 18:58:31,408 - mmaction - INFO - Epoch [98][140/264] lr: 3.085e-01, eta: 21:32:27, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.4653, top5_acc: 0.7226, loss_cls: 2.2344, loss: 2.2344, grad_norm: 1.1835, top1_acc/aux0: 0.4253, top5_acc/aux0: 0.6910, loss_cls/aux0: 2.3906, loss/aux0: 2.3906 2020-10-22 18:59:08,562 - mmaction - INFO - Epoch [98][160/264] lr: 3.085e-01, eta: 21:31:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7184, loss_cls: 2.2180, loss: 2.2180, grad_norm: 1.2343, top1_acc/aux0: 0.4155, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.3897, loss/aux0: 2.3897 2020-10-22 18:59:09,492 - mmaction - INFO - Epoch [98][160/264] lr: 3.085e-01, eta: 21:31:51, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7184, loss_cls: 2.2180, loss: 2.2180, grad_norm: 1.2369, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.3954, loss/aux0: 2.3954 2020-10-22 18:59:46,533 - mmaction - INFO - Epoch [98][180/264] lr: 3.085e-01, eta: 21:30:45, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4533, top5_acc: 0.7207, loss_cls: 2.2431, loss: 2.2431, grad_norm: 1.2442, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7035, loss_cls/aux0: 2.3564, loss/aux0: 2.3564 2020-10-22 18:59:47,491 - mmaction - INFO - Epoch [98][180/264] lr: 3.085e-01, eta: 21:31:15, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4533, top5_acc: 0.7207, loss_cls: 2.2431, loss: 2.2431, grad_norm: 1.2515, top1_acc/aux0: 0.4335, top5_acc/aux0: 0.7035, loss_cls/aux0: 2.3606, loss/aux0: 2.3606 2020-10-22 19:00:24,433 - mmaction - INFO - Epoch [98][200/264] lr: 3.085e-01, eta: 21:30:09, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4564, top5_acc: 0.7293, loss_cls: 2.2288, loss: 2.2288, grad_norm: 1.1970, top1_acc/aux0: 0.4314, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.3795, loss/aux0: 2.3795 2020-10-22 19:00:25,367 - mmaction - INFO - Epoch [98][200/264] lr: 3.085e-01, eta: 21:30:40, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.4564, top5_acc: 0.7293, loss_cls: 2.2288, loss: 2.2288, grad_norm: 1.1997, top1_acc/aux0: 0.4313, top5_acc/aux0: 0.6944, loss_cls/aux0: 2.3793, loss/aux0: 2.3793 2020-10-22 19:01:02,133 - mmaction - INFO - Epoch [98][220/264] lr: 3.085e-01, eta: 21:29:34, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7262, loss_cls: 2.2164, loss: 2.2164, grad_norm: 1.2207, top1_acc/aux0: 0.4394, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.3372, loss/aux0: 2.3372 2020-10-22 19:01:03,064 - mmaction - INFO - Epoch [98][220/264] lr: 3.085e-01, eta: 21:30:04, time: 0.951, data_time: 0.001, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7262, loss_cls: 2.2164, loss: 2.2164, grad_norm: 1.2218, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3347, loss/aux0: 2.3347 2020-10-22 19:01:39,856 - mmaction - INFO - Epoch [98][240/264] lr: 3.085e-01, eta: 21:28:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7139, loss_cls: 2.2696, loss: 2.2696, grad_norm: 1.2222, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.6991, loss_cls/aux0: 2.3587, loss/aux0: 2.3587 2020-10-22 19:01:40,791 - mmaction - INFO - Epoch [98][240/264] lr: 3.085e-01, eta: 21:29:28, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7139, loss_cls: 2.2696, loss: 2.2696, grad_norm: 1.2195, top1_acc/aux0: 0.4377, top5_acc/aux0: 0.6988, loss_cls/aux0: 2.3522, loss/aux0: 2.3522 2020-10-22 19:02:17,362 - mmaction - INFO - Epoch [98][260/264] lr: 3.085e-01, eta: 21:28:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7236, loss_cls: 2.2182, loss: 2.2182, grad_norm: 1.2137, top1_acc/aux0: 0.4366, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.3489, loss/aux0: 2.3489 2020-10-22 19:02:18,275 - mmaction - INFO - Epoch [98][260/264] lr: 3.085e-01, eta: 21:28:52, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7236, loss_cls: 2.2182, loss: 2.2182, grad_norm: 1.2169, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.6979, loss_cls/aux0: 2.3472, loss/aux0: 2.3472 2020-10-22 19:08:23,217 - mmaction - INFO - Epoch [99][20/264] lr: 3.060e-01, eta: 21:27:26, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7210, loss_cls: 2.2231, loss: 2.2231, grad_norm: 1.2210, top1_acc/aux0: 0.4366, top5_acc/aux0: 0.7069, loss_cls/aux0: 2.3505, loss/aux0: 2.3505 2020-10-22 19:08:24,183 - mmaction - INFO - Epoch [99][20/264] lr: 3.060e-01, eta: 21:27:56, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7210, loss_cls: 2.2231, loss: 2.2231, grad_norm: 1.2259, top1_acc/aux0: 0.4385, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.3478, loss/aux0: 2.3478 2020-10-22 19:09:00,557 - mmaction - INFO - Epoch [99][40/264] lr: 3.060e-01, eta: 21:26:49, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7293, loss_cls: 2.1795, loss: 2.1795, grad_norm: 1.1842, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3495, loss/aux0: 2.3495 2020-10-22 19:09:01,510 - mmaction - INFO - Epoch [99][40/264] lr: 3.060e-01, eta: 21:27:19, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7293, loss_cls: 2.1795, loss: 2.1795, grad_norm: 1.1903, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.3578, loss/aux0: 2.3578 2020-10-22 19:09:38,151 - mmaction - INFO - Epoch [99][60/264] lr: 3.060e-01, eta: 21:26:12, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7313, loss_cls: 2.1997, loss: 2.1997, grad_norm: 1.2004, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.6979, loss_cls/aux0: 2.3601, loss/aux0: 2.3601 2020-10-22 19:09:39,108 - mmaction - INFO - Epoch [99][60/264] lr: 3.060e-01, eta: 21:26:43, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7313, loss_cls: 2.1997, loss: 2.1997, grad_norm: 1.1976, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7002, loss_cls/aux0: 2.3536, loss/aux0: 2.3536 2020-10-22 19:10:15,588 - mmaction - INFO - Epoch [99][80/264] lr: 3.060e-01, eta: 21:25:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7238, loss_cls: 2.2386, loss: 2.2386, grad_norm: 1.2099, top1_acc/aux0: 0.4215, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4133, loss/aux0: 2.4133 2020-10-22 19:10:16,527 - mmaction - INFO - Epoch [99][80/264] lr: 3.060e-01, eta: 21:26:06, time: 0.942, data_time: 0.005, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7238, loss_cls: 2.2386, loss: 2.2386, grad_norm: 1.2063, top1_acc/aux0: 0.4212, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4105, loss/aux0: 2.4105 2020-10-22 19:10:53,003 - mmaction - INFO - Epoch [99][100/264] lr: 3.060e-01, eta: 21:25:00, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7326, loss_cls: 2.1994, loss: 2.1994, grad_norm: 1.2208, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3064, loss/aux0: 2.3064 2020-10-22 19:10:53,956 - mmaction - INFO - Epoch [99][100/264] lr: 3.060e-01, eta: 21:25:30, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7326, loss_cls: 2.1994, loss: 2.1994, grad_norm: 1.2227, top1_acc/aux0: 0.4325, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3136, loss/aux0: 2.3136 2020-10-22 19:11:30,517 - mmaction - INFO - Epoch [99][120/264] lr: 3.060e-01, eta: 21:24:23, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7210, loss_cls: 2.2358, loss: 2.2358, grad_norm: 1.2296, top1_acc/aux0: 0.4194, top5_acc/aux0: 0.6892, loss_cls/aux0: 2.4076, loss/aux0: 2.4076 2020-10-22 19:11:31,470 - mmaction - INFO - Epoch [99][120/264] lr: 3.060e-01, eta: 21:24:54, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7210, loss_cls: 2.2358, loss: 2.2358, grad_norm: 1.2337, top1_acc/aux0: 0.4233, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4042, loss/aux0: 2.4042 2020-10-22 19:12:08,175 - mmaction - INFO - Epoch [99][140/264] lr: 3.060e-01, eta: 21:23:47, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4566, top5_acc: 0.7231, loss_cls: 2.2304, loss: 2.2304, grad_norm: 1.2261, top1_acc/aux0: 0.4252, top5_acc/aux0: 0.6936, loss_cls/aux0: 2.3943, loss/aux0: 2.3943 2020-10-22 19:12:09,112 - mmaction - INFO - Epoch [99][140/264] lr: 3.060e-01, eta: 21:24:18, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4566, top5_acc: 0.7231, loss_cls: 2.2304, loss: 2.2304, grad_norm: 1.2231, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.6950, loss_cls/aux0: 2.3998, loss/aux0: 2.3998 2020-10-22 19:12:45,785 - mmaction - INFO - Epoch [99][160/264] lr: 3.060e-01, eta: 21:23:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4637, top5_acc: 0.7281, loss_cls: 2.2083, loss: 2.2083, grad_norm: 1.1944, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.7009, loss_cls/aux0: 2.3387, loss/aux0: 2.3387 2020-10-22 19:12:46,726 - mmaction - INFO - Epoch [99][160/264] lr: 3.060e-01, eta: 21:23:42, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4637, top5_acc: 0.7281, loss_cls: 2.2083, loss: 2.2083, grad_norm: 1.1886, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.3295, loss/aux0: 2.3295 2020-10-22 19:13:23,603 - mmaction - INFO - Epoch [99][180/264] lr: 3.060e-01, eta: 21:22:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4660, top5_acc: 0.7306, loss_cls: 2.2021, loss: 2.2021, grad_norm: 1.2422, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7002, loss_cls/aux0: 2.3643, loss/aux0: 2.3643 2020-10-22 19:13:24,574 - mmaction - INFO - Epoch [99][180/264] lr: 3.060e-01, eta: 21:23:05, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4660, top5_acc: 0.7306, loss_cls: 2.2021, loss: 2.2021, grad_norm: 1.2435, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.3707, loss/aux0: 2.3707 2020-10-22 19:14:01,211 - mmaction - INFO - Epoch [99][200/264] lr: 3.060e-01, eta: 21:21:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4590, top5_acc: 0.7214, loss_cls: 2.2434, loss: 2.2434, grad_norm: 1.2143, top1_acc/aux0: 0.4220, top5_acc/aux0: 0.6936, loss_cls/aux0: 2.3943, loss/aux0: 2.3943 2020-10-22 19:14:02,154 - mmaction - INFO - Epoch [99][200/264] lr: 3.060e-01, eta: 21:22:29, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4590, top5_acc: 0.7214, loss_cls: 2.2434, loss: 2.2434, grad_norm: 1.2157, top1_acc/aux0: 0.4222, top5_acc/aux0: 0.6967, loss_cls/aux0: 2.3865, loss/aux0: 2.3865 2020-10-22 19:14:38,945 - mmaction - INFO - Epoch [99][220/264] lr: 3.060e-01, eta: 21:21:23, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4413, top5_acc: 0.7071, loss_cls: 2.3165, loss: 2.3165, grad_norm: 1.2283, top1_acc/aux0: 0.4243, top5_acc/aux0: 0.6915, loss_cls/aux0: 2.3900, loss/aux0: 2.3900 2020-10-22 19:14:39,888 - mmaction - INFO - Epoch [99][220/264] lr: 3.060e-01, eta: 21:21:53, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4413, top5_acc: 0.7071, loss_cls: 2.3165, loss: 2.3165, grad_norm: 1.2237, top1_acc/aux0: 0.4233, top5_acc/aux0: 0.6884, loss_cls/aux0: 2.4006, loss/aux0: 2.4006 2020-10-22 19:15:16,577 - mmaction - INFO - Epoch [99][240/264] lr: 3.060e-01, eta: 21:20:47, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4587, top5_acc: 0.7194, loss_cls: 2.2236, loss: 2.2236, grad_norm: 1.2026, top1_acc/aux0: 0.4325, top5_acc/aux0: 0.7009, loss_cls/aux0: 2.3601, loss/aux0: 2.3601 2020-10-22 19:15:17,580 - mmaction - INFO - Epoch [99][240/264] lr: 3.060e-01, eta: 21:21:17, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4587, top5_acc: 0.7194, loss_cls: 2.2236, loss: 2.2236, grad_norm: 1.2048, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7017, loss_cls/aux0: 2.3552, loss/aux0: 2.3552 2020-10-22 19:15:53,944 - mmaction - INFO - Epoch [99][260/264] lr: 3.060e-01, eta: 21:20:11, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4686, top5_acc: 0.7345, loss_cls: 2.1888, loss: 2.1888, grad_norm: 1.2332, top1_acc/aux0: 0.4283, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.3840, loss/aux0: 2.3840 2020-10-22 19:15:54,905 - mmaction - INFO - Epoch [99][260/264] lr: 3.060e-01, eta: 21:20:40, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.4686, top5_acc: 0.7345, loss_cls: 2.1888, loss: 2.1888, grad_norm: 1.2291, top1_acc/aux0: 0.4271, top5_acc/aux0: 0.6983, loss_cls/aux0: 2.3809, loss/aux0: 2.3809 2020-10-22 19:21:51,409 - mmaction - INFO - Epoch [100][20/264] lr: 3.034e-01, eta: 21:19:14, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7309, loss_cls: 2.1855, loss: 2.1855, grad_norm: 1.2196, top1_acc/aux0: 0.4415, top5_acc/aux0: 0.7045, loss_cls/aux0: 2.3173, loss/aux0: 2.3173 2020-10-22 19:21:52,350 - mmaction - INFO - Epoch [100][20/264] lr: 3.034e-01, eta: 21:19:44, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7309, loss_cls: 2.1855, loss: 2.1855, grad_norm: 1.2237, top1_acc/aux0: 0.4394, top5_acc/aux0: 0.7043, loss_cls/aux0: 2.3197, loss/aux0: 2.3197 2020-10-22 19:22:28,656 - mmaction - INFO - Epoch [100][40/264] lr: 3.034e-01, eta: 21:18:38, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7200, loss_cls: 2.2766, loss: 2.2766, grad_norm: 1.2335, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3141, loss/aux0: 2.3141 2020-10-22 19:22:29,602 - mmaction - INFO - Epoch [100][40/264] lr: 3.034e-01, eta: 21:19:07, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7200, loss_cls: 2.2766, loss: 2.2766, grad_norm: 1.2321, top1_acc/aux0: 0.4467, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3047, loss/aux0: 2.3047 2020-10-22 19:23:06,092 - mmaction - INFO - Epoch [100][60/264] lr: 3.034e-01, eta: 21:18:01, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4616, top5_acc: 0.7188, loss_cls: 2.2332, loss: 2.2332, grad_norm: 1.2235, top1_acc/aux0: 0.4410, top5_acc/aux0: 0.6986, loss_cls/aux0: 2.3461, loss/aux0: 2.3461 2020-10-22 19:23:07,033 - mmaction - INFO - Epoch [100][60/264] lr: 3.034e-01, eta: 21:18:30, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4616, top5_acc: 0.7188, loss_cls: 2.2332, loss: 2.2332, grad_norm: 1.2225, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.3497, loss/aux0: 2.3497 2020-10-22 19:23:43,706 - mmaction - INFO - Epoch [100][80/264] lr: 3.034e-01, eta: 21:17:24, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4816, top5_acc: 0.7288, loss_cls: 2.1608, loss: 2.1608, grad_norm: 1.2034, top1_acc/aux0: 0.4363, top5_acc/aux0: 0.6986, loss_cls/aux0: 2.3428, loss/aux0: 2.3428 2020-10-22 19:23:44,646 - mmaction - INFO - Epoch [100][80/264] lr: 3.034e-01, eta: 21:17:54, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4816, top5_acc: 0.7288, loss_cls: 2.1608, loss: 2.1608, grad_norm: 1.2016, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.6972, loss_cls/aux0: 2.3470, loss/aux0: 2.3470 2020-10-22 19:24:21,770 - mmaction - INFO - Epoch [100][100/264] lr: 3.034e-01, eta: 21:16:49, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4675, top5_acc: 0.7352, loss_cls: 2.1841, loss: 2.1841, grad_norm: 1.2423, top1_acc/aux0: 0.4361, top5_acc/aux0: 0.6941, loss_cls/aux0: 2.3436, loss/aux0: 2.3436 2020-10-22 19:24:22,747 - mmaction - INFO - Epoch [100][100/264] lr: 3.034e-01, eta: 21:17:18, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4675, top5_acc: 0.7352, loss_cls: 2.1841, loss: 2.1841, grad_norm: 1.2441, top1_acc/aux0: 0.4337, top5_acc/aux0: 0.6946, loss_cls/aux0: 2.3422, loss/aux0: 2.3422 2020-10-22 19:24:59,142 - mmaction - INFO - Epoch [100][120/264] lr: 3.034e-01, eta: 21:16:12, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4658, top5_acc: 0.7219, loss_cls: 2.2272, loss: 2.2272, grad_norm: 1.2037, top1_acc/aux0: 0.4231, top5_acc/aux0: 0.6950, loss_cls/aux0: 2.3848, loss/aux0: 2.3848 2020-10-22 19:25:00,122 - mmaction - INFO - Epoch [100][120/264] lr: 3.034e-01, eta: 21:16:42, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4658, top5_acc: 0.7219, loss_cls: 2.2272, loss: 2.2272, grad_norm: 1.2094, top1_acc/aux0: 0.4222, top5_acc/aux0: 0.6934, loss_cls/aux0: 2.3977, loss/aux0: 2.3977 2020-10-22 19:25:36,659 - mmaction - INFO - Epoch [100][140/264] lr: 3.034e-01, eta: 21:15:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7273, loss_cls: 2.2090, loss: 2.2090, grad_norm: 1.2027, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.6991, loss_cls/aux0: 2.3594, loss/aux0: 2.3594 2020-10-22 19:25:37,603 - mmaction - INFO - Epoch [100][140/264] lr: 3.034e-01, eta: 21:16:05, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7273, loss_cls: 2.2090, loss: 2.2090, grad_norm: 1.2094, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3508, loss/aux0: 2.3508 2020-10-22 19:26:14,327 - mmaction - INFO - Epoch [100][160/264] lr: 3.034e-01, eta: 21:14:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4613, top5_acc: 0.7207, loss_cls: 2.2128, loss: 2.2128, grad_norm: 1.2385, top1_acc/aux0: 0.4288, top5_acc/aux0: 0.7028, loss_cls/aux0: 2.3529, loss/aux0: 2.3529 2020-10-22 19:26:15,331 - mmaction - INFO - Epoch [100][160/264] lr: 3.034e-01, eta: 21:15:29, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4613, top5_acc: 0.7207, loss_cls: 2.2128, loss: 2.2128, grad_norm: 1.2329, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.7043, loss_cls/aux0: 2.3423, loss/aux0: 2.3423 2020-10-22 19:26:51,985 - mmaction - INFO - Epoch [100][180/264] lr: 3.034e-01, eta: 21:14:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7188, loss_cls: 2.2383, loss: 2.2383, grad_norm: 1.2231, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.3606, loss/aux0: 2.3606 2020-10-22 19:26:52,940 - mmaction - INFO - Epoch [100][180/264] lr: 3.034e-01, eta: 21:14:52, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7188, loss_cls: 2.2383, loss: 2.2383, grad_norm: 1.2224, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3665, loss/aux0: 2.3665 2020-10-22 19:27:29,968 - mmaction - INFO - Epoch [100][200/264] lr: 3.034e-01, eta: 21:13:47, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4554, top5_acc: 0.7248, loss_cls: 2.2355, loss: 2.2355, grad_norm: 1.2327, top1_acc/aux0: 0.4290, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.3964, loss/aux0: 2.3964 2020-10-22 19:27:30,897 - mmaction - INFO - Epoch [100][200/264] lr: 3.034e-01, eta: 21:14:17, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4554, top5_acc: 0.7248, loss_cls: 2.2355, loss: 2.2355, grad_norm: 1.2341, top1_acc/aux0: 0.4280, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4052, loss/aux0: 2.4052 2020-10-22 19:28:07,635 - mmaction - INFO - Epoch [100][220/264] lr: 3.034e-01, eta: 21:13:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7229, loss_cls: 2.1942, loss: 2.1942, grad_norm: 1.2248, top1_acc/aux0: 0.4394, top5_acc/aux0: 0.7043, loss_cls/aux0: 2.3460, loss/aux0: 2.3460 2020-10-22 19:28:08,577 - mmaction - INFO - Epoch [100][220/264] lr: 3.034e-01, eta: 21:13:40, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7229, loss_cls: 2.1942, loss: 2.1942, grad_norm: 1.2206, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7066, loss_cls/aux0: 2.3306, loss/aux0: 2.3306 2020-10-22 19:28:45,098 - mmaction - INFO - Epoch [100][240/264] lr: 3.034e-01, eta: 21:12:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4550, top5_acc: 0.7141, loss_cls: 2.2449, loss: 2.2449, grad_norm: 1.2207, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.3526, loss/aux0: 2.3526 2020-10-22 19:28:46,054 - mmaction - INFO - Epoch [100][240/264] lr: 3.034e-01, eta: 21:13:04, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4550, top5_acc: 0.7141, loss_cls: 2.2449, loss: 2.2449, grad_norm: 1.2219, top1_acc/aux0: 0.4342, top5_acc/aux0: 0.7002, loss_cls/aux0: 2.3615, loss/aux0: 2.3615 2020-10-22 19:29:22,410 - mmaction - INFO - Epoch [100][260/264] lr: 3.034e-01, eta: 21:11:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7266, loss_cls: 2.2196, loss: 2.2196, grad_norm: 1.2214, top1_acc/aux0: 0.4394, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.3307, loss/aux0: 2.3307 2020-10-22 19:29:23,361 - mmaction - INFO - Epoch [100][260/264] lr: 3.034e-01, eta: 21:12:27, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7266, loss_cls: 2.2196, loss: 2.2196, grad_norm: 1.2255, top1_acc/aux0: 0.4389, top5_acc/aux0: 0.7069, loss_cls/aux0: 2.3287, loss/aux0: 2.3287 2020-10-22 19:35:07,243 - mmaction - INFO - Epoch [101][20/264] lr: 3.008e-01, eta: 21:11:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4665, top5_acc: 0.7200, loss_cls: 2.2196, loss: 2.2196, grad_norm: 1.2206, top1_acc/aux0: 0.4253, top5_acc/aux0: 0.7043, loss_cls/aux0: 2.3471, loss/aux0: 2.3471 2020-10-22 19:35:08,199 - mmaction - INFO - Epoch [101][20/264] lr: 3.008e-01, eta: 21:11:31, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4665, top5_acc: 0.7200, loss_cls: 2.2196, loss: 2.2196, grad_norm: 1.2188, top1_acc/aux0: 0.4252, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3525, loss/aux0: 2.3525 2020-10-22 19:35:44,637 - mmaction - INFO - Epoch [101][40/264] lr: 3.008e-01, eta: 21:10:25, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4611, top5_acc: 0.7300, loss_cls: 2.2035, loss: 2.2035, grad_norm: 1.2051, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.7040, loss_cls/aux0: 2.3297, loss/aux0: 2.3297 2020-10-22 19:35:45,585 - mmaction - INFO - Epoch [101][40/264] lr: 3.008e-01, eta: 21:10:54, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4611, top5_acc: 0.7300, loss_cls: 2.2035, loss: 2.2035, grad_norm: 1.2065, top1_acc/aux0: 0.4361, top5_acc/aux0: 0.7050, loss_cls/aux0: 2.3154, loss/aux0: 2.3154 2020-10-22 19:36:22,080 - mmaction - INFO - Epoch [101][60/264] lr: 3.008e-01, eta: 21:09:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4566, top5_acc: 0.7260, loss_cls: 2.2320, loss: 2.2320, grad_norm: 1.2131, top1_acc/aux0: 0.4444, top5_acc/aux0: 0.7132, loss_cls/aux0: 2.3318, loss/aux0: 2.3318 2020-10-22 19:36:23,021 - mmaction - INFO - Epoch [101][60/264] lr: 3.008e-01, eta: 21:10:18, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4566, top5_acc: 0.7260, loss_cls: 2.2320, loss: 2.2320, grad_norm: 1.2118, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3298, loss/aux0: 2.3298 2020-10-22 19:36:59,529 - mmaction - INFO - Epoch [101][80/264] lr: 3.008e-01, eta: 21:09:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7297, loss_cls: 2.1978, loss: 2.1978, grad_norm: 1.2241, top1_acc/aux0: 0.4410, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.3202, loss/aux0: 2.3202 2020-10-22 19:37:00,477 - mmaction - INFO - Epoch [101][80/264] lr: 3.008e-01, eta: 21:09:42, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7297, loss_cls: 2.1978, loss: 2.1978, grad_norm: 1.2264, top1_acc/aux0: 0.4385, top5_acc/aux0: 0.7066, loss_cls/aux0: 2.3252, loss/aux0: 2.3252 2020-10-22 19:37:37,253 - mmaction - INFO - Epoch [101][100/264] lr: 3.008e-01, eta: 21:08:37, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4688, top5_acc: 0.7266, loss_cls: 2.2156, loss: 2.2156, grad_norm: 1.2164, top1_acc/aux0: 0.4356, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.3412, loss/aux0: 2.3412 2020-10-22 19:37:38,213 - mmaction - INFO - Epoch [101][100/264] lr: 3.008e-01, eta: 21:09:06, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.4688, top5_acc: 0.7266, loss_cls: 2.2156, loss: 2.2156, grad_norm: 1.2204, top1_acc/aux0: 0.4335, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.3548, loss/aux0: 2.3548 2020-10-22 19:38:15,146 - mmaction - INFO - Epoch [101][120/264] lr: 3.008e-01, eta: 21:08:01, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4705, top5_acc: 0.7278, loss_cls: 2.1928, loss: 2.1928, grad_norm: 1.2308, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7123, loss_cls/aux0: 2.3157, loss/aux0: 2.3157 2020-10-22 19:38:16,069 - mmaction - INFO - Epoch [101][120/264] lr: 3.008e-01, eta: 21:08:31, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4705, top5_acc: 0.7278, loss_cls: 2.1928, loss: 2.1928, grad_norm: 1.2338, top1_acc/aux0: 0.4361, top5_acc/aux0: 0.7142, loss_cls/aux0: 2.3094, loss/aux0: 2.3094 2020-10-22 19:38:52,822 - mmaction - INFO - Epoch [101][140/264] lr: 3.008e-01, eta: 21:07:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7273, loss_cls: 2.2200, loss: 2.2200, grad_norm: 1.2101, top1_acc/aux0: 0.4314, top5_acc/aux0: 0.6976, loss_cls/aux0: 2.3583, loss/aux0: 2.3583 2020-10-22 19:38:53,768 - mmaction - INFO - Epoch [101][140/264] lr: 3.008e-01, eta: 21:07:54, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7273, loss_cls: 2.2200, loss: 2.2200, grad_norm: 1.2130, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.6983, loss_cls/aux0: 2.3543, loss/aux0: 2.3543 2020-10-22 19:39:30,823 - mmaction - INFO - Epoch [101][160/264] lr: 3.008e-01, eta: 21:06:49, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7342, loss_cls: 2.1939, loss: 2.1939, grad_norm: 1.2127, top1_acc/aux0: 0.4340, top5_acc/aux0: 0.7066, loss_cls/aux0: 2.3326, loss/aux0: 2.3326 2020-10-22 19:39:31,766 - mmaction - INFO - Epoch [101][160/264] lr: 3.008e-01, eta: 21:07:19, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7342, loss_cls: 2.1939, loss: 2.1939, grad_norm: 1.2175, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.7054, loss_cls/aux0: 2.3400, loss/aux0: 2.3400 2020-10-22 19:40:08,491 - mmaction - INFO - Epoch [101][180/264] lr: 3.008e-01, eta: 21:06:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4493, top5_acc: 0.7156, loss_cls: 2.2708, loss: 2.2708, grad_norm: 1.2400, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7092, loss_cls/aux0: 2.3317, loss/aux0: 2.3317 2020-10-22 19:40:09,434 - mmaction - INFO - Epoch [101][180/264] lr: 3.008e-01, eta: 21:06:42, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4493, top5_acc: 0.7156, loss_cls: 2.2708, loss: 2.2708, grad_norm: 1.2425, top1_acc/aux0: 0.4356, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3241, loss/aux0: 2.3241 2020-10-22 19:40:46,185 - mmaction - INFO - Epoch [101][200/264] lr: 3.008e-01, eta: 21:05:37, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4564, top5_acc: 0.7229, loss_cls: 2.2170, loss: 2.2170, grad_norm: 1.2480, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.6936, loss_cls/aux0: 2.3646, loss/aux0: 2.3646 2020-10-22 19:40:47,283 - mmaction - INFO - Epoch [101][200/264] lr: 3.008e-01, eta: 21:06:06, time: 0.953, data_time: 0.011, memory: 8466, top1_acc: 0.4564, top5_acc: 0.7229, loss_cls: 2.2170, loss: 2.2170, grad_norm: 1.2471, top1_acc/aux0: 0.4330, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.3720, loss/aux0: 2.3720 2020-10-22 19:41:24,288 - mmaction - INFO - Epoch [101][220/264] lr: 3.008e-01, eta: 21:05:02, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7227, loss_cls: 2.2111, loss: 2.2111, grad_norm: 1.2331, top1_acc/aux0: 0.4335, top5_acc/aux0: 0.7045, loss_cls/aux0: 2.3376, loss/aux0: 2.3376 2020-10-22 19:41:25,227 - mmaction - INFO - Epoch [101][220/264] lr: 3.008e-01, eta: 21:05:31, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7227, loss_cls: 2.2111, loss: 2.2111, grad_norm: 1.2388, top1_acc/aux0: 0.4347, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3335, loss/aux0: 2.3335 2020-10-22 19:42:02,004 - mmaction - INFO - Epoch [101][240/264] lr: 3.008e-01, eta: 21:04:26, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4660, top5_acc: 0.7189, loss_cls: 2.1904, loss: 2.1904, grad_norm: 1.2189, top1_acc/aux0: 0.4309, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3647, loss/aux0: 2.3647 2020-10-22 19:42:02,940 - mmaction - INFO - Epoch [101][240/264] lr: 3.008e-01, eta: 21:04:55, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4660, top5_acc: 0.7189, loss_cls: 2.1904, loss: 2.1904, grad_norm: 1.2134, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7033, loss_cls/aux0: 2.3671, loss/aux0: 2.3671 2020-10-22 19:42:39,615 - mmaction - INFO - Epoch [101][260/264] lr: 3.008e-01, eta: 21:03:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7229, loss_cls: 2.2198, loss: 2.2198, grad_norm: 1.2031, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.3481, loss/aux0: 2.3481 2020-10-22 19:42:40,532 - mmaction - INFO - Epoch [101][260/264] lr: 3.008e-01, eta: 21:04:18, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7229, loss_cls: 2.2198, loss: 2.2198, grad_norm: 1.2047, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.6998, loss_cls/aux0: 2.3452, loss/aux0: 2.3452 2020-10-22 19:48:59,352 - mmaction - INFO - Epoch [102][20/264] lr: 2.982e-01, eta: 21:02:54, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4632, top5_acc: 0.7273, loss_cls: 2.1944, loss: 2.1944, grad_norm: 1.2372, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.6963, loss_cls/aux0: 2.3743, loss/aux0: 2.3743 2020-10-22 19:49:00,406 - mmaction - INFO - Epoch [102][20/264] lr: 2.982e-01, eta: 21:03:22, time: 0.935, data_time: 0.009, memory: 8466, top1_acc: 0.4632, top5_acc: 0.7273, loss_cls: 2.1944, loss: 2.1944, grad_norm: 1.2367, top1_acc/aux0: 0.4257, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.3733, loss/aux0: 2.3733 2020-10-22 19:49:36,860 - mmaction - INFO - Epoch [102][40/264] lr: 2.982e-01, eta: 21:02:17, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7288, loss_cls: 2.1801, loss: 2.1801, grad_norm: 1.2387, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7153, loss_cls/aux0: 2.2857, loss/aux0: 2.2857 2020-10-22 19:49:37,831 - mmaction - INFO - Epoch [102][40/264] lr: 2.982e-01, eta: 21:02:46, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7288, loss_cls: 2.1801, loss: 2.1801, grad_norm: 1.2367, top1_acc/aux0: 0.4507, top5_acc/aux0: 0.7170, loss_cls/aux0: 2.2789, loss/aux0: 2.2789 2020-10-22 19:50:14,419 - mmaction - INFO - Epoch [102][60/264] lr: 2.982e-01, eta: 21:01:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7373, loss_cls: 2.1781, loss: 2.1781, grad_norm: 1.2380, top1_acc/aux0: 0.4470, top5_acc/aux0: 0.7123, loss_cls/aux0: 2.3036, loss/aux0: 2.3036 2020-10-22 19:50:15,356 - mmaction - INFO - Epoch [102][60/264] lr: 2.982e-01, eta: 21:02:09, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7373, loss_cls: 2.1781, loss: 2.1781, grad_norm: 1.2385, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7106, loss_cls/aux0: 2.3160, loss/aux0: 2.3160 2020-10-22 19:50:52,123 - mmaction - INFO - Epoch [102][80/264] lr: 2.982e-01, eta: 21:01:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7253, loss_cls: 2.2001, loss: 2.2001, grad_norm: 1.2171, top1_acc/aux0: 0.4363, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.3603, loss/aux0: 2.3603 2020-10-22 19:50:53,074 - mmaction - INFO - Epoch [102][80/264] lr: 2.982e-01, eta: 21:01:33, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7253, loss_cls: 2.2001, loss: 2.2001, grad_norm: 1.2202, top1_acc/aux0: 0.4382, top5_acc/aux0: 0.6970, loss_cls/aux0: 2.3550, loss/aux0: 2.3550 2020-10-22 19:51:29,883 - mmaction - INFO - Epoch [102][100/264] lr: 2.982e-01, eta: 21:00:28, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7276, loss_cls: 2.2191, loss: 2.2191, grad_norm: 1.2428, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7101, loss_cls/aux0: 2.3161, loss/aux0: 2.3161 2020-10-22 19:51:30,839 - mmaction - INFO - Epoch [102][100/264] lr: 2.982e-01, eta: 21:00:57, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7276, loss_cls: 2.2191, loss: 2.2191, grad_norm: 1.2498, top1_acc/aux0: 0.4481, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3128, loss/aux0: 2.3128 2020-10-22 19:52:07,693 - mmaction - INFO - Epoch [102][120/264] lr: 2.982e-01, eta: 20:59:53, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4670, top5_acc: 0.7267, loss_cls: 2.2036, loss: 2.2036, grad_norm: 1.2095, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3231, loss/aux0: 2.3231 2020-10-22 19:52:08,722 - mmaction - INFO - Epoch [102][120/264] lr: 2.982e-01, eta: 21:00:22, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.4670, top5_acc: 0.7267, loss_cls: 2.2036, loss: 2.2036, grad_norm: 1.2104, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3227, loss/aux0: 2.3227 2020-10-22 19:52:45,166 - mmaction - INFO - Epoch [102][140/264] lr: 2.982e-01, eta: 20:59:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4543, top5_acc: 0.7090, loss_cls: 2.2662, loss: 2.2662, grad_norm: 1.2129, top1_acc/aux0: 0.4368, top5_acc/aux0: 0.6931, loss_cls/aux0: 2.3668, loss/aux0: 2.3668 2020-10-22 19:52:46,112 - mmaction - INFO - Epoch [102][140/264] lr: 2.982e-01, eta: 20:59:45, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4543, top5_acc: 0.7090, loss_cls: 2.2662, loss: 2.2662, grad_norm: 1.2121, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.6925, loss_cls/aux0: 2.3661, loss/aux0: 2.3661 2020-10-22 19:53:22,964 - mmaction - INFO - Epoch [102][160/264] lr: 2.982e-01, eta: 20:58:40, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4686, top5_acc: 0.7233, loss_cls: 2.1983, loss: 2.1983, grad_norm: 1.2605, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.6941, loss_cls/aux0: 2.3754, loss/aux0: 2.3754 2020-10-22 19:53:23,914 - mmaction - INFO - Epoch [102][160/264] lr: 2.982e-01, eta: 20:59:09, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4686, top5_acc: 0.7233, loss_cls: 2.1983, loss: 2.1983, grad_norm: 1.2628, top1_acc/aux0: 0.4248, top5_acc/aux0: 0.6934, loss_cls/aux0: 2.3805, loss/aux0: 2.3805 2020-10-22 19:54:00,537 - mmaction - INFO - Epoch [102][180/264] lr: 2.982e-01, eta: 20:58:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4627, top5_acc: 0.7316, loss_cls: 2.1852, loss: 2.1852, grad_norm: 1.2426, top1_acc/aux0: 0.4385, top5_acc/aux0: 0.6946, loss_cls/aux0: 2.3565, loss/aux0: 2.3565 2020-10-22 19:54:01,471 - mmaction - INFO - Epoch [102][180/264] lr: 2.982e-01, eta: 20:58:32, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4627, top5_acc: 0.7316, loss_cls: 2.1852, loss: 2.1852, grad_norm: 1.2462, top1_acc/aux0: 0.4389, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.3523, loss/aux0: 2.3523 2020-10-22 19:54:38,543 - mmaction - INFO - Epoch [102][200/264] lr: 2.982e-01, eta: 20:57:28, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7293, loss_cls: 2.1854, loss: 2.1854, grad_norm: 1.2250, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7002, loss_cls/aux0: 2.3461, loss/aux0: 2.3461 2020-10-22 19:54:39,513 - mmaction - INFO - Epoch [102][200/264] lr: 2.982e-01, eta: 20:57:57, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7293, loss_cls: 2.1854, loss: 2.1854, grad_norm: 1.2319, top1_acc/aux0: 0.4314, top5_acc/aux0: 0.6988, loss_cls/aux0: 2.3591, loss/aux0: 2.3591 2020-10-22 19:55:16,266 - mmaction - INFO - Epoch [102][220/264] lr: 2.982e-01, eta: 20:56:52, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4606, top5_acc: 0.7240, loss_cls: 2.2265, loss: 2.2265, grad_norm: 1.2226, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.3208, loss/aux0: 2.3208 2020-10-22 19:55:17,201 - mmaction - INFO - Epoch [102][220/264] lr: 2.982e-01, eta: 20:57:21, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4606, top5_acc: 0.7240, loss_cls: 2.2265, loss: 2.2265, grad_norm: 1.2243, top1_acc/aux0: 0.4431, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.3123, loss/aux0: 2.3123 2020-10-22 19:55:53,934 - mmaction - INFO - Epoch [102][240/264] lr: 2.982e-01, eta: 20:56:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7229, loss_cls: 2.2366, loss: 2.2366, grad_norm: 1.2210, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4002, loss/aux0: 2.4002 2020-10-22 19:55:54,873 - mmaction - INFO - Epoch [102][240/264] lr: 2.982e-01, eta: 20:56:45, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7229, loss_cls: 2.2366, loss: 2.2366, grad_norm: 1.2217, top1_acc/aux0: 0.4311, top5_acc/aux0: 0.6962, loss_cls/aux0: 2.4035, loss/aux0: 2.4035 2020-10-22 19:56:31,350 - mmaction - INFO - Epoch [102][260/264] lr: 2.982e-01, eta: 20:55:40, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4575, top5_acc: 0.7200, loss_cls: 2.2538, loss: 2.2538, grad_norm: 1.2350, top1_acc/aux0: 0.4373, top5_acc/aux0: 0.7059, loss_cls/aux0: 2.3406, loss/aux0: 2.3406 2020-10-22 19:56:32,286 - mmaction - INFO - Epoch [102][260/264] lr: 2.982e-01, eta: 20:56:08, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4575, top5_acc: 0.7200, loss_cls: 2.2538, loss: 2.2538, grad_norm: 1.2347, top1_acc/aux0: 0.4403, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3364, loss/aux0: 2.3364 2020-10-22 20:02:38,829 - mmaction - INFO - Epoch [103][20/264] lr: 2.956e-01, eta: 20:54:44, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4717, top5_acc: 0.7283, loss_cls: 2.1896, loss: 2.1896, grad_norm: 1.2588, top1_acc/aux0: 0.4342, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.3481, loss/aux0: 2.3481 2020-10-22 20:02:39,781 - mmaction - INFO - Epoch [103][20/264] lr: 2.956e-01, eta: 20:55:12, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.4717, top5_acc: 0.7283, loss_cls: 2.1896, loss: 2.1896, grad_norm: 1.2600, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3504, loss/aux0: 2.3504 2020-10-22 20:03:16,117 - mmaction - INFO - Epoch [103][40/264] lr: 2.956e-01, eta: 20:54:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4592, top5_acc: 0.7250, loss_cls: 2.2249, loss: 2.2249, grad_norm: 1.2420, top1_acc/aux0: 0.4366, top5_acc/aux0: 0.7017, loss_cls/aux0: 2.3486, loss/aux0: 2.3486 2020-10-22 20:03:17,061 - mmaction - INFO - Epoch [103][40/264] lr: 2.956e-01, eta: 20:54:36, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4592, top5_acc: 0.7250, loss_cls: 2.2249, loss: 2.2249, grad_norm: 1.2393, top1_acc/aux0: 0.4392, top5_acc/aux0: 0.7030, loss_cls/aux0: 2.3396, loss/aux0: 2.3396 2020-10-22 20:03:53,537 - mmaction - INFO - Epoch [103][60/264] lr: 2.956e-01, eta: 20:53:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4637, top5_acc: 0.7300, loss_cls: 2.2043, loss: 2.2043, grad_norm: 1.2233, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7080, loss_cls/aux0: 2.3323, loss/aux0: 2.3323 2020-10-22 20:03:54,461 - mmaction - INFO - Epoch [103][60/264] lr: 2.956e-01, eta: 20:53:59, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4637, top5_acc: 0.7300, loss_cls: 2.2043, loss: 2.2043, grad_norm: 1.2186, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7090, loss_cls/aux0: 2.3352, loss/aux0: 2.3352 2020-10-22 20:04:30,968 - mmaction - INFO - Epoch [103][80/264] lr: 2.956e-01, eta: 20:52:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4569, top5_acc: 0.7227, loss_cls: 2.2368, loss: 2.2368, grad_norm: 1.2719, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7054, loss_cls/aux0: 2.3393, loss/aux0: 2.3393 2020-10-22 20:04:31,902 - mmaction - INFO - Epoch [103][80/264] lr: 2.956e-01, eta: 20:53:23, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4569, top5_acc: 0.7227, loss_cls: 2.2368, loss: 2.2368, grad_norm: 1.2710, top1_acc/aux0: 0.4330, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3521, loss/aux0: 2.3521 2020-10-22 20:05:08,616 - mmaction - INFO - Epoch [103][100/264] lr: 2.956e-01, eta: 20:52:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7363, loss_cls: 2.1742, loss: 2.1742, grad_norm: 1.2318, top1_acc/aux0: 0.4342, top5_acc/aux0: 0.7144, loss_cls/aux0: 2.3342, loss/aux0: 2.3342 2020-10-22 20:05:09,588 - mmaction - INFO - Epoch [103][100/264] lr: 2.956e-01, eta: 20:52:47, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7363, loss_cls: 2.1742, loss: 2.1742, grad_norm: 1.2323, top1_acc/aux0: 0.4356, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3255, loss/aux0: 2.3255 2020-10-22 20:05:46,404 - mmaction - INFO - Epoch [103][120/264] lr: 2.956e-01, eta: 20:51:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7214, loss_cls: 2.2151, loss: 2.2151, grad_norm: 1.2323, top1_acc/aux0: 0.4434, top5_acc/aux0: 0.7014, loss_cls/aux0: 2.3126, loss/aux0: 2.3126 2020-10-22 20:05:47,349 - mmaction - INFO - Epoch [103][120/264] lr: 2.956e-01, eta: 20:52:10, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7214, loss_cls: 2.2151, loss: 2.2151, grad_norm: 1.2340, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3144, loss/aux0: 2.3144 2020-10-22 20:06:23,994 - mmaction - INFO - Epoch [103][140/264] lr: 2.956e-01, eta: 20:51:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4554, top5_acc: 0.7248, loss_cls: 2.2375, loss: 2.2375, grad_norm: 1.2452, top1_acc/aux0: 0.4401, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.3625, loss/aux0: 2.3625 2020-10-22 20:06:24,929 - mmaction - INFO - Epoch [103][140/264] lr: 2.956e-01, eta: 20:51:34, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4554, top5_acc: 0.7248, loss_cls: 2.2375, loss: 2.2375, grad_norm: 1.2460, top1_acc/aux0: 0.4389, top5_acc/aux0: 0.6991, loss_cls/aux0: 2.3635, loss/aux0: 2.3635 2020-10-22 20:07:01,627 - mmaction - INFO - Epoch [103][160/264] lr: 2.956e-01, eta: 20:50:29, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4665, top5_acc: 0.7266, loss_cls: 2.2151, loss: 2.2151, grad_norm: 1.2098, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.3217, loss/aux0: 2.3217 2020-10-22 20:07:02,558 - mmaction - INFO - Epoch [103][160/264] lr: 2.956e-01, eta: 20:50:57, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4665, top5_acc: 0.7266, loss_cls: 2.2151, loss: 2.2151, grad_norm: 1.2104, top1_acc/aux0: 0.4319, top5_acc/aux0: 0.7085, loss_cls/aux0: 2.3214, loss/aux0: 2.3214 2020-10-22 20:07:39,133 - mmaction - INFO - Epoch [103][180/264] lr: 2.956e-01, eta: 20:49:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7347, loss_cls: 2.1559, loss: 2.1559, grad_norm: 1.2495, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.3178, loss/aux0: 2.3178 2020-10-22 20:07:40,065 - mmaction - INFO - Epoch [103][180/264] lr: 2.956e-01, eta: 20:50:21, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7347, loss_cls: 2.1559, loss: 2.1559, grad_norm: 1.2527, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3283, loss/aux0: 2.3283 2020-10-22 20:08:16,762 - mmaction - INFO - Epoch [103][200/264] lr: 2.956e-01, eta: 20:49:17, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4550, top5_acc: 0.7241, loss_cls: 2.2331, loss: 2.2331, grad_norm: 1.2458, top1_acc/aux0: 0.4264, top5_acc/aux0: 0.6901, loss_cls/aux0: 2.3864, loss/aux0: 2.3864 2020-10-22 20:08:17,705 - mmaction - INFO - Epoch [103][200/264] lr: 2.956e-01, eta: 20:49:45, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4550, top5_acc: 0.7241, loss_cls: 2.2331, loss: 2.2331, grad_norm: 1.2447, top1_acc/aux0: 0.4295, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.3707, loss/aux0: 2.3707 2020-10-22 20:08:54,424 - mmaction - INFO - Epoch [103][220/264] lr: 2.956e-01, eta: 20:48:41, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7179, loss_cls: 2.2383, loss: 2.2383, grad_norm: 1.2328, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.3306, loss/aux0: 2.3306 2020-10-22 20:08:55,349 - mmaction - INFO - Epoch [103][220/264] lr: 2.956e-01, eta: 20:49:09, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7179, loss_cls: 2.2383, loss: 2.2383, grad_norm: 1.2275, top1_acc/aux0: 0.4382, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3384, loss/aux0: 2.3384 2020-10-22 20:09:32,098 - mmaction - INFO - Epoch [103][240/264] lr: 2.956e-01, eta: 20:48:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4743, top5_acc: 0.7403, loss_cls: 2.1612, loss: 2.1612, grad_norm: 1.2158, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.7009, loss_cls/aux0: 2.3432, loss/aux0: 2.3432 2020-10-22 20:09:33,059 - mmaction - INFO - Epoch [103][240/264] lr: 2.956e-01, eta: 20:48:33, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4743, top5_acc: 0.7403, loss_cls: 2.1612, loss: 2.1612, grad_norm: 1.2183, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3382, loss/aux0: 2.3382 2020-10-22 20:10:09,665 - mmaction - INFO - Epoch [103][260/264] lr: 2.956e-01, eta: 20:47:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7330, loss_cls: 2.1888, loss: 2.1888, grad_norm: 1.2464, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7069, loss_cls/aux0: 2.2904, loss/aux0: 2.2904 2020-10-22 20:10:10,607 - mmaction - INFO - Epoch [103][260/264] lr: 2.956e-01, eta: 20:47:56, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7330, loss_cls: 2.1888, loss: 2.1888, grad_norm: 1.2451, top1_acc/aux0: 0.4533, top5_acc/aux0: 0.7092, loss_cls/aux0: 2.2794, loss/aux0: 2.2794 2020-10-22 20:16:15,455 - mmaction - INFO - Epoch [104][20/264] lr: 2.930e-01, eta: 20:46:33, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7293, loss_cls: 2.1899, loss: 2.1899, grad_norm: 1.2426, top1_acc/aux0: 0.4251, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3651, loss/aux0: 2.3651 2020-10-22 20:16:16,450 - mmaction - INFO - Epoch [104][20/264] lr: 2.930e-01, eta: 20:47:01, time: 0.932, data_time: 0.005, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7293, loss_cls: 2.1899, loss: 2.1899, grad_norm: 1.2407, top1_acc/aux0: 0.4248, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.3638, loss/aux0: 2.3638 2020-10-22 20:16:52,659 - mmaction - INFO - Epoch [104][40/264] lr: 2.930e-01, eta: 20:45:56, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7448, loss_cls: 2.1443, loss: 2.1443, grad_norm: 1.2334, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7155, loss_cls/aux0: 2.2601, loss/aux0: 2.2601 2020-10-22 20:16:53,649 - mmaction - INFO - Epoch [104][40/264] lr: 2.930e-01, eta: 20:46:24, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7448, loss_cls: 2.1443, loss: 2.1443, grad_norm: 1.2395, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.2753, loss/aux0: 2.2753 2020-10-22 20:17:30,362 - mmaction - INFO - Epoch [104][60/264] lr: 2.930e-01, eta: 20:45:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7285, loss_cls: 2.1709, loss: 2.1709, grad_norm: 1.2209, top1_acc/aux0: 0.4405, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3014, loss/aux0: 2.3014 2020-10-22 20:17:31,301 - mmaction - INFO - Epoch [104][60/264] lr: 2.930e-01, eta: 20:45:48, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7285, loss_cls: 2.1709, loss: 2.1709, grad_norm: 1.2224, top1_acc/aux0: 0.4453, top5_acc/aux0: 0.7113, loss_cls/aux0: 2.2823, loss/aux0: 2.2823 2020-10-22 20:18:07,990 - mmaction - INFO - Epoch [104][80/264] lr: 2.930e-01, eta: 20:44:44, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4688, top5_acc: 0.7347, loss_cls: 2.1703, loss: 2.1703, grad_norm: 1.2534, top1_acc/aux0: 0.4387, top5_acc/aux0: 0.7056, loss_cls/aux0: 2.3317, loss/aux0: 2.3317 2020-10-22 20:18:08,928 - mmaction - INFO - Epoch [104][80/264] lr: 2.930e-01, eta: 20:45:12, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4688, top5_acc: 0.7347, loss_cls: 2.1703, loss: 2.1703, grad_norm: 1.2521, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7035, loss_cls/aux0: 2.3411, loss/aux0: 2.3411 2020-10-22 20:18:45,388 - mmaction - INFO - Epoch [104][100/264] lr: 2.930e-01, eta: 20:44:07, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4668, top5_acc: 0.7299, loss_cls: 2.2074, loss: 2.2074, grad_norm: 1.2316, top1_acc/aux0: 0.4405, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.3604, loss/aux0: 2.3604 2020-10-22 20:18:46,381 - mmaction - INFO - Epoch [104][100/264] lr: 2.930e-01, eta: 20:44:35, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4668, top5_acc: 0.7299, loss_cls: 2.2074, loss: 2.2074, grad_norm: 1.2331, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.3528, loss/aux0: 2.3528 2020-10-22 20:19:22,963 - mmaction - INFO - Epoch [104][120/264] lr: 2.930e-01, eta: 20:43:31, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7234, loss_cls: 2.2391, loss: 2.2391, grad_norm: 1.2343, top1_acc/aux0: 0.4413, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3526, loss/aux0: 2.3526 2020-10-22 20:19:23,898 - mmaction - INFO - Epoch [104][120/264] lr: 2.930e-01, eta: 20:43:58, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7234, loss_cls: 2.2391, loss: 2.2391, grad_norm: 1.2411, top1_acc/aux0: 0.4399, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3563, loss/aux0: 2.3563 2020-10-22 20:20:00,546 - mmaction - INFO - Epoch [104][140/264] lr: 2.930e-01, eta: 20:42:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7330, loss_cls: 2.1923, loss: 2.1923, grad_norm: 1.2105, top1_acc/aux0: 0.4384, top5_acc/aux0: 0.6976, loss_cls/aux0: 2.3487, loss/aux0: 2.3487 2020-10-22 20:20:01,479 - mmaction - INFO - Epoch [104][140/264] lr: 2.930e-01, eta: 20:43:22, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7330, loss_cls: 2.1923, loss: 2.1923, grad_norm: 1.2075, top1_acc/aux0: 0.4399, top5_acc/aux0: 0.6986, loss_cls/aux0: 2.3463, loss/aux0: 2.3463 2020-10-22 20:20:38,253 - mmaction - INFO - Epoch [104][160/264] lr: 2.930e-01, eta: 20:42:18, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4618, top5_acc: 0.7168, loss_cls: 2.2355, loss: 2.2355, grad_norm: 1.2578, top1_acc/aux0: 0.4389, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3477, loss/aux0: 2.3477 2020-10-22 20:20:39,206 - mmaction - INFO - Epoch [104][160/264] lr: 2.930e-01, eta: 20:42:46, time: 0.938, data_time: 0.006, memory: 8466, top1_acc: 0.4618, top5_acc: 0.7168, loss_cls: 2.2355, loss: 2.2355, grad_norm: 1.2523, top1_acc/aux0: 0.4394, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3365, loss/aux0: 2.3365 2020-10-22 20:21:15,983 - mmaction - INFO - Epoch [104][180/264] lr: 2.930e-01, eta: 20:41:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4665, top5_acc: 0.7281, loss_cls: 2.1981, loss: 2.1981, grad_norm: 1.2128, top1_acc/aux0: 0.4450, top5_acc/aux0: 0.7038, loss_cls/aux0: 2.3103, loss/aux0: 2.3103 2020-10-22 20:21:16,933 - mmaction - INFO - Epoch [104][180/264] lr: 2.930e-01, eta: 20:42:09, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4665, top5_acc: 0.7281, loss_cls: 2.1981, loss: 2.1981, grad_norm: 1.2161, top1_acc/aux0: 0.4444, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.3241, loss/aux0: 2.3241 2020-10-22 20:21:54,054 - mmaction - INFO - Epoch [104][200/264] lr: 2.930e-01, eta: 20:41:06, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7266, loss_cls: 2.1975, loss: 2.1975, grad_norm: 1.2393, top1_acc/aux0: 0.4273, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3504, loss/aux0: 2.3504 2020-10-22 20:21:54,986 - mmaction - INFO - Epoch [104][200/264] lr: 2.930e-01, eta: 20:41:34, time: 0.948, data_time: 0.004, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7266, loss_cls: 2.1975, loss: 2.1975, grad_norm: 1.2321, top1_acc/aux0: 0.4285, top5_acc/aux0: 0.7064, loss_cls/aux0: 2.3373, loss/aux0: 2.3373 2020-10-22 20:22:31,646 - mmaction - INFO - Epoch [104][220/264] lr: 2.930e-01, eta: 20:40:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4769, top5_acc: 0.7342, loss_cls: 2.1556, loss: 2.1556, grad_norm: 1.2343, top1_acc/aux0: 0.4377, top5_acc/aux0: 0.7101, loss_cls/aux0: 2.3032, loss/aux0: 2.3032 2020-10-22 20:22:32,594 - mmaction - INFO - Epoch [104][220/264] lr: 2.930e-01, eta: 20:40:57, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4769, top5_acc: 0.7342, loss_cls: 2.1556, loss: 2.1556, grad_norm: 1.2357, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.7082, loss_cls/aux0: 2.3115, loss/aux0: 2.3115 2020-10-22 20:23:09,207 - mmaction - INFO - Epoch [104][240/264] lr: 2.930e-01, eta: 20:39:53, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4736, top5_acc: 0.7306, loss_cls: 2.1966, loss: 2.1966, grad_norm: 1.2105, top1_acc/aux0: 0.4389, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3416, loss/aux0: 2.3416 2020-10-22 20:23:10,138 - mmaction - INFO - Epoch [104][240/264] lr: 2.930e-01, eta: 20:40:21, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4736, top5_acc: 0.7306, loss_cls: 2.1966, loss: 2.1966, grad_norm: 1.2120, top1_acc/aux0: 0.4408, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3472, loss/aux0: 2.3472 2020-10-22 20:23:46,646 - mmaction - INFO - Epoch [104][260/264] lr: 2.930e-01, eta: 20:39:17, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7255, loss_cls: 2.1950, loss: 2.1950, grad_norm: 1.2223, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.3411, loss/aux0: 2.3411 2020-10-22 20:23:47,569 - mmaction - INFO - Epoch [104][260/264] lr: 2.930e-01, eta: 20:39:44, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7255, loss_cls: 2.1950, loss: 2.1950, grad_norm: 1.2246, top1_acc/aux0: 0.4408, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.3355, loss/aux0: 2.3355 2020-10-22 20:25:39,303 - mmaction - INFO - Saving checkpoint at 104 epochs 2020-10-22 20:27:22,247 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 20:27:22,364 - mmaction - INFO - top1_acc 0.5568 top5_acc 0.8173 2020-10-22 20:27:22,364 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 20:27:22,384 - mmaction - INFO - mean_acc 0.5566 2020-10-22 20:27:22,384 - mmaction - INFO - Now best checkpoint is epoch_104.pth 2020-10-22 20:27:22,405 - mmaction - INFO - Epoch(val) [104][264] top1_acc: 0.5568, top5_acc: 0.8173, mean_class_accuracy: 0.5566 2020-10-22 20:31:26,683 - mmaction - INFO - Epoch [105][20/264] lr: 2.903e-01, eta: 20:38:22, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7224, loss_cls: 2.2061, loss: 2.2061, grad_norm: 1.2305, top1_acc/aux0: 0.4390, top5_acc/aux0: 0.7082, loss_cls/aux0: 2.3379, loss/aux0: 2.3379 2020-10-22 20:31:27,641 - mmaction - INFO - Epoch [105][20/264] lr: 2.903e-01, eta: 20:38:49, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7224, loss_cls: 2.2061, loss: 2.2061, grad_norm: 1.2335, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.3436, loss/aux0: 2.3436 2020-10-22 20:32:03,912 - mmaction - INFO - Epoch [105][40/264] lr: 2.903e-01, eta: 20:37:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4809, top5_acc: 0.7332, loss_cls: 2.1471, loss: 2.1471, grad_norm: 1.2604, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2374, loss/aux0: 2.2374 2020-10-22 20:32:04,845 - mmaction - INFO - Epoch [105][40/264] lr: 2.903e-01, eta: 20:38:12, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4809, top5_acc: 0.7332, loss_cls: 2.1471, loss: 2.1471, grad_norm: 1.2570, top1_acc/aux0: 0.4517, top5_acc/aux0: 0.7231, loss_cls/aux0: 2.2350, loss/aux0: 2.2350 2020-10-22 20:32:41,326 - mmaction - INFO - Epoch [105][60/264] lr: 2.903e-01, eta: 20:37:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4649, top5_acc: 0.7245, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.2258, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7009, loss_cls/aux0: 2.3480, loss/aux0: 2.3480 2020-10-22 20:32:42,251 - mmaction - INFO - Epoch [105][60/264] lr: 2.903e-01, eta: 20:37:36, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4649, top5_acc: 0.7245, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.2217, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.3433, loss/aux0: 2.3433 2020-10-22 20:33:18,563 - mmaction - INFO - Epoch [105][80/264] lr: 2.903e-01, eta: 20:36:32, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4712, top5_acc: 0.7375, loss_cls: 2.1578, loss: 2.1578, grad_norm: 1.2228, top1_acc/aux0: 0.4405, top5_acc/aux0: 0.7116, loss_cls/aux0: 2.3215, loss/aux0: 2.3215 2020-10-22 20:33:19,554 - mmaction - INFO - Epoch [105][80/264] lr: 2.903e-01, eta: 20:36:59, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4712, top5_acc: 0.7375, loss_cls: 2.1578, loss: 2.1578, grad_norm: 1.2198, top1_acc/aux0: 0.4436, top5_acc/aux0: 0.7142, loss_cls/aux0: 2.3174, loss/aux0: 2.3174 2020-10-22 20:33:56,129 - mmaction - INFO - Epoch [105][100/264] lr: 2.903e-01, eta: 20:35:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7316, loss_cls: 2.1794, loss: 2.1794, grad_norm: 1.2293, top1_acc/aux0: 0.4392, top5_acc/aux0: 0.7056, loss_cls/aux0: 2.3216, loss/aux0: 2.3216 2020-10-22 20:33:57,083 - mmaction - INFO - Epoch [105][100/264] lr: 2.903e-01, eta: 20:36:22, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7316, loss_cls: 2.1794, loss: 2.1794, grad_norm: 1.2302, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.3396, loss/aux0: 2.3396 2020-10-22 20:34:33,921 - mmaction - INFO - Epoch [105][120/264] lr: 2.903e-01, eta: 20:35:19, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4675, top5_acc: 0.7290, loss_cls: 2.1747, loss: 2.1747, grad_norm: 1.2709, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7035, loss_cls/aux0: 2.3632, loss/aux0: 2.3632 2020-10-22 20:34:34,877 - mmaction - INFO - Epoch [105][120/264] lr: 2.903e-01, eta: 20:35:46, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.4675, top5_acc: 0.7290, loss_cls: 2.1747, loss: 2.1747, grad_norm: 1.2739, top1_acc/aux0: 0.4292, top5_acc/aux0: 0.7045, loss_cls/aux0: 2.3600, loss/aux0: 2.3600 2020-10-22 20:35:11,388 - mmaction - INFO - Epoch [105][140/264] lr: 2.903e-01, eta: 20:34:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7267, loss_cls: 2.1850, loss: 2.1850, grad_norm: 1.2413, top1_acc/aux0: 0.4373, top5_acc/aux0: 0.7028, loss_cls/aux0: 2.3134, loss/aux0: 2.3134 2020-10-22 20:35:12,326 - mmaction - INFO - Epoch [105][140/264] lr: 2.903e-01, eta: 20:35:09, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7267, loss_cls: 2.1850, loss: 2.1850, grad_norm: 1.2438, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7059, loss_cls/aux0: 2.2952, loss/aux0: 2.2952 2020-10-22 20:35:49,196 - mmaction - INFO - Epoch [105][160/264] lr: 2.903e-01, eta: 20:34:06, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4587, top5_acc: 0.7220, loss_cls: 2.2599, loss: 2.2599, grad_norm: 1.2616, top1_acc/aux0: 0.4446, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.3146, loss/aux0: 2.3146 2020-10-22 20:35:50,203 - mmaction - INFO - Epoch [105][160/264] lr: 2.903e-01, eta: 20:34:34, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4587, top5_acc: 0.7220, loss_cls: 2.2599, loss: 2.2599, grad_norm: 1.2660, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.6976, loss_cls/aux0: 2.3257, loss/aux0: 2.3257 2020-10-22 20:36:27,051 - mmaction - INFO - Epoch [105][180/264] lr: 2.903e-01, eta: 20:33:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4741, top5_acc: 0.7293, loss_cls: 2.1869, loss: 2.1869, grad_norm: 1.2531, top1_acc/aux0: 0.4408, top5_acc/aux0: 0.7038, loss_cls/aux0: 2.3122, loss/aux0: 2.3122 2020-10-22 20:36:27,975 - mmaction - INFO - Epoch [105][180/264] lr: 2.903e-01, eta: 20:33:57, time: 0.942, data_time: 0.006, memory: 8466, top1_acc: 0.4741, top5_acc: 0.7293, loss_cls: 2.1869, loss: 2.1869, grad_norm: 1.2569, top1_acc/aux0: 0.4399, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.3088, loss/aux0: 2.3088 2020-10-22 20:37:04,732 - mmaction - INFO - Epoch [105][200/264] lr: 2.903e-01, eta: 20:32:54, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7194, loss_cls: 2.2150, loss: 2.2150, grad_norm: 1.2313, top1_acc/aux0: 0.4342, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3623, loss/aux0: 2.3623 2020-10-22 20:37:05,673 - mmaction - INFO - Epoch [105][200/264] lr: 2.903e-01, eta: 20:33:21, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7194, loss_cls: 2.2150, loss: 2.2150, grad_norm: 1.2302, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.7012, loss_cls/aux0: 2.3568, loss/aux0: 2.3568 2020-10-22 20:37:42,431 - mmaction - INFO - Epoch [105][220/264] lr: 2.903e-01, eta: 20:32:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7344, loss_cls: 2.2184, loss: 2.2184, grad_norm: 1.2628, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.6993, loss_cls/aux0: 2.3543, loss/aux0: 2.3543 2020-10-22 20:37:43,385 - mmaction - INFO - Epoch [105][220/264] lr: 2.903e-01, eta: 20:32:45, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7344, loss_cls: 2.2184, loss: 2.2184, grad_norm: 1.2612, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.6988, loss_cls/aux0: 2.3575, loss/aux0: 2.3575 2020-10-22 20:38:20,149 - mmaction - INFO - Epoch [105][240/264] lr: 2.903e-01, eta: 20:31:42, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7281, loss_cls: 2.1946, loss: 2.1946, grad_norm: 1.2337, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.3749, loss/aux0: 2.3749 2020-10-22 20:38:21,123 - mmaction - INFO - Epoch [105][240/264] lr: 2.903e-01, eta: 20:32:09, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7281, loss_cls: 2.1946, loss: 2.1946, grad_norm: 1.2318, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.3721, loss/aux0: 2.3721 2020-10-22 20:38:57,577 - mmaction - INFO - Epoch [105][260/264] lr: 2.903e-01, eta: 20:31:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7366, loss_cls: 2.1429, loss: 2.1429, grad_norm: 1.2364, top1_acc/aux0: 0.4420, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.3325, loss/aux0: 2.3325 2020-10-22 20:38:58,500 - mmaction - INFO - Epoch [105][260/264] lr: 2.903e-01, eta: 20:31:32, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7366, loss_cls: 2.1429, loss: 2.1429, grad_norm: 1.2345, top1_acc/aux0: 0.4405, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.3387, loss/aux0: 2.3387 2020-10-22 20:45:11,275 - mmaction - INFO - Epoch [106][20/264] lr: 2.877e-01, eta: 20:30:11, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7342, loss_cls: 2.1743, loss: 2.1743, grad_norm: 1.2448, top1_acc/aux0: 0.4404, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3013, loss/aux0: 2.3013 2020-10-22 20:45:12,232 - mmaction - INFO - Epoch [106][20/264] lr: 2.877e-01, eta: 20:30:37, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7342, loss_cls: 2.1743, loss: 2.1743, grad_norm: 1.2468, top1_acc/aux0: 0.4403, top5_acc/aux0: 0.7116, loss_cls/aux0: 2.3045, loss/aux0: 2.3045 2020-10-22 20:45:48,610 - mmaction - INFO - Epoch [106][40/264] lr: 2.877e-01, eta: 20:29:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7342, loss_cls: 2.1376, loss: 2.1376, grad_norm: 1.2438, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3080, loss/aux0: 2.3080 2020-10-22 20:45:49,549 - mmaction - INFO - Epoch [106][40/264] lr: 2.877e-01, eta: 20:30:01, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7342, loss_cls: 2.1376, loss: 2.1376, grad_norm: 1.2438, top1_acc/aux0: 0.4415, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.3068, loss/aux0: 2.3068 2020-10-22 20:46:25,972 - mmaction - INFO - Epoch [106][60/264] lr: 2.877e-01, eta: 20:28:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7370, loss_cls: 2.1722, loss: 2.1722, grad_norm: 1.2340, top1_acc/aux0: 0.4493, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.2872, loss/aux0: 2.2872 2020-10-22 20:46:26,904 - mmaction - INFO - Epoch [106][60/264] lr: 2.877e-01, eta: 20:29:25, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7370, loss_cls: 2.1722, loss: 2.1722, grad_norm: 1.2366, top1_acc/aux0: 0.4486, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.2930, loss/aux0: 2.2930 2020-10-22 20:47:03,577 - mmaction - INFO - Epoch [106][80/264] lr: 2.877e-01, eta: 20:28:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4769, top5_acc: 0.7326, loss_cls: 2.1572, loss: 2.1572, grad_norm: 1.2581, top1_acc/aux0: 0.4431, top5_acc/aux0: 0.7069, loss_cls/aux0: 2.3098, loss/aux0: 2.3098 2020-10-22 20:47:04,531 - mmaction - INFO - Epoch [106][80/264] lr: 2.877e-01, eta: 20:28:48, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4769, top5_acc: 0.7326, loss_cls: 2.1572, loss: 2.1572, grad_norm: 1.2551, top1_acc/aux0: 0.4455, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.2963, loss/aux0: 2.2963 2020-10-22 20:47:41,336 - mmaction - INFO - Epoch [106][100/264] lr: 2.877e-01, eta: 20:27:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4774, top5_acc: 0.7313, loss_cls: 2.1746, loss: 2.1746, grad_norm: 1.2442, top1_acc/aux0: 0.4491, top5_acc/aux0: 0.7132, loss_cls/aux0: 2.2965, loss/aux0: 2.2965 2020-10-22 20:47:42,282 - mmaction - INFO - Epoch [106][100/264] lr: 2.877e-01, eta: 20:28:12, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4774, top5_acc: 0.7313, loss_cls: 2.1746, loss: 2.1746, grad_norm: 1.2395, top1_acc/aux0: 0.4488, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.2975, loss/aux0: 2.2975 2020-10-22 20:48:18,967 - mmaction - INFO - Epoch [106][120/264] lr: 2.877e-01, eta: 20:27:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4616, top5_acc: 0.7345, loss_cls: 2.1861, loss: 2.1861, grad_norm: 1.2623, top1_acc/aux0: 0.4418, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.2941, loss/aux0: 2.2941 2020-10-22 20:48:19,923 - mmaction - INFO - Epoch [106][120/264] lr: 2.877e-01, eta: 20:27:35, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4616, top5_acc: 0.7345, loss_cls: 2.1861, loss: 2.1861, grad_norm: 1.2581, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7095, loss_cls/aux0: 2.2928, loss/aux0: 2.2928 2020-10-22 20:48:56,571 - mmaction - INFO - Epoch [106][140/264] lr: 2.877e-01, eta: 20:26:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4813, top5_acc: 0.7309, loss_cls: 2.1878, loss: 2.1878, grad_norm: 1.2772, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3530, loss/aux0: 2.3530 2020-10-22 20:48:57,515 - mmaction - INFO - Epoch [106][140/264] lr: 2.877e-01, eta: 20:26:59, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4813, top5_acc: 0.7309, loss_cls: 2.1878, loss: 2.1878, grad_norm: 1.2735, top1_acc/aux0: 0.4377, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3644, loss/aux0: 2.3644 2020-10-22 20:49:34,277 - mmaction - INFO - Epoch [106][160/264] lr: 2.877e-01, eta: 20:25:55, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4752, top5_acc: 0.7236, loss_cls: 2.1885, loss: 2.1885, grad_norm: 1.2466, top1_acc/aux0: 0.4418, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.3396, loss/aux0: 2.3396 2020-10-22 20:49:35,229 - mmaction - INFO - Epoch [106][160/264] lr: 2.877e-01, eta: 20:26:22, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4752, top5_acc: 0.7236, loss_cls: 2.1885, loss: 2.1885, grad_norm: 1.2460, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3269, loss/aux0: 2.3269 2020-10-22 20:50:12,175 - mmaction - INFO - Epoch [106][180/264] lr: 2.877e-01, eta: 20:25:19, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4627, top5_acc: 0.7299, loss_cls: 2.2223, loss: 2.2223, grad_norm: 1.2697, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3168, loss/aux0: 2.3168 2020-10-22 20:50:13,133 - mmaction - INFO - Epoch [106][180/264] lr: 2.877e-01, eta: 20:25:46, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.4627, top5_acc: 0.7299, loss_cls: 2.2223, loss: 2.2223, grad_norm: 1.2676, top1_acc/aux0: 0.4382, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3239, loss/aux0: 2.3239 2020-10-22 20:50:49,726 - mmaction - INFO - Epoch [106][200/264] lr: 2.877e-01, eta: 20:24:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7234, loss_cls: 2.1936, loss: 2.1936, grad_norm: 1.2564, top1_acc/aux0: 0.4392, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3222, loss/aux0: 2.3222 2020-10-22 20:50:50,674 - mmaction - INFO - Epoch [106][200/264] lr: 2.877e-01, eta: 20:25:10, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7234, loss_cls: 2.1936, loss: 2.1936, grad_norm: 1.2631, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.3415, loss/aux0: 2.3415 2020-10-22 20:51:27,631 - mmaction - INFO - Epoch [106][220/264] lr: 2.877e-01, eta: 20:24:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4778, top5_acc: 0.7313, loss_cls: 2.1754, loss: 2.1754, grad_norm: 1.2574, top1_acc/aux0: 0.4293, top5_acc/aux0: 0.6915, loss_cls/aux0: 2.3963, loss/aux0: 2.3963 2020-10-22 20:51:28,562 - mmaction - INFO - Epoch [106][220/264] lr: 2.877e-01, eta: 20:24:34, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4778, top5_acc: 0.7313, loss_cls: 2.1754, loss: 2.1754, grad_norm: 1.2606, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.6934, loss_cls/aux0: 2.3964, loss/aux0: 2.3964 2020-10-22 20:52:05,312 - mmaction - INFO - Epoch [106][240/264] lr: 2.877e-01, eta: 20:23:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7302, loss_cls: 2.1623, loss: 2.1623, grad_norm: 1.2278, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3710, loss/aux0: 2.3710 2020-10-22 20:52:06,255 - mmaction - INFO - Epoch [106][240/264] lr: 2.877e-01, eta: 20:23:57, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7302, loss_cls: 2.1623, loss: 2.1623, grad_norm: 1.2279, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7033, loss_cls/aux0: 2.3462, loss/aux0: 2.3462 2020-10-22 20:52:42,622 - mmaction - INFO - Epoch [106][260/264] lr: 2.877e-01, eta: 20:22:54, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7200, loss_cls: 2.2321, loss: 2.2321, grad_norm: 1.2202, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3578, loss/aux0: 2.3578 2020-10-22 20:52:43,561 - mmaction - INFO - Epoch [106][260/264] lr: 2.877e-01, eta: 20:23:21, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7200, loss_cls: 2.2321, loss: 2.2321, grad_norm: 1.2178, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7012, loss_cls/aux0: 2.3630, loss/aux0: 2.3630 2020-10-22 20:58:44,694 - mmaction - INFO - Epoch [107][20/264] lr: 2.850e-01, eta: 20:21:59, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4752, top5_acc: 0.7323, loss_cls: 2.1529, loss: 2.1529, grad_norm: 1.2623, top1_acc/aux0: 0.4455, top5_acc/aux0: 0.7166, loss_cls/aux0: 2.2988, loss/aux0: 2.2988 2020-10-22 20:58:45,680 - mmaction - INFO - Epoch [107][20/264] lr: 2.850e-01, eta: 20:22:26, time: 0.933, data_time: 0.006, memory: 8466, top1_acc: 0.4752, top5_acc: 0.7323, loss_cls: 2.1529, loss: 2.1529, grad_norm: 1.2579, top1_acc/aux0: 0.4460, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.2965, loss/aux0: 2.2965 2020-10-22 20:59:22,107 - mmaction - INFO - Epoch [107][40/264] lr: 2.850e-01, eta: 20:21:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4675, top5_acc: 0.7243, loss_cls: 2.2162, loss: 2.2162, grad_norm: 1.2595, top1_acc/aux0: 0.4554, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2361, loss/aux0: 2.2361 2020-10-22 20:59:23,044 - mmaction - INFO - Epoch [107][40/264] lr: 2.850e-01, eta: 20:21:49, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4675, top5_acc: 0.7243, loss_cls: 2.2162, loss: 2.2162, grad_norm: 1.2617, top1_acc/aux0: 0.4535, top5_acc/aux0: 0.7163, loss_cls/aux0: 2.2431, loss/aux0: 2.2431 2020-10-22 20:59:59,659 - mmaction - INFO - Epoch [107][60/264] lr: 2.850e-01, eta: 20:20:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4627, top5_acc: 0.7222, loss_cls: 2.2111, loss: 2.2111, grad_norm: 1.2622, top1_acc/aux0: 0.4434, top5_acc/aux0: 0.7014, loss_cls/aux0: 2.3152, loss/aux0: 2.3152 2020-10-22 21:00:00,609 - mmaction - INFO - Epoch [107][60/264] lr: 2.850e-01, eta: 20:21:13, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4627, top5_acc: 0.7222, loss_cls: 2.2111, loss: 2.2111, grad_norm: 1.2606, top1_acc/aux0: 0.4439, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.3134, loss/aux0: 2.3134 2020-10-22 21:00:42,993 - mmaction - INFO - Epoch [107][80/264] lr: 2.850e-01, eta: 20:20:10, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7385, loss_cls: 2.1375, loss: 2.1375, grad_norm: 1.2657, top1_acc/aux0: 0.4429, top5_acc/aux0: 0.7014, loss_cls/aux0: 2.3153, loss/aux0: 2.3153 2020-10-22 21:00:44,060 - mmaction - INFO - Epoch [107][80/264] lr: 2.850e-01, eta: 20:20:37, time: 0.949, data_time: 0.010, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7385, loss_cls: 2.1375, loss: 2.1375, grad_norm: 1.2646, top1_acc/aux0: 0.4431, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.3130, loss/aux0: 2.3130 2020-10-22 21:01:20,782 - mmaction - INFO - Epoch [107][100/264] lr: 2.850e-01, eta: 20:19:34, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4769, top5_acc: 0.7365, loss_cls: 2.1651, loss: 2.1651, grad_norm: 1.2407, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7040, loss_cls/aux0: 2.3291, loss/aux0: 2.3291 2020-10-22 21:01:21,723 - mmaction - INFO - Epoch [107][100/264] lr: 2.850e-01, eta: 20:20:01, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4769, top5_acc: 0.7365, loss_cls: 2.1651, loss: 2.1651, grad_norm: 1.2400, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7054, loss_cls/aux0: 2.3217, loss/aux0: 2.3217 2020-10-22 21:01:58,574 - mmaction - INFO - Epoch [107][120/264] lr: 2.850e-01, eta: 20:18:58, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7345, loss_cls: 2.1799, loss: 2.1799, grad_norm: 1.2378, top1_acc/aux0: 0.4387, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3429, loss/aux0: 2.3429 2020-10-22 21:01:59,512 - mmaction - INFO - Epoch [107][120/264] lr: 2.850e-01, eta: 20:19:25, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7345, loss_cls: 2.1799, loss: 2.1799, grad_norm: 1.2342, top1_acc/aux0: 0.4382, top5_acc/aux0: 0.6976, loss_cls/aux0: 2.3404, loss/aux0: 2.3404 2020-10-22 21:02:36,261 - mmaction - INFO - Epoch [107][140/264] lr: 2.850e-01, eta: 20:18:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7295, loss_cls: 2.1593, loss: 2.1593, grad_norm: 1.2679, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7189, loss_cls/aux0: 2.2609, loss/aux0: 2.2609 2020-10-22 21:02:37,204 - mmaction - INFO - Epoch [107][140/264] lr: 2.850e-01, eta: 20:18:48, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7295, loss_cls: 2.1593, loss: 2.1593, grad_norm: 1.2694, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7155, loss_cls/aux0: 2.2734, loss/aux0: 2.2734 2020-10-22 21:03:13,872 - mmaction - INFO - Epoch [107][160/264] lr: 2.850e-01, eta: 20:17:46, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7314, loss_cls: 2.2011, loss: 2.2011, grad_norm: 1.2464, top1_acc/aux0: 0.4399, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3305, loss/aux0: 2.3305 2020-10-22 21:03:14,804 - mmaction - INFO - Epoch [107][160/264] lr: 2.850e-01, eta: 20:18:12, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7314, loss_cls: 2.2011, loss: 2.2011, grad_norm: 1.2496, top1_acc/aux0: 0.4410, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.3319, loss/aux0: 2.3319 2020-10-22 21:03:51,447 - mmaction - INFO - Epoch [107][180/264] lr: 2.850e-01, eta: 20:17:10, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4632, top5_acc: 0.7318, loss_cls: 2.1996, loss: 2.1996, grad_norm: 1.2801, top1_acc/aux0: 0.4517, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3032, loss/aux0: 2.3032 2020-10-22 21:03:52,385 - mmaction - INFO - Epoch [107][180/264] lr: 2.850e-01, eta: 20:17:36, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4632, top5_acc: 0.7318, loss_cls: 2.1996, loss: 2.1996, grad_norm: 1.2819, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3087, loss/aux0: 2.3087 2020-10-22 21:04:28,878 - mmaction - INFO - Epoch [107][200/264] lr: 2.850e-01, eta: 20:16:33, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4793, top5_acc: 0.7313, loss_cls: 2.1390, loss: 2.1390, grad_norm: 1.2359, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7056, loss_cls/aux0: 2.3072, loss/aux0: 2.3072 2020-10-22 21:04:29,855 - mmaction - INFO - Epoch [107][200/264] lr: 2.850e-01, eta: 20:17:00, time: 0.938, data_time: 0.008, memory: 8466, top1_acc: 0.4793, top5_acc: 0.7313, loss_cls: 2.1390, loss: 2.1390, grad_norm: 1.2390, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7095, loss_cls/aux0: 2.2939, loss/aux0: 2.2939 2020-10-22 21:05:06,416 - mmaction - INFO - Epoch [107][220/264] lr: 2.850e-01, eta: 20:15:57, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4714, top5_acc: 0.7250, loss_cls: 2.1895, loss: 2.1895, grad_norm: 1.2401, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3209, loss/aux0: 2.3209 2020-10-22 21:05:07,383 - mmaction - INFO - Epoch [107][220/264] lr: 2.850e-01, eta: 20:16:23, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4714, top5_acc: 0.7250, loss_cls: 2.1895, loss: 2.1895, grad_norm: 1.2432, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.3243, loss/aux0: 2.3243 2020-10-22 21:05:44,370 - mmaction - INFO - Epoch [107][240/264] lr: 2.850e-01, eta: 20:15:21, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7269, loss_cls: 2.2258, loss: 2.2258, grad_norm: 1.2545, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7064, loss_cls/aux0: 2.3258, loss/aux0: 2.3258 2020-10-22 21:05:45,291 - mmaction - INFO - Epoch [107][240/264] lr: 2.850e-01, eta: 20:15:47, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7269, loss_cls: 2.2258, loss: 2.2258, grad_norm: 1.2520, top1_acc/aux0: 0.4410, top5_acc/aux0: 0.7059, loss_cls/aux0: 2.3226, loss/aux0: 2.3226 2020-10-22 21:06:21,710 - mmaction - INFO - Epoch [107][260/264] lr: 2.850e-01, eta: 20:14:44, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4681, top5_acc: 0.7255, loss_cls: 2.2052, loss: 2.2052, grad_norm: 1.2415, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.6892, loss_cls/aux0: 2.3680, loss/aux0: 2.3680 2020-10-22 21:06:22,641 - mmaction - INFO - Epoch [107][260/264] lr: 2.850e-01, eta: 20:15:10, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4681, top5_acc: 0.7255, loss_cls: 2.2052, loss: 2.2052, grad_norm: 1.2390, top1_acc/aux0: 0.4306, top5_acc/aux0: 0.6894, loss_cls/aux0: 2.3715, loss/aux0: 2.3715 2020-10-22 21:12:36,019 - mmaction - INFO - Epoch [108][20/264] lr: 2.823e-01, eta: 20:13:49, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7403, loss_cls: 2.1420, loss: 2.1420, grad_norm: 1.2975, top1_acc/aux0: 0.4618, top5_acc/aux0: 0.7144, loss_cls/aux0: 2.2605, loss/aux0: 2.2605 2020-10-22 21:12:36,967 - mmaction - INFO - Epoch [108][20/264] lr: 2.823e-01, eta: 20:14:15, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7403, loss_cls: 2.1420, loss: 2.1420, grad_norm: 1.2923, top1_acc/aux0: 0.4595, top5_acc/aux0: 0.7123, loss_cls/aux0: 2.2708, loss/aux0: 2.2708 2020-10-22 21:13:13,261 - mmaction - INFO - Epoch [108][40/264] lr: 2.823e-01, eta: 20:13:12, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4819, top5_acc: 0.7363, loss_cls: 2.1468, loss: 2.1468, grad_norm: 1.2301, top1_acc/aux0: 0.4465, top5_acc/aux0: 0.7191, loss_cls/aux0: 2.2945, loss/aux0: 2.2945 2020-10-22 21:13:14,250 - mmaction - INFO - Epoch [108][40/264] lr: 2.823e-01, eta: 20:13:38, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4819, top5_acc: 0.7363, loss_cls: 2.1468, loss: 2.1468, grad_norm: 1.2351, top1_acc/aux0: 0.4443, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.3032, loss/aux0: 2.3032 2020-10-22 21:13:50,885 - mmaction - INFO - Epoch [108][60/264] lr: 2.823e-01, eta: 20:12:36, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4627, top5_acc: 0.7293, loss_cls: 2.1772, loss: 2.1772, grad_norm: 1.2292, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.3007, loss/aux0: 2.3007 2020-10-22 21:13:51,820 - mmaction - INFO - Epoch [108][60/264] lr: 2.823e-01, eta: 20:13:02, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4627, top5_acc: 0.7293, loss_cls: 2.1772, loss: 2.1772, grad_norm: 1.2308, top1_acc/aux0: 0.4450, top5_acc/aux0: 0.7134, loss_cls/aux0: 2.2865, loss/aux0: 2.2865 2020-10-22 21:14:28,350 - mmaction - INFO - Epoch [108][80/264] lr: 2.823e-01, eta: 20:11:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7420, loss_cls: 2.1272, loss: 2.1272, grad_norm: 1.2432, top1_acc/aux0: 0.4580, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2377, loss/aux0: 2.2377 2020-10-22 21:14:29,292 - mmaction - INFO - Epoch [108][80/264] lr: 2.823e-01, eta: 20:12:25, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7420, loss_cls: 2.1272, loss: 2.1272, grad_norm: 1.2406, top1_acc/aux0: 0.4592, top5_acc/aux0: 0.7189, loss_cls/aux0: 2.2316, loss/aux0: 2.2316 2020-10-22 21:15:06,037 - mmaction - INFO - Epoch [108][100/264] lr: 2.823e-01, eta: 20:11:23, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4774, top5_acc: 0.7295, loss_cls: 2.1787, loss: 2.1787, grad_norm: 1.2693, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.2674, loss/aux0: 2.2674 2020-10-22 21:15:06,956 - mmaction - INFO - Epoch [108][100/264] lr: 2.823e-01, eta: 20:11:49, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4774, top5_acc: 0.7295, loss_cls: 2.1787, loss: 2.1787, grad_norm: 1.2688, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7153, loss_cls/aux0: 2.2639, loss/aux0: 2.2639 2020-10-22 21:15:43,653 - mmaction - INFO - Epoch [108][120/264] lr: 2.823e-01, eta: 20:10:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4722, top5_acc: 0.7373, loss_cls: 2.1543, loss: 2.1543, grad_norm: 1.2362, top1_acc/aux0: 0.4321, top5_acc/aux0: 0.6981, loss_cls/aux0: 2.3596, loss/aux0: 2.3596 2020-10-22 21:15:44,586 - mmaction - INFO - Epoch [108][120/264] lr: 2.823e-01, eta: 20:11:13, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4722, top5_acc: 0.7373, loss_cls: 2.1543, loss: 2.1543, grad_norm: 1.2333, top1_acc/aux0: 0.4321, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.3622, loss/aux0: 2.3622 2020-10-22 21:16:21,150 - mmaction - INFO - Epoch [108][140/264] lr: 2.823e-01, eta: 20:10:10, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7260, loss_cls: 2.2061, loss: 2.2061, grad_norm: 1.2490, top1_acc/aux0: 0.4325, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3339, loss/aux0: 2.3339 2020-10-22 21:16:22,086 - mmaction - INFO - Epoch [108][140/264] lr: 2.823e-01, eta: 20:10:36, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7260, loss_cls: 2.2061, loss: 2.2061, grad_norm: 1.2494, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3390, loss/aux0: 2.3390 2020-10-22 21:16:58,777 - mmaction - INFO - Epoch [108][160/264] lr: 2.823e-01, eta: 20:09:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4800, top5_acc: 0.7392, loss_cls: 2.1494, loss: 2.1494, grad_norm: 1.2388, top1_acc/aux0: 0.4413, top5_acc/aux0: 0.7014, loss_cls/aux0: 2.3042, loss/aux0: 2.3042 2020-10-22 21:16:59,800 - mmaction - INFO - Epoch [108][160/264] lr: 2.823e-01, eta: 20:10:00, time: 0.944, data_time: 0.005, memory: 8466, top1_acc: 0.4800, top5_acc: 0.7392, loss_cls: 2.1494, loss: 2.1494, grad_norm: 1.2431, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7030, loss_cls/aux0: 2.3010, loss/aux0: 2.3010 2020-10-22 21:17:36,718 - mmaction - INFO - Epoch [108][180/264] lr: 2.823e-01, eta: 20:08:58, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4670, top5_acc: 0.7299, loss_cls: 2.2074, loss: 2.2074, grad_norm: 1.2391, top1_acc/aux0: 0.4394, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.3068, loss/aux0: 2.3068 2020-10-22 21:17:37,635 - mmaction - INFO - Epoch [108][180/264] lr: 2.823e-01, eta: 20:09:24, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4670, top5_acc: 0.7299, loss_cls: 2.2074, loss: 2.2074, grad_norm: 1.2439, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.3136, loss/aux0: 2.3136 2020-10-22 21:18:14,257 - mmaction - INFO - Epoch [108][200/264] lr: 2.823e-01, eta: 20:08:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4712, top5_acc: 0.7245, loss_cls: 2.1850, loss: 2.1850, grad_norm: 1.2472, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7030, loss_cls/aux0: 2.2985, loss/aux0: 2.2985 2020-10-22 21:18:15,190 - mmaction - INFO - Epoch [108][200/264] lr: 2.823e-01, eta: 20:08:47, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4712, top5_acc: 0.7245, loss_cls: 2.1850, loss: 2.1850, grad_norm: 1.2443, top1_acc/aux0: 0.4554, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.2810, loss/aux0: 2.2810 2020-10-22 21:18:51,932 - mmaction - INFO - Epoch [108][220/264] lr: 2.823e-01, eta: 20:07:45, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4696, top5_acc: 0.7377, loss_cls: 2.1878, loss: 2.1878, grad_norm: 1.2544, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.3011, loss/aux0: 2.3011 2020-10-22 21:18:52,872 - mmaction - INFO - Epoch [108][220/264] lr: 2.823e-01, eta: 20:08:11, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4696, top5_acc: 0.7377, loss_cls: 2.1878, loss: 2.1878, grad_norm: 1.2500, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3020, loss/aux0: 2.3020 2020-10-22 21:19:29,779 - mmaction - INFO - Epoch [108][240/264] lr: 2.823e-01, eta: 20:07:09, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7375, loss_cls: 2.1796, loss: 2.1796, grad_norm: 1.2522, top1_acc/aux0: 0.4389, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3421, loss/aux0: 2.3421 2020-10-22 21:19:30,712 - mmaction - INFO - Epoch [108][240/264] lr: 2.823e-01, eta: 20:07:35, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7375, loss_cls: 2.1796, loss: 2.1796, grad_norm: 1.2494, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.6981, loss_cls/aux0: 2.3558, loss/aux0: 2.3558 2020-10-22 21:20:07,330 - mmaction - INFO - Epoch [108][260/264] lr: 2.823e-01, eta: 20:06:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7345, loss_cls: 2.1782, loss: 2.1782, grad_norm: 1.2482, top1_acc/aux0: 0.4460, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3138, loss/aux0: 2.3138 2020-10-22 21:20:08,251 - mmaction - INFO - Epoch [108][260/264] lr: 2.823e-01, eta: 20:06:58, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7345, loss_cls: 2.1782, loss: 2.1782, grad_norm: 1.2468, top1_acc/aux0: 0.4470, top5_acc/aux0: 0.7082, loss_cls/aux0: 2.3080, loss/aux0: 2.3080 2020-10-22 21:26:18,855 - mmaction - INFO - Epoch [109][20/264] lr: 2.797e-01, eta: 20:05:39, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7368, loss_cls: 2.1217, loss: 2.1217, grad_norm: 1.2400, top1_acc/aux0: 0.4338, top5_acc/aux0: 0.7080, loss_cls/aux0: 2.3142, loss/aux0: 2.3142 2020-10-22 21:26:19,793 - mmaction - INFO - Epoch [109][20/264] lr: 2.797e-01, eta: 20:06:04, time: 0.938, data_time: 0.005, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7368, loss_cls: 2.1217, loss: 2.1217, grad_norm: 1.2421, top1_acc/aux0: 0.4361, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3136, loss/aux0: 2.3136 2020-10-22 21:26:56,181 - mmaction - INFO - Epoch [109][40/264] lr: 2.797e-01, eta: 20:05:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7408, loss_cls: 2.1584, loss: 2.1584, grad_norm: 1.2498, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7134, loss_cls/aux0: 2.2691, loss/aux0: 2.2691 2020-10-22 21:26:57,119 - mmaction - INFO - Epoch [109][40/264] lr: 2.797e-01, eta: 20:05:28, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7408, loss_cls: 2.1584, loss: 2.1584, grad_norm: 1.2530, top1_acc/aux0: 0.4554, top5_acc/aux0: 0.7106, loss_cls/aux0: 2.2681, loss/aux0: 2.2681 2020-10-22 21:27:33,411 - mmaction - INFO - Epoch [109][60/264] lr: 2.797e-01, eta: 20:04:25, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7295, loss_cls: 2.2053, loss: 2.2053, grad_norm: 1.2875, top1_acc/aux0: 0.4540, top5_acc/aux0: 0.7163, loss_cls/aux0: 2.2676, loss/aux0: 2.2676 2020-10-22 21:27:34,343 - mmaction - INFO - Epoch [109][60/264] lr: 2.797e-01, eta: 20:04:51, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7295, loss_cls: 2.2053, loss: 2.2053, grad_norm: 1.2823, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7175, loss_cls/aux0: 2.2633, loss/aux0: 2.2633 2020-10-22 21:28:11,003 - mmaction - INFO - Epoch [109][80/264] lr: 2.797e-01, eta: 20:03:49, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7389, loss_cls: 2.1355, loss: 2.1355, grad_norm: 1.2545, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.2474, loss/aux0: 2.2474 2020-10-22 21:28:11,937 - mmaction - INFO - Epoch [109][80/264] lr: 2.797e-01, eta: 20:04:15, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7389, loss_cls: 2.1355, loss: 2.1355, grad_norm: 1.2549, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7139, loss_cls/aux0: 2.2583, loss/aux0: 2.2583 2020-10-22 21:28:48,636 - mmaction - INFO - Epoch [109][100/264] lr: 2.797e-01, eta: 20:03:13, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4814, top5_acc: 0.7476, loss_cls: 2.1168, loss: 2.1168, grad_norm: 1.2711, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.2894, loss/aux0: 2.2894 2020-10-22 21:28:49,583 - mmaction - INFO - Epoch [109][100/264] lr: 2.797e-01, eta: 20:03:39, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4814, top5_acc: 0.7476, loss_cls: 2.1168, loss: 2.1168, grad_norm: 1.2717, top1_acc/aux0: 0.4457, top5_acc/aux0: 0.7080, loss_cls/aux0: 2.2866, loss/aux0: 2.2866 2020-10-22 21:29:26,208 - mmaction - INFO - Epoch [109][120/264] lr: 2.797e-01, eta: 20:02:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7264, loss_cls: 2.2074, loss: 2.2074, grad_norm: 1.2681, top1_acc/aux0: 0.4587, top5_acc/aux0: 0.7165, loss_cls/aux0: 2.2519, loss/aux0: 2.2519 2020-10-22 21:29:27,152 - mmaction - INFO - Epoch [109][120/264] lr: 2.797e-01, eta: 20:03:02, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7264, loss_cls: 2.2074, loss: 2.2074, grad_norm: 1.2691, top1_acc/aux0: 0.4608, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2467, loss/aux0: 2.2467 2020-10-22 21:30:03,858 - mmaction - INFO - Epoch [109][140/264] lr: 2.797e-01, eta: 20:02:01, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4681, top5_acc: 0.7212, loss_cls: 2.2075, loss: 2.2075, grad_norm: 1.2821, top1_acc/aux0: 0.4347, top5_acc/aux0: 0.7038, loss_cls/aux0: 2.3436, loss/aux0: 2.3436 2020-10-22 21:30:04,795 - mmaction - INFO - Epoch [109][140/264] lr: 2.797e-01, eta: 20:02:26, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4681, top5_acc: 0.7212, loss_cls: 2.2075, loss: 2.2075, grad_norm: 1.2811, top1_acc/aux0: 0.4335, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3456, loss/aux0: 2.3456 2020-10-22 21:30:41,716 - mmaction - INFO - Epoch [109][160/264] lr: 2.797e-01, eta: 20:01:25, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4800, top5_acc: 0.7337, loss_cls: 2.1631, loss: 2.1631, grad_norm: 1.2729, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.6981, loss_cls/aux0: 2.3408, loss/aux0: 2.3408 2020-10-22 21:30:42,672 - mmaction - INFO - Epoch [109][160/264] lr: 2.797e-01, eta: 20:01:50, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.4800, top5_acc: 0.7337, loss_cls: 2.1631, loss: 2.1631, grad_norm: 1.2724, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.6967, loss_cls/aux0: 2.3457, loss/aux0: 2.3457 2020-10-22 21:31:19,214 - mmaction - INFO - Epoch [109][180/264] lr: 2.797e-01, eta: 20:00:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7356, loss_cls: 2.1808, loss: 2.1808, grad_norm: 1.2663, top1_acc/aux0: 0.4366, top5_acc/aux0: 0.7040, loss_cls/aux0: 2.3365, loss/aux0: 2.3365 2020-10-22 21:31:20,211 - mmaction - INFO - Epoch [109][180/264] lr: 2.797e-01, eta: 20:01:14, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7356, loss_cls: 2.1808, loss: 2.1808, grad_norm: 1.2673, top1_acc/aux0: 0.4368, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3360, loss/aux0: 2.3360 2020-10-22 21:31:56,971 - mmaction - INFO - Epoch [109][200/264] lr: 2.797e-01, eta: 20:00:12, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7361, loss_cls: 2.1927, loss: 2.1927, grad_norm: 1.2690, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7155, loss_cls/aux0: 2.2696, loss/aux0: 2.2696 2020-10-22 21:31:57,903 - mmaction - INFO - Epoch [109][200/264] lr: 2.797e-01, eta: 20:00:38, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7361, loss_cls: 2.1927, loss: 2.1927, grad_norm: 1.2673, top1_acc/aux0: 0.4444, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.2794, loss/aux0: 2.2794 2020-10-22 21:32:34,798 - mmaction - INFO - Epoch [109][220/264] lr: 2.797e-01, eta: 19:59:36, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4606, top5_acc: 0.7281, loss_cls: 2.1937, loss: 2.1937, grad_norm: 1.2716, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3316, loss/aux0: 2.3316 2020-10-22 21:32:35,736 - mmaction - INFO - Epoch [109][220/264] lr: 2.797e-01, eta: 20:00:02, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.4606, top5_acc: 0.7281, loss_cls: 2.1937, loss: 2.1937, grad_norm: 1.2689, top1_acc/aux0: 0.4450, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3252, loss/aux0: 2.3252 2020-10-22 21:33:12,415 - mmaction - INFO - Epoch [109][240/264] lr: 2.797e-01, eta: 19:59:01, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7382, loss_cls: 2.1776, loss: 2.1776, grad_norm: 1.2628, top1_acc/aux0: 0.4488, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.2741, loss/aux0: 2.2741 2020-10-22 21:33:13,357 - mmaction - INFO - Epoch [109][240/264] lr: 2.797e-01, eta: 19:59:26, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7382, loss_cls: 2.1776, loss: 2.1776, grad_norm: 1.2646, top1_acc/aux0: 0.4507, top5_acc/aux0: 0.7160, loss_cls/aux0: 2.2624, loss/aux0: 2.2624 2020-10-22 21:33:50,009 - mmaction - INFO - Epoch [109][260/264] lr: 2.797e-01, eta: 19:58:25, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4813, top5_acc: 0.7318, loss_cls: 2.1645, loss: 2.1645, grad_norm: 1.2531, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7092, loss_cls/aux0: 2.3045, loss/aux0: 2.3045 2020-10-22 21:33:50,926 - mmaction - INFO - Epoch [109][260/264] lr: 2.797e-01, eta: 19:58:50, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4813, top5_acc: 0.7318, loss_cls: 2.1645, loss: 2.1645, grad_norm: 1.2553, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7123, loss_cls/aux0: 2.3022, loss/aux0: 2.3022 2020-10-22 21:39:48,867 - mmaction - INFO - Epoch [110][20/264] lr: 2.770e-01, eta: 19:57:31, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4714, top5_acc: 0.7398, loss_cls: 2.1621, loss: 2.1621, grad_norm: 1.2972, top1_acc/aux0: 0.4313, top5_acc/aux0: 0.7038, loss_cls/aux0: 2.3406, loss/aux0: 2.3406 2020-10-22 21:39:49,833 - mmaction - INFO - Epoch [110][20/264] lr: 2.770e-01, eta: 19:57:56, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4714, top5_acc: 0.7398, loss_cls: 2.1621, loss: 2.1621, grad_norm: 1.2971, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.7038, loss_cls/aux0: 2.3343, loss/aux0: 2.3343 2020-10-22 21:40:26,254 - mmaction - INFO - Epoch [110][40/264] lr: 2.770e-01, eta: 19:56:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4845, top5_acc: 0.7377, loss_cls: 2.1479, loss: 2.1479, grad_norm: 1.2763, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3071, loss/aux0: 2.3071 2020-10-22 21:40:27,189 - mmaction - INFO - Epoch [110][40/264] lr: 2.770e-01, eta: 19:57:19, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4845, top5_acc: 0.7377, loss_cls: 2.1479, loss: 2.1479, grad_norm: 1.2770, top1_acc/aux0: 0.4399, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3041, loss/aux0: 2.3041 2020-10-22 21:41:03,721 - mmaction - INFO - Epoch [110][60/264] lr: 2.770e-01, eta: 19:56:18, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7344, loss_cls: 2.1598, loss: 2.1598, grad_norm: 1.2609, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.2825, loss/aux0: 2.2825 2020-10-22 21:41:04,664 - mmaction - INFO - Epoch [110][60/264] lr: 2.770e-01, eta: 19:56:43, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7344, loss_cls: 2.1598, loss: 2.1598, grad_norm: 1.2627, top1_acc/aux0: 0.4460, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.2789, loss/aux0: 2.2789 2020-10-22 21:41:41,098 - mmaction - INFO - Epoch [110][80/264] lr: 2.770e-01, eta: 19:55:41, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7354, loss_cls: 2.1822, loss: 2.1822, grad_norm: 1.2561, top1_acc/aux0: 0.4608, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.2597, loss/aux0: 2.2597 2020-10-22 21:41:42,061 - mmaction - INFO - Epoch [110][80/264] lr: 2.770e-01, eta: 19:56:06, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7354, loss_cls: 2.1822, loss: 2.1822, grad_norm: 1.2593, top1_acc/aux0: 0.4559, top5_acc/aux0: 0.7095, loss_cls/aux0: 2.2768, loss/aux0: 2.2768 2020-10-22 21:42:18,900 - mmaction - INFO - Epoch [110][100/264] lr: 2.770e-01, eta: 19:55:05, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4778, top5_acc: 0.7344, loss_cls: 2.1274, loss: 2.1274, grad_norm: 1.3132, top1_acc/aux0: 0.4509, top5_acc/aux0: 0.7179, loss_cls/aux0: 2.2766, loss/aux0: 2.2766 2020-10-22 21:42:19,910 - mmaction - INFO - Epoch [110][100/264] lr: 2.770e-01, eta: 19:55:30, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4778, top5_acc: 0.7344, loss_cls: 2.1274, loss: 2.1274, grad_norm: 1.3020, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7184, loss_cls/aux0: 2.2650, loss/aux0: 2.2650 2020-10-22 21:42:56,506 - mmaction - INFO - Epoch [110][120/264] lr: 2.770e-01, eta: 19:54:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7425, loss_cls: 2.1196, loss: 2.1196, grad_norm: 1.2782, top1_acc/aux0: 0.4540, top5_acc/aux0: 0.7101, loss_cls/aux0: 2.2862, loss/aux0: 2.2862 2020-10-22 21:42:57,453 - mmaction - INFO - Epoch [110][120/264] lr: 2.770e-01, eta: 19:54:54, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7425, loss_cls: 2.1196, loss: 2.1196, grad_norm: 1.2767, top1_acc/aux0: 0.4519, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.2900, loss/aux0: 2.2900 2020-10-22 21:43:34,263 - mmaction - INFO - Epoch [110][140/264] lr: 2.770e-01, eta: 19:53:52, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4837, top5_acc: 0.7375, loss_cls: 2.1421, loss: 2.1421, grad_norm: 1.2893, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.2881, loss/aux0: 2.2881 2020-10-22 21:43:35,207 - mmaction - INFO - Epoch [110][140/264] lr: 2.770e-01, eta: 19:54:18, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4837, top5_acc: 0.7375, loss_cls: 2.1421, loss: 2.1421, grad_norm: 1.2908, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7101, loss_cls/aux0: 2.2931, loss/aux0: 2.2931 2020-10-22 21:44:11,944 - mmaction - INFO - Epoch [110][160/264] lr: 2.770e-01, eta: 19:53:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4764, top5_acc: 0.7410, loss_cls: 2.1504, loss: 2.1504, grad_norm: 1.2688, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7188, loss_cls/aux0: 2.2583, loss/aux0: 2.2583 2020-10-22 21:44:12,966 - mmaction - INFO - Epoch [110][160/264] lr: 2.770e-01, eta: 19:53:42, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.4764, top5_acc: 0.7410, loss_cls: 2.1504, loss: 2.1504, grad_norm: 1.2663, top1_acc/aux0: 0.4507, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2485, loss/aux0: 2.2485 2020-10-22 21:44:49,633 - mmaction - INFO - Epoch [110][180/264] lr: 2.770e-01, eta: 19:52:40, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4715, top5_acc: 0.7375, loss_cls: 2.1685, loss: 2.1685, grad_norm: 1.2707, top1_acc/aux0: 0.4439, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.2916, loss/aux0: 2.2916 2020-10-22 21:44:50,580 - mmaction - INFO - Epoch [110][180/264] lr: 2.770e-01, eta: 19:53:06, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4715, top5_acc: 0.7375, loss_cls: 2.1685, loss: 2.1685, grad_norm: 1.2651, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7071, loss_cls/aux0: 2.2886, loss/aux0: 2.2886 2020-10-22 21:45:27,247 - mmaction - INFO - Epoch [110][200/264] lr: 2.770e-01, eta: 19:52:04, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4689, top5_acc: 0.7309, loss_cls: 2.1825, loss: 2.1825, grad_norm: 1.2697, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7069, loss_cls/aux0: 2.3112, loss/aux0: 2.3112 2020-10-22 21:45:28,194 - mmaction - INFO - Epoch [110][200/264] lr: 2.770e-01, eta: 19:52:29, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4689, top5_acc: 0.7309, loss_cls: 2.1825, loss: 2.1825, grad_norm: 1.2629, top1_acc/aux0: 0.4453, top5_acc/aux0: 0.7071, loss_cls/aux0: 2.3154, loss/aux0: 2.3154 2020-10-22 21:46:04,887 - mmaction - INFO - Epoch [110][220/264] lr: 2.770e-01, eta: 19:51:28, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4668, top5_acc: 0.7286, loss_cls: 2.1903, loss: 2.1903, grad_norm: 1.2600, top1_acc/aux0: 0.4550, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.2790, loss/aux0: 2.2790 2020-10-22 21:46:05,829 - mmaction - INFO - Epoch [110][220/264] lr: 2.770e-01, eta: 19:51:53, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4668, top5_acc: 0.7286, loss_cls: 2.1903, loss: 2.1903, grad_norm: 1.2598, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7087, loss_cls/aux0: 2.2894, loss/aux0: 2.2894 2020-10-22 21:46:42,296 - mmaction - INFO - Epoch [110][240/264] lr: 2.770e-01, eta: 19:50:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4733, top5_acc: 0.7349, loss_cls: 2.1618, loss: 2.1618, grad_norm: 1.2847, top1_acc/aux0: 0.4507, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.2928, loss/aux0: 2.2928 2020-10-22 21:46:43,386 - mmaction - INFO - Epoch [110][240/264] lr: 2.770e-01, eta: 19:51:17, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4733, top5_acc: 0.7349, loss_cls: 2.1618, loss: 2.1618, grad_norm: 1.2847, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7106, loss_cls/aux0: 2.2847, loss/aux0: 2.2847 2020-10-22 21:47:20,048 - mmaction - INFO - Epoch [110][260/264] lr: 2.770e-01, eta: 19:50:15, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4811, top5_acc: 0.7432, loss_cls: 2.1372, loss: 2.1372, grad_norm: 1.2806, top1_acc/aux0: 0.4399, top5_acc/aux0: 0.7087, loss_cls/aux0: 2.2980, loss/aux0: 2.2980 2020-10-22 21:47:20,969 - mmaction - INFO - Epoch [110][260/264] lr: 2.770e-01, eta: 19:50:40, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4811, top5_acc: 0.7432, loss_cls: 2.1372, loss: 2.1372, grad_norm: 1.2814, top1_acc/aux0: 0.4399, top5_acc/aux0: 0.7069, loss_cls/aux0: 2.3011, loss/aux0: 2.3011 2020-10-22 21:53:16,222 - mmaction - INFO - Epoch [111][20/264] lr: 2.743e-01, eta: 19:49:21, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.4845, top5_acc: 0.7427, loss_cls: 2.1285, loss: 2.1285, grad_norm: 1.2836, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.2782, loss/aux0: 2.2782 2020-10-22 21:53:17,192 - mmaction - INFO - Epoch [111][20/264] lr: 2.743e-01, eta: 19:49:45, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.4845, top5_acc: 0.7427, loss_cls: 2.1285, loss: 2.1285, grad_norm: 1.2860, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.2769, loss/aux0: 2.2769 2020-10-22 21:53:53,414 - mmaction - INFO - Epoch [111][40/264] lr: 2.743e-01, eta: 19:48:44, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4793, top5_acc: 0.7264, loss_cls: 2.1782, loss: 2.1782, grad_norm: 1.2751, top1_acc/aux0: 0.4476, top5_acc/aux0: 0.7132, loss_cls/aux0: 2.2914, loss/aux0: 2.2914 2020-10-22 21:53:54,349 - mmaction - INFO - Epoch [111][40/264] lr: 2.743e-01, eta: 19:49:08, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4793, top5_acc: 0.7264, loss_cls: 2.1782, loss: 2.1782, grad_norm: 1.2798, top1_acc/aux0: 0.4472, top5_acc/aux0: 0.7113, loss_cls/aux0: 2.2959, loss/aux0: 2.2959 2020-10-22 21:54:30,823 - mmaction - INFO - Epoch [111][60/264] lr: 2.743e-01, eta: 19:48:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4925, top5_acc: 0.7417, loss_cls: 2.1035, loss: 2.1035, grad_norm: 1.2677, top1_acc/aux0: 0.4337, top5_acc/aux0: 0.7085, loss_cls/aux0: 2.3117, loss/aux0: 2.3117 2020-10-22 21:54:31,760 - mmaction - INFO - Epoch [111][60/264] lr: 2.743e-01, eta: 19:48:32, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4925, top5_acc: 0.7417, loss_cls: 2.1035, loss: 2.1035, grad_norm: 1.2696, top1_acc/aux0: 0.4335, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3103, loss/aux0: 2.3103 2020-10-22 21:55:08,311 - mmaction - INFO - Epoch [111][80/264] lr: 2.743e-01, eta: 19:47:31, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7373, loss_cls: 2.1484, loss: 2.1484, grad_norm: 1.2501, top1_acc/aux0: 0.4470, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.2890, loss/aux0: 2.2890 2020-10-22 21:55:09,246 - mmaction - INFO - Epoch [111][80/264] lr: 2.743e-01, eta: 19:47:55, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7373, loss_cls: 2.1484, loss: 2.1484, grad_norm: 1.2490, top1_acc/aux0: 0.4486, top5_acc/aux0: 0.7095, loss_cls/aux0: 2.2944, loss/aux0: 2.2944 2020-10-22 21:55:45,978 - mmaction - INFO - Epoch [111][100/264] lr: 2.743e-01, eta: 19:46:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4804, top5_acc: 0.7394, loss_cls: 2.1461, loss: 2.1461, grad_norm: 1.2567, top1_acc/aux0: 0.4590, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2583, loss/aux0: 2.2583 2020-10-22 21:55:46,916 - mmaction - INFO - Epoch [111][100/264] lr: 2.743e-01, eta: 19:47:19, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4804, top5_acc: 0.7394, loss_cls: 2.1461, loss: 2.1461, grad_norm: 1.2544, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2428, loss/aux0: 2.2428 2020-10-22 21:56:23,700 - mmaction - INFO - Epoch [111][120/264] lr: 2.743e-01, eta: 19:46:18, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4813, top5_acc: 0.7344, loss_cls: 2.1388, loss: 2.1388, grad_norm: 1.2721, top1_acc/aux0: 0.4405, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3263, loss/aux0: 2.3263 2020-10-22 21:56:24,664 - mmaction - INFO - Epoch [111][120/264] lr: 2.743e-01, eta: 19:46:43, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4813, top5_acc: 0.7344, loss_cls: 2.1388, loss: 2.1388, grad_norm: 1.2744, top1_acc/aux0: 0.4389, top5_acc/aux0: 0.6998, loss_cls/aux0: 2.3360, loss/aux0: 2.3360 2020-10-22 21:57:01,516 - mmaction - INFO - Epoch [111][140/264] lr: 2.743e-01, eta: 19:45:42, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7295, loss_cls: 2.1593, loss: 2.1593, grad_norm: 1.2716, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7095, loss_cls/aux0: 2.2925, loss/aux0: 2.2925 2020-10-22 21:57:02,462 - mmaction - INFO - Epoch [111][140/264] lr: 2.743e-01, eta: 19:46:06, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7295, loss_cls: 2.1593, loss: 2.1593, grad_norm: 1.2704, top1_acc/aux0: 0.4418, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.2920, loss/aux0: 2.2920 2020-10-22 21:57:39,374 - mmaction - INFO - Epoch [111][160/264] lr: 2.743e-01, eta: 19:45:05, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4684, top5_acc: 0.7290, loss_cls: 2.1873, loss: 2.1873, grad_norm: 1.2922, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2587, loss/aux0: 2.2587 2020-10-22 21:57:40,353 - mmaction - INFO - Epoch [111][160/264] lr: 2.743e-01, eta: 19:45:30, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.4684, top5_acc: 0.7290, loss_cls: 2.1873, loss: 2.1873, grad_norm: 1.2855, top1_acc/aux0: 0.4585, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2570, loss/aux0: 2.2570 2020-10-22 21:58:16,933 - mmaction - INFO - Epoch [111][180/264] lr: 2.743e-01, eta: 19:44:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4769, top5_acc: 0.7326, loss_cls: 2.1467, loss: 2.1467, grad_norm: 1.2758, top1_acc/aux0: 0.4566, top5_acc/aux0: 0.7155, loss_cls/aux0: 2.2686, loss/aux0: 2.2686 2020-10-22 21:58:17,891 - mmaction - INFO - Epoch [111][180/264] lr: 2.743e-01, eta: 19:44:54, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4769, top5_acc: 0.7326, loss_cls: 2.1467, loss: 2.1467, grad_norm: 1.2751, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7175, loss_cls/aux0: 2.2640, loss/aux0: 2.2640 2020-10-22 21:58:54,824 - mmaction - INFO - Epoch [111][200/264] lr: 2.743e-01, eta: 19:43:53, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7266, loss_cls: 2.2031, loss: 2.2031, grad_norm: 1.2775, top1_acc/aux0: 0.4509, top5_acc/aux0: 0.7137, loss_cls/aux0: 2.2684, loss/aux0: 2.2684 2020-10-22 21:58:55,796 - mmaction - INFO - Epoch [111][200/264] lr: 2.743e-01, eta: 19:44:18, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7266, loss_cls: 2.2031, loss: 2.2031, grad_norm: 1.2816, top1_acc/aux0: 0.4465, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.2898, loss/aux0: 2.2898 2020-10-22 21:59:32,489 - mmaction - INFO - Epoch [111][220/264] lr: 2.743e-01, eta: 19:43:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4665, top5_acc: 0.7292, loss_cls: 2.2074, loss: 2.2074, grad_norm: 1.2793, top1_acc/aux0: 0.4439, top5_acc/aux0: 0.6976, loss_cls/aux0: 2.3477, loss/aux0: 2.3477 2020-10-22 21:59:33,459 - mmaction - INFO - Epoch [111][220/264] lr: 2.743e-01, eta: 19:43:42, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4665, top5_acc: 0.7292, loss_cls: 2.2074, loss: 2.2074, grad_norm: 1.2822, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3283, loss/aux0: 2.3283 2020-10-22 22:00:10,342 - mmaction - INFO - Epoch [111][240/264] lr: 2.743e-01, eta: 19:42:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7248, loss_cls: 2.1740, loss: 2.1740, grad_norm: 1.2710, top1_acc/aux0: 0.4413, top5_acc/aux0: 0.7212, loss_cls/aux0: 2.2623, loss/aux0: 2.2623 2020-10-22 22:00:11,293 - mmaction - INFO - Epoch [111][240/264] lr: 2.743e-01, eta: 19:43:05, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7248, loss_cls: 2.1740, loss: 2.1740, grad_norm: 1.2712, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7194, loss_cls/aux0: 2.2706, loss/aux0: 2.2706 2020-10-22 22:00:48,043 - mmaction - INFO - Epoch [111][260/264] lr: 2.743e-01, eta: 19:42:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4686, top5_acc: 0.7283, loss_cls: 2.1692, loss: 2.1692, grad_norm: 1.2577, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.3195, loss/aux0: 2.3195 2020-10-22 22:00:48,977 - mmaction - INFO - Epoch [111][260/264] lr: 2.743e-01, eta: 19:42:29, time: 0.932, data_time: 0.005, memory: 8466, top1_acc: 0.4686, top5_acc: 0.7283, loss_cls: 2.1692, loss: 2.1692, grad_norm: 1.2605, top1_acc/aux0: 0.4431, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3110, loss/aux0: 2.3110 2020-10-22 22:06:46,489 - mmaction - INFO - Epoch [112][20/264] lr: 2.716e-01, eta: 19:41:10, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4819, top5_acc: 0.7363, loss_cls: 2.1267, loss: 2.1267, grad_norm: 1.2935, top1_acc/aux0: 0.4492, top5_acc/aux0: 0.7155, loss_cls/aux0: 2.2646, loss/aux0: 2.2646 2020-10-22 22:06:47,500 - mmaction - INFO - Epoch [112][20/264] lr: 2.716e-01, eta: 19:41:35, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.4819, top5_acc: 0.7363, loss_cls: 2.1267, loss: 2.1267, grad_norm: 1.2937, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7175, loss_cls/aux0: 2.2588, loss/aux0: 2.2588 2020-10-22 22:07:23,897 - mmaction - INFO - Epoch [112][40/264] lr: 2.716e-01, eta: 19:40:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4811, top5_acc: 0.7427, loss_cls: 2.1181, loss: 2.1181, grad_norm: 1.2687, top1_acc/aux0: 0.4389, top5_acc/aux0: 0.7092, loss_cls/aux0: 2.2933, loss/aux0: 2.2933 2020-10-22 22:07:24,865 - mmaction - INFO - Epoch [112][40/264] lr: 2.716e-01, eta: 19:40:58, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4811, top5_acc: 0.7427, loss_cls: 2.1181, loss: 2.1181, grad_norm: 1.2724, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3051, loss/aux0: 2.3051 2020-10-22 22:08:01,361 - mmaction - INFO - Epoch [112][60/264] lr: 2.716e-01, eta: 19:39:57, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4783, top5_acc: 0.7378, loss_cls: 2.1472, loss: 2.1472, grad_norm: 1.2856, top1_acc/aux0: 0.4644, top5_acc/aux0: 0.7220, loss_cls/aux0: 2.2303, loss/aux0: 2.2303 2020-10-22 22:08:02,287 - mmaction - INFO - Epoch [112][60/264] lr: 2.716e-01, eta: 19:40:21, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4783, top5_acc: 0.7378, loss_cls: 2.1472, loss: 2.1472, grad_norm: 1.2911, top1_acc/aux0: 0.4689, top5_acc/aux0: 0.7257, loss_cls/aux0: 2.2107, loss/aux0: 2.2107 2020-10-22 22:08:38,820 - mmaction - INFO - Epoch [112][80/264] lr: 2.716e-01, eta: 19:39:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7361, loss_cls: 2.1535, loss: 2.1535, grad_norm: 1.2955, top1_acc/aux0: 0.4575, top5_acc/aux0: 0.7257, loss_cls/aux0: 2.2365, loss/aux0: 2.2365 2020-10-22 22:08:39,757 - mmaction - INFO - Epoch [112][80/264] lr: 2.716e-01, eta: 19:39:44, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7361, loss_cls: 2.1535, loss: 2.1535, grad_norm: 1.3012, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7217, loss_cls/aux0: 2.2519, loss/aux0: 2.2519 2020-10-22 22:09:16,420 - mmaction - INFO - Epoch [112][100/264] lr: 2.716e-01, eta: 19:38:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4736, top5_acc: 0.7292, loss_cls: 2.1840, loss: 2.1840, grad_norm: 1.2744, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7082, loss_cls/aux0: 2.3048, loss/aux0: 2.3048 2020-10-22 22:09:17,391 - mmaction - INFO - Epoch [112][100/264] lr: 2.716e-01, eta: 19:39:08, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4736, top5_acc: 0.7292, loss_cls: 2.1840, loss: 2.1840, grad_norm: 1.2759, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7085, loss_cls/aux0: 2.3008, loss/aux0: 2.3008 2020-10-22 22:09:53,994 - mmaction - INFO - Epoch [112][120/264] lr: 2.716e-01, eta: 19:38:07, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7418, loss_cls: 2.0992, loss: 2.0992, grad_norm: 1.2825, top1_acc/aux0: 0.4483, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.3050, loss/aux0: 2.3050 2020-10-22 22:09:54,936 - mmaction - INFO - Epoch [112][120/264] lr: 2.716e-01, eta: 19:38:32, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7418, loss_cls: 2.0992, loss: 2.0992, grad_norm: 1.2828, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7071, loss_cls/aux0: 2.3045, loss/aux0: 2.3045 2020-10-22 22:10:31,795 - mmaction - INFO - Epoch [112][140/264] lr: 2.716e-01, eta: 19:37:31, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4691, top5_acc: 0.7382, loss_cls: 2.1596, loss: 2.1596, grad_norm: 1.2854, top1_acc/aux0: 0.4467, top5_acc/aux0: 0.7139, loss_cls/aux0: 2.2815, loss/aux0: 2.2815 2020-10-22 22:10:32,726 - mmaction - INFO - Epoch [112][140/264] lr: 2.716e-01, eta: 19:37:56, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.4691, top5_acc: 0.7382, loss_cls: 2.1596, loss: 2.1596, grad_norm: 1.2788, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7160, loss_cls/aux0: 2.2804, loss/aux0: 2.2804 2020-10-22 22:11:09,473 - mmaction - INFO - Epoch [112][160/264] lr: 2.716e-01, eta: 19:36:55, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4790, top5_acc: 0.7431, loss_cls: 2.1405, loss: 2.1405, grad_norm: 1.2824, top1_acc/aux0: 0.4462, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3156, loss/aux0: 2.3156 2020-10-22 22:11:10,439 - mmaction - INFO - Epoch [112][160/264] lr: 2.716e-01, eta: 19:37:20, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4790, top5_acc: 0.7431, loss_cls: 2.1405, loss: 2.1405, grad_norm: 1.2843, top1_acc/aux0: 0.4450, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3269, loss/aux0: 2.3269 2020-10-22 22:11:46,998 - mmaction - INFO - Epoch [112][180/264] lr: 2.716e-01, eta: 19:36:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4688, top5_acc: 0.7295, loss_cls: 2.1837, loss: 2.1837, grad_norm: 1.2764, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7095, loss_cls/aux0: 2.2972, loss/aux0: 2.2972 2020-10-22 22:11:47,971 - mmaction - INFO - Epoch [112][180/264] lr: 2.716e-01, eta: 19:36:43, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4688, top5_acc: 0.7295, loss_cls: 2.1837, loss: 2.1837, grad_norm: 1.2834, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7095, loss_cls/aux0: 2.2984, loss/aux0: 2.2984 2020-10-22 22:12:24,507 - mmaction - INFO - Epoch [112][200/264] lr: 2.716e-01, eta: 19:35:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7337, loss_cls: 2.1609, loss: 2.1609, grad_norm: 1.2665, top1_acc/aux0: 0.4356, top5_acc/aux0: 0.7002, loss_cls/aux0: 2.3395, loss/aux0: 2.3395 2020-10-22 22:12:25,458 - mmaction - INFO - Epoch [112][200/264] lr: 2.716e-01, eta: 19:36:07, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7337, loss_cls: 2.1609, loss: 2.1609, grad_norm: 1.2737, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3299, loss/aux0: 2.3299 2020-10-22 22:13:02,280 - mmaction - INFO - Epoch [112][220/264] lr: 2.716e-01, eta: 19:35:06, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4684, top5_acc: 0.7328, loss_cls: 2.1686, loss: 2.1686, grad_norm: 1.2785, top1_acc/aux0: 0.4465, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.2961, loss/aux0: 2.2961 2020-10-22 22:13:03,231 - mmaction - INFO - Epoch [112][220/264] lr: 2.716e-01, eta: 19:35:31, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4684, top5_acc: 0.7328, loss_cls: 2.1686, loss: 2.1686, grad_norm: 1.2818, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.3071, loss/aux0: 2.3071 2020-10-22 22:13:39,939 - mmaction - INFO - Epoch [112][240/264] lr: 2.716e-01, eta: 19:34:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4759, top5_acc: 0.7297, loss_cls: 2.1743, loss: 2.1743, grad_norm: 1.2616, top1_acc/aux0: 0.4462, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.2959, loss/aux0: 2.2959 2020-10-22 22:13:40,902 - mmaction - INFO - Epoch [112][240/264] lr: 2.716e-01, eta: 19:34:54, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4759, top5_acc: 0.7297, loss_cls: 2.1743, loss: 2.1743, grad_norm: 1.2675, top1_acc/aux0: 0.4457, top5_acc/aux0: 0.7118, loss_cls/aux0: 2.2928, loss/aux0: 2.2928 2020-10-22 22:14:17,408 - mmaction - INFO - Epoch [112][260/264] lr: 2.716e-01, eta: 19:33:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7368, loss_cls: 2.1551, loss: 2.1551, grad_norm: 1.2478, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7014, loss_cls/aux0: 2.3206, loss/aux0: 2.3206 2020-10-22 22:14:18,331 - mmaction - INFO - Epoch [112][260/264] lr: 2.716e-01, eta: 19:34:18, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7368, loss_cls: 2.1551, loss: 2.1551, grad_norm: 1.2435, top1_acc/aux0: 0.4436, top5_acc/aux0: 0.7030, loss_cls/aux0: 2.3090, loss/aux0: 2.3090 2020-10-22 22:16:14,336 - mmaction - INFO - Saving checkpoint at 112 epochs 2020-10-22 22:17:50,852 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 22:17:50,970 - mmaction - INFO - top1_acc 0.5734 top5_acc 0.8193 2020-10-22 22:17:50,971 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 22:17:50,994 - mmaction - INFO - mean_acc 0.5735 2020-10-22 22:17:50,995 - mmaction - INFO - Now best checkpoint is epoch_112.pth 2020-10-22 22:17:51,000 - mmaction - INFO - Epoch(val) [112][264] top1_acc: 0.5734, top5_acc: 0.8193, mean_class_accuracy: 0.5735 2020-10-22 22:21:55,835 - mmaction - INFO - Epoch [113][20/264] lr: 2.689e-01, eta: 19:33:00, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4861, top5_acc: 0.7384, loss_cls: 2.1458, loss: 2.1458, grad_norm: 1.2755, top1_acc/aux0: 0.4541, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.2790, loss/aux0: 2.2790 2020-10-22 22:21:56,764 - mmaction - INFO - Epoch [113][20/264] lr: 2.689e-01, eta: 19:33:24, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4861, top5_acc: 0.7384, loss_cls: 2.1458, loss: 2.1458, grad_norm: 1.2700, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.2686, loss/aux0: 2.2686 2020-10-22 22:22:33,052 - mmaction - INFO - Epoch [113][40/264] lr: 2.689e-01, eta: 19:32:23, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7248, loss_cls: 2.1802, loss: 2.1802, grad_norm: 1.2979, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7175, loss_cls/aux0: 2.2620, loss/aux0: 2.2620 2020-10-22 22:22:33,992 - mmaction - INFO - Epoch [113][40/264] lr: 2.689e-01, eta: 19:32:47, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7248, loss_cls: 2.1802, loss: 2.1802, grad_norm: 1.3010, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.2778, loss/aux0: 2.2778 2020-10-22 22:23:10,544 - mmaction - INFO - Epoch [113][60/264] lr: 2.689e-01, eta: 19:31:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4774, top5_acc: 0.7443, loss_cls: 2.1176, loss: 2.1176, grad_norm: 1.2837, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.2873, loss/aux0: 2.2873 2020-10-22 22:23:11,478 - mmaction - INFO - Epoch [113][60/264] lr: 2.689e-01, eta: 19:32:11, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4774, top5_acc: 0.7443, loss_cls: 2.1176, loss: 2.1176, grad_norm: 1.2838, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.2777, loss/aux0: 2.2777 2020-10-22 22:23:48,241 - mmaction - INFO - Epoch [113][80/264] lr: 2.689e-01, eta: 19:31:11, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4814, top5_acc: 0.7403, loss_cls: 2.1252, loss: 2.1252, grad_norm: 1.2787, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7139, loss_cls/aux0: 2.2717, loss/aux0: 2.2717 2020-10-22 22:23:49,180 - mmaction - INFO - Epoch [113][80/264] lr: 2.689e-01, eta: 19:31:35, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4814, top5_acc: 0.7403, loss_cls: 2.1252, loss: 2.1252, grad_norm: 1.2790, top1_acc/aux0: 0.4528, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.2736, loss/aux0: 2.2736 2020-10-22 22:24:26,081 - mmaction - INFO - Epoch [113][100/264] lr: 2.689e-01, eta: 19:30:35, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7429, loss_cls: 2.1106, loss: 2.1106, grad_norm: 1.2838, top1_acc/aux0: 0.4564, top5_acc/aux0: 0.7189, loss_cls/aux0: 2.2766, loss/aux0: 2.2766 2020-10-22 22:24:27,022 - mmaction - INFO - Epoch [113][100/264] lr: 2.689e-01, eta: 19:30:59, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7429, loss_cls: 2.1106, loss: 2.1106, grad_norm: 1.2824, top1_acc/aux0: 0.4590, top5_acc/aux0: 0.7186, loss_cls/aux0: 2.2708, loss/aux0: 2.2708 2020-10-22 22:25:04,072 - mmaction - INFO - Epoch [113][120/264] lr: 2.689e-01, eta: 19:29:59, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7347, loss_cls: 2.1311, loss: 2.1311, grad_norm: 1.2962, top1_acc/aux0: 0.4601, top5_acc/aux0: 0.7134, loss_cls/aux0: 2.2413, loss/aux0: 2.2413 2020-10-22 22:25:05,022 - mmaction - INFO - Epoch [113][120/264] lr: 2.689e-01, eta: 19:30:24, time: 0.957, data_time: 0.003, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7347, loss_cls: 2.1311, loss: 2.1311, grad_norm: 1.2999, top1_acc/aux0: 0.4533, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.2694, loss/aux0: 2.2694 2020-10-22 22:25:41,883 - mmaction - INFO - Epoch [113][140/264] lr: 2.689e-01, eta: 19:29:24, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7283, loss_cls: 2.1875, loss: 2.1875, grad_norm: 1.2903, top1_acc/aux0: 0.4483, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.2997, loss/aux0: 2.2997 2020-10-22 22:25:42,816 - mmaction - INFO - Epoch [113][140/264] lr: 2.689e-01, eta: 19:29:48, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7283, loss_cls: 2.1875, loss: 2.1875, grad_norm: 1.2872, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7160, loss_cls/aux0: 2.2715, loss/aux0: 2.2715 2020-10-22 22:26:19,652 - mmaction - INFO - Epoch [113][160/264] lr: 2.689e-01, eta: 19:28:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4722, top5_acc: 0.7378, loss_cls: 2.1470, loss: 2.1470, grad_norm: 1.2844, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7139, loss_cls/aux0: 2.2752, loss/aux0: 2.2752 2020-10-22 22:26:20,594 - mmaction - INFO - Epoch [113][160/264] lr: 2.689e-01, eta: 19:29:12, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4722, top5_acc: 0.7378, loss_cls: 2.1470, loss: 2.1470, grad_norm: 1.2820, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.2750, loss/aux0: 2.2750 2020-10-22 22:26:57,615 - mmaction - INFO - Epoch [113][180/264] lr: 2.689e-01, eta: 19:28:11, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4733, top5_acc: 0.7375, loss_cls: 2.1628, loss: 2.1628, grad_norm: 1.3077, top1_acc/aux0: 0.4543, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2216, loss/aux0: 2.2216 2020-10-22 22:26:58,564 - mmaction - INFO - Epoch [113][180/264] lr: 2.689e-01, eta: 19:28:35, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4733, top5_acc: 0.7375, loss_cls: 2.1628, loss: 2.1628, grad_norm: 1.3018, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2334, loss/aux0: 2.2334 2020-10-22 22:27:35,289 - mmaction - INFO - Epoch [113][200/264] lr: 2.689e-01, eta: 19:27:35, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4835, top5_acc: 0.7335, loss_cls: 2.1684, loss: 2.1684, grad_norm: 1.2797, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7069, loss_cls/aux0: 2.3344, loss/aux0: 2.3344 2020-10-22 22:27:36,241 - mmaction - INFO - Epoch [113][200/264] lr: 2.689e-01, eta: 19:27:59, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4835, top5_acc: 0.7335, loss_cls: 2.1684, loss: 2.1684, grad_norm: 1.2811, top1_acc/aux0: 0.4335, top5_acc/aux0: 0.7082, loss_cls/aux0: 2.3295, loss/aux0: 2.3295 2020-10-22 22:28:13,173 - mmaction - INFO - Epoch [113][220/264] lr: 2.689e-01, eta: 19:26:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4670, top5_acc: 0.7227, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.2708, top1_acc/aux0: 0.4366, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.3375, loss/aux0: 2.3375 2020-10-22 22:28:14,119 - mmaction - INFO - Epoch [113][220/264] lr: 2.689e-01, eta: 19:27:23, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4670, top5_acc: 0.7227, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.2749, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3393, loss/aux0: 2.3393 2020-10-22 22:28:50,940 - mmaction - INFO - Epoch [113][240/264] lr: 2.689e-01, eta: 19:26:23, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4863, top5_acc: 0.7351, loss_cls: 2.1574, loss: 2.1574, grad_norm: 1.2737, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.2929, loss/aux0: 2.2929 2020-10-22 22:28:51,881 - mmaction - INFO - Epoch [113][240/264] lr: 2.689e-01, eta: 19:26:47, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4863, top5_acc: 0.7351, loss_cls: 2.1574, loss: 2.1574, grad_norm: 1.2819, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7108, loss_cls/aux0: 2.2991, loss/aux0: 2.2991 2020-10-22 22:29:28,517 - mmaction - INFO - Epoch [113][260/264] lr: 2.689e-01, eta: 19:25:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4788, top5_acc: 0.7288, loss_cls: 2.1740, loss: 2.1740, grad_norm: 1.2773, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7054, loss_cls/aux0: 2.2929, loss/aux0: 2.2929 2020-10-22 22:29:29,459 - mmaction - INFO - Epoch [113][260/264] lr: 2.689e-01, eta: 19:26:10, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4788, top5_acc: 0.7288, loss_cls: 2.1740, loss: 2.1740, grad_norm: 1.2715, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.2828, loss/aux0: 2.2828 2020-10-22 22:35:08,914 - mmaction - INFO - Epoch [114][20/264] lr: 2.662e-01, eta: 19:24:53, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7444, loss_cls: 2.1226, loss: 2.1226, grad_norm: 1.2884, top1_acc/aux0: 0.4543, top5_acc/aux0: 0.7085, loss_cls/aux0: 2.2828, loss/aux0: 2.2828 2020-10-22 22:35:09,886 - mmaction - INFO - Epoch [114][20/264] lr: 2.662e-01, eta: 19:25:16, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7444, loss_cls: 2.1226, loss: 2.1226, grad_norm: 1.2930, top1_acc/aux0: 0.4519, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.2882, loss/aux0: 2.2882 2020-10-22 22:35:46,200 - mmaction - INFO - Epoch [114][40/264] lr: 2.662e-01, eta: 19:24:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7427, loss_cls: 2.1450, loss: 2.1450, grad_norm: 1.2940, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.2933, loss/aux0: 2.2933 2020-10-22 22:35:47,157 - mmaction - INFO - Epoch [114][40/264] lr: 2.662e-01, eta: 19:24:40, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7427, loss_cls: 2.1450, loss: 2.1450, grad_norm: 1.2927, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.2838, loss/aux0: 2.2838 2020-10-22 22:36:23,835 - mmaction - INFO - Epoch [114][60/264] lr: 2.662e-01, eta: 19:23:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4842, top5_acc: 0.7363, loss_cls: 2.1302, loss: 2.1302, grad_norm: 1.2858, top1_acc/aux0: 0.4543, top5_acc/aux0: 0.7139, loss_cls/aux0: 2.2517, loss/aux0: 2.2517 2020-10-22 22:36:24,770 - mmaction - INFO - Epoch [114][60/264] lr: 2.662e-01, eta: 19:24:03, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4842, top5_acc: 0.7363, loss_cls: 2.1302, loss: 2.1302, grad_norm: 1.2937, top1_acc/aux0: 0.4533, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.2564, loss/aux0: 2.2564 2020-10-22 22:37:01,270 - mmaction - INFO - Epoch [114][80/264] lr: 2.662e-01, eta: 19:23:03, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7418, loss_cls: 2.1405, loss: 2.1405, grad_norm: 1.3276, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2530, loss/aux0: 2.2530 2020-10-22 22:37:02,204 - mmaction - INFO - Epoch [114][80/264] lr: 2.662e-01, eta: 19:23:26, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7418, loss_cls: 2.1405, loss: 2.1405, grad_norm: 1.3269, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2524, loss/aux0: 2.2524 2020-10-22 22:37:38,804 - mmaction - INFO - Epoch [114][100/264] lr: 2.662e-01, eta: 19:22:26, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4780, top5_acc: 0.7405, loss_cls: 2.1583, loss: 2.1583, grad_norm: 1.2778, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3126, loss/aux0: 2.3126 2020-10-22 22:37:39,751 - mmaction - INFO - Epoch [114][100/264] lr: 2.662e-01, eta: 19:22:50, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4780, top5_acc: 0.7405, loss_cls: 2.1583, loss: 2.1583, grad_norm: 1.2829, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3139, loss/aux0: 2.3139 2020-10-22 22:38:16,332 - mmaction - INFO - Epoch [114][120/264] lr: 2.662e-01, eta: 19:21:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4837, top5_acc: 0.7408, loss_cls: 2.1102, loss: 2.1102, grad_norm: 1.2980, top1_acc/aux0: 0.4545, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2511, loss/aux0: 2.2511 2020-10-22 22:38:17,288 - mmaction - INFO - Epoch [114][120/264] lr: 2.662e-01, eta: 19:22:14, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4837, top5_acc: 0.7408, loss_cls: 2.1102, loss: 2.1102, grad_norm: 1.2960, top1_acc/aux0: 0.4550, top5_acc/aux0: 0.7175, loss_cls/aux0: 2.2576, loss/aux0: 2.2576 2020-10-22 22:38:54,397 - mmaction - INFO - Epoch [114][140/264] lr: 2.662e-01, eta: 19:21:14, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7351, loss_cls: 2.1217, loss: 2.1217, grad_norm: 1.2817, top1_acc/aux0: 0.4431, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.3054, loss/aux0: 2.3054 2020-10-22 22:38:55,332 - mmaction - INFO - Epoch [114][140/264] lr: 2.662e-01, eta: 19:21:37, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7351, loss_cls: 2.1217, loss: 2.1217, grad_norm: 1.2785, top1_acc/aux0: 0.4472, top5_acc/aux0: 0.7101, loss_cls/aux0: 2.2844, loss/aux0: 2.2844 2020-10-22 22:39:31,936 - mmaction - INFO - Epoch [114][160/264] lr: 2.662e-01, eta: 19:20:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7457, loss_cls: 2.1040, loss: 2.1040, grad_norm: 1.2717, top1_acc/aux0: 0.4493, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.2688, loss/aux0: 2.2688 2020-10-22 22:39:32,890 - mmaction - INFO - Epoch [114][160/264] lr: 2.662e-01, eta: 19:21:01, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7457, loss_cls: 2.1040, loss: 2.1040, grad_norm: 1.2736, top1_acc/aux0: 0.4472, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.2813, loss/aux0: 2.2813 2020-10-22 22:40:09,427 - mmaction - INFO - Epoch [114][180/264] lr: 2.662e-01, eta: 19:20:01, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4858, top5_acc: 0.7406, loss_cls: 2.1205, loss: 2.1205, grad_norm: 1.2599, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.2479, loss/aux0: 2.2479 2020-10-22 22:40:10,355 - mmaction - INFO - Epoch [114][180/264] lr: 2.662e-01, eta: 19:20:24, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4858, top5_acc: 0.7406, loss_cls: 2.1205, loss: 2.1205, grad_norm: 1.2581, top1_acc/aux0: 0.4512, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.2461, loss/aux0: 2.2461 2020-10-22 22:40:47,275 - mmaction - INFO - Epoch [114][200/264] lr: 2.662e-01, eta: 19:19:24, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4741, top5_acc: 0.7288, loss_cls: 2.1818, loss: 2.1818, grad_norm: 1.2766, top1_acc/aux0: 0.4543, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.2363, loss/aux0: 2.2363 2020-10-22 22:40:48,229 - mmaction - INFO - Epoch [114][200/264] lr: 2.662e-01, eta: 19:19:48, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4741, top5_acc: 0.7288, loss_cls: 2.1818, loss: 2.1818, grad_norm: 1.2871, top1_acc/aux0: 0.4538, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.2411, loss/aux0: 2.2411 2020-10-22 22:41:24,791 - mmaction - INFO - Epoch [114][220/264] lr: 2.662e-01, eta: 19:18:48, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7396, loss_cls: 2.1460, loss: 2.1460, grad_norm: 1.2813, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.2739, loss/aux0: 2.2739 2020-10-22 22:41:25,728 - mmaction - INFO - Epoch [114][220/264] lr: 2.662e-01, eta: 19:19:11, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7396, loss_cls: 2.1460, loss: 2.1460, grad_norm: 1.2796, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.2627, loss/aux0: 2.2627 2020-10-22 22:42:02,251 - mmaction - INFO - Epoch [114][240/264] lr: 2.662e-01, eta: 19:18:11, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4903, top5_acc: 0.7493, loss_cls: 2.0872, loss: 2.0872, grad_norm: 1.2861, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2465, loss/aux0: 2.2465 2020-10-22 22:42:03,221 - mmaction - INFO - Epoch [114][240/264] lr: 2.662e-01, eta: 19:18:35, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4903, top5_acc: 0.7493, loss_cls: 2.0872, loss: 2.0872, grad_norm: 1.2850, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7168, loss_cls/aux0: 2.2575, loss/aux0: 2.2575 2020-10-22 22:42:39,796 - mmaction - INFO - Epoch [114][260/264] lr: 2.662e-01, eta: 19:17:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4778, top5_acc: 0.7436, loss_cls: 2.1363, loss: 2.1363, grad_norm: 1.2988, top1_acc/aux0: 0.4543, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2674, loss/aux0: 2.2674 2020-10-22 22:42:40,716 - mmaction - INFO - Epoch [114][260/264] lr: 2.662e-01, eta: 19:17:58, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4778, top5_acc: 0.7436, loss_cls: 2.1363, loss: 2.1363, grad_norm: 1.2981, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7175, loss_cls/aux0: 2.2635, loss/aux0: 2.2635 2020-10-22 22:48:44,881 - mmaction - INFO - Epoch [115][20/264] lr: 2.635e-01, eta: 19:16:41, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7476, loss_cls: 2.0901, loss: 2.0901, grad_norm: 1.2786, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7200, loss_cls/aux0: 2.2236, loss/aux0: 2.2236 2020-10-22 22:48:45,843 - mmaction - INFO - Epoch [115][20/264] lr: 2.635e-01, eta: 19:17:05, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7476, loss_cls: 2.0901, loss: 2.0901, grad_norm: 1.2747, top1_acc/aux0: 0.4509, top5_acc/aux0: 0.7184, loss_cls/aux0: 2.2274, loss/aux0: 2.2274 2020-10-22 22:49:22,153 - mmaction - INFO - Epoch [115][40/264] lr: 2.635e-01, eta: 19:16:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4894, top5_acc: 0.7451, loss_cls: 2.0925, loss: 2.0925, grad_norm: 1.3193, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2316, loss/aux0: 2.2316 2020-10-22 22:49:23,094 - mmaction - INFO - Epoch [115][40/264] lr: 2.635e-01, eta: 19:16:28, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4894, top5_acc: 0.7451, loss_cls: 2.0925, loss: 2.0925, grad_norm: 1.3242, top1_acc/aux0: 0.4498, top5_acc/aux0: 0.7215, loss_cls/aux0: 2.2440, loss/aux0: 2.2440 2020-10-22 22:49:59,715 - mmaction - INFO - Epoch [115][60/264] lr: 2.635e-01, eta: 19:15:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4847, top5_acc: 0.7384, loss_cls: 2.1162, loss: 2.1162, grad_norm: 1.3068, top1_acc/aux0: 0.4493, top5_acc/aux0: 0.7069, loss_cls/aux0: 2.3071, loss/aux0: 2.3071 2020-10-22 22:50:00,649 - mmaction - INFO - Epoch [115][60/264] lr: 2.635e-01, eta: 19:15:52, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4847, top5_acc: 0.7384, loss_cls: 2.1162, loss: 2.1162, grad_norm: 1.3113, top1_acc/aux0: 0.4509, top5_acc/aux0: 0.7113, loss_cls/aux0: 2.2932, loss/aux0: 2.2932 2020-10-22 22:50:37,625 - mmaction - INFO - Epoch [115][80/264] lr: 2.635e-01, eta: 19:14:52, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4731, top5_acc: 0.7335, loss_cls: 2.1766, loss: 2.1766, grad_norm: 1.3123, top1_acc/aux0: 0.4488, top5_acc/aux0: 0.7165, loss_cls/aux0: 2.2463, loss/aux0: 2.2463 2020-10-22 22:50:38,559 - mmaction - INFO - Epoch [115][80/264] lr: 2.635e-01, eta: 19:15:15, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4731, top5_acc: 0.7335, loss_cls: 2.1766, loss: 2.1766, grad_norm: 1.3110, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7168, loss_cls/aux0: 2.2381, loss/aux0: 2.2381 2020-10-22 22:51:15,309 - mmaction - INFO - Epoch [115][100/264] lr: 2.635e-01, eta: 19:14:16, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4788, top5_acc: 0.7450, loss_cls: 2.1409, loss: 2.1409, grad_norm: 1.2907, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7189, loss_cls/aux0: 2.2568, loss/aux0: 2.2568 2020-10-22 22:51:16,255 - mmaction - INFO - Epoch [115][100/264] lr: 2.635e-01, eta: 19:14:39, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4788, top5_acc: 0.7450, loss_cls: 2.1409, loss: 2.1409, grad_norm: 1.2931, top1_acc/aux0: 0.4550, top5_acc/aux0: 0.7179, loss_cls/aux0: 2.2685, loss/aux0: 2.2685 2020-10-22 22:51:52,660 - mmaction - INFO - Epoch [115][120/264] lr: 2.635e-01, eta: 19:13:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4908, top5_acc: 0.7455, loss_cls: 2.0988, loss: 2.0988, grad_norm: 1.2932, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.2821, loss/aux0: 2.2821 2020-10-22 22:51:53,650 - mmaction - INFO - Epoch [115][120/264] lr: 2.635e-01, eta: 19:14:03, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4908, top5_acc: 0.7455, loss_cls: 2.0988, loss: 2.0988, grad_norm: 1.2933, top1_acc/aux0: 0.4457, top5_acc/aux0: 0.7066, loss_cls/aux0: 2.2774, loss/aux0: 2.2774 2020-10-22 22:52:30,337 - mmaction - INFO - Epoch [115][140/264] lr: 2.635e-01, eta: 19:13:03, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4858, top5_acc: 0.7359, loss_cls: 2.1288, loss: 2.1288, grad_norm: 1.3289, top1_acc/aux0: 0.4670, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2312, loss/aux0: 2.2312 2020-10-22 22:52:31,281 - mmaction - INFO - Epoch [115][140/264] lr: 2.635e-01, eta: 19:13:27, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4858, top5_acc: 0.7359, loss_cls: 2.1288, loss: 2.1288, grad_norm: 1.3264, top1_acc/aux0: 0.4696, top5_acc/aux0: 0.7285, loss_cls/aux0: 2.2246, loss/aux0: 2.2246 2020-10-22 22:53:07,941 - mmaction - INFO - Epoch [115][160/264] lr: 2.635e-01, eta: 19:12:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7398, loss_cls: 2.1245, loss: 2.1245, grad_norm: 1.2775, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7043, loss_cls/aux0: 2.3179, loss/aux0: 2.3179 2020-10-22 22:53:08,882 - mmaction - INFO - Epoch [115][160/264] lr: 2.635e-01, eta: 19:12:50, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7398, loss_cls: 2.1245, loss: 2.1245, grad_norm: 1.2752, top1_acc/aux0: 0.4436, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3175, loss/aux0: 2.3175 2020-10-22 22:53:45,538 - mmaction - INFO - Epoch [115][180/264] lr: 2.635e-01, eta: 19:11:51, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7391, loss_cls: 2.1467, loss: 2.1467, grad_norm: 1.2823, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7194, loss_cls/aux0: 2.2745, loss/aux0: 2.2745 2020-10-22 22:53:46,491 - mmaction - INFO - Epoch [115][180/264] lr: 2.635e-01, eta: 19:12:14, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7391, loss_cls: 2.1467, loss: 2.1467, grad_norm: 1.2852, top1_acc/aux0: 0.4467, top5_acc/aux0: 0.7179, loss_cls/aux0: 2.2832, loss/aux0: 2.2832 2020-10-22 22:54:23,119 - mmaction - INFO - Epoch [115][200/264] lr: 2.635e-01, eta: 19:11:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4757, top5_acc: 0.7332, loss_cls: 2.1645, loss: 2.1645, grad_norm: 1.2883, top1_acc/aux0: 0.4444, top5_acc/aux0: 0.7038, loss_cls/aux0: 2.3315, loss/aux0: 2.3315 2020-10-22 22:54:24,082 - mmaction - INFO - Epoch [115][200/264] lr: 2.635e-01, eta: 19:11:38, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4757, top5_acc: 0.7332, loss_cls: 2.1645, loss: 2.1645, grad_norm: 1.2814, top1_acc/aux0: 0.4436, top5_acc/aux0: 0.7045, loss_cls/aux0: 2.3256, loss/aux0: 2.3256 2020-10-22 22:55:00,688 - mmaction - INFO - Epoch [115][220/264] lr: 2.635e-01, eta: 19:10:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4931, top5_acc: 0.7410, loss_cls: 2.1080, loss: 2.1080, grad_norm: 1.2908, top1_acc/aux0: 0.4533, top5_acc/aux0: 0.7106, loss_cls/aux0: 2.2874, loss/aux0: 2.2874 2020-10-22 22:55:01,638 - mmaction - INFO - Epoch [115][220/264] lr: 2.635e-01, eta: 19:11:01, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4931, top5_acc: 0.7410, loss_cls: 2.1080, loss: 2.1080, grad_norm: 1.2929, top1_acc/aux0: 0.4530, top5_acc/aux0: 0.7082, loss_cls/aux0: 2.2948, loss/aux0: 2.2948 2020-10-22 22:55:38,457 - mmaction - INFO - Epoch [115][240/264] lr: 2.635e-01, eta: 19:10:02, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4778, top5_acc: 0.7401, loss_cls: 2.1507, loss: 2.1507, grad_norm: 1.3077, top1_acc/aux0: 0.4431, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.3223, loss/aux0: 2.3223 2020-10-22 22:55:39,418 - mmaction - INFO - Epoch [115][240/264] lr: 2.635e-01, eta: 19:10:25, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.4778, top5_acc: 0.7401, loss_cls: 2.1507, loss: 2.1507, grad_norm: 1.3089, top1_acc/aux0: 0.4410, top5_acc/aux0: 0.6976, loss_cls/aux0: 2.3317, loss/aux0: 2.3317 2020-10-22 22:56:16,112 - mmaction - INFO - Epoch [115][260/264] lr: 2.635e-01, eta: 19:09:26, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4837, top5_acc: 0.7422, loss_cls: 2.1116, loss: 2.1116, grad_norm: 1.2729, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7181, loss_cls/aux0: 2.2813, loss/aux0: 2.2813 2020-10-22 22:56:17,049 - mmaction - INFO - Epoch [115][260/264] lr: 2.635e-01, eta: 19:09:48, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4837, top5_acc: 0.7422, loss_cls: 2.1116, loss: 2.1116, grad_norm: 1.2770, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7212, loss_cls/aux0: 2.2680, loss/aux0: 2.2680 2020-10-22 23:02:26,840 - mmaction - INFO - Epoch [116][20/264] lr: 2.607e-01, eta: 19:08:32, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4783, top5_acc: 0.7415, loss_cls: 2.1222, loss: 2.1222, grad_norm: 1.2881, top1_acc/aux0: 0.4550, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2371, loss/aux0: 2.2371 2020-10-22 23:02:27,804 - mmaction - INFO - Epoch [116][20/264] lr: 2.607e-01, eta: 19:08:55, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4783, top5_acc: 0.7415, loss_cls: 2.1222, loss: 2.1222, grad_norm: 1.2919, top1_acc/aux0: 0.4530, top5_acc/aux0: 0.7269, loss_cls/aux0: 2.2448, loss/aux0: 2.2448 2020-10-22 23:03:04,097 - mmaction - INFO - Epoch [116][40/264] lr: 2.607e-01, eta: 19:07:55, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4793, top5_acc: 0.7443, loss_cls: 2.1261, loss: 2.1261, grad_norm: 1.2746, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7134, loss_cls/aux0: 2.2965, loss/aux0: 2.2965 2020-10-22 23:03:05,053 - mmaction - INFO - Epoch [116][40/264] lr: 2.607e-01, eta: 19:08:18, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.4793, top5_acc: 0.7443, loss_cls: 2.1261, loss: 2.1261, grad_norm: 1.2752, top1_acc/aux0: 0.4450, top5_acc/aux0: 0.7137, loss_cls/aux0: 2.2884, loss/aux0: 2.2884 2020-10-22 23:03:41,698 - mmaction - INFO - Epoch [116][60/264] lr: 2.607e-01, eta: 19:07:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7427, loss_cls: 2.1011, loss: 2.1011, grad_norm: 1.3100, top1_acc/aux0: 0.4561, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.2743, loss/aux0: 2.2743 2020-10-22 23:03:42,650 - mmaction - INFO - Epoch [116][60/264] lr: 2.607e-01, eta: 19:07:41, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7427, loss_cls: 2.1011, loss: 2.1011, grad_norm: 1.3081, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.2747, loss/aux0: 2.2747 2020-10-22 23:04:19,339 - mmaction - INFO - Epoch [116][80/264] lr: 2.607e-01, eta: 19:06:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4877, top5_acc: 0.7448, loss_cls: 2.1086, loss: 2.1086, grad_norm: 1.3023, top1_acc/aux0: 0.4590, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2364, loss/aux0: 2.2364 2020-10-22 23:04:20,271 - mmaction - INFO - Epoch [116][80/264] lr: 2.607e-01, eta: 19:07:05, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4877, top5_acc: 0.7448, loss_cls: 2.1086, loss: 2.1086, grad_norm: 1.3024, top1_acc/aux0: 0.4592, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2352, loss/aux0: 2.2352 2020-10-22 23:04:57,019 - mmaction - INFO - Epoch [116][100/264] lr: 2.607e-01, eta: 19:06:06, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7363, loss_cls: 2.1319, loss: 2.1319, grad_norm: 1.2990, top1_acc/aux0: 0.4493, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2516, loss/aux0: 2.2516 2020-10-22 23:04:57,961 - mmaction - INFO - Epoch [116][100/264] lr: 2.607e-01, eta: 19:06:29, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7363, loss_cls: 2.1319, loss: 2.1319, grad_norm: 1.2970, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7175, loss_cls/aux0: 2.2552, loss/aux0: 2.2552 2020-10-22 23:05:34,734 - mmaction - INFO - Epoch [116][120/264] lr: 2.607e-01, eta: 19:05:30, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7363, loss_cls: 2.1352, loss: 2.1352, grad_norm: 1.2691, top1_acc/aux0: 0.4566, top5_acc/aux0: 0.7288, loss_cls/aux0: 2.2339, loss/aux0: 2.2339 2020-10-22 23:05:35,687 - mmaction - INFO - Epoch [116][120/264] lr: 2.607e-01, eta: 19:05:53, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7363, loss_cls: 2.1352, loss: 2.1352, grad_norm: 1.2674, top1_acc/aux0: 0.4559, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2395, loss/aux0: 2.2395 2020-10-22 23:06:12,361 - mmaction - INFO - Epoch [116][140/264] lr: 2.607e-01, eta: 19:04:54, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7460, loss_cls: 2.1108, loss: 2.1108, grad_norm: 1.3150, top1_acc/aux0: 0.4498, top5_acc/aux0: 0.7109, loss_cls/aux0: 2.2690, loss/aux0: 2.2690 2020-10-22 23:06:13,311 - mmaction - INFO - Epoch [116][140/264] lr: 2.607e-01, eta: 19:05:17, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7460, loss_cls: 2.1108, loss: 2.1108, grad_norm: 1.3165, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.2697, loss/aux0: 2.2697 2020-10-22 23:06:50,188 - mmaction - INFO - Epoch [116][160/264] lr: 2.607e-01, eta: 19:04:17, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7406, loss_cls: 2.1340, loss: 2.1340, grad_norm: 1.3206, top1_acc/aux0: 0.4439, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.2953, loss/aux0: 2.2953 2020-10-22 23:06:51,123 - mmaction - INFO - Epoch [116][160/264] lr: 2.607e-01, eta: 19:04:41, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7406, loss_cls: 2.1340, loss: 2.1340, grad_norm: 1.3190, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7080, loss_cls/aux0: 2.2908, loss/aux0: 2.2908 2020-10-22 23:07:27,904 - mmaction - INFO - Epoch [116][180/264] lr: 2.607e-01, eta: 19:03:42, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4757, top5_acc: 0.7361, loss_cls: 2.1386, loss: 2.1386, grad_norm: 1.3154, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.2762, loss/aux0: 2.2762 2020-10-22 23:07:28,837 - mmaction - INFO - Epoch [116][180/264] lr: 2.607e-01, eta: 19:04:04, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4757, top5_acc: 0.7361, loss_cls: 2.1386, loss: 2.1386, grad_norm: 1.3162, top1_acc/aux0: 0.4450, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.2755, loss/aux0: 2.2755 2020-10-22 23:08:05,441 - mmaction - INFO - Epoch [116][200/264] lr: 2.607e-01, eta: 19:03:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4877, top5_acc: 0.7382, loss_cls: 2.1199, loss: 2.1199, grad_norm: 1.2955, top1_acc/aux0: 0.4556, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2631, loss/aux0: 2.2631 2020-10-22 23:08:06,385 - mmaction - INFO - Epoch [116][200/264] lr: 2.607e-01, eta: 19:03:28, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4877, top5_acc: 0.7382, loss_cls: 2.1199, loss: 2.1199, grad_norm: 1.2995, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7179, loss_cls/aux0: 2.2593, loss/aux0: 2.2593 2020-10-22 23:08:43,062 - mmaction - INFO - Epoch [116][220/264] lr: 2.607e-01, eta: 19:02:29, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4722, top5_acc: 0.7259, loss_cls: 2.1780, loss: 2.1780, grad_norm: 1.2989, top1_acc/aux0: 0.4420, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.2874, loss/aux0: 2.2874 2020-10-22 23:08:43,999 - mmaction - INFO - Epoch [116][220/264] lr: 2.607e-01, eta: 19:02:51, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4722, top5_acc: 0.7259, loss_cls: 2.1780, loss: 2.1780, grad_norm: 1.3018, top1_acc/aux0: 0.4431, top5_acc/aux0: 0.7132, loss_cls/aux0: 2.2896, loss/aux0: 2.2896 2020-10-22 23:09:20,620 - mmaction - INFO - Epoch [116][240/264] lr: 2.607e-01, eta: 19:01:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4793, top5_acc: 0.7382, loss_cls: 2.1366, loss: 2.1366, grad_norm: 1.2876, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.2981, loss/aux0: 2.2981 2020-10-22 23:09:21,579 - mmaction - INFO - Epoch [116][240/264] lr: 2.607e-01, eta: 19:02:15, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4793, top5_acc: 0.7382, loss_cls: 2.1366, loss: 2.1366, grad_norm: 1.2835, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7142, loss_cls/aux0: 2.2875, loss/aux0: 2.2875 2020-10-22 23:09:58,112 - mmaction - INFO - Epoch [116][260/264] lr: 2.607e-01, eta: 19:01:16, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7361, loss_cls: 2.1589, loss: 2.1589, grad_norm: 1.3167, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7210, loss_cls/aux0: 2.2576, loss/aux0: 2.2576 2020-10-22 23:09:59,046 - mmaction - INFO - Epoch [116][260/264] lr: 2.607e-01, eta: 19:01:38, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7361, loss_cls: 2.1589, loss: 2.1589, grad_norm: 1.3175, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7170, loss_cls/aux0: 2.2745, loss/aux0: 2.2745 2020-10-22 23:15:43,467 - mmaction - INFO - Epoch [117][20/264] lr: 2.580e-01, eta: 19:00:22, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4856, top5_acc: 0.7408, loss_cls: 2.0996, loss: 2.0996, grad_norm: 1.2922, top1_acc/aux0: 0.4658, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2387, loss/aux0: 2.2387 2020-10-22 23:15:44,453 - mmaction - INFO - Epoch [117][20/264] lr: 2.580e-01, eta: 19:00:45, time: 0.928, data_time: 0.005, memory: 8466, top1_acc: 0.4856, top5_acc: 0.7408, loss_cls: 2.0996, loss: 2.0996, grad_norm: 1.2938, top1_acc/aux0: 0.4658, top5_acc/aux0: 0.7215, loss_cls/aux0: 2.2381, loss/aux0: 2.2381 2020-10-22 23:16:20,692 - mmaction - INFO - Epoch [117][40/264] lr: 2.580e-01, eta: 18:59:45, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4861, top5_acc: 0.7382, loss_cls: 2.1156, loss: 2.1156, grad_norm: 1.3117, top1_acc/aux0: 0.4585, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2373, loss/aux0: 2.2373 2020-10-22 23:16:21,626 - mmaction - INFO - Epoch [117][40/264] lr: 2.580e-01, eta: 19:00:08, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4861, top5_acc: 0.7382, loss_cls: 2.1156, loss: 2.1156, grad_norm: 1.3120, top1_acc/aux0: 0.4592, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2355, loss/aux0: 2.2355 2020-10-22 23:16:58,255 - mmaction - INFO - Epoch [117][60/264] lr: 2.580e-01, eta: 18:59:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4877, top5_acc: 0.7391, loss_cls: 2.1060, loss: 2.1060, grad_norm: 1.2878, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2387, loss/aux0: 2.2387 2020-10-22 23:16:59,192 - mmaction - INFO - Epoch [117][60/264] lr: 2.580e-01, eta: 18:59:31, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4877, top5_acc: 0.7391, loss_cls: 2.1060, loss: 2.1060, grad_norm: 1.2881, top1_acc/aux0: 0.4611, top5_acc/aux0: 0.7205, loss_cls/aux0: 2.2332, loss/aux0: 2.2332 2020-10-22 23:17:36,055 - mmaction - INFO - Epoch [117][80/264] lr: 2.580e-01, eta: 18:58:32, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4811, top5_acc: 0.7406, loss_cls: 2.1282, loss: 2.1282, grad_norm: 1.2958, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2326, loss/aux0: 2.2326 2020-10-22 23:17:37,010 - mmaction - INFO - Epoch [117][80/264] lr: 2.580e-01, eta: 18:58:55, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4811, top5_acc: 0.7406, loss_cls: 2.1282, loss: 2.1282, grad_norm: 1.2980, top1_acc/aux0: 0.4556, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.2405, loss/aux0: 2.2405 2020-10-22 23:18:13,873 - mmaction - INFO - Epoch [117][100/264] lr: 2.580e-01, eta: 18:57:56, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4832, top5_acc: 0.7415, loss_cls: 2.1196, loss: 2.1196, grad_norm: 1.3338, top1_acc/aux0: 0.4476, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2539, loss/aux0: 2.2539 2020-10-22 23:18:14,898 - mmaction - INFO - Epoch [117][100/264] lr: 2.580e-01, eta: 18:58:19, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.4832, top5_acc: 0.7415, loss_cls: 2.1196, loss: 2.1196, grad_norm: 1.3347, top1_acc/aux0: 0.4476, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2629, loss/aux0: 2.2629 2020-10-22 23:18:51,420 - mmaction - INFO - Epoch [117][120/264] lr: 2.580e-01, eta: 18:57:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4894, top5_acc: 0.7408, loss_cls: 2.0894, loss: 2.0894, grad_norm: 1.3136, top1_acc/aux0: 0.4637, top5_acc/aux0: 0.7238, loss_cls/aux0: 2.2336, loss/aux0: 2.2336 2020-10-22 23:18:52,363 - mmaction - INFO - Epoch [117][120/264] lr: 2.580e-01, eta: 18:57:43, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4894, top5_acc: 0.7408, loss_cls: 2.0894, loss: 2.0894, grad_norm: 1.3154, top1_acc/aux0: 0.4658, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2154, loss/aux0: 2.2154 2020-10-22 23:19:29,094 - mmaction - INFO - Epoch [117][140/264] lr: 2.580e-01, eta: 18:56:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7398, loss_cls: 2.1294, loss: 2.1294, grad_norm: 1.3330, top1_acc/aux0: 0.4571, top5_acc/aux0: 0.7210, loss_cls/aux0: 2.2403, loss/aux0: 2.2403 2020-10-22 23:19:30,054 - mmaction - INFO - Epoch [117][140/264] lr: 2.580e-01, eta: 18:57:06, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7398, loss_cls: 2.1294, loss: 2.1294, grad_norm: 1.3287, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7196, loss_cls/aux0: 2.2503, loss/aux0: 2.2503 2020-10-22 23:20:06,928 - mmaction - INFO - Epoch [117][160/264] lr: 2.580e-01, eta: 18:56:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4835, top5_acc: 0.7417, loss_cls: 2.1178, loss: 2.1178, grad_norm: 1.2902, top1_acc/aux0: 0.4418, top5_acc/aux0: 0.7113, loss_cls/aux0: 2.2865, loss/aux0: 2.2865 2020-10-22 23:20:07,855 - mmaction - INFO - Epoch [117][160/264] lr: 2.580e-01, eta: 18:56:30, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4835, top5_acc: 0.7417, loss_cls: 2.1178, loss: 2.1178, grad_norm: 1.2826, top1_acc/aux0: 0.4401, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.2905, loss/aux0: 2.2905 2020-10-22 23:20:44,381 - mmaction - INFO - Epoch [117][180/264] lr: 2.580e-01, eta: 18:55:31, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7332, loss_cls: 2.1800, loss: 2.1800, grad_norm: 1.3395, top1_acc/aux0: 0.4507, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.2850, loss/aux0: 2.2850 2020-10-22 23:20:45,328 - mmaction - INFO - Epoch [117][180/264] lr: 2.580e-01, eta: 18:55:53, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7332, loss_cls: 2.1800, loss: 2.1800, grad_norm: 1.3339, top1_acc/aux0: 0.4512, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.2834, loss/aux0: 2.2834 2020-10-22 23:21:22,180 - mmaction - INFO - Epoch [117][200/264] lr: 2.580e-01, eta: 18:54:54, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4819, top5_acc: 0.7359, loss_cls: 2.1522, loss: 2.1522, grad_norm: 1.3217, top1_acc/aux0: 0.4597, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2502, loss/aux0: 2.2502 2020-10-22 23:21:23,107 - mmaction - INFO - Epoch [117][200/264] lr: 2.580e-01, eta: 18:55:17, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4819, top5_acc: 0.7359, loss_cls: 2.1522, loss: 2.1522, grad_norm: 1.3191, top1_acc/aux0: 0.4597, top5_acc/aux0: 0.7200, loss_cls/aux0: 2.2508, loss/aux0: 2.2508 2020-10-22 23:22:00,107 - mmaction - INFO - Epoch [117][220/264] lr: 2.580e-01, eta: 18:54:18, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4884, top5_acc: 0.7460, loss_cls: 2.1032, loss: 2.1032, grad_norm: 1.3025, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3081, loss/aux0: 2.3081 2020-10-22 23:22:01,040 - mmaction - INFO - Epoch [117][220/264] lr: 2.580e-01, eta: 18:54:41, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.4884, top5_acc: 0.7460, loss_cls: 2.1032, loss: 2.1032, grad_norm: 1.3018, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7069, loss_cls/aux0: 2.3022, loss/aux0: 2.3022 2020-10-22 23:22:37,794 - mmaction - INFO - Epoch [117][240/264] lr: 2.580e-01, eta: 18:53:42, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7469, loss_cls: 2.1147, loss: 2.1147, grad_norm: 1.3435, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7116, loss_cls/aux0: 2.2727, loss/aux0: 2.2727 2020-10-22 23:22:38,752 - mmaction - INFO - Epoch [117][240/264] lr: 2.580e-01, eta: 18:54:05, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7469, loss_cls: 2.1147, loss: 2.1147, grad_norm: 1.3456, top1_acc/aux0: 0.4436, top5_acc/aux0: 0.7116, loss_cls/aux0: 2.2785, loss/aux0: 2.2785 2020-10-22 23:23:15,120 - mmaction - INFO - Epoch [117][260/264] lr: 2.580e-01, eta: 18:53:06, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7328, loss_cls: 2.1305, loss: 2.1305, grad_norm: 1.2908, top1_acc/aux0: 0.4450, top5_acc/aux0: 0.7139, loss_cls/aux0: 2.2811, loss/aux0: 2.2811 2020-10-22 23:23:16,044 - mmaction - INFO - Epoch [117][260/264] lr: 2.580e-01, eta: 18:53:28, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7328, loss_cls: 2.1305, loss: 2.1305, grad_norm: 1.2835, top1_acc/aux0: 0.4481, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.2750, loss/aux0: 2.2750 2020-10-22 23:29:29,121 - mmaction - INFO - Epoch [118][20/264] lr: 2.553e-01, eta: 18:52:13, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7436, loss_cls: 2.0940, loss: 2.0940, grad_norm: 1.3012, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2174, loss/aux0: 2.2174 2020-10-22 23:29:30,062 - mmaction - INFO - Epoch [118][20/264] lr: 2.553e-01, eta: 18:52:35, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7436, loss_cls: 2.0940, loss: 2.0940, grad_norm: 1.3027, top1_acc/aux0: 0.4587, top5_acc/aux0: 0.7278, loss_cls/aux0: 2.2201, loss/aux0: 2.2201 2020-10-22 23:30:06,875 - mmaction - INFO - Epoch [118][40/264] lr: 2.553e-01, eta: 18:51:36, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7311, loss_cls: 2.1211, loss: 2.1211, grad_norm: 1.3176, top1_acc/aux0: 0.4639, top5_acc/aux0: 0.7238, loss_cls/aux0: 2.2087, loss/aux0: 2.2087 2020-10-22 23:30:07,825 - mmaction - INFO - Epoch [118][40/264] lr: 2.553e-01, eta: 18:51:58, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7311, loss_cls: 2.1211, loss: 2.1211, grad_norm: 1.3165, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2074, loss/aux0: 2.2074 2020-10-22 23:30:44,581 - mmaction - INFO - Epoch [118][60/264] lr: 2.553e-01, eta: 18:51:00, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4998, top5_acc: 0.7479, loss_cls: 2.0579, loss: 2.0579, grad_norm: 1.3235, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7137, loss_cls/aux0: 2.2771, loss/aux0: 2.2771 2020-10-22 23:30:45,631 - mmaction - INFO - Epoch [118][60/264] lr: 2.553e-01, eta: 18:51:22, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4998, top5_acc: 0.7479, loss_cls: 2.0579, loss: 2.0579, grad_norm: 1.3233, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.2772, loss/aux0: 2.2772 2020-10-22 23:31:22,404 - mmaction - INFO - Epoch [118][80/264] lr: 2.553e-01, eta: 18:50:24, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4785, top5_acc: 0.7349, loss_cls: 2.1705, loss: 2.1705, grad_norm: 1.3178, top1_acc/aux0: 0.4571, top5_acc/aux0: 0.7205, loss_cls/aux0: 2.2673, loss/aux0: 2.2673 2020-10-22 23:31:23,359 - mmaction - INFO - Epoch [118][80/264] lr: 2.553e-01, eta: 18:50:46, time: 0.951, data_time: 0.004, memory: 8466, top1_acc: 0.4785, top5_acc: 0.7349, loss_cls: 2.1705, loss: 2.1705, grad_norm: 1.3207, top1_acc/aux0: 0.4569, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2755, loss/aux0: 2.2755 2020-10-22 23:32:00,191 - mmaction - INFO - Epoch [118][100/264] lr: 2.553e-01, eta: 18:49:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7398, loss_cls: 2.1354, loss: 2.1354, grad_norm: 1.3105, top1_acc/aux0: 0.4569, top5_acc/aux0: 0.7155, loss_cls/aux0: 2.2409, loss/aux0: 2.2409 2020-10-22 23:32:01,133 - mmaction - INFO - Epoch [118][100/264] lr: 2.553e-01, eta: 18:50:10, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7398, loss_cls: 2.1354, loss: 2.1354, grad_norm: 1.3125, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7153, loss_cls/aux0: 2.2416, loss/aux0: 2.2416 2020-10-22 23:32:38,029 - mmaction - INFO - Epoch [118][120/264] lr: 2.553e-01, eta: 18:49:11, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4892, top5_acc: 0.7497, loss_cls: 2.0985, loss: 2.0985, grad_norm: 1.3177, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2307, loss/aux0: 2.2307 2020-10-22 23:32:38,988 - mmaction - INFO - Epoch [118][120/264] lr: 2.553e-01, eta: 18:49:33, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4892, top5_acc: 0.7497, loss_cls: 2.0985, loss: 2.0985, grad_norm: 1.3172, top1_acc/aux0: 0.4611, top5_acc/aux0: 0.7205, loss_cls/aux0: 2.2243, loss/aux0: 2.2243 2020-10-22 23:33:15,880 - mmaction - INFO - Epoch [118][140/264] lr: 2.553e-01, eta: 18:48:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7375, loss_cls: 2.1530, loss: 2.1530, grad_norm: 1.2825, top1_acc/aux0: 0.4634, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2185, loss/aux0: 2.2185 2020-10-22 23:33:16,809 - mmaction - INFO - Epoch [118][140/264] lr: 2.553e-01, eta: 18:48:57, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7375, loss_cls: 2.1530, loss: 2.1530, grad_norm: 1.2851, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7210, loss_cls/aux0: 2.2235, loss/aux0: 2.2235 2020-10-22 23:33:53,727 - mmaction - INFO - Epoch [118][160/264] lr: 2.553e-01, eta: 18:47:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4882, top5_acc: 0.7443, loss_cls: 2.0916, loss: 2.0916, grad_norm: 1.2799, top1_acc/aux0: 0.4595, top5_acc/aux0: 0.7236, loss_cls/aux0: 2.2083, loss/aux0: 2.2083 2020-10-22 23:33:54,710 - mmaction - INFO - Epoch [118][160/264] lr: 2.553e-01, eta: 18:48:21, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4882, top5_acc: 0.7443, loss_cls: 2.0916, loss: 2.0916, grad_norm: 1.2790, top1_acc/aux0: 0.4627, top5_acc/aux0: 0.7259, loss_cls/aux0: 2.1940, loss/aux0: 2.1940 2020-10-22 23:34:31,346 - mmaction - INFO - Epoch [118][180/264] lr: 2.553e-01, eta: 18:47:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4908, top5_acc: 0.7509, loss_cls: 2.0810, loss: 2.0810, grad_norm: 1.2893, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7132, loss_cls/aux0: 2.2492, loss/aux0: 2.2492 2020-10-22 23:34:32,302 - mmaction - INFO - Epoch [118][180/264] lr: 2.553e-01, eta: 18:47:44, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4908, top5_acc: 0.7509, loss_cls: 2.0810, loss: 2.0810, grad_norm: 1.2927, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7123, loss_cls/aux0: 2.2558, loss/aux0: 2.2558 2020-10-22 23:35:09,270 - mmaction - INFO - Epoch [118][200/264] lr: 2.553e-01, eta: 18:46:46, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4783, top5_acc: 0.7368, loss_cls: 2.1321, loss: 2.1321, grad_norm: 1.3224, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7252, loss_cls/aux0: 2.2216, loss/aux0: 2.2216 2020-10-22 23:35:10,235 - mmaction - INFO - Epoch [118][200/264] lr: 2.553e-01, eta: 18:47:08, time: 0.956, data_time: 0.003, memory: 8466, top1_acc: 0.4783, top5_acc: 0.7368, loss_cls: 2.1321, loss: 2.1321, grad_norm: 1.3216, top1_acc/aux0: 0.4550, top5_acc/aux0: 0.7269, loss_cls/aux0: 2.2165, loss/aux0: 2.2165 2020-10-22 23:35:47,113 - mmaction - INFO - Epoch [118][220/264] lr: 2.553e-01, eta: 18:46:10, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4743, top5_acc: 0.7314, loss_cls: 2.1651, loss: 2.1651, grad_norm: 1.3203, top1_acc/aux0: 0.4545, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2407, loss/aux0: 2.2407 2020-10-22 23:35:48,045 - mmaction - INFO - Epoch [118][220/264] lr: 2.553e-01, eta: 18:46:32, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4743, top5_acc: 0.7314, loss_cls: 2.1651, loss: 2.1651, grad_norm: 1.3285, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7191, loss_cls/aux0: 2.2501, loss/aux0: 2.2501 2020-10-22 23:36:24,682 - mmaction - INFO - Epoch [118][240/264] lr: 2.553e-01, eta: 18:45:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4738, top5_acc: 0.7352, loss_cls: 2.1720, loss: 2.1720, grad_norm: 1.3175, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7200, loss_cls/aux0: 2.2531, loss/aux0: 2.2531 2020-10-22 23:36:25,623 - mmaction - INFO - Epoch [118][240/264] lr: 2.553e-01, eta: 18:45:56, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4738, top5_acc: 0.7352, loss_cls: 2.1720, loss: 2.1720, grad_norm: 1.3192, top1_acc/aux0: 0.4519, top5_acc/aux0: 0.7220, loss_cls/aux0: 2.2461, loss/aux0: 2.2461 2020-10-22 23:37:01,920 - mmaction - INFO - Epoch [118][260/264] lr: 2.553e-01, eta: 18:44:57, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4785, top5_acc: 0.7417, loss_cls: 2.1330, loss: 2.1330, grad_norm: 1.3184, top1_acc/aux0: 0.4460, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.2811, loss/aux0: 2.2811 2020-10-22 23:37:02,850 - mmaction - INFO - Epoch [118][260/264] lr: 2.553e-01, eta: 18:45:19, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4785, top5_acc: 0.7417, loss_cls: 2.1330, loss: 2.1330, grad_norm: 1.3130, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.2901, loss/aux0: 2.2901 2020-10-22 23:43:01,604 - mmaction - INFO - Epoch [119][20/264] lr: 2.525e-01, eta: 18:44:04, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4858, top5_acc: 0.7385, loss_cls: 2.1076, loss: 2.1076, grad_norm: 1.3070, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7175, loss_cls/aux0: 2.2080, loss/aux0: 2.2080 2020-10-22 23:43:02,571 - mmaction - INFO - Epoch [119][20/264] lr: 2.525e-01, eta: 18:44:26, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.4858, top5_acc: 0.7385, loss_cls: 2.1076, loss: 2.1076, grad_norm: 1.3087, top1_acc/aux0: 0.4559, top5_acc/aux0: 0.7189, loss_cls/aux0: 2.1981, loss/aux0: 2.1981 2020-10-22 23:43:38,833 - mmaction - INFO - Epoch [119][40/264] lr: 2.525e-01, eta: 18:43:28, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4795, top5_acc: 0.7464, loss_cls: 2.0940, loss: 2.0940, grad_norm: 1.3122, top1_acc/aux0: 0.4556, top5_acc/aux0: 0.7194, loss_cls/aux0: 2.2532, loss/aux0: 2.2532 2020-10-22 23:43:39,762 - mmaction - INFO - Epoch [119][40/264] lr: 2.525e-01, eta: 18:43:49, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4795, top5_acc: 0.7464, loss_cls: 2.0940, loss: 2.0940, grad_norm: 1.3135, top1_acc/aux0: 0.4509, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.2818, loss/aux0: 2.2818 2020-10-22 23:44:16,322 - mmaction - INFO - Epoch [119][60/264] lr: 2.525e-01, eta: 18:42:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4944, top5_acc: 0.7498, loss_cls: 2.0831, loss: 2.0831, grad_norm: 1.3140, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2281, loss/aux0: 2.2281 2020-10-22 23:44:17,263 - mmaction - INFO - Epoch [119][60/264] lr: 2.525e-01, eta: 18:43:13, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4944, top5_acc: 0.7498, loss_cls: 2.0831, loss: 2.0831, grad_norm: 1.3145, top1_acc/aux0: 0.4639, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2134, loss/aux0: 2.2134 2020-10-22 23:44:54,025 - mmaction - INFO - Epoch [119][80/264] lr: 2.525e-01, eta: 18:42:15, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4835, top5_acc: 0.7448, loss_cls: 2.0870, loss: 2.0870, grad_norm: 1.3057, top1_acc/aux0: 0.4710, top5_acc/aux0: 0.7316, loss_cls/aux0: 2.1700, loss/aux0: 2.1700 2020-10-22 23:44:54,980 - mmaction - INFO - Epoch [119][80/264] lr: 2.525e-01, eta: 18:42:37, time: 0.956, data_time: 0.003, memory: 8466, top1_acc: 0.4835, top5_acc: 0.7448, loss_cls: 2.0870, loss: 2.0870, grad_norm: 1.3067, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7319, loss_cls/aux0: 2.1670, loss/aux0: 2.1670 2020-10-22 23:45:31,335 - mmaction - INFO - Epoch [119][100/264] lr: 2.525e-01, eta: 18:41:39, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7493, loss_cls: 2.0697, loss: 2.0697, grad_norm: 1.3130, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.2282, loss/aux0: 2.2282 2020-10-22 23:45:32,368 - mmaction - INFO - Epoch [119][100/264] lr: 2.525e-01, eta: 18:42:00, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7493, loss_cls: 2.0697, loss: 2.0697, grad_norm: 1.3215, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7168, loss_cls/aux0: 2.2335, loss/aux0: 2.2335 2020-10-22 23:46:09,007 - mmaction - INFO - Epoch [119][120/264] lr: 2.525e-01, eta: 18:41:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7462, loss_cls: 2.0839, loss: 2.0839, grad_norm: 1.3511, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7196, loss_cls/aux0: 2.2560, loss/aux0: 2.2560 2020-10-22 23:46:09,943 - mmaction - INFO - Epoch [119][120/264] lr: 2.525e-01, eta: 18:41:24, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7462, loss_cls: 2.0839, loss: 2.0839, grad_norm: 1.3498, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7207, loss_cls/aux0: 2.2499, loss/aux0: 2.2499 2020-10-22 23:46:46,917 - mmaction - INFO - Epoch [119][140/264] lr: 2.525e-01, eta: 18:40:26, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4845, top5_acc: 0.7410, loss_cls: 2.1262, loss: 2.1262, grad_norm: 1.3408, top1_acc/aux0: 0.4483, top5_acc/aux0: 0.7123, loss_cls/aux0: 2.2899, loss/aux0: 2.2899 2020-10-22 23:46:47,867 - mmaction - INFO - Epoch [119][140/264] lr: 2.525e-01, eta: 18:40:48, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.4845, top5_acc: 0.7410, loss_cls: 2.1262, loss: 2.1262, grad_norm: 1.3386, top1_acc/aux0: 0.4425, top5_acc/aux0: 0.7090, loss_cls/aux0: 2.3074, loss/aux0: 2.3074 2020-10-22 23:47:24,630 - mmaction - INFO - Epoch [119][160/264] lr: 2.525e-01, eta: 18:39:50, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4894, top5_acc: 0.7474, loss_cls: 2.0905, loss: 2.0905, grad_norm: 1.3367, top1_acc/aux0: 0.4509, top5_acc/aux0: 0.7165, loss_cls/aux0: 2.2627, loss/aux0: 2.2627 2020-10-22 23:47:25,588 - mmaction - INFO - Epoch [119][160/264] lr: 2.525e-01, eta: 18:40:12, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4894, top5_acc: 0.7474, loss_cls: 2.0905, loss: 2.0905, grad_norm: 1.3371, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7200, loss_cls/aux0: 2.2478, loss/aux0: 2.2478 2020-10-22 23:48:02,244 - mmaction - INFO - Epoch [119][180/264] lr: 2.525e-01, eta: 18:39:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4642, top5_acc: 0.7253, loss_cls: 2.1990, loss: 2.1990, grad_norm: 1.3244, top1_acc/aux0: 0.4444, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.2889, loss/aux0: 2.2889 2020-10-22 23:48:03,193 - mmaction - INFO - Epoch [119][180/264] lr: 2.525e-01, eta: 18:39:35, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4642, top5_acc: 0.7253, loss_cls: 2.1990, loss: 2.1990, grad_norm: 1.3179, top1_acc/aux0: 0.4444, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.2835, loss/aux0: 2.2835 2020-10-22 23:48:40,134 - mmaction - INFO - Epoch [119][200/264] lr: 2.525e-01, eta: 18:38:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7417, loss_cls: 2.1059, loss: 2.1059, grad_norm: 1.2975, top1_acc/aux0: 0.4561, top5_acc/aux0: 0.7134, loss_cls/aux0: 2.2293, loss/aux0: 2.2293 2020-10-22 23:48:41,078 - mmaction - INFO - Epoch [119][200/264] lr: 2.525e-01, eta: 18:38:59, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7417, loss_cls: 2.1059, loss: 2.1059, grad_norm: 1.3003, top1_acc/aux0: 0.4550, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.2339, loss/aux0: 2.2339 2020-10-22 23:49:17,722 - mmaction - INFO - Epoch [119][220/264] lr: 2.525e-01, eta: 18:38:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4809, top5_acc: 0.7401, loss_cls: 2.1237, loss: 2.1237, grad_norm: 1.3166, top1_acc/aux0: 0.4575, top5_acc/aux0: 0.7080, loss_cls/aux0: 2.2601, loss/aux0: 2.2601 2020-10-22 23:49:18,663 - mmaction - INFO - Epoch [119][220/264] lr: 2.525e-01, eta: 18:38:22, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4809, top5_acc: 0.7401, loss_cls: 2.1237, loss: 2.1237, grad_norm: 1.3173, top1_acc/aux0: 0.4575, top5_acc/aux0: 0.7071, loss_cls/aux0: 2.2655, loss/aux0: 2.2655 2020-10-22 23:49:55,229 - mmaction - INFO - Epoch [119][240/264] lr: 2.525e-01, eta: 18:37:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7342, loss_cls: 2.1674, loss: 2.1674, grad_norm: 1.3103, top1_acc/aux0: 0.4634, top5_acc/aux0: 0.7259, loss_cls/aux0: 2.2197, loss/aux0: 2.2197 2020-10-22 23:49:56,166 - mmaction - INFO - Epoch [119][240/264] lr: 2.525e-01, eta: 18:37:46, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7342, loss_cls: 2.1674, loss: 2.1674, grad_norm: 1.3094, top1_acc/aux0: 0.4623, top5_acc/aux0: 0.7248, loss_cls/aux0: 2.2240, loss/aux0: 2.2240 2020-10-22 23:50:32,623 - mmaction - INFO - Epoch [119][260/264] lr: 2.525e-01, eta: 18:36:48, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7490, loss_cls: 2.0965, loss: 2.0965, grad_norm: 1.3240, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7050, loss_cls/aux0: 2.3004, loss/aux0: 2.3004 2020-10-22 23:50:33,546 - mmaction - INFO - Epoch [119][260/264] lr: 2.525e-01, eta: 18:37:09, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7490, loss_cls: 2.0965, loss: 2.0965, grad_norm: 1.3198, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.2752, loss/aux0: 2.2752 2020-10-22 23:56:28,824 - mmaction - INFO - Epoch [120][20/264] lr: 2.498e-01, eta: 18:35:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4892, top5_acc: 0.7441, loss_cls: 2.1069, loss: 2.1069, grad_norm: 1.3087, top1_acc/aux0: 0.4611, top5_acc/aux0: 0.7308, loss_cls/aux0: 2.2042, loss/aux0: 2.2042 2020-10-22 23:56:29,795 - mmaction - INFO - Epoch [120][20/264] lr: 2.498e-01, eta: 18:36:17, time: 0.940, data_time: 0.005, memory: 8466, top1_acc: 0.4892, top5_acc: 0.7441, loss_cls: 2.1069, loss: 2.1069, grad_norm: 1.3038, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7314, loss_cls/aux0: 2.2003, loss/aux0: 2.2003 2020-10-22 23:57:06,232 - mmaction - INFO - Epoch [120][40/264] lr: 2.498e-01, eta: 18:35:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7559, loss_cls: 2.0700, loss: 2.0700, grad_norm: 1.3612, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2027, loss/aux0: 2.2027 2020-10-22 23:57:07,159 - mmaction - INFO - Epoch [120][40/264] lr: 2.498e-01, eta: 18:35:40, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7559, loss_cls: 2.0700, loss: 2.0700, grad_norm: 1.3621, top1_acc/aux0: 0.4618, top5_acc/aux0: 0.7293, loss_cls/aux0: 2.2042, loss/aux0: 2.2042 2020-10-22 23:57:44,018 - mmaction - INFO - Epoch [120][60/264] lr: 2.498e-01, eta: 18:34:42, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4965, top5_acc: 0.7413, loss_cls: 2.0774, loss: 2.0774, grad_norm: 1.3489, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7259, loss_cls/aux0: 2.2104, loss/aux0: 2.2104 2020-10-22 23:57:44,958 - mmaction - INFO - Epoch [120][60/264] lr: 2.498e-01, eta: 18:35:04, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4965, top5_acc: 0.7413, loss_cls: 2.0774, loss: 2.0774, grad_norm: 1.3462, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7236, loss_cls/aux0: 2.2175, loss/aux0: 2.2175 2020-10-22 23:58:21,638 - mmaction - INFO - Epoch [120][80/264] lr: 2.498e-01, eta: 18:34:06, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4939, top5_acc: 0.7351, loss_cls: 2.1111, loss: 2.1111, grad_norm: 1.3046, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7248, loss_cls/aux0: 2.2512, loss/aux0: 2.2512 2020-10-22 23:58:22,588 - mmaction - INFO - Epoch [120][80/264] lr: 2.498e-01, eta: 18:34:27, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4939, top5_acc: 0.7351, loss_cls: 2.1111, loss: 2.1111, grad_norm: 1.3065, top1_acc/aux0: 0.4554, top5_acc/aux0: 0.7233, loss_cls/aux0: 2.2610, loss/aux0: 2.2610 2020-10-22 23:58:59,287 - mmaction - INFO - Epoch [120][100/264] lr: 2.498e-01, eta: 18:33:29, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4845, top5_acc: 0.7441, loss_cls: 2.1208, loss: 2.1208, grad_norm: 1.3339, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7189, loss_cls/aux0: 2.2597, loss/aux0: 2.2597 2020-10-22 23:59:00,273 - mmaction - INFO - Epoch [120][100/264] lr: 2.498e-01, eta: 18:33:51, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4845, top5_acc: 0.7441, loss_cls: 2.1208, loss: 2.1208, grad_norm: 1.3293, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2349, loss/aux0: 2.2349 2020-10-22 23:59:37,032 - mmaction - INFO - Epoch [120][120/264] lr: 2.498e-01, eta: 18:32:53, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7411, loss_cls: 2.1533, loss: 2.1533, grad_norm: 1.3235, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7241, loss_cls/aux0: 2.2243, loss/aux0: 2.2243 2020-10-22 23:59:37,984 - mmaction - INFO - Epoch [120][120/264] lr: 2.498e-01, eta: 18:33:15, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4750, top5_acc: 0.7411, loss_cls: 2.1533, loss: 2.1533, grad_norm: 1.3247, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2422, loss/aux0: 2.2422 2020-10-23 00:00:20,243 - mmaction - INFO - Epoch [120][140/264] lr: 2.498e-01, eta: 18:32:23, time: 1.218, data_time: 0.000, memory: 8466, top1_acc: 0.4837, top5_acc: 0.7448, loss_cls: 2.1211, loss: 2.1211, grad_norm: 1.3184, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3041, loss/aux0: 2.3041 2020-10-23 00:00:21,303 - mmaction - INFO - Epoch [120][140/264] lr: 2.498e-01, eta: 18:32:51, time: 1.226, data_time: 0.009, memory: 8466, top1_acc: 0.4837, top5_acc: 0.7448, loss_cls: 2.1211, loss: 2.1211, grad_norm: 1.3106, top1_acc/aux0: 0.4476, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.2956, loss/aux0: 2.2956 2020-10-23 00:00:58,015 - mmaction - INFO - Epoch [120][160/264] lr: 2.498e-01, eta: 18:31:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4950, top5_acc: 0.7474, loss_cls: 2.1013, loss: 2.1013, grad_norm: 1.3263, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7274, loss_cls/aux0: 2.2368, loss/aux0: 2.2368 2020-10-23 00:00:58,987 - mmaction - INFO - Epoch [120][160/264] lr: 2.498e-01, eta: 18:32:15, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4950, top5_acc: 0.7474, loss_cls: 2.1013, loss: 2.1013, grad_norm: 1.3217, top1_acc/aux0: 0.4519, top5_acc/aux0: 0.7259, loss_cls/aux0: 2.2419, loss/aux0: 2.2419 2020-10-23 00:01:35,936 - mmaction - INFO - Epoch [120][180/264] lr: 2.498e-01, eta: 18:31:17, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4962, top5_acc: 0.7483, loss_cls: 2.0752, loss: 2.0752, grad_norm: 1.3139, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1617, loss/aux0: 2.1617 2020-10-23 00:01:36,879 - mmaction - INFO - Epoch [120][180/264] lr: 2.498e-01, eta: 18:31:38, time: 0.941, data_time: 0.006, memory: 8466, top1_acc: 0.4962, top5_acc: 0.7483, loss_cls: 2.0752, loss: 2.0752, grad_norm: 1.3103, top1_acc/aux0: 0.4752, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1727, loss/aux0: 2.1727 2020-10-23 00:02:13,806 - mmaction - INFO - Epoch [120][200/264] lr: 2.498e-01, eta: 18:30:40, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4863, top5_acc: 0.7441, loss_cls: 2.0954, loss: 2.0954, grad_norm: 1.2982, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7106, loss_cls/aux0: 2.2742, loss/aux0: 2.2742 2020-10-23 00:02:14,740 - mmaction - INFO - Epoch [120][200/264] lr: 2.498e-01, eta: 18:31:02, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4863, top5_acc: 0.7441, loss_cls: 2.0954, loss: 2.0954, grad_norm: 1.2953, top1_acc/aux0: 0.4554, top5_acc/aux0: 0.7132, loss_cls/aux0: 2.2642, loss/aux0: 2.2642 2020-10-23 00:02:51,383 - mmaction - INFO - Epoch [120][220/264] lr: 2.498e-01, eta: 18:30:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4981, top5_acc: 0.7500, loss_cls: 2.0753, loss: 2.0753, grad_norm: 1.2932, top1_acc/aux0: 0.4649, top5_acc/aux0: 0.7191, loss_cls/aux0: 2.2381, loss/aux0: 2.2381 2020-10-23 00:02:52,321 - mmaction - INFO - Epoch [120][220/264] lr: 2.498e-01, eta: 18:30:25, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4981, top5_acc: 0.7500, loss_cls: 2.0753, loss: 2.0753, grad_norm: 1.2913, top1_acc/aux0: 0.4649, top5_acc/aux0: 0.7170, loss_cls/aux0: 2.2380, loss/aux0: 2.2380 2020-10-23 00:03:29,042 - mmaction - INFO - Epoch [120][240/264] lr: 2.498e-01, eta: 18:29:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4903, top5_acc: 0.7500, loss_cls: 2.0771, loss: 2.0771, grad_norm: 1.3303, top1_acc/aux0: 0.4566, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.2705, loss/aux0: 2.2705 2020-10-23 00:03:29,969 - mmaction - INFO - Epoch [120][240/264] lr: 2.498e-01, eta: 18:29:49, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4903, top5_acc: 0.7500, loss_cls: 2.0771, loss: 2.0771, grad_norm: 1.3296, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.2588, loss/aux0: 2.2588 2020-10-23 00:04:06,760 - mmaction - INFO - Epoch [120][260/264] lr: 2.498e-01, eta: 18:28:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7382, loss_cls: 2.1271, loss: 2.1271, grad_norm: 1.2954, top1_acc/aux0: 0.4597, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2230, loss/aux0: 2.2230 2020-10-23 00:04:07,696 - mmaction - INFO - Epoch [120][260/264] lr: 2.498e-01, eta: 18:29:13, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7382, loss_cls: 2.1271, loss: 2.1271, grad_norm: 1.2950, top1_acc/aux0: 0.4580, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2268, loss/aux0: 2.2268 2020-10-23 00:06:17,097 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-10-23 00:08:00,313 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 00:08:00,485 - mmaction - INFO - top1_acc 0.5860 top5_acc 0.8293 2020-10-23 00:08:00,485 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 00:08:00,520 - mmaction - INFO - mean_acc 0.5867 2020-10-23 00:08:00,520 - mmaction - INFO - Now best checkpoint is epoch_120.pth 2020-10-23 00:08:00,525 - mmaction - INFO - Epoch(val) [120][264] top1_acc: 0.5860, top5_acc: 0.8293, mean_class_accuracy: 0.5867 2020-10-23 00:12:11,073 - mmaction - INFO - Epoch [121][20/264] lr: 2.471e-01, eta: 18:27:59, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4988, top5_acc: 0.7530, loss_cls: 2.0696, loss: 2.0696, grad_norm: 1.3127, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7197, loss_cls/aux0: 2.2493, loss/aux0: 2.2493 2020-10-23 00:12:12,010 - mmaction - INFO - Epoch [121][20/264] lr: 2.471e-01, eta: 18:28:20, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.4988, top5_acc: 0.7530, loss_cls: 2.0696, loss: 2.0696, grad_norm: 1.3135, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7205, loss_cls/aux0: 2.2435, loss/aux0: 2.2435 2020-10-23 00:12:48,277 - mmaction - INFO - Epoch [121][40/264] lr: 2.471e-01, eta: 18:27:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7411, loss_cls: 2.0947, loss: 2.0947, grad_norm: 1.3330, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7311, loss_cls/aux0: 2.1629, loss/aux0: 2.1629 2020-10-23 00:12:49,208 - mmaction - INFO - Epoch [121][40/264] lr: 2.471e-01, eta: 18:27:43, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7411, loss_cls: 2.0947, loss: 2.0947, grad_norm: 1.3322, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.1589, loss/aux0: 2.1589 2020-10-23 00:13:25,662 - mmaction - INFO - Epoch [121][60/264] lr: 2.471e-01, eta: 18:26:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4835, top5_acc: 0.7413, loss_cls: 2.1150, loss: 2.1150, grad_norm: 1.3322, top1_acc/aux0: 0.4540, top5_acc/aux0: 0.7212, loss_cls/aux0: 2.2339, loss/aux0: 2.2339 2020-10-23 00:13:26,607 - mmaction - INFO - Epoch [121][60/264] lr: 2.471e-01, eta: 18:27:06, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4835, top5_acc: 0.7413, loss_cls: 2.1150, loss: 2.1150, grad_norm: 1.3257, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2318, loss/aux0: 2.2318 2020-10-23 00:14:03,072 - mmaction - INFO - Epoch [121][80/264] lr: 2.471e-01, eta: 18:26:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7434, loss_cls: 2.1000, loss: 2.1000, grad_norm: 1.3334, top1_acc/aux0: 0.4632, top5_acc/aux0: 0.7231, loss_cls/aux0: 2.2460, loss/aux0: 2.2460 2020-10-23 00:14:04,003 - mmaction - INFO - Epoch [121][80/264] lr: 2.471e-01, eta: 18:26:29, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7434, loss_cls: 2.1000, loss: 2.1000, grad_norm: 1.3335, top1_acc/aux0: 0.4587, top5_acc/aux0: 0.7205, loss_cls/aux0: 2.2622, loss/aux0: 2.2622 2020-10-23 00:14:40,736 - mmaction - INFO - Epoch [121][100/264] lr: 2.471e-01, eta: 18:25:32, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4868, top5_acc: 0.7422, loss_cls: 2.0950, loss: 2.0950, grad_norm: 1.3153, top1_acc/aux0: 0.4595, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2240, loss/aux0: 2.2240 2020-10-23 00:14:41,671 - mmaction - INFO - Epoch [121][100/264] lr: 2.471e-01, eta: 18:25:53, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4868, top5_acc: 0.7422, loss_cls: 2.0950, loss: 2.0950, grad_norm: 1.3120, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2218, loss/aux0: 2.2218 2020-10-23 00:15:18,411 - mmaction - INFO - Epoch [121][120/264] lr: 2.471e-01, eta: 18:24:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5017, top5_acc: 0.7519, loss_cls: 2.0523, loss: 2.0523, grad_norm: 1.3101, top1_acc/aux0: 0.4811, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1408, loss/aux0: 2.1408 2020-10-23 00:15:19,338 - mmaction - INFO - Epoch [121][120/264] lr: 2.471e-01, eta: 18:25:16, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5017, top5_acc: 0.7519, loss_cls: 2.0523, loss: 2.0523, grad_norm: 1.3090, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7444, loss_cls/aux0: 2.1257, loss/aux0: 2.1257 2020-10-23 00:15:55,988 - mmaction - INFO - Epoch [121][140/264] lr: 2.471e-01, eta: 18:24:19, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7342, loss_cls: 2.1571, loss: 2.1571, grad_norm: 1.3249, top1_acc/aux0: 0.4632, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.2319, loss/aux0: 2.2319 2020-10-23 00:15:56,933 - mmaction - INFO - Epoch [121][140/264] lr: 2.471e-01, eta: 18:24:40, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7342, loss_cls: 2.1571, loss: 2.1571, grad_norm: 1.3283, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7090, loss_cls/aux0: 2.2439, loss/aux0: 2.2439 2020-10-23 00:16:33,741 - mmaction - INFO - Epoch [121][160/264] lr: 2.471e-01, eta: 18:23:42, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4905, top5_acc: 0.7429, loss_cls: 2.0985, loss: 2.0985, grad_norm: 1.3417, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2522, loss/aux0: 2.2522 2020-10-23 00:16:34,686 - mmaction - INFO - Epoch [121][160/264] lr: 2.471e-01, eta: 18:24:03, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4905, top5_acc: 0.7429, loss_cls: 2.0985, loss: 2.0985, grad_norm: 1.3351, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2546, loss/aux0: 2.2546 2020-10-23 00:17:11,389 - mmaction - INFO - Epoch [121][180/264] lr: 2.471e-01, eta: 18:23:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4939, top5_acc: 0.7530, loss_cls: 2.0801, loss: 2.0801, grad_norm: 1.3134, top1_acc/aux0: 0.4658, top5_acc/aux0: 0.7257, loss_cls/aux0: 2.1962, loss/aux0: 2.1962 2020-10-23 00:17:12,339 - mmaction - INFO - Epoch [121][180/264] lr: 2.471e-01, eta: 18:23:27, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4939, top5_acc: 0.7530, loss_cls: 2.0801, loss: 2.0801, grad_norm: 1.3153, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2019, loss/aux0: 2.2019 2020-10-23 00:17:48,976 - mmaction - INFO - Epoch [121][200/264] lr: 2.471e-01, eta: 18:22:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4941, top5_acc: 0.7462, loss_cls: 2.0969, loss: 2.0969, grad_norm: 1.3403, top1_acc/aux0: 0.4571, top5_acc/aux0: 0.7236, loss_cls/aux0: 2.2305, loss/aux0: 2.2305 2020-10-23 00:17:49,928 - mmaction - INFO - Epoch [121][200/264] lr: 2.471e-01, eta: 18:22:50, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4941, top5_acc: 0.7462, loss_cls: 2.0969, loss: 2.0969, grad_norm: 1.3411, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2258, loss/aux0: 2.2258 2020-10-23 00:18:26,543 - mmaction - INFO - Epoch [121][220/264] lr: 2.471e-01, eta: 18:21:53, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7503, loss_cls: 2.0916, loss: 2.0916, grad_norm: 1.3103, top1_acc/aux0: 0.4691, top5_acc/aux0: 0.7267, loss_cls/aux0: 2.2059, loss/aux0: 2.2059 2020-10-23 00:18:27,475 - mmaction - INFO - Epoch [121][220/264] lr: 2.471e-01, eta: 18:22:14, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7503, loss_cls: 2.0916, loss: 2.0916, grad_norm: 1.3147, top1_acc/aux0: 0.4691, top5_acc/aux0: 0.7285, loss_cls/aux0: 2.2030, loss/aux0: 2.2030 2020-10-23 00:19:04,145 - mmaction - INFO - Epoch [121][240/264] lr: 2.471e-01, eta: 18:21:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4884, top5_acc: 0.7457, loss_cls: 2.1173, loss: 2.1173, grad_norm: 1.3454, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7233, loss_cls/aux0: 2.2302, loss/aux0: 2.2302 2020-10-23 00:19:05,103 - mmaction - INFO - Epoch [121][240/264] lr: 2.471e-01, eta: 18:21:37, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4884, top5_acc: 0.7457, loss_cls: 2.1173, loss: 2.1173, grad_norm: 1.3433, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2386, loss/aux0: 2.2386 2020-10-23 00:19:41,585 - mmaction - INFO - Epoch [121][260/264] lr: 2.471e-01, eta: 18:20:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7516, loss_cls: 2.0709, loss: 2.0709, grad_norm: 1.3246, top1_acc/aux0: 0.4453, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.2657, loss/aux0: 2.2657 2020-10-23 00:19:42,505 - mmaction - INFO - Epoch [121][260/264] lr: 2.471e-01, eta: 18:21:00, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7516, loss_cls: 2.0709, loss: 2.0709, grad_norm: 1.3251, top1_acc/aux0: 0.4465, top5_acc/aux0: 0.7175, loss_cls/aux0: 2.2557, loss/aux0: 2.2557 2020-10-23 00:26:04,648 - mmaction - INFO - Epoch [122][20/264] lr: 2.443e-01, eta: 18:19:47, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5087, top5_acc: 0.7599, loss_cls: 2.0367, loss: 2.0367, grad_norm: 1.3141, top1_acc/aux0: 0.4653, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2102, loss/aux0: 2.2102 2020-10-23 00:26:05,619 - mmaction - INFO - Epoch [122][20/264] lr: 2.443e-01, eta: 18:20:08, time: 0.934, data_time: 0.010, memory: 8466, top1_acc: 0.5087, top5_acc: 0.7599, loss_cls: 2.0367, loss: 2.0367, grad_norm: 1.3141, top1_acc/aux0: 0.4658, top5_acc/aux0: 0.7293, loss_cls/aux0: 2.2050, loss/aux0: 2.2050 2020-10-23 00:26:42,080 - mmaction - INFO - Epoch [122][40/264] lr: 2.443e-01, eta: 18:19:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5009, top5_acc: 0.7457, loss_cls: 2.0677, loss: 2.0677, grad_norm: 1.3386, top1_acc/aux0: 0.4653, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2107, loss/aux0: 2.2107 2020-10-23 00:26:43,031 - mmaction - INFO - Epoch [122][40/264] lr: 2.443e-01, eta: 18:19:31, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5009, top5_acc: 0.7457, loss_cls: 2.0677, loss: 2.0677, grad_norm: 1.3373, top1_acc/aux0: 0.4642, top5_acc/aux0: 0.7207, loss_cls/aux0: 2.2193, loss/aux0: 2.2193 2020-10-23 00:27:19,520 - mmaction - INFO - Epoch [122][60/264] lr: 2.443e-01, eta: 18:18:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7441, loss_cls: 2.0834, loss: 2.0834, grad_norm: 1.3038, top1_acc/aux0: 0.4649, top5_acc/aux0: 0.7288, loss_cls/aux0: 2.1918, loss/aux0: 2.1918 2020-10-23 00:27:20,460 - mmaction - INFO - Epoch [122][60/264] lr: 2.443e-01, eta: 18:18:55, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7441, loss_cls: 2.0834, loss: 2.0834, grad_norm: 1.3019, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7330, loss_cls/aux0: 2.1806, loss/aux0: 2.1806 2020-10-23 00:27:56,986 - mmaction - INFO - Epoch [122][80/264] lr: 2.443e-01, eta: 18:17:57, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7519, loss_cls: 2.0722, loss: 2.0722, grad_norm: 1.3308, top1_acc/aux0: 0.4660, top5_acc/aux0: 0.7236, loss_cls/aux0: 2.2242, loss/aux0: 2.2242 2020-10-23 00:27:57,914 - mmaction - INFO - Epoch [122][80/264] lr: 2.443e-01, eta: 18:18:18, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7519, loss_cls: 2.0722, loss: 2.0722, grad_norm: 1.3304, top1_acc/aux0: 0.4642, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2299, loss/aux0: 2.2299 2020-10-23 00:28:34,964 - mmaction - INFO - Epoch [122][100/264] lr: 2.443e-01, eta: 18:17:21, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7472, loss_cls: 2.1064, loss: 2.1064, grad_norm: 1.3398, top1_acc/aux0: 0.4627, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.1891, loss/aux0: 2.1891 2020-10-23 00:28:35,902 - mmaction - INFO - Epoch [122][100/264] lr: 2.443e-01, eta: 18:17:42, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7472, loss_cls: 2.1064, loss: 2.1064, grad_norm: 1.3368, top1_acc/aux0: 0.4639, top5_acc/aux0: 0.7319, loss_cls/aux0: 2.1887, loss/aux0: 2.1887 2020-10-23 00:29:12,574 - mmaction - INFO - Epoch [122][120/264] lr: 2.443e-01, eta: 18:16:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7490, loss_cls: 2.0787, loss: 2.0787, grad_norm: 1.3293, top1_acc/aux0: 0.4585, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2304, loss/aux0: 2.2304 2020-10-23 00:29:13,561 - mmaction - INFO - Epoch [122][120/264] lr: 2.443e-01, eta: 18:17:05, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7490, loss_cls: 2.0787, loss: 2.0787, grad_norm: 1.3246, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7233, loss_cls/aux0: 2.2295, loss/aux0: 2.2295 2020-10-23 00:29:50,301 - mmaction - INFO - Epoch [122][140/264] lr: 2.443e-01, eta: 18:16:08, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4780, top5_acc: 0.7418, loss_cls: 2.1279, loss: 2.1279, grad_norm: 1.3030, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7196, loss_cls/aux0: 2.2389, loss/aux0: 2.2389 2020-10-23 00:29:51,241 - mmaction - INFO - Epoch [122][140/264] lr: 2.443e-01, eta: 18:16:29, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4780, top5_acc: 0.7418, loss_cls: 2.1279, loss: 2.1279, grad_norm: 1.2983, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7179, loss_cls/aux0: 2.2493, loss/aux0: 2.2493 2020-10-23 00:30:28,052 - mmaction - INFO - Epoch [122][160/264] lr: 2.443e-01, eta: 18:15:32, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4955, top5_acc: 0.7550, loss_cls: 2.0697, loss: 2.0697, grad_norm: 1.3511, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2343, loss/aux0: 2.2343 2020-10-23 00:30:28,987 - mmaction - INFO - Epoch [122][160/264] lr: 2.443e-01, eta: 18:15:53, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4955, top5_acc: 0.7550, loss_cls: 2.0697, loss: 2.0697, grad_norm: 1.3438, top1_acc/aux0: 0.4679, top5_acc/aux0: 0.7215, loss_cls/aux0: 2.2244, loss/aux0: 2.2244 2020-10-23 00:31:05,741 - mmaction - INFO - Epoch [122][180/264] lr: 2.443e-01, eta: 18:14:55, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4988, top5_acc: 0.7427, loss_cls: 2.0748, loss: 2.0748, grad_norm: 1.3232, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2050, loss/aux0: 2.2050 2020-10-23 00:31:06,681 - mmaction - INFO - Epoch [122][180/264] lr: 2.443e-01, eta: 18:15:16, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4988, top5_acc: 0.7427, loss_cls: 2.0748, loss: 2.0748, grad_norm: 1.3285, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7194, loss_cls/aux0: 2.2210, loss/aux0: 2.2210 2020-10-23 00:31:43,609 - mmaction - INFO - Epoch [122][200/264] lr: 2.443e-01, eta: 18:14:19, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4814, top5_acc: 0.7359, loss_cls: 2.1311, loss: 2.1311, grad_norm: 1.3451, top1_acc/aux0: 0.4451, top5_acc/aux0: 0.7071, loss_cls/aux0: 2.3005, loss/aux0: 2.3005 2020-10-23 00:31:44,579 - mmaction - INFO - Epoch [122][200/264] lr: 2.443e-01, eta: 18:14:40, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.4814, top5_acc: 0.7359, loss_cls: 2.1311, loss: 2.1311, grad_norm: 1.3447, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7087, loss_cls/aux0: 2.2940, loss/aux0: 2.2940 2020-10-23 00:32:21,260 - mmaction - INFO - Epoch [122][220/264] lr: 2.443e-01, eta: 18:13:43, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4962, top5_acc: 0.7495, loss_cls: 2.0893, loss: 2.0893, grad_norm: 1.3631, top1_acc/aux0: 0.4566, top5_acc/aux0: 0.7168, loss_cls/aux0: 2.2545, loss/aux0: 2.2545 2020-10-23 00:32:22,197 - mmaction - INFO - Epoch [122][220/264] lr: 2.443e-01, eta: 18:14:04, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4962, top5_acc: 0.7495, loss_cls: 2.0893, loss: 2.0893, grad_norm: 1.3619, top1_acc/aux0: 0.4580, top5_acc/aux0: 0.7189, loss_cls/aux0: 2.2446, loss/aux0: 2.2446 2020-10-23 00:32:58,948 - mmaction - INFO - Epoch [122][240/264] lr: 2.443e-01, eta: 18:13:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4936, top5_acc: 0.7488, loss_cls: 2.0854, loss: 2.0854, grad_norm: 1.3457, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7196, loss_cls/aux0: 2.2256, loss/aux0: 2.2256 2020-10-23 00:32:59,891 - mmaction - INFO - Epoch [122][240/264] lr: 2.443e-01, eta: 18:13:27, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4936, top5_acc: 0.7488, loss_cls: 2.0854, loss: 2.0854, grad_norm: 1.3441, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7184, loss_cls/aux0: 2.2302, loss/aux0: 2.2302 2020-10-23 00:33:36,351 - mmaction - INFO - Epoch [122][260/264] lr: 2.443e-01, eta: 18:12:30, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4840, top5_acc: 0.7418, loss_cls: 2.1036, loss: 2.1036, grad_norm: 1.3458, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.2986, loss/aux0: 2.2986 2020-10-23 00:33:37,292 - mmaction - INFO - Epoch [122][260/264] lr: 2.443e-01, eta: 18:12:50, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4840, top5_acc: 0.7418, loss_cls: 2.1036, loss: 2.1036, grad_norm: 1.3437, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.2948, loss/aux0: 2.2948 2020-10-23 00:39:33,882 - mmaction - INFO - Epoch [123][20/264] lr: 2.416e-01, eta: 18:11:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4910, top5_acc: 0.7462, loss_cls: 2.0959, loss: 2.0959, grad_norm: 1.3129, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2030, loss/aux0: 2.2030 2020-10-23 00:39:34,925 - mmaction - INFO - Epoch [123][20/264] lr: 2.416e-01, eta: 18:11:58, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4910, top5_acc: 0.7462, loss_cls: 2.0959, loss: 2.0959, grad_norm: 1.3165, top1_acc/aux0: 0.4715, top5_acc/aux0: 0.7285, loss_cls/aux0: 2.1917, loss/aux0: 2.1917 2020-10-23 00:40:11,339 - mmaction - INFO - Epoch [123][40/264] lr: 2.416e-01, eta: 18:11:01, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7507, loss_cls: 2.0463, loss: 2.0463, grad_norm: 1.3349, top1_acc/aux0: 0.4587, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2225, loss/aux0: 2.2225 2020-10-23 00:40:12,297 - mmaction - INFO - Epoch [123][40/264] lr: 2.416e-01, eta: 18:11:21, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7507, loss_cls: 2.0463, loss: 2.0463, grad_norm: 1.3342, top1_acc/aux0: 0.4569, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2291, loss/aux0: 2.2291 2020-10-23 00:40:48,815 - mmaction - INFO - Epoch [123][60/264] lr: 2.416e-01, eta: 18:10:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7483, loss_cls: 2.0549, loss: 2.0549, grad_norm: 1.3629, top1_acc/aux0: 0.4660, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.2316, loss/aux0: 2.2316 2020-10-23 00:40:49,762 - mmaction - INFO - Epoch [123][60/264] lr: 2.416e-01, eta: 18:10:44, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7483, loss_cls: 2.0549, loss: 2.0549, grad_norm: 1.3576, top1_acc/aux0: 0.4681, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2218, loss/aux0: 2.2218 2020-10-23 00:41:26,241 - mmaction - INFO - Epoch [123][80/264] lr: 2.416e-01, eta: 18:09:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7493, loss_cls: 2.0802, loss: 2.0802, grad_norm: 1.3752, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7233, loss_cls/aux0: 2.2213, loss/aux0: 2.2213 2020-10-23 00:41:27,174 - mmaction - INFO - Epoch [123][80/264] lr: 2.416e-01, eta: 18:10:08, time: 0.939, data_time: 0.005, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7493, loss_cls: 2.0802, loss: 2.0802, grad_norm: 1.3750, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7186, loss_cls/aux0: 2.2436, loss/aux0: 2.2436 2020-10-23 00:42:03,775 - mmaction - INFO - Epoch [123][100/264] lr: 2.416e-01, eta: 18:09:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7497, loss_cls: 2.0959, loss: 2.0959, grad_norm: 1.3376, top1_acc/aux0: 0.4670, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2106, loss/aux0: 2.2106 2020-10-23 00:42:04,706 - mmaction - INFO - Epoch [123][100/264] lr: 2.416e-01, eta: 18:09:31, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7497, loss_cls: 2.0959, loss: 2.0959, grad_norm: 1.3362, top1_acc/aux0: 0.4694, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2048, loss/aux0: 2.2048 2020-10-23 00:42:41,689 - mmaction - INFO - Epoch [123][120/264] lr: 2.416e-01, eta: 18:08:34, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4899, top5_acc: 0.7401, loss_cls: 2.0840, loss: 2.0840, grad_norm: 1.3045, top1_acc/aux0: 0.4644, top5_acc/aux0: 0.7248, loss_cls/aux0: 2.2185, loss/aux0: 2.2185 2020-10-23 00:42:42,623 - mmaction - INFO - Epoch [123][120/264] lr: 2.416e-01, eta: 18:08:55, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.4899, top5_acc: 0.7401, loss_cls: 2.0840, loss: 2.0840, grad_norm: 1.3101, top1_acc/aux0: 0.4608, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2270, loss/aux0: 2.2270 2020-10-23 00:43:19,297 - mmaction - INFO - Epoch [123][140/264] lr: 2.416e-01, eta: 18:07:58, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4894, top5_acc: 0.7528, loss_cls: 2.0754, loss: 2.0754, grad_norm: 1.3618, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2289, loss/aux0: 2.2289 2020-10-23 00:43:20,251 - mmaction - INFO - Epoch [123][140/264] lr: 2.416e-01, eta: 18:08:19, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4894, top5_acc: 0.7528, loss_cls: 2.0754, loss: 2.0754, grad_norm: 1.3551, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7316, loss_cls/aux0: 2.2122, loss/aux0: 2.2122 2020-10-23 00:43:57,164 - mmaction - INFO - Epoch [123][160/264] lr: 2.416e-01, eta: 18:07:22, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4851, top5_acc: 0.7405, loss_cls: 2.1170, loss: 2.1170, grad_norm: 1.3076, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2342, loss/aux0: 2.2342 2020-10-23 00:43:58,109 - mmaction - INFO - Epoch [123][160/264] lr: 2.416e-01, eta: 18:07:43, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.4851, top5_acc: 0.7405, loss_cls: 2.1170, loss: 2.1170, grad_norm: 1.3070, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2353, loss/aux0: 2.2353 2020-10-23 00:44:34,659 - mmaction - INFO - Epoch [123][180/264] lr: 2.416e-01, eta: 18:06:46, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5066, top5_acc: 0.7451, loss_cls: 2.0758, loss: 2.0758, grad_norm: 1.3195, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7217, loss_cls/aux0: 2.2251, loss/aux0: 2.2251 2020-10-23 00:44:35,613 - mmaction - INFO - Epoch [123][180/264] lr: 2.416e-01, eta: 18:07:07, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5066, top5_acc: 0.7451, loss_cls: 2.0758, loss: 2.0758, grad_norm: 1.3177, top1_acc/aux0: 0.4592, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2277, loss/aux0: 2.2277 2020-10-23 00:45:12,469 - mmaction - INFO - Epoch [123][200/264] lr: 2.416e-01, eta: 18:06:10, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7472, loss_cls: 2.0738, loss: 2.0738, grad_norm: 1.3063, top1_acc/aux0: 0.4707, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.1679, loss/aux0: 2.1679 2020-10-23 00:45:13,420 - mmaction - INFO - Epoch [123][200/264] lr: 2.416e-01, eta: 18:06:31, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7472, loss_cls: 2.0738, loss: 2.0738, grad_norm: 1.3053, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7408, loss_cls/aux0: 2.1686, loss/aux0: 2.1686 2020-10-23 00:45:50,050 - mmaction - INFO - Epoch [123][220/264] lr: 2.416e-01, eta: 18:05:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7585, loss_cls: 2.0806, loss: 2.0806, grad_norm: 1.3418, top1_acc/aux0: 0.4571, top5_acc/aux0: 0.7179, loss_cls/aux0: 2.2321, loss/aux0: 2.2321 2020-10-23 00:45:50,983 - mmaction - INFO - Epoch [123][220/264] lr: 2.416e-01, eta: 18:05:54, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7585, loss_cls: 2.0806, loss: 2.0806, grad_norm: 1.3342, top1_acc/aux0: 0.4587, top5_acc/aux0: 0.7181, loss_cls/aux0: 2.2300, loss/aux0: 2.2300 2020-10-23 00:46:27,717 - mmaction - INFO - Epoch [123][240/264] lr: 2.416e-01, eta: 18:04:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4957, top5_acc: 0.7503, loss_cls: 2.0675, loss: 2.0675, grad_norm: 1.3539, top1_acc/aux0: 0.4663, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.1931, loss/aux0: 2.1931 2020-10-23 00:46:28,675 - mmaction - INFO - Epoch [123][240/264] lr: 2.416e-01, eta: 18:05:18, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4957, top5_acc: 0.7503, loss_cls: 2.0675, loss: 2.0675, grad_norm: 1.3542, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.1950, loss/aux0: 2.1950 2020-10-23 00:47:05,344 - mmaction - INFO - Epoch [123][260/264] lr: 2.416e-01, eta: 18:04:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7469, loss_cls: 2.0887, loss: 2.0887, grad_norm: 1.3223, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7118, loss_cls/aux0: 2.2716, loss/aux0: 2.2716 2020-10-23 00:47:06,259 - mmaction - INFO - Epoch [123][260/264] lr: 2.416e-01, eta: 18:04:41, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7469, loss_cls: 2.0887, loss: 2.0887, grad_norm: 1.3166, top1_acc/aux0: 0.4566, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.2774, loss/aux0: 2.2774 2020-10-23 00:53:03,465 - mmaction - INFO - Epoch [124][20/264] lr: 2.388e-01, eta: 18:03:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7503, loss_cls: 2.0568, loss: 2.0568, grad_norm: 1.3404, top1_acc/aux0: 0.4728, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.1836, loss/aux0: 2.1836 2020-10-23 00:53:04,465 - mmaction - INFO - Epoch [124][20/264] lr: 2.388e-01, eta: 18:03:49, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7503, loss_cls: 2.0568, loss: 2.0568, grad_norm: 1.3389, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1760, loss/aux0: 2.1760 2020-10-23 00:53:40,842 - mmaction - INFO - Epoch [124][40/264] lr: 2.388e-01, eta: 18:02:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7563, loss_cls: 2.0934, loss: 2.0934, grad_norm: 1.3316, top1_acc/aux0: 0.4611, top5_acc/aux0: 0.7191, loss_cls/aux0: 2.2251, loss/aux0: 2.2251 2020-10-23 00:53:41,762 - mmaction - INFO - Epoch [124][40/264] lr: 2.388e-01, eta: 18:03:12, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7563, loss_cls: 2.0934, loss: 2.0934, grad_norm: 1.3339, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7179, loss_cls/aux0: 2.2282, loss/aux0: 2.2282 2020-10-23 00:54:18,564 - mmaction - INFO - Epoch [124][60/264] lr: 2.388e-01, eta: 18:02:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5038, top5_acc: 0.7472, loss_cls: 2.0432, loss: 2.0432, grad_norm: 1.3695, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2303, loss/aux0: 2.2303 2020-10-23 00:54:19,503 - mmaction - INFO - Epoch [124][60/264] lr: 2.388e-01, eta: 18:02:36, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5038, top5_acc: 0.7472, loss_cls: 2.0432, loss: 2.0432, grad_norm: 1.3723, top1_acc/aux0: 0.4663, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2364, loss/aux0: 2.2364 2020-10-23 00:54:56,201 - mmaction - INFO - Epoch [124][80/264] lr: 2.388e-01, eta: 18:01:39, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5056, top5_acc: 0.7523, loss_cls: 2.0379, loss: 2.0379, grad_norm: 1.3353, top1_acc/aux0: 0.4675, top5_acc/aux0: 0.7330, loss_cls/aux0: 2.1940, loss/aux0: 2.1940 2020-10-23 00:54:57,167 - mmaction - INFO - Epoch [124][80/264] lr: 2.388e-01, eta: 18:02:00, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.5056, top5_acc: 0.7523, loss_cls: 2.0379, loss: 2.0379, grad_norm: 1.3368, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7337, loss_cls/aux0: 2.1872, loss/aux0: 2.1872 2020-10-23 00:55:33,675 - mmaction - INFO - Epoch [124][100/264] lr: 2.388e-01, eta: 18:01:03, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7469, loss_cls: 2.0773, loss: 2.0773, grad_norm: 1.3610, top1_acc/aux0: 0.4613, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2032, loss/aux0: 2.2032 2020-10-23 00:55:34,721 - mmaction - INFO - Epoch [124][100/264] lr: 2.388e-01, eta: 18:01:23, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7469, loss_cls: 2.0773, loss: 2.0773, grad_norm: 1.3662, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7283, loss_cls/aux0: 2.2184, loss/aux0: 2.2184 2020-10-23 00:56:11,507 - mmaction - INFO - Epoch [124][120/264] lr: 2.388e-01, eta: 18:00:27, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5040, top5_acc: 0.7502, loss_cls: 2.0565, loss: 2.0565, grad_norm: 1.3395, top1_acc/aux0: 0.4623, top5_acc/aux0: 0.7231, loss_cls/aux0: 2.2259, loss/aux0: 2.2259 2020-10-23 00:56:12,490 - mmaction - INFO - Epoch [124][120/264] lr: 2.388e-01, eta: 18:00:47, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.5040, top5_acc: 0.7502, loss_cls: 2.0565, loss: 2.0565, grad_norm: 1.3394, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2097, loss/aux0: 2.2097 2020-10-23 00:56:49,365 - mmaction - INFO - Epoch [124][140/264] lr: 2.388e-01, eta: 17:59:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4929, top5_acc: 0.7498, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.3271, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2169, loss/aux0: 2.2169 2020-10-23 00:56:50,314 - mmaction - INFO - Epoch [124][140/264] lr: 2.388e-01, eta: 18:00:11, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4929, top5_acc: 0.7498, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.3210, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7226, loss_cls/aux0: 2.2157, loss/aux0: 2.2157 2020-10-23 00:57:27,298 - mmaction - INFO - Epoch [124][160/264] lr: 2.388e-01, eta: 17:59:14, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7444, loss_cls: 2.0657, loss: 2.0657, grad_norm: 1.3619, top1_acc/aux0: 0.4736, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.1983, loss/aux0: 2.1983 2020-10-23 00:57:28,243 - mmaction - INFO - Epoch [124][160/264] lr: 2.388e-01, eta: 17:59:34, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7444, loss_cls: 2.0657, loss: 2.0657, grad_norm: 1.3601, top1_acc/aux0: 0.4720, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2080, loss/aux0: 2.2080 2020-10-23 00:58:05,011 - mmaction - INFO - Epoch [124][180/264] lr: 2.388e-01, eta: 17:58:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4934, top5_acc: 0.7450, loss_cls: 2.0715, loss: 2.0715, grad_norm: 1.3404, top1_acc/aux0: 0.4819, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1365, loss/aux0: 2.1365 2020-10-23 00:58:05,974 - mmaction - INFO - Epoch [124][180/264] lr: 2.388e-01, eta: 17:58:58, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4934, top5_acc: 0.7450, loss_cls: 2.0715, loss: 2.0715, grad_norm: 1.3412, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1436, loss/aux0: 2.1436 2020-10-23 00:58:42,662 - mmaction - INFO - Epoch [124][200/264] lr: 2.388e-01, eta: 17:58:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7477, loss_cls: 2.0597, loss: 2.0597, grad_norm: 1.3248, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7210, loss_cls/aux0: 2.2397, loss/aux0: 2.2397 2020-10-23 00:58:43,594 - mmaction - INFO - Epoch [124][200/264] lr: 2.388e-01, eta: 17:58:22, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7477, loss_cls: 2.0597, loss: 2.0597, grad_norm: 1.3284, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7212, loss_cls/aux0: 2.2429, loss/aux0: 2.2429 2020-10-23 00:59:20,181 - mmaction - INFO - Epoch [124][220/264] lr: 2.388e-01, eta: 17:57:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4903, top5_acc: 0.7509, loss_cls: 2.0616, loss: 2.0616, grad_norm: 1.3608, top1_acc/aux0: 0.4679, top5_acc/aux0: 0.7278, loss_cls/aux0: 2.2110, loss/aux0: 2.2110 2020-10-23 00:59:21,114 - mmaction - INFO - Epoch [124][220/264] lr: 2.388e-01, eta: 17:57:45, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4903, top5_acc: 0.7509, loss_cls: 2.0616, loss: 2.0616, grad_norm: 1.3603, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2070, loss/aux0: 2.2070 2020-10-23 00:59:57,591 - mmaction - INFO - Epoch [124][240/264] lr: 2.388e-01, eta: 17:56:48, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4970, top5_acc: 0.7507, loss_cls: 2.0706, loss: 2.0706, grad_norm: 1.3269, top1_acc/aux0: 0.4665, top5_acc/aux0: 0.7252, loss_cls/aux0: 2.2081, loss/aux0: 2.2081 2020-10-23 00:59:58,536 - mmaction - INFO - Epoch [124][240/264] lr: 2.388e-01, eta: 17:57:08, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4970, top5_acc: 0.7507, loss_cls: 2.0706, loss: 2.0706, grad_norm: 1.3225, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.1927, loss/aux0: 2.1927 2020-10-23 01:00:35,134 - mmaction - INFO - Epoch [124][260/264] lr: 2.388e-01, eta: 17:56:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7405, loss_cls: 2.1322, loss: 2.1322, grad_norm: 1.3535, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.1815, loss/aux0: 2.1815 2020-10-23 01:00:36,051 - mmaction - INFO - Epoch [124][260/264] lr: 2.388e-01, eta: 17:56:32, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7405, loss_cls: 2.1322, loss: 2.1322, grad_norm: 1.3532, top1_acc/aux0: 0.4736, top5_acc/aux0: 0.7278, loss_cls/aux0: 2.1889, loss/aux0: 2.1889 2020-10-23 01:06:22,878 - mmaction - INFO - Epoch [125][20/264] lr: 2.360e-01, eta: 17:55:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7484, loss_cls: 2.1000, loss: 2.1000, grad_norm: 1.3231, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.1988, loss/aux0: 2.1988 2020-10-23 01:06:23,823 - mmaction - INFO - Epoch [125][20/264] lr: 2.360e-01, eta: 17:55:39, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7484, loss_cls: 2.1000, loss: 2.1000, grad_norm: 1.3188, top1_acc/aux0: 0.4689, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.1969, loss/aux0: 2.1969 2020-10-23 01:07:00,219 - mmaction - INFO - Epoch [125][40/264] lr: 2.360e-01, eta: 17:54:43, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7464, loss_cls: 2.0814, loss: 2.0814, grad_norm: 1.3271, top1_acc/aux0: 0.4601, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2061, loss/aux0: 2.2061 2020-10-23 01:07:01,178 - mmaction - INFO - Epoch [125][40/264] lr: 2.360e-01, eta: 17:55:02, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7464, loss_cls: 2.0814, loss: 2.0814, grad_norm: 1.3266, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2041, loss/aux0: 2.2041 2020-10-23 01:07:37,768 - mmaction - INFO - Epoch [125][60/264] lr: 2.360e-01, eta: 17:54:06, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4970, top5_acc: 0.7491, loss_cls: 2.0694, loss: 2.0694, grad_norm: 1.3424, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7295, loss_cls/aux0: 2.1801, loss/aux0: 2.1801 2020-10-23 01:07:38,683 - mmaction - INFO - Epoch [125][60/264] lr: 2.360e-01, eta: 17:54:26, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4970, top5_acc: 0.7491, loss_cls: 2.0694, loss: 2.0694, grad_norm: 1.3436, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7290, loss_cls/aux0: 2.1878, loss/aux0: 2.1878 2020-10-23 01:08:15,315 - mmaction - INFO - Epoch [125][80/264] lr: 2.360e-01, eta: 17:53:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7590, loss_cls: 2.0365, loss: 2.0365, grad_norm: 1.3333, top1_acc/aux0: 0.4644, top5_acc/aux0: 0.7233, loss_cls/aux0: 2.2349, loss/aux0: 2.2349 2020-10-23 01:08:16,245 - mmaction - INFO - Epoch [125][80/264] lr: 2.360e-01, eta: 17:53:50, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7590, loss_cls: 2.0365, loss: 2.0365, grad_norm: 1.3303, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2337, loss/aux0: 2.2337 2020-10-23 01:08:52,672 - mmaction - INFO - Epoch [125][100/264] lr: 2.360e-01, eta: 17:52:53, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7460, loss_cls: 2.0650, loss: 2.0650, grad_norm: 1.3407, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7269, loss_cls/aux0: 2.2090, loss/aux0: 2.2090 2020-10-23 01:08:53,643 - mmaction - INFO - Epoch [125][100/264] lr: 2.360e-01, eta: 17:53:13, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7460, loss_cls: 2.0650, loss: 2.0650, grad_norm: 1.3440, top1_acc/aux0: 0.4653, top5_acc/aux0: 0.7290, loss_cls/aux0: 2.2048, loss/aux0: 2.2048 2020-10-23 01:09:30,524 - mmaction - INFO - Epoch [125][120/264] lr: 2.360e-01, eta: 17:52:17, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7436, loss_cls: 2.0891, loss: 2.0891, grad_norm: 1.3550, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2040, loss/aux0: 2.2040 2020-10-23 01:09:31,460 - mmaction - INFO - Epoch [125][120/264] lr: 2.360e-01, eta: 17:52:37, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7436, loss_cls: 2.0891, loss: 2.0891, grad_norm: 1.3449, top1_acc/aux0: 0.4611, top5_acc/aux0: 0.7267, loss_cls/aux0: 2.2037, loss/aux0: 2.2037 2020-10-23 01:10:08,121 - mmaction - INFO - Epoch [125][140/264] lr: 2.360e-01, eta: 17:51:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7519, loss_cls: 2.0718, loss: 2.0718, grad_norm: 1.3772, top1_acc/aux0: 0.4627, top5_acc/aux0: 0.7210, loss_cls/aux0: 2.2345, loss/aux0: 2.2345 2020-10-23 01:10:09,053 - mmaction - INFO - Epoch [125][140/264] lr: 2.360e-01, eta: 17:52:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7519, loss_cls: 2.0718, loss: 2.0718, grad_norm: 1.3714, top1_acc/aux0: 0.4642, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2321, loss/aux0: 2.2321 2020-10-23 01:10:45,730 - mmaction - INFO - Epoch [125][160/264] lr: 2.360e-01, eta: 17:51:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5073, top5_acc: 0.7526, loss_cls: 2.0533, loss: 2.0533, grad_norm: 1.3501, top1_acc/aux0: 0.4691, top5_acc/aux0: 0.7330, loss_cls/aux0: 2.1840, loss/aux0: 2.1840 2020-10-23 01:10:46,708 - mmaction - INFO - Epoch [125][160/264] lr: 2.360e-01, eta: 17:51:24, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5073, top5_acc: 0.7526, loss_cls: 2.0533, loss: 2.0533, grad_norm: 1.3469, top1_acc/aux0: 0.4694, top5_acc/aux0: 0.7321, loss_cls/aux0: 2.1825, loss/aux0: 2.1825 2020-10-23 01:11:23,760 - mmaction - INFO - Epoch [125][180/264] lr: 2.360e-01, eta: 17:50:27, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7519, loss_cls: 2.0581, loss: 2.0581, grad_norm: 1.3466, top1_acc/aux0: 0.4686, top5_acc/aux0: 0.7243, loss_cls/aux0: 2.1919, loss/aux0: 2.1919 2020-10-23 01:11:24,705 - mmaction - INFO - Epoch [125][180/264] lr: 2.360e-01, eta: 17:50:48, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7519, loss_cls: 2.0581, loss: 2.0581, grad_norm: 1.3405, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7231, loss_cls/aux0: 2.1975, loss/aux0: 2.1975 2020-10-23 01:12:01,344 - mmaction - INFO - Epoch [125][200/264] lr: 2.360e-01, eta: 17:49:51, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4972, top5_acc: 0.7547, loss_cls: 2.0199, loss: 2.0199, grad_norm: 1.3735, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7278, loss_cls/aux0: 2.1950, loss/aux0: 2.1950 2020-10-23 01:12:02,283 - mmaction - INFO - Epoch [125][200/264] lr: 2.360e-01, eta: 17:50:11, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4972, top5_acc: 0.7547, loss_cls: 2.0199, loss: 2.0199, grad_norm: 1.3676, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7259, loss_cls/aux0: 2.2021, loss/aux0: 2.2021 2020-10-23 01:12:39,117 - mmaction - INFO - Epoch [125][220/264] lr: 2.360e-01, eta: 17:49:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4889, top5_acc: 0.7417, loss_cls: 2.1091, loss: 2.1091, grad_norm: 1.3352, top1_acc/aux0: 0.4611, top5_acc/aux0: 0.7288, loss_cls/aux0: 2.2139, loss/aux0: 2.2139 2020-10-23 01:12:40,055 - mmaction - INFO - Epoch [125][220/264] lr: 2.360e-01, eta: 17:49:35, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4889, top5_acc: 0.7417, loss_cls: 2.1091, loss: 2.1091, grad_norm: 1.3355, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7304, loss_cls/aux0: 2.2088, loss/aux0: 2.2088 2020-10-23 01:13:16,762 - mmaction - INFO - Epoch [125][240/264] lr: 2.360e-01, eta: 17:48:38, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7464, loss_cls: 2.1150, loss: 2.1150, grad_norm: 1.3597, top1_acc/aux0: 0.4665, top5_acc/aux0: 0.7257, loss_cls/aux0: 2.2048, loss/aux0: 2.2048 2020-10-23 01:13:17,701 - mmaction - INFO - Epoch [125][240/264] lr: 2.360e-01, eta: 17:48:58, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7464, loss_cls: 2.1150, loss: 2.1150, grad_norm: 1.3638, top1_acc/aux0: 0.4632, top5_acc/aux0: 0.7248, loss_cls/aux0: 2.2167, loss/aux0: 2.2167 2020-10-23 01:13:54,066 - mmaction - INFO - Epoch [125][260/264] lr: 2.360e-01, eta: 17:48:02, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4986, top5_acc: 0.7554, loss_cls: 2.0573, loss: 2.0573, grad_norm: 1.4029, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7179, loss_cls/aux0: 2.2236, loss/aux0: 2.2236 2020-10-23 01:13:55,012 - mmaction - INFO - Epoch [125][260/264] lr: 2.360e-01, eta: 17:48:21, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.4986, top5_acc: 0.7554, loss_cls: 2.0573, loss: 2.0573, grad_norm: 1.4024, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7188, loss_cls/aux0: 2.2130, loss/aux0: 2.2130 2020-10-23 01:19:59,318 - mmaction - INFO - Epoch [126][20/264] lr: 2.333e-01, eta: 17:47:10, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7589, loss_cls: 2.0088, loss: 2.0088, grad_norm: 1.3485, top1_acc/aux0: 0.4788, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1375, loss/aux0: 2.1375 2020-10-23 01:20:00,248 - mmaction - INFO - Epoch [126][20/264] lr: 2.333e-01, eta: 17:47:29, time: 0.929, data_time: 0.004, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7589, loss_cls: 2.0088, loss: 2.0088, grad_norm: 1.3545, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.1399, loss/aux0: 2.1399 2020-10-23 01:20:36,552 - mmaction - INFO - Epoch [126][40/264] lr: 2.333e-01, eta: 17:46:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7583, loss_cls: 2.0261, loss: 2.0261, grad_norm: 1.3292, top1_acc/aux0: 0.4675, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.1917, loss/aux0: 2.1917 2020-10-23 01:20:37,486 - mmaction - INFO - Epoch [126][40/264] lr: 2.333e-01, eta: 17:46:52, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7583, loss_cls: 2.0261, loss: 2.0261, grad_norm: 1.3332, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7285, loss_cls/aux0: 2.1899, loss/aux0: 2.1899 2020-10-23 01:21:14,258 - mmaction - INFO - Epoch [126][60/264] lr: 2.333e-01, eta: 17:45:56, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7502, loss_cls: 2.0841, loss: 2.0841, grad_norm: 1.4037, top1_acc/aux0: 0.4575, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2099, loss/aux0: 2.2099 2020-10-23 01:21:15,189 - mmaction - INFO - Epoch [126][60/264] lr: 2.333e-01, eta: 17:46:16, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7502, loss_cls: 2.0841, loss: 2.0841, grad_norm: 1.3999, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7189, loss_cls/aux0: 2.2205, loss/aux0: 2.2205 2020-10-23 01:21:51,839 - mmaction - INFO - Epoch [126][80/264] lr: 2.333e-01, eta: 17:45:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7458, loss_cls: 2.0679, loss: 2.0679, grad_norm: 1.3425, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7220, loss_cls/aux0: 2.2381, loss/aux0: 2.2381 2020-10-23 01:21:52,797 - mmaction - INFO - Epoch [126][80/264] lr: 2.333e-01, eta: 17:45:39, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7458, loss_cls: 2.0679, loss: 2.0679, grad_norm: 1.3432, top1_acc/aux0: 0.4550, top5_acc/aux0: 0.7236, loss_cls/aux0: 2.2278, loss/aux0: 2.2278 2020-10-23 01:22:29,406 - mmaction - INFO - Epoch [126][100/264] lr: 2.333e-01, eta: 17:44:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5010, top5_acc: 0.7457, loss_cls: 2.0525, loss: 2.0525, grad_norm: 1.3281, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.1745, loss/aux0: 2.1745 2020-10-23 01:22:30,348 - mmaction - INFO - Epoch [126][100/264] lr: 2.333e-01, eta: 17:45:03, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5010, top5_acc: 0.7457, loss_cls: 2.0525, loss: 2.0525, grad_norm: 1.3262, top1_acc/aux0: 0.4720, top5_acc/aux0: 0.7288, loss_cls/aux0: 2.1825, loss/aux0: 2.1825 2020-10-23 01:23:07,101 - mmaction - INFO - Epoch [126][120/264] lr: 2.333e-01, eta: 17:44:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5132, top5_acc: 0.7625, loss_cls: 2.0195, loss: 2.0195, grad_norm: 1.3368, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7304, loss_cls/aux0: 2.1767, loss/aux0: 2.1767 2020-10-23 01:23:08,049 - mmaction - INFO - Epoch [126][120/264] lr: 2.333e-01, eta: 17:44:26, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5132, top5_acc: 0.7625, loss_cls: 2.0195, loss: 2.0195, grad_norm: 1.3367, top1_acc/aux0: 0.4722, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1655, loss/aux0: 2.1655 2020-10-23 01:23:44,585 - mmaction - INFO - Epoch [126][140/264] lr: 2.333e-01, eta: 17:43:30, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7443, loss_cls: 2.0957, loss: 2.0957, grad_norm: 1.3548, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.1911, loss/aux0: 2.1911 2020-10-23 01:23:45,538 - mmaction - INFO - Epoch [126][140/264] lr: 2.333e-01, eta: 17:43:49, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7443, loss_cls: 2.0957, loss: 2.0957, grad_norm: 1.3477, top1_acc/aux0: 0.4658, top5_acc/aux0: 0.7207, loss_cls/aux0: 2.1951, loss/aux0: 2.1951 2020-10-23 01:24:22,234 - mmaction - INFO - Epoch [126][160/264] lr: 2.333e-01, eta: 17:42:53, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4939, top5_acc: 0.7486, loss_cls: 2.0732, loss: 2.0732, grad_norm: 1.3593, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1753, loss/aux0: 2.1753 2020-10-23 01:24:23,205 - mmaction - INFO - Epoch [126][160/264] lr: 2.333e-01, eta: 17:43:13, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4939, top5_acc: 0.7486, loss_cls: 2.0732, loss: 2.0732, grad_norm: 1.3575, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1732, loss/aux0: 2.1732 2020-10-23 01:24:59,911 - mmaction - INFO - Epoch [126][180/264] lr: 2.333e-01, eta: 17:42:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7469, loss_cls: 2.0907, loss: 2.0907, grad_norm: 1.3711, top1_acc/aux0: 0.4540, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2478, loss/aux0: 2.2478 2020-10-23 01:25:00,852 - mmaction - INFO - Epoch [126][180/264] lr: 2.333e-01, eta: 17:42:37, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7469, loss_cls: 2.0907, loss: 2.0907, grad_norm: 1.3692, top1_acc/aux0: 0.4528, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.2583, loss/aux0: 2.2583 2020-10-23 01:25:37,696 - mmaction - INFO - Epoch [126][200/264] lr: 2.333e-01, eta: 17:41:41, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7526, loss_cls: 2.0325, loss: 2.0325, grad_norm: 1.3656, top1_acc/aux0: 0.4668, top5_acc/aux0: 0.7269, loss_cls/aux0: 2.1907, loss/aux0: 2.1907 2020-10-23 01:25:38,628 - mmaction - INFO - Epoch [126][200/264] lr: 2.333e-01, eta: 17:42:01, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7526, loss_cls: 2.0325, loss: 2.0325, grad_norm: 1.3790, top1_acc/aux0: 0.4663, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.1912, loss/aux0: 2.1912 2020-10-23 01:26:15,352 - mmaction - INFO - Epoch [126][220/264] lr: 2.333e-01, eta: 17:41:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4950, top5_acc: 0.7490, loss_cls: 2.0844, loss: 2.0844, grad_norm: 1.3643, top1_acc/aux0: 0.4571, top5_acc/aux0: 0.7231, loss_cls/aux0: 2.2296, loss/aux0: 2.2296 2020-10-23 01:26:16,299 - mmaction - INFO - Epoch [126][220/264] lr: 2.333e-01, eta: 17:41:24, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4950, top5_acc: 0.7490, loss_cls: 2.0844, loss: 2.0844, grad_norm: 1.3593, top1_acc/aux0: 0.4606, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2139, loss/aux0: 2.2139 2020-10-23 01:26:52,894 - mmaction - INFO - Epoch [126][240/264] lr: 2.333e-01, eta: 17:40:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7493, loss_cls: 2.0759, loss: 2.0759, grad_norm: 1.3636, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2588, loss/aux0: 2.2588 2020-10-23 01:26:53,888 - mmaction - INFO - Epoch [126][240/264] lr: 2.333e-01, eta: 17:40:47, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7493, loss_cls: 2.0759, loss: 2.0759, grad_norm: 1.3589, top1_acc/aux0: 0.4608, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2676, loss/aux0: 2.2676 2020-10-23 01:27:30,274 - mmaction - INFO - Epoch [126][260/264] lr: 2.333e-01, eta: 17:39:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7542, loss_cls: 2.0690, loss: 2.0690, grad_norm: 1.3569, top1_acc/aux0: 0.4670, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2323, loss/aux0: 2.2323 2020-10-23 01:27:31,194 - mmaction - INFO - Epoch [126][260/264] lr: 2.333e-01, eta: 17:40:10, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7542, loss_cls: 2.0690, loss: 2.0690, grad_norm: 1.3635, top1_acc/aux0: 0.4660, top5_acc/aux0: 0.7243, loss_cls/aux0: 2.2346, loss/aux0: 2.2346 2020-10-23 01:33:44,573 - mmaction - INFO - Epoch [127][20/264] lr: 2.305e-01, eta: 17:38:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7583, loss_cls: 2.0327, loss: 2.0327, grad_norm: 1.3697, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7303, loss_cls/aux0: 2.1830, loss/aux0: 2.1830 2020-10-23 01:33:45,559 - mmaction - INFO - Epoch [127][20/264] lr: 2.305e-01, eta: 17:39:19, time: 0.938, data_time: 0.008, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7583, loss_cls: 2.0327, loss: 2.0327, grad_norm: 1.3817, top1_acc/aux0: 0.4653, top5_acc/aux0: 0.7288, loss_cls/aux0: 2.1968, loss/aux0: 2.1968 2020-10-23 01:34:21,810 - mmaction - INFO - Epoch [127][40/264] lr: 2.305e-01, eta: 17:38:23, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5059, top5_acc: 0.7455, loss_cls: 2.0536, loss: 2.0536, grad_norm: 1.3757, top1_acc/aux0: 0.4748, top5_acc/aux0: 0.7285, loss_cls/aux0: 2.1744, loss/aux0: 2.1744 2020-10-23 01:34:22,728 - mmaction - INFO - Epoch [127][40/264] lr: 2.305e-01, eta: 17:38:42, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5059, top5_acc: 0.7455, loss_cls: 2.0536, loss: 2.0536, grad_norm: 1.3823, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.1731, loss/aux0: 2.1731 2020-10-23 01:34:59,400 - mmaction - INFO - Epoch [127][60/264] lr: 2.305e-01, eta: 17:37:46, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7606, loss_cls: 2.0029, loss: 2.0029, grad_norm: 1.3467, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7217, loss_cls/aux0: 2.1979, loss/aux0: 2.1979 2020-10-23 01:35:00,338 - mmaction - INFO - Epoch [127][60/264] lr: 2.305e-01, eta: 17:38:05, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7606, loss_cls: 2.0029, loss: 2.0029, grad_norm: 1.3527, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.1932, loss/aux0: 2.1932 2020-10-23 01:35:36,990 - mmaction - INFO - Epoch [127][80/264] lr: 2.305e-01, eta: 17:37:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5043, top5_acc: 0.7622, loss_cls: 2.0061, loss: 2.0061, grad_norm: 1.3986, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7243, loss_cls/aux0: 2.1969, loss/aux0: 2.1969 2020-10-23 01:35:37,917 - mmaction - INFO - Epoch [127][80/264] lr: 2.305e-01, eta: 17:37:29, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5043, top5_acc: 0.7622, loss_cls: 2.0061, loss: 2.0061, grad_norm: 1.4054, top1_acc/aux0: 0.4726, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.1977, loss/aux0: 2.1977 2020-10-23 01:36:14,560 - mmaction - INFO - Epoch [127][100/264] lr: 2.305e-01, eta: 17:36:33, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5017, top5_acc: 0.7613, loss_cls: 2.0053, loss: 2.0053, grad_norm: 1.3805, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.1917, loss/aux0: 2.1917 2020-10-23 01:36:15,517 - mmaction - INFO - Epoch [127][100/264] lr: 2.305e-01, eta: 17:36:52, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5017, top5_acc: 0.7613, loss_cls: 2.0053, loss: 2.0053, grad_norm: 1.3836, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7262, loss_cls/aux0: 2.1824, loss/aux0: 2.1824 2020-10-23 01:36:52,095 - mmaction - INFO - Epoch [127][120/264] lr: 2.305e-01, eta: 17:35:57, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7547, loss_cls: 2.0190, loss: 2.0190, grad_norm: 1.3484, top1_acc/aux0: 0.4595, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2107, loss/aux0: 2.2107 2020-10-23 01:36:53,028 - mmaction - INFO - Epoch [127][120/264] lr: 2.305e-01, eta: 17:36:16, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7547, loss_cls: 2.0190, loss: 2.0190, grad_norm: 1.3538, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2150, loss/aux0: 2.2150 2020-10-23 01:37:30,009 - mmaction - INFO - Epoch [127][140/264] lr: 2.305e-01, eta: 17:35:20, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5009, top5_acc: 0.7491, loss_cls: 2.0349, loss: 2.0349, grad_norm: 1.3579, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7321, loss_cls/aux0: 2.2162, loss/aux0: 2.2162 2020-10-23 01:37:30,944 - mmaction - INFO - Epoch [127][140/264] lr: 2.305e-01, eta: 17:35:39, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5009, top5_acc: 0.7491, loss_cls: 2.0349, loss: 2.0349, grad_norm: 1.3612, top1_acc/aux0: 0.4618, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2119, loss/aux0: 2.2119 2020-10-23 01:38:07,711 - mmaction - INFO - Epoch [127][160/264] lr: 2.305e-01, eta: 17:34:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7469, loss_cls: 2.0707, loss: 2.0707, grad_norm: 1.3775, top1_acc/aux0: 0.4720, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.1962, loss/aux0: 2.1962 2020-10-23 01:38:08,675 - mmaction - INFO - Epoch [127][160/264] lr: 2.305e-01, eta: 17:35:03, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7469, loss_cls: 2.0707, loss: 2.0707, grad_norm: 1.3841, top1_acc/aux0: 0.4679, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2007, loss/aux0: 2.2007 2020-10-23 01:38:45,435 - mmaction - INFO - Epoch [127][180/264] lr: 2.305e-01, eta: 17:34:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4925, top5_acc: 0.7497, loss_cls: 2.0653, loss: 2.0653, grad_norm: 1.3767, top1_acc/aux0: 0.4707, top5_acc/aux0: 0.7332, loss_cls/aux0: 2.1608, loss/aux0: 2.1608 2020-10-23 01:38:46,376 - mmaction - INFO - Epoch [127][180/264] lr: 2.305e-01, eta: 17:34:26, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4925, top5_acc: 0.7497, loss_cls: 2.0653, loss: 2.0653, grad_norm: 1.3794, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7342, loss_cls/aux0: 2.1518, loss/aux0: 2.1518 2020-10-23 01:39:23,295 - mmaction - INFO - Epoch [127][200/264] lr: 2.305e-01, eta: 17:33:31, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5043, top5_acc: 0.7477, loss_cls: 2.0658, loss: 2.0658, grad_norm: 1.3566, top1_acc/aux0: 0.4720, top5_acc/aux0: 0.7293, loss_cls/aux0: 2.1950, loss/aux0: 2.1950 2020-10-23 01:39:24,223 - mmaction - INFO - Epoch [127][200/264] lr: 2.305e-01, eta: 17:33:50, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5043, top5_acc: 0.7477, loss_cls: 2.0658, loss: 2.0658, grad_norm: 1.3555, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7293, loss_cls/aux0: 2.1937, loss/aux0: 2.1937 2020-10-23 01:40:01,065 - mmaction - INFO - Epoch [127][220/264] lr: 2.305e-01, eta: 17:32:54, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4938, top5_acc: 0.7469, loss_cls: 2.0856, loss: 2.0856, grad_norm: 1.3457, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7351, loss_cls/aux0: 2.1640, loss/aux0: 2.1640 2020-10-23 01:40:02,017 - mmaction - INFO - Epoch [127][220/264] lr: 2.305e-01, eta: 17:33:13, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4938, top5_acc: 0.7469, loss_cls: 2.0856, loss: 2.0856, grad_norm: 1.3474, top1_acc/aux0: 0.4741, top5_acc/aux0: 0.7340, loss_cls/aux0: 2.1687, loss/aux0: 2.1687 2020-10-23 01:40:38,490 - mmaction - INFO - Epoch [127][240/264] lr: 2.305e-01, eta: 17:32:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7524, loss_cls: 2.0330, loss: 2.0330, grad_norm: 1.3619, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.1949, loss/aux0: 2.1949 2020-10-23 01:40:39,455 - mmaction - INFO - Epoch [127][240/264] lr: 2.305e-01, eta: 17:32:37, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7524, loss_cls: 2.0330, loss: 2.0330, grad_norm: 1.3590, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7278, loss_cls/aux0: 2.2017, loss/aux0: 2.2017 2020-10-23 01:41:15,985 - mmaction - INFO - Epoch [127][260/264] lr: 2.305e-01, eta: 17:31:41, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4910, top5_acc: 0.7432, loss_cls: 2.0857, loss: 2.0857, grad_norm: 1.3346, top1_acc/aux0: 0.4679, top5_acc/aux0: 0.7233, loss_cls/aux0: 2.2213, loss/aux0: 2.2213 2020-10-23 01:41:16,954 - mmaction - INFO - Epoch [127][260/264] lr: 2.305e-01, eta: 17:32:00, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4910, top5_acc: 0.7432, loss_cls: 2.0857, loss: 2.0857, grad_norm: 1.3342, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7226, loss_cls/aux0: 2.2182, loss/aux0: 2.2182 2020-10-23 01:47:14,947 - mmaction - INFO - Epoch [128][20/264] lr: 2.278e-01, eta: 17:30:49, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7542, loss_cls: 2.0200, loss: 2.0200, grad_norm: 1.3701, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.1585, loss/aux0: 2.1585 2020-10-23 01:47:15,884 - mmaction - INFO - Epoch [128][20/264] lr: 2.278e-01, eta: 17:31:08, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7542, loss_cls: 2.0200, loss: 2.0200, grad_norm: 1.3746, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.1600, loss/aux0: 2.1600 2020-10-23 01:47:52,184 - mmaction - INFO - Epoch [128][40/264] lr: 2.278e-01, eta: 17:30:12, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5059, top5_acc: 0.7549, loss_cls: 2.0246, loss: 2.0246, grad_norm: 1.3856, top1_acc/aux0: 0.4700, top5_acc/aux0: 0.7295, loss_cls/aux0: 2.1854, loss/aux0: 2.1854 2020-10-23 01:47:53,154 - mmaction - INFO - Epoch [128][40/264] lr: 2.278e-01, eta: 17:30:31, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5059, top5_acc: 0.7549, loss_cls: 2.0246, loss: 2.0246, grad_norm: 1.3879, top1_acc/aux0: 0.4707, top5_acc/aux0: 0.7300, loss_cls/aux0: 2.1884, loss/aux0: 2.1884 2020-10-23 01:48:29,501 - mmaction - INFO - Epoch [128][60/264] lr: 2.278e-01, eta: 17:29:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5023, top5_acc: 0.7538, loss_cls: 2.0389, loss: 2.0389, grad_norm: 1.3839, top1_acc/aux0: 0.4658, top5_acc/aux0: 0.7366, loss_cls/aux0: 2.1693, loss/aux0: 2.1693 2020-10-23 01:48:30,420 - mmaction - INFO - Epoch [128][60/264] lr: 2.278e-01, eta: 17:29:54, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5023, top5_acc: 0.7538, loss_cls: 2.0389, loss: 2.0389, grad_norm: 1.3724, top1_acc/aux0: 0.4665, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1608, loss/aux0: 2.1608 2020-10-23 01:49:07,138 - mmaction - INFO - Epoch [128][80/264] lr: 2.278e-01, eta: 17:28:58, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7533, loss_cls: 2.0064, loss: 2.0064, grad_norm: 1.3736, top1_acc/aux0: 0.4700, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1605, loss/aux0: 2.1605 2020-10-23 01:49:08,078 - mmaction - INFO - Epoch [128][80/264] lr: 2.278e-01, eta: 17:29:18, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7533, loss_cls: 2.0064, loss: 2.0064, grad_norm: 1.3727, top1_acc/aux0: 0.4705, top5_acc/aux0: 0.7345, loss_cls/aux0: 2.1618, loss/aux0: 2.1618 2020-10-23 01:49:44,661 - mmaction - INFO - Epoch [128][100/264] lr: 2.278e-01, eta: 17:28:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5045, top5_acc: 0.7559, loss_cls: 2.0268, loss: 2.0268, grad_norm: 1.3821, top1_acc/aux0: 0.4814, top5_acc/aux0: 0.7342, loss_cls/aux0: 2.1494, loss/aux0: 2.1494 2020-10-23 01:49:45,601 - mmaction - INFO - Epoch [128][100/264] lr: 2.278e-01, eta: 17:28:41, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5045, top5_acc: 0.7559, loss_cls: 2.0268, loss: 2.0268, grad_norm: 1.3795, top1_acc/aux0: 0.4800, top5_acc/aux0: 0.7319, loss_cls/aux0: 2.1608, loss/aux0: 2.1608 2020-10-23 01:50:22,320 - mmaction - INFO - Epoch [128][120/264] lr: 2.278e-01, eta: 17:27:46, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7675, loss_cls: 2.0442, loss: 2.0442, grad_norm: 1.3880, top1_acc/aux0: 0.4611, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2293, loss/aux0: 2.2293 2020-10-23 01:50:23,289 - mmaction - INFO - Epoch [128][120/264] lr: 2.278e-01, eta: 17:28:05, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7675, loss_cls: 2.0442, loss: 2.0442, grad_norm: 1.3837, top1_acc/aux0: 0.4637, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2144, loss/aux0: 2.2144 2020-10-23 01:50:59,981 - mmaction - INFO - Epoch [128][140/264] lr: 2.278e-01, eta: 17:27:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4936, top5_acc: 0.7431, loss_cls: 2.0934, loss: 2.0934, grad_norm: 1.3530, top1_acc/aux0: 0.4670, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.1841, loss/aux0: 2.1841 2020-10-23 01:51:00,967 - mmaction - INFO - Epoch [128][140/264] lr: 2.278e-01, eta: 17:27:28, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.4936, top5_acc: 0.7431, loss_cls: 2.0934, loss: 2.0934, grad_norm: 1.3549, top1_acc/aux0: 0.4644, top5_acc/aux0: 0.7274, loss_cls/aux0: 2.1994, loss/aux0: 2.1994 2020-10-23 01:51:37,631 - mmaction - INFO - Epoch [128][160/264] lr: 2.278e-01, eta: 17:26:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4946, top5_acc: 0.7510, loss_cls: 2.0644, loss: 2.0644, grad_norm: 1.3439, top1_acc/aux0: 0.4733, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.1949, loss/aux0: 2.1949 2020-10-23 01:51:38,572 - mmaction - INFO - Epoch [128][160/264] lr: 2.278e-01, eta: 17:26:52, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4946, top5_acc: 0.7510, loss_cls: 2.0644, loss: 2.0644, grad_norm: 1.3478, top1_acc/aux0: 0.4762, top5_acc/aux0: 0.7257, loss_cls/aux0: 2.1777, loss/aux0: 2.1777 2020-10-23 01:52:15,274 - mmaction - INFO - Epoch [128][180/264] lr: 2.278e-01, eta: 17:25:56, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7498, loss_cls: 2.0786, loss: 2.0786, grad_norm: 1.3808, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.1683, loss/aux0: 2.1683 2020-10-23 01:52:16,199 - mmaction - INFO - Epoch [128][180/264] lr: 2.278e-01, eta: 17:26:15, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7498, loss_cls: 2.0786, loss: 2.0786, grad_norm: 1.3726, top1_acc/aux0: 0.4738, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.1724, loss/aux0: 2.1724 2020-10-23 01:52:52,920 - mmaction - INFO - Epoch [128][200/264] lr: 2.278e-01, eta: 17:25:20, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4936, top5_acc: 0.7533, loss_cls: 2.0547, loss: 2.0547, grad_norm: 1.3817, top1_acc/aux0: 0.4691, top5_acc/aux0: 0.7285, loss_cls/aux0: 2.1818, loss/aux0: 2.1818 2020-10-23 01:52:53,858 - mmaction - INFO - Epoch [128][200/264] lr: 2.278e-01, eta: 17:25:39, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.4936, top5_acc: 0.7533, loss_cls: 2.0547, loss: 2.0547, grad_norm: 1.3855, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.1907, loss/aux0: 2.1907 2020-10-23 01:53:30,791 - mmaction - INFO - Epoch [128][220/264] lr: 2.278e-01, eta: 17:24:44, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7528, loss_cls: 2.0468, loss: 2.0468, grad_norm: 1.3859, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2359, loss/aux0: 2.2359 2020-10-23 01:53:31,727 - mmaction - INFO - Epoch [128][220/264] lr: 2.278e-01, eta: 17:25:03, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7528, loss_cls: 2.0468, loss: 2.0468, grad_norm: 1.3913, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2416, loss/aux0: 2.2416 2020-10-23 01:54:08,870 - mmaction - INFO - Epoch [128][240/264] lr: 2.278e-01, eta: 17:24:07, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4967, top5_acc: 0.7443, loss_cls: 2.0780, loss: 2.0780, grad_norm: 1.3712, top1_acc/aux0: 0.4707, top5_acc/aux0: 0.7332, loss_cls/aux0: 2.1877, loss/aux0: 2.1877 2020-10-23 01:54:09,826 - mmaction - INFO - Epoch [128][240/264] lr: 2.278e-01, eta: 17:24:26, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4967, top5_acc: 0.7443, loss_cls: 2.0780, loss: 2.0780, grad_norm: 1.3760, top1_acc/aux0: 0.4738, top5_acc/aux0: 0.7340, loss_cls/aux0: 2.1801, loss/aux0: 2.1801 2020-10-23 01:54:46,059 - mmaction - INFO - Epoch [128][260/264] lr: 2.278e-01, eta: 17:23:31, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7533, loss_cls: 2.0623, loss: 2.0623, grad_norm: 1.3769, top1_acc/aux0: 0.4720, top5_acc/aux0: 0.7293, loss_cls/aux0: 2.2081, loss/aux0: 2.2081 2020-10-23 01:54:46,983 - mmaction - INFO - Epoch [128][260/264] lr: 2.278e-01, eta: 17:23:49, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7533, loss_cls: 2.0623, loss: 2.0623, grad_norm: 1.3824, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7300, loss_cls/aux0: 2.2070, loss/aux0: 2.2070 2020-10-23 01:56:53,611 - mmaction - INFO - Saving checkpoint at 128 epochs 2020-10-23 01:58:30,864 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 01:58:30,988 - mmaction - INFO - top1_acc 0.5721 top5_acc 0.8235 2020-10-23 01:58:30,988 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 01:58:31,022 - mmaction - INFO - mean_acc 0.5720 2020-10-23 01:58:31,024 - mmaction - INFO - Epoch(val) [128][264] top1_acc: 0.5721, top5_acc: 0.8235, mean_class_accuracy: 0.5720 2020-10-23 02:02:36,103 - mmaction - INFO - Epoch [129][20/264] lr: 2.250e-01, eta: 17:22:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4991, top5_acc: 0.7458, loss_cls: 2.0906, loss: 2.0906, grad_norm: 1.3665, top1_acc/aux0: 0.4709, top5_acc/aux0: 0.7405, loss_cls/aux0: 2.1672, loss/aux0: 2.1672 2020-10-23 02:02:37,048 - mmaction - INFO - Epoch [129][20/264] lr: 2.250e-01, eta: 17:22:58, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4991, top5_acc: 0.7458, loss_cls: 2.0906, loss: 2.0906, grad_norm: 1.3654, top1_acc/aux0: 0.4717, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1620, loss/aux0: 2.1620 2020-10-23 02:03:13,426 - mmaction - INFO - Epoch [129][40/264] lr: 2.250e-01, eta: 17:22:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7500, loss_cls: 2.0381, loss: 2.0381, grad_norm: 1.3677, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1278, loss/aux0: 2.1278 2020-10-23 02:03:14,362 - mmaction - INFO - Epoch [129][40/264] lr: 2.250e-01, eta: 17:22:21, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7500, loss_cls: 2.0381, loss: 2.0381, grad_norm: 1.3679, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7425, loss_cls/aux0: 2.1376, loss/aux0: 2.1376 2020-10-23 02:03:51,049 - mmaction - INFO - Epoch [129][60/264] lr: 2.250e-01, eta: 17:21:26, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7470, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.3397, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7345, loss_cls/aux0: 2.1672, loss/aux0: 2.1672 2020-10-23 02:03:51,998 - mmaction - INFO - Epoch [129][60/264] lr: 2.250e-01, eta: 17:21:45, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7470, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.3341, top1_acc/aux0: 0.4847, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1458, loss/aux0: 2.1458 2020-10-23 02:04:28,609 - mmaction - INFO - Epoch [129][80/264] lr: 2.250e-01, eta: 17:20:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7613, loss_cls: 2.0077, loss: 2.0077, grad_norm: 1.3866, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1283, loss/aux0: 2.1283 2020-10-23 02:04:29,533 - mmaction - INFO - Epoch [129][80/264] lr: 2.250e-01, eta: 17:21:08, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7613, loss_cls: 2.0077, loss: 2.0077, grad_norm: 1.3854, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.1467, loss/aux0: 2.1467 2020-10-23 02:05:06,022 - mmaction - INFO - Epoch [129][100/264] lr: 2.250e-01, eta: 17:20:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5061, top5_acc: 0.7552, loss_cls: 2.0163, loss: 2.0163, grad_norm: 1.3863, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7155, loss_cls/aux0: 2.2449, loss/aux0: 2.2449 2020-10-23 02:05:06,978 - mmaction - INFO - Epoch [129][100/264] lr: 2.250e-01, eta: 17:20:32, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5061, top5_acc: 0.7552, loss_cls: 2.0163, loss: 2.0163, grad_norm: 1.3883, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7170, loss_cls/aux0: 2.2492, loss/aux0: 2.2492 2020-10-23 02:05:43,934 - mmaction - INFO - Epoch [129][120/264] lr: 2.250e-01, eta: 17:19:37, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7578, loss_cls: 2.0433, loss: 2.0433, grad_norm: 1.3728, top1_acc/aux0: 0.4785, top5_acc/aux0: 0.7306, loss_cls/aux0: 2.1867, loss/aux0: 2.1867 2020-10-23 02:05:44,859 - mmaction - INFO - Epoch [129][120/264] lr: 2.250e-01, eta: 17:19:55, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7578, loss_cls: 2.0433, loss: 2.0433, grad_norm: 1.3769, top1_acc/aux0: 0.4806, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.1841, loss/aux0: 2.1841 2020-10-23 02:06:21,571 - mmaction - INFO - Epoch [129][140/264] lr: 2.250e-01, eta: 17:19:00, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7632, loss_cls: 1.9950, loss: 1.9950, grad_norm: 1.3475, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7212, loss_cls/aux0: 2.2086, loss/aux0: 2.2086 2020-10-23 02:06:22,496 - mmaction - INFO - Epoch [129][140/264] lr: 2.250e-01, eta: 17:19:19, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7632, loss_cls: 1.9950, loss: 1.9950, grad_norm: 1.3491, top1_acc/aux0: 0.4686, top5_acc/aux0: 0.7231, loss_cls/aux0: 2.2001, loss/aux0: 2.2001 2020-10-23 02:06:59,266 - mmaction - INFO - Epoch [129][160/264] lr: 2.250e-01, eta: 17:18:24, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7543, loss_cls: 2.0679, loss: 2.0679, grad_norm: 1.3718, top1_acc/aux0: 0.4688, top5_acc/aux0: 0.7295, loss_cls/aux0: 2.2016, loss/aux0: 2.2016 2020-10-23 02:07:00,229 - mmaction - INFO - Epoch [129][160/264] lr: 2.250e-01, eta: 17:18:43, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7543, loss_cls: 2.0679, loss: 2.0679, grad_norm: 1.3694, top1_acc/aux0: 0.4710, top5_acc/aux0: 0.7290, loss_cls/aux0: 2.1985, loss/aux0: 2.1985 2020-10-23 02:07:36,679 - mmaction - INFO - Epoch [129][180/264] lr: 2.250e-01, eta: 17:17:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4991, top5_acc: 0.7561, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.3615, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7210, loss_cls/aux0: 2.2135, loss/aux0: 2.2135 2020-10-23 02:07:37,636 - mmaction - INFO - Epoch [129][180/264] lr: 2.250e-01, eta: 17:18:06, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4991, top5_acc: 0.7561, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.3584, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7210, loss_cls/aux0: 2.2177, loss/aux0: 2.2177 2020-10-23 02:08:14,500 - mmaction - INFO - Epoch [129][200/264] lr: 2.250e-01, eta: 17:17:11, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7533, loss_cls: 2.0663, loss: 2.0663, grad_norm: 1.3347, top1_acc/aux0: 0.4736, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.1848, loss/aux0: 2.1848 2020-10-23 02:08:15,442 - mmaction - INFO - Epoch [129][200/264] lr: 2.250e-01, eta: 17:17:30, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7533, loss_cls: 2.0663, loss: 2.0663, grad_norm: 1.3369, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7215, loss_cls/aux0: 2.1897, loss/aux0: 2.1897 2020-10-23 02:08:52,182 - mmaction - INFO - Epoch [129][220/264] lr: 2.250e-01, eta: 17:16:35, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7552, loss_cls: 2.0039, loss: 2.0039, grad_norm: 1.3797, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1800, loss/aux0: 2.1800 2020-10-23 02:08:53,136 - mmaction - INFO - Epoch [129][220/264] lr: 2.250e-01, eta: 17:16:54, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7552, loss_cls: 2.0039, loss: 2.0039, grad_norm: 1.3827, top1_acc/aux0: 0.4707, top5_acc/aux0: 0.7345, loss_cls/aux0: 2.1810, loss/aux0: 2.1810 2020-10-23 02:09:29,928 - mmaction - INFO - Epoch [129][240/264] lr: 2.250e-01, eta: 17:15:59, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5002, top5_acc: 0.7589, loss_cls: 2.0466, loss: 2.0466, grad_norm: 1.3498, top1_acc/aux0: 0.4715, top5_acc/aux0: 0.7233, loss_cls/aux0: 2.1929, loss/aux0: 2.1929 2020-10-23 02:09:30,858 - mmaction - INFO - Epoch [129][240/264] lr: 2.250e-01, eta: 17:16:17, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5002, top5_acc: 0.7589, loss_cls: 2.0466, loss: 2.0466, grad_norm: 1.3520, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7226, loss_cls/aux0: 2.1910, loss/aux0: 2.1910 2020-10-23 02:10:07,377 - mmaction - INFO - Epoch [129][260/264] lr: 2.250e-01, eta: 17:15:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5108, top5_acc: 0.7634, loss_cls: 2.0080, loss: 2.0080, grad_norm: 1.3794, top1_acc/aux0: 0.4738, top5_acc/aux0: 0.7309, loss_cls/aux0: 2.1735, loss/aux0: 2.1735 2020-10-23 02:10:08,302 - mmaction - INFO - Epoch [129][260/264] lr: 2.250e-01, eta: 17:15:40, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5108, top5_acc: 0.7634, loss_cls: 2.0080, loss: 2.0080, grad_norm: 1.3754, top1_acc/aux0: 0.4764, top5_acc/aux0: 0.7337, loss_cls/aux0: 2.1642, loss/aux0: 2.1642 2020-10-23 02:15:53,468 - mmaction - INFO - Epoch [130][20/264] lr: 2.222e-01, eta: 17:14:30, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5012, top5_acc: 0.7587, loss_cls: 2.0414, loss: 2.0414, grad_norm: 1.3685, top1_acc/aux0: 0.4804, top5_acc/aux0: 0.7325, loss_cls/aux0: 2.1628, loss/aux0: 2.1628 2020-10-23 02:15:54,395 - mmaction - INFO - Epoch [130][20/264] lr: 2.222e-01, eta: 17:14:48, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5012, top5_acc: 0.7587, loss_cls: 2.0414, loss: 2.0414, grad_norm: 1.3650, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.1684, loss/aux0: 2.1684 2020-10-23 02:16:30,800 - mmaction - INFO - Epoch [130][40/264] lr: 2.222e-01, eta: 17:13:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5056, top5_acc: 0.7609, loss_cls: 2.0160, loss: 2.0160, grad_norm: 1.3776, top1_acc/aux0: 0.4700, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.1819, loss/aux0: 2.1819 2020-10-23 02:16:31,744 - mmaction - INFO - Epoch [130][40/264] lr: 2.222e-01, eta: 17:14:12, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5056, top5_acc: 0.7609, loss_cls: 2.0160, loss: 2.0160, grad_norm: 1.3780, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.1692, loss/aux0: 2.1692 2020-10-23 02:17:08,325 - mmaction - INFO - Epoch [130][60/264] lr: 2.222e-01, eta: 17:13:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5085, top5_acc: 0.7615, loss_cls: 2.0098, loss: 2.0098, grad_norm: 1.3760, top1_acc/aux0: 0.4986, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0754, loss/aux0: 2.0754 2020-10-23 02:17:09,264 - mmaction - INFO - Epoch [130][60/264] lr: 2.222e-01, eta: 17:13:35, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5085, top5_acc: 0.7615, loss_cls: 2.0098, loss: 2.0098, grad_norm: 1.3802, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7491, loss_cls/aux0: 2.0848, loss/aux0: 2.0848 2020-10-23 02:17:45,844 - mmaction - INFO - Epoch [130][80/264] lr: 2.222e-01, eta: 17:12:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7573, loss_cls: 1.9954, loss: 1.9954, grad_norm: 1.4081, top1_acc/aux0: 0.4748, top5_acc/aux0: 0.7311, loss_cls/aux0: 2.1624, loss/aux0: 2.1624 2020-10-23 02:17:46,796 - mmaction - INFO - Epoch [130][80/264] lr: 2.222e-01, eta: 17:12:59, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7573, loss_cls: 1.9954, loss: 1.9954, grad_norm: 1.4025, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7332, loss_cls/aux0: 2.1604, loss/aux0: 2.1604 2020-10-23 02:18:23,292 - mmaction - INFO - Epoch [130][100/264] lr: 2.222e-01, eta: 17:12:04, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4983, top5_acc: 0.7448, loss_cls: 2.0761, loss: 2.0761, grad_norm: 1.3703, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2040, loss/aux0: 2.2040 2020-10-23 02:18:24,225 - mmaction - INFO - Epoch [130][100/264] lr: 2.222e-01, eta: 17:12:22, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4983, top5_acc: 0.7448, loss_cls: 2.0761, loss: 2.0761, grad_norm: 1.3726, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2076, loss/aux0: 2.2076 2020-10-23 02:19:00,897 - mmaction - INFO - Epoch [130][120/264] lr: 2.222e-01, eta: 17:11:27, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5087, top5_acc: 0.7599, loss_cls: 2.0398, loss: 2.0398, grad_norm: 1.3661, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7389, loss_cls/aux0: 2.1778, loss/aux0: 2.1778 2020-10-23 02:19:01,827 - mmaction - INFO - Epoch [130][120/264] lr: 2.222e-01, eta: 17:11:46, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5087, top5_acc: 0.7599, loss_cls: 2.0398, loss: 2.0398, grad_norm: 1.3647, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1760, loss/aux0: 2.1760 2020-10-23 02:19:38,528 - mmaction - INFO - Epoch [130][140/264] lr: 2.222e-01, eta: 17:10:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5036, top5_acc: 0.7602, loss_cls: 2.0275, loss: 2.0275, grad_norm: 1.4011, top1_acc/aux0: 0.4634, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.1949, loss/aux0: 2.1949 2020-10-23 02:19:39,479 - mmaction - INFO - Epoch [130][140/264] lr: 2.222e-01, eta: 17:11:09, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5036, top5_acc: 0.7602, loss_cls: 2.0275, loss: 2.0275, grad_norm: 1.4037, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7300, loss_cls/aux0: 2.1968, loss/aux0: 2.1968 2020-10-23 02:20:16,096 - mmaction - INFO - Epoch [130][160/264] lr: 2.222e-01, eta: 17:10:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7543, loss_cls: 2.0582, loss: 2.0582, grad_norm: 1.3758, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.1976, loss/aux0: 2.1976 2020-10-23 02:20:17,048 - mmaction - INFO - Epoch [130][160/264] lr: 2.222e-01, eta: 17:10:32, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7543, loss_cls: 2.0582, loss: 2.0582, grad_norm: 1.3769, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2008, loss/aux0: 2.2008 2020-10-23 02:20:53,838 - mmaction - INFO - Epoch [130][180/264] lr: 2.222e-01, eta: 17:09:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7559, loss_cls: 2.0209, loss: 2.0209, grad_norm: 1.4074, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1385, loss/aux0: 2.1385 2020-10-23 02:20:54,774 - mmaction - INFO - Epoch [130][180/264] lr: 2.222e-01, eta: 17:09:56, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7559, loss_cls: 2.0209, loss: 2.0209, grad_norm: 1.4054, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7337, loss_cls/aux0: 2.1298, loss/aux0: 2.1298 2020-10-23 02:21:31,637 - mmaction - INFO - Epoch [130][200/264] lr: 2.222e-01, eta: 17:09:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7606, loss_cls: 2.0532, loss: 2.0532, grad_norm: 1.4011, top1_acc/aux0: 0.4686, top5_acc/aux0: 0.7236, loss_cls/aux0: 2.2208, loss/aux0: 2.2208 2020-10-23 02:21:32,568 - mmaction - INFO - Epoch [130][200/264] lr: 2.222e-01, eta: 17:09:19, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7606, loss_cls: 2.0532, loss: 2.0532, grad_norm: 1.3993, top1_acc/aux0: 0.4679, top5_acc/aux0: 0.7241, loss_cls/aux0: 2.2196, loss/aux0: 2.2196 2020-10-23 02:22:09,517 - mmaction - INFO - Epoch [130][220/264] lr: 2.222e-01, eta: 17:08:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4998, top5_acc: 0.7477, loss_cls: 2.0598, loss: 2.0598, grad_norm: 1.4169, top1_acc/aux0: 0.4715, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2082, loss/aux0: 2.2082 2020-10-23 02:22:10,456 - mmaction - INFO - Epoch [130][220/264] lr: 2.222e-01, eta: 17:08:43, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4998, top5_acc: 0.7477, loss_cls: 2.0598, loss: 2.0598, grad_norm: 1.4141, top1_acc/aux0: 0.4705, top5_acc/aux0: 0.7257, loss_cls/aux0: 2.2119, loss/aux0: 2.2119 2020-10-23 02:22:47,318 - mmaction - INFO - Epoch [130][240/264] lr: 2.222e-01, eta: 17:07:48, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7592, loss_cls: 2.0059, loss: 2.0059, grad_norm: 1.3802, top1_acc/aux0: 0.4819, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1346, loss/aux0: 2.1346 2020-10-23 02:22:48,276 - mmaction - INFO - Epoch [130][240/264] lr: 2.222e-01, eta: 17:08:06, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7592, loss_cls: 2.0059, loss: 2.0059, grad_norm: 1.3808, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7363, loss_cls/aux0: 2.1316, loss/aux0: 2.1316 2020-10-23 02:23:24,684 - mmaction - INFO - Epoch [130][260/264] lr: 2.222e-01, eta: 17:07:11, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7455, loss_cls: 2.0907, loss: 2.0907, grad_norm: 1.3647, top1_acc/aux0: 0.4764, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1619, loss/aux0: 2.1619 2020-10-23 02:23:25,605 - mmaction - INFO - Epoch [130][260/264] lr: 2.222e-01, eta: 17:07:29, time: 0.926, data_time: 0.001, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7455, loss_cls: 2.0907, loss: 2.0907, grad_norm: 1.3636, top1_acc/aux0: 0.4752, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1624, loss/aux0: 2.1624 2020-10-23 02:29:49,426 - mmaction - INFO - Epoch [131][20/264] lr: 2.195e-01, eta: 17:06:19, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5061, top5_acc: 0.7575, loss_cls: 2.0246, loss: 2.0246, grad_norm: 1.3803, top1_acc/aux0: 0.4806, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1478, loss/aux0: 2.1478 2020-10-23 02:29:50,371 - mmaction - INFO - Epoch [131][20/264] lr: 2.195e-01, eta: 17:06:37, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.5061, top5_acc: 0.7575, loss_cls: 2.0246, loss: 2.0246, grad_norm: 1.3796, top1_acc/aux0: 0.4785, top5_acc/aux0: 0.7330, loss_cls/aux0: 2.1542, loss/aux0: 2.1542 2020-10-23 02:30:26,837 - mmaction - INFO - Epoch [131][40/264] lr: 2.195e-01, eta: 17:05:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7516, loss_cls: 2.0406, loss: 2.0406, grad_norm: 1.3935, top1_acc/aux0: 0.4717, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.1610, loss/aux0: 2.1610 2020-10-23 02:30:27,777 - mmaction - INFO - Epoch [131][40/264] lr: 2.195e-01, eta: 17:06:01, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7516, loss_cls: 2.0406, loss: 2.0406, grad_norm: 1.3950, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7290, loss_cls/aux0: 2.1570, loss/aux0: 2.1570 2020-10-23 02:31:04,118 - mmaction - INFO - Epoch [131][60/264] lr: 2.195e-01, eta: 17:05:06, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5108, top5_acc: 0.7528, loss_cls: 2.0289, loss: 2.0289, grad_norm: 1.3492, top1_acc/aux0: 0.4726, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.1680, loss/aux0: 2.1680 2020-10-23 02:31:05,045 - mmaction - INFO - Epoch [131][60/264] lr: 2.195e-01, eta: 17:05:24, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5108, top5_acc: 0.7528, loss_cls: 2.0289, loss: 2.0289, grad_norm: 1.3522, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1658, loss/aux0: 2.1658 2020-10-23 02:31:41,627 - mmaction - INFO - Epoch [131][80/264] lr: 2.195e-01, eta: 17:04:29, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7578, loss_cls: 2.0435, loss: 2.0435, grad_norm: 1.4034, top1_acc/aux0: 0.4658, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1832, loss/aux0: 2.1832 2020-10-23 02:31:42,577 - mmaction - INFO - Epoch [131][80/264] lr: 2.195e-01, eta: 17:04:47, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7578, loss_cls: 2.0435, loss: 2.0435, grad_norm: 1.3951, top1_acc/aux0: 0.4658, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1755, loss/aux0: 2.1755 2020-10-23 02:32:19,219 - mmaction - INFO - Epoch [131][100/264] lr: 2.195e-01, eta: 17:03:52, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4983, top5_acc: 0.7554, loss_cls: 2.0498, loss: 2.0498, grad_norm: 1.4147, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7410, loss_cls/aux0: 2.1167, loss/aux0: 2.1167 2020-10-23 02:32:20,147 - mmaction - INFO - Epoch [131][100/264] lr: 2.195e-01, eta: 17:04:11, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4983, top5_acc: 0.7554, loss_cls: 2.0498, loss: 2.0498, grad_norm: 1.4112, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1215, loss/aux0: 2.1215 2020-10-23 02:32:56,709 - mmaction - INFO - Epoch [131][120/264] lr: 2.195e-01, eta: 17:03:16, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5024, top5_acc: 0.7569, loss_cls: 2.0278, loss: 2.0278, grad_norm: 1.3866, top1_acc/aux0: 0.4689, top5_acc/aux0: 0.7300, loss_cls/aux0: 2.1841, loss/aux0: 2.1841 2020-10-23 02:32:57,700 - mmaction - INFO - Epoch [131][120/264] lr: 2.195e-01, eta: 17:03:34, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5024, top5_acc: 0.7569, loss_cls: 2.0278, loss: 2.0278, grad_norm: 1.3768, top1_acc/aux0: 0.4689, top5_acc/aux0: 0.7314, loss_cls/aux0: 2.1880, loss/aux0: 2.1880 2020-10-23 02:33:34,491 - mmaction - INFO - Epoch [131][140/264] lr: 2.195e-01, eta: 17:02:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7514, loss_cls: 2.0696, loss: 2.0696, grad_norm: 1.3915, top1_acc/aux0: 0.4722, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.1923, loss/aux0: 2.1923 2020-10-23 02:33:35,421 - mmaction - INFO - Epoch [131][140/264] lr: 2.195e-01, eta: 17:02:57, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7514, loss_cls: 2.0696, loss: 2.0696, grad_norm: 1.3886, top1_acc/aux0: 0.4738, top5_acc/aux0: 0.7345, loss_cls/aux0: 2.1857, loss/aux0: 2.1857 2020-10-23 02:34:12,278 - mmaction - INFO - Epoch [131][160/264] lr: 2.195e-01, eta: 17:02:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7620, loss_cls: 2.0288, loss: 2.0288, grad_norm: 1.3815, top1_acc/aux0: 0.4816, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.1515, loss/aux0: 2.1515 2020-10-23 02:34:13,218 - mmaction - INFO - Epoch [131][160/264] lr: 2.195e-01, eta: 17:02:21, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7620, loss_cls: 2.0288, loss: 2.0288, grad_norm: 1.3813, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7408, loss_cls/aux0: 2.1618, loss/aux0: 2.1618 2020-10-23 02:34:50,027 - mmaction - INFO - Epoch [131][180/264] lr: 2.195e-01, eta: 17:01:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4889, top5_acc: 0.7477, loss_cls: 2.0685, loss: 2.0685, grad_norm: 1.3813, top1_acc/aux0: 0.4696, top5_acc/aux0: 0.7309, loss_cls/aux0: 2.1733, loss/aux0: 2.1733 2020-10-23 02:34:50,958 - mmaction - INFO - Epoch [131][180/264] lr: 2.195e-01, eta: 17:01:44, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4889, top5_acc: 0.7477, loss_cls: 2.0685, loss: 2.0685, grad_norm: 1.3869, top1_acc/aux0: 0.4712, top5_acc/aux0: 0.7316, loss_cls/aux0: 2.1662, loss/aux0: 2.1662 2020-10-23 02:35:27,528 - mmaction - INFO - Epoch [131][200/264] lr: 2.195e-01, eta: 17:00:50, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5075, top5_acc: 0.7594, loss_cls: 2.0111, loss: 2.0111, grad_norm: 1.3639, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7285, loss_cls/aux0: 2.1890, loss/aux0: 2.1890 2020-10-23 02:35:28,476 - mmaction - INFO - Epoch [131][200/264] lr: 2.195e-01, eta: 17:01:08, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5075, top5_acc: 0.7594, loss_cls: 2.0111, loss: 2.0111, grad_norm: 1.3615, top1_acc/aux0: 0.4663, top5_acc/aux0: 0.7259, loss_cls/aux0: 2.1954, loss/aux0: 2.1954 2020-10-23 02:36:05,129 - mmaction - INFO - Epoch [131][220/264] lr: 2.195e-01, eta: 17:00:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5061, top5_acc: 0.7627, loss_cls: 2.0173, loss: 2.0173, grad_norm: 1.3790, top1_acc/aux0: 0.4790, top5_acc/aux0: 0.7382, loss_cls/aux0: 2.1427, loss/aux0: 2.1427 2020-10-23 02:36:06,086 - mmaction - INFO - Epoch [131][220/264] lr: 2.195e-01, eta: 17:00:32, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5061, top5_acc: 0.7627, loss_cls: 2.0173, loss: 2.0173, grad_norm: 1.3752, top1_acc/aux0: 0.4793, top5_acc/aux0: 0.7403, loss_cls/aux0: 2.1356, loss/aux0: 2.1356 2020-10-23 02:36:42,789 - mmaction - INFO - Epoch [131][240/264] lr: 2.195e-01, eta: 16:59:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5160, top5_acc: 0.7682, loss_cls: 1.9988, loss: 1.9988, grad_norm: 1.3906, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.1729, loss/aux0: 2.1729 2020-10-23 02:36:43,734 - mmaction - INFO - Epoch [131][240/264] lr: 2.195e-01, eta: 16:59:55, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5160, top5_acc: 0.7682, loss_cls: 1.9988, loss: 1.9988, grad_norm: 1.3825, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.1892, loss/aux0: 2.1892 2020-10-23 02:37:20,036 - mmaction - INFO - Epoch [131][260/264] lr: 2.195e-01, eta: 16:59:00, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5014, top5_acc: 0.7554, loss_cls: 2.0415, loss: 2.0415, grad_norm: 1.4225, top1_acc/aux0: 0.4705, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.1897, loss/aux0: 2.1897 2020-10-23 02:37:20,952 - mmaction - INFO - Epoch [131][260/264] lr: 2.195e-01, eta: 16:59:18, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.5014, top5_acc: 0.7554, loss_cls: 2.0415, loss: 2.0415, grad_norm: 1.4247, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7304, loss_cls/aux0: 2.1809, loss/aux0: 2.1809 2020-10-23 02:43:19,422 - mmaction - INFO - Epoch [132][20/264] lr: 2.167e-01, eta: 16:58:09, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5144, top5_acc: 0.7644, loss_cls: 1.9837, loss: 1.9837, grad_norm: 1.3718, top1_acc/aux0: 0.4837, top5_acc/aux0: 0.7295, loss_cls/aux0: 2.1501, loss/aux0: 2.1501 2020-10-23 02:43:20,379 - mmaction - INFO - Epoch [132][20/264] lr: 2.167e-01, eta: 16:58:27, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5144, top5_acc: 0.7644, loss_cls: 1.9837, loss: 1.9837, grad_norm: 1.3684, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7304, loss_cls/aux0: 2.1438, loss/aux0: 2.1438 2020-10-23 02:43:56,723 - mmaction - INFO - Epoch [132][40/264] lr: 2.167e-01, eta: 16:57:32, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7655, loss_cls: 1.9734, loss: 1.9734, grad_norm: 1.3751, top1_acc/aux0: 0.4819, top5_acc/aux0: 0.7384, loss_cls/aux0: 2.1147, loss/aux0: 2.1147 2020-10-23 02:43:57,677 - mmaction - INFO - Epoch [132][40/264] lr: 2.167e-01, eta: 16:57:50, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7655, loss_cls: 1.9734, loss: 1.9734, grad_norm: 1.3768, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1198, loss/aux0: 2.1198 2020-10-23 02:44:34,078 - mmaction - INFO - Epoch [132][60/264] lr: 2.167e-01, eta: 16:56:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7491, loss_cls: 2.0553, loss: 2.0553, grad_norm: 1.3843, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7392, loss_cls/aux0: 2.1227, loss/aux0: 2.1227 2020-10-23 02:44:35,020 - mmaction - INFO - Epoch [132][60/264] lr: 2.167e-01, eta: 16:57:13, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7491, loss_cls: 2.0553, loss: 2.0553, grad_norm: 1.3916, top1_acc/aux0: 0.4806, top5_acc/aux0: 0.7389, loss_cls/aux0: 2.1208, loss/aux0: 2.1208 2020-10-23 02:45:11,660 - mmaction - INFO - Epoch [132][80/264] lr: 2.167e-01, eta: 16:56:19, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7611, loss_cls: 2.0025, loss: 2.0025, grad_norm: 1.3917, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7340, loss_cls/aux0: 2.1570, loss/aux0: 2.1570 2020-10-23 02:45:12,613 - mmaction - INFO - Epoch [132][80/264] lr: 2.167e-01, eta: 16:56:37, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7611, loss_cls: 2.0025, loss: 2.0025, grad_norm: 1.3832, top1_acc/aux0: 0.4748, top5_acc/aux0: 0.7332, loss_cls/aux0: 2.1575, loss/aux0: 2.1575 2020-10-23 02:45:49,340 - mmaction - INFO - Epoch [132][100/264] lr: 2.167e-01, eta: 16:55:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7608, loss_cls: 1.9997, loss: 1.9997, grad_norm: 1.4231, top1_acc/aux0: 0.4814, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1203, loss/aux0: 2.1203 2020-10-23 02:45:50,284 - mmaction - INFO - Epoch [132][100/264] lr: 2.167e-01, eta: 16:56:00, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7608, loss_cls: 1.9997, loss: 1.9997, grad_norm: 1.4225, top1_acc/aux0: 0.4783, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.1267, loss/aux0: 2.1267 2020-10-23 02:46:26,901 - mmaction - INFO - Epoch [132][120/264] lr: 2.167e-01, eta: 16:55:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5043, top5_acc: 0.7512, loss_cls: 2.0539, loss: 2.0539, grad_norm: 1.4071, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1643, loss/aux0: 2.1643 2020-10-23 02:46:27,889 - mmaction - INFO - Epoch [132][120/264] lr: 2.167e-01, eta: 16:55:24, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.5043, top5_acc: 0.7512, loss_cls: 2.0539, loss: 2.0539, grad_norm: 1.4063, top1_acc/aux0: 0.4743, top5_acc/aux0: 0.7316, loss_cls/aux0: 2.1596, loss/aux0: 2.1596 2020-10-23 02:47:04,655 - mmaction - INFO - Epoch [132][140/264] lr: 2.167e-01, eta: 16:54:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5028, top5_acc: 0.7512, loss_cls: 2.0481, loss: 2.0481, grad_norm: 1.4228, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7351, loss_cls/aux0: 2.1454, loss/aux0: 2.1454 2020-10-23 02:47:05,611 - mmaction - INFO - Epoch [132][140/264] lr: 2.167e-01, eta: 16:54:47, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5028, top5_acc: 0.7512, loss_cls: 2.0481, loss: 2.0481, grad_norm: 1.4187, top1_acc/aux0: 0.4788, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1484, loss/aux0: 2.1484 2020-10-23 02:47:42,204 - mmaction - INFO - Epoch [132][160/264] lr: 2.167e-01, eta: 16:53:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5106, top5_acc: 0.7578, loss_cls: 2.0097, loss: 2.0097, grad_norm: 1.3908, top1_acc/aux0: 0.4788, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1547, loss/aux0: 2.1547 2020-10-23 02:47:43,169 - mmaction - INFO - Epoch [132][160/264] lr: 2.167e-01, eta: 16:54:10, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5106, top5_acc: 0.7578, loss_cls: 2.0097, loss: 2.0097, grad_norm: 1.3882, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1531, loss/aux0: 2.1531 2020-10-23 02:48:20,171 - mmaction - INFO - Epoch [132][180/264] lr: 2.167e-01, eta: 16:53:16, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5123, top5_acc: 0.7578, loss_cls: 1.9886, loss: 1.9886, grad_norm: 1.4158, top1_acc/aux0: 0.4720, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1592, loss/aux0: 2.1592 2020-10-23 02:48:21,098 - mmaction - INFO - Epoch [132][180/264] lr: 2.167e-01, eta: 16:53:34, time: 0.953, data_time: 0.007, memory: 8466, top1_acc: 0.5123, top5_acc: 0.7578, loss_cls: 1.9886, loss: 1.9886, grad_norm: 1.4122, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1621, loss/aux0: 2.1621 2020-10-23 02:48:57,784 - mmaction - INFO - Epoch [132][200/264] lr: 2.167e-01, eta: 16:52:40, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7563, loss_cls: 2.0306, loss: 2.0306, grad_norm: 1.4202, top1_acc/aux0: 0.4759, top5_acc/aux0: 0.7264, loss_cls/aux0: 2.1768, loss/aux0: 2.1768 2020-10-23 02:48:58,716 - mmaction - INFO - Epoch [132][200/264] lr: 2.167e-01, eta: 16:52:58, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7563, loss_cls: 2.0306, loss: 2.0306, grad_norm: 1.4210, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7278, loss_cls/aux0: 2.1684, loss/aux0: 2.1684 2020-10-23 02:49:35,324 - mmaction - INFO - Epoch [132][220/264] lr: 2.167e-01, eta: 16:52:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5014, top5_acc: 0.7568, loss_cls: 2.0468, loss: 2.0468, grad_norm: 1.4113, top1_acc/aux0: 0.4700, top5_acc/aux0: 0.7311, loss_cls/aux0: 2.1898, loss/aux0: 2.1898 2020-10-23 02:49:36,272 - mmaction - INFO - Epoch [132][220/264] lr: 2.167e-01, eta: 16:52:21, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5014, top5_acc: 0.7568, loss_cls: 2.0468, loss: 2.0468, grad_norm: 1.4201, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7311, loss_cls/aux0: 2.1980, loss/aux0: 2.1980 2020-10-23 02:50:12,947 - mmaction - INFO - Epoch [132][240/264] lr: 2.167e-01, eta: 16:51:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7583, loss_cls: 2.0273, loss: 2.0273, grad_norm: 1.3959, top1_acc/aux0: 0.4691, top5_acc/aux0: 0.7304, loss_cls/aux0: 2.1883, loss/aux0: 2.1883 2020-10-23 02:50:13,908 - mmaction - INFO - Epoch [132][240/264] lr: 2.167e-01, eta: 16:51:45, time: 0.945, data_time: 0.005, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7583, loss_cls: 2.0273, loss: 2.0273, grad_norm: 1.3951, top1_acc/aux0: 0.4684, top5_acc/aux0: 0.7280, loss_cls/aux0: 2.1925, loss/aux0: 2.1925 2020-10-23 02:50:50,360 - mmaction - INFO - Epoch [132][260/264] lr: 2.167e-01, eta: 16:50:51, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7514, loss_cls: 2.0446, loss: 2.0446, grad_norm: 1.4217, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7241, loss_cls/aux0: 2.1973, loss/aux0: 2.1973 2020-10-23 02:50:51,280 - mmaction - INFO - Epoch [132][260/264] lr: 2.167e-01, eta: 16:51:08, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7514, loss_cls: 2.0446, loss: 2.0446, grad_norm: 1.4251, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7252, loss_cls/aux0: 2.1937, loss/aux0: 2.1937 2020-10-23 02:56:44,993 - mmaction - INFO - Epoch [133][20/264] lr: 2.140e-01, eta: 16:49:59, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5019, top5_acc: 0.7632, loss_cls: 2.0140, loss: 2.0140, grad_norm: 1.3932, top1_acc/aux0: 0.4788, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.1700, loss/aux0: 2.1700 2020-10-23 02:56:45,926 - mmaction - INFO - Epoch [133][20/264] lr: 2.140e-01, eta: 16:50:17, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5019, top5_acc: 0.7632, loss_cls: 2.0140, loss: 2.0140, grad_norm: 1.3906, top1_acc/aux0: 0.4800, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.1655, loss/aux0: 2.1655 2020-10-23 02:57:22,429 - mmaction - INFO - Epoch [133][40/264] lr: 2.140e-01, eta: 16:49:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7573, loss_cls: 2.0108, loss: 2.0108, grad_norm: 1.4166, top1_acc/aux0: 0.4821, top5_acc/aux0: 0.7439, loss_cls/aux0: 2.1099, loss/aux0: 2.1099 2020-10-23 02:57:23,369 - mmaction - INFO - Epoch [133][40/264] lr: 2.140e-01, eta: 16:49:40, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7573, loss_cls: 2.0108, loss: 2.0108, grad_norm: 1.4088, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7431, loss_cls/aux0: 2.1100, loss/aux0: 2.1100 2020-10-23 02:57:59,932 - mmaction - INFO - Epoch [133][60/264] lr: 2.140e-01, eta: 16:48:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5040, top5_acc: 0.7594, loss_cls: 2.0234, loss: 2.0234, grad_norm: 1.4273, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.1346, loss/aux0: 2.1346 2020-10-23 02:58:00,867 - mmaction - INFO - Epoch [133][60/264] lr: 2.140e-01, eta: 16:49:03, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5040, top5_acc: 0.7594, loss_cls: 2.0234, loss: 2.0234, grad_norm: 1.4210, top1_acc/aux0: 0.4806, top5_acc/aux0: 0.7283, loss_cls/aux0: 2.1401, loss/aux0: 2.1401 2020-10-23 02:58:37,441 - mmaction - INFO - Epoch [133][80/264] lr: 2.140e-01, eta: 16:48:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5023, top5_acc: 0.7538, loss_cls: 2.0258, loss: 2.0258, grad_norm: 1.3985, top1_acc/aux0: 0.4769, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1556, loss/aux0: 2.1556 2020-10-23 02:58:38,402 - mmaction - INFO - Epoch [133][80/264] lr: 2.140e-01, eta: 16:48:27, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5023, top5_acc: 0.7538, loss_cls: 2.0258, loss: 2.0258, grad_norm: 1.4003, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.1653, loss/aux0: 2.1653 2020-10-23 02:59:15,101 - mmaction - INFO - Epoch [133][100/264] lr: 2.140e-01, eta: 16:47:33, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5064, top5_acc: 0.7479, loss_cls: 2.0509, loss: 2.0509, grad_norm: 1.3997, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7293, loss_cls/aux0: 2.1771, loss/aux0: 2.1771 2020-10-23 02:59:16,055 - mmaction - INFO - Epoch [133][100/264] lr: 2.140e-01, eta: 16:47:50, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.5064, top5_acc: 0.7479, loss_cls: 2.0509, loss: 2.0509, grad_norm: 1.3957, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7316, loss_cls/aux0: 2.1636, loss/aux0: 2.1636 2020-10-23 02:59:52,847 - mmaction - INFO - Epoch [133][120/264] lr: 2.140e-01, eta: 16:46:56, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7651, loss_cls: 1.9861, loss: 1.9861, grad_norm: 1.4103, top1_acc/aux0: 0.4715, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.1642, loss/aux0: 2.1642 2020-10-23 02:59:53,796 - mmaction - INFO - Epoch [133][120/264] lr: 2.140e-01, eta: 16:47:14, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7651, loss_cls: 1.9861, loss: 1.9861, grad_norm: 1.4139, top1_acc/aux0: 0.4717, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.1626, loss/aux0: 2.1626 2020-10-23 03:00:36,001 - mmaction - INFO - Epoch [133][140/264] lr: 2.140e-01, eta: 16:46:20, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5069, top5_acc: 0.7490, loss_cls: 2.0359, loss: 2.0359, grad_norm: 1.3875, top1_acc/aux0: 0.4785, top5_acc/aux0: 0.7290, loss_cls/aux0: 2.1652, loss/aux0: 2.1652 2020-10-23 03:00:37,021 - mmaction - INFO - Epoch [133][140/264] lr: 2.140e-01, eta: 16:46:38, time: 0.952, data_time: 0.009, memory: 8466, top1_acc: 0.5069, top5_acc: 0.7490, loss_cls: 2.0359, loss: 2.0359, grad_norm: 1.3914, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7288, loss_cls/aux0: 2.1697, loss/aux0: 2.1697 2020-10-23 03:01:13,673 - mmaction - INFO - Epoch [133][160/264] lr: 2.140e-01, eta: 16:45:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7484, loss_cls: 2.0563, loss: 2.0563, grad_norm: 1.3731, top1_acc/aux0: 0.4814, top5_acc/aux0: 0.7319, loss_cls/aux0: 2.1511, loss/aux0: 2.1511 2020-10-23 03:01:14,719 - mmaction - INFO - Epoch [133][160/264] lr: 2.140e-01, eta: 16:46:01, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7484, loss_cls: 2.0563, loss: 2.0563, grad_norm: 1.3733, top1_acc/aux0: 0.4814, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.1560, loss/aux0: 2.1560 2020-10-23 03:01:51,355 - mmaction - INFO - Epoch [133][180/264] lr: 2.140e-01, eta: 16:45:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7557, loss_cls: 2.0266, loss: 2.0266, grad_norm: 1.3953, top1_acc/aux0: 0.4806, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.1846, loss/aux0: 2.1846 2020-10-23 03:01:52,316 - mmaction - INFO - Epoch [133][180/264] lr: 2.140e-01, eta: 16:45:25, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7557, loss_cls: 2.0266, loss: 2.0266, grad_norm: 1.3887, top1_acc/aux0: 0.4821, top5_acc/aux0: 0.7321, loss_cls/aux0: 2.1744, loss/aux0: 2.1744 2020-10-23 03:02:29,092 - mmaction - INFO - Epoch [133][200/264] lr: 2.140e-01, eta: 16:44:31, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5050, top5_acc: 0.7618, loss_cls: 2.0129, loss: 2.0129, grad_norm: 1.4049, top1_acc/aux0: 0.4830, top5_acc/aux0: 0.7340, loss_cls/aux0: 2.1321, loss/aux0: 2.1321 2020-10-23 03:02:30,039 - mmaction - INFO - Epoch [133][200/264] lr: 2.140e-01, eta: 16:44:48, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5050, top5_acc: 0.7618, loss_cls: 2.0129, loss: 2.0129, grad_norm: 1.4067, top1_acc/aux0: 0.4814, top5_acc/aux0: 0.7304, loss_cls/aux0: 2.1431, loss/aux0: 2.1431 2020-10-23 03:03:06,701 - mmaction - INFO - Epoch [133][220/264] lr: 2.140e-01, eta: 16:43:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7661, loss_cls: 1.9858, loss: 1.9858, grad_norm: 1.3865, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7293, loss_cls/aux0: 2.2127, loss/aux0: 2.2127 2020-10-23 03:03:07,638 - mmaction - INFO - Epoch [133][220/264] lr: 2.140e-01, eta: 16:44:12, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7661, loss_cls: 1.9858, loss: 1.9858, grad_norm: 1.3791, top1_acc/aux0: 0.4675, top5_acc/aux0: 0.7314, loss_cls/aux0: 2.2005, loss/aux0: 2.2005 2020-10-23 03:03:44,325 - mmaction - INFO - Epoch [133][240/264] lr: 2.140e-01, eta: 16:43:18, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7597, loss_cls: 2.0381, loss: 2.0381, grad_norm: 1.4274, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.1164, loss/aux0: 2.1164 2020-10-23 03:03:45,249 - mmaction - INFO - Epoch [133][240/264] lr: 2.140e-01, eta: 16:43:35, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7597, loss_cls: 2.0381, loss: 2.0381, grad_norm: 1.4306, top1_acc/aux0: 0.4759, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.1205, loss/aux0: 2.1205 2020-10-23 03:04:21,848 - mmaction - INFO - Epoch [133][260/264] lr: 2.140e-01, eta: 16:42:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5059, top5_acc: 0.7557, loss_cls: 2.0290, loss: 2.0290, grad_norm: 1.3590, top1_acc/aux0: 0.4840, top5_acc/aux0: 0.7337, loss_cls/aux0: 2.1390, loss/aux0: 2.1390 2020-10-23 03:04:22,777 - mmaction - INFO - Epoch [133][260/264] lr: 2.140e-01, eta: 16:42:58, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5059, top5_acc: 0.7557, loss_cls: 2.0290, loss: 2.0290, grad_norm: 1.3598, top1_acc/aux0: 0.4842, top5_acc/aux0: 0.7358, loss_cls/aux0: 2.1381, loss/aux0: 2.1381 2020-10-23 03:10:41,725 - mmaction - INFO - Epoch [134][20/264] lr: 2.112e-01, eta: 16:41:50, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4967, top5_acc: 0.7613, loss_cls: 2.0289, loss: 2.0289, grad_norm: 1.3997, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7399, loss_cls/aux0: 2.0894, loss/aux0: 2.0894 2020-10-23 03:10:42,717 - mmaction - INFO - Epoch [134][20/264] lr: 2.112e-01, eta: 16:42:07, time: 0.930, data_time: 0.006, memory: 8466, top1_acc: 0.4967, top5_acc: 0.7613, loss_cls: 2.0289, loss: 2.0289, grad_norm: 1.3993, top1_acc/aux0: 0.4946, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.0851, loss/aux0: 2.0851 2020-10-23 03:11:19,097 - mmaction - INFO - Epoch [134][40/264] lr: 2.112e-01, eta: 16:41:13, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7554, loss_cls: 2.0152, loss: 2.0152, grad_norm: 1.3756, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7517, loss_cls/aux0: 2.1072, loss/aux0: 2.1072 2020-10-23 03:11:20,021 - mmaction - INFO - Epoch [134][40/264] lr: 2.112e-01, eta: 16:41:30, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7554, loss_cls: 2.0152, loss: 2.0152, grad_norm: 1.3743, top1_acc/aux0: 0.4816, top5_acc/aux0: 0.7528, loss_cls/aux0: 2.1047, loss/aux0: 2.1047 2020-10-23 03:11:56,588 - mmaction - INFO - Epoch [134][60/264] lr: 2.112e-01, eta: 16:40:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7549, loss_cls: 2.0102, loss: 2.0102, grad_norm: 1.4234, top1_acc/aux0: 0.4847, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1068, loss/aux0: 2.1068 2020-10-23 03:11:57,520 - mmaction - INFO - Epoch [134][60/264] lr: 2.112e-01, eta: 16:40:54, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7549, loss_cls: 2.0102, loss: 2.0102, grad_norm: 1.4230, top1_acc/aux0: 0.4837, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1099, loss/aux0: 2.1099 2020-10-23 03:12:33,981 - mmaction - INFO - Epoch [134][80/264] lr: 2.112e-01, eta: 16:40:00, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5179, top5_acc: 0.7635, loss_cls: 1.9674, loss: 1.9674, grad_norm: 1.3886, top1_acc/aux0: 0.4780, top5_acc/aux0: 0.7347, loss_cls/aux0: 2.1561, loss/aux0: 2.1561 2020-10-23 03:12:34,930 - mmaction - INFO - Epoch [134][80/264] lr: 2.112e-01, eta: 16:40:17, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5179, top5_acc: 0.7635, loss_cls: 1.9674, loss: 1.9674, grad_norm: 1.3858, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7321, loss_cls/aux0: 2.1666, loss/aux0: 2.1666 2020-10-23 03:13:11,623 - mmaction - INFO - Epoch [134][100/264] lr: 2.112e-01, eta: 16:39:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5111, top5_acc: 0.7587, loss_cls: 2.0185, loss: 2.0185, grad_norm: 1.3994, top1_acc/aux0: 0.4795, top5_acc/aux0: 0.7363, loss_cls/aux0: 2.1523, loss/aux0: 2.1523 2020-10-23 03:13:12,577 - mmaction - INFO - Epoch [134][100/264] lr: 2.112e-01, eta: 16:39:40, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5111, top5_acc: 0.7587, loss_cls: 2.0185, loss: 2.0185, grad_norm: 1.4016, top1_acc/aux0: 0.4780, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1527, loss/aux0: 2.1527 2020-10-23 03:13:49,365 - mmaction - INFO - Epoch [134][120/264] lr: 2.112e-01, eta: 16:38:46, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5033, top5_acc: 0.7535, loss_cls: 2.0270, loss: 2.0270, grad_norm: 1.4427, top1_acc/aux0: 0.4780, top5_acc/aux0: 0.7446, loss_cls/aux0: 2.1341, loss/aux0: 2.1341 2020-10-23 03:13:50,295 - mmaction - INFO - Epoch [134][120/264] lr: 2.112e-01, eta: 16:39:04, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.5033, top5_acc: 0.7535, loss_cls: 2.0270, loss: 2.0270, grad_norm: 1.4301, top1_acc/aux0: 0.4811, top5_acc/aux0: 0.7455, loss_cls/aux0: 2.1238, loss/aux0: 2.1238 2020-10-23 03:14:26,868 - mmaction - INFO - Epoch [134][140/264] lr: 2.112e-01, eta: 16:38:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7557, loss_cls: 2.0268, loss: 2.0268, grad_norm: 1.4315, top1_acc/aux0: 0.4764, top5_acc/aux0: 0.7361, loss_cls/aux0: 2.1535, loss/aux0: 2.1535 2020-10-23 03:14:27,812 - mmaction - INFO - Epoch [134][140/264] lr: 2.112e-01, eta: 16:38:27, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7557, loss_cls: 2.0268, loss: 2.0268, grad_norm: 1.4208, top1_acc/aux0: 0.4783, top5_acc/aux0: 0.7361, loss_cls/aux0: 2.1514, loss/aux0: 2.1514 2020-10-23 03:15:04,575 - mmaction - INFO - Epoch [134][160/264] lr: 2.112e-01, eta: 16:37:33, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4962, top5_acc: 0.7484, loss_cls: 2.0645, loss: 2.0645, grad_norm: 1.4193, top1_acc/aux0: 0.4913, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.1217, loss/aux0: 2.1217 2020-10-23 03:15:05,530 - mmaction - INFO - Epoch [134][160/264] lr: 2.112e-01, eta: 16:37:51, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4962, top5_acc: 0.7484, loss_cls: 2.0645, loss: 2.0645, grad_norm: 1.4235, top1_acc/aux0: 0.4873, top5_acc/aux0: 0.7345, loss_cls/aux0: 2.1367, loss/aux0: 2.1367 2020-10-23 03:15:42,213 - mmaction - INFO - Epoch [134][180/264] lr: 2.112e-01, eta: 16:36:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5149, top5_acc: 0.7719, loss_cls: 1.9724, loss: 1.9724, grad_norm: 1.4105, top1_acc/aux0: 0.4717, top5_acc/aux0: 0.7304, loss_cls/aux0: 2.1760, loss/aux0: 2.1760 2020-10-23 03:15:43,140 - mmaction - INFO - Epoch [134][180/264] lr: 2.112e-01, eta: 16:37:14, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5149, top5_acc: 0.7719, loss_cls: 1.9724, loss: 1.9724, grad_norm: 1.4114, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1688, loss/aux0: 2.1688 2020-10-23 03:16:20,026 - mmaction - INFO - Epoch [134][200/264] lr: 2.112e-01, eta: 16:36:21, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7656, loss_cls: 1.9949, loss: 1.9949, grad_norm: 1.3868, top1_acc/aux0: 0.4790, top5_acc/aux0: 0.7384, loss_cls/aux0: 2.1356, loss/aux0: 2.1356 2020-10-23 03:16:20,974 - mmaction - INFO - Epoch [134][200/264] lr: 2.112e-01, eta: 16:36:38, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7656, loss_cls: 1.9949, loss: 1.9949, grad_norm: 1.3868, top1_acc/aux0: 0.4811, top5_acc/aux0: 0.7387, loss_cls/aux0: 2.1273, loss/aux0: 2.1273 2020-10-23 03:16:57,848 - mmaction - INFO - Epoch [134][220/264] lr: 2.112e-01, eta: 16:35:44, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7566, loss_cls: 2.0344, loss: 2.0344, grad_norm: 1.4089, top1_acc/aux0: 0.4670, top5_acc/aux0: 0.7309, loss_cls/aux0: 2.1799, loss/aux0: 2.1799 2020-10-23 03:16:58,787 - mmaction - INFO - Epoch [134][220/264] lr: 2.112e-01, eta: 16:36:02, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7566, loss_cls: 2.0344, loss: 2.0344, grad_norm: 1.4109, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7288, loss_cls/aux0: 2.1870, loss/aux0: 2.1870 2020-10-23 03:17:35,240 - mmaction - INFO - Epoch [134][240/264] lr: 2.112e-01, eta: 16:35:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5040, top5_acc: 0.7582, loss_cls: 2.0303, loss: 2.0303, grad_norm: 1.3920, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1831, loss/aux0: 2.1831 2020-10-23 03:17:36,183 - mmaction - INFO - Epoch [134][240/264] lr: 2.112e-01, eta: 16:35:25, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5040, top5_acc: 0.7582, loss_cls: 2.0303, loss: 2.0303, grad_norm: 1.3926, top1_acc/aux0: 0.4655, top5_acc/aux0: 0.7368, loss_cls/aux0: 2.1822, loss/aux0: 2.1822 2020-10-23 03:18:12,662 - mmaction - INFO - Epoch [134][260/264] lr: 2.112e-01, eta: 16:34:31, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7703, loss_cls: 1.9559, loss: 1.9559, grad_norm: 1.4416, top1_acc/aux0: 0.4688, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.1749, loss/aux0: 2.1749 2020-10-23 03:18:13,601 - mmaction - INFO - Epoch [134][260/264] lr: 2.112e-01, eta: 16:34:48, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7703, loss_cls: 1.9559, loss: 1.9559, grad_norm: 1.4359, top1_acc/aux0: 0.4686, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.1728, loss/aux0: 2.1728 2020-10-23 03:24:23,424 - mmaction - INFO - Epoch [135][20/264] lr: 2.084e-01, eta: 16:33:40, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7606, loss_cls: 2.0233, loss: 2.0233, grad_norm: 1.4034, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7478, loss_cls/aux0: 2.0876, loss/aux0: 2.0876 2020-10-23 03:24:24,402 - mmaction - INFO - Epoch [135][20/264] lr: 2.084e-01, eta: 16:33:57, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7606, loss_cls: 2.0233, loss: 2.0233, grad_norm: 1.4012, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.0932, loss/aux0: 2.0932 2020-10-23 03:25:00,601 - mmaction - INFO - Epoch [135][40/264] lr: 2.084e-01, eta: 16:33:03, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5113, top5_acc: 0.7623, loss_cls: 1.9723, loss: 1.9723, grad_norm: 1.4226, top1_acc/aux0: 0.4861, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1183, loss/aux0: 2.1183 2020-10-23 03:25:01,536 - mmaction - INFO - Epoch [135][40/264] lr: 2.084e-01, eta: 16:33:20, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.5113, top5_acc: 0.7623, loss_cls: 1.9723, loss: 1.9723, grad_norm: 1.4267, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1150, loss/aux0: 2.1150 2020-10-23 03:25:38,052 - mmaction - INFO - Epoch [135][60/264] lr: 2.084e-01, eta: 16:32:26, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5123, top5_acc: 0.7620, loss_cls: 1.9720, loss: 1.9720, grad_norm: 1.4365, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1402, loss/aux0: 2.1402 2020-10-23 03:25:38,982 - mmaction - INFO - Epoch [135][60/264] lr: 2.084e-01, eta: 16:32:43, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5123, top5_acc: 0.7620, loss_cls: 1.9720, loss: 1.9720, grad_norm: 1.4347, top1_acc/aux0: 0.4743, top5_acc/aux0: 0.7384, loss_cls/aux0: 2.1424, loss/aux0: 2.1424 2020-10-23 03:26:15,525 - mmaction - INFO - Epoch [135][80/264] lr: 2.084e-01, eta: 16:31:49, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5050, top5_acc: 0.7521, loss_cls: 2.0273, loss: 2.0273, grad_norm: 1.4266, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.1998, loss/aux0: 2.1998 2020-10-23 03:26:16,469 - mmaction - INFO - Epoch [135][80/264] lr: 2.084e-01, eta: 16:32:06, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5050, top5_acc: 0.7521, loss_cls: 2.0273, loss: 2.0273, grad_norm: 1.4281, top1_acc/aux0: 0.4720, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.1916, loss/aux0: 2.1916 2020-10-23 03:26:52,983 - mmaction - INFO - Epoch [135][100/264] lr: 2.084e-01, eta: 16:31:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5132, top5_acc: 0.7689, loss_cls: 1.9926, loss: 1.9926, grad_norm: 1.4169, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1573, loss/aux0: 2.1573 2020-10-23 03:26:53,970 - mmaction - INFO - Epoch [135][100/264] lr: 2.084e-01, eta: 16:31:30, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5132, top5_acc: 0.7689, loss_cls: 1.9926, loss: 1.9926, grad_norm: 1.4156, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1608, loss/aux0: 2.1608 2020-10-23 03:27:30,656 - mmaction - INFO - Epoch [135][120/264] lr: 2.084e-01, eta: 16:30:36, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7715, loss_cls: 1.9409, loss: 1.9409, grad_norm: 1.3967, top1_acc/aux0: 0.4821, top5_acc/aux0: 0.7429, loss_cls/aux0: 2.1065, loss/aux0: 2.1065 2020-10-23 03:27:31,589 - mmaction - INFO - Epoch [135][120/264] lr: 2.084e-01, eta: 16:30:53, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7715, loss_cls: 1.9409, loss: 1.9409, grad_norm: 1.4006, top1_acc/aux0: 0.4814, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1105, loss/aux0: 2.1105 2020-10-23 03:28:08,221 - mmaction - INFO - Epoch [135][140/264] lr: 2.084e-01, eta: 16:30:00, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7550, loss_cls: 2.0283, loss: 2.0283, grad_norm: 1.4167, top1_acc/aux0: 0.4861, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1232, loss/aux0: 2.1232 2020-10-23 03:28:09,164 - mmaction - INFO - Epoch [135][140/264] lr: 2.084e-01, eta: 16:30:17, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7550, loss_cls: 2.0283, loss: 2.0283, grad_norm: 1.4143, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7335, loss_cls/aux0: 2.1247, loss/aux0: 2.1247 2020-10-23 03:28:45,849 - mmaction - INFO - Epoch [135][160/264] lr: 2.084e-01, eta: 16:29:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7644, loss_cls: 1.9894, loss: 1.9894, grad_norm: 1.3891, top1_acc/aux0: 0.4832, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.1648, loss/aux0: 2.1648 2020-10-23 03:28:46,781 - mmaction - INFO - Epoch [135][160/264] lr: 2.084e-01, eta: 16:29:40, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7644, loss_cls: 1.9894, loss: 1.9894, grad_norm: 1.3963, top1_acc/aux0: 0.4819, top5_acc/aux0: 0.7283, loss_cls/aux0: 2.1650, loss/aux0: 2.1650 2020-10-23 03:29:23,478 - mmaction - INFO - Epoch [135][180/264] lr: 2.084e-01, eta: 16:28:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7674, loss_cls: 1.9759, loss: 1.9759, grad_norm: 1.4061, top1_acc/aux0: 0.4632, top5_acc/aux0: 0.7290, loss_cls/aux0: 2.1917, loss/aux0: 2.1917 2020-10-23 03:29:24,449 - mmaction - INFO - Epoch [135][180/264] lr: 2.084e-01, eta: 16:29:04, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7674, loss_cls: 1.9759, loss: 1.9759, grad_norm: 1.4045, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7290, loss_cls/aux0: 2.1876, loss/aux0: 2.1876 2020-10-23 03:30:00,883 - mmaction - INFO - Epoch [135][200/264] lr: 2.084e-01, eta: 16:28:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7561, loss_cls: 2.0279, loss: 2.0279, grad_norm: 1.4219, top1_acc/aux0: 0.4668, top5_acc/aux0: 0.7410, loss_cls/aux0: 2.1693, loss/aux0: 2.1693 2020-10-23 03:30:01,819 - mmaction - INFO - Epoch [135][200/264] lr: 2.084e-01, eta: 16:28:27, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7561, loss_cls: 2.0279, loss: 2.0279, grad_norm: 1.4177, top1_acc/aux0: 0.4660, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1736, loss/aux0: 2.1736 2020-10-23 03:30:38,426 - mmaction - INFO - Epoch [135][220/264] lr: 2.084e-01, eta: 16:27:33, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7563, loss_cls: 2.0404, loss: 2.0404, grad_norm: 1.3791, top1_acc/aux0: 0.4731, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1618, loss/aux0: 2.1618 2020-10-23 03:30:39,365 - mmaction - INFO - Epoch [135][220/264] lr: 2.084e-01, eta: 16:27:50, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7563, loss_cls: 2.0404, loss: 2.0404, grad_norm: 1.3882, top1_acc/aux0: 0.4712, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.1717, loss/aux0: 2.1717 2020-10-23 03:31:15,769 - mmaction - INFO - Epoch [135][240/264] lr: 2.084e-01, eta: 16:26:56, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7592, loss_cls: 2.0228, loss: 2.0228, grad_norm: 1.4141, top1_acc/aux0: 0.4793, top5_acc/aux0: 0.7446, loss_cls/aux0: 2.1222, loss/aux0: 2.1222 2020-10-23 03:31:16,731 - mmaction - INFO - Epoch [135][240/264] lr: 2.084e-01, eta: 16:27:13, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7592, loss_cls: 2.0228, loss: 2.0228, grad_norm: 1.4178, top1_acc/aux0: 0.4819, top5_acc/aux0: 0.7486, loss_cls/aux0: 2.1051, loss/aux0: 2.1051 2020-10-23 03:31:53,227 - mmaction - INFO - Epoch [135][260/264] lr: 2.084e-01, eta: 16:26:19, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5118, top5_acc: 0.7590, loss_cls: 2.0137, loss: 2.0137, grad_norm: 1.4390, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7392, loss_cls/aux0: 2.1150, loss/aux0: 2.1150 2020-10-23 03:31:54,151 - mmaction - INFO - Epoch [135][260/264] lr: 2.084e-01, eta: 16:26:36, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5118, top5_acc: 0.7590, loss_cls: 2.0137, loss: 2.0137, grad_norm: 1.4401, top1_acc/aux0: 0.4866, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.1194, loss/aux0: 2.1194 2020-10-23 03:37:36,822 - mmaction - INFO - Epoch [136][20/264] lr: 2.057e-01, eta: 16:25:28, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5196, top5_acc: 0.7672, loss_cls: 1.9509, loss: 1.9509, grad_norm: 1.4284, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7454, loss_cls/aux0: 2.1195, loss/aux0: 2.1195 2020-10-23 03:37:37,767 - mmaction - INFO - Epoch [136][20/264] lr: 2.057e-01, eta: 16:25:45, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5196, top5_acc: 0.7672, loss_cls: 1.9509, loss: 1.9509, grad_norm: 1.4319, top1_acc/aux0: 0.4778, top5_acc/aux0: 0.7436, loss_cls/aux0: 2.1240, loss/aux0: 2.1240 2020-10-23 03:38:14,144 - mmaction - INFO - Epoch [136][40/264] lr: 2.057e-01, eta: 16:24:51, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5222, top5_acc: 0.7731, loss_cls: 1.9323, loss: 1.9323, grad_norm: 1.4256, top1_acc/aux0: 0.4830, top5_acc/aux0: 0.7351, loss_cls/aux0: 2.1246, loss/aux0: 2.1246 2020-10-23 03:38:15,082 - mmaction - INFO - Epoch [136][40/264] lr: 2.057e-01, eta: 16:25:08, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.5222, top5_acc: 0.7731, loss_cls: 1.9323, loss: 1.9323, grad_norm: 1.4285, top1_acc/aux0: 0.4830, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1275, loss/aux0: 2.1275 2020-10-23 03:38:51,736 - mmaction - INFO - Epoch [136][60/264] lr: 2.057e-01, eta: 16:24:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5102, top5_acc: 0.7675, loss_cls: 1.9688, loss: 1.9688, grad_norm: 1.4286, top1_acc/aux0: 0.4785, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1350, loss/aux0: 2.1350 2020-10-23 03:38:52,667 - mmaction - INFO - Epoch [136][60/264] lr: 2.057e-01, eta: 16:24:31, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5102, top5_acc: 0.7675, loss_cls: 1.9688, loss: 1.9688, grad_norm: 1.4268, top1_acc/aux0: 0.4811, top5_acc/aux0: 0.7450, loss_cls/aux0: 2.1220, loss/aux0: 2.1220 2020-10-23 03:39:29,141 - mmaction - INFO - Epoch [136][80/264] lr: 2.057e-01, eta: 16:23:38, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7651, loss_cls: 1.9637, loss: 1.9637, grad_norm: 1.4107, top1_acc/aux0: 0.4863, top5_acc/aux0: 0.7366, loss_cls/aux0: 2.1358, loss/aux0: 2.1358 2020-10-23 03:39:30,112 - mmaction - INFO - Epoch [136][80/264] lr: 2.057e-01, eta: 16:23:55, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7651, loss_cls: 1.9637, loss: 1.9637, grad_norm: 1.4102, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7342, loss_cls/aux0: 2.1372, loss/aux0: 2.1372 2020-10-23 03:40:06,571 - mmaction - INFO - Epoch [136][100/264] lr: 2.057e-01, eta: 16:23:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5095, top5_acc: 0.7590, loss_cls: 1.9920, loss: 1.9920, grad_norm: 1.4402, top1_acc/aux0: 0.4962, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.0993, loss/aux0: 2.0993 2020-10-23 03:40:07,510 - mmaction - INFO - Epoch [136][100/264] lr: 2.057e-01, eta: 16:23:18, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5095, top5_acc: 0.7590, loss_cls: 1.9920, loss: 1.9920, grad_norm: 1.4420, top1_acc/aux0: 0.4934, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1161, loss/aux0: 2.1161 2020-10-23 03:40:44,638 - mmaction - INFO - Epoch [136][120/264] lr: 2.057e-01, eta: 16:22:25, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7628, loss_cls: 2.0014, loss: 2.0014, grad_norm: 1.4228, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7300, loss_cls/aux0: 2.1817, loss/aux0: 2.1817 2020-10-23 03:40:45,625 - mmaction - INFO - Epoch [136][120/264] lr: 2.057e-01, eta: 16:22:42, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7628, loss_cls: 2.0014, loss: 2.0014, grad_norm: 1.4207, top1_acc/aux0: 0.4762, top5_acc/aux0: 0.7337, loss_cls/aux0: 2.1625, loss/aux0: 2.1625 2020-10-23 03:41:22,403 - mmaction - INFO - Epoch [136][140/264] lr: 2.057e-01, eta: 16:21:49, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5024, top5_acc: 0.7550, loss_cls: 2.0436, loss: 2.0436, grad_norm: 1.4386, top1_acc/aux0: 0.4887, top5_acc/aux0: 0.7368, loss_cls/aux0: 2.1229, loss/aux0: 2.1229 2020-10-23 03:41:23,328 - mmaction - INFO - Epoch [136][140/264] lr: 2.057e-01, eta: 16:22:05, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5024, top5_acc: 0.7550, loss_cls: 2.0436, loss: 2.0436, grad_norm: 1.4362, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7351, loss_cls/aux0: 2.1268, loss/aux0: 2.1268 2020-10-23 03:41:59,833 - mmaction - INFO - Epoch [136][160/264] lr: 2.057e-01, eta: 16:21:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7616, loss_cls: 2.0128, loss: 2.0128, grad_norm: 1.4227, top1_acc/aux0: 0.4764, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1406, loss/aux0: 2.1406 2020-10-23 03:42:00,805 - mmaction - INFO - Epoch [136][160/264] lr: 2.057e-01, eta: 16:21:29, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7616, loss_cls: 2.0128, loss: 2.0128, grad_norm: 1.4280, top1_acc/aux0: 0.4748, top5_acc/aux0: 0.7361, loss_cls/aux0: 2.1435, loss/aux0: 2.1435 2020-10-23 03:42:37,387 - mmaction - INFO - Epoch [136][180/264] lr: 2.057e-01, eta: 16:20:35, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5153, top5_acc: 0.7642, loss_cls: 1.9967, loss: 1.9967, grad_norm: 1.4309, top1_acc/aux0: 0.4769, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1425, loss/aux0: 2.1425 2020-10-23 03:42:38,328 - mmaction - INFO - Epoch [136][180/264] lr: 2.057e-01, eta: 16:20:52, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5153, top5_acc: 0.7642, loss_cls: 1.9967, loss: 1.9967, grad_norm: 1.4233, top1_acc/aux0: 0.4778, top5_acc/aux0: 0.7420, loss_cls/aux0: 2.1401, loss/aux0: 2.1401 2020-10-23 03:43:15,002 - mmaction - INFO - Epoch [136][200/264] lr: 2.057e-01, eta: 16:19:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5080, top5_acc: 0.7625, loss_cls: 1.9937, loss: 1.9937, grad_norm: 1.4430, top1_acc/aux0: 0.4757, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1260, loss/aux0: 2.1260 2020-10-23 03:43:15,932 - mmaction - INFO - Epoch [136][200/264] lr: 2.057e-01, eta: 16:20:15, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5080, top5_acc: 0.7625, loss_cls: 1.9937, loss: 1.9937, grad_norm: 1.4483, top1_acc/aux0: 0.4741, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1345, loss/aux0: 2.1345 2020-10-23 03:43:52,617 - mmaction - INFO - Epoch [136][220/264] lr: 2.057e-01, eta: 16:19:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5142, top5_acc: 0.7684, loss_cls: 1.9683, loss: 1.9683, grad_norm: 1.4453, top1_acc/aux0: 0.4809, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1338, loss/aux0: 2.1338 2020-10-23 03:43:53,579 - mmaction - INFO - Epoch [136][220/264] lr: 2.057e-01, eta: 16:19:39, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5142, top5_acc: 0.7684, loss_cls: 1.9683, loss: 1.9683, grad_norm: 1.4454, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1307, loss/aux0: 2.1307 2020-10-23 03:44:30,140 - mmaction - INFO - Epoch [136][240/264] lr: 2.057e-01, eta: 16:18:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5149, top5_acc: 0.7727, loss_cls: 1.9711, loss: 1.9711, grad_norm: 1.4398, top1_acc/aux0: 0.4785, top5_acc/aux0: 0.7274, loss_cls/aux0: 2.1683, loss/aux0: 2.1683 2020-10-23 03:44:31,087 - mmaction - INFO - Epoch [136][240/264] lr: 2.057e-01, eta: 16:19:02, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5149, top5_acc: 0.7727, loss_cls: 1.9711, loss: 1.9711, grad_norm: 1.4352, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.1533, loss/aux0: 2.1533 2020-10-23 03:45:07,621 - mmaction - INFO - Epoch [136][260/264] lr: 2.057e-01, eta: 16:18:09, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7630, loss_cls: 2.0111, loss: 2.0111, grad_norm: 1.4246, top1_acc/aux0: 0.4830, top5_acc/aux0: 0.7450, loss_cls/aux0: 2.1179, loss/aux0: 2.1179 2020-10-23 03:45:08,540 - mmaction - INFO - Epoch [136][260/264] lr: 2.057e-01, eta: 16:18:25, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7630, loss_cls: 2.0111, loss: 2.0111, grad_norm: 1.4236, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7446, loss_cls/aux0: 2.1238, loss/aux0: 2.1238 2020-10-23 03:47:00,428 - mmaction - INFO - Saving checkpoint at 136 epochs 2020-10-23 03:48:37,490 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 03:48:37,612 - mmaction - INFO - top1_acc 0.6023 top5_acc 0.8359 2020-10-23 03:48:37,612 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 03:48:37,654 - mmaction - INFO - mean_acc 0.6024 2020-10-23 03:48:37,655 - mmaction - INFO - Now best checkpoint is epoch_136.pth 2020-10-23 03:48:37,661 - mmaction - INFO - Epoch(val) [136][264] top1_acc: 0.6023, top5_acc: 0.8359, mean_class_accuracy: 0.6024 2020-10-23 03:52:29,712 - mmaction - INFO - Epoch [137][20/264] lr: 2.029e-01, eta: 16:17:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5179, top5_acc: 0.7684, loss_cls: 1.9410, loss: 1.9410, grad_norm: 1.4049, top1_acc/aux0: 0.4803, top5_acc/aux0: 0.7394, loss_cls/aux0: 2.1175, loss/aux0: 2.1175 2020-10-23 03:52:30,648 - mmaction - INFO - Epoch [137][20/264] lr: 2.029e-01, eta: 16:17:35, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5179, top5_acc: 0.7684, loss_cls: 1.9410, loss: 1.9410, grad_norm: 1.4099, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7405, loss_cls/aux0: 2.1187, loss/aux0: 2.1187 2020-10-23 03:53:07,124 - mmaction - INFO - Epoch [137][40/264] lr: 2.029e-01, eta: 16:16:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7760, loss_cls: 1.9165, loss: 1.9165, grad_norm: 1.4127, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7399, loss_cls/aux0: 2.1163, loss/aux0: 2.1163 2020-10-23 03:53:08,038 - mmaction - INFO - Epoch [137][40/264] lr: 2.029e-01, eta: 16:16:58, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7760, loss_cls: 1.9165, loss: 1.9165, grad_norm: 1.4072, top1_acc/aux0: 0.4889, top5_acc/aux0: 0.7403, loss_cls/aux0: 2.1107, loss/aux0: 2.1107 2020-10-23 03:53:44,581 - mmaction - INFO - Epoch [137][60/264] lr: 2.029e-01, eta: 16:16:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5172, top5_acc: 0.7623, loss_cls: 1.9917, loss: 1.9917, grad_norm: 1.4226, top1_acc/aux0: 0.4806, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1372, loss/aux0: 2.1372 2020-10-23 03:53:45,515 - mmaction - INFO - Epoch [137][60/264] lr: 2.029e-01, eta: 16:16:21, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5172, top5_acc: 0.7623, loss_cls: 1.9917, loss: 1.9917, grad_norm: 1.4306, top1_acc/aux0: 0.4788, top5_acc/aux0: 0.7361, loss_cls/aux0: 2.1484, loss/aux0: 2.1484 2020-10-23 03:54:22,074 - mmaction - INFO - Epoch [137][80/264] lr: 2.029e-01, eta: 16:15:28, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5196, top5_acc: 0.7668, loss_cls: 1.9472, loss: 1.9472, grad_norm: 1.4409, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.0740, loss/aux0: 2.0740 2020-10-23 03:54:23,013 - mmaction - INFO - Epoch [137][80/264] lr: 2.029e-01, eta: 16:15:44, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5196, top5_acc: 0.7668, loss_cls: 1.9472, loss: 1.9472, grad_norm: 1.4465, top1_acc/aux0: 0.4983, top5_acc/aux0: 0.7413, loss_cls/aux0: 2.0787, loss/aux0: 2.0787 2020-10-23 03:54:59,744 - mmaction - INFO - Epoch [137][100/264] lr: 2.029e-01, eta: 16:14:52, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7649, loss_cls: 1.9972, loss: 1.9972, grad_norm: 1.4400, top1_acc/aux0: 0.4957, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1172, loss/aux0: 2.1172 2020-10-23 03:55:00,690 - mmaction - INFO - Epoch [137][100/264] lr: 2.029e-01, eta: 16:15:08, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7649, loss_cls: 1.9972, loss: 1.9972, grad_norm: 1.4376, top1_acc/aux0: 0.4965, top5_acc/aux0: 0.7481, loss_cls/aux0: 2.1105, loss/aux0: 2.1105 2020-10-23 03:55:37,398 - mmaction - INFO - Epoch [137][120/264] lr: 2.029e-01, eta: 16:14:15, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5137, top5_acc: 0.7635, loss_cls: 1.9912, loss: 1.9912, grad_norm: 1.4150, top1_acc/aux0: 0.4793, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1382, loss/aux0: 2.1382 2020-10-23 03:55:38,349 - mmaction - INFO - Epoch [137][120/264] lr: 2.029e-01, eta: 16:14:32, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.5137, top5_acc: 0.7635, loss_cls: 1.9912, loss: 1.9912, grad_norm: 1.4119, top1_acc/aux0: 0.4800, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1332, loss/aux0: 2.1332 2020-10-23 03:56:14,915 - mmaction - INFO - Epoch [137][140/264] lr: 2.029e-01, eta: 16:13:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5181, top5_acc: 0.7604, loss_cls: 2.0128, loss: 2.0128, grad_norm: 1.4079, top1_acc/aux0: 0.4764, top5_acc/aux0: 0.7403, loss_cls/aux0: 2.1488, loss/aux0: 2.1488 2020-10-23 03:56:15,864 - mmaction - INFO - Epoch [137][140/264] lr: 2.029e-01, eta: 16:13:55, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5181, top5_acc: 0.7604, loss_cls: 2.0128, loss: 2.0128, grad_norm: 1.4059, top1_acc/aux0: 0.4762, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.1543, loss/aux0: 2.1543 2020-10-23 03:56:52,324 - mmaction - INFO - Epoch [137][160/264] lr: 2.029e-01, eta: 16:13:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5139, top5_acc: 0.7601, loss_cls: 1.9750, loss: 1.9750, grad_norm: 1.4177, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7415, loss_cls/aux0: 2.1308, loss/aux0: 2.1308 2020-10-23 03:56:53,254 - mmaction - INFO - Epoch [137][160/264] lr: 2.029e-01, eta: 16:13:19, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5139, top5_acc: 0.7601, loss_cls: 1.9750, loss: 1.9750, grad_norm: 1.4181, top1_acc/aux0: 0.4816, top5_acc/aux0: 0.7389, loss_cls/aux0: 2.1293, loss/aux0: 2.1293 2020-10-23 03:57:29,966 - mmaction - INFO - Epoch [137][180/264] lr: 2.029e-01, eta: 16:12:26, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5226, top5_acc: 0.7684, loss_cls: 1.9543, loss: 1.9543, grad_norm: 1.3919, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1341, loss/aux0: 2.1341 2020-10-23 03:57:30,903 - mmaction - INFO - Epoch [137][180/264] lr: 2.029e-01, eta: 16:12:42, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5226, top5_acc: 0.7684, loss_cls: 1.9543, loss: 1.9543, grad_norm: 1.3982, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7363, loss_cls/aux0: 2.1382, loss/aux0: 2.1382 2020-10-23 03:58:07,613 - mmaction - INFO - Epoch [137][200/264] lr: 2.029e-01, eta: 16:11:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5165, top5_acc: 0.7656, loss_cls: 1.9649, loss: 1.9649, grad_norm: 1.4468, top1_acc/aux0: 0.4840, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1233, loss/aux0: 2.1233 2020-10-23 03:58:08,545 - mmaction - INFO - Epoch [137][200/264] lr: 2.029e-01, eta: 16:12:05, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5165, top5_acc: 0.7656, loss_cls: 1.9649, loss: 1.9649, grad_norm: 1.4502, top1_acc/aux0: 0.4847, top5_acc/aux0: 0.7394, loss_cls/aux0: 2.1244, loss/aux0: 2.1244 2020-10-23 03:58:45,367 - mmaction - INFO - Epoch [137][220/264] lr: 2.029e-01, eta: 16:11:13, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7674, loss_cls: 1.9835, loss: 1.9835, grad_norm: 1.4078, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1267, loss/aux0: 2.1267 2020-10-23 03:58:46,309 - mmaction - INFO - Epoch [137][220/264] lr: 2.029e-01, eta: 16:11:29, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7674, loss_cls: 1.9835, loss: 1.9835, grad_norm: 1.4072, top1_acc/aux0: 0.4835, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1208, loss/aux0: 2.1208 2020-10-23 03:59:23,091 - mmaction - INFO - Epoch [137][240/264] lr: 2.029e-01, eta: 16:10:36, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5137, top5_acc: 0.7538, loss_cls: 2.0353, loss: 2.0353, grad_norm: 1.4237, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1412, loss/aux0: 2.1412 2020-10-23 03:59:24,042 - mmaction - INFO - Epoch [137][240/264] lr: 2.029e-01, eta: 16:10:53, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5137, top5_acc: 0.7538, loss_cls: 2.0353, loss: 2.0353, grad_norm: 1.4207, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1391, loss/aux0: 2.1391 2020-10-23 04:00:00,403 - mmaction - INFO - Epoch [137][260/264] lr: 2.029e-01, eta: 16:10:00, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5033, top5_acc: 0.7580, loss_cls: 2.0341, loss: 2.0341, grad_norm: 1.4142, top1_acc/aux0: 0.4825, top5_acc/aux0: 0.7340, loss_cls/aux0: 2.1162, loss/aux0: 2.1162 2020-10-23 04:00:01,323 - mmaction - INFO - Epoch [137][260/264] lr: 2.029e-01, eta: 16:10:16, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.5033, top5_acc: 0.7580, loss_cls: 2.0341, loss: 2.0341, grad_norm: 1.4164, top1_acc/aux0: 0.4813, top5_acc/aux0: 0.7361, loss_cls/aux0: 2.1133, loss/aux0: 2.1133 2020-10-23 04:05:59,473 - mmaction - INFO - Epoch [138][20/264] lr: 2.002e-01, eta: 16:09:09, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5179, top5_acc: 0.7675, loss_cls: 1.9479, loss: 1.9479, grad_norm: 1.4466, top1_acc/aux0: 0.4887, top5_acc/aux0: 0.7436, loss_cls/aux0: 2.1042, loss/aux0: 2.1042 2020-10-23 04:06:00,433 - mmaction - INFO - Epoch [138][20/264] lr: 2.002e-01, eta: 16:09:25, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5179, top5_acc: 0.7675, loss_cls: 1.9479, loss: 1.9479, grad_norm: 1.4511, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.1067, loss/aux0: 2.1067 2020-10-23 04:06:36,839 - mmaction - INFO - Epoch [138][40/264] lr: 2.002e-01, eta: 16:08:32, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5300, top5_acc: 0.7694, loss_cls: 1.9521, loss: 1.9521, grad_norm: 1.4257, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1163, loss/aux0: 2.1163 2020-10-23 04:06:37,834 - mmaction - INFO - Epoch [138][40/264] lr: 2.002e-01, eta: 16:08:48, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5300, top5_acc: 0.7694, loss_cls: 1.9521, loss: 1.9521, grad_norm: 1.4203, top1_acc/aux0: 0.4856, top5_acc/aux0: 0.7441, loss_cls/aux0: 2.1073, loss/aux0: 2.1073 2020-10-23 04:07:14,357 - mmaction - INFO - Epoch [138][60/264] lr: 2.002e-01, eta: 16:07:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7727, loss_cls: 1.9590, loss: 1.9590, grad_norm: 1.4308, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7470, loss_cls/aux0: 2.0479, loss/aux0: 2.0479 2020-10-23 04:07:15,282 - mmaction - INFO - Epoch [138][60/264] lr: 2.002e-01, eta: 16:08:11, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7727, loss_cls: 1.9590, loss: 1.9590, grad_norm: 1.4288, top1_acc/aux0: 0.4965, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.0518, loss/aux0: 2.0518 2020-10-23 04:07:51,826 - mmaction - INFO - Epoch [138][80/264] lr: 2.002e-01, eta: 16:07:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7582, loss_cls: 2.0129, loss: 2.0129, grad_norm: 1.4156, top1_acc/aux0: 0.4889, top5_acc/aux0: 0.7470, loss_cls/aux0: 2.0863, loss/aux0: 2.0863 2020-10-23 04:07:52,768 - mmaction - INFO - Epoch [138][80/264] lr: 2.002e-01, eta: 16:07:35, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7582, loss_cls: 2.0129, loss: 2.0129, grad_norm: 1.4160, top1_acc/aux0: 0.4882, top5_acc/aux0: 0.7483, loss_cls/aux0: 2.0826, loss/aux0: 2.0826 2020-10-23 04:08:29,692 - mmaction - INFO - Epoch [138][100/264] lr: 2.002e-01, eta: 16:06:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5233, top5_acc: 0.7710, loss_cls: 1.9349, loss: 1.9349, grad_norm: 1.4327, top1_acc/aux0: 0.5019, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0414, loss/aux0: 2.0414 2020-10-23 04:08:30,647 - mmaction - INFO - Epoch [138][100/264] lr: 2.002e-01, eta: 16:06:58, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5233, top5_acc: 0.7710, loss_cls: 1.9349, loss: 1.9349, grad_norm: 1.4295, top1_acc/aux0: 0.5045, top5_acc/aux0: 0.7554, loss_cls/aux0: 2.0381, loss/aux0: 2.0381 2020-10-23 04:09:07,381 - mmaction - INFO - Epoch [138][120/264] lr: 2.002e-01, eta: 16:06:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5165, top5_acc: 0.7601, loss_cls: 1.9839, loss: 1.9839, grad_norm: 1.4480, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1144, loss/aux0: 2.1144 2020-10-23 04:09:08,317 - mmaction - INFO - Epoch [138][120/264] lr: 2.002e-01, eta: 16:06:22, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5165, top5_acc: 0.7601, loss_cls: 1.9839, loss: 1.9839, grad_norm: 1.4518, top1_acc/aux0: 0.4832, top5_acc/aux0: 0.7394, loss_cls/aux0: 2.1259, loss/aux0: 2.1259 2020-10-23 04:09:44,921 - mmaction - INFO - Epoch [138][140/264] lr: 2.002e-01, eta: 16:05:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7637, loss_cls: 1.9695, loss: 1.9695, grad_norm: 1.4502, top1_acc/aux0: 0.4793, top5_acc/aux0: 0.7394, loss_cls/aux0: 2.1230, loss/aux0: 2.1230 2020-10-23 04:09:45,855 - mmaction - INFO - Epoch [138][140/264] lr: 2.002e-01, eta: 16:05:45, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7637, loss_cls: 1.9695, loss: 1.9695, grad_norm: 1.4598, top1_acc/aux0: 0.4769, top5_acc/aux0: 0.7366, loss_cls/aux0: 2.1340, loss/aux0: 2.1340 2020-10-23 04:10:22,585 - mmaction - INFO - Epoch [138][160/264] lr: 2.002e-01, eta: 16:04:52, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7557, loss_cls: 2.0282, loss: 2.0282, grad_norm: 1.4451, top1_acc/aux0: 0.4861, top5_acc/aux0: 0.7373, loss_cls/aux0: 2.1278, loss/aux0: 2.1278 2020-10-23 04:10:23,528 - mmaction - INFO - Epoch [138][160/264] lr: 2.002e-01, eta: 16:05:08, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7557, loss_cls: 2.0282, loss: 2.0282, grad_norm: 1.4414, top1_acc/aux0: 0.4868, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1219, loss/aux0: 2.1219 2020-10-23 04:11:00,037 - mmaction - INFO - Epoch [138][180/264] lr: 2.002e-01, eta: 16:04:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4939, top5_acc: 0.7561, loss_cls: 2.0637, loss: 2.0637, grad_norm: 1.4716, top1_acc/aux0: 0.4830, top5_acc/aux0: 0.7450, loss_cls/aux0: 2.1158, loss/aux0: 2.1158 2020-10-23 04:11:01,025 - mmaction - INFO - Epoch [138][180/264] lr: 2.002e-01, eta: 16:04:32, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.4939, top5_acc: 0.7561, loss_cls: 2.0637, loss: 2.0637, grad_norm: 1.4752, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7431, loss_cls/aux0: 2.1179, loss/aux0: 2.1179 2020-10-23 04:11:37,782 - mmaction - INFO - Epoch [138][200/264] lr: 2.002e-01, eta: 16:03:39, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5075, top5_acc: 0.7587, loss_cls: 1.9993, loss: 1.9993, grad_norm: 1.4337, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1522, loss/aux0: 2.1522 2020-10-23 04:11:38,720 - mmaction - INFO - Epoch [138][200/264] lr: 2.002e-01, eta: 16:03:55, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5075, top5_acc: 0.7587, loss_cls: 1.9993, loss: 1.9993, grad_norm: 1.4362, top1_acc/aux0: 0.4821, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1464, loss/aux0: 2.1464 2020-10-23 04:12:15,464 - mmaction - INFO - Epoch [138][220/264] lr: 2.002e-01, eta: 16:03:03, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7535, loss_cls: 2.0348, loss: 2.0348, grad_norm: 1.4431, top1_acc/aux0: 0.4696, top5_acc/aux0: 0.7311, loss_cls/aux0: 2.1693, loss/aux0: 2.1693 2020-10-23 04:12:16,418 - mmaction - INFO - Epoch [138][220/264] lr: 2.002e-01, eta: 16:03:19, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.5035, top5_acc: 0.7535, loss_cls: 2.0348, loss: 2.0348, grad_norm: 1.4484, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7295, loss_cls/aux0: 2.1739, loss/aux0: 2.1739 2020-10-23 04:12:52,936 - mmaction - INFO - Epoch [138][240/264] lr: 2.002e-01, eta: 16:02:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5198, top5_acc: 0.7604, loss_cls: 1.9828, loss: 1.9828, grad_norm: 1.4149, top1_acc/aux0: 0.4910, top5_acc/aux0: 0.7517, loss_cls/aux0: 2.0885, loss/aux0: 2.0885 2020-10-23 04:12:53,884 - mmaction - INFO - Epoch [138][240/264] lr: 2.002e-01, eta: 16:02:42, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5198, top5_acc: 0.7604, loss_cls: 1.9828, loss: 1.9828, grad_norm: 1.4220, top1_acc/aux0: 0.4910, top5_acc/aux0: 0.7514, loss_cls/aux0: 2.0904, loss/aux0: 2.0904 2020-10-23 04:13:30,536 - mmaction - INFO - Epoch [138][260/264] lr: 2.002e-01, eta: 16:01:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4976, top5_acc: 0.7552, loss_cls: 2.0578, loss: 2.0578, grad_norm: 1.4384, top1_acc/aux0: 0.4809, top5_acc/aux0: 0.7300, loss_cls/aux0: 2.1492, loss/aux0: 2.1492 2020-10-23 04:13:31,464 - mmaction - INFO - Epoch [138][260/264] lr: 2.002e-01, eta: 16:02:05, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4976, top5_acc: 0.7552, loss_cls: 2.0578, loss: 2.0578, grad_norm: 1.4464, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.1439, loss/aux0: 2.1439 2020-10-23 04:19:10,587 - mmaction - INFO - Epoch [139][20/264] lr: 1.975e-01, eta: 16:00:59, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5153, top5_acc: 0.7729, loss_cls: 1.9704, loss: 1.9704, grad_norm: 1.4438, top1_acc/aux0: 0.4887, top5_acc/aux0: 0.7425, loss_cls/aux0: 2.0990, loss/aux0: 2.0990 2020-10-23 04:19:11,556 - mmaction - INFO - Epoch [139][20/264] lr: 1.975e-01, eta: 16:01:15, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5153, top5_acc: 0.7729, loss_cls: 1.9704, loss: 1.9704, grad_norm: 1.4410, top1_acc/aux0: 0.4908, top5_acc/aux0: 0.7441, loss_cls/aux0: 2.0938, loss/aux0: 2.0938 2020-10-23 04:19:47,963 - mmaction - INFO - Epoch [139][40/264] lr: 1.975e-01, eta: 16:00:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7786, loss_cls: 1.9149, loss: 1.9149, grad_norm: 1.4095, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0493, loss/aux0: 2.0493 2020-10-23 04:19:48,896 - mmaction - INFO - Epoch [139][40/264] lr: 1.975e-01, eta: 16:00:38, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7786, loss_cls: 1.9149, loss: 1.9149, grad_norm: 1.4109, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0566, loss/aux0: 2.0566 2020-10-23 04:20:25,294 - mmaction - INFO - Epoch [139][60/264] lr: 1.975e-01, eta: 15:59:45, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7741, loss_cls: 1.9487, loss: 1.9487, grad_norm: 1.4460, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0769, loss/aux0: 2.0769 2020-10-23 04:20:26,228 - mmaction - INFO - Epoch [139][60/264] lr: 1.975e-01, eta: 16:00:01, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7741, loss_cls: 1.9487, loss: 1.9487, grad_norm: 1.4443, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7530, loss_cls/aux0: 2.0623, loss/aux0: 2.0623 2020-10-23 04:21:02,735 - mmaction - INFO - Epoch [139][80/264] lr: 1.975e-01, eta: 15:59:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7660, loss_cls: 1.9533, loss: 1.9533, grad_norm: 1.4457, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0351, loss/aux0: 2.0351 2020-10-23 04:21:03,682 - mmaction - INFO - Epoch [139][80/264] lr: 1.975e-01, eta: 15:59:24, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7660, loss_cls: 1.9533, loss: 1.9533, grad_norm: 1.4393, top1_acc/aux0: 0.5014, top5_acc/aux0: 0.7530, loss_cls/aux0: 2.0456, loss/aux0: 2.0456 2020-10-23 04:21:40,351 - mmaction - INFO - Epoch [139][100/264] lr: 1.975e-01, eta: 15:58:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5194, top5_acc: 0.7672, loss_cls: 1.9601, loss: 1.9601, grad_norm: 1.4261, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7519, loss_cls/aux0: 2.0496, loss/aux0: 2.0496 2020-10-23 04:21:41,277 - mmaction - INFO - Epoch [139][100/264] lr: 1.975e-01, eta: 15:58:48, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5194, top5_acc: 0.7672, loss_cls: 1.9601, loss: 1.9601, grad_norm: 1.4219, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7524, loss_cls/aux0: 2.0524, loss/aux0: 2.0524 2020-10-23 04:22:17,888 - mmaction - INFO - Epoch [139][120/264] lr: 1.975e-01, eta: 15:57:55, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7575, loss_cls: 1.9955, loss: 1.9955, grad_norm: 1.4568, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7502, loss_cls/aux0: 2.0732, loss/aux0: 2.0732 2020-10-23 04:22:18,864 - mmaction - INFO - Epoch [139][120/264] lr: 1.975e-01, eta: 15:58:11, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7575, loss_cls: 1.9955, loss: 1.9955, grad_norm: 1.4622, top1_acc/aux0: 0.4905, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0791, loss/aux0: 2.0791 2020-10-23 04:22:55,666 - mmaction - INFO - Epoch [139][140/264] lr: 1.975e-01, eta: 15:57:19, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5111, top5_acc: 0.7571, loss_cls: 2.0087, loss: 2.0087, grad_norm: 1.4438, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7300, loss_cls/aux0: 2.1735, loss/aux0: 2.1735 2020-10-23 04:22:56,602 - mmaction - INFO - Epoch [139][140/264] lr: 1.975e-01, eta: 15:57:35, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5111, top5_acc: 0.7571, loss_cls: 2.0087, loss: 2.0087, grad_norm: 1.4464, top1_acc/aux0: 0.4743, top5_acc/aux0: 0.7330, loss_cls/aux0: 2.1667, loss/aux0: 2.1667 2020-10-23 04:23:33,326 - mmaction - INFO - Epoch [139][160/264] lr: 1.975e-01, eta: 15:56:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5269, top5_acc: 0.7700, loss_cls: 1.9555, loss: 1.9555, grad_norm: 1.4392, top1_acc/aux0: 0.4788, top5_acc/aux0: 0.7413, loss_cls/aux0: 2.1390, loss/aux0: 2.1390 2020-10-23 04:23:34,333 - mmaction - INFO - Epoch [139][160/264] lr: 1.975e-01, eta: 15:56:58, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5269, top5_acc: 0.7700, loss_cls: 1.9555, loss: 1.9555, grad_norm: 1.4416, top1_acc/aux0: 0.4780, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1395, loss/aux0: 2.1395 2020-10-23 04:24:11,087 - mmaction - INFO - Epoch [139][180/264] lr: 1.975e-01, eta: 15:56:06, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7569, loss_cls: 2.0302, loss: 2.0302, grad_norm: 1.4380, top1_acc/aux0: 0.4809, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1443, loss/aux0: 2.1443 2020-10-23 04:24:12,038 - mmaction - INFO - Epoch [139][180/264] lr: 1.975e-01, eta: 15:56:22, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7569, loss_cls: 2.0302, loss: 2.0302, grad_norm: 1.4399, top1_acc/aux0: 0.4809, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1465, loss/aux0: 2.1465 2020-10-23 04:24:48,789 - mmaction - INFO - Epoch [139][200/264] lr: 1.975e-01, eta: 15:55:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5168, top5_acc: 0.7622, loss_cls: 1.9961, loss: 1.9961, grad_norm: 1.4399, top1_acc/aux0: 0.4752, top5_acc/aux0: 0.7455, loss_cls/aux0: 2.1200, loss/aux0: 2.1200 2020-10-23 04:24:49,725 - mmaction - INFO - Epoch [139][200/264] lr: 1.975e-01, eta: 15:55:45, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5168, top5_acc: 0.7622, loss_cls: 1.9961, loss: 1.9961, grad_norm: 1.4418, top1_acc/aux0: 0.4774, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1157, loss/aux0: 2.1157 2020-10-23 04:25:26,505 - mmaction - INFO - Epoch [139][220/264] lr: 1.975e-01, eta: 15:54:52, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5116, top5_acc: 0.7568, loss_cls: 1.9862, loss: 1.9862, grad_norm: 1.4554, top1_acc/aux0: 0.4856, top5_acc/aux0: 0.7425, loss_cls/aux0: 2.1134, loss/aux0: 2.1134 2020-10-23 04:25:27,451 - mmaction - INFO - Epoch [139][220/264] lr: 1.975e-01, eta: 15:55:08, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5116, top5_acc: 0.7568, loss_cls: 1.9862, loss: 1.9862, grad_norm: 1.4473, top1_acc/aux0: 0.4851, top5_acc/aux0: 0.7439, loss_cls/aux0: 2.1095, loss/aux0: 2.1095 2020-10-23 04:26:04,069 - mmaction - INFO - Epoch [139][240/264] lr: 1.975e-01, eta: 15:54:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5200, top5_acc: 0.7622, loss_cls: 1.9644, loss: 1.9644, grad_norm: 1.4434, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7363, loss_cls/aux0: 2.1059, loss/aux0: 2.1059 2020-10-23 04:26:05,004 - mmaction - INFO - Epoch [139][240/264] lr: 1.975e-01, eta: 15:54:32, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5200, top5_acc: 0.7622, loss_cls: 1.9644, loss: 1.9644, grad_norm: 1.4517, top1_acc/aux0: 0.4873, top5_acc/aux0: 0.7342, loss_cls/aux0: 2.1121, loss/aux0: 2.1121 2020-10-23 04:26:41,550 - mmaction - INFO - Epoch [139][260/264] lr: 1.975e-01, eta: 15:53:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5087, top5_acc: 0.7644, loss_cls: 1.9942, loss: 1.9942, grad_norm: 1.4261, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7483, loss_cls/aux0: 2.0887, loss/aux0: 2.0887 2020-10-23 04:26:42,472 - mmaction - INFO - Epoch [139][260/264] lr: 1.975e-01, eta: 15:53:55, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5087, top5_acc: 0.7644, loss_cls: 1.9942, loss: 1.9942, grad_norm: 1.4271, top1_acc/aux0: 0.4950, top5_acc/aux0: 0.7493, loss_cls/aux0: 2.0849, loss/aux0: 2.0849 2020-10-23 04:32:42,997 - mmaction - INFO - Epoch [140][20/264] lr: 1.947e-01, eta: 15:52:49, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5118, top5_acc: 0.7675, loss_cls: 1.9563, loss: 1.9563, grad_norm: 1.4460, top1_acc/aux0: 0.4965, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.0942, loss/aux0: 2.0942 2020-10-23 04:32:43,954 - mmaction - INFO - Epoch [140][20/264] lr: 1.947e-01, eta: 15:53:04, time: 0.932, data_time: 0.005, memory: 8466, top1_acc: 0.5118, top5_acc: 0.7675, loss_cls: 1.9563, loss: 1.9563, grad_norm: 1.4413, top1_acc/aux0: 0.4988, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.0859, loss/aux0: 2.0859 2020-10-23 04:33:20,360 - mmaction - INFO - Epoch [140][40/264] lr: 1.947e-01, eta: 15:52:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5134, top5_acc: 0.7601, loss_cls: 1.9957, loss: 1.9957, grad_norm: 1.4741, top1_acc/aux0: 0.5030, top5_acc/aux0: 0.7514, loss_cls/aux0: 2.0582, loss/aux0: 2.0582 2020-10-23 04:33:21,304 - mmaction - INFO - Epoch [140][40/264] lr: 1.947e-01, eta: 15:52:28, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5134, top5_acc: 0.7601, loss_cls: 1.9957, loss: 1.9957, grad_norm: 1.4695, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0617, loss/aux0: 2.0617 2020-10-23 04:33:57,731 - mmaction - INFO - Epoch [140][60/264] lr: 1.947e-01, eta: 15:51:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5215, top5_acc: 0.7615, loss_cls: 1.9607, loss: 1.9607, grad_norm: 1.4576, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7455, loss_cls/aux0: 2.0848, loss/aux0: 2.0848 2020-10-23 04:33:58,673 - mmaction - INFO - Epoch [140][60/264] lr: 1.947e-01, eta: 15:51:51, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5215, top5_acc: 0.7615, loss_cls: 1.9607, loss: 1.9607, grad_norm: 1.4584, top1_acc/aux0: 0.4856, top5_acc/aux0: 0.7457, loss_cls/aux0: 2.0903, loss/aux0: 2.0903 2020-10-23 04:34:35,058 - mmaction - INFO - Epoch [140][80/264] lr: 1.947e-01, eta: 15:50:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7757, loss_cls: 1.9072, loss: 1.9072, grad_norm: 1.4651, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7446, loss_cls/aux0: 2.0862, loss/aux0: 2.0862 2020-10-23 04:34:36,030 - mmaction - INFO - Epoch [140][80/264] lr: 1.947e-01, eta: 15:51:14, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7757, loss_cls: 1.9072, loss: 1.9072, grad_norm: 1.4567, top1_acc/aux0: 0.4934, top5_acc/aux0: 0.7460, loss_cls/aux0: 2.0831, loss/aux0: 2.0831 2020-10-23 04:35:12,637 - mmaction - INFO - Epoch [140][100/264] lr: 1.947e-01, eta: 15:50:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5141, top5_acc: 0.7642, loss_cls: 1.9764, loss: 1.9764, grad_norm: 1.4604, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.1022, loss/aux0: 2.1022 2020-10-23 04:35:13,568 - mmaction - INFO - Epoch [140][100/264] lr: 1.947e-01, eta: 15:50:37, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5141, top5_acc: 0.7642, loss_cls: 1.9764, loss: 1.9764, grad_norm: 1.4629, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7431, loss_cls/aux0: 2.1063, loss/aux0: 2.1063 2020-10-23 04:35:50,243 - mmaction - INFO - Epoch [140][120/264] lr: 1.947e-01, eta: 15:49:45, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7583, loss_cls: 1.9950, loss: 1.9950, grad_norm: 1.4596, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1064, loss/aux0: 2.1064 2020-10-23 04:35:51,172 - mmaction - INFO - Epoch [140][120/264] lr: 1.947e-01, eta: 15:50:01, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7583, loss_cls: 1.9950, loss: 1.9950, grad_norm: 1.4659, top1_acc/aux0: 0.4903, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1031, loss/aux0: 2.1031 2020-10-23 04:36:28,217 - mmaction - INFO - Epoch [140][140/264] lr: 1.947e-01, eta: 15:49:09, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5194, top5_acc: 0.7727, loss_cls: 1.9576, loss: 1.9576, grad_norm: 1.4548, top1_acc/aux0: 0.4986, top5_acc/aux0: 0.7476, loss_cls/aux0: 2.0775, loss/aux0: 2.0775 2020-10-23 04:36:29,185 - mmaction - INFO - Epoch [140][140/264] lr: 1.947e-01, eta: 15:49:24, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.5194, top5_acc: 0.7727, loss_cls: 1.9576, loss: 1.9576, grad_norm: 1.4557, top1_acc/aux0: 0.5007, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.0737, loss/aux0: 2.0737 2020-10-23 04:37:05,790 - mmaction - INFO - Epoch [140][160/264] lr: 1.947e-01, eta: 15:48:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5236, top5_acc: 0.7720, loss_cls: 1.9469, loss: 1.9469, grad_norm: 1.4408, top1_acc/aux0: 0.4858, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1021, loss/aux0: 2.1021 2020-10-23 04:37:06,736 - mmaction - INFO - Epoch [140][160/264] lr: 1.947e-01, eta: 15:48:48, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5236, top5_acc: 0.7720, loss_cls: 1.9469, loss: 1.9469, grad_norm: 1.4445, top1_acc/aux0: 0.4830, top5_acc/aux0: 0.7446, loss_cls/aux0: 2.1075, loss/aux0: 2.1075 2020-10-23 04:37:43,276 - mmaction - INFO - Epoch [140][180/264] lr: 1.947e-01, eta: 15:47:55, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5278, top5_acc: 0.7707, loss_cls: 1.9304, loss: 1.9304, grad_norm: 1.4659, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7321, loss_cls/aux0: 2.1544, loss/aux0: 2.1544 2020-10-23 04:37:44,208 - mmaction - INFO - Epoch [140][180/264] lr: 1.947e-01, eta: 15:48:11, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5278, top5_acc: 0.7707, loss_cls: 1.9304, loss: 1.9304, grad_norm: 1.4605, top1_acc/aux0: 0.4806, top5_acc/aux0: 0.7319, loss_cls/aux0: 2.1544, loss/aux0: 2.1544 2020-10-23 04:38:21,065 - mmaction - INFO - Epoch [140][200/264] lr: 1.947e-01, eta: 15:47:19, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7670, loss_cls: 1.9301, loss: 1.9301, grad_norm: 1.4497, top1_acc/aux0: 0.4910, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.1035, loss/aux0: 2.1035 2020-10-23 04:38:22,019 - mmaction - INFO - Epoch [140][200/264] lr: 1.947e-01, eta: 15:47:34, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7670, loss_cls: 1.9301, loss: 1.9301, grad_norm: 1.4424, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7431, loss_cls/aux0: 2.1019, loss/aux0: 2.1019 2020-10-23 04:38:58,564 - mmaction - INFO - Epoch [140][220/264] lr: 1.947e-01, eta: 15:46:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7554, loss_cls: 2.0137, loss: 2.0137, grad_norm: 1.4905, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7483, loss_cls/aux0: 2.1179, loss/aux0: 2.1179 2020-10-23 04:38:59,494 - mmaction - INFO - Epoch [140][220/264] lr: 1.947e-01, eta: 15:46:58, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7554, loss_cls: 2.0137, loss: 2.0137, grad_norm: 1.4944, top1_acc/aux0: 0.4835, top5_acc/aux0: 0.7470, loss_cls/aux0: 2.1228, loss/aux0: 2.1228 2020-10-23 04:39:36,033 - mmaction - INFO - Epoch [140][240/264] lr: 1.947e-01, eta: 15:46:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5111, top5_acc: 0.7611, loss_cls: 2.0168, loss: 2.0168, grad_norm: 1.4571, top1_acc/aux0: 0.4830, top5_acc/aux0: 0.7436, loss_cls/aux0: 2.1160, loss/aux0: 2.1160 2020-10-23 04:39:36,961 - mmaction - INFO - Epoch [140][240/264] lr: 1.947e-01, eta: 15:46:21, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5111, top5_acc: 0.7611, loss_cls: 2.0168, loss: 2.0168, grad_norm: 1.4541, top1_acc/aux0: 0.4847, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1059, loss/aux0: 2.1059 2020-10-23 04:40:13,821 - mmaction - INFO - Epoch [140][260/264] lr: 1.947e-01, eta: 15:45:29, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7594, loss_cls: 1.9887, loss: 1.9887, grad_norm: 1.4638, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7389, loss_cls/aux0: 2.1036, loss/aux0: 2.1036 2020-10-23 04:40:14,740 - mmaction - INFO - Epoch [140][260/264] lr: 1.947e-01, eta: 15:45:45, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7594, loss_cls: 1.9887, loss: 1.9887, grad_norm: 1.4703, top1_acc/aux0: 0.4840, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1147, loss/aux0: 2.1147 2020-10-23 04:46:16,569 - mmaction - INFO - Epoch [141][20/264] lr: 1.920e-01, eta: 15:44:39, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7717, loss_cls: 1.9310, loss: 1.9310, grad_norm: 1.4183, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0490, loss/aux0: 2.0490 2020-10-23 04:46:17,502 - mmaction - INFO - Epoch [141][20/264] lr: 1.920e-01, eta: 15:44:54, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7717, loss_cls: 1.9310, loss: 1.9310, grad_norm: 1.4237, top1_acc/aux0: 0.4998, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0589, loss/aux0: 2.0589 2020-10-23 04:46:53,865 - mmaction - INFO - Epoch [141][40/264] lr: 1.920e-01, eta: 15:44:02, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5356, top5_acc: 0.7731, loss_cls: 1.9148, loss: 1.9148, grad_norm: 1.4309, top1_acc/aux0: 0.4970, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.0878, loss/aux0: 2.0878 2020-10-23 04:46:54,807 - mmaction - INFO - Epoch [141][40/264] lr: 1.920e-01, eta: 15:44:17, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5356, top5_acc: 0.7731, loss_cls: 1.9148, loss: 1.9148, grad_norm: 1.4289, top1_acc/aux0: 0.4993, top5_acc/aux0: 0.7472, loss_cls/aux0: 2.0728, loss/aux0: 2.0728 2020-10-23 04:47:31,362 - mmaction - INFO - Epoch [141][60/264] lr: 1.920e-01, eta: 15:43:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5238, top5_acc: 0.7670, loss_cls: 1.9392, loss: 1.9392, grad_norm: 1.4659, top1_acc/aux0: 0.4931, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.0909, loss/aux0: 2.0909 2020-10-23 04:47:32,300 - mmaction - INFO - Epoch [141][60/264] lr: 1.920e-01, eta: 15:43:40, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5238, top5_acc: 0.7670, loss_cls: 1.9392, loss: 1.9392, grad_norm: 1.4686, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7351, loss_cls/aux0: 2.0958, loss/aux0: 2.0958 2020-10-23 04:48:09,024 - mmaction - INFO - Epoch [141][80/264] lr: 1.920e-01, eta: 15:42:49, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5175, top5_acc: 0.7653, loss_cls: 1.9955, loss: 1.9955, grad_norm: 1.5010, top1_acc/aux0: 0.4691, top5_acc/aux0: 0.7330, loss_cls/aux0: 2.1658, loss/aux0: 2.1658 2020-10-23 04:48:09,982 - mmaction - INFO - Epoch [141][80/264] lr: 1.920e-01, eta: 15:43:04, time: 0.952, data_time: 0.004, memory: 8466, top1_acc: 0.5175, top5_acc: 0.7653, loss_cls: 1.9955, loss: 1.9955, grad_norm: 1.4941, top1_acc/aux0: 0.4689, top5_acc/aux0: 0.7319, loss_cls/aux0: 2.1771, loss/aux0: 2.1771 2020-10-23 04:48:46,412 - mmaction - INFO - Epoch [141][100/264] lr: 1.920e-01, eta: 15:42:12, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7682, loss_cls: 1.9816, loss: 1.9816, grad_norm: 1.4674, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1482, loss/aux0: 2.1482 2020-10-23 04:48:47,344 - mmaction - INFO - Epoch [141][100/264] lr: 1.920e-01, eta: 15:42:28, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7682, loss_cls: 1.9816, loss: 1.9816, grad_norm: 1.4690, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7363, loss_cls/aux0: 2.1455, loss/aux0: 2.1455 2020-10-23 04:49:24,247 - mmaction - INFO - Epoch [141][120/264] lr: 1.920e-01, eta: 15:41:36, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5252, top5_acc: 0.7667, loss_cls: 1.9509, loss: 1.9509, grad_norm: 1.4424, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1194, loss/aux0: 2.1194 2020-10-23 04:49:25,195 - mmaction - INFO - Epoch [141][120/264] lr: 1.920e-01, eta: 15:41:51, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.5252, top5_acc: 0.7667, loss_cls: 1.9509, loss: 1.9509, grad_norm: 1.4417, top1_acc/aux0: 0.4845, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.1155, loss/aux0: 2.1155 2020-10-23 04:50:01,917 - mmaction - INFO - Epoch [141][140/264] lr: 1.920e-01, eta: 15:40:59, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5134, top5_acc: 0.7616, loss_cls: 1.9976, loss: 1.9976, grad_norm: 1.4675, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7483, loss_cls/aux0: 2.0786, loss/aux0: 2.0786 2020-10-23 04:50:02,867 - mmaction - INFO - Epoch [141][140/264] lr: 1.920e-01, eta: 15:41:15, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5134, top5_acc: 0.7616, loss_cls: 1.9976, loss: 1.9976, grad_norm: 1.4709, top1_acc/aux0: 0.4847, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.0827, loss/aux0: 2.0827 2020-10-23 04:50:39,921 - mmaction - INFO - Epoch [141][160/264] lr: 1.920e-01, eta: 15:40:23, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.5243, top5_acc: 0.7731, loss_cls: 1.9619, loss: 1.9619, grad_norm: 1.4362, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7345, loss_cls/aux0: 2.1360, loss/aux0: 2.1360 2020-10-23 04:50:40,866 - mmaction - INFO - Epoch [141][160/264] lr: 1.920e-01, eta: 15:40:39, time: 0.957, data_time: 0.002, memory: 8466, top1_acc: 0.5243, top5_acc: 0.7731, loss_cls: 1.9619, loss: 1.9619, grad_norm: 1.4307, top1_acc/aux0: 0.4858, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1287, loss/aux0: 2.1287 2020-10-23 04:51:17,371 - mmaction - INFO - Epoch [141][180/264] lr: 1.920e-01, eta: 15:39:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5217, top5_acc: 0.7665, loss_cls: 1.9679, loss: 1.9679, grad_norm: 1.4501, top1_acc/aux0: 0.4950, top5_acc/aux0: 0.7538, loss_cls/aux0: 2.0641, loss/aux0: 2.0641 2020-10-23 04:51:18,338 - mmaction - INFO - Epoch [141][180/264] lr: 1.920e-01, eta: 15:40:02, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5217, top5_acc: 0.7665, loss_cls: 1.9679, loss: 1.9679, grad_norm: 1.4572, top1_acc/aux0: 0.4931, top5_acc/aux0: 0.7530, loss_cls/aux0: 2.0782, loss/aux0: 2.0782 2020-10-23 04:51:54,886 - mmaction - INFO - Epoch [141][200/264] lr: 1.920e-01, eta: 15:39:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5186, top5_acc: 0.7601, loss_cls: 1.9920, loss: 1.9920, grad_norm: 1.4615, top1_acc/aux0: 0.4894, top5_acc/aux0: 0.7358, loss_cls/aux0: 2.0965, loss/aux0: 2.0965 2020-10-23 04:51:55,825 - mmaction - INFO - Epoch [141][200/264] lr: 1.920e-01, eta: 15:39:25, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5186, top5_acc: 0.7601, loss_cls: 1.9920, loss: 1.9920, grad_norm: 1.4625, top1_acc/aux0: 0.4931, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.0862, loss/aux0: 2.0862 2020-10-23 04:52:32,675 - mmaction - INFO - Epoch [141][220/264] lr: 1.920e-01, eta: 15:38:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5158, top5_acc: 0.7668, loss_cls: 1.9500, loss: 1.9500, grad_norm: 1.4459, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1249, loss/aux0: 2.1249 2020-10-23 04:52:33,617 - mmaction - INFO - Epoch [141][220/264] lr: 1.920e-01, eta: 15:38:49, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5158, top5_acc: 0.7668, loss_cls: 1.9500, loss: 1.9500, grad_norm: 1.4561, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7366, loss_cls/aux0: 2.1291, loss/aux0: 2.1291 2020-10-23 04:53:10,340 - mmaction - INFO - Epoch [141][240/264] lr: 1.920e-01, eta: 15:37:57, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7667, loss_cls: 1.9723, loss: 1.9723, grad_norm: 1.4772, top1_acc/aux0: 0.4905, top5_acc/aux0: 0.7528, loss_cls/aux0: 2.0765, loss/aux0: 2.0765 2020-10-23 04:53:11,288 - mmaction - INFO - Epoch [141][240/264] lr: 1.920e-01, eta: 15:38:12, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7667, loss_cls: 1.9723, loss: 1.9723, grad_norm: 1.4803, top1_acc/aux0: 0.4892, top5_acc/aux0: 0.7533, loss_cls/aux0: 2.0737, loss/aux0: 2.0737 2020-10-23 04:53:47,765 - mmaction - INFO - Epoch [141][260/264] lr: 1.920e-01, eta: 15:37:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5217, top5_acc: 0.7597, loss_cls: 1.9693, loss: 1.9693, grad_norm: 1.4653, top1_acc/aux0: 0.4868, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1254, loss/aux0: 2.1254 2020-10-23 04:53:48,685 - mmaction - INFO - Epoch [141][260/264] lr: 1.920e-01, eta: 15:37:35, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5217, top5_acc: 0.7597, loss_cls: 1.9693, loss: 1.9693, grad_norm: 1.4649, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1152, loss/aux0: 2.1152 2020-10-23 04:59:50,140 - mmaction - INFO - Epoch [142][20/264] lr: 1.893e-01, eta: 15:36:30, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5259, top5_acc: 0.7757, loss_cls: 1.9312, loss: 1.9312, grad_norm: 1.4973, top1_acc/aux0: 0.4874, top5_acc/aux0: 0.7480, loss_cls/aux0: 2.0685, loss/aux0: 2.0685 2020-10-23 04:59:51,078 - mmaction - INFO - Epoch [142][20/264] lr: 1.893e-01, eta: 15:36:45, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5259, top5_acc: 0.7757, loss_cls: 1.9312, loss: 1.9312, grad_norm: 1.4867, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7483, loss_cls/aux0: 2.0665, loss/aux0: 2.0665 2020-10-23 05:00:27,688 - mmaction - INFO - Epoch [142][40/264] lr: 1.893e-01, eta: 15:35:53, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5238, top5_acc: 0.7747, loss_cls: 1.9440, loss: 1.9440, grad_norm: 1.4408, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0710, loss/aux0: 2.0710 2020-10-23 05:00:28,629 - mmaction - INFO - Epoch [142][40/264] lr: 1.893e-01, eta: 15:36:08, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.5238, top5_acc: 0.7747, loss_cls: 1.9440, loss: 1.9440, grad_norm: 1.4385, top1_acc/aux0: 0.4925, top5_acc/aux0: 0.7517, loss_cls/aux0: 2.0707, loss/aux0: 2.0707 2020-10-23 05:01:05,234 - mmaction - INFO - Epoch [142][60/264] lr: 1.893e-01, eta: 15:35:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5264, top5_acc: 0.7753, loss_cls: 1.8995, loss: 1.8995, grad_norm: 1.4792, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.0183, loss/aux0: 2.0183 2020-10-23 05:01:06,184 - mmaction - INFO - Epoch [142][60/264] lr: 1.893e-01, eta: 15:35:32, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5264, top5_acc: 0.7753, loss_cls: 1.8995, loss: 1.8995, grad_norm: 1.4806, top1_acc/aux0: 0.5064, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0202, loss/aux0: 2.0202 2020-10-23 05:01:42,788 - mmaction - INFO - Epoch [142][80/264] lr: 1.893e-01, eta: 15:34:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5179, top5_acc: 0.7689, loss_cls: 1.9438, loss: 1.9438, grad_norm: 1.4921, top1_acc/aux0: 0.4939, top5_acc/aux0: 0.7425, loss_cls/aux0: 2.0857, loss/aux0: 2.0857 2020-10-23 05:01:43,731 - mmaction - INFO - Epoch [142][80/264] lr: 1.893e-01, eta: 15:34:55, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5179, top5_acc: 0.7689, loss_cls: 1.9438, loss: 1.9438, grad_norm: 1.4956, top1_acc/aux0: 0.4936, top5_acc/aux0: 0.7420, loss_cls/aux0: 2.0895, loss/aux0: 2.0895 2020-10-23 05:02:20,328 - mmaction - INFO - Epoch [142][100/264] lr: 1.893e-01, eta: 15:34:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7649, loss_cls: 1.9753, loss: 1.9753, grad_norm: 1.4384, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7408, loss_cls/aux0: 2.0991, loss/aux0: 2.0991 2020-10-23 05:02:21,356 - mmaction - INFO - Epoch [142][100/264] lr: 1.893e-01, eta: 15:34:19, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7649, loss_cls: 1.9753, loss: 1.9753, grad_norm: 1.4343, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7420, loss_cls/aux0: 2.0898, loss/aux0: 2.0898 2020-10-23 05:02:57,904 - mmaction - INFO - Epoch [142][120/264] lr: 1.893e-01, eta: 15:33:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7760, loss_cls: 1.9091, loss: 1.9091, grad_norm: 1.4781, top1_acc/aux0: 0.4998, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0661, loss/aux0: 2.0661 2020-10-23 05:02:58,838 - mmaction - INFO - Epoch [142][120/264] lr: 1.893e-01, eta: 15:33:42, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7760, loss_cls: 1.9091, loss: 1.9091, grad_norm: 1.4869, top1_acc/aux0: 0.4955, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0799, loss/aux0: 2.0799 2020-10-23 05:03:35,613 - mmaction - INFO - Epoch [142][140/264] lr: 1.893e-01, eta: 15:32:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5264, top5_acc: 0.7738, loss_cls: 1.9289, loss: 1.9289, grad_norm: 1.4776, top1_acc/aux0: 0.4941, top5_acc/aux0: 0.7441, loss_cls/aux0: 2.0916, loss/aux0: 2.0916 2020-10-23 05:03:36,559 - mmaction - INFO - Epoch [142][140/264] lr: 1.893e-01, eta: 15:33:05, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5264, top5_acc: 0.7738, loss_cls: 1.9289, loss: 1.9289, grad_norm: 1.4814, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.0979, loss/aux0: 2.0979 2020-10-23 05:04:13,171 - mmaction - INFO - Epoch [142][160/264] lr: 1.893e-01, eta: 15:32:13, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5189, top5_acc: 0.7646, loss_cls: 1.9670, loss: 1.9670, grad_norm: 1.4745, top1_acc/aux0: 0.4899, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1047, loss/aux0: 2.1047 2020-10-23 05:04:14,103 - mmaction - INFO - Epoch [142][160/264] lr: 1.893e-01, eta: 15:32:28, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5189, top5_acc: 0.7646, loss_cls: 1.9670, loss: 1.9670, grad_norm: 1.4651, top1_acc/aux0: 0.4910, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.0921, loss/aux0: 2.0921 2020-10-23 05:04:50,673 - mmaction - INFO - Epoch [142][180/264] lr: 1.893e-01, eta: 15:31:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5231, top5_acc: 0.7694, loss_cls: 1.9599, loss: 1.9599, grad_norm: 1.4478, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1179, loss/aux0: 2.1179 2020-10-23 05:04:51,615 - mmaction - INFO - Epoch [142][180/264] lr: 1.893e-01, eta: 15:31:52, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5231, top5_acc: 0.7694, loss_cls: 1.9599, loss: 1.9599, grad_norm: 1.4473, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7373, loss_cls/aux0: 2.1195, loss/aux0: 2.1195 2020-10-23 05:05:28,096 - mmaction - INFO - Epoch [142][200/264] lr: 1.893e-01, eta: 15:31:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5302, top5_acc: 0.7800, loss_cls: 1.8977, loss: 1.8977, grad_norm: 1.4992, top1_acc/aux0: 0.4819, top5_acc/aux0: 0.7392, loss_cls/aux0: 2.1084, loss/aux0: 2.1084 2020-10-23 05:05:29,034 - mmaction - INFO - Epoch [142][200/264] lr: 1.893e-01, eta: 15:31:15, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5302, top5_acc: 0.7800, loss_cls: 1.8977, loss: 1.8977, grad_norm: 1.4957, top1_acc/aux0: 0.4837, top5_acc/aux0: 0.7429, loss_cls/aux0: 2.0986, loss/aux0: 2.0986 2020-10-23 05:06:05,815 - mmaction - INFO - Epoch [142][220/264] lr: 1.893e-01, eta: 15:30:23, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5269, top5_acc: 0.7755, loss_cls: 1.9195, loss: 1.9195, grad_norm: 1.4595, top1_acc/aux0: 0.4931, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.0830, loss/aux0: 2.0830 2020-10-23 05:06:06,763 - mmaction - INFO - Epoch [142][220/264] lr: 1.893e-01, eta: 15:30:38, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5269, top5_acc: 0.7755, loss_cls: 1.9195, loss: 1.9195, grad_norm: 1.4642, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.0932, loss/aux0: 2.0932 2020-10-23 05:06:43,643 - mmaction - INFO - Epoch [142][240/264] lr: 1.893e-01, eta: 15:29:47, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7658, loss_cls: 1.9793, loss: 1.9793, grad_norm: 1.4675, top1_acc/aux0: 0.5059, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0452, loss/aux0: 2.0452 2020-10-23 05:06:44,600 - mmaction - INFO - Epoch [142][240/264] lr: 1.893e-01, eta: 15:30:02, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7658, loss_cls: 1.9793, loss: 1.9793, grad_norm: 1.4580, top1_acc/aux0: 0.5066, top5_acc/aux0: 0.7540, loss_cls/aux0: 2.0403, loss/aux0: 2.0403 2020-10-23 05:07:20,967 - mmaction - INFO - Epoch [142][260/264] lr: 1.893e-01, eta: 15:29:10, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5113, top5_acc: 0.7583, loss_cls: 1.9834, loss: 1.9834, grad_norm: 1.4328, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7533, loss_cls/aux0: 2.0533, loss/aux0: 2.0533 2020-10-23 05:07:21,879 - mmaction - INFO - Epoch [142][260/264] lr: 1.893e-01, eta: 15:29:25, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.5113, top5_acc: 0.7583, loss_cls: 1.9834, loss: 1.9834, grad_norm: 1.4312, top1_acc/aux0: 0.4970, top5_acc/aux0: 0.7517, loss_cls/aux0: 2.0538, loss/aux0: 2.0538 2020-10-23 05:13:04,850 - mmaction - INFO - Epoch [143][20/264] lr: 1.865e-01, eta: 15:28:20, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5306, top5_acc: 0.7774, loss_cls: 1.8898, loss: 1.8898, grad_norm: 1.4722, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7575, loss_cls/aux0: 2.0433, loss/aux0: 2.0433 2020-10-23 05:13:05,787 - mmaction - INFO - Epoch [143][20/264] lr: 1.865e-01, eta: 15:28:35, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5306, top5_acc: 0.7774, loss_cls: 1.8898, loss: 1.8898, grad_norm: 1.4771, top1_acc/aux0: 0.5050, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0399, loss/aux0: 2.0399 2020-10-23 05:13:42,089 - mmaction - INFO - Epoch [143][40/264] lr: 1.865e-01, eta: 15:27:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7736, loss_cls: 1.9365, loss: 1.9365, grad_norm: 1.4909, top1_acc/aux0: 0.5066, top5_acc/aux0: 0.7488, loss_cls/aux0: 2.0576, loss/aux0: 2.0576 2020-10-23 05:13:43,022 - mmaction - INFO - Epoch [143][40/264] lr: 1.865e-01, eta: 15:27:58, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7736, loss_cls: 1.9365, loss: 1.9365, grad_norm: 1.4928, top1_acc/aux0: 0.5043, top5_acc/aux0: 0.7467, loss_cls/aux0: 2.0716, loss/aux0: 2.0716 2020-10-23 05:14:19,502 - mmaction - INFO - Epoch [143][60/264] lr: 1.865e-01, eta: 15:27:06, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5252, top5_acc: 0.7773, loss_cls: 1.9217, loss: 1.9217, grad_norm: 1.5102, top1_acc/aux0: 0.4910, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.0946, loss/aux0: 2.0946 2020-10-23 05:14:20,445 - mmaction - INFO - Epoch [143][60/264] lr: 1.865e-01, eta: 15:27:21, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5252, top5_acc: 0.7773, loss_cls: 1.9217, loss: 1.9217, grad_norm: 1.5152, top1_acc/aux0: 0.4905, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.0909, loss/aux0: 2.0909 2020-10-23 05:14:57,092 - mmaction - INFO - Epoch [143][80/264] lr: 1.865e-01, eta: 15:26:29, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5196, top5_acc: 0.7696, loss_cls: 1.9421, loss: 1.9421, grad_norm: 1.4624, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.0918, loss/aux0: 2.0918 2020-10-23 05:14:58,026 - mmaction - INFO - Epoch [143][80/264] lr: 1.865e-01, eta: 15:26:44, time: 0.947, data_time: 0.007, memory: 8466, top1_acc: 0.5196, top5_acc: 0.7696, loss_cls: 1.9421, loss: 1.9421, grad_norm: 1.4715, top1_acc/aux0: 0.4903, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.0853, loss/aux0: 2.0853 2020-10-23 05:15:34,583 - mmaction - INFO - Epoch [143][100/264] lr: 1.865e-01, eta: 15:25:53, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5285, top5_acc: 0.7743, loss_cls: 1.9240, loss: 1.9240, grad_norm: 1.4937, top1_acc/aux0: 0.4809, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1051, loss/aux0: 2.1051 2020-10-23 05:15:35,513 - mmaction - INFO - Epoch [143][100/264] lr: 1.865e-01, eta: 15:26:08, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5285, top5_acc: 0.7743, loss_cls: 1.9240, loss: 1.9240, grad_norm: 1.4978, top1_acc/aux0: 0.4813, top5_acc/aux0: 0.7444, loss_cls/aux0: 2.1060, loss/aux0: 2.1060 2020-10-23 05:16:12,050 - mmaction - INFO - Epoch [143][120/264] lr: 1.865e-01, eta: 15:25:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7797, loss_cls: 1.9178, loss: 1.9178, grad_norm: 1.4736, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.0668, loss/aux0: 2.0668 2020-10-23 05:16:13,003 - mmaction - INFO - Epoch [143][120/264] lr: 1.865e-01, eta: 15:25:31, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7797, loss_cls: 1.9178, loss: 1.9178, grad_norm: 1.4716, top1_acc/aux0: 0.4988, top5_acc/aux0: 0.7441, loss_cls/aux0: 2.0681, loss/aux0: 2.0681 2020-10-23 05:16:49,664 - mmaction - INFO - Epoch [143][140/264] lr: 1.865e-01, eta: 15:24:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7724, loss_cls: 1.9233, loss: 1.9233, grad_norm: 1.4768, top1_acc/aux0: 0.4908, top5_acc/aux0: 0.7491, loss_cls/aux0: 2.0822, loss/aux0: 2.0822 2020-10-23 05:16:50,605 - mmaction - INFO - Epoch [143][140/264] lr: 1.865e-01, eta: 15:24:55, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7724, loss_cls: 1.9233, loss: 1.9233, grad_norm: 1.4860, top1_acc/aux0: 0.4903, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0796, loss/aux0: 2.0796 2020-10-23 05:17:27,253 - mmaction - INFO - Epoch [143][160/264] lr: 1.865e-01, eta: 15:24:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5290, top5_acc: 0.7724, loss_cls: 1.9211, loss: 1.9211, grad_norm: 1.5117, top1_acc/aux0: 0.4962, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.0877, loss/aux0: 2.0877 2020-10-23 05:17:28,207 - mmaction - INFO - Epoch [143][160/264] lr: 1.865e-01, eta: 15:24:18, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5290, top5_acc: 0.7724, loss_cls: 1.9211, loss: 1.9211, grad_norm: 1.5079, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7415, loss_cls/aux0: 2.0861, loss/aux0: 2.0861 2020-10-23 05:18:04,916 - mmaction - INFO - Epoch [143][180/264] lr: 1.865e-01, eta: 15:23:26, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7785, loss_cls: 1.9012, loss: 1.9012, grad_norm: 1.4741, top1_acc/aux0: 0.4863, top5_acc/aux0: 0.7351, loss_cls/aux0: 2.1198, loss/aux0: 2.1198 2020-10-23 05:18:05,853 - mmaction - INFO - Epoch [143][180/264] lr: 1.865e-01, eta: 15:23:41, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7785, loss_cls: 1.9012, loss: 1.9012, grad_norm: 1.4635, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1187, loss/aux0: 2.1187 2020-10-23 05:18:42,423 - mmaction - INFO - Epoch [143][200/264] lr: 1.865e-01, eta: 15:22:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5165, top5_acc: 0.7691, loss_cls: 1.9689, loss: 1.9689, grad_norm: 1.4727, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7446, loss_cls/aux0: 2.0897, loss/aux0: 2.0897 2020-10-23 05:18:43,357 - mmaction - INFO - Epoch [143][200/264] lr: 1.865e-01, eta: 15:23:05, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5165, top5_acc: 0.7691, loss_cls: 1.9689, loss: 1.9689, grad_norm: 1.4763, top1_acc/aux0: 0.4908, top5_acc/aux0: 0.7444, loss_cls/aux0: 2.0928, loss/aux0: 2.0928 2020-10-23 05:19:20,301 - mmaction - INFO - Epoch [143][220/264] lr: 1.865e-01, eta: 15:22:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5214, top5_acc: 0.7682, loss_cls: 1.9667, loss: 1.9667, grad_norm: 1.4625, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1035, loss/aux0: 2.1035 2020-10-23 05:19:21,242 - mmaction - INFO - Epoch [143][220/264] lr: 1.865e-01, eta: 15:22:28, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5214, top5_acc: 0.7682, loss_cls: 1.9667, loss: 1.9667, grad_norm: 1.4632, top1_acc/aux0: 0.4910, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1114, loss/aux0: 2.1114 2020-10-23 05:19:57,841 - mmaction - INFO - Epoch [143][240/264] lr: 1.865e-01, eta: 15:21:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7613, loss_cls: 1.9952, loss: 1.9952, grad_norm: 1.5108, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1223, loss/aux0: 2.1223 2020-10-23 05:19:58,849 - mmaction - INFO - Epoch [143][240/264] lr: 1.865e-01, eta: 15:21:52, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7613, loss_cls: 1.9952, loss: 1.9952, grad_norm: 1.5124, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7413, loss_cls/aux0: 2.1070, loss/aux0: 2.1070 2020-10-23 05:20:35,257 - mmaction - INFO - Epoch [143][260/264] lr: 1.865e-01, eta: 15:21:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7672, loss_cls: 1.9593, loss: 1.9593, grad_norm: 1.4433, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7387, loss_cls/aux0: 2.1239, loss/aux0: 2.1239 2020-10-23 05:20:36,174 - mmaction - INFO - Epoch [143][260/264] lr: 1.865e-01, eta: 15:21:15, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7672, loss_cls: 1.9593, loss: 1.9593, grad_norm: 1.4419, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7356, loss_cls/aux0: 2.1358, loss/aux0: 2.1358 2020-10-23 05:26:31,536 - mmaction - INFO - Epoch [144][20/264] lr: 1.838e-01, eta: 15:20:10, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7750, loss_cls: 1.8868, loss: 1.8868, grad_norm: 1.4745, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7551, loss_cls/aux0: 2.0454, loss/aux0: 2.0454 2020-10-23 05:26:32,508 - mmaction - INFO - Epoch [144][20/264] lr: 1.838e-01, eta: 15:20:25, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7750, loss_cls: 1.8868, loss: 1.8868, grad_norm: 1.4828, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.0488, loss/aux0: 2.0488 2020-10-23 05:27:08,877 - mmaction - INFO - Epoch [144][40/264] lr: 1.838e-01, eta: 15:19:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5347, top5_acc: 0.7741, loss_cls: 1.9087, loss: 1.9087, grad_norm: 1.4744, top1_acc/aux0: 0.4955, top5_acc/aux0: 0.7543, loss_cls/aux0: 2.0611, loss/aux0: 2.0611 2020-10-23 05:27:09,818 - mmaction - INFO - Epoch [144][40/264] lr: 1.838e-01, eta: 15:19:48, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5347, top5_acc: 0.7741, loss_cls: 1.9087, loss: 1.9087, grad_norm: 1.4776, top1_acc/aux0: 0.4965, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0598, loss/aux0: 2.0598 2020-10-23 05:27:46,333 - mmaction - INFO - Epoch [144][60/264] lr: 1.838e-01, eta: 15:18:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5295, top5_acc: 0.7722, loss_cls: 1.9243, loss: 1.9243, grad_norm: 1.5165, top1_acc/aux0: 0.4955, top5_acc/aux0: 0.7483, loss_cls/aux0: 2.0608, loss/aux0: 2.0608 2020-10-23 05:27:47,263 - mmaction - INFO - Epoch [144][60/264] lr: 1.838e-01, eta: 15:19:11, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5295, top5_acc: 0.7722, loss_cls: 1.9243, loss: 1.9243, grad_norm: 1.5172, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7493, loss_cls/aux0: 2.0631, loss/aux0: 2.0631 2020-10-23 05:28:23,922 - mmaction - INFO - Epoch [144][80/264] lr: 1.838e-01, eta: 15:18:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5252, top5_acc: 0.7656, loss_cls: 1.9552, loss: 1.9552, grad_norm: 1.5020, top1_acc/aux0: 0.4887, top5_acc/aux0: 0.7446, loss_cls/aux0: 2.1107, loss/aux0: 2.1107 2020-10-23 05:28:24,859 - mmaction - INFO - Epoch [144][80/264] lr: 1.838e-01, eta: 15:18:34, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5252, top5_acc: 0.7656, loss_cls: 1.9552, loss: 1.9552, grad_norm: 1.4997, top1_acc/aux0: 0.4899, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1060, loss/aux0: 2.1060 2020-10-23 05:29:01,534 - mmaction - INFO - Epoch [144][100/264] lr: 1.838e-01, eta: 15:17:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5222, top5_acc: 0.7712, loss_cls: 1.9517, loss: 1.9517, grad_norm: 1.4978, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7543, loss_cls/aux0: 2.0680, loss/aux0: 2.0680 2020-10-23 05:29:02,468 - mmaction - INFO - Epoch [144][100/264] lr: 1.838e-01, eta: 15:17:58, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5222, top5_acc: 0.7712, loss_cls: 1.9517, loss: 1.9517, grad_norm: 1.4934, top1_acc/aux0: 0.4965, top5_acc/aux0: 0.7561, loss_cls/aux0: 2.0679, loss/aux0: 2.0679 2020-10-23 05:29:38,987 - mmaction - INFO - Epoch [144][120/264] lr: 1.838e-01, eta: 15:17:06, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5439, top5_acc: 0.7800, loss_cls: 1.8761, loss: 1.8761, grad_norm: 1.4938, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0759, loss/aux0: 2.0759 2020-10-23 05:29:39,927 - mmaction - INFO - Epoch [144][120/264] lr: 1.838e-01, eta: 15:17:21, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.5439, top5_acc: 0.7800, loss_cls: 1.8761, loss: 1.8761, grad_norm: 1.4938, top1_acc/aux0: 0.4915, top5_acc/aux0: 0.7476, loss_cls/aux0: 2.0785, loss/aux0: 2.0785 2020-10-23 05:30:16,691 - mmaction - INFO - Epoch [144][140/264] lr: 1.838e-01, eta: 15:16:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7753, loss_cls: 1.9480, loss: 1.9480, grad_norm: 1.5018, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.0745, loss/aux0: 2.0745 2020-10-23 05:30:17,662 - mmaction - INFO - Epoch [144][140/264] lr: 1.838e-01, eta: 15:16:44, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7753, loss_cls: 1.9480, loss: 1.9480, grad_norm: 1.5060, top1_acc/aux0: 0.4939, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0788, loss/aux0: 2.0788 2020-10-23 05:30:54,276 - mmaction - INFO - Epoch [144][160/264] lr: 1.838e-01, eta: 15:15:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5158, top5_acc: 0.7684, loss_cls: 1.9700, loss: 1.9700, grad_norm: 1.5181, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7444, loss_cls/aux0: 2.0857, loss/aux0: 2.0857 2020-10-23 05:30:55,285 - mmaction - INFO - Epoch [144][160/264] lr: 1.838e-01, eta: 15:16:08, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5158, top5_acc: 0.7684, loss_cls: 1.9700, loss: 1.9700, grad_norm: 1.5208, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.0916, loss/aux0: 2.0916 2020-10-23 05:31:31,916 - mmaction - INFO - Epoch [144][180/264] lr: 1.838e-01, eta: 15:15:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5361, top5_acc: 0.7800, loss_cls: 1.8776, loss: 1.8776, grad_norm: 1.5060, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.0855, loss/aux0: 2.0855 2020-10-23 05:31:32,848 - mmaction - INFO - Epoch [144][180/264] lr: 1.838e-01, eta: 15:15:31, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5361, top5_acc: 0.7800, loss_cls: 1.8776, loss: 1.8776, grad_norm: 1.5085, top1_acc/aux0: 0.4938, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0783, loss/aux0: 2.0783 2020-10-23 05:32:09,720 - mmaction - INFO - Epoch [144][200/264] lr: 1.838e-01, eta: 15:14:40, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5288, top5_acc: 0.7693, loss_cls: 1.9451, loss: 1.9451, grad_norm: 1.4837, top1_acc/aux0: 0.4934, top5_acc/aux0: 0.7465, loss_cls/aux0: 2.0624, loss/aux0: 2.0624 2020-10-23 05:32:10,690 - mmaction - INFO - Epoch [144][200/264] lr: 1.838e-01, eta: 15:14:55, time: 0.956, data_time: 0.003, memory: 8466, top1_acc: 0.5288, top5_acc: 0.7693, loss_cls: 1.9451, loss: 1.9451, grad_norm: 1.4924, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.0695, loss/aux0: 2.0695 2020-10-23 05:32:47,369 - mmaction - INFO - Epoch [144][220/264] lr: 1.838e-01, eta: 15:14:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5236, top5_acc: 0.7759, loss_cls: 1.9423, loss: 1.9423, grad_norm: 1.5073, top1_acc/aux0: 0.5035, top5_acc/aux0: 0.7533, loss_cls/aux0: 2.0309, loss/aux0: 2.0309 2020-10-23 05:32:48,345 - mmaction - INFO - Epoch [144][220/264] lr: 1.838e-01, eta: 15:14:18, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5236, top5_acc: 0.7759, loss_cls: 1.9423, loss: 1.9423, grad_norm: 1.5134, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7543, loss_cls/aux0: 2.0259, loss/aux0: 2.0259 2020-10-23 05:33:25,083 - mmaction - INFO - Epoch [144][240/264] lr: 1.838e-01, eta: 15:13:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7616, loss_cls: 2.0024, loss: 2.0024, grad_norm: 1.5064, top1_acc/aux0: 0.4830, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1276, loss/aux0: 2.1276 2020-10-23 05:33:26,007 - mmaction - INFO - Epoch [144][240/264] lr: 1.838e-01, eta: 15:13:41, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7616, loss_cls: 2.0024, loss: 2.0024, grad_norm: 1.5037, top1_acc/aux0: 0.4845, top5_acc/aux0: 0.7425, loss_cls/aux0: 2.1185, loss/aux0: 2.1185 2020-10-23 05:34:02,368 - mmaction - INFO - Epoch [144][260/264] lr: 1.838e-01, eta: 15:12:50, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7691, loss_cls: 1.9500, loss: 1.9500, grad_norm: 1.5112, top1_acc/aux0: 0.5024, top5_acc/aux0: 0.7455, loss_cls/aux0: 2.0743, loss/aux0: 2.0743 2020-10-23 05:34:03,328 - mmaction - INFO - Epoch [144][260/264] lr: 1.838e-01, eta: 15:13:05, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7691, loss_cls: 1.9500, loss: 1.9500, grad_norm: 1.5109, top1_acc/aux0: 0.5063, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.0670, loss/aux0: 2.0670 2020-10-23 05:35:54,628 - mmaction - INFO - Saving checkpoint at 144 epochs 2020-10-23 05:37:33,116 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 05:37:33,267 - mmaction - INFO - top1_acc 0.6060 top5_acc 0.8425 2020-10-23 05:37:33,268 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 05:37:33,309 - mmaction - INFO - mean_acc 0.6070 2020-10-23 05:37:33,309 - mmaction - INFO - Now best checkpoint is epoch_144.pth 2020-10-23 05:37:33,313 - mmaction - INFO - Epoch(val) [144][264] top1_acc: 0.6060, top5_acc: 0.8425, mean_class_accuracy: 0.6070 2020-10-23 05:41:22,472 - mmaction - INFO - Epoch [145][20/264] lr: 1.811e-01, eta: 15:12:00, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7793, loss_cls: 1.9171, loss: 1.9171, grad_norm: 1.4928, top1_acc/aux0: 0.4931, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.0777, loss/aux0: 2.0777 2020-10-23 05:41:23,426 - mmaction - INFO - Epoch [145][20/264] lr: 1.811e-01, eta: 15:12:14, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7793, loss_cls: 1.9171, loss: 1.9171, grad_norm: 1.4878, top1_acc/aux0: 0.4939, top5_acc/aux0: 0.7441, loss_cls/aux0: 2.0741, loss/aux0: 2.0741 2020-10-23 05:41:59,895 - mmaction - INFO - Epoch [145][40/264] lr: 1.811e-01, eta: 15:11:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7773, loss_cls: 1.9060, loss: 1.9060, grad_norm: 1.5102, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0125, loss/aux0: 2.0125 2020-10-23 05:42:00,817 - mmaction - INFO - Epoch [145][40/264] lr: 1.811e-01, eta: 15:11:38, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7773, loss_cls: 1.9060, loss: 1.9060, grad_norm: 1.5098, top1_acc/aux0: 0.5153, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.0156, loss/aux0: 2.0156 2020-10-23 05:42:37,459 - mmaction - INFO - Epoch [145][60/264] lr: 1.811e-01, eta: 15:10:47, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7762, loss_cls: 1.8558, loss: 1.8558, grad_norm: 1.5178, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7467, loss_cls/aux0: 2.0669, loss/aux0: 2.0669 2020-10-23 05:42:38,390 - mmaction - INFO - Epoch [145][60/264] lr: 1.811e-01, eta: 15:11:01, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7762, loss_cls: 1.8558, loss: 1.8558, grad_norm: 1.5145, top1_acc/aux0: 0.5033, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.0643, loss/aux0: 2.0643 2020-10-23 05:43:14,883 - mmaction - INFO - Epoch [145][80/264] lr: 1.811e-01, eta: 15:10:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7686, loss_cls: 1.9195, loss: 1.9195, grad_norm: 1.4900, top1_acc/aux0: 0.4991, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.0978, loss/aux0: 2.0978 2020-10-23 05:43:15,823 - mmaction - INFO - Epoch [145][80/264] lr: 1.811e-01, eta: 15:10:24, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7686, loss_cls: 1.9195, loss: 1.9195, grad_norm: 1.4969, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7431, loss_cls/aux0: 2.1122, loss/aux0: 2.1122 2020-10-23 05:43:52,531 - mmaction - INFO - Epoch [145][100/264] lr: 1.811e-01, eta: 15:09:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7677, loss_cls: 1.9433, loss: 1.9433, grad_norm: 1.4915, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7507, loss_cls/aux0: 2.0557, loss/aux0: 2.0557 2020-10-23 05:43:53,476 - mmaction - INFO - Epoch [145][100/264] lr: 1.811e-01, eta: 15:09:48, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7677, loss_cls: 1.9433, loss: 1.9433, grad_norm: 1.4914, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7535, loss_cls/aux0: 2.0400, loss/aux0: 2.0400 2020-10-23 05:44:29,756 - mmaction - INFO - Epoch [145][120/264] lr: 1.811e-01, eta: 15:08:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5238, top5_acc: 0.7816, loss_cls: 1.9444, loss: 1.9444, grad_norm: 1.4880, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7538, loss_cls/aux0: 2.0270, loss/aux0: 2.0270 2020-10-23 05:44:30,687 - mmaction - INFO - Epoch [145][120/264] lr: 1.811e-01, eta: 15:09:11, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5238, top5_acc: 0.7816, loss_cls: 1.9444, loss: 1.9444, grad_norm: 1.4812, top1_acc/aux0: 0.5024, top5_acc/aux0: 0.7530, loss_cls/aux0: 2.0315, loss/aux0: 2.0315 2020-10-23 05:45:07,441 - mmaction - INFO - Epoch [145][140/264] lr: 1.811e-01, eta: 15:08:20, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7774, loss_cls: 1.8958, loss: 1.8958, grad_norm: 1.4960, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7436, loss_cls/aux0: 2.0650, loss/aux0: 2.0650 2020-10-23 05:45:08,377 - mmaction - INFO - Epoch [145][140/264] lr: 1.811e-01, eta: 15:08:34, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7774, loss_cls: 1.8958, loss: 1.8958, grad_norm: 1.4904, top1_acc/aux0: 0.5050, top5_acc/aux0: 0.7439, loss_cls/aux0: 2.0646, loss/aux0: 2.0646 2020-10-23 05:45:45,187 - mmaction - INFO - Epoch [145][160/264] lr: 1.811e-01, eta: 15:07:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5257, top5_acc: 0.7684, loss_cls: 1.9385, loss: 1.9385, grad_norm: 1.4817, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.0869, loss/aux0: 2.0869 2020-10-23 05:45:46,120 - mmaction - INFO - Epoch [145][160/264] lr: 1.811e-01, eta: 15:07:58, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5257, top5_acc: 0.7684, loss_cls: 1.9385, loss: 1.9385, grad_norm: 1.4810, top1_acc/aux0: 0.4972, top5_acc/aux0: 0.7413, loss_cls/aux0: 2.0919, loss/aux0: 2.0919 2020-10-23 05:46:22,773 - mmaction - INFO - Epoch [145][180/264] lr: 1.811e-01, eta: 15:07:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5278, top5_acc: 0.7715, loss_cls: 1.9302, loss: 1.9302, grad_norm: 1.5048, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7498, loss_cls/aux0: 2.0859, loss/aux0: 2.0859 2020-10-23 05:46:23,715 - mmaction - INFO - Epoch [145][180/264] lr: 1.811e-01, eta: 15:07:21, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5278, top5_acc: 0.7715, loss_cls: 1.9302, loss: 1.9302, grad_norm: 1.5054, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0806, loss/aux0: 2.0806 2020-10-23 05:47:00,276 - mmaction - INFO - Epoch [145][200/264] lr: 1.811e-01, eta: 15:06:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7627, loss_cls: 1.9636, loss: 1.9636, grad_norm: 1.4972, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7457, loss_cls/aux0: 2.0731, loss/aux0: 2.0731 2020-10-23 05:47:01,210 - mmaction - INFO - Epoch [145][200/264] lr: 1.811e-01, eta: 15:06:45, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7627, loss_cls: 1.9636, loss: 1.9636, grad_norm: 1.4971, top1_acc/aux0: 0.4946, top5_acc/aux0: 0.7470, loss_cls/aux0: 2.0778, loss/aux0: 2.0778 2020-10-23 05:47:37,878 - mmaction - INFO - Epoch [145][220/264] lr: 1.811e-01, eta: 15:05:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7681, loss_cls: 1.9519, loss: 1.9519, grad_norm: 1.4949, top1_acc/aux0: 0.4837, top5_acc/aux0: 0.7470, loss_cls/aux0: 2.0904, loss/aux0: 2.0904 2020-10-23 05:47:38,817 - mmaction - INFO - Epoch [145][220/264] lr: 1.811e-01, eta: 15:06:08, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7681, loss_cls: 1.9519, loss: 1.9519, grad_norm: 1.4859, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0751, loss/aux0: 2.0751 2020-10-23 05:48:15,330 - mmaction - INFO - Epoch [145][240/264] lr: 1.811e-01, eta: 15:05:17, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5181, top5_acc: 0.7698, loss_cls: 1.9418, loss: 1.9418, grad_norm: 1.4937, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7446, loss_cls/aux0: 2.0926, loss/aux0: 2.0926 2020-10-23 05:48:16,332 - mmaction - INFO - Epoch [145][240/264] lr: 1.811e-01, eta: 15:05:31, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5181, top5_acc: 0.7698, loss_cls: 1.9418, loss: 1.9418, grad_norm: 1.4943, top1_acc/aux0: 0.4809, top5_acc/aux0: 0.7429, loss_cls/aux0: 2.1039, loss/aux0: 2.1039 2020-10-23 05:48:52,919 - mmaction - INFO - Epoch [145][260/264] lr: 1.811e-01, eta: 15:04:40, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7783, loss_cls: 1.9203, loss: 1.9203, grad_norm: 1.5277, top1_acc/aux0: 0.4873, top5_acc/aux0: 0.7498, loss_cls/aux0: 2.0820, loss/aux0: 2.0820 2020-10-23 05:48:53,833 - mmaction - INFO - Epoch [145][260/264] lr: 1.811e-01, eta: 15:04:54, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7783, loss_cls: 1.9203, loss: 1.9203, grad_norm: 1.5262, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0809, loss/aux0: 2.0809 2020-10-23 05:54:49,641 - mmaction - INFO - Epoch [146][20/264] lr: 1.784e-01, eta: 15:03:50, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7806, loss_cls: 1.9180, loss: 1.9180, grad_norm: 1.5032, top1_acc/aux0: 0.5048, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0328, loss/aux0: 2.0328 2020-10-23 05:54:50,586 - mmaction - INFO - Epoch [146][20/264] lr: 1.784e-01, eta: 15:04:04, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7806, loss_cls: 1.9180, loss: 1.9180, grad_norm: 1.5029, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0309, loss/aux0: 2.0309 2020-10-23 05:55:27,265 - mmaction - INFO - Epoch [146][40/264] lr: 1.784e-01, eta: 15:03:13, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5358, top5_acc: 0.7809, loss_cls: 1.8779, loss: 1.8779, grad_norm: 1.5071, top1_acc/aux0: 0.5071, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0169, loss/aux0: 2.0169 2020-10-23 05:55:28,223 - mmaction - INFO - Epoch [146][40/264] lr: 1.784e-01, eta: 15:03:28, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.5358, top5_acc: 0.7809, loss_cls: 1.8779, loss: 1.8779, grad_norm: 1.5095, top1_acc/aux0: 0.5075, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0212, loss/aux0: 2.0212 2020-10-23 05:56:04,847 - mmaction - INFO - Epoch [146][60/264] lr: 1.784e-01, eta: 15:02:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5238, top5_acc: 0.7766, loss_cls: 1.9228, loss: 1.9228, grad_norm: 1.5090, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.0722, loss/aux0: 2.0722 2020-10-23 05:56:05,801 - mmaction - INFO - Epoch [146][60/264] lr: 1.784e-01, eta: 15:02:51, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5238, top5_acc: 0.7766, loss_cls: 1.9228, loss: 1.9228, grad_norm: 1.5123, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.0707, loss/aux0: 2.0707 2020-10-23 05:56:42,402 - mmaction - INFO - Epoch [146][80/264] lr: 1.784e-01, eta: 15:02:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7859, loss_cls: 1.8753, loss: 1.8753, grad_norm: 1.4746, top1_acc/aux0: 0.5054, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0372, loss/aux0: 2.0372 2020-10-23 05:56:43,379 - mmaction - INFO - Epoch [146][80/264] lr: 1.784e-01, eta: 15:02:15, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7859, loss_cls: 1.8753, loss: 1.8753, grad_norm: 1.4757, top1_acc/aux0: 0.5061, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0396, loss/aux0: 2.0396 2020-10-23 05:57:20,179 - mmaction - INFO - Epoch [146][100/264] lr: 1.784e-01, eta: 15:01:24, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7804, loss_cls: 1.9185, loss: 1.9185, grad_norm: 1.5197, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0682, loss/aux0: 2.0682 2020-10-23 05:57:21,115 - mmaction - INFO - Epoch [146][100/264] lr: 1.784e-01, eta: 15:01:38, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7804, loss_cls: 1.9185, loss: 1.9185, grad_norm: 1.5222, top1_acc/aux0: 0.5002, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0724, loss/aux0: 2.0724 2020-10-23 05:57:57,893 - mmaction - INFO - Epoch [146][120/264] lr: 1.784e-01, eta: 15:00:47, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7826, loss_cls: 1.8753, loss: 1.8753, grad_norm: 1.5203, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.0554, loss/aux0: 2.0554 2020-10-23 05:57:58,826 - mmaction - INFO - Epoch [146][120/264] lr: 1.784e-01, eta: 15:01:01, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7826, loss_cls: 1.8753, loss: 1.8753, grad_norm: 1.5201, top1_acc/aux0: 0.5024, top5_acc/aux0: 0.7455, loss_cls/aux0: 2.0531, loss/aux0: 2.0531 2020-10-23 05:58:35,833 - mmaction - INFO - Epoch [146][140/264] lr: 1.784e-01, eta: 15:00:11, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5439, top5_acc: 0.7764, loss_cls: 1.8813, loss: 1.8813, grad_norm: 1.4975, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7509, loss_cls/aux0: 2.0931, loss/aux0: 2.0931 2020-10-23 05:58:36,770 - mmaction - INFO - Epoch [146][140/264] lr: 1.784e-01, eta: 15:00:25, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.5439, top5_acc: 0.7764, loss_cls: 1.8813, loss: 1.8813, grad_norm: 1.5046, top1_acc/aux0: 0.4894, top5_acc/aux0: 0.7486, loss_cls/aux0: 2.0996, loss/aux0: 2.0996 2020-10-23 05:59:13,719 - mmaction - INFO - Epoch [146][160/264] lr: 1.784e-01, eta: 14:59:34, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5363, top5_acc: 0.7774, loss_cls: 1.8907, loss: 1.8907, grad_norm: 1.4887, top1_acc/aux0: 0.4981, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0352, loss/aux0: 2.0352 2020-10-23 05:59:14,651 - mmaction - INFO - Epoch [146][160/264] lr: 1.784e-01, eta: 14:59:49, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.5363, top5_acc: 0.7774, loss_cls: 1.8907, loss: 1.8907, grad_norm: 1.4877, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7524, loss_cls/aux0: 2.0265, loss/aux0: 2.0265 2020-10-23 05:59:51,168 - mmaction - INFO - Epoch [146][180/264] lr: 1.784e-01, eta: 14:58:58, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7771, loss_cls: 1.9062, loss: 1.9062, grad_norm: 1.5243, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0609, loss/aux0: 2.0609 2020-10-23 05:59:52,095 - mmaction - INFO - Epoch [146][180/264] lr: 1.784e-01, eta: 14:59:12, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7771, loss_cls: 1.9062, loss: 1.9062, grad_norm: 1.5212, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7528, loss_cls/aux0: 2.0545, loss/aux0: 2.0545 2020-10-23 06:00:34,156 - mmaction - INFO - Epoch [146][200/264] lr: 1.784e-01, eta: 14:58:21, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7707, loss_cls: 1.9181, loss: 1.9181, grad_norm: 1.4974, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0618, loss/aux0: 2.0618 2020-10-23 06:00:35,179 - mmaction - INFO - Epoch [146][200/264] lr: 1.784e-01, eta: 14:58:35, time: 0.938, data_time: 0.007, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7707, loss_cls: 1.9181, loss: 1.9181, grad_norm: 1.4932, top1_acc/aux0: 0.4986, top5_acc/aux0: 0.7535, loss_cls/aux0: 2.0569, loss/aux0: 2.0569 2020-10-23 06:01:11,684 - mmaction - INFO - Epoch [146][220/264] lr: 1.784e-01, eta: 14:57:44, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5238, top5_acc: 0.7722, loss_cls: 1.9289, loss: 1.9289, grad_norm: 1.5060, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7470, loss_cls/aux0: 2.0488, loss/aux0: 2.0488 2020-10-23 06:01:12,623 - mmaction - INFO - Epoch [146][220/264] lr: 1.784e-01, eta: 14:57:58, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5238, top5_acc: 0.7722, loss_cls: 1.9289, loss: 1.9289, grad_norm: 1.4996, top1_acc/aux0: 0.4908, top5_acc/aux0: 0.7462, loss_cls/aux0: 2.0562, loss/aux0: 2.0562 2020-10-23 06:01:49,406 - mmaction - INFO - Epoch [146][240/264] lr: 1.784e-01, eta: 14:57:08, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5205, top5_acc: 0.7613, loss_cls: 1.9715, loss: 1.9715, grad_norm: 1.4755, top1_acc/aux0: 0.4965, top5_acc/aux0: 0.7561, loss_cls/aux0: 2.0280, loss/aux0: 2.0280 2020-10-23 06:01:50,358 - mmaction - INFO - Epoch [146][240/264] lr: 1.784e-01, eta: 14:57:22, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.5205, top5_acc: 0.7613, loss_cls: 1.9715, loss: 1.9715, grad_norm: 1.4738, top1_acc/aux0: 0.4972, top5_acc/aux0: 0.7566, loss_cls/aux0: 2.0346, loss/aux0: 2.0346 2020-10-23 06:02:26,864 - mmaction - INFO - Epoch [146][260/264] lr: 1.784e-01, eta: 14:56:31, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7693, loss_cls: 1.9506, loss: 1.9506, grad_norm: 1.5069, top1_acc/aux0: 0.4988, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0374, loss/aux0: 2.0374 2020-10-23 06:02:27,796 - mmaction - INFO - Epoch [146][260/264] lr: 1.784e-01, eta: 14:56:45, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7693, loss_cls: 1.9506, loss: 1.9506, grad_norm: 1.5145, top1_acc/aux0: 0.4970, top5_acc/aux0: 0.7582, loss_cls/aux0: 2.0331, loss/aux0: 2.0331 2020-10-23 06:08:55,429 - mmaction - INFO - Epoch [147][20/264] lr: 1.757e-01, eta: 14:55:41, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7771, loss_cls: 1.8997, loss: 1.8997, grad_norm: 1.4963, top1_acc/aux0: 0.4947, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0377, loss/aux0: 2.0377 2020-10-23 06:08:56,359 - mmaction - INFO - Epoch [147][20/264] lr: 1.757e-01, eta: 14:55:55, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7771, loss_cls: 1.8997, loss: 1.8997, grad_norm: 1.5101, top1_acc/aux0: 0.4939, top5_acc/aux0: 0.7507, loss_cls/aux0: 2.0431, loss/aux0: 2.0431 2020-10-23 06:09:32,845 - mmaction - INFO - Epoch [147][40/264] lr: 1.757e-01, eta: 14:55:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5418, top5_acc: 0.7868, loss_cls: 1.8626, loss: 1.8626, grad_norm: 1.4950, top1_acc/aux0: 0.4941, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0556, loss/aux0: 2.0556 2020-10-23 06:09:33,797 - mmaction - INFO - Epoch [147][40/264] lr: 1.757e-01, eta: 14:55:18, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5418, top5_acc: 0.7868, loss_cls: 1.8626, loss: 1.8626, grad_norm: 1.5067, top1_acc/aux0: 0.4946, top5_acc/aux0: 0.7535, loss_cls/aux0: 2.0523, loss/aux0: 2.0523 2020-10-23 06:10:10,377 - mmaction - INFO - Epoch [147][60/264] lr: 1.757e-01, eta: 14:54:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5278, top5_acc: 0.7818, loss_cls: 1.9102, loss: 1.9102, grad_norm: 1.4931, top1_acc/aux0: 0.5071, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0338, loss/aux0: 2.0338 2020-10-23 06:10:11,314 - mmaction - INFO - Epoch [147][60/264] lr: 1.757e-01, eta: 14:54:41, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5278, top5_acc: 0.7818, loss_cls: 1.9102, loss: 1.9102, grad_norm: 1.4906, top1_acc/aux0: 0.5075, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0315, loss/aux0: 2.0315 2020-10-23 06:10:47,932 - mmaction - INFO - Epoch [147][80/264] lr: 1.757e-01, eta: 14:53:50, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7649, loss_cls: 1.9513, loss: 1.9513, grad_norm: 1.4730, top1_acc/aux0: 0.5082, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0189, loss/aux0: 2.0189 2020-10-23 06:10:48,869 - mmaction - INFO - Epoch [147][80/264] lr: 1.757e-01, eta: 14:54:05, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7649, loss_cls: 1.9513, loss: 1.9513, grad_norm: 1.4792, top1_acc/aux0: 0.5087, top5_acc/aux0: 0.7571, loss_cls/aux0: 2.0166, loss/aux0: 2.0166 2020-10-23 06:11:25,125 - mmaction - INFO - Epoch [147][100/264] lr: 1.757e-01, eta: 14:53:14, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5285, top5_acc: 0.7745, loss_cls: 1.9174, loss: 1.9174, grad_norm: 1.5154, top1_acc/aux0: 0.4986, top5_acc/aux0: 0.7457, loss_cls/aux0: 2.0553, loss/aux0: 2.0553 2020-10-23 06:11:26,058 - mmaction - INFO - Epoch [147][100/264] lr: 1.757e-01, eta: 14:53:28, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5285, top5_acc: 0.7745, loss_cls: 1.9174, loss: 1.9174, grad_norm: 1.5127, top1_acc/aux0: 0.4970, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.0574, loss/aux0: 2.0574 2020-10-23 06:12:02,596 - mmaction - INFO - Epoch [147][120/264] lr: 1.757e-01, eta: 14:52:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7726, loss_cls: 1.9153, loss: 1.9153, grad_norm: 1.5214, top1_acc/aux0: 0.5087, top5_acc/aux0: 0.7540, loss_cls/aux0: 2.0204, loss/aux0: 2.0204 2020-10-23 06:12:03,540 - mmaction - INFO - Epoch [147][120/264] lr: 1.757e-01, eta: 14:52:51, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7726, loss_cls: 1.9153, loss: 1.9153, grad_norm: 1.5179, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7517, loss_cls/aux0: 2.0205, loss/aux0: 2.0205 2020-10-23 06:12:40,310 - mmaction - INFO - Epoch [147][140/264] lr: 1.757e-01, eta: 14:52:00, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5438, top5_acc: 0.7800, loss_cls: 1.8825, loss: 1.8825, grad_norm: 1.4977, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0591, loss/aux0: 2.0591 2020-10-23 06:12:41,251 - mmaction - INFO - Epoch [147][140/264] lr: 1.757e-01, eta: 14:52:14, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5438, top5_acc: 0.7800, loss_cls: 1.8825, loss: 1.8825, grad_norm: 1.4980, top1_acc/aux0: 0.4962, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0590, loss/aux0: 2.0590 2020-10-23 06:13:17,775 - mmaction - INFO - Epoch [147][160/264] lr: 1.757e-01, eta: 14:51:24, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5274, top5_acc: 0.7771, loss_cls: 1.9058, loss: 1.9058, grad_norm: 1.5295, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0304, loss/aux0: 2.0304 2020-10-23 06:13:18,735 - mmaction - INFO - Epoch [147][160/264] lr: 1.757e-01, eta: 14:51:37, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5274, top5_acc: 0.7771, loss_cls: 1.9058, loss: 1.9058, grad_norm: 1.5213, top1_acc/aux0: 0.5019, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0249, loss/aux0: 2.0249 2020-10-23 06:13:55,495 - mmaction - INFO - Epoch [147][180/264] lr: 1.757e-01, eta: 14:50:47, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5285, top5_acc: 0.7679, loss_cls: 1.9186, loss: 1.9186, grad_norm: 1.5234, top1_acc/aux0: 0.5012, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0533, loss/aux0: 2.0533 2020-10-23 06:13:56,423 - mmaction - INFO - Epoch [147][180/264] lr: 1.757e-01, eta: 14:51:01, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5285, top5_acc: 0.7679, loss_cls: 1.9186, loss: 1.9186, grad_norm: 1.5273, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7493, loss_cls/aux0: 2.0643, loss/aux0: 2.0643 2020-10-23 06:14:33,124 - mmaction - INFO - Epoch [147][200/264] lr: 1.757e-01, eta: 14:50:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5236, top5_acc: 0.7750, loss_cls: 1.9347, loss: 1.9347, grad_norm: 1.5325, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7517, loss_cls/aux0: 2.0714, loss/aux0: 2.0714 2020-10-23 06:14:34,048 - mmaction - INFO - Epoch [147][200/264] lr: 1.757e-01, eta: 14:50:24, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5236, top5_acc: 0.7750, loss_cls: 1.9347, loss: 1.9347, grad_norm: 1.5391, top1_acc/aux0: 0.4929, top5_acc/aux0: 0.7507, loss_cls/aux0: 2.0714, loss/aux0: 2.0714 2020-10-23 06:15:10,655 - mmaction - INFO - Epoch [147][220/264] lr: 1.757e-01, eta: 14:49:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7778, loss_cls: 1.9206, loss: 1.9206, grad_norm: 1.5221, top1_acc/aux0: 0.4913, top5_acc/aux0: 0.7564, loss_cls/aux0: 2.0497, loss/aux0: 2.0497 2020-10-23 06:15:11,601 - mmaction - INFO - Epoch [147][220/264] lr: 1.757e-01, eta: 14:49:47, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7778, loss_cls: 1.9206, loss: 1.9206, grad_norm: 1.5183, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7587, loss_cls/aux0: 2.0418, loss/aux0: 2.0418 2020-10-23 06:15:48,255 - mmaction - INFO - Epoch [147][240/264] lr: 1.757e-01, eta: 14:48:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5318, top5_acc: 0.7774, loss_cls: 1.8985, loss: 1.8985, grad_norm: 1.4964, top1_acc/aux0: 0.4970, top5_acc/aux0: 0.7483, loss_cls/aux0: 2.0581, loss/aux0: 2.0581 2020-10-23 06:15:49,182 - mmaction - INFO - Epoch [147][240/264] lr: 1.757e-01, eta: 14:49:11, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5318, top5_acc: 0.7774, loss_cls: 1.8985, loss: 1.8985, grad_norm: 1.5002, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0684, loss/aux0: 2.0684 2020-10-23 06:16:25,776 - mmaction - INFO - Epoch [147][260/264] lr: 1.757e-01, eta: 14:48:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5262, top5_acc: 0.7627, loss_cls: 1.9432, loss: 1.9432, grad_norm: 1.5106, top1_acc/aux0: 0.5019, top5_acc/aux0: 0.7472, loss_cls/aux0: 2.0678, loss/aux0: 2.0678 2020-10-23 06:16:26,741 - mmaction - INFO - Epoch [147][260/264] lr: 1.757e-01, eta: 14:48:34, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5262, top5_acc: 0.7627, loss_cls: 1.9432, loss: 1.9432, grad_norm: 1.5158, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7476, loss_cls/aux0: 2.0628, loss/aux0: 2.0628 2020-10-23 06:22:03,383 - mmaction - INFO - Epoch [148][20/264] lr: 1.730e-01, eta: 14:47:30, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5318, top5_acc: 0.7774, loss_cls: 1.8779, loss: 1.8779, grad_norm: 1.4832, top1_acc/aux0: 0.4989, top5_acc/aux0: 0.7553, loss_cls/aux0: 2.0411, loss/aux0: 2.0411 2020-10-23 06:22:04,333 - mmaction - INFO - Epoch [148][20/264] lr: 1.730e-01, eta: 14:47:44, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5318, top5_acc: 0.7774, loss_cls: 1.8779, loss: 1.8779, grad_norm: 1.4823, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.0402, loss/aux0: 2.0402 2020-10-23 06:22:40,702 - mmaction - INFO - Epoch [148][40/264] lr: 1.730e-01, eta: 14:46:53, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5387, top5_acc: 0.7868, loss_cls: 1.8581, loss: 1.8581, grad_norm: 1.4849, top1_acc/aux0: 0.5056, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0168, loss/aux0: 2.0168 2020-10-23 06:22:41,646 - mmaction - INFO - Epoch [148][40/264] lr: 1.730e-01, eta: 14:47:07, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5387, top5_acc: 0.7868, loss_cls: 1.8581, loss: 1.8581, grad_norm: 1.4863, top1_acc/aux0: 0.5054, top5_acc/aux0: 0.7618, loss_cls/aux0: 2.0175, loss/aux0: 2.0175 2020-10-23 06:23:18,119 - mmaction - INFO - Epoch [148][60/264] lr: 1.730e-01, eta: 14:46:16, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5382, top5_acc: 0.7816, loss_cls: 1.8906, loss: 1.8906, grad_norm: 1.5371, top1_acc/aux0: 0.5028, top5_acc/aux0: 0.7590, loss_cls/aux0: 2.0214, loss/aux0: 2.0214 2020-10-23 06:23:19,059 - mmaction - INFO - Epoch [148][60/264] lr: 1.730e-01, eta: 14:46:30, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5382, top5_acc: 0.7816, loss_cls: 1.8906, loss: 1.8906, grad_norm: 1.5313, top1_acc/aux0: 0.5024, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0194, loss/aux0: 2.0194 2020-10-23 06:23:55,708 - mmaction - INFO - Epoch [148][80/264] lr: 1.730e-01, eta: 14:45:40, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7799, loss_cls: 1.8894, loss: 1.8894, grad_norm: 1.5058, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0414, loss/aux0: 2.0414 2020-10-23 06:23:56,629 - mmaction - INFO - Epoch [148][80/264] lr: 1.730e-01, eta: 14:45:54, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7799, loss_cls: 1.8894, loss: 1.8894, grad_norm: 1.5049, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0443, loss/aux0: 2.0443 2020-10-23 06:24:33,165 - mmaction - INFO - Epoch [148][100/264] lr: 1.730e-01, eta: 14:45:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7837, loss_cls: 1.8762, loss: 1.8762, grad_norm: 1.5212, top1_acc/aux0: 0.4988, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.0762, loss/aux0: 2.0762 2020-10-23 06:24:34,140 - mmaction - INFO - Epoch [148][100/264] lr: 1.730e-01, eta: 14:45:17, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7837, loss_cls: 1.8762, loss: 1.8762, grad_norm: 1.5228, top1_acc/aux0: 0.4983, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.0721, loss/aux0: 2.0721 2020-10-23 06:25:11,025 - mmaction - INFO - Epoch [148][120/264] lr: 1.730e-01, eta: 14:44:27, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7760, loss_cls: 1.9031, loss: 1.9031, grad_norm: 1.5293, top1_acc/aux0: 0.4983, top5_acc/aux0: 0.7444, loss_cls/aux0: 2.0796, loss/aux0: 2.0796 2020-10-23 06:25:11,984 - mmaction - INFO - Epoch [148][120/264] lr: 1.730e-01, eta: 14:44:40, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7760, loss_cls: 1.9031, loss: 1.9031, grad_norm: 1.5381, top1_acc/aux0: 0.4970, top5_acc/aux0: 0.7450, loss_cls/aux0: 2.0799, loss/aux0: 2.0799 2020-10-23 06:25:48,700 - mmaction - INFO - Epoch [148][140/264] lr: 1.730e-01, eta: 14:43:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7731, loss_cls: 1.9356, loss: 1.9356, grad_norm: 1.5273, top1_acc/aux0: 0.4960, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0424, loss/aux0: 2.0424 2020-10-23 06:25:49,636 - mmaction - INFO - Epoch [148][140/264] lr: 1.730e-01, eta: 14:44:04, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7731, loss_cls: 1.9356, loss: 1.9356, grad_norm: 1.5314, top1_acc/aux0: 0.4965, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0497, loss/aux0: 2.0497 2020-10-23 06:26:26,175 - mmaction - INFO - Epoch [148][160/264] lr: 1.730e-01, eta: 14:43:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5377, top5_acc: 0.7813, loss_cls: 1.8764, loss: 1.8764, grad_norm: 1.5125, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.1013, loss/aux0: 2.1013 2020-10-23 06:26:27,111 - mmaction - INFO - Epoch [148][160/264] lr: 1.730e-01, eta: 14:43:27, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5377, top5_acc: 0.7813, loss_cls: 1.8764, loss: 1.8764, grad_norm: 1.5109, top1_acc/aux0: 0.4903, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.0971, loss/aux0: 2.0971 2020-10-23 06:27:03,818 - mmaction - INFO - Epoch [148][180/264] lr: 1.730e-01, eta: 14:42:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5309, top5_acc: 0.7731, loss_cls: 1.9217, loss: 1.9217, grad_norm: 1.4800, top1_acc/aux0: 0.5061, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0233, loss/aux0: 2.0233 2020-10-23 06:27:04,768 - mmaction - INFO - Epoch [148][180/264] lr: 1.730e-01, eta: 14:42:50, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5309, top5_acc: 0.7731, loss_cls: 1.9217, loss: 1.9217, grad_norm: 1.4845, top1_acc/aux0: 0.5059, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.0259, loss/aux0: 2.0259 2020-10-23 06:27:41,825 - mmaction - INFO - Epoch [148][200/264] lr: 1.730e-01, eta: 14:42:00, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5368, top5_acc: 0.7844, loss_cls: 1.8763, loss: 1.8763, grad_norm: 1.5365, top1_acc/aux0: 0.4955, top5_acc/aux0: 0.7415, loss_cls/aux0: 2.1120, loss/aux0: 2.1120 2020-10-23 06:27:42,763 - mmaction - INFO - Epoch [148][200/264] lr: 1.730e-01, eta: 14:42:14, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.5368, top5_acc: 0.7844, loss_cls: 1.8763, loss: 1.8763, grad_norm: 1.5310, top1_acc/aux0: 0.4957, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1112, loss/aux0: 2.1112 2020-10-23 06:28:19,731 - mmaction - INFO - Epoch [148][220/264] lr: 1.730e-01, eta: 14:41:24, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7752, loss_cls: 1.9260, loss: 1.9260, grad_norm: 1.5303, top1_acc/aux0: 0.5064, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0386, loss/aux0: 2.0386 2020-10-23 06:28:20,680 - mmaction - INFO - Epoch [148][220/264] lr: 1.730e-01, eta: 14:41:37, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7752, loss_cls: 1.9260, loss: 1.9260, grad_norm: 1.5288, top1_acc/aux0: 0.5069, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0350, loss/aux0: 2.0350 2020-10-23 06:28:57,359 - mmaction - INFO - Epoch [148][240/264] lr: 1.730e-01, eta: 14:40:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5259, top5_acc: 0.7720, loss_cls: 1.9192, loss: 1.9192, grad_norm: 1.5201, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7597, loss_cls/aux0: 2.0158, loss/aux0: 2.0158 2020-10-23 06:28:58,311 - mmaction - INFO - Epoch [148][240/264] lr: 1.730e-01, eta: 14:41:01, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5259, top5_acc: 0.7720, loss_cls: 1.9192, loss: 1.9192, grad_norm: 1.5227, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0118, loss/aux0: 2.0118 2020-10-23 06:29:34,744 - mmaction - INFO - Epoch [148][260/264] lr: 1.730e-01, eta: 14:40:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5319, top5_acc: 0.7734, loss_cls: 1.9201, loss: 1.9201, grad_norm: 1.5467, top1_acc/aux0: 0.5035, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0385, loss/aux0: 2.0385 2020-10-23 06:29:35,658 - mmaction - INFO - Epoch [148][260/264] lr: 1.730e-01, eta: 14:40:24, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5319, top5_acc: 0.7734, loss_cls: 1.9201, loss: 1.9201, grad_norm: 1.5432, top1_acc/aux0: 0.5045, top5_acc/aux0: 0.7575, loss_cls/aux0: 2.0388, loss/aux0: 2.0388 2020-10-23 06:35:49,199 - mmaction - INFO - Epoch [149][20/264] lr: 1.703e-01, eta: 14:39:20, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5366, top5_acc: 0.7802, loss_cls: 1.8807, loss: 1.8807, grad_norm: 1.5261, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0190, loss/aux0: 2.0190 2020-10-23 06:35:50,190 - mmaction - INFO - Epoch [149][20/264] lr: 1.703e-01, eta: 14:39:34, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5366, top5_acc: 0.7802, loss_cls: 1.8807, loss: 1.8807, grad_norm: 1.5198, top1_acc/aux0: 0.5092, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0059, loss/aux0: 2.0059 2020-10-23 06:36:26,749 - mmaction - INFO - Epoch [149][40/264] lr: 1.703e-01, eta: 14:38:44, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5441, top5_acc: 0.7887, loss_cls: 1.8591, loss: 1.8591, grad_norm: 1.5492, top1_acc/aux0: 0.5160, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9794, loss/aux0: 1.9794 2020-10-23 06:36:27,688 - mmaction - INFO - Epoch [149][40/264] lr: 1.703e-01, eta: 14:38:57, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5441, top5_acc: 0.7887, loss_cls: 1.8591, loss: 1.8591, grad_norm: 1.5418, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7649, loss_cls/aux0: 1.9850, loss/aux0: 1.9850 2020-10-23 06:37:04,307 - mmaction - INFO - Epoch [149][60/264] lr: 1.703e-01, eta: 14:38:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7826, loss_cls: 1.8807, loss: 1.8807, grad_norm: 1.5089, top1_acc/aux0: 0.5069, top5_acc/aux0: 0.7627, loss_cls/aux0: 2.0150, loss/aux0: 2.0150 2020-10-23 06:37:05,301 - mmaction - INFO - Epoch [149][60/264] lr: 1.703e-01, eta: 14:38:21, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7826, loss_cls: 1.8807, loss: 1.8807, grad_norm: 1.5070, top1_acc/aux0: 0.5038, top5_acc/aux0: 0.7611, loss_cls/aux0: 2.0245, loss/aux0: 2.0245 2020-10-23 06:37:41,924 - mmaction - INFO - Epoch [149][80/264] lr: 1.703e-01, eta: 14:37:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5335, top5_acc: 0.7778, loss_cls: 1.8989, loss: 1.8989, grad_norm: 1.5265, top1_acc/aux0: 0.5080, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0023, loss/aux0: 2.0023 2020-10-23 06:37:42,858 - mmaction - INFO - Epoch [149][80/264] lr: 1.703e-01, eta: 14:37:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5335, top5_acc: 0.7778, loss_cls: 1.8989, loss: 1.8989, grad_norm: 1.5308, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7576, loss_cls/aux0: 1.9945, loss/aux0: 1.9945 2020-10-23 06:38:19,345 - mmaction - INFO - Epoch [149][100/264] lr: 1.703e-01, eta: 14:36:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7712, loss_cls: 1.8989, loss: 1.8989, grad_norm: 1.5951, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0129, loss/aux0: 2.0129 2020-10-23 06:38:20,304 - mmaction - INFO - Epoch [149][100/264] lr: 1.703e-01, eta: 14:37:07, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5326, top5_acc: 0.7712, loss_cls: 1.8989, loss: 1.8989, grad_norm: 1.5930, top1_acc/aux0: 0.4939, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0244, loss/aux0: 2.0244 2020-10-23 06:38:57,117 - mmaction - INFO - Epoch [149][120/264] lr: 1.703e-01, eta: 14:36:17, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5210, top5_acc: 0.7724, loss_cls: 1.9536, loss: 1.9536, grad_norm: 1.5256, top1_acc/aux0: 0.4905, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1058, loss/aux0: 2.1058 2020-10-23 06:38:58,134 - mmaction - INFO - Epoch [149][120/264] lr: 1.703e-01, eta: 14:36:31, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5210, top5_acc: 0.7724, loss_cls: 1.9536, loss: 1.9536, grad_norm: 1.5280, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.0938, loss/aux0: 2.0938 2020-10-23 06:39:34,745 - mmaction - INFO - Epoch [149][140/264] lr: 1.703e-01, eta: 14:35:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5366, top5_acc: 0.7781, loss_cls: 1.8917, loss: 1.8917, grad_norm: 1.5075, top1_acc/aux0: 0.4998, top5_acc/aux0: 0.7623, loss_cls/aux0: 2.0251, loss/aux0: 2.0251 2020-10-23 06:39:35,688 - mmaction - INFO - Epoch [149][140/264] lr: 1.703e-01, eta: 14:35:54, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5366, top5_acc: 0.7781, loss_cls: 1.8917, loss: 1.8917, grad_norm: 1.5097, top1_acc/aux0: 0.4983, top5_acc/aux0: 0.7590, loss_cls/aux0: 2.0350, loss/aux0: 2.0350 2020-10-23 06:40:12,524 - mmaction - INFO - Epoch [149][160/264] lr: 1.703e-01, eta: 14:35:04, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5361, top5_acc: 0.7825, loss_cls: 1.8799, loss: 1.8799, grad_norm: 1.5362, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7592, loss_cls/aux0: 2.0041, loss/aux0: 2.0041 2020-10-23 06:40:13,464 - mmaction - INFO - Epoch [149][160/264] lr: 1.703e-01, eta: 14:35:17, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5361, top5_acc: 0.7825, loss_cls: 1.8799, loss: 1.8799, grad_norm: 1.5357, top1_acc/aux0: 0.5101, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0028, loss/aux0: 2.0028 2020-10-23 06:40:50,194 - mmaction - INFO - Epoch [149][180/264] lr: 1.703e-01, eta: 14:34:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7745, loss_cls: 1.8775, loss: 1.8775, grad_norm: 1.5085, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0306, loss/aux0: 2.0306 2020-10-23 06:40:51,136 - mmaction - INFO - Epoch [149][180/264] lr: 1.703e-01, eta: 14:34:41, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7745, loss_cls: 1.8775, loss: 1.8775, grad_norm: 1.5163, top1_acc/aux0: 0.5080, top5_acc/aux0: 0.7507, loss_cls/aux0: 2.0294, loss/aux0: 2.0294 2020-10-23 06:41:27,648 - mmaction - INFO - Epoch [149][200/264] lr: 1.703e-01, eta: 14:33:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7790, loss_cls: 1.8931, loss: 1.8931, grad_norm: 1.5439, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7509, loss_cls/aux0: 2.0364, loss/aux0: 2.0364 2020-10-23 06:41:28,597 - mmaction - INFO - Epoch [149][200/264] lr: 1.703e-01, eta: 14:34:04, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7790, loss_cls: 1.8931, loss: 1.8931, grad_norm: 1.5418, top1_acc/aux0: 0.5108, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0368, loss/aux0: 2.0368 2020-10-23 06:42:05,145 - mmaction - INFO - Epoch [149][220/264] lr: 1.703e-01, eta: 14:33:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5226, top5_acc: 0.7663, loss_cls: 1.9684, loss: 1.9684, grad_norm: 1.5583, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0412, loss/aux0: 2.0412 2020-10-23 06:42:06,096 - mmaction - INFO - Epoch [149][220/264] lr: 1.703e-01, eta: 14:33:27, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5226, top5_acc: 0.7663, loss_cls: 1.9684, loss: 1.9684, grad_norm: 1.5618, top1_acc/aux0: 0.5069, top5_acc/aux0: 0.7472, loss_cls/aux0: 2.0392, loss/aux0: 2.0392 2020-10-23 06:42:43,004 - mmaction - INFO - Epoch [149][240/264] lr: 1.703e-01, eta: 14:32:37, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7778, loss_cls: 1.8951, loss: 1.8951, grad_norm: 1.5319, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0375, loss/aux0: 2.0375 2020-10-23 06:42:43,941 - mmaction - INFO - Epoch [149][240/264] lr: 1.703e-01, eta: 14:32:51, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7778, loss_cls: 1.8951, loss: 1.8951, grad_norm: 1.5306, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0418, loss/aux0: 2.0418 2020-10-23 06:43:20,192 - mmaction - INFO - Epoch [149][260/264] lr: 1.703e-01, eta: 14:32:01, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7826, loss_cls: 1.8649, loss: 1.8649, grad_norm: 1.5271, top1_acc/aux0: 0.5038, top5_acc/aux0: 0.7585, loss_cls/aux0: 2.0228, loss/aux0: 2.0228 2020-10-23 06:43:21,130 - mmaction - INFO - Epoch [149][260/264] lr: 1.703e-01, eta: 14:32:14, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7826, loss_cls: 1.8649, loss: 1.8649, grad_norm: 1.5265, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7592, loss_cls/aux0: 2.0228, loss/aux0: 2.0228 2020-10-23 06:49:20,452 - mmaction - INFO - Epoch [150][20/264] lr: 1.677e-01, eta: 14:31:11, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5488, top5_acc: 0.7844, loss_cls: 1.8405, loss: 1.8405, grad_norm: 1.5383, top1_acc/aux0: 0.5004, top5_acc/aux0: 0.7537, loss_cls/aux0: 2.0399, loss/aux0: 2.0399 2020-10-23 06:49:21,404 - mmaction - INFO - Epoch [150][20/264] lr: 1.677e-01, eta: 14:31:24, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5488, top5_acc: 0.7844, loss_cls: 1.8405, loss: 1.8405, grad_norm: 1.5450, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0431, loss/aux0: 2.0431 2020-10-23 06:49:57,904 - mmaction - INFO - Epoch [150][40/264] lr: 1.677e-01, eta: 14:30:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7778, loss_cls: 1.8864, loss: 1.8864, grad_norm: 1.5326, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7663, loss_cls/aux0: 1.9863, loss/aux0: 1.9863 2020-10-23 06:49:58,892 - mmaction - INFO - Epoch [150][40/264] lr: 1.677e-01, eta: 14:30:47, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7778, loss_cls: 1.8864, loss: 1.8864, grad_norm: 1.5336, top1_acc/aux0: 0.5132, top5_acc/aux0: 0.7679, loss_cls/aux0: 1.9810, loss/aux0: 1.9810 2020-10-23 06:50:35,225 - mmaction - INFO - Epoch [150][60/264] lr: 1.677e-01, eta: 14:29:57, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5439, top5_acc: 0.7816, loss_cls: 1.8512, loss: 1.8512, grad_norm: 1.5363, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7616, loss_cls/aux0: 2.0091, loss/aux0: 2.0091 2020-10-23 06:50:36,147 - mmaction - INFO - Epoch [150][60/264] lr: 1.677e-01, eta: 14:30:11, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5439, top5_acc: 0.7816, loss_cls: 1.8512, loss: 1.8512, grad_norm: 1.5378, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7608, loss_cls/aux0: 2.0141, loss/aux0: 2.0141 2020-10-23 06:51:12,661 - mmaction - INFO - Epoch [150][80/264] lr: 1.677e-01, eta: 14:29:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7852, loss_cls: 1.8648, loss: 1.8648, grad_norm: 1.5330, top1_acc/aux0: 0.5153, top5_acc/aux0: 0.7620, loss_cls/aux0: 1.9852, loss/aux0: 1.9852 2020-10-23 06:51:13,596 - mmaction - INFO - Epoch [150][80/264] lr: 1.677e-01, eta: 14:29:34, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7852, loss_cls: 1.8648, loss: 1.8648, grad_norm: 1.5420, top1_acc/aux0: 0.5158, top5_acc/aux0: 0.7606, loss_cls/aux0: 1.9862, loss/aux0: 1.9862 2020-10-23 06:51:50,288 - mmaction - INFO - Epoch [150][100/264] lr: 1.677e-01, eta: 14:28:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5502, top5_acc: 0.7911, loss_cls: 1.8342, loss: 1.8342, grad_norm: 1.5276, top1_acc/aux0: 0.5168, top5_acc/aux0: 0.7556, loss_cls/aux0: 1.9941, loss/aux0: 1.9941 2020-10-23 06:51:51,226 - mmaction - INFO - Epoch [150][100/264] lr: 1.677e-01, eta: 14:28:57, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5502, top5_acc: 0.7911, loss_cls: 1.8342, loss: 1.8342, grad_norm: 1.5347, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.0028, loss/aux0: 2.0028 2020-10-23 06:52:27,978 - mmaction - INFO - Epoch [150][120/264] lr: 1.677e-01, eta: 14:28:07, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5467, top5_acc: 0.7814, loss_cls: 1.8551, loss: 1.8551, grad_norm: 1.5317, top1_acc/aux0: 0.5085, top5_acc/aux0: 0.7569, loss_cls/aux0: 2.0079, loss/aux0: 2.0079 2020-10-23 06:52:28,911 - mmaction - INFO - Epoch [150][120/264] lr: 1.677e-01, eta: 14:28:20, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5467, top5_acc: 0.7814, loss_cls: 1.8551, loss: 1.8551, grad_norm: 1.5387, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7589, loss_cls/aux0: 1.9946, loss/aux0: 1.9946 2020-10-23 06:53:05,560 - mmaction - INFO - Epoch [150][140/264] lr: 1.677e-01, eta: 14:27:30, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5342, top5_acc: 0.7743, loss_cls: 1.8860, loss: 1.8860, grad_norm: 1.5454, top1_acc/aux0: 0.5019, top5_acc/aux0: 0.7545, loss_cls/aux0: 2.0312, loss/aux0: 2.0312 2020-10-23 06:53:06,507 - mmaction - INFO - Epoch [150][140/264] lr: 1.677e-01, eta: 14:27:44, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.5342, top5_acc: 0.7743, loss_cls: 1.8860, loss: 1.8860, grad_norm: 1.5402, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7571, loss_cls/aux0: 2.0203, loss/aux0: 2.0203 2020-10-23 06:53:43,396 - mmaction - INFO - Epoch [150][160/264] lr: 1.677e-01, eta: 14:26:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5325, top5_acc: 0.7722, loss_cls: 1.9125, loss: 1.9125, grad_norm: 1.5424, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7649, loss_cls/aux0: 1.9905, loss/aux0: 1.9905 2020-10-23 06:53:44,356 - mmaction - INFO - Epoch [150][160/264] lr: 1.677e-01, eta: 14:27:07, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5325, top5_acc: 0.7722, loss_cls: 1.9125, loss: 1.9125, grad_norm: 1.5375, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7649, loss_cls/aux0: 1.9931, loss/aux0: 1.9931 2020-10-23 06:54:20,957 - mmaction - INFO - Epoch [150][180/264] lr: 1.677e-01, eta: 14:26:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5255, top5_acc: 0.7656, loss_cls: 1.9339, loss: 1.9339, grad_norm: 1.5485, top1_acc/aux0: 0.5123, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0003, loss/aux0: 2.0003 2020-10-23 06:54:21,915 - mmaction - INFO - Epoch [150][180/264] lr: 1.677e-01, eta: 14:26:31, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5255, top5_acc: 0.7656, loss_cls: 1.9339, loss: 1.9339, grad_norm: 1.5518, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7611, loss_cls/aux0: 2.0138, loss/aux0: 2.0138 2020-10-23 06:54:58,752 - mmaction - INFO - Epoch [150][200/264] lr: 1.677e-01, eta: 14:25:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5446, top5_acc: 0.7804, loss_cls: 1.8797, loss: 1.8797, grad_norm: 1.5751, top1_acc/aux0: 0.4970, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0540, loss/aux0: 2.0540 2020-10-23 06:54:59,712 - mmaction - INFO - Epoch [150][200/264] lr: 1.677e-01, eta: 14:25:54, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5446, top5_acc: 0.7804, loss_cls: 1.8797, loss: 1.8797, grad_norm: 1.5785, top1_acc/aux0: 0.4988, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0484, loss/aux0: 2.0484 2020-10-23 06:55:36,422 - mmaction - INFO - Epoch [150][220/264] lr: 1.677e-01, eta: 14:25:04, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5444, top5_acc: 0.7832, loss_cls: 1.8376, loss: 1.8376, grad_norm: 1.5447, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0012, loss/aux0: 2.0012 2020-10-23 06:55:37,352 - mmaction - INFO - Epoch [150][220/264] lr: 1.677e-01, eta: 14:25:17, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5444, top5_acc: 0.7832, loss_cls: 1.8376, loss: 1.8376, grad_norm: 1.5432, top1_acc/aux0: 0.5137, top5_acc/aux0: 0.7569, loss_cls/aux0: 1.9979, loss/aux0: 1.9979 2020-10-23 06:56:14,165 - mmaction - INFO - Epoch [150][240/264] lr: 1.677e-01, eta: 14:24:28, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7851, loss_cls: 1.9062, loss: 1.9062, grad_norm: 1.5292, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7575, loss_cls/aux0: 1.9997, loss/aux0: 1.9997 2020-10-23 06:56:15,155 - mmaction - INFO - Epoch [150][240/264] lr: 1.677e-01, eta: 14:24:41, time: 0.953, data_time: 0.005, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7851, loss_cls: 1.9062, loss: 1.9062, grad_norm: 1.5237, top1_acc/aux0: 0.5137, top5_acc/aux0: 0.7585, loss_cls/aux0: 1.9961, loss/aux0: 1.9961 2020-10-23 06:56:51,468 - mmaction - INFO - Epoch [150][260/264] lr: 1.677e-01, eta: 14:23:51, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5361, top5_acc: 0.7786, loss_cls: 1.8990, loss: 1.8990, grad_norm: 1.5592, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7606, loss_cls/aux0: 2.0097, loss/aux0: 2.0097 2020-10-23 06:56:52,385 - mmaction - INFO - Epoch [150][260/264] lr: 1.677e-01, eta: 14:24:04, time: 0.926, data_time: 0.001, memory: 8466, top1_acc: 0.5361, top5_acc: 0.7786, loss_cls: 1.8990, loss: 1.8990, grad_norm: 1.5627, top1_acc/aux0: 0.5054, top5_acc/aux0: 0.7585, loss_cls/aux0: 2.0165, loss/aux0: 2.0165 2020-10-23 07:02:48,804 - mmaction - INFO - Epoch [151][20/264] lr: 1.650e-01, eta: 14:23:01, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5429, top5_acc: 0.7833, loss_cls: 1.8546, loss: 1.8546, grad_norm: 1.5529, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7564, loss_cls/aux0: 1.9966, loss/aux0: 1.9966 2020-10-23 07:02:49,769 - mmaction - INFO - Epoch [151][20/264] lr: 1.650e-01, eta: 14:23:14, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.5429, top5_acc: 0.7833, loss_cls: 1.8546, loss: 1.8546, grad_norm: 1.5446, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7589, loss_cls/aux0: 1.9885, loss/aux0: 1.9885 2020-10-23 07:03:26,079 - mmaction - INFO - Epoch [151][40/264] lr: 1.650e-01, eta: 14:22:24, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5465, top5_acc: 0.7830, loss_cls: 1.8731, loss: 1.8731, grad_norm: 1.5354, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7590, loss_cls/aux0: 2.0095, loss/aux0: 2.0095 2020-10-23 07:03:27,001 - mmaction - INFO - Epoch [151][40/264] lr: 1.650e-01, eta: 14:22:37, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5465, top5_acc: 0.7830, loss_cls: 1.8731, loss: 1.8731, grad_norm: 1.5414, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0185, loss/aux0: 2.0185 2020-10-23 07:04:03,397 - mmaction - INFO - Epoch [151][60/264] lr: 1.650e-01, eta: 14:21:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7911, loss_cls: 1.8349, loss: 1.8349, grad_norm: 1.5389, top1_acc/aux0: 0.5106, top5_acc/aux0: 0.7538, loss_cls/aux0: 2.0129, loss/aux0: 2.0129 2020-10-23 07:04:04,323 - mmaction - INFO - Epoch [151][60/264] lr: 1.650e-01, eta: 14:22:01, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7911, loss_cls: 1.8349, loss: 1.8349, grad_norm: 1.5332, top1_acc/aux0: 0.5090, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0140, loss/aux0: 2.0140 2020-10-23 07:04:40,930 - mmaction - INFO - Epoch [151][80/264] lr: 1.650e-01, eta: 14:21:11, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5547, top5_acc: 0.8007, loss_cls: 1.7775, loss: 1.7775, grad_norm: 1.5722, top1_acc/aux0: 0.5087, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0188, loss/aux0: 2.0188 2020-10-23 07:04:41,867 - mmaction - INFO - Epoch [151][80/264] lr: 1.650e-01, eta: 14:21:24, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5547, top5_acc: 0.8007, loss_cls: 1.7775, loss: 1.7775, grad_norm: 1.5693, top1_acc/aux0: 0.5142, top5_acc/aux0: 0.7618, loss_cls/aux0: 2.0043, loss/aux0: 2.0043 2020-10-23 07:05:18,357 - mmaction - INFO - Epoch [151][100/264] lr: 1.650e-01, eta: 14:20:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5342, top5_acc: 0.7738, loss_cls: 1.9008, loss: 1.9008, grad_norm: 1.5371, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0298, loss/aux0: 2.0298 2020-10-23 07:05:19,362 - mmaction - INFO - Epoch [151][100/264] lr: 1.650e-01, eta: 14:20:47, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5342, top5_acc: 0.7738, loss_cls: 1.9008, loss: 1.9008, grad_norm: 1.5333, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0409, loss/aux0: 2.0409 2020-10-23 07:05:56,019 - mmaction - INFO - Epoch [151][120/264] lr: 1.650e-01, eta: 14:19:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7778, loss_cls: 1.8913, loss: 1.8913, grad_norm: 1.5590, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0321, loss/aux0: 2.0321 2020-10-23 07:05:56,960 - mmaction - INFO - Epoch [151][120/264] lr: 1.650e-01, eta: 14:20:10, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7778, loss_cls: 1.8913, loss: 1.8913, grad_norm: 1.5617, top1_acc/aux0: 0.5038, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.0452, loss/aux0: 2.0452 2020-10-23 07:06:33,619 - mmaction - INFO - Epoch [151][140/264] lr: 1.650e-01, eta: 14:19:21, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7743, loss_cls: 1.9138, loss: 1.9138, grad_norm: 1.5839, top1_acc/aux0: 0.4960, top5_acc/aux0: 0.7543, loss_cls/aux0: 2.0258, loss/aux0: 2.0258 2020-10-23 07:06:34,555 - mmaction - INFO - Epoch [151][140/264] lr: 1.650e-01, eta: 14:19:34, time: 0.942, data_time: 0.005, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7743, loss_cls: 1.9138, loss: 1.9138, grad_norm: 1.5820, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7582, loss_cls/aux0: 2.0072, loss/aux0: 2.0072 2020-10-23 07:07:11,340 - mmaction - INFO - Epoch [151][160/264] lr: 1.650e-01, eta: 14:18:44, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5470, top5_acc: 0.7825, loss_cls: 1.8332, loss: 1.8332, grad_norm: 1.5807, top1_acc/aux0: 0.5056, top5_acc/aux0: 0.7590, loss_cls/aux0: 2.0128, loss/aux0: 2.0128 2020-10-23 07:07:12,290 - mmaction - INFO - Epoch [151][160/264] lr: 1.650e-01, eta: 14:18:57, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.5470, top5_acc: 0.7825, loss_cls: 1.8332, loss: 1.8332, grad_norm: 1.5780, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7569, loss_cls/aux0: 2.0183, loss/aux0: 2.0183 2020-10-23 07:07:49,184 - mmaction - INFO - Epoch [151][180/264] lr: 1.650e-01, eta: 14:18:08, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5222, top5_acc: 0.7681, loss_cls: 1.9341, loss: 1.9341, grad_norm: 1.5378, top1_acc/aux0: 0.5101, top5_acc/aux0: 0.7608, loss_cls/aux0: 2.0075, loss/aux0: 2.0075 2020-10-23 07:07:50,127 - mmaction - INFO - Epoch [151][180/264] lr: 1.650e-01, eta: 14:18:21, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.5222, top5_acc: 0.7681, loss_cls: 1.9341, loss: 1.9341, grad_norm: 1.5356, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7608, loss_cls/aux0: 2.0084, loss/aux0: 2.0084 2020-10-23 07:08:26,554 - mmaction - INFO - Epoch [151][200/264] lr: 1.650e-01, eta: 14:17:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5314, top5_acc: 0.7696, loss_cls: 1.9025, loss: 1.9025, grad_norm: 1.5709, top1_acc/aux0: 0.4957, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.0831, loss/aux0: 2.0831 2020-10-23 07:08:27,486 - mmaction - INFO - Epoch [151][200/264] lr: 1.650e-01, eta: 14:17:44, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5314, top5_acc: 0.7696, loss_cls: 1.9025, loss: 1.9025, grad_norm: 1.5811, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.0922, loss/aux0: 2.0922 2020-10-23 07:09:03,954 - mmaction - INFO - Epoch [151][220/264] lr: 1.650e-01, eta: 14:16:54, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7790, loss_cls: 1.9043, loss: 1.9043, grad_norm: 1.5747, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0218, loss/aux0: 2.0218 2020-10-23 07:09:04,904 - mmaction - INFO - Epoch [151][220/264] lr: 1.650e-01, eta: 14:17:07, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7790, loss_cls: 1.9043, loss: 1.9043, grad_norm: 1.5744, top1_acc/aux0: 0.5111, top5_acc/aux0: 0.7559, loss_cls/aux0: 2.0003, loss/aux0: 2.0003 2020-10-23 07:09:41,777 - mmaction - INFO - Epoch [151][240/264] lr: 1.650e-01, eta: 14:16:18, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7762, loss_cls: 1.8865, loss: 1.8865, grad_norm: 1.5189, top1_acc/aux0: 0.5090, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0043, loss/aux0: 2.0043 2020-10-23 07:09:42,742 - mmaction - INFO - Epoch [151][240/264] lr: 1.650e-01, eta: 14:16:31, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7762, loss_cls: 1.8865, loss: 1.8865, grad_norm: 1.5167, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7545, loss_cls/aux0: 2.0211, loss/aux0: 2.0211 2020-10-23 07:10:19,104 - mmaction - INFO - Epoch [151][260/264] lr: 1.650e-01, eta: 14:15:41, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7755, loss_cls: 1.8945, loss: 1.8945, grad_norm: 1.5385, top1_acc/aux0: 0.5063, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0180, loss/aux0: 2.0180 2020-10-23 07:10:20,028 - mmaction - INFO - Epoch [151][260/264] lr: 1.650e-01, eta: 14:15:54, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7755, loss_cls: 1.8945, loss: 1.8945, grad_norm: 1.5406, top1_acc/aux0: 0.5019, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0251, loss/aux0: 2.0251 2020-10-23 07:16:20,636 - mmaction - INFO - Epoch [152][20/264] lr: 1.623e-01, eta: 14:14:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5486, top5_acc: 0.7865, loss_cls: 1.8268, loss: 1.8268, grad_norm: 1.5305, top1_acc/aux0: 0.5179, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9643, loss/aux0: 1.9643 2020-10-23 07:16:21,567 - mmaction - INFO - Epoch [152][20/264] lr: 1.623e-01, eta: 14:15:04, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5486, top5_acc: 0.7865, loss_cls: 1.8268, loss: 1.8268, grad_norm: 1.5338, top1_acc/aux0: 0.5158, top5_acc/aux0: 0.7649, loss_cls/aux0: 1.9707, loss/aux0: 1.9707 2020-10-23 07:16:57,996 - mmaction - INFO - Epoch [152][40/264] lr: 1.623e-01, eta: 14:14:15, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7790, loss_cls: 1.8849, loss: 1.8849, grad_norm: 1.5533, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7566, loss_cls/aux0: 2.0014, loss/aux0: 2.0014 2020-10-23 07:16:58,941 - mmaction - INFO - Epoch [152][40/264] lr: 1.623e-01, eta: 14:14:28, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7790, loss_cls: 1.8849, loss: 1.8849, grad_norm: 1.5634, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0072, loss/aux0: 2.0072 2020-10-23 07:17:35,373 - mmaction - INFO - Epoch [152][60/264] lr: 1.623e-01, eta: 14:13:38, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5405, top5_acc: 0.7774, loss_cls: 1.8775, loss: 1.8775, grad_norm: 1.5272, top1_acc/aux0: 0.5024, top5_acc/aux0: 0.7530, loss_cls/aux0: 2.0130, loss/aux0: 2.0130 2020-10-23 07:17:36,322 - mmaction - INFO - Epoch [152][60/264] lr: 1.623e-01, eta: 14:13:51, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5405, top5_acc: 0.7774, loss_cls: 1.8775, loss: 1.8775, grad_norm: 1.5346, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7543, loss_cls/aux0: 2.0048, loss/aux0: 2.0048 2020-10-23 07:18:12,679 - mmaction - INFO - Epoch [152][80/264] lr: 1.623e-01, eta: 14:13:01, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5387, top5_acc: 0.7788, loss_cls: 1.8828, loss: 1.8828, grad_norm: 1.5451, top1_acc/aux0: 0.4993, top5_acc/aux0: 0.7455, loss_cls/aux0: 2.0579, loss/aux0: 2.0579 2020-10-23 07:18:13,622 - mmaction - INFO - Epoch [152][80/264] lr: 1.623e-01, eta: 14:13:14, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5387, top5_acc: 0.7788, loss_cls: 1.8828, loss: 1.8828, grad_norm: 1.5372, top1_acc/aux0: 0.5002, top5_acc/aux0: 0.7472, loss_cls/aux0: 2.0468, loss/aux0: 2.0468 2020-10-23 07:18:50,306 - mmaction - INFO - Epoch [152][100/264] lr: 1.623e-01, eta: 14:12:24, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5410, top5_acc: 0.7866, loss_cls: 1.8909, loss: 1.8909, grad_norm: 1.5436, top1_acc/aux0: 0.5132, top5_acc/aux0: 0.7609, loss_cls/aux0: 1.9954, loss/aux0: 1.9954 2020-10-23 07:18:51,238 - mmaction - INFO - Epoch [152][100/264] lr: 1.623e-01, eta: 14:12:37, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5410, top5_acc: 0.7866, loss_cls: 1.8909, loss: 1.8909, grad_norm: 1.5455, top1_acc/aux0: 0.5097, top5_acc/aux0: 0.7582, loss_cls/aux0: 2.0109, loss/aux0: 2.0109 2020-10-23 07:19:27,806 - mmaction - INFO - Epoch [152][120/264] lr: 1.623e-01, eta: 14:11:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7905, loss_cls: 1.8582, loss: 1.8582, grad_norm: 1.5575, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7601, loss_cls/aux0: 1.9833, loss/aux0: 1.9833 2020-10-23 07:19:28,761 - mmaction - INFO - Epoch [152][120/264] lr: 1.623e-01, eta: 14:12:00, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7905, loss_cls: 1.8582, loss: 1.8582, grad_norm: 1.5594, top1_acc/aux0: 0.5196, top5_acc/aux0: 0.7604, loss_cls/aux0: 1.9777, loss/aux0: 1.9777 2020-10-23 07:20:05,416 - mmaction - INFO - Epoch [152][140/264] lr: 1.623e-01, eta: 14:11:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7821, loss_cls: 1.8746, loss: 1.8746, grad_norm: 1.5773, top1_acc/aux0: 0.5153, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9806, loss/aux0: 1.9806 2020-10-23 07:20:06,350 - mmaction - INFO - Epoch [152][140/264] lr: 1.623e-01, eta: 14:11:24, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7821, loss_cls: 1.8746, loss: 1.8746, grad_norm: 1.5749, top1_acc/aux0: 0.5155, top5_acc/aux0: 0.7642, loss_cls/aux0: 1.9805, loss/aux0: 1.9805 2020-10-23 07:20:43,123 - mmaction - INFO - Epoch [152][160/264] lr: 1.623e-01, eta: 14:10:34, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5363, top5_acc: 0.7720, loss_cls: 1.9169, loss: 1.9169, grad_norm: 1.5553, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7644, loss_cls/aux0: 2.0026, loss/aux0: 2.0026 2020-10-23 07:20:44,102 - mmaction - INFO - Epoch [152][160/264] lr: 1.623e-01, eta: 14:10:47, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.5363, top5_acc: 0.7720, loss_cls: 1.9169, loss: 1.9169, grad_norm: 1.5578, top1_acc/aux0: 0.5080, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0060, loss/aux0: 2.0060 2020-10-23 07:21:20,560 - mmaction - INFO - Epoch [152][180/264] lr: 1.623e-01, eta: 14:09:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7885, loss_cls: 1.8436, loss: 1.8436, grad_norm: 1.5326, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0190, loss/aux0: 2.0190 2020-10-23 07:21:21,512 - mmaction - INFO - Epoch [152][180/264] lr: 1.623e-01, eta: 14:10:10, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7885, loss_cls: 1.8436, loss: 1.8436, grad_norm: 1.5308, top1_acc/aux0: 0.5127, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0191, loss/aux0: 2.0191 2020-10-23 07:21:58,177 - mmaction - INFO - Epoch [152][200/264] lr: 1.623e-01, eta: 14:09:21, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7887, loss_cls: 1.8644, loss: 1.8644, grad_norm: 1.5745, top1_acc/aux0: 0.5085, top5_acc/aux0: 0.7498, loss_cls/aux0: 2.0442, loss/aux0: 2.0442 2020-10-23 07:21:59,110 - mmaction - INFO - Epoch [152][200/264] lr: 1.623e-01, eta: 14:09:34, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7887, loss_cls: 1.8644, loss: 1.8644, grad_norm: 1.5735, top1_acc/aux0: 0.5069, top5_acc/aux0: 0.7486, loss_cls/aux0: 2.0446, loss/aux0: 2.0446 2020-10-23 07:22:35,421 - mmaction - INFO - Epoch [152][220/264] lr: 1.623e-01, eta: 14:08:44, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7832, loss_cls: 1.8717, loss: 1.8717, grad_norm: 1.5761, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7441, loss_cls/aux0: 2.0664, loss/aux0: 2.0664 2020-10-23 07:22:36,365 - mmaction - INFO - Epoch [152][220/264] lr: 1.623e-01, eta: 14:08:57, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7832, loss_cls: 1.8717, loss: 1.8717, grad_norm: 1.5753, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.0661, loss/aux0: 2.0661 2020-10-23 07:23:13,015 - mmaction - INFO - Epoch [152][240/264] lr: 1.623e-01, eta: 14:08:07, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5450, top5_acc: 0.7882, loss_cls: 1.8570, loss: 1.8570, grad_norm: 1.5650, top1_acc/aux0: 0.5007, top5_acc/aux0: 0.7582, loss_cls/aux0: 2.0261, loss/aux0: 2.0261 2020-10-23 07:23:13,963 - mmaction - INFO - Epoch [152][240/264] lr: 1.623e-01, eta: 14:08:20, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5450, top5_acc: 0.7882, loss_cls: 1.8570, loss: 1.8570, grad_norm: 1.5616, top1_acc/aux0: 0.5009, top5_acc/aux0: 0.7566, loss_cls/aux0: 2.0289, loss/aux0: 2.0289 2020-10-23 07:23:50,313 - mmaction - INFO - Epoch [152][260/264] lr: 1.623e-01, eta: 14:07:31, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7906, loss_cls: 1.8533, loss: 1.8533, grad_norm: 1.5784, top1_acc/aux0: 0.4983, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0598, loss/aux0: 2.0598 2020-10-23 07:23:51,275 - mmaction - INFO - Epoch [152][260/264] lr: 1.623e-01, eta: 14:07:43, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7906, loss_cls: 1.8533, loss: 1.8533, grad_norm: 1.5806, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7540, loss_cls/aux0: 2.0558, loss/aux0: 2.0558 2020-10-23 07:25:42,979 - mmaction - INFO - Saving checkpoint at 152 epochs 2020-10-23 07:27:24,107 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 07:27:24,240 - mmaction - INFO - top1_acc 0.6145 top5_acc 0.8487 2020-10-23 07:27:24,240 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 07:27:24,262 - mmaction - INFO - mean_acc 0.6144 2020-10-23 07:27:24,262 - mmaction - INFO - Now best checkpoint is epoch_152.pth 2020-10-23 07:27:24,267 - mmaction - INFO - Epoch(val) [152][264] top1_acc: 0.6145, top5_acc: 0.8487, mean_class_accuracy: 0.6144 2020-10-23 07:31:15,432 - mmaction - INFO - Epoch [153][20/264] lr: 1.597e-01, eta: 14:06:41, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7941, loss_cls: 1.8221, loss: 1.8221, grad_norm: 1.5850, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7637, loss_cls/aux0: 1.9865, loss/aux0: 1.9865 2020-10-23 07:31:16,368 - mmaction - INFO - Epoch [153][20/264] lr: 1.597e-01, eta: 14:06:54, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7941, loss_cls: 1.8221, loss: 1.8221, grad_norm: 1.5753, top1_acc/aux0: 0.5165, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9771, loss/aux0: 1.9771 2020-10-23 07:31:52,771 - mmaction - INFO - Epoch [153][40/264] lr: 1.597e-01, eta: 14:06:04, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5481, top5_acc: 0.7927, loss_cls: 1.8361, loss: 1.8361, grad_norm: 1.5840, top1_acc/aux0: 0.5127, top5_acc/aux0: 0.7609, loss_cls/aux0: 1.9909, loss/aux0: 1.9909 2020-10-23 07:31:53,709 - mmaction - INFO - Epoch [153][40/264] lr: 1.597e-01, eta: 14:06:17, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5481, top5_acc: 0.7927, loss_cls: 1.8361, loss: 1.8361, grad_norm: 1.5788, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7582, loss_cls/aux0: 1.9952, loss/aux0: 1.9952 2020-10-23 07:32:30,198 - mmaction - INFO - Epoch [153][60/264] lr: 1.597e-01, eta: 14:05:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5450, top5_acc: 0.7780, loss_cls: 1.8719, loss: 1.8719, grad_norm: 1.5788, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7712, loss_cls/aux0: 1.9424, loss/aux0: 1.9424 2020-10-23 07:32:31,152 - mmaction - INFO - Epoch [153][60/264] lr: 1.597e-01, eta: 14:05:40, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5450, top5_acc: 0.7780, loss_cls: 1.8719, loss: 1.8719, grad_norm: 1.5823, top1_acc/aux0: 0.5212, top5_acc/aux0: 0.7722, loss_cls/aux0: 1.9515, loss/aux0: 1.9515 2020-10-23 07:33:07,497 - mmaction - INFO - Epoch [153][80/264] lr: 1.597e-01, eta: 14:04:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5540, top5_acc: 0.7767, loss_cls: 1.8477, loss: 1.8477, grad_norm: 1.5570, top1_acc/aux0: 0.5191, top5_acc/aux0: 0.7616, loss_cls/aux0: 1.9690, loss/aux0: 1.9690 2020-10-23 07:33:08,431 - mmaction - INFO - Epoch [153][80/264] lr: 1.597e-01, eta: 14:05:03, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5540, top5_acc: 0.7767, loss_cls: 1.8477, loss: 1.8477, grad_norm: 1.5579, top1_acc/aux0: 0.5186, top5_acc/aux0: 0.7611, loss_cls/aux0: 1.9627, loss/aux0: 1.9627 2020-10-23 07:33:45,094 - mmaction - INFO - Epoch [153][100/264] lr: 1.597e-01, eta: 14:04:14, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5351, top5_acc: 0.7833, loss_cls: 1.8627, loss: 1.8627, grad_norm: 1.5682, top1_acc/aux0: 0.5050, top5_acc/aux0: 0.7559, loss_cls/aux0: 2.0154, loss/aux0: 2.0154 2020-10-23 07:33:46,027 - mmaction - INFO - Epoch [153][100/264] lr: 1.597e-01, eta: 14:04:27, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5351, top5_acc: 0.7833, loss_cls: 1.8627, loss: 1.8627, grad_norm: 1.5682, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7566, loss_cls/aux0: 2.0117, loss/aux0: 2.0117 2020-10-23 07:34:22,555 - mmaction - INFO - Epoch [153][120/264] lr: 1.597e-01, eta: 14:03:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5554, top5_acc: 0.7875, loss_cls: 1.8242, loss: 1.8242, grad_norm: 1.5692, top1_acc/aux0: 0.5194, top5_acc/aux0: 0.7660, loss_cls/aux0: 1.9623, loss/aux0: 1.9623 2020-10-23 07:34:23,506 - mmaction - INFO - Epoch [153][120/264] lr: 1.597e-01, eta: 14:03:50, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5554, top5_acc: 0.7875, loss_cls: 1.8242, loss: 1.8242, grad_norm: 1.5748, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9744, loss/aux0: 1.9744 2020-10-23 07:35:00,197 - mmaction - INFO - Epoch [153][140/264] lr: 1.597e-01, eta: 14:03:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7885, loss_cls: 1.8445, loss: 1.8445, grad_norm: 1.5487, top1_acc/aux0: 0.5113, top5_acc/aux0: 0.7580, loss_cls/aux0: 2.0016, loss/aux0: 2.0016 2020-10-23 07:35:01,157 - mmaction - INFO - Epoch [153][140/264] lr: 1.597e-01, eta: 14:03:13, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7885, loss_cls: 1.8445, loss: 1.8445, grad_norm: 1.5483, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7589, loss_cls/aux0: 1.9907, loss/aux0: 1.9907 2020-10-23 07:35:37,948 - mmaction - INFO - Epoch [153][160/264] lr: 1.597e-01, eta: 14:02:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7786, loss_cls: 1.8764, loss: 1.8764, grad_norm: 1.5487, top1_acc/aux0: 0.5186, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9857, loss/aux0: 1.9857 2020-10-23 07:35:38,886 - mmaction - INFO - Epoch [153][160/264] lr: 1.597e-01, eta: 14:02:37, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7786, loss_cls: 1.8764, loss: 1.8764, grad_norm: 1.5413, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9959, loss/aux0: 1.9959 2020-10-23 07:36:15,615 - mmaction - INFO - Epoch [153][180/264] lr: 1.597e-01, eta: 14:01:47, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7839, loss_cls: 1.8674, loss: 1.8674, grad_norm: 1.5513, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.0575, loss/aux0: 2.0575 2020-10-23 07:36:16,547 - mmaction - INFO - Epoch [153][180/264] lr: 1.597e-01, eta: 14:02:00, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7839, loss_cls: 1.8674, loss: 1.8674, grad_norm: 1.5596, top1_acc/aux0: 0.5007, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0510, loss/aux0: 2.0510 2020-10-23 07:36:53,340 - mmaction - INFO - Epoch [153][200/264] lr: 1.597e-01, eta: 14:01:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7759, loss_cls: 1.9108, loss: 1.9108, grad_norm: 1.5709, top1_acc/aux0: 0.5196, top5_acc/aux0: 0.7597, loss_cls/aux0: 1.9848, loss/aux0: 1.9848 2020-10-23 07:36:54,278 - mmaction - INFO - Epoch [153][200/264] lr: 1.597e-01, eta: 14:01:24, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7759, loss_cls: 1.9108, loss: 1.9108, grad_norm: 1.5713, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7595, loss_cls/aux0: 1.9884, loss/aux0: 1.9884 2020-10-23 07:37:31,393 - mmaction - INFO - Epoch [153][220/264] lr: 1.597e-01, eta: 14:00:34, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7773, loss_cls: 1.8496, loss: 1.8496, grad_norm: 1.5874, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0232, loss/aux0: 2.0232 2020-10-23 07:37:32,335 - mmaction - INFO - Epoch [153][220/264] lr: 1.597e-01, eta: 14:00:47, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7773, loss_cls: 1.8496, loss: 1.8496, grad_norm: 1.5826, top1_acc/aux0: 0.5134, top5_acc/aux0: 0.7623, loss_cls/aux0: 2.0137, loss/aux0: 2.0137 2020-10-23 07:38:08,867 - mmaction - INFO - Epoch [153][240/264] lr: 1.597e-01, eta: 13:59:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7889, loss_cls: 1.8351, loss: 1.8351, grad_norm: 1.5732, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9637, loss/aux0: 1.9637 2020-10-23 07:38:09,816 - mmaction - INFO - Epoch [153][240/264] lr: 1.597e-01, eta: 14:00:10, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7889, loss_cls: 1.8351, loss: 1.8351, grad_norm: 1.5718, top1_acc/aux0: 0.5113, top5_acc/aux0: 0.7620, loss_cls/aux0: 1.9838, loss/aux0: 1.9838 2020-10-23 07:38:46,417 - mmaction - INFO - Epoch [153][260/264] lr: 1.597e-01, eta: 13:59:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7781, loss_cls: 1.9083, loss: 1.9083, grad_norm: 1.6352, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7634, loss_cls/aux0: 2.0040, loss/aux0: 2.0040 2020-10-23 07:38:47,381 - mmaction - INFO - Epoch [153][260/264] lr: 1.597e-01, eta: 13:59:34, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7781, loss_cls: 1.9083, loss: 1.9083, grad_norm: 1.6376, top1_acc/aux0: 0.5043, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9948, loss/aux0: 1.9948 2020-10-23 07:44:41,053 - mmaction - INFO - Epoch [154][20/264] lr: 1.570e-01, eta: 13:58:32, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5486, top5_acc: 0.7844, loss_cls: 1.8440, loss: 1.8440, grad_norm: 1.5837, top1_acc/aux0: 0.5064, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0228, loss/aux0: 2.0228 2020-10-23 07:44:42,025 - mmaction - INFO - Epoch [154][20/264] lr: 1.570e-01, eta: 13:58:44, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.5486, top5_acc: 0.7844, loss_cls: 1.8440, loss: 1.8440, grad_norm: 1.5839, top1_acc/aux0: 0.5082, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0176, loss/aux0: 2.0176 2020-10-23 07:45:18,263 - mmaction - INFO - Epoch [154][40/264] lr: 1.570e-01, eta: 13:57:55, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7885, loss_cls: 1.8262, loss: 1.8262, grad_norm: 1.5894, top1_acc/aux0: 0.5139, top5_acc/aux0: 0.7592, loss_cls/aux0: 1.9887, loss/aux0: 1.9887 2020-10-23 07:45:19,203 - mmaction - INFO - Epoch [154][40/264] lr: 1.570e-01, eta: 13:58:07, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7885, loss_cls: 1.8262, loss: 1.8262, grad_norm: 1.5927, top1_acc/aux0: 0.5132, top5_acc/aux0: 0.7587, loss_cls/aux0: 1.9888, loss/aux0: 1.9888 2020-10-23 07:45:55,888 - mmaction - INFO - Epoch [154][60/264] lr: 1.570e-01, eta: 13:57:18, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5337, top5_acc: 0.7684, loss_cls: 1.9089, loss: 1.9089, grad_norm: 1.5627, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0067, loss/aux0: 2.0067 2020-10-23 07:45:56,846 - mmaction - INFO - Epoch [154][60/264] lr: 1.570e-01, eta: 13:57:31, time: 0.948, data_time: 0.004, memory: 8466, top1_acc: 0.5337, top5_acc: 0.7684, loss_cls: 1.9089, loss: 1.9089, grad_norm: 1.5548, top1_acc/aux0: 0.5134, top5_acc/aux0: 0.7660, loss_cls/aux0: 2.0008, loss/aux0: 2.0008 2020-10-23 07:46:33,417 - mmaction - INFO - Epoch [154][80/264] lr: 1.570e-01, eta: 13:56:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5543, top5_acc: 0.7962, loss_cls: 1.8027, loss: 1.8027, grad_norm: 1.5656, top1_acc/aux0: 0.5118, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9841, loss/aux0: 1.9841 2020-10-23 07:46:34,362 - mmaction - INFO - Epoch [154][80/264] lr: 1.570e-01, eta: 13:56:54, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5543, top5_acc: 0.7962, loss_cls: 1.8027, loss: 1.8027, grad_norm: 1.5643, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9957, loss/aux0: 1.9957 2020-10-23 07:47:11,109 - mmaction - INFO - Epoch [154][100/264] lr: 1.570e-01, eta: 13:56:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5509, top5_acc: 0.7832, loss_cls: 1.8416, loss: 1.8416, grad_norm: 1.5518, top1_acc/aux0: 0.5134, top5_acc/aux0: 0.7655, loss_cls/aux0: 1.9584, loss/aux0: 1.9584 2020-10-23 07:47:12,053 - mmaction - INFO - Epoch [154][100/264] lr: 1.570e-01, eta: 13:56:17, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5509, top5_acc: 0.7832, loss_cls: 1.8416, loss: 1.8416, grad_norm: 1.5592, top1_acc/aux0: 0.5123, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9592, loss/aux0: 1.9592 2020-10-23 07:47:48,751 - mmaction - INFO - Epoch [154][120/264] lr: 1.570e-01, eta: 13:55:28, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5476, top5_acc: 0.7873, loss_cls: 1.8472, loss: 1.8472, grad_norm: 1.5990, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7564, loss_cls/aux0: 2.0075, loss/aux0: 2.0075 2020-10-23 07:47:49,816 - mmaction - INFO - Epoch [154][120/264] lr: 1.570e-01, eta: 13:55:41, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5476, top5_acc: 0.7873, loss_cls: 1.8472, loss: 1.8472, grad_norm: 1.5992, top1_acc/aux0: 0.5061, top5_acc/aux0: 0.7566, loss_cls/aux0: 2.0064, loss/aux0: 2.0064 2020-10-23 07:48:26,381 - mmaction - INFO - Epoch [154][140/264] lr: 1.570e-01, eta: 13:54:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5467, top5_acc: 0.7816, loss_cls: 1.8545, loss: 1.8545, grad_norm: 1.5893, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0184, loss/aux0: 2.0184 2020-10-23 07:48:27,310 - mmaction - INFO - Epoch [154][140/264] lr: 1.570e-01, eta: 13:55:04, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5467, top5_acc: 0.7816, loss_cls: 1.8545, loss: 1.8545, grad_norm: 1.5884, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.0131, loss/aux0: 2.0131 2020-10-23 07:49:03,992 - mmaction - INFO - Epoch [154][160/264] lr: 1.570e-01, eta: 13:54:15, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7826, loss_cls: 1.8592, loss: 1.8592, grad_norm: 1.5680, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7653, loss_cls/aux0: 2.0018, loss/aux0: 2.0018 2020-10-23 07:49:04,930 - mmaction - INFO - Epoch [154][160/264] lr: 1.570e-01, eta: 13:54:27, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7826, loss_cls: 1.8592, loss: 1.8592, grad_norm: 1.5639, top1_acc/aux0: 0.5134, top5_acc/aux0: 0.7660, loss_cls/aux0: 2.0031, loss/aux0: 2.0031 2020-10-23 07:49:41,769 - mmaction - INFO - Epoch [154][180/264] lr: 1.570e-01, eta: 13:53:38, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5486, top5_acc: 0.7875, loss_cls: 1.8535, loss: 1.8535, grad_norm: 1.5810, top1_acc/aux0: 0.5090, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0254, loss/aux0: 2.0254 2020-10-23 07:49:42,719 - mmaction - INFO - Epoch [154][180/264] lr: 1.570e-01, eta: 13:53:50, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5486, top5_acc: 0.7875, loss_cls: 1.8535, loss: 1.8535, grad_norm: 1.5828, top1_acc/aux0: 0.5059, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0350, loss/aux0: 2.0350 2020-10-23 07:50:19,389 - mmaction - INFO - Epoch [154][200/264] lr: 1.570e-01, eta: 13:53:01, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5413, top5_acc: 0.7941, loss_cls: 1.8364, loss: 1.8364, grad_norm: 1.5949, top1_acc/aux0: 0.5087, top5_acc/aux0: 0.7580, loss_cls/aux0: 1.9968, loss/aux0: 1.9968 2020-10-23 07:50:20,331 - mmaction - INFO - Epoch [154][200/264] lr: 1.570e-01, eta: 13:53:14, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5413, top5_acc: 0.7941, loss_cls: 1.8364, loss: 1.8364, grad_norm: 1.5894, top1_acc/aux0: 0.5113, top5_acc/aux0: 0.7604, loss_cls/aux0: 1.9841, loss/aux0: 1.9841 2020-10-23 07:50:56,959 - mmaction - INFO - Epoch [154][220/264] lr: 1.570e-01, eta: 13:52:25, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5366, top5_acc: 0.7752, loss_cls: 1.9051, loss: 1.9051, grad_norm: 1.5684, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7637, loss_cls/aux0: 1.9706, loss/aux0: 1.9706 2020-10-23 07:50:57,887 - mmaction - INFO - Epoch [154][220/264] lr: 1.570e-01, eta: 13:52:37, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5366, top5_acc: 0.7752, loss_cls: 1.9051, loss: 1.9051, grad_norm: 1.5671, top1_acc/aux0: 0.5158, top5_acc/aux0: 0.7655, loss_cls/aux0: 1.9685, loss/aux0: 1.9685 2020-10-23 07:51:34,368 - mmaction - INFO - Epoch [154][240/264] lr: 1.570e-01, eta: 13:51:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5512, top5_acc: 0.7911, loss_cls: 1.8410, loss: 1.8410, grad_norm: 1.5579, top1_acc/aux0: 0.5090, top5_acc/aux0: 0.7582, loss_cls/aux0: 2.0076, loss/aux0: 2.0076 2020-10-23 07:51:35,310 - mmaction - INFO - Epoch [154][240/264] lr: 1.570e-01, eta: 13:52:00, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5512, top5_acc: 0.7911, loss_cls: 1.8410, loss: 1.8410, grad_norm: 1.5491, top1_acc/aux0: 0.5101, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0052, loss/aux0: 2.0052 2020-10-23 07:52:11,769 - mmaction - INFO - Epoch [154][260/264] lr: 1.570e-01, eta: 13:51:11, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5394, top5_acc: 0.7753, loss_cls: 1.8860, loss: 1.8860, grad_norm: 1.5599, top1_acc/aux0: 0.5090, top5_acc/aux0: 0.7564, loss_cls/aux0: 2.0092, loss/aux0: 2.0092 2020-10-23 07:52:12,706 - mmaction - INFO - Epoch [154][260/264] lr: 1.570e-01, eta: 13:51:23, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.5394, top5_acc: 0.7753, loss_cls: 1.8860, loss: 1.8860, grad_norm: 1.5545, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0079, loss/aux0: 2.0079 2020-10-23 07:58:08,528 - mmaction - INFO - Epoch [155][20/264] lr: 1.544e-01, eta: 13:50:21, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5512, top5_acc: 0.7911, loss_cls: 1.8130, loss: 1.8130, grad_norm: 1.5541, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7668, loss_cls/aux0: 1.9937, loss/aux0: 1.9937 2020-10-23 07:58:09,490 - mmaction - INFO - Epoch [155][20/264] lr: 1.544e-01, eta: 13:50:34, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5512, top5_acc: 0.7911, loss_cls: 1.8130, loss: 1.8130, grad_norm: 1.5582, top1_acc/aux0: 0.5043, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0010, loss/aux0: 2.0010 2020-10-23 07:58:45,876 - mmaction - INFO - Epoch [155][40/264] lr: 1.544e-01, eta: 13:49:45, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5502, top5_acc: 0.7910, loss_cls: 1.8092, loss: 1.8092, grad_norm: 1.5724, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9214, loss/aux0: 1.9214 2020-10-23 07:58:46,805 - mmaction - INFO - Epoch [155][40/264] lr: 1.544e-01, eta: 13:49:57, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5502, top5_acc: 0.7910, loss_cls: 1.8092, loss: 1.8092, grad_norm: 1.5755, top1_acc/aux0: 0.5325, top5_acc/aux0: 0.7783, loss_cls/aux0: 1.9080, loss/aux0: 1.9080 2020-10-23 07:59:23,204 - mmaction - INFO - Epoch [155][60/264] lr: 1.544e-01, eta: 13:49:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5460, top5_acc: 0.7839, loss_cls: 1.8622, loss: 1.8622, grad_norm: 1.5501, top1_acc/aux0: 0.5269, top5_acc/aux0: 0.7681, loss_cls/aux0: 1.9458, loss/aux0: 1.9458 2020-10-23 07:59:24,145 - mmaction - INFO - Epoch [155][60/264] lr: 1.544e-01, eta: 13:49:20, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5460, top5_acc: 0.7839, loss_cls: 1.8622, loss: 1.8622, grad_norm: 1.5530, top1_acc/aux0: 0.5236, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9550, loss/aux0: 1.9550 2020-10-23 08:00:00,634 - mmaction - INFO - Epoch [155][80/264] lr: 1.544e-01, eta: 13:48:31, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5491, top5_acc: 0.7887, loss_cls: 1.8346, loss: 1.8346, grad_norm: 1.6012, top1_acc/aux0: 0.5175, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9263, loss/aux0: 1.9263 2020-10-23 08:00:01,586 - mmaction - INFO - Epoch [155][80/264] lr: 1.544e-01, eta: 13:48:43, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5491, top5_acc: 0.7887, loss_cls: 1.8346, loss: 1.8346, grad_norm: 1.6042, top1_acc/aux0: 0.5200, top5_acc/aux0: 0.7790, loss_cls/aux0: 1.9225, loss/aux0: 1.9225 2020-10-23 08:00:38,065 - mmaction - INFO - Epoch [155][100/264] lr: 1.544e-01, eta: 13:47:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7807, loss_cls: 1.8466, loss: 1.8466, grad_norm: 1.5902, top1_acc/aux0: 0.5313, top5_acc/aux0: 0.7616, loss_cls/aux0: 1.9649, loss/aux0: 1.9649 2020-10-23 08:00:39,008 - mmaction - INFO - Epoch [155][100/264] lr: 1.544e-01, eta: 13:48:06, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7807, loss_cls: 1.8466, loss: 1.8466, grad_norm: 1.5925, top1_acc/aux0: 0.5325, top5_acc/aux0: 0.7606, loss_cls/aux0: 1.9602, loss/aux0: 1.9602 2020-10-23 08:01:15,666 - mmaction - INFO - Epoch [155][120/264] lr: 1.544e-01, eta: 13:47:17, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7927, loss_cls: 1.8099, loss: 1.8099, grad_norm: 1.6211, top1_acc/aux0: 0.5116, top5_acc/aux0: 0.7606, loss_cls/aux0: 2.0050, loss/aux0: 2.0050 2020-10-23 08:01:16,619 - mmaction - INFO - Epoch [155][120/264] lr: 1.544e-01, eta: 13:47:30, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7927, loss_cls: 1.8099, loss: 1.8099, grad_norm: 1.6240, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0120, loss/aux0: 2.0120 2020-10-23 08:01:53,573 - mmaction - INFO - Epoch [155][140/264] lr: 1.544e-01, eta: 13:46:41, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7858, loss_cls: 1.8511, loss: 1.8511, grad_norm: 1.6085, top1_acc/aux0: 0.5191, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9556, loss/aux0: 1.9556 2020-10-23 08:01:54,531 - mmaction - INFO - Epoch [155][140/264] lr: 1.544e-01, eta: 13:46:53, time: 0.957, data_time: 0.003, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7858, loss_cls: 1.8511, loss: 1.8511, grad_norm: 1.6133, top1_acc/aux0: 0.5186, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9617, loss/aux0: 1.9617 2020-10-23 08:02:31,175 - mmaction - INFO - Epoch [155][160/264] lr: 1.544e-01, eta: 13:46:04, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7873, loss_cls: 1.8684, loss: 1.8684, grad_norm: 1.5861, top1_acc/aux0: 0.5189, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9680, loss/aux0: 1.9680 2020-10-23 08:02:32,121 - mmaction - INFO - Epoch [155][160/264] lr: 1.544e-01, eta: 13:46:17, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7873, loss_cls: 1.8684, loss: 1.8684, grad_norm: 1.5886, top1_acc/aux0: 0.5217, top5_acc/aux0: 0.7707, loss_cls/aux0: 1.9531, loss/aux0: 1.9531 2020-10-23 08:03:08,532 - mmaction - INFO - Epoch [155][180/264] lr: 1.544e-01, eta: 13:45:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5434, top5_acc: 0.7861, loss_cls: 1.8512, loss: 1.8512, grad_norm: 1.5954, top1_acc/aux0: 0.5168, top5_acc/aux0: 0.7649, loss_cls/aux0: 1.9584, loss/aux0: 1.9584 2020-10-23 08:03:09,487 - mmaction - INFO - Epoch [155][180/264] lr: 1.544e-01, eta: 13:45:40, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5434, top5_acc: 0.7861, loss_cls: 1.8512, loss: 1.8512, grad_norm: 1.5971, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7655, loss_cls/aux0: 1.9585, loss/aux0: 1.9585 2020-10-23 08:03:45,888 - mmaction - INFO - Epoch [155][200/264] lr: 1.544e-01, eta: 13:44:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5377, top5_acc: 0.7792, loss_cls: 1.8799, loss: 1.8799, grad_norm: 1.6234, top1_acc/aux0: 0.5085, top5_acc/aux0: 0.7589, loss_cls/aux0: 1.9936, loss/aux0: 1.9936 2020-10-23 08:03:46,829 - mmaction - INFO - Epoch [155][200/264] lr: 1.544e-01, eta: 13:45:03, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5377, top5_acc: 0.7792, loss_cls: 1.8799, loss: 1.8799, grad_norm: 1.6276, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7589, loss_cls/aux0: 1.9975, loss/aux0: 1.9975 2020-10-23 08:04:23,608 - mmaction - INFO - Epoch [155][220/264] lr: 1.544e-01, eta: 13:44:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7828, loss_cls: 1.8410, loss: 1.8410, grad_norm: 1.6163, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0244, loss/aux0: 2.0244 2020-10-23 08:04:24,561 - mmaction - INFO - Epoch [155][220/264] lr: 1.544e-01, eta: 13:44:26, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.5448, top5_acc: 0.7828, loss_cls: 1.8410, loss: 1.8410, grad_norm: 1.6162, top1_acc/aux0: 0.4993, top5_acc/aux0: 0.7608, loss_cls/aux0: 2.0356, loss/aux0: 2.0356 2020-10-23 08:05:01,162 - mmaction - INFO - Epoch [155][240/264] lr: 1.544e-01, eta: 13:43:37, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7885, loss_cls: 1.8440, loss: 1.8440, grad_norm: 1.5646, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9659, loss/aux0: 1.9659 2020-10-23 08:05:02,109 - mmaction - INFO - Epoch [155][240/264] lr: 1.544e-01, eta: 13:43:50, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7885, loss_cls: 1.8440, loss: 1.8440, grad_norm: 1.5663, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7686, loss_cls/aux0: 1.9581, loss/aux0: 1.9581 2020-10-23 08:05:38,699 - mmaction - INFO - Epoch [155][260/264] lr: 1.544e-01, eta: 13:43:01, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5420, top5_acc: 0.7875, loss_cls: 1.8599, loss: 1.8599, grad_norm: 1.5940, top1_acc/aux0: 0.5252, top5_acc/aux0: 0.7705, loss_cls/aux0: 1.9507, loss/aux0: 1.9507 2020-10-23 08:05:39,634 - mmaction - INFO - Epoch [155][260/264] lr: 1.544e-01, eta: 13:43:13, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5420, top5_acc: 0.7875, loss_cls: 1.8599, loss: 1.8599, grad_norm: 1.5904, top1_acc/aux0: 0.5259, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9421, loss/aux0: 1.9421 2020-10-23 08:11:23,126 - mmaction - INFO - Epoch [156][20/264] lr: 1.518e-01, eta: 13:42:11, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5667, top5_acc: 0.7976, loss_cls: 1.7628, loss: 1.7628, grad_norm: 1.5681, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9227, loss/aux0: 1.9227 2020-10-23 08:11:24,090 - mmaction - INFO - Epoch [156][20/264] lr: 1.518e-01, eta: 13:42:24, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.5667, top5_acc: 0.7976, loss_cls: 1.7628, loss: 1.7628, grad_norm: 1.5755, top1_acc/aux0: 0.5274, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9241, loss/aux0: 1.9241 2020-10-23 08:12:00,297 - mmaction - INFO - Epoch [156][40/264] lr: 1.518e-01, eta: 13:41:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5524, top5_acc: 0.7819, loss_cls: 1.8234, loss: 1.8234, grad_norm: 1.6093, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7575, loss_cls/aux0: 1.9981, loss/aux0: 1.9981 2020-10-23 08:12:01,218 - mmaction - INFO - Epoch [156][40/264] lr: 1.518e-01, eta: 13:41:47, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5524, top5_acc: 0.7819, loss_cls: 1.8234, loss: 1.8234, grad_norm: 1.6085, top1_acc/aux0: 0.5165, top5_acc/aux0: 0.7564, loss_cls/aux0: 1.9999, loss/aux0: 1.9999 2020-10-23 08:12:37,800 - mmaction - INFO - Epoch [156][60/264] lr: 1.518e-01, eta: 13:40:58, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5488, top5_acc: 0.7944, loss_cls: 1.8190, loss: 1.8190, grad_norm: 1.5731, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7681, loss_cls/aux0: 1.9407, loss/aux0: 1.9407 2020-10-23 08:12:38,748 - mmaction - INFO - Epoch [156][60/264] lr: 1.518e-01, eta: 13:41:10, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5488, top5_acc: 0.7944, loss_cls: 1.8190, loss: 1.8190, grad_norm: 1.5662, top1_acc/aux0: 0.5222, top5_acc/aux0: 0.7689, loss_cls/aux0: 1.9348, loss/aux0: 1.9348 2020-10-23 08:13:15,314 - mmaction - INFO - Epoch [156][80/264] lr: 1.518e-01, eta: 13:40:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7845, loss_cls: 1.8399, loss: 1.8399, grad_norm: 1.6323, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7675, loss_cls/aux0: 1.9604, loss/aux0: 1.9604 2020-10-23 08:13:16,259 - mmaction - INFO - Epoch [156][80/264] lr: 1.518e-01, eta: 13:40:33, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7845, loss_cls: 1.8399, loss: 1.8399, grad_norm: 1.6291, top1_acc/aux0: 0.5132, top5_acc/aux0: 0.7653, loss_cls/aux0: 1.9710, loss/aux0: 1.9710 2020-10-23 08:13:52,709 - mmaction - INFO - Epoch [156][100/264] lr: 1.518e-01, eta: 13:39:44, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7878, loss_cls: 1.8231, loss: 1.8231, grad_norm: 1.6120, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7597, loss_cls/aux0: 1.9780, loss/aux0: 1.9780 2020-10-23 08:13:53,686 - mmaction - INFO - Epoch [156][100/264] lr: 1.518e-01, eta: 13:39:56, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7878, loss_cls: 1.8231, loss: 1.8231, grad_norm: 1.6154, top1_acc/aux0: 0.5168, top5_acc/aux0: 0.7609, loss_cls/aux0: 1.9713, loss/aux0: 1.9713 2020-10-23 08:14:30,231 - mmaction - INFO - Epoch [156][120/264] lr: 1.518e-01, eta: 13:39:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5403, top5_acc: 0.7813, loss_cls: 1.8502, loss: 1.8502, grad_norm: 1.6209, top1_acc/aux0: 0.5061, top5_acc/aux0: 0.7595, loss_cls/aux0: 2.0096, loss/aux0: 2.0096 2020-10-23 08:14:31,183 - mmaction - INFO - Epoch [156][120/264] lr: 1.518e-01, eta: 13:39:19, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5403, top5_acc: 0.7813, loss_cls: 1.8502, loss: 1.8502, grad_norm: 1.6192, top1_acc/aux0: 0.5045, top5_acc/aux0: 0.7575, loss_cls/aux0: 2.0183, loss/aux0: 2.0183 2020-10-23 08:15:07,865 - mmaction - INFO - Epoch [156][140/264] lr: 1.518e-01, eta: 13:38:31, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7811, loss_cls: 1.8699, loss: 1.8699, grad_norm: 1.5942, top1_acc/aux0: 0.5080, top5_acc/aux0: 0.7608, loss_cls/aux0: 1.9824, loss/aux0: 1.9824 2020-10-23 08:15:08,800 - mmaction - INFO - Epoch [156][140/264] lr: 1.518e-01, eta: 13:38:43, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7811, loss_cls: 1.8699, loss: 1.8699, grad_norm: 1.5972, top1_acc/aux0: 0.5082, top5_acc/aux0: 0.7606, loss_cls/aux0: 1.9858, loss/aux0: 1.9858 2020-10-23 08:15:45,308 - mmaction - INFO - Epoch [156][160/264] lr: 1.518e-01, eta: 13:37:54, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7807, loss_cls: 1.8832, loss: 1.8832, grad_norm: 1.5940, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9749, loss/aux0: 1.9749 2020-10-23 08:15:46,265 - mmaction - INFO - Epoch [156][160/264] lr: 1.518e-01, eta: 13:38:06, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7807, loss_cls: 1.8832, loss: 1.8832, grad_norm: 1.5934, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9649, loss/aux0: 1.9649 2020-10-23 08:16:23,092 - mmaction - INFO - Epoch [156][180/264] lr: 1.518e-01, eta: 13:37:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5462, top5_acc: 0.7833, loss_cls: 1.8586, loss: 1.8586, grad_norm: 1.5754, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7625, loss_cls/aux0: 1.9992, loss/aux0: 1.9992 2020-10-23 08:16:24,091 - mmaction - INFO - Epoch [156][180/264] lr: 1.518e-01, eta: 13:37:29, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5462, top5_acc: 0.7833, loss_cls: 1.8586, loss: 1.8586, grad_norm: 1.5749, top1_acc/aux0: 0.5127, top5_acc/aux0: 0.7644, loss_cls/aux0: 1.9878, loss/aux0: 1.9878 2020-10-23 08:17:00,583 - mmaction - INFO - Epoch [156][200/264] lr: 1.518e-01, eta: 13:36:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5413, top5_acc: 0.7797, loss_cls: 1.8778, loss: 1.8778, grad_norm: 1.6057, top1_acc/aux0: 0.5205, top5_acc/aux0: 0.7715, loss_cls/aux0: 1.9526, loss/aux0: 1.9526 2020-10-23 08:17:01,518 - mmaction - INFO - Epoch [156][200/264] lr: 1.518e-01, eta: 13:36:53, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5413, top5_acc: 0.7797, loss_cls: 1.8778, loss: 1.8778, grad_norm: 1.5981, top1_acc/aux0: 0.5170, top5_acc/aux0: 0.7686, loss_cls/aux0: 1.9677, loss/aux0: 1.9677 2020-10-23 08:17:38,235 - mmaction - INFO - Epoch [156][220/264] lr: 1.518e-01, eta: 13:36:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7858, loss_cls: 1.8556, loss: 1.8556, grad_norm: 1.6111, top1_acc/aux0: 0.5054, top5_acc/aux0: 0.7630, loss_cls/aux0: 1.9841, loss/aux0: 1.9841 2020-10-23 08:17:39,187 - mmaction - INFO - Epoch [156][220/264] lr: 1.518e-01, eta: 13:36:16, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7858, loss_cls: 1.8556, loss: 1.8556, grad_norm: 1.6152, top1_acc/aux0: 0.5050, top5_acc/aux0: 0.7639, loss_cls/aux0: 1.9892, loss/aux0: 1.9892 2020-10-23 08:18:15,953 - mmaction - INFO - Epoch [156][240/264] lr: 1.518e-01, eta: 13:35:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7823, loss_cls: 1.8634, loss: 1.8634, grad_norm: 1.5862, top1_acc/aux0: 0.5056, top5_acc/aux0: 0.7528, loss_cls/aux0: 2.0334, loss/aux0: 2.0334 2020-10-23 08:18:16,884 - mmaction - INFO - Epoch [156][240/264] lr: 1.518e-01, eta: 13:35:39, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7823, loss_cls: 1.8634, loss: 1.8634, grad_norm: 1.5856, top1_acc/aux0: 0.5090, top5_acc/aux0: 0.7554, loss_cls/aux0: 2.0168, loss/aux0: 2.0168 2020-10-23 08:18:53,305 - mmaction - INFO - Epoch [156][260/264] lr: 1.518e-01, eta: 13:34:50, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5429, top5_acc: 0.7776, loss_cls: 1.8703, loss: 1.8703, grad_norm: 1.6137, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9630, loss/aux0: 1.9630 2020-10-23 08:18:54,270 - mmaction - INFO - Epoch [156][260/264] lr: 1.518e-01, eta: 13:35:02, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5429, top5_acc: 0.7776, loss_cls: 1.8703, loss: 1.8703, grad_norm: 1.6140, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7663, loss_cls/aux0: 1.9702, loss/aux0: 1.9702 2020-10-23 08:25:00,328 - mmaction - INFO - Epoch [157][20/264] lr: 1.492e-01, eta: 13:34:01, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5319, top5_acc: 0.7788, loss_cls: 1.8684, loss: 1.8684, grad_norm: 1.6064, top1_acc/aux0: 0.5287, top5_acc/aux0: 0.7670, loss_cls/aux0: 1.9413, loss/aux0: 1.9413 2020-10-23 08:25:01,286 - mmaction - INFO - Epoch [157][20/264] lr: 1.492e-01, eta: 13:34:13, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5319, top5_acc: 0.7788, loss_cls: 1.8684, loss: 1.8684, grad_norm: 1.6051, top1_acc/aux0: 0.5283, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9460, loss/aux0: 1.9460 2020-10-23 08:25:37,635 - mmaction - INFO - Epoch [157][40/264] lr: 1.492e-01, eta: 13:33:24, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5606, top5_acc: 0.7938, loss_cls: 1.7630, loss: 1.7630, grad_norm: 1.6332, top1_acc/aux0: 0.5160, top5_acc/aux0: 0.7691, loss_cls/aux0: 1.9801, loss/aux0: 1.9801 2020-10-23 08:25:38,567 - mmaction - INFO - Epoch [157][40/264] lr: 1.492e-01, eta: 13:33:36, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5606, top5_acc: 0.7938, loss_cls: 1.7630, loss: 1.7630, grad_norm: 1.6371, top1_acc/aux0: 0.5139, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9908, loss/aux0: 1.9908 2020-10-23 08:26:15,066 - mmaction - INFO - Epoch [157][60/264] lr: 1.492e-01, eta: 13:32:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5450, top5_acc: 0.7898, loss_cls: 1.8282, loss: 1.8282, grad_norm: 1.6349, top1_acc/aux0: 0.5043, top5_acc/aux0: 0.7561, loss_cls/aux0: 2.0299, loss/aux0: 2.0299 2020-10-23 08:26:15,999 - mmaction - INFO - Epoch [157][60/264] lr: 1.492e-01, eta: 13:32:59, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5450, top5_acc: 0.7898, loss_cls: 1.8282, loss: 1.8282, grad_norm: 1.6232, top1_acc/aux0: 0.5071, top5_acc/aux0: 0.7592, loss_cls/aux0: 2.0134, loss/aux0: 2.0134 2020-10-23 08:26:52,325 - mmaction - INFO - Epoch [157][80/264] lr: 1.492e-01, eta: 13:32:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5535, top5_acc: 0.7969, loss_cls: 1.8265, loss: 1.8265, grad_norm: 1.6332, top1_acc/aux0: 0.5194, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9558, loss/aux0: 1.9558 2020-10-23 08:26:53,306 - mmaction - INFO - Epoch [157][80/264] lr: 1.492e-01, eta: 13:32:22, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.5535, top5_acc: 0.7969, loss_cls: 1.8265, loss: 1.8265, grad_norm: 1.6317, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9609, loss/aux0: 1.9609 2020-10-23 08:27:29,835 - mmaction - INFO - Epoch [157][100/264] lr: 1.492e-01, eta: 13:31:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5535, top5_acc: 0.7941, loss_cls: 1.8156, loss: 1.8156, grad_norm: 1.5684, top1_acc/aux0: 0.5196, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9654, loss/aux0: 1.9654 2020-10-23 08:27:30,759 - mmaction - INFO - Epoch [157][100/264] lr: 1.492e-01, eta: 13:31:45, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5535, top5_acc: 0.7941, loss_cls: 1.8156, loss: 1.8156, grad_norm: 1.5639, top1_acc/aux0: 0.5236, top5_acc/aux0: 0.7649, loss_cls/aux0: 1.9520, loss/aux0: 1.9520 2020-10-23 08:28:07,452 - mmaction - INFO - Epoch [157][120/264] lr: 1.492e-01, eta: 13:30:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5405, top5_acc: 0.7766, loss_cls: 1.8546, loss: 1.8546, grad_norm: 1.6405, top1_acc/aux0: 0.5163, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9781, loss/aux0: 1.9781 2020-10-23 08:28:08,395 - mmaction - INFO - Epoch [157][120/264] lr: 1.492e-01, eta: 13:31:09, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5405, top5_acc: 0.7766, loss_cls: 1.8546, loss: 1.8546, grad_norm: 1.6380, top1_acc/aux0: 0.5142, top5_acc/aux0: 0.7660, loss_cls/aux0: 1.9867, loss/aux0: 1.9867 2020-10-23 08:28:45,162 - mmaction - INFO - Epoch [157][140/264] lr: 1.492e-01, eta: 13:30:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5410, top5_acc: 0.7861, loss_cls: 1.8386, loss: 1.8386, grad_norm: 1.5914, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9587, loss/aux0: 1.9587 2020-10-23 08:28:46,099 - mmaction - INFO - Epoch [157][140/264] lr: 1.492e-01, eta: 13:30:32, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5410, top5_acc: 0.7861, loss_cls: 1.8386, loss: 1.8386, grad_norm: 1.5927, top1_acc/aux0: 0.5153, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9586, loss/aux0: 1.9586 2020-10-23 08:29:22,756 - mmaction - INFO - Epoch [157][160/264] lr: 1.492e-01, eta: 13:29:43, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7844, loss_cls: 1.8390, loss: 1.8390, grad_norm: 1.5913, top1_acc/aux0: 0.5243, top5_acc/aux0: 0.7686, loss_cls/aux0: 1.9417, loss/aux0: 1.9417 2020-10-23 08:29:23,695 - mmaction - INFO - Epoch [157][160/264] lr: 1.492e-01, eta: 13:29:55, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7844, loss_cls: 1.8390, loss: 1.8390, grad_norm: 1.5936, top1_acc/aux0: 0.5267, top5_acc/aux0: 0.7684, loss_cls/aux0: 1.9359, loss/aux0: 1.9359 2020-10-23 08:30:00,266 - mmaction - INFO - Epoch [157][180/264] lr: 1.492e-01, eta: 13:29:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5503, top5_acc: 0.7884, loss_cls: 1.8269, loss: 1.8269, grad_norm: 1.6084, top1_acc/aux0: 0.5170, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9720, loss/aux0: 1.9720 2020-10-23 08:30:01,228 - mmaction - INFO - Epoch [157][180/264] lr: 1.492e-01, eta: 13:29:19, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.5503, top5_acc: 0.7884, loss_cls: 1.8269, loss: 1.8269, grad_norm: 1.5974, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9770, loss/aux0: 1.9770 2020-10-23 08:30:37,616 - mmaction - INFO - Epoch [157][200/264] lr: 1.492e-01, eta: 13:28:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5533, top5_acc: 0.7872, loss_cls: 1.8377, loss: 1.8377, grad_norm: 1.6328, top1_acc/aux0: 0.5231, top5_acc/aux0: 0.7681, loss_cls/aux0: 1.9407, loss/aux0: 1.9407 2020-10-23 08:30:38,567 - mmaction - INFO - Epoch [157][200/264] lr: 1.492e-01, eta: 13:28:42, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5533, top5_acc: 0.7872, loss_cls: 1.8377, loss: 1.8377, grad_norm: 1.6360, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7634, loss_cls/aux0: 1.9544, loss/aux0: 1.9544 2020-10-23 08:31:15,151 - mmaction - INFO - Epoch [157][220/264] lr: 1.492e-01, eta: 13:27:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5566, top5_acc: 0.7901, loss_cls: 1.7908, loss: 1.7908, grad_norm: 1.6135, top1_acc/aux0: 0.5118, top5_acc/aux0: 0.7563, loss_cls/aux0: 1.9824, loss/aux0: 1.9824 2020-10-23 08:31:16,086 - mmaction - INFO - Epoch [157][220/264] lr: 1.492e-01, eta: 13:28:05, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5566, top5_acc: 0.7901, loss_cls: 1.7908, loss: 1.7908, grad_norm: 1.6073, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7625, loss_cls/aux0: 1.9595, loss/aux0: 1.9595 2020-10-23 08:31:52,742 - mmaction - INFO - Epoch [157][240/264] lr: 1.492e-01, eta: 13:27:17, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7878, loss_cls: 1.8450, loss: 1.8450, grad_norm: 1.6567, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7639, loss_cls/aux0: 1.9675, loss/aux0: 1.9675 2020-10-23 08:31:53,676 - mmaction - INFO - Epoch [157][240/264] lr: 1.492e-01, eta: 13:27:28, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7878, loss_cls: 1.8450, loss: 1.8450, grad_norm: 1.6517, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7615, loss_cls/aux0: 1.9782, loss/aux0: 1.9782 2020-10-23 08:32:29,967 - mmaction - INFO - Epoch [157][260/264] lr: 1.492e-01, eta: 13:26:40, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5363, top5_acc: 0.7847, loss_cls: 1.8490, loss: 1.8490, grad_norm: 1.6391, top1_acc/aux0: 0.5080, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.0014, loss/aux0: 2.0014 2020-10-23 08:32:30,926 - mmaction - INFO - Epoch [157][260/264] lr: 1.492e-01, eta: 13:26:51, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5363, top5_acc: 0.7847, loss_cls: 1.8490, loss: 1.8490, grad_norm: 1.6370, top1_acc/aux0: 0.5066, top5_acc/aux0: 0.7573, loss_cls/aux0: 1.9955, loss/aux0: 1.9955 2020-10-23 08:38:28,916 - mmaction - INFO - Epoch [158][20/264] lr: 1.466e-01, eta: 13:25:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5609, top5_acc: 0.7997, loss_cls: 1.7895, loss: 1.7895, grad_norm: 1.6207, top1_acc/aux0: 0.5230, top5_acc/aux0: 0.7646, loss_cls/aux0: 1.9555, loss/aux0: 1.9555 2020-10-23 08:38:29,848 - mmaction - INFO - Epoch [158][20/264] lr: 1.466e-01, eta: 13:26:02, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5609, top5_acc: 0.7997, loss_cls: 1.7895, loss: 1.7895, grad_norm: 1.6288, top1_acc/aux0: 0.5220, top5_acc/aux0: 0.7644, loss_cls/aux0: 1.9581, loss/aux0: 1.9581 2020-10-23 08:39:06,249 - mmaction - INFO - Epoch [158][40/264] lr: 1.466e-01, eta: 13:25:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7984, loss_cls: 1.7732, loss: 1.7732, grad_norm: 1.6086, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9419, loss/aux0: 1.9419 2020-10-23 08:39:07,188 - mmaction - INFO - Epoch [158][40/264] lr: 1.466e-01, eta: 13:25:26, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7984, loss_cls: 1.7732, loss: 1.7732, grad_norm: 1.6207, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7736, loss_cls/aux0: 1.9498, loss/aux0: 1.9498 2020-10-23 08:39:43,784 - mmaction - INFO - Epoch [158][60/264] lr: 1.466e-01, eta: 13:24:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5561, top5_acc: 0.7901, loss_cls: 1.8178, loss: 1.8178, grad_norm: 1.6123, top1_acc/aux0: 0.5097, top5_acc/aux0: 0.7561, loss_cls/aux0: 1.9963, loss/aux0: 1.9963 2020-10-23 08:39:44,724 - mmaction - INFO - Epoch [158][60/264] lr: 1.466e-01, eta: 13:24:49, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5561, top5_acc: 0.7901, loss_cls: 1.8178, loss: 1.8178, grad_norm: 1.6061, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7597, loss_cls/aux0: 1.9778, loss/aux0: 1.9778 2020-10-23 08:40:21,264 - mmaction - INFO - Epoch [158][80/264] lr: 1.466e-01, eta: 13:24:01, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5425, top5_acc: 0.7844, loss_cls: 1.8553, loss: 1.8553, grad_norm: 1.6452, top1_acc/aux0: 0.5163, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9850, loss/aux0: 1.9850 2020-10-23 08:40:22,197 - mmaction - INFO - Epoch [158][80/264] lr: 1.466e-01, eta: 13:24:12, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5425, top5_acc: 0.7844, loss_cls: 1.8553, loss: 1.8553, grad_norm: 1.6453, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7670, loss_cls/aux0: 1.9937, loss/aux0: 1.9937 2020-10-23 08:40:58,754 - mmaction - INFO - Epoch [158][100/264] lr: 1.466e-01, eta: 13:23:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5613, top5_acc: 0.7877, loss_cls: 1.8023, loss: 1.8023, grad_norm: 1.5746, top1_acc/aux0: 0.5373, top5_acc/aux0: 0.7783, loss_cls/aux0: 1.9078, loss/aux0: 1.9078 2020-10-23 08:40:59,691 - mmaction - INFO - Epoch [158][100/264] lr: 1.466e-01, eta: 13:23:36, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5613, top5_acc: 0.7877, loss_cls: 1.8023, loss: 1.8023, grad_norm: 1.5902, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7774, loss_cls/aux0: 1.9106, loss/aux0: 1.9106 2020-10-23 08:41:36,493 - mmaction - INFO - Epoch [158][120/264] lr: 1.466e-01, eta: 13:22:47, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5585, top5_acc: 0.7905, loss_cls: 1.8083, loss: 1.8083, grad_norm: 1.6276, top1_acc/aux0: 0.5175, top5_acc/aux0: 0.7743, loss_cls/aux0: 1.9355, loss/aux0: 1.9355 2020-10-23 08:41:37,442 - mmaction - INFO - Epoch [158][120/264] lr: 1.466e-01, eta: 13:22:59, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5585, top5_acc: 0.7905, loss_cls: 1.8083, loss: 1.8083, grad_norm: 1.6238, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7743, loss_cls/aux0: 1.9287, loss/aux0: 1.9287 2020-10-23 08:42:14,351 - mmaction - INFO - Epoch [158][140/264] lr: 1.466e-01, eta: 13:22:11, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.5580, top5_acc: 0.7913, loss_cls: 1.8076, loss: 1.8076, grad_norm: 1.5938, top1_acc/aux0: 0.5186, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9478, loss/aux0: 1.9478 2020-10-23 08:42:15,303 - mmaction - INFO - Epoch [158][140/264] lr: 1.466e-01, eta: 13:22:23, time: 0.956, data_time: 0.002, memory: 8466, top1_acc: 0.5580, top5_acc: 0.7913, loss_cls: 1.8076, loss: 1.8076, grad_norm: 1.5979, top1_acc/aux0: 0.5181, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9519, loss/aux0: 1.9519 2020-10-23 08:42:51,937 - mmaction - INFO - Epoch [158][160/264] lr: 1.466e-01, eta: 13:21:34, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5436, top5_acc: 0.7885, loss_cls: 1.8244, loss: 1.8244, grad_norm: 1.6218, top1_acc/aux0: 0.5196, top5_acc/aux0: 0.7707, loss_cls/aux0: 1.9289, loss/aux0: 1.9289 2020-10-23 08:42:52,914 - mmaction - INFO - Epoch [158][160/264] lr: 1.466e-01, eta: 13:21:46, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5436, top5_acc: 0.7885, loss_cls: 1.8244, loss: 1.8244, grad_norm: 1.6223, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7707, loss_cls/aux0: 1.9261, loss/aux0: 1.9261 2020-10-23 08:43:29,755 - mmaction - INFO - Epoch [158][180/264] lr: 1.466e-01, eta: 13:20:58, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5609, top5_acc: 0.7884, loss_cls: 1.8188, loss: 1.8188, grad_norm: 1.5999, top1_acc/aux0: 0.5321, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9234, loss/aux0: 1.9234 2020-10-23 08:43:30,691 - mmaction - INFO - Epoch [158][180/264] lr: 1.466e-01, eta: 13:21:10, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.5609, top5_acc: 0.7884, loss_cls: 1.8188, loss: 1.8188, grad_norm: 1.6006, top1_acc/aux0: 0.5319, top5_acc/aux0: 0.7731, loss_cls/aux0: 1.9244, loss/aux0: 1.9244 2020-10-23 08:44:07,465 - mmaction - INFO - Epoch [158][200/264] lr: 1.466e-01, eta: 13:20:21, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5575, top5_acc: 0.7896, loss_cls: 1.8181, loss: 1.8181, grad_norm: 1.6202, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7694, loss_cls/aux0: 1.9661, loss/aux0: 1.9661 2020-10-23 08:44:08,401 - mmaction - INFO - Epoch [158][200/264] lr: 1.466e-01, eta: 13:20:33, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5575, top5_acc: 0.7896, loss_cls: 1.8181, loss: 1.8181, grad_norm: 1.6214, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9596, loss/aux0: 1.9596 2020-10-23 08:44:45,034 - mmaction - INFO - Epoch [158][220/264] lr: 1.466e-01, eta: 13:19:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5552, top5_acc: 0.7832, loss_cls: 1.8389, loss: 1.8389, grad_norm: 1.6083, top1_acc/aux0: 0.5233, top5_acc/aux0: 0.7639, loss_cls/aux0: 1.9640, loss/aux0: 1.9640 2020-10-23 08:44:45,970 - mmaction - INFO - Epoch [158][220/264] lr: 1.466e-01, eta: 13:19:56, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5552, top5_acc: 0.7832, loss_cls: 1.8389, loss: 1.8389, grad_norm: 1.6070, top1_acc/aux0: 0.5194, top5_acc/aux0: 0.7639, loss_cls/aux0: 1.9755, loss/aux0: 1.9755 2020-10-23 08:45:22,536 - mmaction - INFO - Epoch [158][240/264] lr: 1.466e-01, eta: 13:19:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7835, loss_cls: 1.8677, loss: 1.8677, grad_norm: 1.6466, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7731, loss_cls/aux0: 1.9182, loss/aux0: 1.9182 2020-10-23 08:45:23,477 - mmaction - INFO - Epoch [158][240/264] lr: 1.466e-01, eta: 13:19:19, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7835, loss_cls: 1.8677, loss: 1.8677, grad_norm: 1.6452, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7726, loss_cls/aux0: 1.9107, loss/aux0: 1.9107 2020-10-23 08:45:59,996 - mmaction - INFO - Epoch [158][260/264] lr: 1.466e-01, eta: 13:18:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5467, top5_acc: 0.7877, loss_cls: 1.8485, loss: 1.8485, grad_norm: 1.6115, top1_acc/aux0: 0.5118, top5_acc/aux0: 0.7585, loss_cls/aux0: 2.0051, loss/aux0: 2.0051 2020-10-23 08:46:00,914 - mmaction - INFO - Epoch [158][260/264] lr: 1.466e-01, eta: 13:18:43, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5467, top5_acc: 0.7877, loss_cls: 1.8485, loss: 1.8485, grad_norm: 1.6124, top1_acc/aux0: 0.5106, top5_acc/aux0: 0.7595, loss_cls/aux0: 2.0046, loss/aux0: 2.0046 2020-10-23 08:51:37,316 - mmaction - INFO - Epoch [159][20/264] lr: 1.440e-01, eta: 13:17:42, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5703, top5_acc: 0.7967, loss_cls: 1.7440, loss: 1.7440, grad_norm: 1.6199, top1_acc/aux0: 0.5196, top5_acc/aux0: 0.7624, loss_cls/aux0: 1.9665, loss/aux0: 1.9665 2020-10-23 08:51:38,280 - mmaction - INFO - Epoch [159][20/264] lr: 1.440e-01, eta: 13:17:54, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.5703, top5_acc: 0.7967, loss_cls: 1.7440, loss: 1.7440, grad_norm: 1.6239, top1_acc/aux0: 0.5217, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9609, loss/aux0: 1.9609 2020-10-23 08:52:14,776 - mmaction - INFO - Epoch [159][40/264] lr: 1.440e-01, eta: 13:17:05, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5535, top5_acc: 0.7938, loss_cls: 1.7938, loss: 1.7938, grad_norm: 1.6412, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7814, loss_cls/aux0: 1.8987, loss/aux0: 1.8987 2020-10-23 08:52:15,714 - mmaction - INFO - Epoch [159][40/264] lr: 1.440e-01, eta: 13:17:17, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5535, top5_acc: 0.7938, loss_cls: 1.7938, loss: 1.7938, grad_norm: 1.6381, top1_acc/aux0: 0.5319, top5_acc/aux0: 0.7804, loss_cls/aux0: 1.9050, loss/aux0: 1.9050 2020-10-23 08:52:52,119 - mmaction - INFO - Epoch [159][60/264] lr: 1.440e-01, eta: 13:16:28, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5498, top5_acc: 0.7964, loss_cls: 1.8033, loss: 1.8033, grad_norm: 1.6285, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9325, loss/aux0: 1.9325 2020-10-23 08:52:53,044 - mmaction - INFO - Epoch [159][60/264] lr: 1.440e-01, eta: 13:16:40, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5498, top5_acc: 0.7964, loss_cls: 1.8033, loss: 1.8033, grad_norm: 1.6270, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7726, loss_cls/aux0: 1.9339, loss/aux0: 1.9339 2020-10-23 08:53:29,425 - mmaction - INFO - Epoch [159][80/264] lr: 1.440e-01, eta: 13:15:51, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5429, top5_acc: 0.7877, loss_cls: 1.8426, loss: 1.8426, grad_norm: 1.6170, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7635, loss_cls/aux0: 1.9847, loss/aux0: 1.9847 2020-10-23 08:53:30,354 - mmaction - INFO - Epoch [159][80/264] lr: 1.440e-01, eta: 13:16:03, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5429, top5_acc: 0.7877, loss_cls: 1.8426, loss: 1.8426, grad_norm: 1.6195, top1_acc/aux0: 0.5108, top5_acc/aux0: 0.7627, loss_cls/aux0: 1.9910, loss/aux0: 1.9910 2020-10-23 08:54:06,791 - mmaction - INFO - Epoch [159][100/264] lr: 1.440e-01, eta: 13:15:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7899, loss_cls: 1.8120, loss: 1.8120, grad_norm: 1.6953, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7639, loss_cls/aux0: 1.9831, loss/aux0: 1.9831 2020-10-23 08:54:07,771 - mmaction - INFO - Epoch [159][100/264] lr: 1.440e-01, eta: 13:15:26, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7899, loss_cls: 1.8120, loss: 1.8120, grad_norm: 1.6860, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7653, loss_cls/aux0: 1.9746, loss/aux0: 1.9746 2020-10-23 08:54:44,288 - mmaction - INFO - Epoch [159][120/264] lr: 1.440e-01, eta: 13:14:38, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7892, loss_cls: 1.8248, loss: 1.8248, grad_norm: 1.6249, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7686, loss_cls/aux0: 1.9487, loss/aux0: 1.9487 2020-10-23 08:54:45,226 - mmaction - INFO - Epoch [159][120/264] lr: 1.440e-01, eta: 13:14:49, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7892, loss_cls: 1.8248, loss: 1.8248, grad_norm: 1.6395, top1_acc/aux0: 0.5163, top5_acc/aux0: 0.7684, loss_cls/aux0: 1.9575, loss/aux0: 1.9575 2020-10-23 08:55:21,926 - mmaction - INFO - Epoch [159][140/264] lr: 1.440e-01, eta: 13:14:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5611, top5_acc: 0.7934, loss_cls: 1.7882, loss: 1.7882, grad_norm: 1.6471, top1_acc/aux0: 0.5267, top5_acc/aux0: 0.7696, loss_cls/aux0: 1.9454, loss/aux0: 1.9454 2020-10-23 08:55:22,890 - mmaction - INFO - Epoch [159][140/264] lr: 1.440e-01, eta: 13:14:12, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5611, top5_acc: 0.7934, loss_cls: 1.7882, loss: 1.7882, grad_norm: 1.6543, top1_acc/aux0: 0.5290, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9372, loss/aux0: 1.9372 2020-10-23 08:55:59,618 - mmaction - INFO - Epoch [159][160/264] lr: 1.440e-01, eta: 13:13:24, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7861, loss_cls: 1.8509, loss: 1.8509, grad_norm: 1.6423, top1_acc/aux0: 0.5165, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9447, loss/aux0: 1.9447 2020-10-23 08:56:00,564 - mmaction - INFO - Epoch [159][160/264] lr: 1.440e-01, eta: 13:13:36, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7861, loss_cls: 1.8509, loss: 1.8509, grad_norm: 1.6335, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7700, loss_cls/aux0: 1.9402, loss/aux0: 1.9402 2020-10-23 08:56:37,453 - mmaction - INFO - Epoch [159][180/264] lr: 1.440e-01, eta: 13:12:47, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5590, top5_acc: 0.7917, loss_cls: 1.8089, loss: 1.8089, grad_norm: 1.6429, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9205, loss/aux0: 1.9205 2020-10-23 08:56:38,380 - mmaction - INFO - Epoch [159][180/264] lr: 1.440e-01, eta: 13:12:59, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5590, top5_acc: 0.7917, loss_cls: 1.8089, loss: 1.8089, grad_norm: 1.6528, top1_acc/aux0: 0.5285, top5_acc/aux0: 0.7710, loss_cls/aux0: 1.9201, loss/aux0: 1.9201 2020-10-23 08:57:15,115 - mmaction - INFO - Epoch [159][200/264] lr: 1.440e-01, eta: 13:12:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5505, top5_acc: 0.7839, loss_cls: 1.8404, loss: 1.8404, grad_norm: 1.6178, top1_acc/aux0: 0.5356, top5_acc/aux0: 0.7700, loss_cls/aux0: 1.9002, loss/aux0: 1.9002 2020-10-23 08:57:16,056 - mmaction - INFO - Epoch [159][200/264] lr: 1.440e-01, eta: 13:12:22, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5505, top5_acc: 0.7839, loss_cls: 1.8404, loss: 1.8404, grad_norm: 1.6202, top1_acc/aux0: 0.5356, top5_acc/aux0: 0.7710, loss_cls/aux0: 1.8949, loss/aux0: 1.8949 2020-10-23 08:57:52,818 - mmaction - INFO - Epoch [159][220/264] lr: 1.440e-01, eta: 13:11:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5429, top5_acc: 0.7830, loss_cls: 1.8355, loss: 1.8355, grad_norm: 1.6093, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7602, loss_cls/aux0: 1.9766, loss/aux0: 1.9766 2020-10-23 08:57:53,752 - mmaction - INFO - Epoch [159][220/264] lr: 1.440e-01, eta: 13:11:46, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5429, top5_acc: 0.7830, loss_cls: 1.8355, loss: 1.8355, grad_norm: 1.6097, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7589, loss_cls/aux0: 1.9893, loss/aux0: 1.9893 2020-10-23 08:58:30,370 - mmaction - INFO - Epoch [159][240/264] lr: 1.440e-01, eta: 13:10:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5569, top5_acc: 0.7920, loss_cls: 1.8156, loss: 1.8156, grad_norm: 1.6389, top1_acc/aux0: 0.5056, top5_acc/aux0: 0.7632, loss_cls/aux0: 1.9867, loss/aux0: 1.9867 2020-10-23 08:58:31,326 - mmaction - INFO - Epoch [159][240/264] lr: 1.440e-01, eta: 13:11:09, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5569, top5_acc: 0.7920, loss_cls: 1.8156, loss: 1.8156, grad_norm: 1.6300, top1_acc/aux0: 0.5056, top5_acc/aux0: 0.7623, loss_cls/aux0: 1.9842, loss/aux0: 1.9842 2020-10-23 08:59:07,850 - mmaction - INFO - Epoch [159][260/264] lr: 1.440e-01, eta: 13:10:21, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5580, top5_acc: 0.7882, loss_cls: 1.8223, loss: 1.8223, grad_norm: 1.6395, top1_acc/aux0: 0.5184, top5_acc/aux0: 0.7655, loss_cls/aux0: 1.9599, loss/aux0: 1.9599 2020-10-23 08:59:08,770 - mmaction - INFO - Epoch [159][260/264] lr: 1.440e-01, eta: 13:10:32, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.5580, top5_acc: 0.7882, loss_cls: 1.8223, loss: 1.8223, grad_norm: 1.6348, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7658, loss_cls/aux0: 1.9580, loss/aux0: 1.9580 2020-10-23 09:05:15,220 - mmaction - INFO - Epoch [160][20/264] lr: 1.415e-01, eta: 13:09:32, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5608, top5_acc: 0.7972, loss_cls: 1.7658, loss: 1.7658, grad_norm: 1.6189, top1_acc/aux0: 0.5230, top5_acc/aux0: 0.7644, loss_cls/aux0: 1.9505, loss/aux0: 1.9505 2020-10-23 09:05:16,175 - mmaction - INFO - Epoch [160][20/264] lr: 1.415e-01, eta: 13:09:43, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.5608, top5_acc: 0.7972, loss_cls: 1.7658, loss: 1.7658, grad_norm: 1.6260, top1_acc/aux0: 0.5238, top5_acc/aux0: 0.7668, loss_cls/aux0: 1.9477, loss/aux0: 1.9477 2020-10-23 09:05:52,659 - mmaction - INFO - Epoch [160][40/264] lr: 1.415e-01, eta: 13:08:55, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5630, top5_acc: 0.7998, loss_cls: 1.7704, loss: 1.7704, grad_norm: 1.6680, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8621, loss/aux0: 1.8621 2020-10-23 09:05:53,610 - mmaction - INFO - Epoch [160][40/264] lr: 1.415e-01, eta: 13:09:06, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5630, top5_acc: 0.7998, loss_cls: 1.7704, loss: 1.7704, grad_norm: 1.6692, top1_acc/aux0: 0.5345, top5_acc/aux0: 0.7832, loss_cls/aux0: 1.8766, loss/aux0: 1.8766 2020-10-23 09:06:30,284 - mmaction - INFO - Epoch [160][60/264] lr: 1.415e-01, eta: 13:08:18, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5566, top5_acc: 0.7880, loss_cls: 1.7977, loss: 1.7977, grad_norm: 1.6281, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7665, loss_cls/aux0: 1.9735, loss/aux0: 1.9735 2020-10-23 09:06:31,225 - mmaction - INFO - Epoch [160][60/264] lr: 1.415e-01, eta: 13:08:29, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5566, top5_acc: 0.7880, loss_cls: 1.7977, loss: 1.7977, grad_norm: 1.6349, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7663, loss_cls/aux0: 1.9685, loss/aux0: 1.9685 2020-10-23 09:07:07,598 - mmaction - INFO - Epoch [160][80/264] lr: 1.415e-01, eta: 13:07:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7974, loss_cls: 1.7580, loss: 1.7580, grad_norm: 1.6374, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7623, loss_cls/aux0: 1.9830, loss/aux0: 1.9830 2020-10-23 09:07:08,534 - mmaction - INFO - Epoch [160][80/264] lr: 1.415e-01, eta: 13:07:53, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7974, loss_cls: 1.7580, loss: 1.7580, grad_norm: 1.6387, top1_acc/aux0: 0.5144, top5_acc/aux0: 0.7653, loss_cls/aux0: 1.9760, loss/aux0: 1.9760 2020-10-23 09:07:45,019 - mmaction - INFO - Epoch [160][100/264] lr: 1.415e-01, eta: 13:07:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5566, top5_acc: 0.7970, loss_cls: 1.7927, loss: 1.7927, grad_norm: 1.6603, top1_acc/aux0: 0.5280, top5_acc/aux0: 0.7778, loss_cls/aux0: 1.9004, loss/aux0: 1.9004 2020-10-23 09:07:46,028 - mmaction - INFO - Epoch [160][100/264] lr: 1.415e-01, eta: 13:07:16, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5566, top5_acc: 0.7970, loss_cls: 1.7927, loss: 1.7927, grad_norm: 1.6691, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9030, loss/aux0: 1.9030 2020-10-23 09:08:22,632 - mmaction - INFO - Epoch [160][120/264] lr: 1.415e-01, eta: 13:06:28, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5611, top5_acc: 0.7976, loss_cls: 1.7648, loss: 1.7648, grad_norm: 1.6718, top1_acc/aux0: 0.5252, top5_acc/aux0: 0.7790, loss_cls/aux0: 1.9209, loss/aux0: 1.9209 2020-10-23 09:08:23,568 - mmaction - INFO - Epoch [160][120/264] lr: 1.415e-01, eta: 13:06:39, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5611, top5_acc: 0.7976, loss_cls: 1.7648, loss: 1.7648, grad_norm: 1.6764, top1_acc/aux0: 0.5243, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9257, loss/aux0: 1.9257 2020-10-23 09:09:00,423 - mmaction - INFO - Epoch [160][140/264] lr: 1.415e-01, eta: 13:05:51, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.5476, top5_acc: 0.7939, loss_cls: 1.8064, loss: 1.8064, grad_norm: 1.6176, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7589, loss_cls/aux0: 1.9839, loss/aux0: 1.9839 2020-10-23 09:09:01,362 - mmaction - INFO - Epoch [160][140/264] lr: 1.415e-01, eta: 13:06:03, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.5476, top5_acc: 0.7939, loss_cls: 1.8064, loss: 1.8064, grad_norm: 1.6211, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7611, loss_cls/aux0: 1.9737, loss/aux0: 1.9737 2020-10-23 09:09:38,002 - mmaction - INFO - Epoch [160][160/264] lr: 1.415e-01, eta: 13:05:15, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7927, loss_cls: 1.8057, loss: 1.8057, grad_norm: 1.6525, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9658, loss/aux0: 1.9658 2020-10-23 09:09:38,961 - mmaction - INFO - Epoch [160][160/264] lr: 1.415e-01, eta: 13:05:26, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7927, loss_cls: 1.8057, loss: 1.8057, grad_norm: 1.6535, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7668, loss_cls/aux0: 1.9709, loss/aux0: 1.9709 2020-10-23 09:10:15,694 - mmaction - INFO - Epoch [160][180/264] lr: 1.415e-01, eta: 13:04:38, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5418, top5_acc: 0.7832, loss_cls: 1.8233, loss: 1.8233, grad_norm: 1.6476, top1_acc/aux0: 0.5217, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9497, loss/aux0: 1.9497 2020-10-23 09:10:16,672 - mmaction - INFO - Epoch [160][180/264] lr: 1.415e-01, eta: 13:04:50, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.5418, top5_acc: 0.7832, loss_cls: 1.8233, loss: 1.8233, grad_norm: 1.6422, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9411, loss/aux0: 1.9411 2020-10-23 09:10:53,624 - mmaction - INFO - Epoch [160][200/264] lr: 1.415e-01, eta: 13:04:02, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7908, loss_cls: 1.8147, loss: 1.8147, grad_norm: 1.6483, top1_acc/aux0: 0.5196, top5_acc/aux0: 0.7642, loss_cls/aux0: 1.9694, loss/aux0: 1.9694 2020-10-23 09:10:54,563 - mmaction - INFO - Epoch [160][200/264] lr: 1.415e-01, eta: 13:04:13, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7908, loss_cls: 1.8147, loss: 1.8147, grad_norm: 1.6477, top1_acc/aux0: 0.5175, top5_acc/aux0: 0.7634, loss_cls/aux0: 1.9807, loss/aux0: 1.9807 2020-10-23 09:11:31,391 - mmaction - INFO - Epoch [160][220/264] lr: 1.415e-01, eta: 13:03:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7847, loss_cls: 1.8451, loss: 1.8451, grad_norm: 1.6288, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7700, loss_cls/aux0: 1.9184, loss/aux0: 1.9184 2020-10-23 09:11:32,315 - mmaction - INFO - Epoch [160][220/264] lr: 1.415e-01, eta: 13:03:36, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7847, loss_cls: 1.8451, loss: 1.8451, grad_norm: 1.6305, top1_acc/aux0: 0.5257, top5_acc/aux0: 0.7710, loss_cls/aux0: 1.9063, loss/aux0: 1.9063 2020-10-23 09:12:08,953 - mmaction - INFO - Epoch [160][240/264] lr: 1.415e-01, eta: 13:02:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5472, top5_acc: 0.7861, loss_cls: 1.8343, loss: 1.8343, grad_norm: 1.6157, top1_acc/aux0: 0.5285, top5_acc/aux0: 0.7717, loss_cls/aux0: 1.9103, loss/aux0: 1.9103 2020-10-23 09:12:09,889 - mmaction - INFO - Epoch [160][240/264] lr: 1.415e-01, eta: 13:03:00, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5472, top5_acc: 0.7861, loss_cls: 1.8343, loss: 1.8343, grad_norm: 1.6134, top1_acc/aux0: 0.5295, top5_acc/aux0: 0.7717, loss_cls/aux0: 1.9178, loss/aux0: 1.9178 2020-10-23 09:12:46,445 - mmaction - INFO - Epoch [160][260/264] lr: 1.415e-01, eta: 13:02:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5502, top5_acc: 0.7858, loss_cls: 1.8278, loss: 1.8278, grad_norm: 1.6437, top1_acc/aux0: 0.5300, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9171, loss/aux0: 1.9171 2020-10-23 09:12:47,364 - mmaction - INFO - Epoch [160][260/264] lr: 1.415e-01, eta: 13:02:23, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5502, top5_acc: 0.7858, loss_cls: 1.8278, loss: 1.8278, grad_norm: 1.6448, top1_acc/aux0: 0.5293, top5_acc/aux0: 0.7705, loss_cls/aux0: 1.9186, loss/aux0: 1.9186 2020-10-23 09:14:40,001 - mmaction - INFO - Saving checkpoint at 160 epochs 2020-10-23 09:16:19,085 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 09:16:19,256 - mmaction - INFO - top1_acc 0.6383 top5_acc 0.8609 2020-10-23 09:16:19,256 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 09:16:19,302 - mmaction - INFO - mean_acc 0.6376 2020-10-23 09:16:19,302 - mmaction - INFO - Now best checkpoint is epoch_160.pth 2020-10-23 09:16:19,327 - mmaction - INFO - Epoch(val) [160][264] top1_acc: 0.6383, top5_acc: 0.8609, mean_class_accuracy: 0.6376 2020-10-23 09:20:07,968 - mmaction - INFO - Epoch [161][20/264] lr: 1.389e-01, eta: 13:01:23, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5642, top5_acc: 0.7950, loss_cls: 1.7786, loss: 1.7786, grad_norm: 1.6565, top1_acc/aux0: 0.5351, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9234, loss/aux0: 1.9234 2020-10-23 09:20:08,939 - mmaction - INFO - Epoch [161][20/264] lr: 1.389e-01, eta: 13:01:34, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.5642, top5_acc: 0.7950, loss_cls: 1.7786, loss: 1.7786, grad_norm: 1.6501, top1_acc/aux0: 0.5358, top5_acc/aux0: 0.7722, loss_cls/aux0: 1.9195, loss/aux0: 1.9195 2020-10-23 09:20:45,260 - mmaction - INFO - Epoch [161][40/264] lr: 1.389e-01, eta: 13:00:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5556, top5_acc: 0.7981, loss_cls: 1.7844, loss: 1.7844, grad_norm: 1.6728, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9028, loss/aux0: 1.9028 2020-10-23 09:20:46,204 - mmaction - INFO - Epoch [161][40/264] lr: 1.389e-01, eta: 13:00:57, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5556, top5_acc: 0.7981, loss_cls: 1.7844, loss: 1.7844, grad_norm: 1.6749, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7736, loss_cls/aux0: 1.9036, loss/aux0: 1.9036 2020-10-23 09:21:22,917 - mmaction - INFO - Epoch [161][60/264] lr: 1.389e-01, eta: 13:00:09, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5595, top5_acc: 0.7951, loss_cls: 1.7974, loss: 1.7974, grad_norm: 1.6361, top1_acc/aux0: 0.5231, top5_acc/aux0: 0.7783, loss_cls/aux0: 1.9052, loss/aux0: 1.9052 2020-10-23 09:21:23,853 - mmaction - INFO - Epoch [161][60/264] lr: 1.389e-01, eta: 13:00:21, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5595, top5_acc: 0.7951, loss_cls: 1.7974, loss: 1.7974, grad_norm: 1.6440, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7757, loss_cls/aux0: 1.9137, loss/aux0: 1.9137 2020-10-23 09:22:00,364 - mmaction - INFO - Epoch [161][80/264] lr: 1.389e-01, eta: 12:59:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5550, top5_acc: 0.7925, loss_cls: 1.8068, loss: 1.8068, grad_norm: 1.6499, top1_acc/aux0: 0.5243, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9176, loss/aux0: 1.9176 2020-10-23 09:22:01,289 - mmaction - INFO - Epoch [161][80/264] lr: 1.389e-01, eta: 12:59:44, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5550, top5_acc: 0.7925, loss_cls: 1.8068, loss: 1.8068, grad_norm: 1.6502, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7759, loss_cls/aux0: 1.9143, loss/aux0: 1.9143 2020-10-23 09:22:37,875 - mmaction - INFO - Epoch [161][100/264] lr: 1.389e-01, eta: 12:58:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5644, top5_acc: 0.7894, loss_cls: 1.7825, loss: 1.7825, grad_norm: 1.6308, top1_acc/aux0: 0.5356, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9041, loss/aux0: 1.9041 2020-10-23 09:22:38,827 - mmaction - INFO - Epoch [161][100/264] lr: 1.389e-01, eta: 12:59:07, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5644, top5_acc: 0.7894, loss_cls: 1.7825, loss: 1.7825, grad_norm: 1.6362, top1_acc/aux0: 0.5377, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.8990, loss/aux0: 1.8990 2020-10-23 09:23:15,439 - mmaction - INFO - Epoch [161][120/264] lr: 1.389e-01, eta: 12:58:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5528, top5_acc: 0.7878, loss_cls: 1.7969, loss: 1.7969, grad_norm: 1.6607, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7731, loss_cls/aux0: 1.9005, loss/aux0: 1.9005 2020-10-23 09:23:16,369 - mmaction - INFO - Epoch [161][120/264] lr: 1.389e-01, eta: 12:58:30, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5528, top5_acc: 0.7878, loss_cls: 1.7969, loss: 1.7969, grad_norm: 1.6642, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9086, loss/aux0: 1.9086 2020-10-23 09:23:52,997 - mmaction - INFO - Epoch [161][140/264] lr: 1.389e-01, eta: 12:57:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5658, top5_acc: 0.8010, loss_cls: 1.7657, loss: 1.7657, grad_norm: 1.6596, top1_acc/aux0: 0.5259, top5_acc/aux0: 0.7675, loss_cls/aux0: 1.9122, loss/aux0: 1.9122 2020-10-23 09:23:53,933 - mmaction - INFO - Epoch [161][140/264] lr: 1.389e-01, eta: 12:57:54, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.5658, top5_acc: 0.8010, loss_cls: 1.7657, loss: 1.7657, grad_norm: 1.6652, top1_acc/aux0: 0.5283, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9035, loss/aux0: 1.9035 2020-10-23 09:24:30,681 - mmaction - INFO - Epoch [161][160/264] lr: 1.389e-01, eta: 12:57:06, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7943, loss_cls: 1.8006, loss: 1.8006, grad_norm: 1.6463, top1_acc/aux0: 0.5189, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9510, loss/aux0: 1.9510 2020-10-23 09:24:31,640 - mmaction - INFO - Epoch [161][160/264] lr: 1.389e-01, eta: 12:57:17, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7943, loss_cls: 1.8006, loss: 1.8006, grad_norm: 1.6452, top1_acc/aux0: 0.5212, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9445, loss/aux0: 1.9445 2020-10-23 09:25:08,031 - mmaction - INFO - Epoch [161][180/264] lr: 1.389e-01, eta: 12:56:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7913, loss_cls: 1.8150, loss: 1.8150, grad_norm: 1.6363, top1_acc/aux0: 0.5252, top5_acc/aux0: 0.7762, loss_cls/aux0: 1.9031, loss/aux0: 1.9031 2020-10-23 09:25:08,982 - mmaction - INFO - Epoch [161][180/264] lr: 1.389e-01, eta: 12:56:40, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7913, loss_cls: 1.8150, loss: 1.8150, grad_norm: 1.6404, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9146, loss/aux0: 1.9146 2020-10-23 09:25:45,628 - mmaction - INFO - Epoch [161][200/264] lr: 1.389e-01, eta: 12:55:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5623, top5_acc: 0.7972, loss_cls: 1.7628, loss: 1.7628, grad_norm: 1.6439, top1_acc/aux0: 0.5196, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9442, loss/aux0: 1.9442 2020-10-23 09:25:46,564 - mmaction - INFO - Epoch [161][200/264] lr: 1.389e-01, eta: 12:56:04, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5623, top5_acc: 0.7972, loss_cls: 1.7628, loss: 1.7628, grad_norm: 1.6453, top1_acc/aux0: 0.5189, top5_acc/aux0: 0.7705, loss_cls/aux0: 1.9444, loss/aux0: 1.9444 2020-10-23 09:26:23,120 - mmaction - INFO - Epoch [161][220/264] lr: 1.389e-01, eta: 12:55:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5585, top5_acc: 0.7887, loss_cls: 1.8044, loss: 1.8044, grad_norm: 1.6669, top1_acc/aux0: 0.5347, top5_acc/aux0: 0.7748, loss_cls/aux0: 1.8767, loss/aux0: 1.8767 2020-10-23 09:26:24,091 - mmaction - INFO - Epoch [161][220/264] lr: 1.389e-01, eta: 12:55:27, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5585, top5_acc: 0.7887, loss_cls: 1.8044, loss: 1.8044, grad_norm: 1.6604, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7767, loss_cls/aux0: 1.8678, loss/aux0: 1.8678 2020-10-23 09:27:00,743 - mmaction - INFO - Epoch [161][240/264] lr: 1.389e-01, eta: 12:54:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5488, top5_acc: 0.7939, loss_cls: 1.8176, loss: 1.8176, grad_norm: 1.6424, top1_acc/aux0: 0.5313, top5_acc/aux0: 0.7686, loss_cls/aux0: 1.9362, loss/aux0: 1.9362 2020-10-23 09:27:01,670 - mmaction - INFO - Epoch [161][240/264] lr: 1.389e-01, eta: 12:54:50, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5488, top5_acc: 0.7939, loss_cls: 1.8176, loss: 1.8176, grad_norm: 1.6373, top1_acc/aux0: 0.5304, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9425, loss/aux0: 1.9425 2020-10-23 09:27:38,242 - mmaction - INFO - Epoch [161][260/264] lr: 1.389e-01, eta: 12:54:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5571, top5_acc: 0.7974, loss_cls: 1.7922, loss: 1.7922, grad_norm: 1.7053, top1_acc/aux0: 0.5248, top5_acc/aux0: 0.7752, loss_cls/aux0: 1.9241, loss/aux0: 1.9241 2020-10-23 09:27:39,161 - mmaction - INFO - Epoch [161][260/264] lr: 1.389e-01, eta: 12:54:13, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5571, top5_acc: 0.7974, loss_cls: 1.7922, loss: 1.7922, grad_norm: 1.6981, top1_acc/aux0: 0.5252, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9284, loss/aux0: 1.9284 2020-10-23 09:33:18,413 - mmaction - INFO - Epoch [162][20/264] lr: 1.364e-01, eta: 12:53:14, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5637, top5_acc: 0.7927, loss_cls: 1.7626, loss: 1.7626, grad_norm: 1.6484, top1_acc/aux0: 0.5278, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8923, loss/aux0: 1.8923 2020-10-23 09:33:19,349 - mmaction - INFO - Epoch [162][20/264] lr: 1.364e-01, eta: 12:53:25, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5637, top5_acc: 0.7927, loss_cls: 1.7626, loss: 1.7626, grad_norm: 1.6511, top1_acc/aux0: 0.5257, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9002, loss/aux0: 1.9002 2020-10-23 09:33:55,725 - mmaction - INFO - Epoch [162][40/264] lr: 1.364e-01, eta: 12:52:37, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5705, top5_acc: 0.8075, loss_cls: 1.7319, loss: 1.7319, grad_norm: 1.6537, top1_acc/aux0: 0.5285, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9301, loss/aux0: 1.9301 2020-10-23 09:33:56,678 - mmaction - INFO - Epoch [162][40/264] lr: 1.364e-01, eta: 12:52:48, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5705, top5_acc: 0.8075, loss_cls: 1.7319, loss: 1.7319, grad_norm: 1.6575, top1_acc/aux0: 0.5304, top5_acc/aux0: 0.7738, loss_cls/aux0: 1.9227, loss/aux0: 1.9227 2020-10-23 09:34:33,278 - mmaction - INFO - Epoch [162][60/264] lr: 1.364e-01, eta: 12:52:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7915, loss_cls: 1.7867, loss: 1.7867, grad_norm: 1.6800, top1_acc/aux0: 0.5290, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9023, loss/aux0: 1.9023 2020-10-23 09:34:34,220 - mmaction - INFO - Epoch [162][60/264] lr: 1.364e-01, eta: 12:52:11, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7915, loss_cls: 1.7867, loss: 1.7867, grad_norm: 1.6741, top1_acc/aux0: 0.5300, top5_acc/aux0: 0.7689, loss_cls/aux0: 1.9046, loss/aux0: 1.9046 2020-10-23 09:35:10,806 - mmaction - INFO - Epoch [162][80/264] lr: 1.364e-01, eta: 12:51:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7898, loss_cls: 1.8063, loss: 1.8063, grad_norm: 1.6626, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7726, loss_cls/aux0: 1.9184, loss/aux0: 1.9184 2020-10-23 09:35:11,773 - mmaction - INFO - Epoch [162][80/264] lr: 1.364e-01, eta: 12:51:34, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7898, loss_cls: 1.8063, loss: 1.8063, grad_norm: 1.6614, top1_acc/aux0: 0.5283, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9152, loss/aux0: 1.9152 2020-10-23 09:35:48,449 - mmaction - INFO - Epoch [162][100/264] lr: 1.364e-01, eta: 12:50:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5601, top5_acc: 0.8003, loss_cls: 1.7804, loss: 1.7804, grad_norm: 1.6748, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7764, loss_cls/aux0: 1.9184, loss/aux0: 1.9184 2020-10-23 09:35:49,399 - mmaction - INFO - Epoch [162][100/264] lr: 1.364e-01, eta: 12:50:58, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5601, top5_acc: 0.8003, loss_cls: 1.7804, loss: 1.7804, grad_norm: 1.6711, top1_acc/aux0: 0.5290, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9193, loss/aux0: 1.9193 2020-10-23 09:36:26,060 - mmaction - INFO - Epoch [162][120/264] lr: 1.364e-01, eta: 12:50:10, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5658, top5_acc: 0.7993, loss_cls: 1.7621, loss: 1.7621, grad_norm: 1.6741, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.8761, loss/aux0: 1.8761 2020-10-23 09:36:27,009 - mmaction - INFO - Epoch [162][120/264] lr: 1.364e-01, eta: 12:50:21, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5658, top5_acc: 0.7993, loss_cls: 1.7621, loss: 1.7621, grad_norm: 1.6716, top1_acc/aux0: 0.5347, top5_acc/aux0: 0.7804, loss_cls/aux0: 1.8704, loss/aux0: 1.8704 2020-10-23 09:37:03,719 - mmaction - INFO - Epoch [162][140/264] lr: 1.364e-01, eta: 12:49:33, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5563, top5_acc: 0.7877, loss_cls: 1.8021, loss: 1.8021, grad_norm: 1.6891, top1_acc/aux0: 0.5319, top5_acc/aux0: 0.7741, loss_cls/aux0: 1.8908, loss/aux0: 1.8908 2020-10-23 09:37:04,666 - mmaction - INFO - Epoch [162][140/264] lr: 1.364e-01, eta: 12:49:44, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5563, top5_acc: 0.7877, loss_cls: 1.8021, loss: 1.8021, grad_norm: 1.6894, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7748, loss_cls/aux0: 1.8949, loss/aux0: 1.8949 2020-10-23 09:37:41,490 - mmaction - INFO - Epoch [162][160/264] lr: 1.364e-01, eta: 12:48:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5651, top5_acc: 0.8078, loss_cls: 1.7633, loss: 1.7633, grad_norm: 1.7209, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9218, loss/aux0: 1.9218 2020-10-23 09:37:42,457 - mmaction - INFO - Epoch [162][160/264] lr: 1.364e-01, eta: 12:49:07, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5651, top5_acc: 0.8078, loss_cls: 1.7633, loss: 1.7633, grad_norm: 1.7228, top1_acc/aux0: 0.5252, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9222, loss/aux0: 1.9222 2020-10-23 09:38:18,867 - mmaction - INFO - Epoch [162][180/264] lr: 1.364e-01, eta: 12:48:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5552, top5_acc: 0.7997, loss_cls: 1.7794, loss: 1.7794, grad_norm: 1.6714, top1_acc/aux0: 0.5222, top5_acc/aux0: 0.7679, loss_cls/aux0: 1.9302, loss/aux0: 1.9302 2020-10-23 09:38:19,816 - mmaction - INFO - Epoch [162][180/264] lr: 1.364e-01, eta: 12:48:30, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5552, top5_acc: 0.7997, loss_cls: 1.7794, loss: 1.7794, grad_norm: 1.6704, top1_acc/aux0: 0.5226, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9362, loss/aux0: 1.9362 2020-10-23 09:38:56,481 - mmaction - INFO - Epoch [162][200/264] lr: 1.364e-01, eta: 12:47:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5597, top5_acc: 0.7946, loss_cls: 1.7754, loss: 1.7754, grad_norm: 1.6641, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7675, loss_cls/aux0: 1.9274, loss/aux0: 1.9274 2020-10-23 09:38:57,427 - mmaction - INFO - Epoch [162][200/264] lr: 1.364e-01, eta: 12:47:54, time: 0.939, data_time: 0.005, memory: 8466, top1_acc: 0.5597, top5_acc: 0.7946, loss_cls: 1.7754, loss: 1.7754, grad_norm: 1.6635, top1_acc/aux0: 0.5269, top5_acc/aux0: 0.7675, loss_cls/aux0: 1.9288, loss/aux0: 1.9288 2020-10-23 09:39:34,068 - mmaction - INFO - Epoch [162][220/264] lr: 1.364e-01, eta: 12:47:06, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5373, top5_acc: 0.7819, loss_cls: 1.8430, loss: 1.8430, grad_norm: 1.6565, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7793, loss_cls/aux0: 1.9237, loss/aux0: 1.9237 2020-10-23 09:39:35,011 - mmaction - INFO - Epoch [162][220/264] lr: 1.364e-01, eta: 12:47:17, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5373, top5_acc: 0.7819, loss_cls: 1.8430, loss: 1.8430, grad_norm: 1.6588, top1_acc/aux0: 0.5274, top5_acc/aux0: 0.7788, loss_cls/aux0: 1.9202, loss/aux0: 1.9202 2020-10-23 09:40:11,510 - mmaction - INFO - Epoch [162][240/264] lr: 1.364e-01, eta: 12:46:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5623, top5_acc: 0.7941, loss_cls: 1.7765, loss: 1.7765, grad_norm: 1.6912, top1_acc/aux0: 0.5257, top5_acc/aux0: 0.7736, loss_cls/aux0: 1.9269, loss/aux0: 1.9269 2020-10-23 09:40:12,446 - mmaction - INFO - Epoch [162][240/264] lr: 1.364e-01, eta: 12:46:40, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5623, top5_acc: 0.7941, loss_cls: 1.7765, loss: 1.7765, grad_norm: 1.6853, top1_acc/aux0: 0.5248, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9304, loss/aux0: 1.9304 2020-10-23 09:40:49,016 - mmaction - INFO - Epoch [162][260/264] lr: 1.364e-01, eta: 12:45:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5592, top5_acc: 0.7950, loss_cls: 1.7781, loss: 1.7781, grad_norm: 1.6872, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7752, loss_cls/aux0: 1.9178, loss/aux0: 1.9178 2020-10-23 09:40:49,937 - mmaction - INFO - Epoch [162][260/264] lr: 1.364e-01, eta: 12:46:03, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5592, top5_acc: 0.7950, loss_cls: 1.7781, loss: 1.7781, grad_norm: 1.6924, top1_acc/aux0: 0.5280, top5_acc/aux0: 0.7780, loss_cls/aux0: 1.9119, loss/aux0: 1.9119 2020-10-23 09:46:59,406 - mmaction - INFO - Epoch [163][20/264] lr: 1.338e-01, eta: 12:45:04, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5576, top5_acc: 0.7925, loss_cls: 1.7830, loss: 1.7830, grad_norm: 1.6734, top1_acc/aux0: 0.5329, top5_acc/aux0: 0.7723, loss_cls/aux0: 1.9207, loss/aux0: 1.9207 2020-10-23 09:47:00,355 - mmaction - INFO - Epoch [163][20/264] lr: 1.338e-01, eta: 12:45:14, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5576, top5_acc: 0.7925, loss_cls: 1.7830, loss: 1.7830, grad_norm: 1.6767, top1_acc/aux0: 0.5337, top5_acc/aux0: 0.7726, loss_cls/aux0: 1.9173, loss/aux0: 1.9173 2020-10-23 09:47:36,761 - mmaction - INFO - Epoch [163][40/264] lr: 1.338e-01, eta: 12:44:27, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5627, top5_acc: 0.7965, loss_cls: 1.7635, loss: 1.7635, grad_norm: 1.6455, top1_acc/aux0: 0.5342, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9103, loss/aux0: 1.9103 2020-10-23 09:47:37,702 - mmaction - INFO - Epoch [163][40/264] lr: 1.338e-01, eta: 12:44:38, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5627, top5_acc: 0.7965, loss_cls: 1.7635, loss: 1.7635, grad_norm: 1.6460, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9036, loss/aux0: 1.9036 2020-10-23 09:48:13,994 - mmaction - INFO - Epoch [163][60/264] lr: 1.338e-01, eta: 12:43:50, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5729, top5_acc: 0.8063, loss_cls: 1.7115, loss: 1.7115, grad_norm: 1.6514, top1_acc/aux0: 0.5300, top5_acc/aux0: 0.7712, loss_cls/aux0: 1.9079, loss/aux0: 1.9079 2020-10-23 09:48:14,934 - mmaction - INFO - Epoch [163][60/264] lr: 1.338e-01, eta: 12:44:01, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5729, top5_acc: 0.8063, loss_cls: 1.7115, loss: 1.7115, grad_norm: 1.6516, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9165, loss/aux0: 1.9165 2020-10-23 09:48:51,641 - mmaction - INFO - Epoch [163][80/264] lr: 1.338e-01, eta: 12:43:13, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5681, top5_acc: 0.8101, loss_cls: 1.7256, loss: 1.7256, grad_norm: 1.6480, top1_acc/aux0: 0.5392, top5_acc/aux0: 0.7785, loss_cls/aux0: 1.8814, loss/aux0: 1.8814 2020-10-23 09:48:52,591 - mmaction - INFO - Epoch [163][80/264] lr: 1.338e-01, eta: 12:43:24, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5681, top5_acc: 0.8101, loss_cls: 1.7256, loss: 1.7256, grad_norm: 1.6479, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7788, loss_cls/aux0: 1.8764, loss/aux0: 1.8764 2020-10-23 09:49:29,487 - mmaction - INFO - Epoch [163][100/264] lr: 1.338e-01, eta: 12:42:36, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5663, top5_acc: 0.7990, loss_cls: 1.7717, loss: 1.7717, grad_norm: 1.6668, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7679, loss_cls/aux0: 1.9566, loss/aux0: 1.9566 2020-10-23 09:49:30,427 - mmaction - INFO - Epoch [163][100/264] lr: 1.338e-01, eta: 12:42:47, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5663, top5_acc: 0.7990, loss_cls: 1.7717, loss: 1.7717, grad_norm: 1.6698, top1_acc/aux0: 0.5226, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9585, loss/aux0: 1.9585 2020-10-23 09:50:06,828 - mmaction - INFO - Epoch [163][120/264] lr: 1.338e-01, eta: 12:42:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7920, loss_cls: 1.7783, loss: 1.7783, grad_norm: 1.7075, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7819, loss_cls/aux0: 1.9080, loss/aux0: 1.9080 2020-10-23 09:50:07,770 - mmaction - INFO - Epoch [163][120/264] lr: 1.338e-01, eta: 12:42:10, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7920, loss_cls: 1.7783, loss: 1.7783, grad_norm: 1.7091, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7816, loss_cls/aux0: 1.9101, loss/aux0: 1.9101 2020-10-23 09:50:44,695 - mmaction - INFO - Epoch [163][140/264] lr: 1.338e-01, eta: 12:41:23, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5622, top5_acc: 0.7913, loss_cls: 1.7789, loss: 1.7789, grad_norm: 1.6599, top1_acc/aux0: 0.5394, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.8817, loss/aux0: 1.8817 2020-10-23 09:50:45,628 - mmaction - INFO - Epoch [163][140/264] lr: 1.338e-01, eta: 12:41:34, time: 0.956, data_time: 0.002, memory: 8466, top1_acc: 0.5622, top5_acc: 0.7913, loss_cls: 1.7789, loss: 1.7789, grad_norm: 1.6592, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7790, loss_cls/aux0: 1.8835, loss/aux0: 1.8835 2020-10-23 09:51:22,411 - mmaction - INFO - Epoch [163][160/264] lr: 1.338e-01, eta: 12:40:47, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5601, top5_acc: 0.7951, loss_cls: 1.7872, loss: 1.7872, grad_norm: 1.7176, top1_acc/aux0: 0.5259, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9069, loss/aux0: 1.9069 2020-10-23 09:51:23,365 - mmaction - INFO - Epoch [163][160/264] lr: 1.338e-01, eta: 12:40:58, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.5601, top5_acc: 0.7951, loss_cls: 1.7872, loss: 1.7872, grad_norm: 1.7137, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9017, loss/aux0: 1.9017 2020-10-23 09:51:59,946 - mmaction - INFO - Epoch [163][180/264] lr: 1.338e-01, eta: 12:40:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5595, top5_acc: 0.7950, loss_cls: 1.7712, loss: 1.7712, grad_norm: 1.6685, top1_acc/aux0: 0.5295, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9237, loss/aux0: 1.9237 2020-10-23 09:52:00,880 - mmaction - INFO - Epoch [163][180/264] lr: 1.338e-01, eta: 12:40:21, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5595, top5_acc: 0.7950, loss_cls: 1.7712, loss: 1.7712, grad_norm: 1.6752, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7684, loss_cls/aux0: 1.9434, loss/aux0: 1.9434 2020-10-23 09:52:37,570 - mmaction - INFO - Epoch [163][200/264] lr: 1.338e-01, eta: 12:39:33, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5474, top5_acc: 0.7972, loss_cls: 1.7967, loss: 1.7967, grad_norm: 1.6758, top1_acc/aux0: 0.5300, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9147, loss/aux0: 1.9147 2020-10-23 09:52:38,501 - mmaction - INFO - Epoch [163][200/264] lr: 1.338e-01, eta: 12:39:44, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.5474, top5_acc: 0.7972, loss_cls: 1.7967, loss: 1.7967, grad_norm: 1.6757, top1_acc/aux0: 0.5340, top5_acc/aux0: 0.7769, loss_cls/aux0: 1.8929, loss/aux0: 1.8929 2020-10-23 09:53:15,075 - mmaction - INFO - Epoch [163][220/264] lr: 1.338e-01, eta: 12:38:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5745, top5_acc: 0.8005, loss_cls: 1.7559, loss: 1.7559, grad_norm: 1.6918, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7691, loss_cls/aux0: 1.9282, loss/aux0: 1.9282 2020-10-23 09:53:16,022 - mmaction - INFO - Epoch [163][220/264] lr: 1.338e-01, eta: 12:39:07, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5745, top5_acc: 0.8005, loss_cls: 1.7559, loss: 1.7559, grad_norm: 1.6886, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7681, loss_cls/aux0: 1.9329, loss/aux0: 1.9329 2020-10-23 09:53:52,768 - mmaction - INFO - Epoch [163][240/264] lr: 1.338e-01, eta: 12:38:20, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5715, top5_acc: 0.8016, loss_cls: 1.7430, loss: 1.7430, grad_norm: 1.6752, top1_acc/aux0: 0.5345, top5_acc/aux0: 0.7741, loss_cls/aux0: 1.8924, loss/aux0: 1.8924 2020-10-23 09:53:53,723 - mmaction - INFO - Epoch [163][240/264] lr: 1.338e-01, eta: 12:38:31, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5715, top5_acc: 0.8016, loss_cls: 1.7430, loss: 1.7430, grad_norm: 1.6676, top1_acc/aux0: 0.5345, top5_acc/aux0: 0.7722, loss_cls/aux0: 1.9013, loss/aux0: 1.9013 2020-10-23 09:54:30,303 - mmaction - INFO - Epoch [163][260/264] lr: 1.338e-01, eta: 12:37:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5514, top5_acc: 0.7852, loss_cls: 1.8275, loss: 1.8275, grad_norm: 1.6774, top1_acc/aux0: 0.5274, top5_acc/aux0: 0.7700, loss_cls/aux0: 1.9350, loss/aux0: 1.9350 2020-10-23 09:54:31,227 - mmaction - INFO - Epoch [163][260/264] lr: 1.338e-01, eta: 12:37:54, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5514, top5_acc: 0.7852, loss_cls: 1.8275, loss: 1.8275, grad_norm: 1.6718, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7717, loss_cls/aux0: 1.9300, loss/aux0: 1.9300 2020-10-23 10:00:41,925 - mmaction - INFO - Epoch [164][20/264] lr: 1.313e-01, eta: 12:36:55, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5689, top5_acc: 0.7998, loss_cls: 1.7512, loss: 1.7512, grad_norm: 1.6646, top1_acc/aux0: 0.5274, top5_acc/aux0: 0.7738, loss_cls/aux0: 1.9049, loss/aux0: 1.9049 2020-10-23 10:00:42,985 - mmaction - INFO - Epoch [164][20/264] lr: 1.313e-01, eta: 12:37:05, time: 0.934, data_time: 0.010, memory: 8466, top1_acc: 0.5689, top5_acc: 0.7998, loss_cls: 1.7512, loss: 1.7512, grad_norm: 1.6666, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9089, loss/aux0: 1.9089 2020-10-23 10:01:19,338 - mmaction - INFO - Epoch [164][40/264] lr: 1.313e-01, eta: 12:36:18, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5681, top5_acc: 0.8052, loss_cls: 1.7343, loss: 1.7343, grad_norm: 1.6890, top1_acc/aux0: 0.5283, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9156, loss/aux0: 1.9156 2020-10-23 10:01:20,342 - mmaction - INFO - Epoch [164][40/264] lr: 1.313e-01, eta: 12:36:28, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5681, top5_acc: 0.8052, loss_cls: 1.7343, loss: 1.7343, grad_norm: 1.6871, top1_acc/aux0: 0.5278, top5_acc/aux0: 0.7694, loss_cls/aux0: 1.9192, loss/aux0: 1.9192 2020-10-23 10:01:56,779 - mmaction - INFO - Epoch [164][60/264] lr: 1.313e-01, eta: 12:35:41, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5708, top5_acc: 0.8075, loss_cls: 1.7406, loss: 1.7406, grad_norm: 1.7073, top1_acc/aux0: 0.5319, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9018, loss/aux0: 1.9018 2020-10-23 10:01:57,731 - mmaction - INFO - Epoch [164][60/264] lr: 1.313e-01, eta: 12:35:52, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5708, top5_acc: 0.8075, loss_cls: 1.7406, loss: 1.7406, grad_norm: 1.7065, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7793, loss_cls/aux0: 1.8913, loss/aux0: 1.8913 2020-10-23 10:02:34,410 - mmaction - INFO - Epoch [164][80/264] lr: 1.313e-01, eta: 12:35:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5568, top5_acc: 0.8021, loss_cls: 1.7531, loss: 1.7531, grad_norm: 1.6772, top1_acc/aux0: 0.5325, top5_acc/aux0: 0.7707, loss_cls/aux0: 1.9158, loss/aux0: 1.9158 2020-10-23 10:02:35,340 - mmaction - INFO - Epoch [164][80/264] lr: 1.313e-01, eta: 12:35:15, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5568, top5_acc: 0.8021, loss_cls: 1.7531, loss: 1.7531, grad_norm: 1.6794, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7720, loss_cls/aux0: 1.9122, loss/aux0: 1.9122 2020-10-23 10:03:11,918 - mmaction - INFO - Epoch [164][100/264] lr: 1.313e-01, eta: 12:34:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5651, top5_acc: 0.7990, loss_cls: 1.7575, loss: 1.7575, grad_norm: 1.6918, top1_acc/aux0: 0.5321, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9079, loss/aux0: 1.9079 2020-10-23 10:03:12,854 - mmaction - INFO - Epoch [164][100/264] lr: 1.313e-01, eta: 12:34:38, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5651, top5_acc: 0.7990, loss_cls: 1.7575, loss: 1.7575, grad_norm: 1.6855, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9114, loss/aux0: 1.9114 2020-10-23 10:03:49,567 - mmaction - INFO - Epoch [164][120/264] lr: 1.313e-01, eta: 12:33:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5688, top5_acc: 0.8030, loss_cls: 1.7462, loss: 1.7462, grad_norm: 1.6772, top1_acc/aux0: 0.5434, top5_acc/aux0: 0.7806, loss_cls/aux0: 1.8818, loss/aux0: 1.8818 2020-10-23 10:03:50,508 - mmaction - INFO - Epoch [164][120/264] lr: 1.313e-01, eta: 12:34:01, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5688, top5_acc: 0.8030, loss_cls: 1.7462, loss: 1.7462, grad_norm: 1.6794, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7819, loss_cls/aux0: 1.8792, loss/aux0: 1.8792 2020-10-23 10:04:27,077 - mmaction - INFO - Epoch [164][140/264] lr: 1.313e-01, eta: 12:33:14, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5684, top5_acc: 0.8076, loss_cls: 1.7416, loss: 1.7416, grad_norm: 1.6828, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8738, loss/aux0: 1.8738 2020-10-23 10:04:28,054 - mmaction - INFO - Epoch [164][140/264] lr: 1.313e-01, eta: 12:33:24, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5684, top5_acc: 0.8076, loss_cls: 1.7416, loss: 1.7416, grad_norm: 1.6828, top1_acc/aux0: 0.5387, top5_acc/aux0: 0.7793, loss_cls/aux0: 1.8803, loss/aux0: 1.8803 2020-10-23 10:05:04,529 - mmaction - INFO - Epoch [164][160/264] lr: 1.313e-01, eta: 12:32:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5597, top5_acc: 0.7927, loss_cls: 1.7878, loss: 1.7878, grad_norm: 1.7089, top1_acc/aux0: 0.5313, top5_acc/aux0: 0.7710, loss_cls/aux0: 1.9299, loss/aux0: 1.9299 2020-10-23 10:05:05,470 - mmaction - INFO - Epoch [164][160/264] lr: 1.313e-01, eta: 12:32:47, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5597, top5_acc: 0.7927, loss_cls: 1.7878, loss: 1.7878, grad_norm: 1.7185, top1_acc/aux0: 0.5313, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9325, loss/aux0: 1.9325 2020-10-23 10:05:42,092 - mmaction - INFO - Epoch [164][180/264] lr: 1.313e-01, eta: 12:32:00, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5634, top5_acc: 0.7880, loss_cls: 1.7932, loss: 1.7932, grad_norm: 1.6716, top1_acc/aux0: 0.5330, top5_acc/aux0: 0.7717, loss_cls/aux0: 1.9156, loss/aux0: 1.9156 2020-10-23 10:05:43,035 - mmaction - INFO - Epoch [164][180/264] lr: 1.313e-01, eta: 12:32:11, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5634, top5_acc: 0.7880, loss_cls: 1.7932, loss: 1.7932, grad_norm: 1.6731, top1_acc/aux0: 0.5313, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9075, loss/aux0: 1.9075 2020-10-23 10:06:19,585 - mmaction - INFO - Epoch [164][200/264] lr: 1.313e-01, eta: 12:31:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5649, top5_acc: 0.7965, loss_cls: 1.7684, loss: 1.7684, grad_norm: 1.6808, top1_acc/aux0: 0.5283, top5_acc/aux0: 0.7800, loss_cls/aux0: 1.9113, loss/aux0: 1.9113 2020-10-23 10:06:20,524 - mmaction - INFO - Epoch [164][200/264] lr: 1.313e-01, eta: 12:31:34, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5649, top5_acc: 0.7965, loss_cls: 1.7684, loss: 1.7684, grad_norm: 1.6856, top1_acc/aux0: 0.5274, top5_acc/aux0: 0.7767, loss_cls/aux0: 1.9276, loss/aux0: 1.9276 2020-10-23 10:06:57,156 - mmaction - INFO - Epoch [164][220/264] lr: 1.313e-01, eta: 12:30:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5474, top5_acc: 0.8028, loss_cls: 1.7818, loss: 1.7818, grad_norm: 1.7079, top1_acc/aux0: 0.5212, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9640, loss/aux0: 1.9640 2020-10-23 10:06:58,092 - mmaction - INFO - Epoch [164][220/264] lr: 1.313e-01, eta: 12:30:57, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5474, top5_acc: 0.8028, loss_cls: 1.7818, loss: 1.7818, grad_norm: 1.7094, top1_acc/aux0: 0.5236, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9482, loss/aux0: 1.9482 2020-10-23 10:07:34,720 - mmaction - INFO - Epoch [164][240/264] lr: 1.313e-01, eta: 12:30:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5661, top5_acc: 0.7964, loss_cls: 1.7774, loss: 1.7774, grad_norm: 1.6472, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7759, loss_cls/aux0: 1.9076, loss/aux0: 1.9076 2020-10-23 10:07:35,658 - mmaction - INFO - Epoch [164][240/264] lr: 1.313e-01, eta: 12:30:20, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5661, top5_acc: 0.7964, loss_cls: 1.7774, loss: 1.7774, grad_norm: 1.6471, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7741, loss_cls/aux0: 1.9116, loss/aux0: 1.9116 2020-10-23 10:08:12,169 - mmaction - INFO - Epoch [164][260/264] lr: 1.313e-01, eta: 12:29:33, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5576, top5_acc: 0.7976, loss_cls: 1.7903, loss: 1.7903, grad_norm: 1.7163, top1_acc/aux0: 0.5280, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9144, loss/aux0: 1.9144 2020-10-23 10:08:13,122 - mmaction - INFO - Epoch [164][260/264] lr: 1.313e-01, eta: 12:29:43, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.5576, top5_acc: 0.7976, loss_cls: 1.7903, loss: 1.7903, grad_norm: 1.7159, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9122, loss/aux0: 1.9122 2020-10-23 10:13:54,129 - mmaction - INFO - Epoch [165][20/264] lr: 1.288e-01, eta: 12:28:44, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5616, top5_acc: 0.7950, loss_cls: 1.7637, loss: 1.7637, grad_norm: 1.6776, top1_acc/aux0: 0.5428, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.8794, loss/aux0: 1.8794 2020-10-23 10:13:55,092 - mmaction - INFO - Epoch [165][20/264] lr: 1.288e-01, eta: 12:28:55, time: 0.924, data_time: 0.003, memory: 8466, top1_acc: 0.5616, top5_acc: 0.7950, loss_cls: 1.7637, loss: 1.7637, grad_norm: 1.6855, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7748, loss_cls/aux0: 1.8795, loss/aux0: 1.8795 2020-10-23 10:14:31,494 - mmaction - INFO - Epoch [165][40/264] lr: 1.288e-01, eta: 12:28:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5670, top5_acc: 0.7974, loss_cls: 1.7450, loss: 1.7450, grad_norm: 1.6504, top1_acc/aux0: 0.5321, top5_acc/aux0: 0.7821, loss_cls/aux0: 1.8729, loss/aux0: 1.8729 2020-10-23 10:14:32,427 - mmaction - INFO - Epoch [165][40/264] lr: 1.288e-01, eta: 12:28:18, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5670, top5_acc: 0.7974, loss_cls: 1.7450, loss: 1.7450, grad_norm: 1.6548, top1_acc/aux0: 0.5337, top5_acc/aux0: 0.7835, loss_cls/aux0: 1.8697, loss/aux0: 1.8697 2020-10-23 10:15:08,957 - mmaction - INFO - Epoch [165][60/264] lr: 1.288e-01, eta: 12:27:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5648, top5_acc: 0.7944, loss_cls: 1.7644, loss: 1.7644, grad_norm: 1.7095, top1_acc/aux0: 0.5295, top5_acc/aux0: 0.7759, loss_cls/aux0: 1.9247, loss/aux0: 1.9247 2020-10-23 10:15:09,886 - mmaction - INFO - Epoch [165][60/264] lr: 1.288e-01, eta: 12:27:41, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5648, top5_acc: 0.7944, loss_cls: 1.7644, loss: 1.7644, grad_norm: 1.7036, top1_acc/aux0: 0.5283, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9266, loss/aux0: 1.9266 2020-10-23 10:15:46,515 - mmaction - INFO - Epoch [165][80/264] lr: 1.288e-01, eta: 12:26:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5819, top5_acc: 0.8031, loss_cls: 1.7250, loss: 1.7250, grad_norm: 1.6849, top1_acc/aux0: 0.5465, top5_acc/aux0: 0.7887, loss_cls/aux0: 1.8333, loss/aux0: 1.8333 2020-10-23 10:15:47,459 - mmaction - INFO - Epoch [165][80/264] lr: 1.288e-01, eta: 12:27:04, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5819, top5_acc: 0.8031, loss_cls: 1.7250, loss: 1.7250, grad_norm: 1.6807, top1_acc/aux0: 0.5483, top5_acc/aux0: 0.7894, loss_cls/aux0: 1.8295, loss/aux0: 1.8295 2020-10-23 10:16:24,005 - mmaction - INFO - Epoch [165][100/264] lr: 1.288e-01, eta: 12:26:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5684, top5_acc: 0.8106, loss_cls: 1.7173, loss: 1.7173, grad_norm: 1.6977, top1_acc/aux0: 0.5535, top5_acc/aux0: 0.7858, loss_cls/aux0: 1.8262, loss/aux0: 1.8262 2020-10-23 10:16:24,944 - mmaction - INFO - Epoch [165][100/264] lr: 1.288e-01, eta: 12:26:27, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5684, top5_acc: 0.8106, loss_cls: 1.7173, loss: 1.7173, grad_norm: 1.7069, top1_acc/aux0: 0.5507, top5_acc/aux0: 0.7840, loss_cls/aux0: 1.8408, loss/aux0: 1.8408 2020-10-23 10:17:01,776 - mmaction - INFO - Epoch [165][120/264] lr: 1.288e-01, eta: 12:25:40, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7877, loss_cls: 1.8208, loss: 1.8208, grad_norm: 1.7022, top1_acc/aux0: 0.5403, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9076, loss/aux0: 1.9076 2020-10-23 10:17:02,725 - mmaction - INFO - Epoch [165][120/264] lr: 1.288e-01, eta: 12:25:51, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7877, loss_cls: 1.8208, loss: 1.8208, grad_norm: 1.7048, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7722, loss_cls/aux0: 1.8974, loss/aux0: 1.8974 2020-10-23 10:17:39,356 - mmaction - INFO - Epoch [165][140/264] lr: 1.288e-01, eta: 12:25:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5717, top5_acc: 0.8003, loss_cls: 1.7493, loss: 1.7493, grad_norm: 1.6669, top1_acc/aux0: 0.5389, top5_acc/aux0: 0.7774, loss_cls/aux0: 1.8704, loss/aux0: 1.8704 2020-10-23 10:17:40,283 - mmaction - INFO - Epoch [165][140/264] lr: 1.288e-01, eta: 12:25:14, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5717, top5_acc: 0.8003, loss_cls: 1.7493, loss: 1.7493, grad_norm: 1.6632, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.8716, loss/aux0: 1.8716 2020-10-23 10:18:16,817 - mmaction - INFO - Epoch [165][160/264] lr: 1.288e-01, eta: 12:24:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5774, top5_acc: 0.8047, loss_cls: 1.6893, loss: 1.6893, grad_norm: 1.7187, top1_acc/aux0: 0.5165, top5_acc/aux0: 0.7689, loss_cls/aux0: 1.9383, loss/aux0: 1.9383 2020-10-23 10:18:17,800 - mmaction - INFO - Epoch [165][160/264] lr: 1.288e-01, eta: 12:24:37, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5774, top5_acc: 0.8047, loss_cls: 1.6893, loss: 1.6893, grad_norm: 1.7085, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7717, loss_cls/aux0: 1.9254, loss/aux0: 1.9254 2020-10-23 10:18:54,343 - mmaction - INFO - Epoch [165][180/264] lr: 1.288e-01, eta: 12:23:50, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7922, loss_cls: 1.7864, loss: 1.7864, grad_norm: 1.6835, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7790, loss_cls/aux0: 1.8853, loss/aux0: 1.8853 2020-10-23 10:18:55,288 - mmaction - INFO - Epoch [165][180/264] lr: 1.288e-01, eta: 12:24:00, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7922, loss_cls: 1.7864, loss: 1.7864, grad_norm: 1.6858, top1_acc/aux0: 0.5332, top5_acc/aux0: 0.7757, loss_cls/aux0: 1.9009, loss/aux0: 1.9009 2020-10-23 10:19:32,118 - mmaction - INFO - Epoch [165][200/264] lr: 1.288e-01, eta: 12:23:13, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5714, top5_acc: 0.8038, loss_cls: 1.7338, loss: 1.7338, grad_norm: 1.6877, top1_acc/aux0: 0.5363, top5_acc/aux0: 0.7814, loss_cls/aux0: 1.8976, loss/aux0: 1.8976 2020-10-23 10:19:33,053 - mmaction - INFO - Epoch [165][200/264] lr: 1.288e-01, eta: 12:23:24, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.5714, top5_acc: 0.8038, loss_cls: 1.7338, loss: 1.7338, grad_norm: 1.6771, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8853, loss/aux0: 1.8853 2020-10-23 10:20:09,586 - mmaction - INFO - Epoch [165][220/264] lr: 1.288e-01, eta: 12:22:37, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5623, top5_acc: 0.7953, loss_cls: 1.7620, loss: 1.7620, grad_norm: 1.6716, top1_acc/aux0: 0.5405, top5_acc/aux0: 0.7847, loss_cls/aux0: 1.8542, loss/aux0: 1.8542 2020-10-23 10:20:10,544 - mmaction - INFO - Epoch [165][220/264] lr: 1.288e-01, eta: 12:22:47, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5623, top5_acc: 0.7953, loss_cls: 1.7620, loss: 1.7620, grad_norm: 1.6721, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7832, loss_cls/aux0: 1.8653, loss/aux0: 1.8653 2020-10-23 10:20:47,143 - mmaction - INFO - Epoch [165][240/264] lr: 1.288e-01, eta: 12:22:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7983, loss_cls: 1.7707, loss: 1.7707, grad_norm: 1.7473, top1_acc/aux0: 0.5311, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.8879, loss/aux0: 1.8879 2020-10-23 10:20:48,113 - mmaction - INFO - Epoch [165][240/264] lr: 1.288e-01, eta: 12:22:10, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7983, loss_cls: 1.7707, loss: 1.7707, grad_norm: 1.7445, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.8970, loss/aux0: 1.8970 2020-10-23 10:21:24,450 - mmaction - INFO - Epoch [165][260/264] lr: 1.288e-01, eta: 12:21:23, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5632, top5_acc: 0.7905, loss_cls: 1.7942, loss: 1.7942, grad_norm: 1.6629, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7837, loss_cls/aux0: 1.8620, loss/aux0: 1.8620 2020-10-23 10:21:25,366 - mmaction - INFO - Epoch [165][260/264] lr: 1.288e-01, eta: 12:21:33, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.5632, top5_acc: 0.7905, loss_cls: 1.7942, loss: 1.7942, grad_norm: 1.6642, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7840, loss_cls/aux0: 1.8541, loss/aux0: 1.8541 2020-10-23 10:27:42,725 - mmaction - INFO - Epoch [166][20/264] lr: 1.263e-01, eta: 12:20:35, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5720, top5_acc: 0.8063, loss_cls: 1.7371, loss: 1.7371, grad_norm: 1.7022, top1_acc/aux0: 0.5298, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9209, loss/aux0: 1.9209 2020-10-23 10:27:43,675 - mmaction - INFO - Epoch [166][20/264] lr: 1.263e-01, eta: 12:20:45, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.5720, top5_acc: 0.8063, loss_cls: 1.7371, loss: 1.7371, grad_norm: 1.7136, top1_acc/aux0: 0.5280, top5_acc/aux0: 0.7717, loss_cls/aux0: 1.9258, loss/aux0: 1.9258 2020-10-23 10:28:19,992 - mmaction - INFO - Epoch [166][40/264] lr: 1.263e-01, eta: 12:19:58, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5715, top5_acc: 0.8007, loss_cls: 1.7330, loss: 1.7330, grad_norm: 1.7207, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.8851, loss/aux0: 1.8851 2020-10-23 10:28:20,925 - mmaction - INFO - Epoch [166][40/264] lr: 1.263e-01, eta: 12:20:08, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5715, top5_acc: 0.8007, loss_cls: 1.7330, loss: 1.7330, grad_norm: 1.7157, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7767, loss_cls/aux0: 1.8691, loss/aux0: 1.8691 2020-10-23 10:28:57,296 - mmaction - INFO - Epoch [166][60/264] lr: 1.263e-01, eta: 12:19:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5740, top5_acc: 0.8073, loss_cls: 1.7213, loss: 1.7213, grad_norm: 1.6771, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7842, loss_cls/aux0: 1.8439, loss/aux0: 1.8439 2020-10-23 10:28:58,225 - mmaction - INFO - Epoch [166][60/264] lr: 1.263e-01, eta: 12:19:31, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5740, top5_acc: 0.8073, loss_cls: 1.7213, loss: 1.7213, grad_norm: 1.6797, top1_acc/aux0: 0.5389, top5_acc/aux0: 0.7830, loss_cls/aux0: 1.8558, loss/aux0: 1.8558 2020-10-23 10:29:34,781 - mmaction - INFO - Epoch [166][80/264] lr: 1.263e-01, eta: 12:18:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5799, top5_acc: 0.8085, loss_cls: 1.7110, loss: 1.7110, grad_norm: 1.7026, top1_acc/aux0: 0.5455, top5_acc/aux0: 0.7809, loss_cls/aux0: 1.8572, loss/aux0: 1.8572 2020-10-23 10:29:35,725 - mmaction - INFO - Epoch [166][80/264] lr: 1.263e-01, eta: 12:18:54, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5799, top5_acc: 0.8085, loss_cls: 1.7110, loss: 1.7110, grad_norm: 1.7075, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7811, loss_cls/aux0: 1.8558, loss/aux0: 1.8558 2020-10-23 10:30:12,485 - mmaction - INFO - Epoch [166][100/264] lr: 1.263e-01, eta: 12:18:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5722, top5_acc: 0.8016, loss_cls: 1.7262, loss: 1.7262, grad_norm: 1.6995, top1_acc/aux0: 0.5486, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8372, loss/aux0: 1.8372 2020-10-23 10:30:13,436 - mmaction - INFO - Epoch [166][100/264] lr: 1.263e-01, eta: 12:18:18, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5722, top5_acc: 0.8016, loss_cls: 1.7262, loss: 1.7262, grad_norm: 1.7005, top1_acc/aux0: 0.5491, top5_acc/aux0: 0.7873, loss_cls/aux0: 1.8309, loss/aux0: 1.8309 2020-10-23 10:30:50,384 - mmaction - INFO - Epoch [166][120/264] lr: 1.263e-01, eta: 12:17:31, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5717, top5_acc: 0.8061, loss_cls: 1.6983, loss: 1.6983, grad_norm: 1.6931, top1_acc/aux0: 0.5356, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.8988, loss/aux0: 1.8988 2020-10-23 10:30:51,336 - mmaction - INFO - Epoch [166][120/264] lr: 1.263e-01, eta: 12:17:41, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.5717, top5_acc: 0.8061, loss_cls: 1.6983, loss: 1.6983, grad_norm: 1.6834, top1_acc/aux0: 0.5351, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9065, loss/aux0: 1.9065 2020-10-23 10:31:28,195 - mmaction - INFO - Epoch [166][140/264] lr: 1.263e-01, eta: 12:16:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5651, top5_acc: 0.7997, loss_cls: 1.7613, loss: 1.7613, grad_norm: 1.7192, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9098, loss/aux0: 1.9098 2020-10-23 10:31:29,140 - mmaction - INFO - Epoch [166][140/264] lr: 1.263e-01, eta: 12:17:04, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5651, top5_acc: 0.7997, loss_cls: 1.7613, loss: 1.7613, grad_norm: 1.7104, top1_acc/aux0: 0.5335, top5_acc/aux0: 0.7790, loss_cls/aux0: 1.8930, loss/aux0: 1.8930 2020-10-23 10:32:05,775 - mmaction - INFO - Epoch [166][160/264] lr: 1.263e-01, eta: 12:16:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5681, top5_acc: 0.8023, loss_cls: 1.7481, loss: 1.7481, grad_norm: 1.6831, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8676, loss/aux0: 1.8676 2020-10-23 10:32:06,709 - mmaction - INFO - Epoch [166][160/264] lr: 1.263e-01, eta: 12:16:28, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.5681, top5_acc: 0.8023, loss_cls: 1.7481, loss: 1.7481, grad_norm: 1.6749, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.8892, loss/aux0: 1.8892 2020-10-23 10:32:43,736 - mmaction - INFO - Epoch [166][180/264] lr: 1.263e-01, eta: 12:15:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5608, top5_acc: 0.7988, loss_cls: 1.7647, loss: 1.7647, grad_norm: 1.7026, top1_acc/aux0: 0.5361, top5_acc/aux0: 0.7774, loss_cls/aux0: 1.8939, loss/aux0: 1.8939 2020-10-23 10:32:44,668 - mmaction - INFO - Epoch [166][180/264] lr: 1.263e-01, eta: 12:15:51, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5608, top5_acc: 0.7988, loss_cls: 1.7647, loss: 1.7647, grad_norm: 1.7077, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7783, loss_cls/aux0: 1.8900, loss/aux0: 1.8900 2020-10-23 10:33:21,093 - mmaction - INFO - Epoch [166][200/264] lr: 1.263e-01, eta: 12:15:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5684, top5_acc: 0.7965, loss_cls: 1.7636, loss: 1.7636, grad_norm: 1.7155, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7809, loss_cls/aux0: 1.8976, loss/aux0: 1.8976 2020-10-23 10:33:22,030 - mmaction - INFO - Epoch [166][200/264] lr: 1.263e-01, eta: 12:15:14, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5684, top5_acc: 0.7965, loss_cls: 1.7636, loss: 1.7636, grad_norm: 1.7221, top1_acc/aux0: 0.5403, top5_acc/aux0: 0.7811, loss_cls/aux0: 1.8966, loss/aux0: 1.8966 2020-10-23 10:33:58,576 - mmaction - INFO - Epoch [166][220/264] lr: 1.263e-01, eta: 12:14:27, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5679, top5_acc: 0.8003, loss_cls: 1.7653, loss: 1.7653, grad_norm: 1.7270, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9321, loss/aux0: 1.9321 2020-10-23 10:33:59,520 - mmaction - INFO - Epoch [166][220/264] lr: 1.263e-01, eta: 12:14:37, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5679, top5_acc: 0.8003, loss_cls: 1.7653, loss: 1.7653, grad_norm: 1.7354, top1_acc/aux0: 0.5179, top5_acc/aux0: 0.7670, loss_cls/aux0: 1.9380, loss/aux0: 1.9380 2020-10-23 10:34:36,176 - mmaction - INFO - Epoch [166][240/264] lr: 1.263e-01, eta: 12:13:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5622, top5_acc: 0.7990, loss_cls: 1.7612, loss: 1.7612, grad_norm: 1.7469, top1_acc/aux0: 0.5280, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9021, loss/aux0: 1.9021 2020-10-23 10:34:37,158 - mmaction - INFO - Epoch [166][240/264] lr: 1.263e-01, eta: 12:14:01, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5622, top5_acc: 0.7990, loss_cls: 1.7612, loss: 1.7612, grad_norm: 1.7612, top1_acc/aux0: 0.5274, top5_acc/aux0: 0.7748, loss_cls/aux0: 1.9022, loss/aux0: 1.9022 2020-10-23 10:35:13,460 - mmaction - INFO - Epoch [166][260/264] lr: 1.263e-01, eta: 12:13:14, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5679, top5_acc: 0.7957, loss_cls: 1.7609, loss: 1.7609, grad_norm: 1.6841, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7686, loss_cls/aux0: 1.9170, loss/aux0: 1.9170 2020-10-23 10:35:14,401 - mmaction - INFO - Epoch [166][260/264] lr: 1.263e-01, eta: 12:13:24, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5679, top5_acc: 0.7957, loss_cls: 1.7609, loss: 1.7609, grad_norm: 1.6843, top1_acc/aux0: 0.5233, top5_acc/aux0: 0.7707, loss_cls/aux0: 1.9123, loss/aux0: 1.9123 2020-10-23 10:41:18,215 - mmaction - INFO - Epoch [167][20/264] lr: 1.238e-01, eta: 12:12:25, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5748, top5_acc: 0.8021, loss_cls: 1.7184, loss: 1.7184, grad_norm: 1.6855, top1_acc/aux0: 0.5528, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8472, loss/aux0: 1.8472 2020-10-23 10:41:19,222 - mmaction - INFO - Epoch [167][20/264] lr: 1.238e-01, eta: 12:12:35, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5748, top5_acc: 0.8021, loss_cls: 1.7184, loss: 1.7184, grad_norm: 1.6744, top1_acc/aux0: 0.5545, top5_acc/aux0: 0.7863, loss_cls/aux0: 1.8440, loss/aux0: 1.8440 2020-10-23 10:41:55,500 - mmaction - INFO - Epoch [167][40/264] lr: 1.238e-01, eta: 12:11:48, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5655, top5_acc: 0.7943, loss_cls: 1.7568, loss: 1.7568, grad_norm: 1.7118, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7788, loss_cls/aux0: 1.8785, loss/aux0: 1.8785 2020-10-23 10:41:56,465 - mmaction - INFO - Epoch [167][40/264] lr: 1.238e-01, eta: 12:11:58, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5655, top5_acc: 0.7943, loss_cls: 1.7568, loss: 1.7568, grad_norm: 1.7132, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.8848, loss/aux0: 1.8848 2020-10-23 10:42:32,872 - mmaction - INFO - Epoch [167][60/264] lr: 1.238e-01, eta: 12:11:11, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5701, top5_acc: 0.8047, loss_cls: 1.7068, loss: 1.7068, grad_norm: 1.7567, top1_acc/aux0: 0.5434, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8581, loss/aux0: 1.8581 2020-10-23 10:42:33,801 - mmaction - INFO - Epoch [167][60/264] lr: 1.238e-01, eta: 12:11:21, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5701, top5_acc: 0.8047, loss_cls: 1.7068, loss: 1.7068, grad_norm: 1.7668, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8582, loss/aux0: 1.8582 2020-10-23 10:43:10,444 - mmaction - INFO - Epoch [167][80/264] lr: 1.238e-01, eta: 12:10:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5536, top5_acc: 0.8009, loss_cls: 1.7709, loss: 1.7709, grad_norm: 1.7152, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7793, loss_cls/aux0: 1.8711, loss/aux0: 1.8711 2020-10-23 10:43:11,370 - mmaction - INFO - Epoch [167][80/264] lr: 1.238e-01, eta: 12:10:45, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.5536, top5_acc: 0.8009, loss_cls: 1.7709, loss: 1.7709, grad_norm: 1.7148, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7795, loss_cls/aux0: 1.8619, loss/aux0: 1.8619 2020-10-23 10:43:47,981 - mmaction - INFO - Epoch [167][100/264] lr: 1.238e-01, eta: 12:09:58, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5715, top5_acc: 0.7976, loss_cls: 1.7602, loss: 1.7602, grad_norm: 1.7192, top1_acc/aux0: 0.5472, top5_acc/aux0: 0.7887, loss_cls/aux0: 1.8205, loss/aux0: 1.8205 2020-10-23 10:43:48,944 - mmaction - INFO - Epoch [167][100/264] lr: 1.238e-01, eta: 12:10:08, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5715, top5_acc: 0.7976, loss_cls: 1.7602, loss: 1.7602, grad_norm: 1.7184, top1_acc/aux0: 0.5483, top5_acc/aux0: 0.7868, loss_cls/aux0: 1.8230, loss/aux0: 1.8230 2020-10-23 10:44:25,713 - mmaction - INFO - Epoch [167][120/264] lr: 1.238e-01, eta: 12:09:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5637, top5_acc: 0.7932, loss_cls: 1.7496, loss: 1.7496, grad_norm: 1.7502, top1_acc/aux0: 0.5363, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8724, loss/aux0: 1.8724 2020-10-23 10:44:26,670 - mmaction - INFO - Epoch [167][120/264] lr: 1.238e-01, eta: 12:09:31, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5637, top5_acc: 0.7932, loss_cls: 1.7496, loss: 1.7496, grad_norm: 1.7366, top1_acc/aux0: 0.5387, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8619, loss/aux0: 1.8619 2020-10-23 10:45:03,234 - mmaction - INFO - Epoch [167][140/264] lr: 1.238e-01, eta: 12:08:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8111, loss_cls: 1.7095, loss: 1.7095, grad_norm: 1.7466, top1_acc/aux0: 0.5384, top5_acc/aux0: 0.7837, loss_cls/aux0: 1.8708, loss/aux0: 1.8708 2020-10-23 10:45:04,175 - mmaction - INFO - Epoch [167][140/264] lr: 1.238e-01, eta: 12:08:54, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8111, loss_cls: 1.7095, loss: 1.7095, grad_norm: 1.7482, top1_acc/aux0: 0.5337, top5_acc/aux0: 0.7821, loss_cls/aux0: 1.8871, loss/aux0: 1.8871 2020-10-23 10:45:41,146 - mmaction - INFO - Epoch [167][160/264] lr: 1.238e-01, eta: 12:08:08, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.5734, top5_acc: 0.8054, loss_cls: 1.7260, loss: 1.7260, grad_norm: 1.7339, top1_acc/aux0: 0.5300, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9067, loss/aux0: 1.9067 2020-10-23 10:45:42,113 - mmaction - INFO - Epoch [167][160/264] lr: 1.238e-01, eta: 12:08:18, time: 0.958, data_time: 0.003, memory: 8466, top1_acc: 0.5734, top5_acc: 0.8054, loss_cls: 1.7260, loss: 1.7260, grad_norm: 1.7454, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7700, loss_cls/aux0: 1.9066, loss/aux0: 1.9066 2020-10-23 10:46:18,807 - mmaction - INFO - Epoch [167][180/264] lr: 1.238e-01, eta: 12:07:31, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5734, top5_acc: 0.8045, loss_cls: 1.7327, loss: 1.7327, grad_norm: 1.7744, top1_acc/aux0: 0.5335, top5_acc/aux0: 0.7800, loss_cls/aux0: 1.8688, loss/aux0: 1.8688 2020-10-23 10:46:19,740 - mmaction - INFO - Epoch [167][180/264] lr: 1.238e-01, eta: 12:07:42, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5734, top5_acc: 0.8045, loss_cls: 1.7327, loss: 1.7327, grad_norm: 1.7769, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7811, loss_cls/aux0: 1.8666, loss/aux0: 1.8666 2020-10-23 10:46:56,439 - mmaction - INFO - Epoch [167][200/264] lr: 1.238e-01, eta: 12:06:55, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5693, top5_acc: 0.7970, loss_cls: 1.7405, loss: 1.7405, grad_norm: 1.7682, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8696, loss/aux0: 1.8696 2020-10-23 10:46:57,374 - mmaction - INFO - Epoch [167][200/264] lr: 1.238e-01, eta: 12:07:05, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5693, top5_acc: 0.7970, loss_cls: 1.7405, loss: 1.7405, grad_norm: 1.7763, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7800, loss_cls/aux0: 1.8787, loss/aux0: 1.8787 2020-10-23 10:47:33,977 - mmaction - INFO - Epoch [167][220/264] lr: 1.238e-01, eta: 12:06:18, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5698, top5_acc: 0.8000, loss_cls: 1.7375, loss: 1.7375, grad_norm: 1.7109, top1_acc/aux0: 0.5403, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.8888, loss/aux0: 1.8888 2020-10-23 10:47:34,908 - mmaction - INFO - Epoch [167][220/264] lr: 1.238e-01, eta: 12:06:28, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5698, top5_acc: 0.8000, loss_cls: 1.7375, loss: 1.7375, grad_norm: 1.7069, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7762, loss_cls/aux0: 1.8849, loss/aux0: 1.8849 2020-10-23 10:48:11,365 - mmaction - INFO - Epoch [167][240/264] lr: 1.238e-01, eta: 12:05:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5878, top5_acc: 0.8092, loss_cls: 1.6821, loss: 1.6821, grad_norm: 1.6874, top1_acc/aux0: 0.5335, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9019, loss/aux0: 1.9019 2020-10-23 10:48:12,314 - mmaction - INFO - Epoch [167][240/264] lr: 1.238e-01, eta: 12:05:51, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5878, top5_acc: 0.8092, loss_cls: 1.6821, loss: 1.6821, grad_norm: 1.6873, top1_acc/aux0: 0.5342, top5_acc/aux0: 0.7748, loss_cls/aux0: 1.8977, loss/aux0: 1.8977 2020-10-23 10:48:49,012 - mmaction - INFO - Epoch [167][260/264] lr: 1.238e-01, eta: 12:05:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5769, top5_acc: 0.7958, loss_cls: 1.7563, loss: 1.7563, grad_norm: 1.7411, top1_acc/aux0: 0.5347, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.8672, loss/aux0: 1.8672 2020-10-23 10:48:49,952 - mmaction - INFO - Epoch [167][260/264] lr: 1.238e-01, eta: 12:05:14, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5769, top5_acc: 0.7958, loss_cls: 1.7563, loss: 1.7563, grad_norm: 1.7400, top1_acc/aux0: 0.5351, top5_acc/aux0: 0.7795, loss_cls/aux0: 1.8715, loss/aux0: 1.8715 2020-10-23 10:55:01,035 - mmaction - INFO - Epoch [168][20/264] lr: 1.214e-01, eta: 12:04:16, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5877, top5_acc: 0.8205, loss_cls: 1.6621, loss: 1.6621, grad_norm: 1.7493, top1_acc/aux0: 0.5408, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8675, loss/aux0: 1.8675 2020-10-23 10:55:02,002 - mmaction - INFO - Epoch [168][20/264] lr: 1.214e-01, eta: 12:04:26, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.5877, top5_acc: 0.8205, loss_cls: 1.6621, loss: 1.6621, grad_norm: 1.7432, top1_acc/aux0: 0.5405, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8656, loss/aux0: 1.8656 2020-10-23 10:55:38,540 - mmaction - INFO - Epoch [168][40/264] lr: 1.214e-01, eta: 12:03:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5693, top5_acc: 0.8036, loss_cls: 1.7259, loss: 1.7259, grad_norm: 1.7560, top1_acc/aux0: 0.5420, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8695, loss/aux0: 1.8695 2020-10-23 10:55:39,497 - mmaction - INFO - Epoch [168][40/264] lr: 1.214e-01, eta: 12:03:49, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.5693, top5_acc: 0.8036, loss_cls: 1.7259, loss: 1.7259, grad_norm: 1.7620, top1_acc/aux0: 0.5410, top5_acc/aux0: 0.7842, loss_cls/aux0: 1.8768, loss/aux0: 1.8768 2020-10-23 10:56:15,894 - mmaction - INFO - Epoch [168][60/264] lr: 1.214e-01, eta: 12:03:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5681, top5_acc: 0.8031, loss_cls: 1.7489, loss: 1.7489, grad_norm: 1.7575, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8476, loss/aux0: 1.8476 2020-10-23 10:56:16,833 - mmaction - INFO - Epoch [168][60/264] lr: 1.214e-01, eta: 12:03:13, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5681, top5_acc: 0.8031, loss_cls: 1.7489, loss: 1.7489, grad_norm: 1.7584, top1_acc/aux0: 0.5439, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8400, loss/aux0: 1.8400 2020-10-23 10:56:53,434 - mmaction - INFO - Epoch [168][80/264] lr: 1.214e-01, eta: 12:02:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5639, top5_acc: 0.7969, loss_cls: 1.7615, loss: 1.7615, grad_norm: 1.7809, top1_acc/aux0: 0.5384, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.8502, loss/aux0: 1.8502 2020-10-23 10:56:54,363 - mmaction - INFO - Epoch [168][80/264] lr: 1.214e-01, eta: 12:02:36, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5639, top5_acc: 0.7969, loss_cls: 1.7615, loss: 1.7615, grad_norm: 1.7601, top1_acc/aux0: 0.5389, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.8475, loss/aux0: 1.8475 2020-10-23 10:57:30,889 - mmaction - INFO - Epoch [168][100/264] lr: 1.214e-01, eta: 12:01:49, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5767, top5_acc: 0.8078, loss_cls: 1.7043, loss: 1.7043, grad_norm: 1.7386, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7832, loss_cls/aux0: 1.8746, loss/aux0: 1.8746 2020-10-23 10:57:31,828 - mmaction - INFO - Epoch [168][100/264] lr: 1.214e-01, eta: 12:01:59, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5767, top5_acc: 0.8078, loss_cls: 1.7043, loss: 1.7043, grad_norm: 1.7348, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8722, loss/aux0: 1.8722 2020-10-23 10:58:08,434 - mmaction - INFO - Epoch [168][120/264] lr: 1.214e-01, eta: 12:01:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5769, top5_acc: 0.8071, loss_cls: 1.7275, loss: 1.7275, grad_norm: 1.7221, top1_acc/aux0: 0.5368, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.8781, loss/aux0: 1.8781 2020-10-23 10:58:09,436 - mmaction - INFO - Epoch [168][120/264] lr: 1.214e-01, eta: 12:01:22, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5769, top5_acc: 0.8071, loss_cls: 1.7275, loss: 1.7275, grad_norm: 1.7194, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.8826, loss/aux0: 1.8826 2020-10-23 10:58:46,246 - mmaction - INFO - Epoch [168][140/264] lr: 1.214e-01, eta: 12:00:36, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5816, top5_acc: 0.7981, loss_cls: 1.7272, loss: 1.7272, grad_norm: 1.7844, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7861, loss_cls/aux0: 1.8600, loss/aux0: 1.8600 2020-10-23 10:58:47,181 - mmaction - INFO - Epoch [168][140/264] lr: 1.214e-01, eta: 12:00:46, time: 0.946, data_time: 0.005, memory: 8466, top1_acc: 0.5816, top5_acc: 0.7981, loss_cls: 1.7272, loss: 1.7272, grad_norm: 1.7829, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8636, loss/aux0: 1.8636 2020-10-23 10:59:24,121 - mmaction - INFO - Epoch [168][160/264] lr: 1.214e-01, eta: 11:59:59, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5802, top5_acc: 0.8085, loss_cls: 1.6876, loss: 1.6876, grad_norm: 1.7185, top1_acc/aux0: 0.5517, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8409, loss/aux0: 1.8409 2020-10-23 10:59:25,067 - mmaction - INFO - Epoch [168][160/264] lr: 1.214e-01, eta: 12:00:09, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.5802, top5_acc: 0.8085, loss_cls: 1.6876, loss: 1.6876, grad_norm: 1.7289, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8356, loss/aux0: 1.8356 2020-10-23 11:00:01,714 - mmaction - INFO - Epoch [168][180/264] lr: 1.214e-01, eta: 11:59:22, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5670, top5_acc: 0.7946, loss_cls: 1.7484, loss: 1.7484, grad_norm: 1.7444, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7748, loss_cls/aux0: 1.8980, loss/aux0: 1.8980 2020-10-23 11:00:02,658 - mmaction - INFO - Epoch [168][180/264] lr: 1.214e-01, eta: 11:59:32, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5670, top5_acc: 0.7946, loss_cls: 1.7484, loss: 1.7484, grad_norm: 1.7424, top1_acc/aux0: 0.5347, top5_acc/aux0: 0.7733, loss_cls/aux0: 1.9071, loss/aux0: 1.9071 2020-10-23 11:00:39,205 - mmaction - INFO - Epoch [168][200/264] lr: 1.214e-01, eta: 11:58:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8038, loss_cls: 1.7144, loss: 1.7144, grad_norm: 1.6736, top1_acc/aux0: 0.5413, top5_acc/aux0: 0.7830, loss_cls/aux0: 1.8689, loss/aux0: 1.8689 2020-10-23 11:00:40,165 - mmaction - INFO - Epoch [168][200/264] lr: 1.214e-01, eta: 11:58:56, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8038, loss_cls: 1.7144, loss: 1.7144, grad_norm: 1.6722, top1_acc/aux0: 0.5441, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8622, loss/aux0: 1.8622 2020-10-23 11:01:17,047 - mmaction - INFO - Epoch [168][220/264] lr: 1.214e-01, eta: 11:58:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5703, top5_acc: 0.8036, loss_cls: 1.7310, loss: 1.7310, grad_norm: 1.7245, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8320, loss/aux0: 1.8320 2020-10-23 11:01:17,998 - mmaction - INFO - Epoch [168][220/264] lr: 1.214e-01, eta: 11:58:19, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5703, top5_acc: 0.8036, loss_cls: 1.7310, loss: 1.7310, grad_norm: 1.7244, top1_acc/aux0: 0.5488, top5_acc/aux0: 0.7873, loss_cls/aux0: 1.8328, loss/aux0: 1.8328 2020-10-23 11:01:54,924 - mmaction - INFO - Epoch [168][240/264] lr: 1.214e-01, eta: 11:57:32, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5771, top5_acc: 0.8073, loss_cls: 1.7128, loss: 1.7128, grad_norm: 1.7373, top1_acc/aux0: 0.5389, top5_acc/aux0: 0.7814, loss_cls/aux0: 1.8728, loss/aux0: 1.8728 2020-10-23 11:01:55,865 - mmaction - INFO - Epoch [168][240/264] lr: 1.214e-01, eta: 11:57:42, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.5771, top5_acc: 0.8073, loss_cls: 1.7128, loss: 1.7128, grad_norm: 1.7446, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7821, loss_cls/aux0: 1.8746, loss/aux0: 1.8746 2020-10-23 11:02:32,474 - mmaction - INFO - Epoch [168][260/264] lr: 1.214e-01, eta: 11:56:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8095, loss_cls: 1.7052, loss: 1.7052, grad_norm: 1.7114, top1_acc/aux0: 0.5351, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.8681, loss/aux0: 1.8681 2020-10-23 11:02:33,406 - mmaction - INFO - Epoch [168][260/264] lr: 1.214e-01, eta: 11:57:06, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8095, loss_cls: 1.7052, loss: 1.7052, grad_norm: 1.7186, top1_acc/aux0: 0.5389, top5_acc/aux0: 0.7785, loss_cls/aux0: 1.8576, loss/aux0: 1.8576 2020-10-23 11:04:22,886 - mmaction - INFO - Saving checkpoint at 168 epochs 2020-10-23 11:05:59,171 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 11:05:59,293 - mmaction - INFO - top1_acc 0.6484 top5_acc 0.8640 2020-10-23 11:05:59,293 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 11:05:59,320 - mmaction - INFO - mean_acc 0.6488 2020-10-23 11:05:59,320 - mmaction - INFO - Now best checkpoint is epoch_168.pth 2020-10-23 11:05:59,326 - mmaction - INFO - Epoch(val) [168][264] top1_acc: 0.6484, top5_acc: 0.8640, mean_class_accuracy: 0.6488 2020-10-23 11:09:46,725 - mmaction - INFO - Epoch [169][20/264] lr: 1.189e-01, eta: 11:56:08, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8148, loss_cls: 1.6566, loss: 1.6566, grad_norm: 1.7492, top1_acc/aux0: 0.5468, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8713, loss/aux0: 1.8713 2020-10-23 11:09:47,717 - mmaction - INFO - Epoch [169][20/264] lr: 1.189e-01, eta: 11:56:17, time: 0.931, data_time: 0.006, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8148, loss_cls: 1.6566, loss: 1.6566, grad_norm: 1.7381, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8594, loss/aux0: 1.8594 2020-10-23 11:10:24,127 - mmaction - INFO - Epoch [169][40/264] lr: 1.189e-01, eta: 11:55:31, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5793, top5_acc: 0.8056, loss_cls: 1.7115, loss: 1.7115, grad_norm: 1.7176, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7962, loss_cls/aux0: 1.7953, loss/aux0: 1.7953 2020-10-23 11:10:25,051 - mmaction - INFO - Epoch [169][40/264] lr: 1.189e-01, eta: 11:55:41, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5793, top5_acc: 0.8056, loss_cls: 1.7115, loss: 1.7115, grad_norm: 1.7152, top1_acc/aux0: 0.5465, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8023, loss/aux0: 1.8023 2020-10-23 11:11:01,735 - mmaction - INFO - Epoch [169][60/264] lr: 1.189e-01, eta: 11:54:54, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5872, top5_acc: 0.8118, loss_cls: 1.6869, loss: 1.6869, grad_norm: 1.7133, top1_acc/aux0: 0.5431, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8311, loss/aux0: 1.8311 2020-10-23 11:11:02,672 - mmaction - INFO - Epoch [169][60/264] lr: 1.189e-01, eta: 11:55:04, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.5872, top5_acc: 0.8118, loss_cls: 1.6869, loss: 1.6869, grad_norm: 1.7155, top1_acc/aux0: 0.5439, top5_acc/aux0: 0.7819, loss_cls/aux0: 1.8380, loss/aux0: 1.8380 2020-10-23 11:11:39,426 - mmaction - INFO - Epoch [169][80/264] lr: 1.189e-01, eta: 11:54:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5800, top5_acc: 0.8083, loss_cls: 1.6895, loss: 1.6895, grad_norm: 1.7557, top1_acc/aux0: 0.5444, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8418, loss/aux0: 1.8418 2020-10-23 11:11:40,424 - mmaction - INFO - Epoch [169][80/264] lr: 1.189e-01, eta: 11:54:27, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5800, top5_acc: 0.8083, loss_cls: 1.6895, loss: 1.6895, grad_norm: 1.7587, top1_acc/aux0: 0.5444, top5_acc/aux0: 0.7811, loss_cls/aux0: 1.8439, loss/aux0: 1.8439 2020-10-23 11:12:17,130 - mmaction - INFO - Epoch [169][100/264] lr: 1.189e-01, eta: 11:53:41, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8047, loss_cls: 1.7236, loss: 1.7236, grad_norm: 1.7428, top1_acc/aux0: 0.5403, top5_acc/aux0: 0.7847, loss_cls/aux0: 1.8631, loss/aux0: 1.8631 2020-10-23 11:12:18,095 - mmaction - INFO - Epoch [169][100/264] lr: 1.189e-01, eta: 11:53:51, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8047, loss_cls: 1.7236, loss: 1.7236, grad_norm: 1.7422, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8629, loss/aux0: 1.8629 2020-10-23 11:12:54,790 - mmaction - INFO - Epoch [169][120/264] lr: 1.189e-01, eta: 11:53:04, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5773, top5_acc: 0.8132, loss_cls: 1.6975, loss: 1.6975, grad_norm: 1.7302, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8635, loss/aux0: 1.8635 2020-10-23 11:12:55,765 - mmaction - INFO - Epoch [169][120/264] lr: 1.189e-01, eta: 11:53:14, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5773, top5_acc: 0.8132, loss_cls: 1.6975, loss: 1.6975, grad_norm: 1.7255, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8575, loss/aux0: 1.8575 2020-10-23 11:13:32,565 - mmaction - INFO - Epoch [169][140/264] lr: 1.189e-01, eta: 11:52:27, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5760, top5_acc: 0.8083, loss_cls: 1.7125, loss: 1.7125, grad_norm: 1.8023, top1_acc/aux0: 0.5431, top5_acc/aux0: 0.7814, loss_cls/aux0: 1.8683, loss/aux0: 1.8683 2020-10-23 11:13:33,511 - mmaction - INFO - Epoch [169][140/264] lr: 1.189e-01, eta: 11:52:37, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.5760, top5_acc: 0.8083, loss_cls: 1.7125, loss: 1.7125, grad_norm: 1.8101, top1_acc/aux0: 0.5434, top5_acc/aux0: 0.7809, loss_cls/aux0: 1.8673, loss/aux0: 1.8673 2020-10-23 11:14:10,481 - mmaction - INFO - Epoch [169][160/264] lr: 1.189e-01, eta: 11:51:51, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5752, top5_acc: 0.8030, loss_cls: 1.7430, loss: 1.7430, grad_norm: 1.7573, top1_acc/aux0: 0.5465, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8440, loss/aux0: 1.8440 2020-10-23 11:14:11,398 - mmaction - INFO - Epoch [169][160/264] lr: 1.189e-01, eta: 11:52:01, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5752, top5_acc: 0.8030, loss_cls: 1.7430, loss: 1.7430, grad_norm: 1.7590, top1_acc/aux0: 0.5436, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8544, loss/aux0: 1.8544 2020-10-23 11:14:48,334 - mmaction - INFO - Epoch [169][180/264] lr: 1.189e-01, eta: 11:51:14, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5733, top5_acc: 0.8083, loss_cls: 1.7258, loss: 1.7258, grad_norm: 1.7721, top1_acc/aux0: 0.5356, top5_acc/aux0: 0.7774, loss_cls/aux0: 1.8958, loss/aux0: 1.8958 2020-10-23 11:14:49,277 - mmaction - INFO - Epoch [169][180/264] lr: 1.189e-01, eta: 11:51:24, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.5733, top5_acc: 0.8083, loss_cls: 1.7258, loss: 1.7258, grad_norm: 1.7634, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.8841, loss/aux0: 1.8841 2020-10-23 11:15:25,909 - mmaction - INFO - Epoch [169][200/264] lr: 1.189e-01, eta: 11:50:38, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5712, top5_acc: 0.8040, loss_cls: 1.7364, loss: 1.7364, grad_norm: 1.7879, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7868, loss_cls/aux0: 1.8224, loss/aux0: 1.8224 2020-10-23 11:15:26,857 - mmaction - INFO - Epoch [169][200/264] lr: 1.189e-01, eta: 11:50:47, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5712, top5_acc: 0.8040, loss_cls: 1.7364, loss: 1.7364, grad_norm: 1.7857, top1_acc/aux0: 0.5434, top5_acc/aux0: 0.7842, loss_cls/aux0: 1.8339, loss/aux0: 1.8339 2020-10-23 11:16:03,541 - mmaction - INFO - Epoch [169][220/264] lr: 1.189e-01, eta: 11:50:01, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5731, top5_acc: 0.8010, loss_cls: 1.7533, loss: 1.7533, grad_norm: 1.7063, top1_acc/aux0: 0.5392, top5_acc/aux0: 0.7868, loss_cls/aux0: 1.8493, loss/aux0: 1.8493 2020-10-23 11:16:04,490 - mmaction - INFO - Epoch [169][220/264] lr: 1.189e-01, eta: 11:50:11, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5731, top5_acc: 0.8010, loss_cls: 1.7533, loss: 1.7533, grad_norm: 1.7083, top1_acc/aux0: 0.5389, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8485, loss/aux0: 1.8485 2020-10-23 11:16:41,195 - mmaction - INFO - Epoch [169][240/264] lr: 1.189e-01, eta: 11:49:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8017, loss_cls: 1.7123, loss: 1.7123, grad_norm: 1.7247, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.8576, loss/aux0: 1.8576 2020-10-23 11:16:42,339 - mmaction - INFO - Epoch [169][240/264] lr: 1.189e-01, eta: 11:49:34, time: 0.948, data_time: 0.011, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8017, loss_cls: 1.7123, loss: 1.7123, grad_norm: 1.7184, top1_acc/aux0: 0.5509, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.8552, loss/aux0: 1.8552 2020-10-23 11:17:18,813 - mmaction - INFO - Epoch [169][260/264] lr: 1.189e-01, eta: 11:48:47, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8007, loss_cls: 1.7256, loss: 1.7256, grad_norm: 1.7581, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8308, loss/aux0: 1.8308 2020-10-23 11:17:19,762 - mmaction - INFO - Epoch [169][260/264] lr: 1.189e-01, eta: 11:48:57, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8007, loss_cls: 1.7256, loss: 1.7256, grad_norm: 1.7615, top1_acc/aux0: 0.5509, top5_acc/aux0: 0.7837, loss_cls/aux0: 1.8234, loss/aux0: 1.8234 2020-10-23 11:23:32,682 - mmaction - INFO - Epoch [170][20/264] lr: 1.165e-01, eta: 11:47:59, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5774, top5_acc: 0.8078, loss_cls: 1.6956, loss: 1.6956, grad_norm: 1.7742, top1_acc/aux0: 0.5519, top5_acc/aux0: 0.7902, loss_cls/aux0: 1.8101, loss/aux0: 1.8101 2020-10-23 11:23:33,639 - mmaction - INFO - Epoch [170][20/264] lr: 1.165e-01, eta: 11:48:09, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.5774, top5_acc: 0.8078, loss_cls: 1.6956, loss: 1.6956, grad_norm: 1.7731, top1_acc/aux0: 0.5528, top5_acc/aux0: 0.7894, loss_cls/aux0: 1.8144, loss/aux0: 1.8144 2020-10-23 11:24:10,009 - mmaction - INFO - Epoch [170][40/264] lr: 1.165e-01, eta: 11:47:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5747, top5_acc: 0.8045, loss_cls: 1.7231, loss: 1.7231, grad_norm: 1.7629, top1_acc/aux0: 0.5502, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8265, loss/aux0: 1.8265 2020-10-23 11:24:10,949 - mmaction - INFO - Epoch [170][40/264] lr: 1.165e-01, eta: 11:47:32, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5747, top5_acc: 0.8045, loss_cls: 1.7231, loss: 1.7231, grad_norm: 1.7649, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8228, loss/aux0: 1.8228 2020-10-23 11:24:47,620 - mmaction - INFO - Epoch [170][60/264] lr: 1.165e-01, eta: 11:46:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5790, top5_acc: 0.8056, loss_cls: 1.7175, loss: 1.7175, grad_norm: 1.7793, top1_acc/aux0: 0.5491, top5_acc/aux0: 0.7856, loss_cls/aux0: 1.8293, loss/aux0: 1.8293 2020-10-23 11:24:48,559 - mmaction - INFO - Epoch [170][60/264] lr: 1.165e-01, eta: 11:46:55, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5790, top5_acc: 0.8056, loss_cls: 1.7175, loss: 1.7175, grad_norm: 1.7840, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7845, loss_cls/aux0: 1.8354, loss/aux0: 1.8354 2020-10-23 11:25:25,205 - mmaction - INFO - Epoch [170][80/264] lr: 1.165e-01, eta: 11:46:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5870, top5_acc: 0.8139, loss_cls: 1.6786, loss: 1.6786, grad_norm: 1.7302, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.7840, loss_cls/aux0: 1.8364, loss/aux0: 1.8364 2020-10-23 11:25:26,138 - mmaction - INFO - Epoch [170][80/264] lr: 1.165e-01, eta: 11:46:18, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5870, top5_acc: 0.8139, loss_cls: 1.6786, loss: 1.6786, grad_norm: 1.7234, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8315, loss/aux0: 1.8315 2020-10-23 11:26:02,660 - mmaction - INFO - Epoch [170][100/264] lr: 1.165e-01, eta: 11:45:32, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8123, loss_cls: 1.6683, loss: 1.6683, grad_norm: 1.7615, top1_acc/aux0: 0.5592, top5_acc/aux0: 0.7913, loss_cls/aux0: 1.7806, loss/aux0: 1.7806 2020-10-23 11:26:03,623 - mmaction - INFO - Epoch [170][100/264] lr: 1.165e-01, eta: 11:45:42, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8123, loss_cls: 1.6683, loss: 1.6683, grad_norm: 1.7623, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7905, loss_cls/aux0: 1.7861, loss/aux0: 1.7861 2020-10-23 11:26:40,268 - mmaction - INFO - Epoch [170][120/264] lr: 1.165e-01, eta: 11:44:55, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5920, top5_acc: 0.8153, loss_cls: 1.6622, loss: 1.6622, grad_norm: 1.7521, top1_acc/aux0: 0.5446, top5_acc/aux0: 0.7814, loss_cls/aux0: 1.8397, loss/aux0: 1.8397 2020-10-23 11:26:41,233 - mmaction - INFO - Epoch [170][120/264] lr: 1.165e-01, eta: 11:45:05, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5920, top5_acc: 0.8153, loss_cls: 1.6622, loss: 1.6622, grad_norm: 1.7474, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7825, loss_cls/aux0: 1.8362, loss/aux0: 1.8362 2020-10-23 11:27:18,041 - mmaction - INFO - Epoch [170][140/264] lr: 1.165e-01, eta: 11:44:18, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5543, top5_acc: 0.7998, loss_cls: 1.7877, loss: 1.7877, grad_norm: 1.7940, top1_acc/aux0: 0.5394, top5_acc/aux0: 0.7785, loss_cls/aux0: 1.8559, loss/aux0: 1.8559 2020-10-23 11:27:19,115 - mmaction - INFO - Epoch [170][140/264] lr: 1.165e-01, eta: 11:44:28, time: 0.951, data_time: 0.009, memory: 8466, top1_acc: 0.5543, top5_acc: 0.7998, loss_cls: 1.7877, loss: 1.7877, grad_norm: 1.8099, top1_acc/aux0: 0.5382, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.8604, loss/aux0: 1.8604 2020-10-23 11:27:55,944 - mmaction - INFO - Epoch [170][160/264] lr: 1.165e-01, eta: 11:43:42, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8163, loss_cls: 1.7055, loss: 1.7055, grad_norm: 1.7864, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7837, loss_cls/aux0: 1.8675, loss/aux0: 1.8675 2020-10-23 11:27:56,890 - mmaction - INFO - Epoch [170][160/264] lr: 1.165e-01, eta: 11:43:51, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8163, loss_cls: 1.7055, loss: 1.7055, grad_norm: 1.7888, top1_acc/aux0: 0.5436, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8612, loss/aux0: 1.8612 2020-10-23 11:28:33,669 - mmaction - INFO - Epoch [170][180/264] lr: 1.165e-01, eta: 11:43:05, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5753, top5_acc: 0.8080, loss_cls: 1.7124, loss: 1.7124, grad_norm: 1.7705, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7806, loss_cls/aux0: 1.8323, loss/aux0: 1.8323 2020-10-23 11:28:34,632 - mmaction - INFO - Epoch [170][180/264] lr: 1.165e-01, eta: 11:43:15, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.5753, top5_acc: 0.8080, loss_cls: 1.7124, loss: 1.7124, grad_norm: 1.7759, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7809, loss_cls/aux0: 1.8421, loss/aux0: 1.8421 2020-10-23 11:29:11,447 - mmaction - INFO - Epoch [170][200/264] lr: 1.165e-01, eta: 11:42:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5766, top5_acc: 0.8033, loss_cls: 1.7162, loss: 1.7162, grad_norm: 1.7084, top1_acc/aux0: 0.5530, top5_acc/aux0: 0.7858, loss_cls/aux0: 1.8256, loss/aux0: 1.8256 2020-10-23 11:29:12,379 - mmaction - INFO - Epoch [170][200/264] lr: 1.165e-01, eta: 11:42:38, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5766, top5_acc: 0.8033, loss_cls: 1.7162, loss: 1.7162, grad_norm: 1.7085, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8110, loss/aux0: 1.8110 2020-10-23 11:29:49,110 - mmaction - INFO - Epoch [170][220/264] lr: 1.165e-01, eta: 11:41:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5672, top5_acc: 0.7970, loss_cls: 1.7323, loss: 1.7323, grad_norm: 1.7270, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7894, loss_cls/aux0: 1.8283, loss/aux0: 1.8283 2020-10-23 11:29:50,053 - mmaction - INFO - Epoch [170][220/264] lr: 1.165e-01, eta: 11:42:01, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5672, top5_acc: 0.7970, loss_cls: 1.7323, loss: 1.7323, grad_norm: 1.7309, top1_acc/aux0: 0.5450, top5_acc/aux0: 0.7884, loss_cls/aux0: 1.8387, loss/aux0: 1.8387 2020-10-23 11:30:26,803 - mmaction - INFO - Epoch [170][240/264] lr: 1.165e-01, eta: 11:41:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5701, top5_acc: 0.8109, loss_cls: 1.6941, loss: 1.6941, grad_norm: 1.7933, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8531, loss/aux0: 1.8531 2020-10-23 11:30:27,739 - mmaction - INFO - Epoch [170][240/264] lr: 1.165e-01, eta: 11:41:25, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5701, top5_acc: 0.8109, loss_cls: 1.6941, loss: 1.6941, grad_norm: 1.7976, top1_acc/aux0: 0.5460, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8395, loss/aux0: 1.8395 2020-10-23 11:31:04,326 - mmaction - INFO - Epoch [170][260/264] lr: 1.165e-01, eta: 11:40:38, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5844, top5_acc: 0.8009, loss_cls: 1.7077, loss: 1.7077, grad_norm: 1.7657, top1_acc/aux0: 0.5465, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8397, loss/aux0: 1.8397 2020-10-23 11:31:05,258 - mmaction - INFO - Epoch [170][260/264] lr: 1.165e-01, eta: 11:40:48, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.5844, top5_acc: 0.8009, loss_cls: 1.7077, loss: 1.7077, grad_norm: 1.7663, top1_acc/aux0: 0.5446, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8504, loss/aux0: 1.8504 2020-10-23 11:37:16,148 - mmaction - INFO - Epoch [171][20/264] lr: 1.141e-01, eta: 11:39:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8137, loss_cls: 1.6562, loss: 1.6562, grad_norm: 1.7424, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.8468, loss/aux0: 1.8468 2020-10-23 11:37:17,081 - mmaction - INFO - Epoch [171][20/264] lr: 1.141e-01, eta: 11:40:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8137, loss_cls: 1.6562, loss: 1.6562, grad_norm: 1.7432, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.8494, loss/aux0: 1.8494 2020-10-23 11:37:53,302 - mmaction - INFO - Epoch [171][40/264] lr: 1.141e-01, eta: 11:39:13, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8108, loss_cls: 1.6882, loss: 1.6882, grad_norm: 1.8035, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7915, loss_cls/aux0: 1.8222, loss/aux0: 1.8222 2020-10-23 11:37:54,257 - mmaction - INFO - Epoch [171][40/264] lr: 1.141e-01, eta: 11:39:23, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8108, loss_cls: 1.6882, loss: 1.6882, grad_norm: 1.8064, top1_acc/aux0: 0.5457, top5_acc/aux0: 0.7925, loss_cls/aux0: 1.8146, loss/aux0: 1.8146 2020-10-23 11:38:30,784 - mmaction - INFO - Epoch [171][60/264] lr: 1.141e-01, eta: 11:38:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5682, top5_acc: 0.8003, loss_cls: 1.7329, loss: 1.7329, grad_norm: 1.7588, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.7896, loss/aux0: 1.7896 2020-10-23 11:38:31,717 - mmaction - INFO - Epoch [171][60/264] lr: 1.141e-01, eta: 11:38:46, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5682, top5_acc: 0.8003, loss_cls: 1.7329, loss: 1.7329, grad_norm: 1.7593, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7908, loss_cls/aux0: 1.7930, loss/aux0: 1.7930 2020-10-23 11:39:08,189 - mmaction - INFO - Epoch [171][80/264] lr: 1.141e-01, eta: 11:38:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5847, top5_acc: 0.8134, loss_cls: 1.6304, loss: 1.6304, grad_norm: 1.7683, top1_acc/aux0: 0.5488, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8313, loss/aux0: 1.8313 2020-10-23 11:39:09,166 - mmaction - INFO - Epoch [171][80/264] lr: 1.141e-01, eta: 11:38:09, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5847, top5_acc: 0.8134, loss_cls: 1.6304, loss: 1.6304, grad_norm: 1.7790, top1_acc/aux0: 0.5462, top5_acc/aux0: 0.7835, loss_cls/aux0: 1.8400, loss/aux0: 1.8400 2020-10-23 11:39:46,068 - mmaction - INFO - Epoch [171][100/264] lr: 1.141e-01, eta: 11:37:23, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5806, top5_acc: 0.8139, loss_cls: 1.6788, loss: 1.6788, grad_norm: 1.7826, top1_acc/aux0: 0.5460, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8468, loss/aux0: 1.8468 2020-10-23 11:39:47,008 - mmaction - INFO - Epoch [171][100/264] lr: 1.141e-01, eta: 11:37:33, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.5806, top5_acc: 0.8139, loss_cls: 1.6788, loss: 1.6788, grad_norm: 1.7870, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7884, loss_cls/aux0: 1.8453, loss/aux0: 1.8453 2020-10-23 11:40:23,688 - mmaction - INFO - Epoch [171][120/264] lr: 1.141e-01, eta: 11:36:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5656, top5_acc: 0.8019, loss_cls: 1.7496, loss: 1.7496, grad_norm: 1.7911, top1_acc/aux0: 0.5439, top5_acc/aux0: 0.7830, loss_cls/aux0: 1.8479, loss/aux0: 1.8479 2020-10-23 11:40:24,632 - mmaction - INFO - Epoch [171][120/264] lr: 1.141e-01, eta: 11:36:56, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5656, top5_acc: 0.8019, loss_cls: 1.7496, loss: 1.7496, grad_norm: 1.7953, top1_acc/aux0: 0.5413, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8466, loss/aux0: 1.8466 2020-10-23 11:41:01,675 - mmaction - INFO - Epoch [171][140/264] lr: 1.141e-01, eta: 11:36:10, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5832, top5_acc: 0.8014, loss_cls: 1.7064, loss: 1.7064, grad_norm: 1.7676, top1_acc/aux0: 0.5498, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8361, loss/aux0: 1.8361 2020-10-23 11:41:02,609 - mmaction - INFO - Epoch [171][140/264] lr: 1.141e-01, eta: 11:36:19, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.5832, top5_acc: 0.8014, loss_cls: 1.7064, loss: 1.7064, grad_norm: 1.7613, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8263, loss/aux0: 1.8263 2020-10-23 11:41:39,216 - mmaction - INFO - Epoch [171][160/264] lr: 1.141e-01, eta: 11:35:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5774, top5_acc: 0.8080, loss_cls: 1.7207, loss: 1.7207, grad_norm: 1.7839, top1_acc/aux0: 0.5530, top5_acc/aux0: 0.7913, loss_cls/aux0: 1.8048, loss/aux0: 1.8048 2020-10-23 11:41:40,149 - mmaction - INFO - Epoch [171][160/264] lr: 1.141e-01, eta: 11:35:43, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5774, top5_acc: 0.8080, loss_cls: 1.7207, loss: 1.7207, grad_norm: 1.7857, top1_acc/aux0: 0.5502, top5_acc/aux0: 0.7894, loss_cls/aux0: 1.8142, loss/aux0: 1.8142 2020-10-23 11:42:16,898 - mmaction - INFO - Epoch [171][180/264] lr: 1.141e-01, eta: 11:34:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5800, top5_acc: 0.8109, loss_cls: 1.6783, loss: 1.6783, grad_norm: 1.7940, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7918, loss_cls/aux0: 1.8144, loss/aux0: 1.8144 2020-10-23 11:42:17,833 - mmaction - INFO - Epoch [171][180/264] lr: 1.141e-01, eta: 11:35:06, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5800, top5_acc: 0.8109, loss_cls: 1.6783, loss: 1.6783, grad_norm: 1.8001, top1_acc/aux0: 0.5540, top5_acc/aux0: 0.7913, loss_cls/aux0: 1.8225, loss/aux0: 1.8225 2020-10-23 11:42:54,698 - mmaction - INFO - Epoch [171][200/264] lr: 1.141e-01, eta: 11:34:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5799, top5_acc: 0.8063, loss_cls: 1.6974, loss: 1.6974, grad_norm: 1.7651, top1_acc/aux0: 0.5470, top5_acc/aux0: 0.7925, loss_cls/aux0: 1.8306, loss/aux0: 1.8306 2020-10-23 11:42:55,760 - mmaction - INFO - Epoch [171][200/264] lr: 1.141e-01, eta: 11:34:29, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5799, top5_acc: 0.8063, loss_cls: 1.6974, loss: 1.6974, grad_norm: 1.7674, top1_acc/aux0: 0.5491, top5_acc/aux0: 0.7939, loss_cls/aux0: 1.8170, loss/aux0: 1.8170 2020-10-23 11:43:32,720 - mmaction - INFO - Epoch [171][220/264] lr: 1.141e-01, eta: 11:33:43, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5901, top5_acc: 0.8148, loss_cls: 1.6590, loss: 1.6590, grad_norm: 1.7894, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7873, loss_cls/aux0: 1.8289, loss/aux0: 1.8289 2020-10-23 11:43:33,683 - mmaction - INFO - Epoch [171][220/264] lr: 1.141e-01, eta: 11:33:52, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.5901, top5_acc: 0.8148, loss_cls: 1.6590, loss: 1.6590, grad_norm: 1.7912, top1_acc/aux0: 0.5486, top5_acc/aux0: 0.7866, loss_cls/aux0: 1.8319, loss/aux0: 1.8319 2020-10-23 11:44:10,683 - mmaction - INFO - Epoch [171][240/264] lr: 1.141e-01, eta: 11:33:06, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5717, top5_acc: 0.8120, loss_cls: 1.6913, loss: 1.6913, grad_norm: 1.7836, top1_acc/aux0: 0.5554, top5_acc/aux0: 0.7905, loss_cls/aux0: 1.8099, loss/aux0: 1.8099 2020-10-23 11:44:11,628 - mmaction - INFO - Epoch [171][240/264] lr: 1.141e-01, eta: 11:33:16, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5717, top5_acc: 0.8120, loss_cls: 1.6913, loss: 1.6913, grad_norm: 1.7847, top1_acc/aux0: 0.5543, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8078, loss/aux0: 1.8078 2020-10-23 11:44:48,335 - mmaction - INFO - Epoch [171][260/264] lr: 1.141e-01, eta: 11:32:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5674, top5_acc: 0.8024, loss_cls: 1.7352, loss: 1.7352, grad_norm: 1.8109, top1_acc/aux0: 0.5519, top5_acc/aux0: 0.7889, loss_cls/aux0: 1.7994, loss/aux0: 1.7994 2020-10-23 11:44:49,275 - mmaction - INFO - Epoch [171][260/264] lr: 1.141e-01, eta: 11:32:39, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5674, top5_acc: 0.8024, loss_cls: 1.7352, loss: 1.7352, grad_norm: 1.8165, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7892, loss_cls/aux0: 1.7962, loss/aux0: 1.7962 2020-10-23 11:51:00,639 - mmaction - INFO - Epoch [172][20/264] lr: 1.117e-01, eta: 11:31:41, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8149, loss_cls: 1.6564, loss: 1.6564, grad_norm: 1.7699, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.7980, loss/aux0: 1.7980 2020-10-23 11:51:01,598 - mmaction - INFO - Epoch [172][20/264] lr: 1.117e-01, eta: 11:31:51, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8149, loss_cls: 1.6564, loss: 1.6564, grad_norm: 1.7783, top1_acc/aux0: 0.5543, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.7856, loss/aux0: 1.7856 2020-10-23 11:51:37,877 - mmaction - INFO - Epoch [172][40/264] lr: 1.117e-01, eta: 11:31:04, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5929, top5_acc: 0.8155, loss_cls: 1.6334, loss: 1.6334, grad_norm: 1.7623, top1_acc/aux0: 0.5538, top5_acc/aux0: 0.7967, loss_cls/aux0: 1.7954, loss/aux0: 1.7954 2020-10-23 11:51:38,825 - mmaction - INFO - Epoch [172][40/264] lr: 1.117e-01, eta: 11:31:14, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5929, top5_acc: 0.8155, loss_cls: 1.6334, loss: 1.6334, grad_norm: 1.7691, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7946, loss_cls/aux0: 1.8118, loss/aux0: 1.8118 2020-10-23 11:52:15,257 - mmaction - INFO - Epoch [172][60/264] lr: 1.117e-01, eta: 11:30:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5807, top5_acc: 0.8054, loss_cls: 1.6944, loss: 1.6944, grad_norm: 1.7968, top1_acc/aux0: 0.5465, top5_acc/aux0: 0.7868, loss_cls/aux0: 1.8235, loss/aux0: 1.8235 2020-10-23 11:52:16,186 - mmaction - INFO - Epoch [172][60/264] lr: 1.117e-01, eta: 11:30:37, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5807, top5_acc: 0.8054, loss_cls: 1.6944, loss: 1.6944, grad_norm: 1.8077, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7868, loss_cls/aux0: 1.8198, loss/aux0: 1.8198 2020-10-23 11:52:52,728 - mmaction - INFO - Epoch [172][80/264] lr: 1.117e-01, eta: 11:29:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5767, top5_acc: 0.8151, loss_cls: 1.6783, loss: 1.6783, grad_norm: 1.7618, top1_acc/aux0: 0.5429, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8389, loss/aux0: 1.8389 2020-10-23 11:52:53,718 - mmaction - INFO - Epoch [172][80/264] lr: 1.117e-01, eta: 11:30:00, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5767, top5_acc: 0.8151, loss_cls: 1.6783, loss: 1.6783, grad_norm: 1.7674, top1_acc/aux0: 0.5441, top5_acc/aux0: 0.7925, loss_cls/aux0: 1.8358, loss/aux0: 1.8358 2020-10-23 11:53:30,442 - mmaction - INFO - Epoch [172][100/264] lr: 1.117e-01, eta: 11:29:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5816, top5_acc: 0.8174, loss_cls: 1.6757, loss: 1.6757, grad_norm: 1.7721, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7970, loss_cls/aux0: 1.8027, loss/aux0: 1.8027 2020-10-23 11:53:31,374 - mmaction - INFO - Epoch [172][100/264] lr: 1.117e-01, eta: 11:29:23, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5816, top5_acc: 0.8174, loss_cls: 1.6757, loss: 1.6757, grad_norm: 1.7684, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8112, loss/aux0: 1.8112 2020-10-23 11:54:08,265 - mmaction - INFO - Epoch [172][120/264] lr: 1.117e-01, eta: 11:28:37, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5938, top5_acc: 0.8113, loss_cls: 1.6663, loss: 1.6663, grad_norm: 1.7713, top1_acc/aux0: 0.5462, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.8511, loss/aux0: 1.8511 2020-10-23 11:54:09,214 - mmaction - INFO - Epoch [172][120/264] lr: 1.117e-01, eta: 11:28:47, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5938, top5_acc: 0.8113, loss_cls: 1.6663, loss: 1.6663, grad_norm: 1.7656, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7830, loss_cls/aux0: 1.8369, loss/aux0: 1.8369 2020-10-23 11:54:46,135 - mmaction - INFO - Epoch [172][140/264] lr: 1.117e-01, eta: 11:28:01, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5661, top5_acc: 0.7958, loss_cls: 1.7508, loss: 1.7508, grad_norm: 1.8515, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.8802, loss/aux0: 1.8802 2020-10-23 11:54:47,077 - mmaction - INFO - Epoch [172][140/264] lr: 1.117e-01, eta: 11:28:10, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5661, top5_acc: 0.7958, loss_cls: 1.7508, loss: 1.7508, grad_norm: 1.8338, top1_acc/aux0: 0.5314, top5_acc/aux0: 0.7811, loss_cls/aux0: 1.8850, loss/aux0: 1.8850 2020-10-23 11:55:23,983 - mmaction - INFO - Epoch [172][160/264] lr: 1.117e-01, eta: 11:27:24, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5880, top5_acc: 0.8113, loss_cls: 1.6779, loss: 1.6779, grad_norm: 1.7974, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8224, loss/aux0: 1.8224 2020-10-23 11:55:24,933 - mmaction - INFO - Epoch [172][160/264] lr: 1.117e-01, eta: 11:27:33, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5880, top5_acc: 0.8113, loss_cls: 1.6779, loss: 1.6779, grad_norm: 1.7994, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8270, loss/aux0: 1.8270 2020-10-23 11:56:01,629 - mmaction - INFO - Epoch [172][180/264] lr: 1.117e-01, eta: 11:26:47, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8003, loss_cls: 1.7227, loss: 1.7227, grad_norm: 1.8108, top1_acc/aux0: 0.5460, top5_acc/aux0: 0.7887, loss_cls/aux0: 1.8505, loss/aux0: 1.8505 2020-10-23 11:56:02,561 - mmaction - INFO - Epoch [172][180/264] lr: 1.117e-01, eta: 11:26:57, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8003, loss_cls: 1.7227, loss: 1.7227, grad_norm: 1.8141, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8537, loss/aux0: 1.8537 2020-10-23 11:56:39,476 - mmaction - INFO - Epoch [172][200/264] lr: 1.117e-01, eta: 11:26:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5762, top5_acc: 0.8056, loss_cls: 1.7229, loss: 1.7229, grad_norm: 1.8059, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7882, loss_cls/aux0: 1.8420, loss/aux0: 1.8420 2020-10-23 11:56:40,400 - mmaction - INFO - Epoch [172][200/264] lr: 1.117e-01, eta: 11:26:20, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5762, top5_acc: 0.8056, loss_cls: 1.7229, loss: 1.7229, grad_norm: 1.8072, top1_acc/aux0: 0.5481, top5_acc/aux0: 0.7861, loss_cls/aux0: 1.8460, loss/aux0: 1.8460 2020-10-23 11:57:17,172 - mmaction - INFO - Epoch [172][220/264] lr: 1.117e-01, eta: 11:25:34, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5688, top5_acc: 0.8087, loss_cls: 1.7224, loss: 1.7224, grad_norm: 1.8057, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7788, loss_cls/aux0: 1.8575, loss/aux0: 1.8575 2020-10-23 11:57:18,095 - mmaction - INFO - Epoch [172][220/264] lr: 1.117e-01, eta: 11:25:43, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5688, top5_acc: 0.8087, loss_cls: 1.7224, loss: 1.7224, grad_norm: 1.8041, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8477, loss/aux0: 1.8477 2020-10-23 11:57:54,753 - mmaction - INFO - Epoch [172][240/264] lr: 1.117e-01, eta: 11:24:57, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5844, top5_acc: 0.8104, loss_cls: 1.6752, loss: 1.6752, grad_norm: 1.8078, top1_acc/aux0: 0.5556, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8322, loss/aux0: 1.8322 2020-10-23 11:57:55,700 - mmaction - INFO - Epoch [172][240/264] lr: 1.117e-01, eta: 11:25:06, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5844, top5_acc: 0.8104, loss_cls: 1.6752, loss: 1.6752, grad_norm: 1.8033, top1_acc/aux0: 0.5582, top5_acc/aux0: 0.7908, loss_cls/aux0: 1.8167, loss/aux0: 1.8167 2020-10-23 11:58:32,276 - mmaction - INFO - Epoch [172][260/264] lr: 1.117e-01, eta: 11:24:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5760, top5_acc: 0.8128, loss_cls: 1.6940, loss: 1.6940, grad_norm: 1.7914, top1_acc/aux0: 0.5561, top5_acc/aux0: 0.7993, loss_cls/aux0: 1.7901, loss/aux0: 1.7901 2020-10-23 11:58:33,203 - mmaction - INFO - Epoch [172][260/264] lr: 1.117e-01, eta: 11:24:30, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5760, top5_acc: 0.8128, loss_cls: 1.6940, loss: 1.6940, grad_norm: 1.7964, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7955, loss_cls/aux0: 1.8124, loss/aux0: 1.8124 2020-10-23 12:04:35,618 - mmaction - INFO - Epoch [173][20/264] lr: 1.093e-01, eta: 11:23:32, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.5776, top5_acc: 0.8078, loss_cls: 1.7062, loss: 1.7062, grad_norm: 1.7937, top1_acc/aux0: 0.5481, top5_acc/aux0: 0.7869, loss_cls/aux0: 1.8314, loss/aux0: 1.8314 2020-10-23 12:04:36,592 - mmaction - INFO - Epoch [173][20/264] lr: 1.093e-01, eta: 11:23:41, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.5776, top5_acc: 0.8078, loss_cls: 1.7062, loss: 1.7062, grad_norm: 1.7908, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7877, loss_cls/aux0: 1.8172, loss/aux0: 1.8172 2020-10-23 12:05:13,023 - mmaction - INFO - Epoch [173][40/264] lr: 1.093e-01, eta: 11:22:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5892, top5_acc: 0.8102, loss_cls: 1.6646, loss: 1.6646, grad_norm: 1.8170, top1_acc/aux0: 0.5637, top5_acc/aux0: 0.7962, loss_cls/aux0: 1.7723, loss/aux0: 1.7723 2020-10-23 12:05:13,961 - mmaction - INFO - Epoch [173][40/264] lr: 1.093e-01, eta: 11:23:05, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5892, top5_acc: 0.8102, loss_cls: 1.6646, loss: 1.6646, grad_norm: 1.8194, top1_acc/aux0: 0.5592, top5_acc/aux0: 0.7950, loss_cls/aux0: 1.7865, loss/aux0: 1.7865 2020-10-23 12:05:50,592 - mmaction - INFO - Epoch [173][60/264] lr: 1.093e-01, eta: 11:22:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5778, top5_acc: 0.8108, loss_cls: 1.6820, loss: 1.6820, grad_norm: 1.8422, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7905, loss_cls/aux0: 1.8243, loss/aux0: 1.8243 2020-10-23 12:05:51,528 - mmaction - INFO - Epoch [173][60/264] lr: 1.093e-01, eta: 11:22:28, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5778, top5_acc: 0.8108, loss_cls: 1.6820, loss: 1.6820, grad_norm: 1.8501, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7908, loss_cls/aux0: 1.8307, loss/aux0: 1.8307 2020-10-23 12:06:28,037 - mmaction - INFO - Epoch [173][80/264] lr: 1.093e-01, eta: 11:21:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5764, top5_acc: 0.8134, loss_cls: 1.6726, loss: 1.6726, grad_norm: 1.8274, top1_acc/aux0: 0.5512, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.7974, loss/aux0: 1.7974 2020-10-23 12:06:28,975 - mmaction - INFO - Epoch [173][80/264] lr: 1.093e-01, eta: 11:21:51, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5764, top5_acc: 0.8134, loss_cls: 1.6726, loss: 1.6726, grad_norm: 1.8222, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7946, loss_cls/aux0: 1.7909, loss/aux0: 1.7909 2020-10-23 12:07:05,500 - mmaction - INFO - Epoch [173][100/264] lr: 1.093e-01, eta: 11:21:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5878, top5_acc: 0.8128, loss_cls: 1.6626, loss: 1.6626, grad_norm: 1.7995, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7894, loss_cls/aux0: 1.8216, loss/aux0: 1.8216 2020-10-23 12:07:06,450 - mmaction - INFO - Epoch [173][100/264] lr: 1.093e-01, eta: 11:21:14, time: 0.940, data_time: 0.005, memory: 8466, top1_acc: 0.5878, top5_acc: 0.8128, loss_cls: 1.6626, loss: 1.6626, grad_norm: 1.7917, top1_acc/aux0: 0.5488, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8157, loss/aux0: 1.8157 2020-10-23 12:07:43,404 - mmaction - INFO - Epoch [173][120/264] lr: 1.093e-01, eta: 11:20:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8207, loss_cls: 1.6437, loss: 1.6437, grad_norm: 1.8122, top1_acc/aux0: 0.5528, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.7933, loss/aux0: 1.7933 2020-10-23 12:07:44,347 - mmaction - INFO - Epoch [173][120/264] lr: 1.093e-01, eta: 11:20:37, time: 0.946, data_time: 0.007, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8207, loss_cls: 1.6437, loss: 1.6437, grad_norm: 1.8162, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7877, loss_cls/aux0: 1.8040, loss/aux0: 1.8040 2020-10-23 12:08:21,064 - mmaction - INFO - Epoch [173][140/264] lr: 1.093e-01, eta: 11:19:52, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5908, top5_acc: 0.8132, loss_cls: 1.6629, loss: 1.6629, grad_norm: 1.8010, top1_acc/aux0: 0.5569, top5_acc/aux0: 0.7976, loss_cls/aux0: 1.7841, loss/aux0: 1.7841 2020-10-23 12:08:21,996 - mmaction - INFO - Epoch [173][140/264] lr: 1.093e-01, eta: 11:20:01, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5908, top5_acc: 0.8132, loss_cls: 1.6629, loss: 1.6629, grad_norm: 1.7989, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7981, loss_cls/aux0: 1.7757, loss/aux0: 1.7757 2020-10-23 12:08:58,570 - mmaction - INFO - Epoch [173][160/264] lr: 1.093e-01, eta: 11:19:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5837, top5_acc: 0.8135, loss_cls: 1.6646, loss: 1.6646, grad_norm: 1.8315, top1_acc/aux0: 0.5538, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8006, loss/aux0: 1.8006 2020-10-23 12:08:59,528 - mmaction - INFO - Epoch [173][160/264] lr: 1.093e-01, eta: 11:19:24, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5837, top5_acc: 0.8135, loss_cls: 1.6646, loss: 1.6646, grad_norm: 1.8294, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7931, loss_cls/aux0: 1.8029, loss/aux0: 1.8029 2020-10-23 12:09:36,191 - mmaction - INFO - Epoch [173][180/264] lr: 1.093e-01, eta: 11:18:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8118, loss_cls: 1.7027, loss: 1.7027, grad_norm: 1.7832, top1_acc/aux0: 0.5462, top5_acc/aux0: 0.7918, loss_cls/aux0: 1.8081, loss/aux0: 1.8081 2020-10-23 12:09:37,144 - mmaction - INFO - Epoch [173][180/264] lr: 1.093e-01, eta: 11:18:47, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8118, loss_cls: 1.7027, loss: 1.7027, grad_norm: 1.7824, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8025, loss/aux0: 1.8025 2020-10-23 12:10:13,842 - mmaction - INFO - Epoch [173][200/264] lr: 1.093e-01, eta: 11:18:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5894, top5_acc: 0.8128, loss_cls: 1.6646, loss: 1.6646, grad_norm: 1.8295, top1_acc/aux0: 0.5425, top5_acc/aux0: 0.7830, loss_cls/aux0: 1.8539, loss/aux0: 1.8539 2020-10-23 12:10:14,812 - mmaction - INFO - Epoch [173][200/264] lr: 1.093e-01, eta: 11:18:10, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5894, top5_acc: 0.8128, loss_cls: 1.6646, loss: 1.6646, grad_norm: 1.8273, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.8632, loss/aux0: 1.8632 2020-10-23 12:10:51,453 - mmaction - INFO - Epoch [173][220/264] lr: 1.093e-01, eta: 11:17:24, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5910, top5_acc: 0.8125, loss_cls: 1.6713, loss: 1.6713, grad_norm: 1.8112, top1_acc/aux0: 0.5556, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8113, loss/aux0: 1.8113 2020-10-23 12:10:52,387 - mmaction - INFO - Epoch [173][220/264] lr: 1.093e-01, eta: 11:17:34, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5910, top5_acc: 0.8125, loss_cls: 1.6713, loss: 1.6713, grad_norm: 1.8144, top1_acc/aux0: 0.5571, top5_acc/aux0: 0.7913, loss_cls/aux0: 1.8045, loss/aux0: 1.8045 2020-10-23 12:11:29,085 - mmaction - INFO - Epoch [173][240/264] lr: 1.093e-01, eta: 11:16:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5769, top5_acc: 0.8097, loss_cls: 1.6990, loss: 1.6990, grad_norm: 1.8230, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.7827, loss/aux0: 1.7827 2020-10-23 12:11:30,025 - mmaction - INFO - Epoch [173][240/264] lr: 1.093e-01, eta: 11:16:57, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5769, top5_acc: 0.8097, loss_cls: 1.6990, loss: 1.6990, grad_norm: 1.8302, top1_acc/aux0: 0.5514, top5_acc/aux0: 0.7950, loss_cls/aux0: 1.7904, loss/aux0: 1.7904 2020-10-23 12:12:06,639 - mmaction - INFO - Epoch [173][260/264] lr: 1.093e-01, eta: 11:16:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5658, top5_acc: 0.8019, loss_cls: 1.7422, loss: 1.7422, grad_norm: 1.8146, top1_acc/aux0: 0.5363, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.8899, loss/aux0: 1.8899 2020-10-23 12:12:07,577 - mmaction - INFO - Epoch [173][260/264] lr: 1.093e-01, eta: 11:16:20, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5658, top5_acc: 0.8019, loss_cls: 1.7422, loss: 1.7422, grad_norm: 1.8110, top1_acc/aux0: 0.5368, top5_acc/aux0: 0.7778, loss_cls/aux0: 1.8846, loss/aux0: 1.8846 2020-10-23 12:18:06,982 - mmaction - INFO - Epoch [174][20/264] lr: 1.070e-01, eta: 11:15:23, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.5778, top5_acc: 0.8208, loss_cls: 1.6598, loss: 1.6598, grad_norm: 1.8197, top1_acc/aux0: 0.5543, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.7962, loss/aux0: 1.7962 2020-10-23 12:18:07,951 - mmaction - INFO - Epoch [174][20/264] lr: 1.070e-01, eta: 11:15:32, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5778, top5_acc: 0.8208, loss_cls: 1.6598, loss: 1.6598, grad_norm: 1.8140, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7908, loss_cls/aux0: 1.7914, loss/aux0: 1.7914 2020-10-23 12:18:44,536 - mmaction - INFO - Epoch [174][40/264] lr: 1.070e-01, eta: 11:14:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5976, top5_acc: 0.8175, loss_cls: 1.6156, loss: 1.6156, grad_norm: 1.8039, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.7903, loss_cls/aux0: 1.7800, loss/aux0: 1.7800 2020-10-23 12:18:45,499 - mmaction - INFO - Epoch [174][40/264] lr: 1.070e-01, eta: 11:14:55, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5976, top5_acc: 0.8175, loss_cls: 1.6156, loss: 1.6156, grad_norm: 1.7978, top1_acc/aux0: 0.5627, top5_acc/aux0: 0.7913, loss_cls/aux0: 1.7776, loss/aux0: 1.7776 2020-10-23 12:19:21,924 - mmaction - INFO - Epoch [174][60/264] lr: 1.070e-01, eta: 11:14:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5851, top5_acc: 0.8214, loss_cls: 1.6365, loss: 1.6365, grad_norm: 1.8197, top1_acc/aux0: 0.5658, top5_acc/aux0: 0.7915, loss_cls/aux0: 1.7831, loss/aux0: 1.7831 2020-10-23 12:19:22,858 - mmaction - INFO - Epoch [174][60/264] lr: 1.070e-01, eta: 11:14:18, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5851, top5_acc: 0.8214, loss_cls: 1.6365, loss: 1.6365, grad_norm: 1.8224, top1_acc/aux0: 0.5637, top5_acc/aux0: 0.7910, loss_cls/aux0: 1.7886, loss/aux0: 1.7886 2020-10-23 12:19:59,404 - mmaction - INFO - Epoch [174][80/264] lr: 1.070e-01, eta: 11:13:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5918, top5_acc: 0.8149, loss_cls: 1.6328, loss: 1.6328, grad_norm: 1.8274, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7819, loss_cls/aux0: 1.8502, loss/aux0: 1.8502 2020-10-23 12:20:00,338 - mmaction - INFO - Epoch [174][80/264] lr: 1.070e-01, eta: 11:13:41, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5918, top5_acc: 0.8149, loss_cls: 1.6328, loss: 1.6328, grad_norm: 1.8278, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8446, loss/aux0: 1.8446 2020-10-23 12:20:37,188 - mmaction - INFO - Epoch [174][100/264] lr: 1.070e-01, eta: 11:12:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5877, top5_acc: 0.8144, loss_cls: 1.6755, loss: 1.6755, grad_norm: 1.7637, top1_acc/aux0: 0.5665, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7574, loss/aux0: 1.7574 2020-10-23 12:20:38,116 - mmaction - INFO - Epoch [174][100/264] lr: 1.070e-01, eta: 11:13:05, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5877, top5_acc: 0.8144, loss_cls: 1.6755, loss: 1.6755, grad_norm: 1.7738, top1_acc/aux0: 0.5639, top5_acc/aux0: 0.7998, loss_cls/aux0: 1.7725, loss/aux0: 1.7725 2020-10-23 12:21:14,872 - mmaction - INFO - Epoch [174][120/264] lr: 1.070e-01, eta: 11:12:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5988, top5_acc: 0.8257, loss_cls: 1.6038, loss: 1.6038, grad_norm: 1.8067, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7915, loss_cls/aux0: 1.7850, loss/aux0: 1.7850 2020-10-23 12:21:15,810 - mmaction - INFO - Epoch [174][120/264] lr: 1.070e-01, eta: 11:12:28, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5988, top5_acc: 0.8257, loss_cls: 1.6038, loss: 1.6038, grad_norm: 1.8027, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.7936, loss_cls/aux0: 1.7698, loss/aux0: 1.7698 2020-10-23 12:21:52,703 - mmaction - INFO - Epoch [174][140/264] lr: 1.070e-01, eta: 11:11:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5778, top5_acc: 0.8078, loss_cls: 1.6810, loss: 1.6810, grad_norm: 1.8153, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7915, loss_cls/aux0: 1.8026, loss/aux0: 1.8026 2020-10-23 12:21:53,659 - mmaction - INFO - Epoch [174][140/264] lr: 1.070e-01, eta: 11:11:51, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.5778, top5_acc: 0.8078, loss_cls: 1.6810, loss: 1.6810, grad_norm: 1.8163, top1_acc/aux0: 0.5528, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8096, loss/aux0: 1.8096 2020-10-23 12:22:30,552 - mmaction - INFO - Epoch [174][160/264] lr: 1.070e-01, eta: 11:11:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5951, top5_acc: 0.8220, loss_cls: 1.6316, loss: 1.6316, grad_norm: 1.8355, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8032, loss/aux0: 1.8032 2020-10-23 12:22:31,505 - mmaction - INFO - Epoch [174][160/264] lr: 1.070e-01, eta: 11:11:14, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5951, top5_acc: 0.8220, loss_cls: 1.6316, loss: 1.6316, grad_norm: 1.8369, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8091, loss/aux0: 1.8091 2020-10-23 12:23:08,334 - mmaction - INFO - Epoch [174][180/264] lr: 1.070e-01, eta: 11:10:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8146, loss_cls: 1.6660, loss: 1.6660, grad_norm: 1.8418, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8425, loss/aux0: 1.8425 2020-10-23 12:23:09,262 - mmaction - INFO - Epoch [174][180/264] lr: 1.070e-01, eta: 11:10:38, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8146, loss_cls: 1.6660, loss: 1.6660, grad_norm: 1.8333, top1_acc/aux0: 0.5462, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8442, loss/aux0: 1.8442 2020-10-23 12:23:46,177 - mmaction - INFO - Epoch [174][200/264] lr: 1.070e-01, eta: 11:09:52, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5847, top5_acc: 0.8116, loss_cls: 1.6780, loss: 1.6780, grad_norm: 1.8007, top1_acc/aux0: 0.5483, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8248, loss/aux0: 1.8248 2020-10-23 12:23:47,130 - mmaction - INFO - Epoch [174][200/264] lr: 1.070e-01, eta: 11:10:01, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5847, top5_acc: 0.8116, loss_cls: 1.6780, loss: 1.6780, grad_norm: 1.8208, top1_acc/aux0: 0.5486, top5_acc/aux0: 0.7861, loss_cls/aux0: 1.8213, loss/aux0: 1.8213 2020-10-23 12:24:24,133 - mmaction - INFO - Epoch [174][220/264] lr: 1.070e-01, eta: 11:09:16, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5873, top5_acc: 0.8118, loss_cls: 1.6591, loss: 1.6591, grad_norm: 1.8280, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.7882, loss_cls/aux0: 1.8091, loss/aux0: 1.8091 2020-10-23 12:24:25,064 - mmaction - INFO - Epoch [174][220/264] lr: 1.070e-01, eta: 11:09:25, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5873, top5_acc: 0.8118, loss_cls: 1.6591, loss: 1.6591, grad_norm: 1.8327, top1_acc/aux0: 0.5545, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8091, loss/aux0: 1.8091 2020-10-23 12:25:01,664 - mmaction - INFO - Epoch [174][240/264] lr: 1.070e-01, eta: 11:08:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5889, top5_acc: 0.8151, loss_cls: 1.6345, loss: 1.6345, grad_norm: 1.7913, top1_acc/aux0: 0.5519, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8368, loss/aux0: 1.8368 2020-10-23 12:25:02,603 - mmaction - INFO - Epoch [174][240/264] lr: 1.070e-01, eta: 11:08:48, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5889, top5_acc: 0.8151, loss_cls: 1.6345, loss: 1.6345, grad_norm: 1.7982, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8371, loss/aux0: 1.8371 2020-10-23 12:25:39,090 - mmaction - INFO - Epoch [174][260/264] lr: 1.070e-01, eta: 11:08:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5813, top5_acc: 0.8134, loss_cls: 1.6788, loss: 1.6788, grad_norm: 1.8149, top1_acc/aux0: 0.5465, top5_acc/aux0: 0.7825, loss_cls/aux0: 1.8177, loss/aux0: 1.8177 2020-10-23 12:25:40,061 - mmaction - INFO - Epoch [174][260/264] lr: 1.070e-01, eta: 11:08:11, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5813, top5_acc: 0.8134, loss_cls: 1.6788, loss: 1.6788, grad_norm: 1.8188, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7821, loss_cls/aux0: 1.8129, loss/aux0: 1.8129 2020-10-23 12:31:23,163 - mmaction - INFO - Epoch [175][20/264] lr: 1.046e-01, eta: 11:07:14, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5880, top5_acc: 0.8094, loss_cls: 1.6577, loss: 1.6577, grad_norm: 1.8412, top1_acc/aux0: 0.5537, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8002, loss/aux0: 1.8002 2020-10-23 12:31:24,171 - mmaction - INFO - Epoch [175][20/264] lr: 1.046e-01, eta: 11:07:23, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5880, top5_acc: 0.8094, loss_cls: 1.6577, loss: 1.6577, grad_norm: 1.8427, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7887, loss_cls/aux0: 1.8094, loss/aux0: 1.8094 2020-10-23 12:32:00,684 - mmaction - INFO - Epoch [175][40/264] lr: 1.046e-01, eta: 11:06:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5872, top5_acc: 0.8224, loss_cls: 1.6471, loss: 1.6471, grad_norm: 1.8263, top1_acc/aux0: 0.5663, top5_acc/aux0: 0.8009, loss_cls/aux0: 1.7465, loss/aux0: 1.7465 2020-10-23 12:32:01,619 - mmaction - INFO - Epoch [175][40/264] lr: 1.046e-01, eta: 11:06:46, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5872, top5_acc: 0.8224, loss_cls: 1.6471, loss: 1.6471, grad_norm: 1.8267, top1_acc/aux0: 0.5668, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7416, loss/aux0: 1.7416 2020-10-23 12:32:38,193 - mmaction - INFO - Epoch [175][60/264] lr: 1.046e-01, eta: 11:06:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5903, top5_acc: 0.8158, loss_cls: 1.6442, loss: 1.6442, grad_norm: 1.7900, top1_acc/aux0: 0.5587, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7825, loss/aux0: 1.7825 2020-10-23 12:32:39,133 - mmaction - INFO - Epoch [175][60/264] lr: 1.046e-01, eta: 11:06:09, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5903, top5_acc: 0.8158, loss_cls: 1.6442, loss: 1.6442, grad_norm: 1.7821, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8033, loss_cls/aux0: 1.7662, loss/aux0: 1.7662 2020-10-23 12:33:15,559 - mmaction - INFO - Epoch [175][80/264] lr: 1.046e-01, eta: 11:05:24, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6002, top5_acc: 0.8257, loss_cls: 1.5948, loss: 1.5948, grad_norm: 1.8648, top1_acc/aux0: 0.5627, top5_acc/aux0: 0.8009, loss_cls/aux0: 1.7343, loss/aux0: 1.7343 2020-10-23 12:33:16,523 - mmaction - INFO - Epoch [175][80/264] lr: 1.046e-01, eta: 11:05:33, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6002, top5_acc: 0.8257, loss_cls: 1.5948, loss: 1.5948, grad_norm: 1.8709, top1_acc/aux0: 0.5580, top5_acc/aux0: 0.7991, loss_cls/aux0: 1.7532, loss/aux0: 1.7532 2020-10-23 12:33:53,056 - mmaction - INFO - Epoch [175][100/264] lr: 1.046e-01, eta: 11:04:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5873, top5_acc: 0.8148, loss_cls: 1.6543, loss: 1.6543, grad_norm: 1.8434, top1_acc/aux0: 0.5611, top5_acc/aux0: 0.7946, loss_cls/aux0: 1.8030, loss/aux0: 1.8030 2020-10-23 12:33:54,043 - mmaction - INFO - Epoch [175][100/264] lr: 1.046e-01, eta: 11:04:56, time: 0.934, data_time: 0.005, memory: 8466, top1_acc: 0.5873, top5_acc: 0.8148, loss_cls: 1.6543, loss: 1.6543, grad_norm: 1.8362, top1_acc/aux0: 0.5634, top5_acc/aux0: 0.7960, loss_cls/aux0: 1.7881, loss/aux0: 1.7881 2020-10-23 12:34:30,922 - mmaction - INFO - Epoch [175][120/264] lr: 1.046e-01, eta: 11:04:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5936, top5_acc: 0.8181, loss_cls: 1.6340, loss: 1.6340, grad_norm: 1.8270, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7593, loss/aux0: 1.7593 2020-10-23 12:34:31,868 - mmaction - INFO - Epoch [175][120/264] lr: 1.046e-01, eta: 11:04:19, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5936, top5_acc: 0.8181, loss_cls: 1.6340, loss: 1.6340, grad_norm: 1.8288, top1_acc/aux0: 0.5590, top5_acc/aux0: 0.8024, loss_cls/aux0: 1.7681, loss/aux0: 1.7681 2020-10-23 12:35:08,802 - mmaction - INFO - Epoch [175][140/264] lr: 1.046e-01, eta: 11:03:34, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8163, loss_cls: 1.6402, loss: 1.6402, grad_norm: 1.7930, top1_acc/aux0: 0.5533, top5_acc/aux0: 0.7934, loss_cls/aux0: 1.7906, loss/aux0: 1.7906 2020-10-23 12:35:09,733 - mmaction - INFO - Epoch [175][140/264] lr: 1.046e-01, eta: 11:03:42, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8163, loss_cls: 1.6402, loss: 1.6402, grad_norm: 1.7976, top1_acc/aux0: 0.5543, top5_acc/aux0: 0.7941, loss_cls/aux0: 1.7844, loss/aux0: 1.7844 2020-10-23 12:35:46,617 - mmaction - INFO - Epoch [175][160/264] lr: 1.046e-01, eta: 11:02:57, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6007, top5_acc: 0.8217, loss_cls: 1.6035, loss: 1.6035, grad_norm: 1.8290, top1_acc/aux0: 0.5535, top5_acc/aux0: 0.7884, loss_cls/aux0: 1.8063, loss/aux0: 1.8063 2020-10-23 12:35:47,553 - mmaction - INFO - Epoch [175][160/264] lr: 1.046e-01, eta: 11:03:06, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.6007, top5_acc: 0.8217, loss_cls: 1.6035, loss: 1.6035, grad_norm: 1.8237, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8084, loss/aux0: 1.8084 2020-10-23 12:36:24,256 - mmaction - INFO - Epoch [175][180/264] lr: 1.046e-01, eta: 11:02:20, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5918, top5_acc: 0.8149, loss_cls: 1.6616, loss: 1.6616, grad_norm: 1.7914, top1_acc/aux0: 0.5595, top5_acc/aux0: 0.7873, loss_cls/aux0: 1.8220, loss/aux0: 1.8220 2020-10-23 12:36:25,234 - mmaction - INFO - Epoch [175][180/264] lr: 1.046e-01, eta: 11:02:29, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.5918, top5_acc: 0.8149, loss_cls: 1.6616, loss: 1.6616, grad_norm: 1.7986, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7863, loss_cls/aux0: 1.8303, loss/aux0: 1.8303 2020-10-23 12:37:01,803 - mmaction - INFO - Epoch [175][200/264] lr: 1.046e-01, eta: 11:01:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5799, top5_acc: 0.8106, loss_cls: 1.6893, loss: 1.6893, grad_norm: 1.8743, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8131, loss/aux0: 1.8131 2020-10-23 12:37:02,748 - mmaction - INFO - Epoch [175][200/264] lr: 1.046e-01, eta: 11:01:52, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5799, top5_acc: 0.8106, loss_cls: 1.6893, loss: 1.6893, grad_norm: 1.8724, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.7982, loss/aux0: 1.7982 2020-10-23 12:37:39,436 - mmaction - INFO - Epoch [175][220/264] lr: 1.046e-01, eta: 11:01:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5835, top5_acc: 0.8148, loss_cls: 1.6804, loss: 1.6804, grad_norm: 1.8509, top1_acc/aux0: 0.5439, top5_acc/aux0: 0.7847, loss_cls/aux0: 1.8482, loss/aux0: 1.8482 2020-10-23 12:37:40,381 - mmaction - INFO - Epoch [175][220/264] lr: 1.046e-01, eta: 11:01:16, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5835, top5_acc: 0.8148, loss_cls: 1.6804, loss: 1.6804, grad_norm: 1.8521, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7825, loss_cls/aux0: 1.8570, loss/aux0: 1.8570 2020-10-23 12:38:17,030 - mmaction - INFO - Epoch [175][240/264] lr: 1.046e-01, eta: 11:00:30, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5917, top5_acc: 0.8137, loss_cls: 1.6419, loss: 1.6419, grad_norm: 1.8168, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7981, loss_cls/aux0: 1.7705, loss/aux0: 1.7705 2020-10-23 12:38:17,995 - mmaction - INFO - Epoch [175][240/264] lr: 1.046e-01, eta: 11:00:39, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.5917, top5_acc: 0.8137, loss_cls: 1.6419, loss: 1.6419, grad_norm: 1.8175, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7972, loss_cls/aux0: 1.7659, loss/aux0: 1.7659 2020-10-23 12:38:54,616 - mmaction - INFO - Epoch [175][260/264] lr: 1.046e-01, eta: 10:59:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8113, loss_cls: 1.6584, loss: 1.6584, grad_norm: 1.8109, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.7809, loss/aux0: 1.7809 2020-10-23 12:38:55,533 - mmaction - INFO - Epoch [175][260/264] lr: 1.046e-01, eta: 11:00:02, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8113, loss_cls: 1.6584, loss: 1.6584, grad_norm: 1.8044, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.7920, loss/aux0: 1.7920 2020-10-23 12:44:54,970 - mmaction - INFO - Epoch [176][20/264] lr: 1.023e-01, eta: 10:59:06, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5972, top5_acc: 0.8167, loss_cls: 1.6379, loss: 1.6379, grad_norm: 1.8369, top1_acc/aux0: 0.5548, top5_acc/aux0: 0.7973, loss_cls/aux0: 1.7803, loss/aux0: 1.7803 2020-10-23 12:44:55,926 - mmaction - INFO - Epoch [176][20/264] lr: 1.023e-01, eta: 10:59:14, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.5972, top5_acc: 0.8167, loss_cls: 1.6379, loss: 1.6379, grad_norm: 1.8376, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.7847, loss/aux0: 1.7847 2020-10-23 12:45:32,220 - mmaction - INFO - Epoch [176][40/264] lr: 1.023e-01, eta: 10:58:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5941, top5_acc: 0.8193, loss_cls: 1.6326, loss: 1.6326, grad_norm: 1.8662, top1_acc/aux0: 0.5642, top5_acc/aux0: 0.8009, loss_cls/aux0: 1.7646, loss/aux0: 1.7646 2020-10-23 12:45:33,164 - mmaction - INFO - Epoch [176][40/264] lr: 1.023e-01, eta: 10:58:37, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5941, top5_acc: 0.8193, loss_cls: 1.6326, loss: 1.6326, grad_norm: 1.8639, top1_acc/aux0: 0.5665, top5_acc/aux0: 0.8038, loss_cls/aux0: 1.7572, loss/aux0: 1.7572 2020-10-23 12:46:09,817 - mmaction - INFO - Epoch [176][60/264] lr: 1.023e-01, eta: 10:57:52, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6009, top5_acc: 0.8276, loss_cls: 1.6057, loss: 1.6057, grad_norm: 1.8481, top1_acc/aux0: 0.5804, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7086, loss/aux0: 1.7086 2020-10-23 12:46:10,755 - mmaction - INFO - Epoch [176][60/264] lr: 1.023e-01, eta: 10:58:01, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6009, top5_acc: 0.8276, loss_cls: 1.6057, loss: 1.6057, grad_norm: 1.8487, top1_acc/aux0: 0.5785, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7078, loss/aux0: 1.7078 2020-10-23 12:46:47,439 - mmaction - INFO - Epoch [176][80/264] lr: 1.023e-01, eta: 10:57:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5976, top5_acc: 0.8207, loss_cls: 1.6275, loss: 1.6275, grad_norm: 1.8314, top1_acc/aux0: 0.5644, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7501, loss/aux0: 1.7501 2020-10-23 12:46:48,386 - mmaction - INFO - Epoch [176][80/264] lr: 1.023e-01, eta: 10:57:24, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5976, top5_acc: 0.8207, loss_cls: 1.6275, loss: 1.6275, grad_norm: 1.8323, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8061, loss_cls/aux0: 1.7508, loss/aux0: 1.7508 2020-10-23 12:47:25,154 - mmaction - INFO - Epoch [176][100/264] lr: 1.023e-01, eta: 10:56:38, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8181, loss_cls: 1.6395, loss: 1.6395, grad_norm: 1.8265, top1_acc/aux0: 0.5663, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.7656, loss/aux0: 1.7656 2020-10-23 12:47:26,105 - mmaction - INFO - Epoch [176][100/264] lr: 1.023e-01, eta: 10:56:47, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8181, loss_cls: 1.6395, loss: 1.6395, grad_norm: 1.8218, top1_acc/aux0: 0.5658, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.7719, loss/aux0: 1.7719 2020-10-23 12:48:02,765 - mmaction - INFO - Epoch [176][120/264] lr: 1.023e-01, eta: 10:56:02, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5924, top5_acc: 0.8160, loss_cls: 1.6313, loss: 1.6313, grad_norm: 1.8248, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.7876, loss/aux0: 1.7876 2020-10-23 12:48:03,691 - mmaction - INFO - Epoch [176][120/264] lr: 1.023e-01, eta: 10:56:10, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5924, top5_acc: 0.8160, loss_cls: 1.6313, loss: 1.6313, grad_norm: 1.8174, top1_acc/aux0: 0.5665, top5_acc/aux0: 0.7892, loss_cls/aux0: 1.7832, loss/aux0: 1.7832 2020-10-23 12:48:40,761 - mmaction - INFO - Epoch [176][140/264] lr: 1.023e-01, eta: 10:55:25, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5878, top5_acc: 0.8156, loss_cls: 1.6409, loss: 1.6409, grad_norm: 1.8810, top1_acc/aux0: 0.5550, top5_acc/aux0: 0.7920, loss_cls/aux0: 1.8041, loss/aux0: 1.8041 2020-10-23 12:48:41,704 - mmaction - INFO - Epoch [176][140/264] lr: 1.023e-01, eta: 10:55:34, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5878, top5_acc: 0.8156, loss_cls: 1.6409, loss: 1.6409, grad_norm: 1.8775, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7929, loss_cls/aux0: 1.8035, loss/aux0: 1.8035 2020-10-23 12:49:18,197 - mmaction - INFO - Epoch [176][160/264] lr: 1.023e-01, eta: 10:54:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5821, top5_acc: 0.8128, loss_cls: 1.6832, loss: 1.6832, grad_norm: 1.8540, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7934, loss_cls/aux0: 1.8033, loss/aux0: 1.8033 2020-10-23 12:49:19,136 - mmaction - INFO - Epoch [176][160/264] lr: 1.023e-01, eta: 10:54:57, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5821, top5_acc: 0.8128, loss_cls: 1.6832, loss: 1.6832, grad_norm: 1.8591, top1_acc/aux0: 0.5582, top5_acc/aux0: 0.7929, loss_cls/aux0: 1.7987, loss/aux0: 1.7987 2020-10-23 12:49:55,685 - mmaction - INFO - Epoch [176][180/264] lr: 1.023e-01, eta: 10:54:11, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8158, loss_cls: 1.6583, loss: 1.6583, grad_norm: 1.8494, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8129, loss/aux0: 1.8129 2020-10-23 12:49:56,646 - mmaction - INFO - Epoch [176][180/264] lr: 1.023e-01, eta: 10:54:20, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8158, loss_cls: 1.6583, loss: 1.6583, grad_norm: 1.8463, top1_acc/aux0: 0.5533, top5_acc/aux0: 0.7903, loss_cls/aux0: 1.8256, loss/aux0: 1.8256 2020-10-23 12:50:33,754 - mmaction - INFO - Epoch [176][200/264] lr: 1.023e-01, eta: 10:53:34, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5913, top5_acc: 0.8161, loss_cls: 1.6550, loss: 1.6550, grad_norm: 1.8125, top1_acc/aux0: 0.5540, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8232, loss/aux0: 1.8232 2020-10-23 12:50:34,714 - mmaction - INFO - Epoch [176][200/264] lr: 1.023e-01, eta: 10:53:43, time: 0.948, data_time: 0.004, memory: 8466, top1_acc: 0.5913, top5_acc: 0.8161, loss_cls: 1.6550, loss: 1.6550, grad_norm: 1.8202, top1_acc/aux0: 0.5535, top5_acc/aux0: 0.7858, loss_cls/aux0: 1.8232, loss/aux0: 1.8232 2020-10-23 12:51:11,217 - mmaction - INFO - Epoch [176][220/264] lr: 1.023e-01, eta: 10:52:58, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5894, top5_acc: 0.8109, loss_cls: 1.6598, loss: 1.6598, grad_norm: 1.8411, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.7960, loss_cls/aux0: 1.7701, loss/aux0: 1.7701 2020-10-23 12:51:12,160 - mmaction - INFO - Epoch [176][220/264] lr: 1.023e-01, eta: 10:53:06, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5894, top5_acc: 0.8109, loss_cls: 1.6598, loss: 1.6598, grad_norm: 1.8400, top1_acc/aux0: 0.5722, top5_acc/aux0: 0.7983, loss_cls/aux0: 1.7559, loss/aux0: 1.7559 2020-10-23 12:51:48,923 - mmaction - INFO - Epoch [176][240/264] lr: 1.023e-01, eta: 10:52:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5929, top5_acc: 0.8134, loss_cls: 1.6502, loss: 1.6502, grad_norm: 1.8727, top1_acc/aux0: 0.5543, top5_acc/aux0: 0.7946, loss_cls/aux0: 1.7769, loss/aux0: 1.7769 2020-10-23 12:51:49,865 - mmaction - INFO - Epoch [176][240/264] lr: 1.023e-01, eta: 10:52:29, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5929, top5_acc: 0.8134, loss_cls: 1.6502, loss: 1.6502, grad_norm: 1.8777, top1_acc/aux0: 0.5519, top5_acc/aux0: 0.7950, loss_cls/aux0: 1.7869, loss/aux0: 1.7869 2020-10-23 12:52:26,552 - mmaction - INFO - Epoch [176][260/264] lr: 1.023e-01, eta: 10:51:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5840, top5_acc: 0.8101, loss_cls: 1.6830, loss: 1.6830, grad_norm: 1.8489, top1_acc/aux0: 0.5616, top5_acc/aux0: 0.8061, loss_cls/aux0: 1.7352, loss/aux0: 1.7352 2020-10-23 12:52:27,474 - mmaction - INFO - Epoch [176][260/264] lr: 1.023e-01, eta: 10:51:53, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5840, top5_acc: 0.8101, loss_cls: 1.6830, loss: 1.6830, grad_norm: 1.8573, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7285, loss/aux0: 1.7285 2020-10-23 12:54:35,505 - mmaction - INFO - Saving checkpoint at 176 epochs 2020-10-23 12:56:17,505 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 12:56:17,645 - mmaction - INFO - top1_acc 0.6666 top5_acc 0.8816 2020-10-23 12:56:17,645 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 12:56:17,677 - mmaction - INFO - mean_acc 0.6666 2020-10-23 12:56:17,678 - mmaction - INFO - Now best checkpoint is epoch_176.pth 2020-10-23 12:56:17,685 - mmaction - INFO - Epoch(val) [176][264] top1_acc: 0.6666, top5_acc: 0.8816, mean_class_accuracy: 0.6666 2020-10-23 13:00:14,121 - mmaction - INFO - Epoch [177][20/264] lr: 1.000e-01, eta: 10:50:56, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8207, loss_cls: 1.6026, loss: 1.6026, grad_norm: 1.8172, top1_acc/aux0: 0.5736, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7229, loss/aux0: 1.7229 2020-10-23 13:00:15,059 - mmaction - INFO - Epoch [177][20/264] lr: 1.000e-01, eta: 10:51:05, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8207, loss_cls: 1.6026, loss: 1.6026, grad_norm: 1.8191, top1_acc/aux0: 0.5717, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7276, loss/aux0: 1.7276 2020-10-23 13:00:51,516 - mmaction - INFO - Epoch [177][40/264] lr: 1.000e-01, eta: 10:50:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5988, top5_acc: 0.8219, loss_cls: 1.6282, loss: 1.6282, grad_norm: 1.8354, top1_acc/aux0: 0.5816, top5_acc/aux0: 0.8040, loss_cls/aux0: 1.7128, loss/aux0: 1.7128 2020-10-23 13:00:52,446 - mmaction - INFO - Epoch [177][40/264] lr: 1.000e-01, eta: 10:50:28, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5988, top5_acc: 0.8219, loss_cls: 1.6282, loss: 1.6282, grad_norm: 1.8375, top1_acc/aux0: 0.5845, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7056, loss/aux0: 1.7056 2020-10-23 13:01:29,075 - mmaction - INFO - Epoch [177][60/264] lr: 1.000e-01, eta: 10:49:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5958, top5_acc: 0.8179, loss_cls: 1.6184, loss: 1.6184, grad_norm: 1.8503, top1_acc/aux0: 0.5616, top5_acc/aux0: 0.7918, loss_cls/aux0: 1.7880, loss/aux0: 1.7880 2020-10-23 13:01:30,004 - mmaction - INFO - Epoch [177][60/264] lr: 1.000e-01, eta: 10:49:51, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5958, top5_acc: 0.8179, loss_cls: 1.6184, loss: 1.6184, grad_norm: 1.8542, top1_acc/aux0: 0.5611, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.7882, loss/aux0: 1.7882 2020-10-23 13:02:06,519 - mmaction - INFO - Epoch [177][80/264] lr: 1.000e-01, eta: 10:49:06, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5917, top5_acc: 0.8186, loss_cls: 1.5978, loss: 1.5978, grad_norm: 1.8288, top1_acc/aux0: 0.5644, top5_acc/aux0: 0.8002, loss_cls/aux0: 1.7621, loss/aux0: 1.7621 2020-10-23 13:02:07,448 - mmaction - INFO - Epoch [177][80/264] lr: 1.000e-01, eta: 10:49:14, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5917, top5_acc: 0.8186, loss_cls: 1.5978, loss: 1.5978, grad_norm: 1.8219, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8007, loss_cls/aux0: 1.7586, loss/aux0: 1.7586 2020-10-23 13:02:44,010 - mmaction - INFO - Epoch [177][100/264] lr: 1.000e-01, eta: 10:48:29, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8175, loss_cls: 1.6484, loss: 1.6484, grad_norm: 1.8453, top1_acc/aux0: 0.5679, top5_acc/aux0: 0.7965, loss_cls/aux0: 1.7505, loss/aux0: 1.7505 2020-10-23 13:02:44,951 - mmaction - INFO - Epoch [177][100/264] lr: 1.000e-01, eta: 10:48:37, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8175, loss_cls: 1.6484, loss: 1.6484, grad_norm: 1.8465, top1_acc/aux0: 0.5670, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7534, loss/aux0: 1.7534 2020-10-23 13:03:21,647 - mmaction - INFO - Epoch [177][120/264] lr: 1.000e-01, eta: 10:47:52, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5913, top5_acc: 0.8142, loss_cls: 1.6580, loss: 1.6580, grad_norm: 1.8701, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.7516, loss/aux0: 1.7516 2020-10-23 13:03:22,579 - mmaction - INFO - Epoch [177][120/264] lr: 1.000e-01, eta: 10:48:01, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5913, top5_acc: 0.8142, loss_cls: 1.6580, loss: 1.6580, grad_norm: 1.8810, top1_acc/aux0: 0.5684, top5_acc/aux0: 0.7934, loss_cls/aux0: 1.7661, loss/aux0: 1.7661 2020-10-23 13:03:59,190 - mmaction - INFO - Epoch [177][140/264] lr: 1.000e-01, eta: 10:47:15, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5960, top5_acc: 0.8198, loss_cls: 1.6029, loss: 1.6029, grad_norm: 1.8459, top1_acc/aux0: 0.5658, top5_acc/aux0: 0.7998, loss_cls/aux0: 1.7306, loss/aux0: 1.7306 2020-10-23 13:04:00,150 - mmaction - INFO - Epoch [177][140/264] lr: 1.000e-01, eta: 10:47:24, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5960, top5_acc: 0.8198, loss_cls: 1.6029, loss: 1.6029, grad_norm: 1.8566, top1_acc/aux0: 0.5679, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7225, loss/aux0: 1.7225 2020-10-23 13:04:36,830 - mmaction - INFO - Epoch [177][160/264] lr: 1.000e-01, eta: 10:46:39, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8262, loss_cls: 1.6076, loss: 1.6076, grad_norm: 1.8322, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7908, loss_cls/aux0: 1.7749, loss/aux0: 1.7749 2020-10-23 13:04:37,797 - mmaction - INFO - Epoch [177][160/264] lr: 1.000e-01, eta: 10:46:47, time: 0.946, data_time: 0.006, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8262, loss_cls: 1.6076, loss: 1.6076, grad_norm: 1.8487, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7910, loss_cls/aux0: 1.7803, loss/aux0: 1.7803 2020-10-23 13:05:14,436 - mmaction - INFO - Epoch [177][180/264] lr: 1.000e-01, eta: 10:46:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6085, top5_acc: 0.8267, loss_cls: 1.5807, loss: 1.5807, grad_norm: 1.8670, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.7934, loss_cls/aux0: 1.7695, loss/aux0: 1.7695 2020-10-23 13:05:15,360 - mmaction - INFO - Epoch [177][180/264] lr: 1.000e-01, eta: 10:46:11, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6085, top5_acc: 0.8267, loss_cls: 1.5807, loss: 1.5807, grad_norm: 1.8730, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.7960, loss_cls/aux0: 1.7554, loss/aux0: 1.7554 2020-10-23 13:05:52,419 - mmaction - INFO - Epoch [177][200/264] lr: 1.000e-01, eta: 10:45:25, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5847, top5_acc: 0.8094, loss_cls: 1.6752, loss: 1.6752, grad_norm: 1.8932, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.7964, loss/aux0: 1.7964 2020-10-23 13:05:53,348 - mmaction - INFO - Epoch [177][200/264] lr: 1.000e-01, eta: 10:45:34, time: 0.958, data_time: 0.018, memory: 8466, top1_acc: 0.5847, top5_acc: 0.8094, loss_cls: 1.6752, loss: 1.6752, grad_norm: 1.8958, top1_acc/aux0: 0.5486, top5_acc/aux0: 0.7941, loss_cls/aux0: 1.8151, loss/aux0: 1.8151 2020-10-23 13:06:29,685 - mmaction - INFO - Epoch [177][220/264] lr: 1.000e-01, eta: 10:44:49, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5946, top5_acc: 0.8177, loss_cls: 1.6313, loss: 1.6313, grad_norm: 1.8682, top1_acc/aux0: 0.5613, top5_acc/aux0: 0.7950, loss_cls/aux0: 1.7797, loss/aux0: 1.7797 2020-10-23 13:06:30,647 - mmaction - INFO - Epoch [177][220/264] lr: 1.000e-01, eta: 10:44:57, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5946, top5_acc: 0.8177, loss_cls: 1.6313, loss: 1.6313, grad_norm: 1.8663, top1_acc/aux0: 0.5606, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.7707, loss/aux0: 1.7707 2020-10-23 13:07:07,402 - mmaction - INFO - Epoch [177][240/264] lr: 1.000e-01, eta: 10:44:12, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5889, top5_acc: 0.8087, loss_cls: 1.6734, loss: 1.6734, grad_norm: 1.8783, top1_acc/aux0: 0.5519, top5_acc/aux0: 0.7918, loss_cls/aux0: 1.7860, loss/aux0: 1.7860 2020-10-23 13:07:08,339 - mmaction - INFO - Epoch [177][240/264] lr: 1.000e-01, eta: 10:44:20, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5889, top5_acc: 0.8087, loss_cls: 1.6734, loss: 1.6734, grad_norm: 1.8763, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.7966, loss/aux0: 1.7966 2020-10-23 13:07:44,965 - mmaction - INFO - Epoch [177][260/264] lr: 1.000e-01, eta: 10:43:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5882, top5_acc: 0.8153, loss_cls: 1.6388, loss: 1.6388, grad_norm: 1.8684, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.7941, loss_cls/aux0: 1.7649, loss/aux0: 1.7649 2020-10-23 13:07:45,884 - mmaction - INFO - Epoch [177][260/264] lr: 1.000e-01, eta: 10:43:43, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5882, top5_acc: 0.8153, loss_cls: 1.6388, loss: 1.6388, grad_norm: 1.8731, top1_acc/aux0: 0.5720, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.7606, loss/aux0: 1.7606 2020-10-23 13:13:55,849 - mmaction - INFO - Epoch [178][20/264] lr: 9.771e-02, eta: 10:42:47, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6047, top5_acc: 0.8247, loss_cls: 1.5654, loss: 1.5654, grad_norm: 1.8534, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8077, loss_cls/aux0: 1.6999, loss/aux0: 1.6999 2020-10-23 13:13:56,816 - mmaction - INFO - Epoch [178][20/264] lr: 9.771e-02, eta: 10:42:56, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.6047, top5_acc: 0.8247, loss_cls: 1.5654, loss: 1.5654, grad_norm: 1.8450, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.6921, loss/aux0: 1.6921 2020-10-23 13:14:33,072 - mmaction - INFO - Epoch [178][40/264] lr: 9.771e-02, eta: 10:42:11, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6085, top5_acc: 0.8262, loss_cls: 1.5938, loss: 1.5938, grad_norm: 1.9134, top1_acc/aux0: 0.5707, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7198, loss/aux0: 1.7198 2020-10-23 13:14:34,017 - mmaction - INFO - Epoch [178][40/264] lr: 9.771e-02, eta: 10:42:19, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.6085, top5_acc: 0.8262, loss_cls: 1.5938, loss: 1.5938, grad_norm: 1.9208, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7334, loss/aux0: 1.7334 2020-10-23 13:15:10,425 - mmaction - INFO - Epoch [178][60/264] lr: 9.771e-02, eta: 10:41:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5887, top5_acc: 0.8229, loss_cls: 1.6339, loss: 1.6339, grad_norm: 1.9125, top1_acc/aux0: 0.5582, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7679, loss/aux0: 1.7679 2020-10-23 13:15:11,370 - mmaction - INFO - Epoch [178][60/264] lr: 9.771e-02, eta: 10:41:42, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5887, top5_acc: 0.8229, loss_cls: 1.6339, loss: 1.6339, grad_norm: 1.8999, top1_acc/aux0: 0.5613, top5_acc/aux0: 0.8035, loss_cls/aux0: 1.7629, loss/aux0: 1.7629 2020-10-23 13:15:47,911 - mmaction - INFO - Epoch [178][80/264] lr: 9.771e-02, eta: 10:40:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5976, top5_acc: 0.8307, loss_cls: 1.5894, loss: 1.5894, grad_norm: 1.8515, top1_acc/aux0: 0.5814, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7060, loss/aux0: 1.7060 2020-10-23 13:15:48,846 - mmaction - INFO - Epoch [178][80/264] lr: 9.771e-02, eta: 10:41:05, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5976, top5_acc: 0.8307, loss_cls: 1.5894, loss: 1.5894, grad_norm: 1.8516, top1_acc/aux0: 0.5825, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.6986, loss/aux0: 1.6986 2020-10-23 13:16:25,617 - mmaction - INFO - Epoch [178][100/264] lr: 9.771e-02, eta: 10:40:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5863, top5_acc: 0.8179, loss_cls: 1.6541, loss: 1.6541, grad_norm: 1.8610, top1_acc/aux0: 0.5550, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7941, loss/aux0: 1.7941 2020-10-23 13:16:26,544 - mmaction - INFO - Epoch [178][100/264] lr: 9.771e-02, eta: 10:40:28, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5863, top5_acc: 0.8179, loss_cls: 1.6541, loss: 1.6541, grad_norm: 1.8637, top1_acc/aux0: 0.5507, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8176, loss/aux0: 1.8176 2020-10-23 13:17:03,274 - mmaction - INFO - Epoch [178][120/264] lr: 9.771e-02, eta: 10:39:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5941, top5_acc: 0.8220, loss_cls: 1.6249, loss: 1.6249, grad_norm: 1.8745, top1_acc/aux0: 0.5618, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7765, loss/aux0: 1.7765 2020-10-23 13:17:04,272 - mmaction - INFO - Epoch [178][120/264] lr: 9.771e-02, eta: 10:39:51, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5941, top5_acc: 0.8220, loss_cls: 1.6249, loss: 1.6249, grad_norm: 1.8806, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8014, loss_cls/aux0: 1.7624, loss/aux0: 1.7624 2020-10-23 13:17:40,770 - mmaction - INFO - Epoch [178][140/264] lr: 9.771e-02, eta: 10:39:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5925, top5_acc: 0.8174, loss_cls: 1.6350, loss: 1.6350, grad_norm: 1.8594, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.7675, loss/aux0: 1.7675 2020-10-23 13:17:41,707 - mmaction - INFO - Epoch [178][140/264] lr: 9.771e-02, eta: 10:39:15, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5925, top5_acc: 0.8174, loss_cls: 1.6350, loss: 1.6350, grad_norm: 1.8625, top1_acc/aux0: 0.5634, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.7659, loss/aux0: 1.7659 2020-10-23 13:18:18,574 - mmaction - INFO - Epoch [178][160/264] lr: 9.771e-02, eta: 10:38:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5889, top5_acc: 0.8109, loss_cls: 1.6482, loss: 1.6482, grad_norm: 1.8644, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8012, loss_cls/aux0: 1.7434, loss/aux0: 1.7434 2020-10-23 13:18:19,511 - mmaction - INFO - Epoch [178][160/264] lr: 9.771e-02, eta: 10:38:38, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5889, top5_acc: 0.8109, loss_cls: 1.6482, loss: 1.6482, grad_norm: 1.8644, top1_acc/aux0: 0.5712, top5_acc/aux0: 0.8014, loss_cls/aux0: 1.7398, loss/aux0: 1.7398 2020-10-23 13:18:56,349 - mmaction - INFO - Epoch [178][180/264] lr: 9.771e-02, eta: 10:37:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6005, top5_acc: 0.8175, loss_cls: 1.6100, loss: 1.6100, grad_norm: 1.8484, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.7981, loss_cls/aux0: 1.7563, loss/aux0: 1.7563 2020-10-23 13:18:57,286 - mmaction - INFO - Epoch [178][180/264] lr: 9.771e-02, eta: 10:38:01, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6005, top5_acc: 0.8175, loss_cls: 1.6100, loss: 1.6100, grad_norm: 1.8531, top1_acc/aux0: 0.5637, top5_acc/aux0: 0.7967, loss_cls/aux0: 1.7653, loss/aux0: 1.7653 2020-10-23 13:19:34,192 - mmaction - INFO - Epoch [178][200/264] lr: 9.771e-02, eta: 10:37:16, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5882, top5_acc: 0.8212, loss_cls: 1.6374, loss: 1.6374, grad_norm: 1.8991, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.7988, loss_cls/aux0: 1.7385, loss/aux0: 1.7385 2020-10-23 13:19:35,136 - mmaction - INFO - Epoch [178][200/264] lr: 9.771e-02, eta: 10:37:24, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5882, top5_acc: 0.8212, loss_cls: 1.6374, loss: 1.6374, grad_norm: 1.9021, top1_acc/aux0: 0.5741, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7327, loss/aux0: 1.7327 2020-10-23 13:20:12,005 - mmaction - INFO - Epoch [178][220/264] lr: 9.771e-02, eta: 10:36:39, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5910, top5_acc: 0.8160, loss_cls: 1.6549, loss: 1.6549, grad_norm: 1.8803, top1_acc/aux0: 0.5686, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7407, loss/aux0: 1.7407 2020-10-23 13:20:12,952 - mmaction - INFO - Epoch [178][220/264] lr: 9.771e-02, eta: 10:36:48, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.5910, top5_acc: 0.8160, loss_cls: 1.6549, loss: 1.6549, grad_norm: 1.8761, top1_acc/aux0: 0.5691, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7354, loss/aux0: 1.7354 2020-10-23 13:20:49,726 - mmaction - INFO - Epoch [178][240/264] lr: 9.771e-02, eta: 10:36:03, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5889, top5_acc: 0.8177, loss_cls: 1.6421, loss: 1.6421, grad_norm: 1.8811, top1_acc/aux0: 0.5556, top5_acc/aux0: 0.7962, loss_cls/aux0: 1.7873, loss/aux0: 1.7873 2020-10-23 13:20:50,674 - mmaction - INFO - Epoch [178][240/264] lr: 9.771e-02, eta: 10:36:11, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5889, top5_acc: 0.8177, loss_cls: 1.6421, loss: 1.6421, grad_norm: 1.8768, top1_acc/aux0: 0.5530, top5_acc/aux0: 0.7950, loss_cls/aux0: 1.7986, loss/aux0: 1.7986 2020-10-23 13:21:27,141 - mmaction - INFO - Epoch [178][260/264] lr: 9.771e-02, eta: 10:35:26, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5957, top5_acc: 0.8210, loss_cls: 1.6238, loss: 1.6238, grad_norm: 1.8900, top1_acc/aux0: 0.5694, top5_acc/aux0: 0.8056, loss_cls/aux0: 1.7318, loss/aux0: 1.7318 2020-10-23 13:21:28,079 - mmaction - INFO - Epoch [178][260/264] lr: 9.771e-02, eta: 10:35:34, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5957, top5_acc: 0.8210, loss_cls: 1.6238, loss: 1.6238, grad_norm: 1.8916, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7308, loss/aux0: 1.7308 2020-10-23 13:27:27,809 - mmaction - INFO - Epoch [179][20/264] lr: 9.544e-02, eta: 10:34:38, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5944, top5_acc: 0.8229, loss_cls: 1.5943, loss: 1.5943, grad_norm: 1.8904, top1_acc/aux0: 0.5791, top5_acc/aux0: 0.8079, loss_cls/aux0: 1.6914, loss/aux0: 1.6914 2020-10-23 13:27:28,767 - mmaction - INFO - Epoch [179][20/264] lr: 9.544e-02, eta: 10:34:47, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.5944, top5_acc: 0.8229, loss_cls: 1.5943, loss: 1.5943, grad_norm: 1.8886, top1_acc/aux0: 0.5793, top5_acc/aux0: 0.8092, loss_cls/aux0: 1.6861, loss/aux0: 1.6861 2020-10-23 13:28:05,185 - mmaction - INFO - Epoch [179][40/264] lr: 9.544e-02, eta: 10:34:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6080, top5_acc: 0.8340, loss_cls: 1.5540, loss: 1.5540, grad_norm: 1.8700, top1_acc/aux0: 0.5688, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.7318, loss/aux0: 1.7318 2020-10-23 13:28:06,124 - mmaction - INFO - Epoch [179][40/264] lr: 9.544e-02, eta: 10:34:10, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6080, top5_acc: 0.8340, loss_cls: 1.5540, loss: 1.5540, grad_norm: 1.8618, top1_acc/aux0: 0.5696, top5_acc/aux0: 0.7983, loss_cls/aux0: 1.7313, loss/aux0: 1.7313 2020-10-23 13:28:42,506 - mmaction - INFO - Epoch [179][60/264] lr: 9.544e-02, eta: 10:33:25, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6042, top5_acc: 0.8340, loss_cls: 1.5708, loss: 1.5708, grad_norm: 1.8876, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.7955, loss_cls/aux0: 1.7520, loss/aux0: 1.7520 2020-10-23 13:28:43,446 - mmaction - INFO - Epoch [179][60/264] lr: 9.544e-02, eta: 10:33:33, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6042, top5_acc: 0.8340, loss_cls: 1.5708, loss: 1.5708, grad_norm: 1.8784, top1_acc/aux0: 0.5722, top5_acc/aux0: 0.7936, loss_cls/aux0: 1.7624, loss/aux0: 1.7624 2020-10-23 13:29:19,884 - mmaction - INFO - Epoch [179][80/264] lr: 9.544e-02, eta: 10:32:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5905, top5_acc: 0.8151, loss_cls: 1.6454, loss: 1.6454, grad_norm: 1.9038, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.7981, loss_cls/aux0: 1.7617, loss/aux0: 1.7617 2020-10-23 13:29:20,830 - mmaction - INFO - Epoch [179][80/264] lr: 9.544e-02, eta: 10:32:56, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5905, top5_acc: 0.8151, loss_cls: 1.6454, loss: 1.6454, grad_norm: 1.9013, top1_acc/aux0: 0.5618, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7644, loss/aux0: 1.7644 2020-10-23 13:29:57,533 - mmaction - INFO - Epoch [179][100/264] lr: 9.544e-02, eta: 10:32:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5908, top5_acc: 0.8160, loss_cls: 1.6364, loss: 1.6364, grad_norm: 1.8989, top1_acc/aux0: 0.5613, top5_acc/aux0: 0.7955, loss_cls/aux0: 1.7635, loss/aux0: 1.7635 2020-10-23 13:29:58,471 - mmaction - INFO - Epoch [179][100/264] lr: 9.544e-02, eta: 10:32:19, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5908, top5_acc: 0.8160, loss_cls: 1.6364, loss: 1.6364, grad_norm: 1.9009, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.7941, loss_cls/aux0: 1.7664, loss/aux0: 1.7664 2020-10-23 13:30:35,234 - mmaction - INFO - Epoch [179][120/264] lr: 9.544e-02, eta: 10:31:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5927, top5_acc: 0.8241, loss_cls: 1.6127, loss: 1.6127, grad_norm: 1.8755, top1_acc/aux0: 0.5644, top5_acc/aux0: 0.7972, loss_cls/aux0: 1.7587, loss/aux0: 1.7587 2020-10-23 13:30:36,233 - mmaction - INFO - Epoch [179][120/264] lr: 9.544e-02, eta: 10:31:42, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5927, top5_acc: 0.8241, loss_cls: 1.6127, loss: 1.6127, grad_norm: 1.8793, top1_acc/aux0: 0.5689, top5_acc/aux0: 0.8014, loss_cls/aux0: 1.7464, loss/aux0: 1.7464 2020-10-23 13:31:12,872 - mmaction - INFO - Epoch [179][140/264] lr: 9.544e-02, eta: 10:30:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5828, top5_acc: 0.8146, loss_cls: 1.6782, loss: 1.6782, grad_norm: 1.9031, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7422, loss/aux0: 1.7422 2020-10-23 13:31:13,794 - mmaction - INFO - Epoch [179][140/264] lr: 9.544e-02, eta: 10:31:06, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5828, top5_acc: 0.8146, loss_cls: 1.6782, loss: 1.6782, grad_norm: 1.9049, top1_acc/aux0: 0.5663, top5_acc/aux0: 0.7962, loss_cls/aux0: 1.7482, loss/aux0: 1.7482 2020-10-23 13:31:50,414 - mmaction - INFO - Epoch [179][160/264] lr: 9.544e-02, eta: 10:30:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8226, loss_cls: 1.6097, loss: 1.6097, grad_norm: 1.8969, top1_acc/aux0: 0.5517, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7984, loss/aux0: 1.7984 2020-10-23 13:31:51,374 - mmaction - INFO - Epoch [179][160/264] lr: 9.544e-02, eta: 10:30:29, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8226, loss_cls: 1.6097, loss: 1.6097, grad_norm: 1.9073, top1_acc/aux0: 0.5507, top5_acc/aux0: 0.7946, loss_cls/aux0: 1.8016, loss/aux0: 1.8016 2020-10-23 13:32:27,988 - mmaction - INFO - Epoch [179][180/264] lr: 9.544e-02, eta: 10:29:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5936, top5_acc: 0.8215, loss_cls: 1.6147, loss: 1.6147, grad_norm: 1.8794, top1_acc/aux0: 0.5663, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.7724, loss/aux0: 1.7724 2020-10-23 13:32:28,981 - mmaction - INFO - Epoch [179][180/264] lr: 9.544e-02, eta: 10:29:52, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5936, top5_acc: 0.8215, loss_cls: 1.6147, loss: 1.6147, grad_norm: 1.8794, top1_acc/aux0: 0.5694, top5_acc/aux0: 0.7960, loss_cls/aux0: 1.7612, loss/aux0: 1.7612 2020-10-23 13:33:05,565 - mmaction - INFO - Epoch [179][200/264] lr: 9.544e-02, eta: 10:29:07, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6036, top5_acc: 0.8191, loss_cls: 1.6005, loss: 1.6005, grad_norm: 1.8704, top1_acc/aux0: 0.5632, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7678, loss/aux0: 1.7678 2020-10-23 13:33:06,503 - mmaction - INFO - Epoch [179][200/264] lr: 9.544e-02, eta: 10:29:15, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6036, top5_acc: 0.8191, loss_cls: 1.6005, loss: 1.6005, grad_norm: 1.8750, top1_acc/aux0: 0.5618, top5_acc/aux0: 0.7998, loss_cls/aux0: 1.7683, loss/aux0: 1.7683 2020-10-23 13:33:43,241 - mmaction - INFO - Epoch [179][220/264] lr: 9.544e-02, eta: 10:28:30, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5948, top5_acc: 0.8285, loss_cls: 1.6089, loss: 1.6089, grad_norm: 1.9107, top1_acc/aux0: 0.5726, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7220, loss/aux0: 1.7220 2020-10-23 13:33:44,213 - mmaction - INFO - Epoch [179][220/264] lr: 9.544e-02, eta: 10:28:39, time: 0.948, data_time: 0.004, memory: 8466, top1_acc: 0.5948, top5_acc: 0.8285, loss_cls: 1.6089, loss: 1.6089, grad_norm: 1.9149, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8019, loss_cls/aux0: 1.7328, loss/aux0: 1.7328 2020-10-23 13:34:20,865 - mmaction - INFO - Epoch [179][240/264] lr: 9.544e-02, eta: 10:27:54, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5852, top5_acc: 0.8196, loss_cls: 1.6411, loss: 1.6411, grad_norm: 1.8543, top1_acc/aux0: 0.5543, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.7814, loss/aux0: 1.7814 2020-10-23 13:34:21,801 - mmaction - INFO - Epoch [179][240/264] lr: 9.544e-02, eta: 10:28:02, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5852, top5_acc: 0.8196, loss_cls: 1.6411, loss: 1.6411, grad_norm: 1.8461, top1_acc/aux0: 0.5575, top5_acc/aux0: 0.7936, loss_cls/aux0: 1.7651, loss/aux0: 1.7651 2020-10-23 13:34:58,207 - mmaction - INFO - Epoch [179][260/264] lr: 9.544e-02, eta: 10:27:17, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5931, top5_acc: 0.8165, loss_cls: 1.6245, loss: 1.6245, grad_norm: 1.9112, top1_acc/aux0: 0.5741, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7623, loss/aux0: 1.7623 2020-10-23 13:34:59,146 - mmaction - INFO - Epoch [179][260/264] lr: 9.544e-02, eta: 10:27:25, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5931, top5_acc: 0.8165, loss_cls: 1.6245, loss: 1.6245, grad_norm: 1.9035, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.7976, loss_cls/aux0: 1.7730, loss/aux0: 1.7730 2020-10-23 13:40:41,973 - mmaction - INFO - Epoch [180][20/264] lr: 9.320e-02, eta: 10:26:29, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8267, loss_cls: 1.5909, loss: 1.5909, grad_norm: 1.8685, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7105, loss/aux0: 1.7105 2020-10-23 13:40:42,927 - mmaction - INFO - Epoch [180][20/264] lr: 9.320e-02, eta: 10:26:37, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8267, loss_cls: 1.5909, loss: 1.5909, grad_norm: 1.8659, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7163, loss/aux0: 1.7163 2020-10-23 13:41:19,166 - mmaction - INFO - Epoch [180][40/264] lr: 9.320e-02, eta: 10:25:52, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6014, top5_acc: 0.8182, loss_cls: 1.5895, loss: 1.5895, grad_norm: 1.8489, top1_acc/aux0: 0.5700, top5_acc/aux0: 0.8045, loss_cls/aux0: 1.7324, loss/aux0: 1.7324 2020-10-23 13:41:20,104 - mmaction - INFO - Epoch [180][40/264] lr: 9.320e-02, eta: 10:26:00, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6014, top5_acc: 0.8182, loss_cls: 1.5895, loss: 1.5895, grad_norm: 1.8418, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8090, loss_cls/aux0: 1.7105, loss/aux0: 1.7105 2020-10-23 13:41:56,597 - mmaction - INFO - Epoch [180][60/264] lr: 9.320e-02, eta: 10:25:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6016, top5_acc: 0.8238, loss_cls: 1.5957, loss: 1.5957, grad_norm: 1.9314, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8132, loss_cls/aux0: 1.6858, loss/aux0: 1.6858 2020-10-23 13:41:57,544 - mmaction - INFO - Epoch [180][60/264] lr: 9.320e-02, eta: 10:25:23, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6016, top5_acc: 0.8238, loss_cls: 1.5957, loss: 1.5957, grad_norm: 1.9259, top1_acc/aux0: 0.5814, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7045, loss/aux0: 1.7045 2020-10-23 13:42:34,073 - mmaction - INFO - Epoch [180][80/264] lr: 9.320e-02, eta: 10:24:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8276, loss_cls: 1.5738, loss: 1.5738, grad_norm: 1.9381, top1_acc/aux0: 0.5717, top5_acc/aux0: 0.8024, loss_cls/aux0: 1.7346, loss/aux0: 1.7346 2020-10-23 13:42:35,022 - mmaction - INFO - Epoch [180][80/264] lr: 9.320e-02, eta: 10:24:47, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8276, loss_cls: 1.5738, loss: 1.5738, grad_norm: 1.9337, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7310, loss/aux0: 1.7310 2020-10-23 13:43:11,382 - mmaction - INFO - Epoch [180][100/264] lr: 9.320e-02, eta: 10:24:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6142, top5_acc: 0.8307, loss_cls: 1.5620, loss: 1.5620, grad_norm: 1.9324, top1_acc/aux0: 0.5715, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7157, loss/aux0: 1.7157 2020-10-23 13:43:12,336 - mmaction - INFO - Epoch [180][100/264] lr: 9.320e-02, eta: 10:24:10, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6142, top5_acc: 0.8307, loss_cls: 1.5620, loss: 1.5620, grad_norm: 1.9304, top1_acc/aux0: 0.5712, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7208, loss/aux0: 1.7208 2020-10-23 13:43:49,041 - mmaction - INFO - Epoch [180][120/264] lr: 9.320e-02, eta: 10:23:25, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5925, top5_acc: 0.8212, loss_cls: 1.6443, loss: 1.6443, grad_norm: 1.9070, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8056, loss_cls/aux0: 1.6999, loss/aux0: 1.6999 2020-10-23 13:43:49,999 - mmaction - INFO - Epoch [180][120/264] lr: 9.320e-02, eta: 10:23:33, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5925, top5_acc: 0.8212, loss_cls: 1.6443, loss: 1.6443, grad_norm: 1.9024, top1_acc/aux0: 0.5748, top5_acc/aux0: 0.8066, loss_cls/aux0: 1.6938, loss/aux0: 1.6938 2020-10-23 13:44:26,890 - mmaction - INFO - Epoch [180][140/264] lr: 9.320e-02, eta: 10:22:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6066, top5_acc: 0.8184, loss_cls: 1.5898, loss: 1.5898, grad_norm: 1.8740, top1_acc/aux0: 0.5681, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7377, loss/aux0: 1.7377 2020-10-23 13:44:27,830 - mmaction - INFO - Epoch [180][140/264] lr: 9.320e-02, eta: 10:22:56, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6066, top5_acc: 0.8184, loss_cls: 1.5898, loss: 1.5898, grad_norm: 1.8807, top1_acc/aux0: 0.5675, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7466, loss/aux0: 1.7466 2020-10-23 13:45:04,565 - mmaction - INFO - Epoch [180][160/264] lr: 9.320e-02, eta: 10:22:11, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6095, top5_acc: 0.8245, loss_cls: 1.5929, loss: 1.5929, grad_norm: 1.8851, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7527, loss/aux0: 1.7527 2020-10-23 13:45:05,513 - mmaction - INFO - Epoch [180][160/264] lr: 9.320e-02, eta: 10:22:19, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.6095, top5_acc: 0.8245, loss_cls: 1.5929, loss: 1.5929, grad_norm: 1.8956, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8019, loss_cls/aux0: 1.7420, loss/aux0: 1.7420 2020-10-23 13:45:42,338 - mmaction - INFO - Epoch [180][180/264] lr: 9.320e-02, eta: 10:21:35, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6045, top5_acc: 0.8229, loss_cls: 1.5926, loss: 1.5926, grad_norm: 1.8474, top1_acc/aux0: 0.5720, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7234, loss/aux0: 1.7234 2020-10-23 13:45:43,275 - mmaction - INFO - Epoch [180][180/264] lr: 9.320e-02, eta: 10:21:43, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.6045, top5_acc: 0.8229, loss_cls: 1.5926, loss: 1.5926, grad_norm: 1.8418, top1_acc/aux0: 0.5712, top5_acc/aux0: 0.8045, loss_cls/aux0: 1.7293, loss/aux0: 1.7293 2020-10-23 13:46:20,001 - mmaction - INFO - Epoch [180][200/264] lr: 9.320e-02, eta: 10:20:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6016, top5_acc: 0.8217, loss_cls: 1.5855, loss: 1.5855, grad_norm: 1.9119, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7467, loss/aux0: 1.7467 2020-10-23 13:46:20,953 - mmaction - INFO - Epoch [180][200/264] lr: 9.320e-02, eta: 10:21:06, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6016, top5_acc: 0.8217, loss_cls: 1.5855, loss: 1.5855, grad_norm: 1.9192, top1_acc/aux0: 0.5670, top5_acc/aux0: 0.8038, loss_cls/aux0: 1.7447, loss/aux0: 1.7447 2020-10-23 13:46:57,820 - mmaction - INFO - Epoch [180][220/264] lr: 9.320e-02, eta: 10:20:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5970, top5_acc: 0.8245, loss_cls: 1.6052, loss: 1.6052, grad_norm: 1.9166, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8017, loss_cls/aux0: 1.7355, loss/aux0: 1.7355 2020-10-23 13:46:58,756 - mmaction - INFO - Epoch [180][220/264] lr: 9.320e-02, eta: 10:20:29, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5970, top5_acc: 0.8245, loss_cls: 1.6052, loss: 1.6052, grad_norm: 1.9211, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8009, loss_cls/aux0: 1.7445, loss/aux0: 1.7445 2020-10-23 13:47:35,419 - mmaction - INFO - Epoch [180][240/264] lr: 9.320e-02, eta: 10:19:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8214, loss_cls: 1.6267, loss: 1.6267, grad_norm: 1.9091, top1_acc/aux0: 0.5608, top5_acc/aux0: 0.8035, loss_cls/aux0: 1.7549, loss/aux0: 1.7549 2020-10-23 13:47:36,421 - mmaction - INFO - Epoch [180][240/264] lr: 9.320e-02, eta: 10:19:52, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8214, loss_cls: 1.6267, loss: 1.6267, grad_norm: 1.9103, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7538, loss/aux0: 1.7538 2020-10-23 13:48:12,907 - mmaction - INFO - Epoch [180][260/264] lr: 9.320e-02, eta: 10:19:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5976, top5_acc: 0.8250, loss_cls: 1.5951, loss: 1.5951, grad_norm: 1.9360, top1_acc/aux0: 0.5694, top5_acc/aux0: 0.7976, loss_cls/aux0: 1.7675, loss/aux0: 1.7675 2020-10-23 13:48:13,844 - mmaction - INFO - Epoch [180][260/264] lr: 9.320e-02, eta: 10:19:15, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5976, top5_acc: 0.8250, loss_cls: 1.5951, loss: 1.5951, grad_norm: 1.9348, top1_acc/aux0: 0.5679, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7653, loss/aux0: 1.7653 2020-10-23 13:54:13,462 - mmaction - INFO - Epoch [181][20/264] lr: 9.097e-02, eta: 10:18:20, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6031, top5_acc: 0.8285, loss_cls: 1.5731, loss: 1.5731, grad_norm: 1.8894, top1_acc/aux0: 0.5744, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7162, loss/aux0: 1.7162 2020-10-23 13:54:14,422 - mmaction - INFO - Epoch [181][20/264] lr: 9.097e-02, eta: 10:18:28, time: 0.930, data_time: 0.005, memory: 8466, top1_acc: 0.6031, top5_acc: 0.8285, loss_cls: 1.5731, loss: 1.5731, grad_norm: 1.8946, top1_acc/aux0: 0.5757, top5_acc/aux0: 0.8017, loss_cls/aux0: 1.7128, loss/aux0: 1.7128 2020-10-23 13:54:50,815 - mmaction - INFO - Epoch [181][40/264] lr: 9.097e-02, eta: 10:17:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6028, top5_acc: 0.8290, loss_cls: 1.5642, loss: 1.5642, grad_norm: 1.9445, top1_acc/aux0: 0.5715, top5_acc/aux0: 0.8033, loss_cls/aux0: 1.7309, loss/aux0: 1.7309 2020-10-23 13:54:51,743 - mmaction - INFO - Epoch [181][40/264] lr: 9.097e-02, eta: 10:17:51, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.6028, top5_acc: 0.8290, loss_cls: 1.5642, loss: 1.5642, grad_norm: 1.9452, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8035, loss_cls/aux0: 1.7371, loss/aux0: 1.7371 2020-10-23 13:55:28,337 - mmaction - INFO - Epoch [181][60/264] lr: 9.097e-02, eta: 10:17:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8281, loss_cls: 1.5706, loss: 1.5706, grad_norm: 1.9097, top1_acc/aux0: 0.5663, top5_acc/aux0: 0.7910, loss_cls/aux0: 1.7729, loss/aux0: 1.7729 2020-10-23 13:55:29,270 - mmaction - INFO - Epoch [181][60/264] lr: 9.097e-02, eta: 10:17:14, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8281, loss_cls: 1.5706, loss: 1.5706, grad_norm: 1.9065, top1_acc/aux0: 0.5691, top5_acc/aux0: 0.7920, loss_cls/aux0: 1.7638, loss/aux0: 1.7638 2020-10-23 13:56:05,875 - mmaction - INFO - Epoch [181][80/264] lr: 9.097e-02, eta: 10:16:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5997, top5_acc: 0.8212, loss_cls: 1.6131, loss: 1.6131, grad_norm: 1.9321, top1_acc/aux0: 0.5882, top5_acc/aux0: 0.8082, loss_cls/aux0: 1.6689, loss/aux0: 1.6689 2020-10-23 13:56:06,852 - mmaction - INFO - Epoch [181][80/264] lr: 9.097e-02, eta: 10:16:37, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5997, top5_acc: 0.8212, loss_cls: 1.6131, loss: 1.6131, grad_norm: 1.9438, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.6785, loss/aux0: 1.6785 2020-10-23 13:56:43,508 - mmaction - INFO - Epoch [181][100/264] lr: 9.097e-02, eta: 10:15:53, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5929, top5_acc: 0.8217, loss_cls: 1.6267, loss: 1.6267, grad_norm: 1.9263, top1_acc/aux0: 0.5715, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7473, loss/aux0: 1.7473 2020-10-23 13:56:44,453 - mmaction - INFO - Epoch [181][100/264] lr: 9.097e-02, eta: 10:16:01, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.5929, top5_acc: 0.8217, loss_cls: 1.6267, loss: 1.6267, grad_norm: 1.9249, top1_acc/aux0: 0.5726, top5_acc/aux0: 0.8040, loss_cls/aux0: 1.7370, loss/aux0: 1.7370 2020-10-23 13:57:20,995 - mmaction - INFO - Epoch [181][120/264] lr: 9.097e-02, eta: 10:15:16, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6002, top5_acc: 0.8208, loss_cls: 1.6086, loss: 1.6086, grad_norm: 1.9327, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7385, loss/aux0: 1.7385 2020-10-23 13:57:21,935 - mmaction - INFO - Epoch [181][120/264] lr: 9.097e-02, eta: 10:15:24, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6002, top5_acc: 0.8208, loss_cls: 1.6086, loss: 1.6086, grad_norm: 1.9444, top1_acc/aux0: 0.5660, top5_acc/aux0: 0.7925, loss_cls/aux0: 1.7622, loss/aux0: 1.7622 2020-10-23 13:57:58,751 - mmaction - INFO - Epoch [181][140/264] lr: 9.097e-02, eta: 10:14:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6014, top5_acc: 0.8224, loss_cls: 1.5924, loss: 1.5924, grad_norm: 1.9038, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8017, loss_cls/aux0: 1.7387, loss/aux0: 1.7387 2020-10-23 13:57:59,696 - mmaction - INFO - Epoch [181][140/264] lr: 9.097e-02, eta: 10:14:47, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6014, top5_acc: 0.8224, loss_cls: 1.5924, loss: 1.5924, grad_norm: 1.9089, top1_acc/aux0: 0.5639, top5_acc/aux0: 0.8064, loss_cls/aux0: 1.7212, loss/aux0: 1.7212 2020-10-23 13:58:36,511 - mmaction - INFO - Epoch [181][160/264] lr: 9.097e-02, eta: 10:14:02, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6194, top5_acc: 0.8267, loss_cls: 1.5540, loss: 1.5540, grad_norm: 1.8864, top1_acc/aux0: 0.5767, top5_acc/aux0: 0.8087, loss_cls/aux0: 1.6995, loss/aux0: 1.6995 2020-10-23 13:58:37,441 - mmaction - INFO - Epoch [181][160/264] lr: 9.097e-02, eta: 10:14:10, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.6194, top5_acc: 0.8267, loss_cls: 1.5540, loss: 1.5540, grad_norm: 1.8913, top1_acc/aux0: 0.5778, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7070, loss/aux0: 1.7070 2020-10-23 13:59:14,200 - mmaction - INFO - Epoch [181][180/264] lr: 9.097e-02, eta: 10:13:26, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6059, top5_acc: 0.8267, loss_cls: 1.5896, loss: 1.5896, grad_norm: 1.9135, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7248, loss/aux0: 1.7248 2020-10-23 13:59:15,168 - mmaction - INFO - Epoch [181][180/264] lr: 9.097e-02, eta: 10:13:34, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.6059, top5_acc: 0.8267, loss_cls: 1.5896, loss: 1.5896, grad_norm: 1.9109, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7126, loss/aux0: 1.7126 2020-10-23 13:59:52,121 - mmaction - INFO - Epoch [181][200/264] lr: 9.097e-02, eta: 10:12:49, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6108, top5_acc: 0.8328, loss_cls: 1.5519, loss: 1.5519, grad_norm: 1.9068, top1_acc/aux0: 0.5780, top5_acc/aux0: 0.8113, loss_cls/aux0: 1.6783, loss/aux0: 1.6783 2020-10-23 13:59:53,072 - mmaction - INFO - Epoch [181][200/264] lr: 9.097e-02, eta: 10:12:57, time: 0.950, data_time: 0.004, memory: 8466, top1_acc: 0.6108, top5_acc: 0.8328, loss_cls: 1.5519, loss: 1.5519, grad_norm: 1.9079, top1_acc/aux0: 0.5774, top5_acc/aux0: 0.8090, loss_cls/aux0: 1.6858, loss/aux0: 1.6858 2020-10-23 14:00:29,654 - mmaction - INFO - Epoch [181][220/264] lr: 9.097e-02, eta: 10:12:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6069, top5_acc: 0.8267, loss_cls: 1.5952, loss: 1.5952, grad_norm: 1.8918, top1_acc/aux0: 0.5694, top5_acc/aux0: 0.7983, loss_cls/aux0: 1.7422, loss/aux0: 1.7422 2020-10-23 14:00:30,600 - mmaction - INFO - Epoch [181][220/264] lr: 9.097e-02, eta: 10:12:20, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6069, top5_acc: 0.8267, loss_cls: 1.5952, loss: 1.5952, grad_norm: 1.8938, top1_acc/aux0: 0.5694, top5_acc/aux0: 0.7983, loss_cls/aux0: 1.7444, loss/aux0: 1.7444 2020-10-23 14:01:07,185 - mmaction - INFO - Epoch [181][240/264] lr: 9.097e-02, eta: 10:11:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6019, top5_acc: 0.8231, loss_cls: 1.5996, loss: 1.5996, grad_norm: 1.9212, top1_acc/aux0: 0.5722, top5_acc/aux0: 0.8050, loss_cls/aux0: 1.7298, loss/aux0: 1.7298 2020-10-23 14:01:08,137 - mmaction - INFO - Epoch [181][240/264] lr: 9.097e-02, eta: 10:11:43, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6019, top5_acc: 0.8231, loss_cls: 1.5996, loss: 1.5996, grad_norm: 1.9223, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8071, loss_cls/aux0: 1.7253, loss/aux0: 1.7253 2020-10-23 14:01:44,642 - mmaction - INFO - Epoch [181][260/264] lr: 9.097e-02, eta: 10:10:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5965, top5_acc: 0.8222, loss_cls: 1.6160, loss: 1.6160, grad_norm: 1.9534, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8019, loss_cls/aux0: 1.7214, loss/aux0: 1.7214 2020-10-23 14:01:45,595 - mmaction - INFO - Epoch [181][260/264] lr: 9.097e-02, eta: 10:11:06, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5965, top5_acc: 0.8222, loss_cls: 1.6160, loss: 1.6160, grad_norm: 1.9669, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8012, loss_cls/aux0: 1.7211, loss/aux0: 1.7211 2020-10-23 14:07:54,876 - mmaction - INFO - Epoch [182][20/264] lr: 8.876e-02, eta: 10:10:11, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6069, top5_acc: 0.8274, loss_cls: 1.5759, loss: 1.5759, grad_norm: 1.9034, top1_acc/aux0: 0.5649, top5_acc/aux0: 0.8019, loss_cls/aux0: 1.7500, loss/aux0: 1.7500 2020-10-23 14:07:55,833 - mmaction - INFO - Epoch [182][20/264] lr: 8.876e-02, eta: 10:10:19, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6069, top5_acc: 0.8274, loss_cls: 1.5759, loss: 1.5759, grad_norm: 1.8919, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8019, loss_cls/aux0: 1.7533, loss/aux0: 1.7533 2020-10-23 14:08:32,244 - mmaction - INFO - Epoch [182][40/264] lr: 8.876e-02, eta: 10:09:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6014, top5_acc: 0.8220, loss_cls: 1.5959, loss: 1.5959, grad_norm: 1.8773, top1_acc/aux0: 0.5811, top5_acc/aux0: 0.8012, loss_cls/aux0: 1.7033, loss/aux0: 1.7033 2020-10-23 14:08:33,170 - mmaction - INFO - Epoch [182][40/264] lr: 8.876e-02, eta: 10:09:42, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6014, top5_acc: 0.8220, loss_cls: 1.5959, loss: 1.5959, grad_norm: 1.8686, top1_acc/aux0: 0.5840, top5_acc/aux0: 0.8009, loss_cls/aux0: 1.6938, loss/aux0: 1.6938 2020-10-23 14:09:09,685 - mmaction - INFO - Epoch [182][60/264] lr: 8.876e-02, eta: 10:08:58, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6241, top5_acc: 0.8340, loss_cls: 1.5174, loss: 1.5174, grad_norm: 1.9168, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.7998, loss_cls/aux0: 1.7371, loss/aux0: 1.7371 2020-10-23 14:09:10,617 - mmaction - INFO - Epoch [182][60/264] lr: 8.876e-02, eta: 10:09:05, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6241, top5_acc: 0.8340, loss_cls: 1.5174, loss: 1.5174, grad_norm: 1.9243, top1_acc/aux0: 0.5733, top5_acc/aux0: 0.8017, loss_cls/aux0: 1.7377, loss/aux0: 1.7377 2020-10-23 14:09:47,027 - mmaction - INFO - Epoch [182][80/264] lr: 8.876e-02, eta: 10:08:21, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6095, top5_acc: 0.8243, loss_cls: 1.5651, loss: 1.5651, grad_norm: 1.9439, top1_acc/aux0: 0.5665, top5_acc/aux0: 0.7962, loss_cls/aux0: 1.7680, loss/aux0: 1.7680 2020-10-23 14:09:47,971 - mmaction - INFO - Epoch [182][80/264] lr: 8.876e-02, eta: 10:08:28, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6095, top5_acc: 0.8243, loss_cls: 1.5651, loss: 1.5651, grad_norm: 1.9409, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.7957, loss_cls/aux0: 1.7674, loss/aux0: 1.7674 2020-10-23 14:10:24,541 - mmaction - INFO - Epoch [182][100/264] lr: 8.876e-02, eta: 10:07:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6156, top5_acc: 0.8269, loss_cls: 1.5675, loss: 1.5675, grad_norm: 1.9563, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8090, loss_cls/aux0: 1.7065, loss/aux0: 1.7065 2020-10-23 14:10:25,489 - mmaction - INFO - Epoch [182][100/264] lr: 8.876e-02, eta: 10:07:52, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6156, top5_acc: 0.8269, loss_cls: 1.5675, loss: 1.5675, grad_norm: 1.9588, top1_acc/aux0: 0.5639, top5_acc/aux0: 0.8075, loss_cls/aux0: 1.7147, loss/aux0: 1.7147 2020-10-23 14:11:02,046 - mmaction - INFO - Epoch [182][120/264] lr: 8.876e-02, eta: 10:07:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8248, loss_cls: 1.5959, loss: 1.5959, grad_norm: 1.9185, top1_acc/aux0: 0.5748, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7179, loss/aux0: 1.7179 2020-10-23 14:11:02,987 - mmaction - INFO - Epoch [182][120/264] lr: 8.876e-02, eta: 10:07:15, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8248, loss_cls: 1.5959, loss: 1.5959, grad_norm: 1.9155, top1_acc/aux0: 0.5767, top5_acc/aux0: 0.8064, loss_cls/aux0: 1.7080, loss/aux0: 1.7080 2020-10-23 14:11:39,723 - mmaction - INFO - Epoch [182][140/264] lr: 8.876e-02, eta: 10:06:30, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6181, top5_acc: 0.8377, loss_cls: 1.5199, loss: 1.5199, grad_norm: 1.9420, top1_acc/aux0: 0.5800, top5_acc/aux0: 0.8061, loss_cls/aux0: 1.7072, loss/aux0: 1.7072 2020-10-23 14:11:40,656 - mmaction - INFO - Epoch [182][140/264] lr: 8.876e-02, eta: 10:06:38, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6181, top5_acc: 0.8377, loss_cls: 1.5199, loss: 1.5199, grad_norm: 1.9489, top1_acc/aux0: 0.5814, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7083, loss/aux0: 1.7083 2020-10-23 14:12:17,557 - mmaction - INFO - Epoch [182][160/264] lr: 8.876e-02, eta: 10:05:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6095, top5_acc: 0.8259, loss_cls: 1.5699, loss: 1.5699, grad_norm: 1.9768, top1_acc/aux0: 0.5778, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.6926, loss/aux0: 1.6926 2020-10-23 14:12:18,539 - mmaction - INFO - Epoch [182][160/264] lr: 8.876e-02, eta: 10:06:01, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.6095, top5_acc: 0.8259, loss_cls: 1.5699, loss: 1.5699, grad_norm: 1.9750, top1_acc/aux0: 0.5762, top5_acc/aux0: 0.8101, loss_cls/aux0: 1.6936, loss/aux0: 1.6936 2020-10-23 14:12:55,525 - mmaction - INFO - Epoch [182][180/264] lr: 8.876e-02, eta: 10:05:17, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5983, top5_acc: 0.8257, loss_cls: 1.6047, loss: 1.6047, grad_norm: 1.9505, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7479, loss/aux0: 1.7479 2020-10-23 14:12:56,479 - mmaction - INFO - Epoch [182][180/264] lr: 8.876e-02, eta: 10:05:25, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.5983, top5_acc: 0.8257, loss_cls: 1.6047, loss: 1.6047, grad_norm: 1.9532, top1_acc/aux0: 0.5663, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7589, loss/aux0: 1.7589 2020-10-23 14:13:33,028 - mmaction - INFO - Epoch [182][200/264] lr: 8.876e-02, eta: 10:04:40, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6118, top5_acc: 0.8335, loss_cls: 1.5296, loss: 1.5296, grad_norm: 1.9898, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8030, loss_cls/aux0: 1.7398, loss/aux0: 1.7398 2020-10-23 14:13:33,960 - mmaction - INFO - Epoch [182][200/264] lr: 8.876e-02, eta: 10:04:48, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6118, top5_acc: 0.8335, loss_cls: 1.5296, loss: 1.5296, grad_norm: 1.9842, top1_acc/aux0: 0.5712, top5_acc/aux0: 0.8024, loss_cls/aux0: 1.7413, loss/aux0: 1.7413 2020-10-23 14:14:10,805 - mmaction - INFO - Epoch [182][220/264] lr: 8.876e-02, eta: 10:04:03, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6007, top5_acc: 0.8208, loss_cls: 1.6165, loss: 1.6165, grad_norm: 1.9545, top1_acc/aux0: 0.5712, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7296, loss/aux0: 1.7296 2020-10-23 14:14:11,752 - mmaction - INFO - Epoch [182][220/264] lr: 8.876e-02, eta: 10:04:11, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.6007, top5_acc: 0.8208, loss_cls: 1.6165, loss: 1.6165, grad_norm: 1.9517, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7182, loss/aux0: 1.7182 2020-10-23 14:14:48,620 - mmaction - INFO - Epoch [182][240/264] lr: 8.876e-02, eta: 10:03:27, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6153, top5_acc: 0.8375, loss_cls: 1.5266, loss: 1.5266, grad_norm: 1.9173, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8111, loss_cls/aux0: 1.6923, loss/aux0: 1.6923 2020-10-23 14:14:49,555 - mmaction - INFO - Epoch [182][240/264] lr: 8.876e-02, eta: 10:03:34, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.6153, top5_acc: 0.8375, loss_cls: 1.5266, loss: 1.5266, grad_norm: 1.9110, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8132, loss_cls/aux0: 1.6877, loss/aux0: 1.6877 2020-10-23 14:15:26,250 - mmaction - INFO - Epoch [182][260/264] lr: 8.876e-02, eta: 10:02:50, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8196, loss_cls: 1.6185, loss: 1.6185, grad_norm: 1.9800, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.7993, loss_cls/aux0: 1.7559, loss/aux0: 1.7559 2020-10-23 14:15:27,160 - mmaction - INFO - Epoch [182][260/264] lr: 8.876e-02, eta: 10:02:58, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8196, loss_cls: 1.6185, loss: 1.6185, grad_norm: 1.9742, top1_acc/aux0: 0.5634, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7582, loss/aux0: 1.7582 2020-10-23 14:21:38,439 - mmaction - INFO - Epoch [183][20/264] lr: 8.657e-02, eta: 10:02:03, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8200, loss_cls: 1.5950, loss: 1.5950, grad_norm: 1.9096, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6541, loss/aux0: 1.6541 2020-10-23 14:21:39,418 - mmaction - INFO - Epoch [183][20/264] lr: 8.657e-02, eta: 10:02:10, time: 0.928, data_time: 0.006, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8200, loss_cls: 1.5950, loss: 1.5950, grad_norm: 1.9105, top1_acc/aux0: 0.5887, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6550, loss/aux0: 1.6550 2020-10-23 14:22:15,629 - mmaction - INFO - Epoch [183][40/264] lr: 8.657e-02, eta: 10:01:26, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6066, top5_acc: 0.8306, loss_cls: 1.5528, loss: 1.5528, grad_norm: 1.9666, top1_acc/aux0: 0.5863, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6792, loss/aux0: 1.6792 2020-10-23 14:22:16,586 - mmaction - INFO - Epoch [183][40/264] lr: 8.657e-02, eta: 10:01:33, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6066, top5_acc: 0.8306, loss_cls: 1.5528, loss: 1.5528, grad_norm: 1.9611, top1_acc/aux0: 0.5882, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6736, loss/aux0: 1.6736 2020-10-23 14:22:53,026 - mmaction - INFO - Epoch [183][60/264] lr: 8.657e-02, eta: 10:00:49, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8286, loss_cls: 1.5617, loss: 1.5617, grad_norm: 1.9372, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8132, loss_cls/aux0: 1.6550, loss/aux0: 1.6550 2020-10-23 14:22:53,958 - mmaction - INFO - Epoch [183][60/264] lr: 8.657e-02, eta: 10:00:56, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8286, loss_cls: 1.5617, loss: 1.5617, grad_norm: 1.9342, top1_acc/aux0: 0.5941, top5_acc/aux0: 0.8134, loss_cls/aux0: 1.6571, loss/aux0: 1.6571 2020-10-23 14:23:30,503 - mmaction - INFO - Epoch [183][80/264] lr: 8.657e-02, eta: 10:00:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8344, loss_cls: 1.5182, loss: 1.5182, grad_norm: 1.9784, top1_acc/aux0: 0.5762, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7189, loss/aux0: 1.7189 2020-10-23 14:23:31,458 - mmaction - INFO - Epoch [183][80/264] lr: 8.657e-02, eta: 10:00:20, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8344, loss_cls: 1.5182, loss: 1.5182, grad_norm: 1.9920, top1_acc/aux0: 0.5759, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7182, loss/aux0: 1.7182 2020-10-23 14:24:08,047 - mmaction - INFO - Epoch [183][100/264] lr: 8.657e-02, eta: 9:59:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6109, top5_acc: 0.8250, loss_cls: 1.5630, loss: 1.5630, grad_norm: 1.9221, top1_acc/aux0: 0.5738, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.6952, loss/aux0: 1.6952 2020-10-23 14:24:08,979 - mmaction - INFO - Epoch [183][100/264] lr: 8.657e-02, eta: 9:59:43, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6109, top5_acc: 0.8250, loss_cls: 1.5630, loss: 1.5630, grad_norm: 1.9154, top1_acc/aux0: 0.5731, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6987, loss/aux0: 1.6987 2020-10-23 14:24:45,559 - mmaction - INFO - Epoch [183][120/264] lr: 8.657e-02, eta: 9:58:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6071, top5_acc: 0.8283, loss_cls: 1.5818, loss: 1.5818, grad_norm: 1.9772, top1_acc/aux0: 0.5736, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7117, loss/aux0: 1.7117 2020-10-23 14:24:46,528 - mmaction - INFO - Epoch [183][120/264] lr: 8.657e-02, eta: 9:59:06, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6071, top5_acc: 0.8283, loss_cls: 1.5818, loss: 1.5818, grad_norm: 1.9729, top1_acc/aux0: 0.5741, top5_acc/aux0: 0.8017, loss_cls/aux0: 1.7136, loss/aux0: 1.7136 2020-10-23 14:25:23,309 - mmaction - INFO - Epoch [183][140/264] lr: 8.657e-02, eta: 9:58:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8342, loss_cls: 1.5491, loss: 1.5491, grad_norm: 1.9592, top1_acc/aux0: 0.5660, top5_acc/aux0: 0.8028, loss_cls/aux0: 1.7310, loss/aux0: 1.7310 2020-10-23 14:25:24,241 - mmaction - INFO - Epoch [183][140/264] lr: 8.657e-02, eta: 9:58:29, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8342, loss_cls: 1.5491, loss: 1.5491, grad_norm: 1.9511, top1_acc/aux0: 0.5655, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7300, loss/aux0: 1.7300 2020-10-23 14:26:00,956 - mmaction - INFO - Epoch [183][160/264] lr: 8.657e-02, eta: 9:57:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6054, top5_acc: 0.8358, loss_cls: 1.5604, loss: 1.5604, grad_norm: 1.9781, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7202, loss/aux0: 1.7202 2020-10-23 14:26:01,973 - mmaction - INFO - Epoch [183][160/264] lr: 8.657e-02, eta: 9:57:52, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6054, top5_acc: 0.8358, loss_cls: 1.5604, loss: 1.5604, grad_norm: 1.9790, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7141, loss/aux0: 1.7141 2020-10-23 14:26:38,604 - mmaction - INFO - Epoch [183][180/264] lr: 8.657e-02, eta: 9:57:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6061, top5_acc: 0.8224, loss_cls: 1.5860, loss: 1.5860, grad_norm: 1.9588, top1_acc/aux0: 0.5722, top5_acc/aux0: 0.8059, loss_cls/aux0: 1.6825, loss/aux0: 1.6825 2020-10-23 14:26:39,535 - mmaction - INFO - Epoch [183][180/264] lr: 8.657e-02, eta: 9:57:16, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6061, top5_acc: 0.8224, loss_cls: 1.5860, loss: 1.5860, grad_norm: 1.9618, top1_acc/aux0: 0.5717, top5_acc/aux0: 0.8064, loss_cls/aux0: 1.6917, loss/aux0: 1.6917 2020-10-23 14:27:16,238 - mmaction - INFO - Epoch [183][200/264] lr: 8.657e-02, eta: 9:56:31, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6132, top5_acc: 0.8330, loss_cls: 1.5534, loss: 1.5534, grad_norm: 1.9290, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8043, loss_cls/aux0: 1.7042, loss/aux0: 1.7042 2020-10-23 14:27:17,165 - mmaction - INFO - Epoch [183][200/264] lr: 8.657e-02, eta: 9:56:39, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.6132, top5_acc: 0.8330, loss_cls: 1.5534, loss: 1.5534, grad_norm: 1.9410, top1_acc/aux0: 0.5806, top5_acc/aux0: 0.8033, loss_cls/aux0: 1.7018, loss/aux0: 1.7018 2020-10-23 14:27:54,005 - mmaction - INFO - Epoch [183][220/264] lr: 8.657e-02, eta: 9:55:55, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8335, loss_cls: 1.5281, loss: 1.5281, grad_norm: 1.9307, top1_acc/aux0: 0.5800, top5_acc/aux0: 0.8061, loss_cls/aux0: 1.6881, loss/aux0: 1.6881 2020-10-23 14:27:54,936 - mmaction - INFO - Epoch [183][220/264] lr: 8.657e-02, eta: 9:56:02, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8335, loss_cls: 1.5281, loss: 1.5281, grad_norm: 1.9260, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.6859, loss/aux0: 1.6859 2020-10-23 14:28:31,975 - mmaction - INFO - Epoch [183][240/264] lr: 8.657e-02, eta: 9:55:18, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8243, loss_cls: 1.5793, loss: 1.5793, grad_norm: 1.9005, top1_acc/aux0: 0.5832, top5_acc/aux0: 0.8132, loss_cls/aux0: 1.6714, loss/aux0: 1.6714 2020-10-23 14:28:32,913 - mmaction - INFO - Epoch [183][240/264] lr: 8.657e-02, eta: 9:55:26, time: 0.955, data_time: 0.002, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8243, loss_cls: 1.5793, loss: 1.5793, grad_norm: 1.9044, top1_acc/aux0: 0.5851, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6727, loss/aux0: 1.6727 2020-10-23 14:29:09,289 - mmaction - INFO - Epoch [183][260/264] lr: 8.657e-02, eta: 9:54:41, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6127, top5_acc: 0.8269, loss_cls: 1.5484, loss: 1.5484, grad_norm: 1.9485, top1_acc/aux0: 0.5877, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.6811, loss/aux0: 1.6811 2020-10-23 14:29:10,228 - mmaction - INFO - Epoch [183][260/264] lr: 8.657e-02, eta: 9:54:49, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6127, top5_acc: 0.8269, loss_cls: 1.5484, loss: 1.5484, grad_norm: 1.9445, top1_acc/aux0: 0.5861, top5_acc/aux0: 0.8080, loss_cls/aux0: 1.6746, loss/aux0: 1.6746 2020-10-23 14:35:20,598 - mmaction - INFO - Epoch [184][20/264] lr: 8.441e-02, eta: 9:53:54, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6148, top5_acc: 0.8372, loss_cls: 1.5357, loss: 1.5357, grad_norm: 1.9871, top1_acc/aux0: 0.5791, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7003, loss/aux0: 1.7003 2020-10-23 14:35:21,549 - mmaction - INFO - Epoch [184][20/264] lr: 8.441e-02, eta: 9:54:01, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6148, top5_acc: 0.8372, loss_cls: 1.5357, loss: 1.5357, grad_norm: 1.9859, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.6994, loss/aux0: 1.6994 2020-10-23 14:35:58,065 - mmaction - INFO - Epoch [184][40/264] lr: 8.441e-02, eta: 9:53:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6191, top5_acc: 0.8375, loss_cls: 1.5410, loss: 1.5410, grad_norm: 1.9807, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7304, loss/aux0: 1.7304 2020-10-23 14:35:59,007 - mmaction - INFO - Epoch [184][40/264] lr: 8.441e-02, eta: 9:53:25, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6191, top5_acc: 0.8375, loss_cls: 1.5410, loss: 1.5410, grad_norm: 1.9782, top1_acc/aux0: 0.5715, top5_acc/aux0: 0.7998, loss_cls/aux0: 1.7310, loss/aux0: 1.7310 2020-10-23 14:36:35,337 - mmaction - INFO - Epoch [184][60/264] lr: 8.441e-02, eta: 9:52:40, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8288, loss_cls: 1.5643, loss: 1.5643, grad_norm: 2.0031, top1_acc/aux0: 0.5736, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.6980, loss/aux0: 1.6980 2020-10-23 14:36:36,274 - mmaction - INFO - Epoch [184][60/264] lr: 8.441e-02, eta: 9:52:48, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8288, loss_cls: 1.5643, loss: 1.5643, grad_norm: 1.9910, top1_acc/aux0: 0.5767, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.6898, loss/aux0: 1.6898 2020-10-23 14:37:12,911 - mmaction - INFO - Epoch [184][80/264] lr: 8.441e-02, eta: 9:52:03, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8255, loss_cls: 1.5707, loss: 1.5707, grad_norm: 1.9477, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6728, loss/aux0: 1.6728 2020-10-23 14:37:13,839 - mmaction - INFO - Epoch [184][80/264] lr: 8.441e-02, eta: 9:52:11, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8255, loss_cls: 1.5707, loss: 1.5707, grad_norm: 1.9471, top1_acc/aux0: 0.5832, top5_acc/aux0: 0.8127, loss_cls/aux0: 1.6793, loss/aux0: 1.6793 2020-10-23 14:37:50,489 - mmaction - INFO - Epoch [184][100/264] lr: 8.441e-02, eta: 9:51:26, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6186, top5_acc: 0.8337, loss_cls: 1.5336, loss: 1.5336, grad_norm: 1.9622, top1_acc/aux0: 0.5816, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6671, loss/aux0: 1.6671 2020-10-23 14:37:51,456 - mmaction - INFO - Epoch [184][100/264] lr: 8.441e-02, eta: 9:51:34, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.6186, top5_acc: 0.8337, loss_cls: 1.5336, loss: 1.5336, grad_norm: 1.9674, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8132, loss_cls/aux0: 1.6627, loss/aux0: 1.6627 2020-10-23 14:38:28,037 - mmaction - INFO - Epoch [184][120/264] lr: 8.441e-02, eta: 9:50:50, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6188, top5_acc: 0.8389, loss_cls: 1.5229, loss: 1.5229, grad_norm: 1.9958, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7427, loss/aux0: 1.7427 2020-10-23 14:38:28,985 - mmaction - INFO - Epoch [184][120/264] lr: 8.441e-02, eta: 9:50:57, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6188, top5_acc: 0.8389, loss_cls: 1.5229, loss: 1.5229, grad_norm: 1.9828, top1_acc/aux0: 0.5668, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.7432, loss/aux0: 1.7432 2020-10-23 14:39:05,704 - mmaction - INFO - Epoch [184][140/264] lr: 8.441e-02, eta: 9:50:13, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6104, top5_acc: 0.8316, loss_cls: 1.5674, loss: 1.5674, grad_norm: 1.9631, top1_acc/aux0: 0.5830, top5_acc/aux0: 0.8075, loss_cls/aux0: 1.6978, loss/aux0: 1.6978 2020-10-23 14:39:06,642 - mmaction - INFO - Epoch [184][140/264] lr: 8.441e-02, eta: 9:50:20, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.6104, top5_acc: 0.8316, loss_cls: 1.5674, loss: 1.5674, grad_norm: 1.9693, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8050, loss_cls/aux0: 1.7043, loss/aux0: 1.7043 2020-10-23 14:39:43,535 - mmaction - INFO - Epoch [184][160/264] lr: 8.441e-02, eta: 9:49:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6118, top5_acc: 0.8333, loss_cls: 1.5606, loss: 1.5606, grad_norm: 2.0011, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8075, loss_cls/aux0: 1.6688, loss/aux0: 1.6688 2020-10-23 14:39:44,471 - mmaction - INFO - Epoch [184][160/264] lr: 8.441e-02, eta: 9:49:44, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6118, top5_acc: 0.8333, loss_cls: 1.5606, loss: 1.5606, grad_norm: 2.0060, top1_acc/aux0: 0.5915, top5_acc/aux0: 0.8080, loss_cls/aux0: 1.6716, loss/aux0: 1.6716 2020-10-23 14:40:21,070 - mmaction - INFO - Epoch [184][180/264] lr: 8.441e-02, eta: 9:48:59, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8241, loss_cls: 1.6040, loss: 1.6040, grad_norm: 2.0239, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8111, loss_cls/aux0: 1.6760, loss/aux0: 1.6760 2020-10-23 14:40:22,025 - mmaction - INFO - Epoch [184][180/264] lr: 8.441e-02, eta: 9:49:07, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8241, loss_cls: 1.6040, loss: 1.6040, grad_norm: 2.0234, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.6828, loss/aux0: 1.6828 2020-10-23 14:40:58,689 - mmaction - INFO - Epoch [184][200/264] lr: 8.441e-02, eta: 9:48:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6153, top5_acc: 0.8326, loss_cls: 1.5378, loss: 1.5378, grad_norm: 1.9938, top1_acc/aux0: 0.5722, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7091, loss/aux0: 1.7091 2020-10-23 14:40:59,623 - mmaction - INFO - Epoch [184][200/264] lr: 8.441e-02, eta: 9:48:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6153, top5_acc: 0.8326, loss_cls: 1.5378, loss: 1.5378, grad_norm: 2.0027, top1_acc/aux0: 0.5720, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7024, loss/aux0: 1.7024 2020-10-23 14:41:36,166 - mmaction - INFO - Epoch [184][220/264] lr: 8.441e-02, eta: 9:47:46, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6038, top5_acc: 0.8238, loss_cls: 1.5825, loss: 1.5825, grad_norm: 1.9844, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8101, loss_cls/aux0: 1.6920, loss/aux0: 1.6920 2020-10-23 14:41:37,101 - mmaction - INFO - Epoch [184][220/264] lr: 8.441e-02, eta: 9:47:53, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6038, top5_acc: 0.8238, loss_cls: 1.5825, loss: 1.5825, grad_norm: 1.9820, top1_acc/aux0: 0.5793, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.6846, loss/aux0: 1.6846 2020-10-23 14:42:13,802 - mmaction - INFO - Epoch [184][240/264] lr: 8.441e-02, eta: 9:47:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6099, top5_acc: 0.8278, loss_cls: 1.5718, loss: 1.5718, grad_norm: 1.9755, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6552, loss/aux0: 1.6552 2020-10-23 14:42:14,768 - mmaction - INFO - Epoch [184][240/264] lr: 8.441e-02, eta: 9:47:17, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6099, top5_acc: 0.8278, loss_cls: 1.5718, loss: 1.5718, grad_norm: 1.9735, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8170, loss_cls/aux0: 1.6535, loss/aux0: 1.6535 2020-10-23 14:42:51,239 - mmaction - INFO - Epoch [184][260/264] lr: 8.441e-02, eta: 9:46:32, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6092, top5_acc: 0.8325, loss_cls: 1.5527, loss: 1.5527, grad_norm: 1.9777, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6594, loss/aux0: 1.6594 2020-10-23 14:42:52,182 - mmaction - INFO - Epoch [184][260/264] lr: 8.441e-02, eta: 9:46:40, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6092, top5_acc: 0.8325, loss_cls: 1.5527, loss: 1.5527, grad_norm: 1.9731, top1_acc/aux0: 0.5835, top5_acc/aux0: 0.8106, loss_cls/aux0: 1.6703, loss/aux0: 1.6703 2020-10-23 14:44:43,260 - mmaction - INFO - Saving checkpoint at 184 epochs 2020-10-23 14:46:24,444 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 14:46:24,582 - mmaction - INFO - top1_acc 0.6548 top5_acc 0.8663 2020-10-23 14:46:24,582 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 14:46:24,627 - mmaction - INFO - mean_acc 0.6554 2020-10-23 14:46:24,628 - mmaction - INFO - Epoch(val) [184][264] top1_acc: 0.6548, top5_acc: 0.8663, mean_class_accuracy: 0.6554 2020-10-23 14:50:12,870 - mmaction - INFO - Epoch [185][20/264] lr: 8.226e-02, eta: 9:45:45, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6189, top5_acc: 0.8340, loss_cls: 1.5274, loss: 1.5274, grad_norm: 1.9581, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8046, loss_cls/aux0: 1.6878, loss/aux0: 1.6878 2020-10-23 14:50:13,982 - mmaction - INFO - Epoch [185][20/264] lr: 8.226e-02, eta: 9:45:52, time: 0.938, data_time: 0.011, memory: 8466, top1_acc: 0.6189, top5_acc: 0.8340, loss_cls: 1.5274, loss: 1.5274, grad_norm: 1.9735, top1_acc/aux0: 0.5785, top5_acc/aux0: 0.8043, loss_cls/aux0: 1.6992, loss/aux0: 1.6992 2020-10-23 14:50:50,428 - mmaction - INFO - Epoch [185][40/264] lr: 8.226e-02, eta: 9:45:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6231, top5_acc: 0.8337, loss_cls: 1.4995, loss: 1.4995, grad_norm: 1.9478, top1_acc/aux0: 0.5868, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6467, loss/aux0: 1.6467 2020-10-23 14:50:51,366 - mmaction - INFO - Epoch [185][40/264] lr: 8.226e-02, eta: 9:45:16, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6231, top5_acc: 0.8337, loss_cls: 1.4995, loss: 1.4995, grad_norm: 1.9490, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6339, loss/aux0: 1.6339 2020-10-23 14:51:27,984 - mmaction - INFO - Epoch [185][60/264] lr: 8.226e-02, eta: 9:44:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6194, top5_acc: 0.8299, loss_cls: 1.5378, loss: 1.5378, grad_norm: 1.9690, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6332, loss/aux0: 1.6332 2020-10-23 14:51:28,915 - mmaction - INFO - Epoch [185][60/264] lr: 8.226e-02, eta: 9:44:39, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6194, top5_acc: 0.8299, loss_cls: 1.5378, loss: 1.5378, grad_norm: 1.9651, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6432, loss/aux0: 1.6432 2020-10-23 14:52:05,361 - mmaction - INFO - Epoch [185][80/264] lr: 8.226e-02, eta: 9:43:55, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8385, loss_cls: 1.5200, loss: 1.5200, grad_norm: 1.9866, top1_acc/aux0: 0.5752, top5_acc/aux0: 0.8106, loss_cls/aux0: 1.6999, loss/aux0: 1.6999 2020-10-23 14:52:06,307 - mmaction - INFO - Epoch [185][80/264] lr: 8.226e-02, eta: 9:44:02, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8385, loss_cls: 1.5200, loss: 1.5200, grad_norm: 1.9891, top1_acc/aux0: 0.5748, top5_acc/aux0: 0.8090, loss_cls/aux0: 1.7022, loss/aux0: 1.7022 2020-10-23 14:52:42,773 - mmaction - INFO - Epoch [185][100/264] lr: 8.226e-02, eta: 9:43:18, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6238, top5_acc: 0.8306, loss_cls: 1.5259, loss: 1.5259, grad_norm: 2.0248, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7113, loss/aux0: 1.7113 2020-10-23 14:52:43,699 - mmaction - INFO - Epoch [185][100/264] lr: 8.226e-02, eta: 9:43:25, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6238, top5_acc: 0.8306, loss_cls: 1.5259, loss: 1.5259, grad_norm: 2.0278, top1_acc/aux0: 0.5665, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.6987, loss/aux0: 1.6987 2020-10-23 14:53:20,301 - mmaction - INFO - Epoch [185][120/264] lr: 8.226e-02, eta: 9:42:41, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6165, top5_acc: 0.8340, loss_cls: 1.5271, loss: 1.5271, grad_norm: 1.9944, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8153, loss_cls/aux0: 1.6630, loss/aux0: 1.6630 2020-10-23 14:53:21,228 - mmaction - INFO - Epoch [185][120/264] lr: 8.226e-02, eta: 9:42:48, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.6165, top5_acc: 0.8340, loss_cls: 1.5271, loss: 1.5271, grad_norm: 1.9930, top1_acc/aux0: 0.5840, top5_acc/aux0: 0.8158, loss_cls/aux0: 1.6582, loss/aux0: 1.6582 2020-10-23 14:53:58,040 - mmaction - INFO - Epoch [185][140/264] lr: 8.226e-02, eta: 9:42:04, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6109, top5_acc: 0.8274, loss_cls: 1.5612, loss: 1.5612, grad_norm: 1.9925, top1_acc/aux0: 0.5936, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6428, loss/aux0: 1.6428 2020-10-23 14:53:58,974 - mmaction - INFO - Epoch [185][140/264] lr: 8.226e-02, eta: 9:42:11, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6109, top5_acc: 0.8274, loss_cls: 1.5612, loss: 1.5612, grad_norm: 1.9934, top1_acc/aux0: 0.5915, top5_acc/aux0: 0.8179, loss_cls/aux0: 1.6447, loss/aux0: 1.6447 2020-10-23 14:54:35,558 - mmaction - INFO - Epoch [185][160/264] lr: 8.226e-02, eta: 9:41:27, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6106, top5_acc: 0.8260, loss_cls: 1.5851, loss: 1.5851, grad_norm: 2.0383, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7175, loss/aux0: 1.7175 2020-10-23 14:54:36,547 - mmaction - INFO - Epoch [185][160/264] lr: 8.226e-02, eta: 9:41:35, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.6106, top5_acc: 0.8260, loss_cls: 1.5851, loss: 1.5851, grad_norm: 2.0320, top1_acc/aux0: 0.5790, top5_acc/aux0: 0.8002, loss_cls/aux0: 1.7177, loss/aux0: 1.7177 2020-10-23 14:55:13,317 - mmaction - INFO - Epoch [185][180/264] lr: 8.226e-02, eta: 9:40:51, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6061, top5_acc: 0.8281, loss_cls: 1.5629, loss: 1.5629, grad_norm: 1.9726, top1_acc/aux0: 0.5847, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6597, loss/aux0: 1.6597 2020-10-23 14:55:14,257 - mmaction - INFO - Epoch [185][180/264] lr: 8.226e-02, eta: 9:40:58, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.6061, top5_acc: 0.8281, loss_cls: 1.5629, loss: 1.5629, grad_norm: 1.9709, top1_acc/aux0: 0.5847, top5_acc/aux0: 0.8160, loss_cls/aux0: 1.6638, loss/aux0: 1.6638 2020-10-23 14:55:50,898 - mmaction - INFO - Epoch [185][200/264] lr: 8.226e-02, eta: 9:40:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8427, loss_cls: 1.4961, loss: 1.4961, grad_norm: 1.9767, top1_acc/aux0: 0.5790, top5_acc/aux0: 0.8087, loss_cls/aux0: 1.6959, loss/aux0: 1.6959 2020-10-23 14:55:51,858 - mmaction - INFO - Epoch [185][200/264] lr: 8.226e-02, eta: 9:40:21, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8427, loss_cls: 1.4961, loss: 1.4961, grad_norm: 1.9845, top1_acc/aux0: 0.5788, top5_acc/aux0: 0.8061, loss_cls/aux0: 1.6995, loss/aux0: 1.6995 2020-10-23 14:56:28,645 - mmaction - INFO - Epoch [185][220/264] lr: 8.226e-02, eta: 9:39:37, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8351, loss_cls: 1.5252, loss: 1.5252, grad_norm: 1.9664, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.7941, loss_cls/aux0: 1.7270, loss/aux0: 1.7270 2020-10-23 14:56:29,599 - mmaction - INFO - Epoch [185][220/264] lr: 8.226e-02, eta: 9:39:44, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8351, loss_cls: 1.5252, loss: 1.5252, grad_norm: 1.9736, top1_acc/aux0: 0.5785, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.7265, loss/aux0: 1.7265 2020-10-23 14:57:06,091 - mmaction - INFO - Epoch [185][240/264] lr: 8.226e-02, eta: 9:39:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6177, top5_acc: 0.8307, loss_cls: 1.5347, loss: 1.5347, grad_norm: 2.0009, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8033, loss_cls/aux0: 1.7090, loss/aux0: 1.7090 2020-10-23 14:57:07,042 - mmaction - INFO - Epoch [185][240/264] lr: 8.226e-02, eta: 9:39:07, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6177, top5_acc: 0.8307, loss_cls: 1.5347, loss: 1.5347, grad_norm: 1.9871, top1_acc/aux0: 0.5780, top5_acc/aux0: 0.8033, loss_cls/aux0: 1.7087, loss/aux0: 1.7087 2020-10-23 14:57:43,497 - mmaction - INFO - Epoch [185][260/264] lr: 8.226e-02, eta: 9:38:23, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6127, top5_acc: 0.8293, loss_cls: 1.5642, loss: 1.5642, grad_norm: 2.0088, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7049, loss/aux0: 1.7049 2020-10-23 14:57:44,413 - mmaction - INFO - Epoch [185][260/264] lr: 8.226e-02, eta: 9:38:30, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.6127, top5_acc: 0.8293, loss_cls: 1.5642, loss: 1.5642, grad_norm: 2.0098, top1_acc/aux0: 0.5731, top5_acc/aux0: 0.8056, loss_cls/aux0: 1.7007, loss/aux0: 1.7007 2020-10-23 15:03:58,632 - mmaction - INFO - Epoch [186][20/264] lr: 8.014e-02, eta: 9:37:36, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8342, loss_cls: 1.5280, loss: 1.5280, grad_norm: 1.9778, top1_acc/aux0: 0.5855, top5_acc/aux0: 0.8103, loss_cls/aux0: 1.6889, loss/aux0: 1.6889 2020-10-23 15:03:59,609 - mmaction - INFO - Epoch [186][20/264] lr: 8.014e-02, eta: 9:37:43, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8342, loss_cls: 1.5280, loss: 1.5280, grad_norm: 1.9702, top1_acc/aux0: 0.5861, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.6958, loss/aux0: 1.6958 2020-10-23 15:04:35,842 - mmaction - INFO - Epoch [186][40/264] lr: 8.014e-02, eta: 9:36:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6142, top5_acc: 0.8281, loss_cls: 1.5341, loss: 1.5341, grad_norm: 1.9998, top1_acc/aux0: 0.5894, top5_acc/aux0: 0.8134, loss_cls/aux0: 1.6531, loss/aux0: 1.6531 2020-10-23 15:04:36,798 - mmaction - INFO - Epoch [186][40/264] lr: 8.014e-02, eta: 9:37:06, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6142, top5_acc: 0.8281, loss_cls: 1.5341, loss: 1.5341, grad_norm: 1.9986, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8170, loss_cls/aux0: 1.6409, loss/aux0: 1.6409 2020-10-23 15:05:13,199 - mmaction - INFO - Epoch [186][60/264] lr: 8.014e-02, eta: 9:36:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8318, loss_cls: 1.5295, loss: 1.5295, grad_norm: 2.0093, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6635, loss/aux0: 1.6635 2020-10-23 15:05:14,192 - mmaction - INFO - Epoch [186][60/264] lr: 8.014e-02, eta: 9:36:29, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8318, loss_cls: 1.5295, loss: 1.5295, grad_norm: 2.0241, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6747, loss/aux0: 1.6747 2020-10-23 15:05:50,757 - mmaction - INFO - Epoch [186][80/264] lr: 8.014e-02, eta: 9:35:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6245, top5_acc: 0.8415, loss_cls: 1.5004, loss: 1.5004, grad_norm: 1.9818, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.7998, loss_cls/aux0: 1.7295, loss/aux0: 1.7295 2020-10-23 15:05:51,690 - mmaction - INFO - Epoch [186][80/264] lr: 8.014e-02, eta: 9:35:53, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6245, top5_acc: 0.8415, loss_cls: 1.5004, loss: 1.5004, grad_norm: 1.9793, top1_acc/aux0: 0.5731, top5_acc/aux0: 0.8017, loss_cls/aux0: 1.7250, loss/aux0: 1.7250 2020-10-23 15:06:28,155 - mmaction - INFO - Epoch [186][100/264] lr: 8.014e-02, eta: 9:35:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6250, top5_acc: 0.8420, loss_cls: 1.4693, loss: 1.4693, grad_norm: 1.9630, top1_acc/aux0: 0.5837, top5_acc/aux0: 0.8123, loss_cls/aux0: 1.6765, loss/aux0: 1.6765 2020-10-23 15:06:29,145 - mmaction - INFO - Epoch [186][100/264] lr: 8.014e-02, eta: 9:35:16, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.6250, top5_acc: 0.8420, loss_cls: 1.4693, loss: 1.4693, grad_norm: 1.9620, top1_acc/aux0: 0.5856, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6722, loss/aux0: 1.6722 2020-10-23 15:07:05,874 - mmaction - INFO - Epoch [186][120/264] lr: 8.014e-02, eta: 9:34:32, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8264, loss_cls: 1.5710, loss: 1.5710, grad_norm: 2.0670, top1_acc/aux0: 0.5780, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.6907, loss/aux0: 1.6907 2020-10-23 15:07:06,867 - mmaction - INFO - Epoch [186][120/264] lr: 8.014e-02, eta: 9:34:39, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8264, loss_cls: 1.5710, loss: 1.5710, grad_norm: 2.0686, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8087, loss_cls/aux0: 1.6963, loss/aux0: 1.6963 2020-10-23 15:07:43,641 - mmaction - INFO - Epoch [186][140/264] lr: 8.014e-02, eta: 9:33:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8387, loss_cls: 1.4834, loss: 1.4834, grad_norm: 1.9844, top1_acc/aux0: 0.5800, top5_acc/aux0: 0.8127, loss_cls/aux0: 1.6893, loss/aux0: 1.6893 2020-10-23 15:07:44,574 - mmaction - INFO - Epoch [186][140/264] lr: 8.014e-02, eta: 9:34:02, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8387, loss_cls: 1.4834, loss: 1.4834, grad_norm: 1.9907, top1_acc/aux0: 0.5811, top5_acc/aux0: 0.8139, loss_cls/aux0: 1.6845, loss/aux0: 1.6845 2020-10-23 15:08:21,691 - mmaction - INFO - Epoch [186][160/264] lr: 8.014e-02, eta: 9:33:18, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6082, top5_acc: 0.8280, loss_cls: 1.5580, loss: 1.5580, grad_norm: 2.0031, top1_acc/aux0: 0.5936, top5_acc/aux0: 0.8220, loss_cls/aux0: 1.6269, loss/aux0: 1.6269 2020-10-23 15:08:22,621 - mmaction - INFO - Epoch [186][160/264] lr: 8.014e-02, eta: 9:33:26, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.6082, top5_acc: 0.8280, loss_cls: 1.5580, loss: 1.5580, grad_norm: 2.0015, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8222, loss_cls/aux0: 1.6208, loss/aux0: 1.6208 2020-10-23 15:08:59,500 - mmaction - INFO - Epoch [186][180/264] lr: 8.014e-02, eta: 9:32:42, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6082, top5_acc: 0.8326, loss_cls: 1.5652, loss: 1.5652, grad_norm: 2.0798, top1_acc/aux0: 0.5830, top5_acc/aux0: 0.8163, loss_cls/aux0: 1.6676, loss/aux0: 1.6676 2020-10-23 15:09:00,459 - mmaction - INFO - Epoch [186][180/264] lr: 8.014e-02, eta: 9:32:49, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.6082, top5_acc: 0.8326, loss_cls: 1.5652, loss: 1.5652, grad_norm: 2.0794, top1_acc/aux0: 0.5800, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6778, loss/aux0: 1.6778 2020-10-23 15:09:37,017 - mmaction - INFO - Epoch [186][200/264] lr: 8.014e-02, eta: 9:32:05, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6257, top5_acc: 0.8339, loss_cls: 1.5358, loss: 1.5358, grad_norm: 2.0044, top1_acc/aux0: 0.5694, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7491, loss/aux0: 1.7491 2020-10-23 15:09:37,958 - mmaction - INFO - Epoch [186][200/264] lr: 8.014e-02, eta: 9:32:12, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6257, top5_acc: 0.8339, loss_cls: 1.5358, loss: 1.5358, grad_norm: 2.0012, top1_acc/aux0: 0.5712, top5_acc/aux0: 0.8002, loss_cls/aux0: 1.7511, loss/aux0: 1.7511 2020-10-23 15:10:14,879 - mmaction - INFO - Epoch [186][220/264] lr: 8.014e-02, eta: 9:31:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6155, top5_acc: 0.8375, loss_cls: 1.5267, loss: 1.5267, grad_norm: 1.9941, top1_acc/aux0: 0.5785, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.6787, loss/aux0: 1.6787 2020-10-23 15:10:15,807 - mmaction - INFO - Epoch [186][220/264] lr: 8.014e-02, eta: 9:31:35, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6155, top5_acc: 0.8375, loss_cls: 1.5267, loss: 1.5267, grad_norm: 1.9973, top1_acc/aux0: 0.5790, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.6722, loss/aux0: 1.6722 2020-10-23 15:10:52,609 - mmaction - INFO - Epoch [186][240/264] lr: 8.014e-02, eta: 9:30:51, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8351, loss_cls: 1.5414, loss: 1.5414, grad_norm: 2.0215, top1_acc/aux0: 0.5767, top5_acc/aux0: 0.8118, loss_cls/aux0: 1.6793, loss/aux0: 1.6793 2020-10-23 15:10:53,579 - mmaction - INFO - Epoch [186][240/264] lr: 8.014e-02, eta: 9:30:58, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8351, loss_cls: 1.5414, loss: 1.5414, grad_norm: 2.0298, top1_acc/aux0: 0.5736, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.6899, loss/aux0: 1.6899 2020-10-23 15:11:30,026 - mmaction - INFO - Epoch [186][260/264] lr: 8.014e-02, eta: 9:30:14, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6097, top5_acc: 0.8297, loss_cls: 1.5546, loss: 1.5546, grad_norm: 2.0025, top1_acc/aux0: 0.5793, top5_acc/aux0: 0.8071, loss_cls/aux0: 1.6914, loss/aux0: 1.6914 2020-10-23 15:11:30,965 - mmaction - INFO - Epoch [186][260/264] lr: 8.014e-02, eta: 9:30:21, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6097, top5_acc: 0.8297, loss_cls: 1.5546, loss: 1.5546, grad_norm: 1.9978, top1_acc/aux0: 0.5830, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.6775, loss/aux0: 1.6775 2020-10-23 15:17:10,451 - mmaction - INFO - Epoch [187][20/264] lr: 7.804e-02, eta: 9:29:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8370, loss_cls: 1.4945, loss: 1.4945, grad_norm: 2.0242, top1_acc/aux0: 0.5916, top5_acc/aux0: 0.8145, loss_cls/aux0: 1.6711, loss/aux0: 1.6711 2020-10-23 15:17:11,397 - mmaction - INFO - Epoch [187][20/264] lr: 7.804e-02, eta: 9:29:34, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8370, loss_cls: 1.4945, loss: 1.4945, grad_norm: 2.0284, top1_acc/aux0: 0.5903, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6749, loss/aux0: 1.6749 2020-10-23 15:17:47,937 - mmaction - INFO - Epoch [187][40/264] lr: 7.804e-02, eta: 9:28:51, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6158, top5_acc: 0.8304, loss_cls: 1.5491, loss: 1.5491, grad_norm: 1.9743, top1_acc/aux0: 0.5858, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6557, loss/aux0: 1.6557 2020-10-23 15:17:48,871 - mmaction - INFO - Epoch [187][40/264] lr: 7.804e-02, eta: 9:28:58, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6158, top5_acc: 0.8304, loss_cls: 1.5491, loss: 1.5491, grad_norm: 1.9675, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8155, loss_cls/aux0: 1.6465, loss/aux0: 1.6465 2020-10-23 15:18:25,432 - mmaction - INFO - Epoch [187][60/264] lr: 7.804e-02, eta: 9:28:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6321, top5_acc: 0.8382, loss_cls: 1.4887, loss: 1.4887, grad_norm: 1.9912, top1_acc/aux0: 0.6097, top5_acc/aux0: 0.8168, loss_cls/aux0: 1.6013, loss/aux0: 1.6013 2020-10-23 15:18:26,393 - mmaction - INFO - Epoch [187][60/264] lr: 7.804e-02, eta: 9:28:21, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6321, top5_acc: 0.8382, loss_cls: 1.4887, loss: 1.4887, grad_norm: 1.9929, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8139, loss_cls/aux0: 1.6111, loss/aux0: 1.6111 2020-10-23 15:19:03,036 - mmaction - INFO - Epoch [187][80/264] lr: 7.804e-02, eta: 9:27:37, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6175, top5_acc: 0.8290, loss_cls: 1.5366, loss: 1.5366, grad_norm: 2.0008, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.6838, loss/aux0: 1.6838 2020-10-23 15:19:03,989 - mmaction - INFO - Epoch [187][80/264] lr: 7.804e-02, eta: 9:27:44, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6175, top5_acc: 0.8290, loss_cls: 1.5366, loss: 1.5366, grad_norm: 1.9952, top1_acc/aux0: 0.5894, top5_acc/aux0: 0.8113, loss_cls/aux0: 1.6701, loss/aux0: 1.6701 2020-10-23 15:19:40,663 - mmaction - INFO - Epoch [187][100/264] lr: 7.804e-02, eta: 9:27:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6201, top5_acc: 0.8389, loss_cls: 1.5081, loss: 1.5081, grad_norm: 2.0327, top1_acc/aux0: 0.5882, top5_acc/aux0: 0.8200, loss_cls/aux0: 1.6576, loss/aux0: 1.6576 2020-10-23 15:19:41,597 - mmaction - INFO - Epoch [187][100/264] lr: 7.804e-02, eta: 9:27:07, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6201, top5_acc: 0.8389, loss_cls: 1.5081, loss: 1.5081, grad_norm: 2.0458, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6792, loss/aux0: 1.6792 2020-10-23 15:20:18,417 - mmaction - INFO - Epoch [187][120/264] lr: 7.804e-02, eta: 9:26:23, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6264, top5_acc: 0.8363, loss_cls: 1.5103, loss: 1.5103, grad_norm: 2.0065, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8144, loss_cls/aux0: 1.6601, loss/aux0: 1.6601 2020-10-23 15:20:19,355 - mmaction - INFO - Epoch [187][120/264] lr: 7.804e-02, eta: 9:26:30, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6264, top5_acc: 0.8363, loss_cls: 1.5103, loss: 1.5103, grad_norm: 2.0085, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8163, loss_cls/aux0: 1.6477, loss/aux0: 1.6477 2020-10-23 15:20:56,234 - mmaction - INFO - Epoch [187][140/264] lr: 7.804e-02, eta: 9:25:47, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8347, loss_cls: 1.5374, loss: 1.5374, grad_norm: 1.9897, top1_acc/aux0: 0.5835, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.6890, loss/aux0: 1.6890 2020-10-23 15:20:57,179 - mmaction - INFO - Epoch [187][140/264] lr: 7.804e-02, eta: 9:25:54, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8347, loss_cls: 1.5374, loss: 1.5374, grad_norm: 1.9841, top1_acc/aux0: 0.5858, top5_acc/aux0: 0.8059, loss_cls/aux0: 1.6832, loss/aux0: 1.6832 2020-10-23 15:21:34,035 - mmaction - INFO - Epoch [187][160/264] lr: 7.804e-02, eta: 9:25:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6274, top5_acc: 0.8345, loss_cls: 1.5106, loss: 1.5106, grad_norm: 2.0083, top1_acc/aux0: 0.5800, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.6821, loss/aux0: 1.6821 2020-10-23 15:21:34,995 - mmaction - INFO - Epoch [187][160/264] lr: 7.804e-02, eta: 9:25:17, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6274, top5_acc: 0.8345, loss_cls: 1.5106, loss: 1.5106, grad_norm: 2.0083, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.6869, loss/aux0: 1.6869 2020-10-23 15:22:11,664 - mmaction - INFO - Epoch [187][180/264] lr: 7.804e-02, eta: 9:24:33, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6179, top5_acc: 0.8373, loss_cls: 1.5131, loss: 1.5131, grad_norm: 2.0449, top1_acc/aux0: 0.5793, top5_acc/aux0: 0.8082, loss_cls/aux0: 1.6892, loss/aux0: 1.6892 2020-10-23 15:22:12,609 - mmaction - INFO - Epoch [187][180/264] lr: 7.804e-02, eta: 9:24:40, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.6179, top5_acc: 0.8373, loss_cls: 1.5131, loss: 1.5131, grad_norm: 2.0435, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.6882, loss/aux0: 1.6882 2020-10-23 15:22:49,250 - mmaction - INFO - Epoch [187][200/264] lr: 7.804e-02, eta: 9:23:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8313, loss_cls: 1.5419, loss: 1.5419, grad_norm: 2.0435, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8168, loss_cls/aux0: 1.6260, loss/aux0: 1.6260 2020-10-23 15:22:50,172 - mmaction - INFO - Epoch [187][200/264] lr: 7.804e-02, eta: 9:24:03, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8313, loss_cls: 1.5419, loss: 1.5419, grad_norm: 2.0350, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8155, loss_cls/aux0: 1.6303, loss/aux0: 1.6303 2020-10-23 15:23:26,990 - mmaction - INFO - Epoch [187][220/264] lr: 7.804e-02, eta: 9:23:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6196, top5_acc: 0.8396, loss_cls: 1.5173, loss: 1.5173, grad_norm: 2.0084, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6519, loss/aux0: 1.6519 2020-10-23 15:23:27,916 - mmaction - INFO - Epoch [187][220/264] lr: 7.804e-02, eta: 9:23:26, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6196, top5_acc: 0.8396, loss_cls: 1.5173, loss: 1.5173, grad_norm: 2.0089, top1_acc/aux0: 0.5894, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6548, loss/aux0: 1.6548 2020-10-23 15:24:04,567 - mmaction - INFO - Epoch [187][240/264] lr: 7.804e-02, eta: 9:22:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6191, top5_acc: 0.8363, loss_cls: 1.5260, loss: 1.5260, grad_norm: 2.0570, top1_acc/aux0: 0.5780, top5_acc/aux0: 0.8111, loss_cls/aux0: 1.6929, loss/aux0: 1.6929 2020-10-23 15:24:05,566 - mmaction - INFO - Epoch [187][240/264] lr: 7.804e-02, eta: 9:22:50, time: 0.940, data_time: 0.006, memory: 8466, top1_acc: 0.6191, top5_acc: 0.8363, loss_cls: 1.5260, loss: 1.5260, grad_norm: 2.0535, top1_acc/aux0: 0.5819, top5_acc/aux0: 0.8113, loss_cls/aux0: 1.6786, loss/aux0: 1.6786 2020-10-23 15:24:42,140 - mmaction - INFO - Epoch [187][260/264] lr: 7.804e-02, eta: 9:22:06, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6205, top5_acc: 0.8413, loss_cls: 1.5119, loss: 1.5119, grad_norm: 2.0346, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6344, loss/aux0: 1.6344 2020-10-23 15:24:43,059 - mmaction - INFO - Epoch [187][260/264] lr: 7.804e-02, eta: 9:22:13, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.6205, top5_acc: 0.8413, loss_cls: 1.5119, loss: 1.5119, grad_norm: 2.0359, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8191, loss_cls/aux0: 1.6354, loss/aux0: 1.6354 2020-10-23 15:30:29,174 - mmaction - INFO - Epoch [188][20/264] lr: 7.596e-02, eta: 9:21:19, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8359, loss_cls: 1.5054, loss: 1.5054, grad_norm: 2.0474, top1_acc/aux0: 0.6001, top5_acc/aux0: 0.8251, loss_cls/aux0: 1.5969, loss/aux0: 1.5969 2020-10-23 15:30:30,110 - mmaction - INFO - Epoch [188][20/264] lr: 7.596e-02, eta: 9:21:26, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8359, loss_cls: 1.5054, loss: 1.5054, grad_norm: 2.0431, top1_acc/aux0: 0.5991, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5976, loss/aux0: 1.5976 2020-10-23 15:31:06,480 - mmaction - INFO - Epoch [188][40/264] lr: 7.596e-02, eta: 9:20:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6194, top5_acc: 0.8280, loss_cls: 1.5481, loss: 1.5481, grad_norm: 2.0305, top1_acc/aux0: 0.5957, top5_acc/aux0: 0.8215, loss_cls/aux0: 1.6245, loss/aux0: 1.6245 2020-10-23 15:31:07,427 - mmaction - INFO - Epoch [188][40/264] lr: 7.596e-02, eta: 9:20:49, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6194, top5_acc: 0.8280, loss_cls: 1.5481, loss: 1.5481, grad_norm: 2.0306, top1_acc/aux0: 0.5981, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6201, loss/aux0: 1.6201 2020-10-23 15:31:43,974 - mmaction - INFO - Epoch [188][60/264] lr: 7.596e-02, eta: 9:20:05, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6257, top5_acc: 0.8283, loss_cls: 1.5149, loss: 1.5149, grad_norm: 2.0251, top1_acc/aux0: 0.6040, top5_acc/aux0: 0.8205, loss_cls/aux0: 1.6009, loss/aux0: 1.6009 2020-10-23 15:31:44,925 - mmaction - INFO - Epoch [188][60/264] lr: 7.596e-02, eta: 9:20:12, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6257, top5_acc: 0.8283, loss_cls: 1.5149, loss: 1.5149, grad_norm: 2.0302, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8170, loss_cls/aux0: 1.6161, loss/aux0: 1.6161 2020-10-23 15:32:21,505 - mmaction - INFO - Epoch [188][80/264] lr: 7.596e-02, eta: 9:19:28, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8332, loss_cls: 1.5056, loss: 1.5056, grad_norm: 1.9986, top1_acc/aux0: 0.5972, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6410, loss/aux0: 1.6410 2020-10-23 15:32:22,447 - mmaction - INFO - Epoch [188][80/264] lr: 7.596e-02, eta: 9:19:35, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8332, loss_cls: 1.5056, loss: 1.5056, grad_norm: 2.0110, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8179, loss_cls/aux0: 1.6309, loss/aux0: 1.6309 2020-10-23 15:32:59,234 - mmaction - INFO - Epoch [188][100/264] lr: 7.596e-02, eta: 9:18:51, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6337, top5_acc: 0.8391, loss_cls: 1.4575, loss: 1.4575, grad_norm: 2.0435, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8155, loss_cls/aux0: 1.6623, loss/aux0: 1.6623 2020-10-23 15:33:00,198 - mmaction - INFO - Epoch [188][100/264] lr: 7.596e-02, eta: 9:18:58, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.6337, top5_acc: 0.8391, loss_cls: 1.4575, loss: 1.4575, grad_norm: 2.0397, top1_acc/aux0: 0.5806, top5_acc/aux0: 0.8139, loss_cls/aux0: 1.6597, loss/aux0: 1.6597 2020-10-23 15:33:37,200 - mmaction - INFO - Epoch [188][120/264] lr: 7.596e-02, eta: 9:18:15, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6408, top5_acc: 0.8451, loss_cls: 1.4533, loss: 1.4533, grad_norm: 2.0585, top1_acc/aux0: 0.5877, top5_acc/aux0: 0.8158, loss_cls/aux0: 1.6434, loss/aux0: 1.6434 2020-10-23 15:33:38,138 - mmaction - INFO - Epoch [188][120/264] lr: 7.596e-02, eta: 9:18:22, time: 0.955, data_time: 0.004, memory: 8466, top1_acc: 0.6408, top5_acc: 0.8451, loss_cls: 1.4533, loss: 1.4533, grad_norm: 2.0519, top1_acc/aux0: 0.5887, top5_acc/aux0: 0.8155, loss_cls/aux0: 1.6446, loss/aux0: 1.6446 2020-10-23 15:34:14,920 - mmaction - INFO - Epoch [188][140/264] lr: 7.596e-02, eta: 9:17:38, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6366, top5_acc: 0.8408, loss_cls: 1.4760, loss: 1.4760, grad_norm: 2.0476, top1_acc/aux0: 0.5851, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.6582, loss/aux0: 1.6582 2020-10-23 15:34:15,843 - mmaction - INFO - Epoch [188][140/264] lr: 7.596e-02, eta: 9:17:45, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6366, top5_acc: 0.8408, loss_cls: 1.4760, loss: 1.4760, grad_norm: 2.0437, top1_acc/aux0: 0.5847, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.6625, loss/aux0: 1.6625 2020-10-23 15:34:52,698 - mmaction - INFO - Epoch [188][160/264] lr: 7.596e-02, eta: 9:17:01, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6247, top5_acc: 0.8405, loss_cls: 1.4852, loss: 1.4852, grad_norm: 2.0201, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.6745, loss/aux0: 1.6745 2020-10-23 15:34:53,644 - mmaction - INFO - Epoch [188][160/264] lr: 7.596e-02, eta: 9:17:08, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.6247, top5_acc: 0.8405, loss_cls: 1.4852, loss: 1.4852, grad_norm: 2.0137, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6702, loss/aux0: 1.6702 2020-10-23 15:35:30,323 - mmaction - INFO - Epoch [188][180/264] lr: 7.596e-02, eta: 9:16:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6253, top5_acc: 0.8313, loss_cls: 1.5306, loss: 1.5306, grad_norm: 2.0496, top1_acc/aux0: 0.5877, top5_acc/aux0: 0.8175, loss_cls/aux0: 1.6634, loss/aux0: 1.6634 2020-10-23 15:35:31,268 - mmaction - INFO - Epoch [188][180/264] lr: 7.596e-02, eta: 9:16:31, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6253, top5_acc: 0.8313, loss_cls: 1.5306, loss: 1.5306, grad_norm: 2.0534, top1_acc/aux0: 0.5889, top5_acc/aux0: 0.8163, loss_cls/aux0: 1.6609, loss/aux0: 1.6609 2020-10-23 15:36:08,112 - mmaction - INFO - Epoch [188][200/264] lr: 7.596e-02, eta: 9:15:48, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6050, top5_acc: 0.8292, loss_cls: 1.5525, loss: 1.5525, grad_norm: 2.0785, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6379, loss/aux0: 1.6379 2020-10-23 15:36:09,096 - mmaction - INFO - Epoch [188][200/264] lr: 7.596e-02, eta: 9:15:55, time: 0.947, data_time: 0.005, memory: 8466, top1_acc: 0.6050, top5_acc: 0.8292, loss_cls: 1.5525, loss: 1.5525, grad_norm: 2.0736, top1_acc/aux0: 0.5981, top5_acc/aux0: 0.8168, loss_cls/aux0: 1.6313, loss/aux0: 1.6313 2020-10-23 15:36:45,863 - mmaction - INFO - Epoch [188][220/264] lr: 7.596e-02, eta: 9:15:11, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6271, top5_acc: 0.8356, loss_cls: 1.4997, loss: 1.4997, grad_norm: 2.0043, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6716, loss/aux0: 1.6716 2020-10-23 15:36:46,806 - mmaction - INFO - Epoch [188][220/264] lr: 7.596e-02, eta: 9:15:18, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6271, top5_acc: 0.8356, loss_cls: 1.4997, loss: 1.4997, grad_norm: 2.0143, top1_acc/aux0: 0.5863, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.6939, loss/aux0: 1.6939 2020-10-23 15:37:23,396 - mmaction - INFO - Epoch [188][240/264] lr: 7.596e-02, eta: 9:14:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6274, top5_acc: 0.8436, loss_cls: 1.4887, loss: 1.4887, grad_norm: 2.1057, top1_acc/aux0: 0.5889, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6653, loss/aux0: 1.6653 2020-10-23 15:37:24,342 - mmaction - INFO - Epoch [188][240/264] lr: 7.596e-02, eta: 9:14:41, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6274, top5_acc: 0.8436, loss_cls: 1.4887, loss: 1.4887, grad_norm: 2.1030, top1_acc/aux0: 0.5915, top5_acc/aux0: 0.8155, loss_cls/aux0: 1.6509, loss/aux0: 1.6509 2020-10-23 15:38:00,853 - mmaction - INFO - Epoch [188][260/264] lr: 7.596e-02, eta: 9:13:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6205, top5_acc: 0.8321, loss_cls: 1.5213, loss: 1.5213, grad_norm: 2.0496, top1_acc/aux0: 0.5816, top5_acc/aux0: 0.8139, loss_cls/aux0: 1.6801, loss/aux0: 1.6801 2020-10-23 15:38:01,773 - mmaction - INFO - Epoch [188][260/264] lr: 7.596e-02, eta: 9:14:04, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.6205, top5_acc: 0.8321, loss_cls: 1.5213, loss: 1.5213, grad_norm: 2.0478, top1_acc/aux0: 0.5819, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6772, loss/aux0: 1.6772 2020-10-23 15:44:09,168 - mmaction - INFO - Epoch [189][20/264] lr: 7.390e-02, eta: 9:13:10, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6236, top5_acc: 0.8396, loss_cls: 1.4876, loss: 1.4876, grad_norm: 2.0209, top1_acc/aux0: 0.5879, top5_acc/aux0: 0.8149, loss_cls/aux0: 1.6350, loss/aux0: 1.6350 2020-10-23 15:44:10,105 - mmaction - INFO - Epoch [189][20/264] lr: 7.390e-02, eta: 9:13:17, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6236, top5_acc: 0.8396, loss_cls: 1.4876, loss: 1.4876, grad_norm: 2.0305, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8155, loss_cls/aux0: 1.6369, loss/aux0: 1.6369 2020-10-23 15:44:46,570 - mmaction - INFO - Epoch [189][40/264] lr: 7.390e-02, eta: 9:12:33, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6250, top5_acc: 0.8321, loss_cls: 1.5104, loss: 1.5104, grad_norm: 2.0219, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6293, loss/aux0: 1.6293 2020-10-23 15:44:47,564 - mmaction - INFO - Epoch [189][40/264] lr: 7.390e-02, eta: 9:12:40, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.6250, top5_acc: 0.8321, loss_cls: 1.5104, loss: 1.5104, grad_norm: 2.0399, top1_acc/aux0: 0.5918, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6371, loss/aux0: 1.6371 2020-10-23 15:45:24,250 - mmaction - INFO - Epoch [189][60/264] lr: 7.390e-02, eta: 9:11:57, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6196, top5_acc: 0.8366, loss_cls: 1.5084, loss: 1.5084, grad_norm: 2.0280, top1_acc/aux0: 0.5858, top5_acc/aux0: 0.8194, loss_cls/aux0: 1.6481, loss/aux0: 1.6481 2020-10-23 15:45:25,182 - mmaction - INFO - Epoch [189][60/264] lr: 7.390e-02, eta: 9:12:03, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.6196, top5_acc: 0.8366, loss_cls: 1.5084, loss: 1.5084, grad_norm: 2.0236, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8175, loss_cls/aux0: 1.6471, loss/aux0: 1.6471 2020-10-23 15:46:01,793 - mmaction - INFO - Epoch [189][80/264] lr: 7.390e-02, eta: 9:11:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6248, top5_acc: 0.8434, loss_cls: 1.4873, loss: 1.4873, grad_norm: 2.0404, top1_acc/aux0: 0.5946, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6439, loss/aux0: 1.6439 2020-10-23 15:46:02,716 - mmaction - INFO - Epoch [189][80/264] lr: 7.390e-02, eta: 9:11:26, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6248, top5_acc: 0.8434, loss_cls: 1.4873, loss: 1.4873, grad_norm: 2.0453, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8160, loss_cls/aux0: 1.6360, loss/aux0: 1.6360 2020-10-23 15:46:39,581 - mmaction - INFO - Epoch [189][100/264] lr: 7.390e-02, eta: 9:10:43, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.6314, top5_acc: 0.8415, loss_cls: 1.4740, loss: 1.4740, grad_norm: 2.0421, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8259, loss_cls/aux0: 1.5923, loss/aux0: 1.5923 2020-10-23 15:46:40,530 - mmaction - INFO - Epoch [189][100/264] lr: 7.390e-02, eta: 9:10:50, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.6314, top5_acc: 0.8415, loss_cls: 1.4740, loss: 1.4740, grad_norm: 2.0413, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8295, loss_cls/aux0: 1.5823, loss/aux0: 1.5823 2020-10-23 15:47:17,185 - mmaction - INFO - Epoch [189][120/264] lr: 7.390e-02, eta: 9:10:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6321, top5_acc: 0.8470, loss_cls: 1.4546, loss: 1.4546, grad_norm: 2.0906, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8262, loss_cls/aux0: 1.6283, loss/aux0: 1.6283 2020-10-23 15:47:18,147 - mmaction - INFO - Epoch [189][120/264] lr: 7.390e-02, eta: 9:10:13, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6321, top5_acc: 0.8470, loss_cls: 1.4546, loss: 1.4546, grad_norm: 2.0901, top1_acc/aux0: 0.5983, top5_acc/aux0: 0.8217, loss_cls/aux0: 1.6403, loss/aux0: 1.6403 2020-10-23 15:47:55,011 - mmaction - INFO - Epoch [189][140/264] lr: 7.390e-02, eta: 9:09:29, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6175, top5_acc: 0.8368, loss_cls: 1.5032, loss: 1.5032, grad_norm: 2.0567, top1_acc/aux0: 0.6017, top5_acc/aux0: 0.8191, loss_cls/aux0: 1.6299, loss/aux0: 1.6299 2020-10-23 15:47:55,933 - mmaction - INFO - Epoch [189][140/264] lr: 7.390e-02, eta: 9:09:36, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6175, top5_acc: 0.8368, loss_cls: 1.5032, loss: 1.5032, grad_norm: 2.0478, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8205, loss_cls/aux0: 1.6230, loss/aux0: 1.6230 2020-10-23 15:48:32,769 - mmaction - INFO - Epoch [189][160/264] lr: 7.390e-02, eta: 9:08:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6253, top5_acc: 0.8372, loss_cls: 1.4941, loss: 1.4941, grad_norm: 1.9910, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5991, loss/aux0: 1.5991 2020-10-23 15:48:33,706 - mmaction - INFO - Epoch [189][160/264] lr: 7.390e-02, eta: 9:08:59, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6253, top5_acc: 0.8372, loss_cls: 1.4941, loss: 1.4941, grad_norm: 1.9995, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8274, loss_cls/aux0: 1.6038, loss/aux0: 1.6038 2020-10-23 15:49:10,457 - mmaction - INFO - Epoch [189][180/264] lr: 7.390e-02, eta: 9:08:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6144, top5_acc: 0.8342, loss_cls: 1.5237, loss: 1.5237, grad_norm: 2.0322, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8127, loss_cls/aux0: 1.6554, loss/aux0: 1.6554 2020-10-23 15:49:11,412 - mmaction - INFO - Epoch [189][180/264] lr: 7.390e-02, eta: 9:08:23, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.6144, top5_acc: 0.8342, loss_cls: 1.5237, loss: 1.5237, grad_norm: 2.0253, top1_acc/aux0: 0.5837, top5_acc/aux0: 0.8132, loss_cls/aux0: 1.6593, loss/aux0: 1.6593 2020-10-23 15:49:48,135 - mmaction - INFO - Epoch [189][200/264] lr: 7.390e-02, eta: 9:07:39, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6266, top5_acc: 0.8413, loss_cls: 1.4843, loss: 1.4843, grad_norm: 2.0574, top1_acc/aux0: 0.5955, top5_acc/aux0: 0.8165, loss_cls/aux0: 1.6243, loss/aux0: 1.6243 2020-10-23 15:49:49,077 - mmaction - INFO - Epoch [189][200/264] lr: 7.390e-02, eta: 9:07:46, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.6266, top5_acc: 0.8413, loss_cls: 1.4843, loss: 1.4843, grad_norm: 2.0545, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6079, loss/aux0: 1.6079 2020-10-23 15:50:25,624 - mmaction - INFO - Epoch [189][220/264] lr: 7.390e-02, eta: 9:07:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6241, top5_acc: 0.8328, loss_cls: 1.5165, loss: 1.5165, grad_norm: 2.0601, top1_acc/aux0: 0.5908, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6160, loss/aux0: 1.6160 2020-10-23 15:50:26,553 - mmaction - INFO - Epoch [189][220/264] lr: 7.390e-02, eta: 9:07:09, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6241, top5_acc: 0.8328, loss_cls: 1.5165, loss: 1.5165, grad_norm: 2.0550, top1_acc/aux0: 0.5905, top5_acc/aux0: 0.8233, loss_cls/aux0: 1.6165, loss/aux0: 1.6165 2020-10-23 15:51:03,236 - mmaction - INFO - Epoch [189][240/264] lr: 7.390e-02, eta: 9:06:26, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6285, top5_acc: 0.8448, loss_cls: 1.4545, loss: 1.4545, grad_norm: 2.1018, top1_acc/aux0: 0.5925, top5_acc/aux0: 0.8257, loss_cls/aux0: 1.6241, loss/aux0: 1.6241 2020-10-23 15:51:04,209 - mmaction - INFO - Epoch [189][240/264] lr: 7.390e-02, eta: 9:06:32, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6285, top5_acc: 0.8448, loss_cls: 1.4545, loss: 1.4545, grad_norm: 2.0920, top1_acc/aux0: 0.5894, top5_acc/aux0: 0.8226, loss_cls/aux0: 1.6371, loss/aux0: 1.6371 2020-10-23 15:51:40,957 - mmaction - INFO - Epoch [189][260/264] lr: 7.390e-02, eta: 9:05:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8450, loss_cls: 1.4575, loss: 1.4575, grad_norm: 2.0969, top1_acc/aux0: 0.5903, top5_acc/aux0: 0.8116, loss_cls/aux0: 1.6398, loss/aux0: 1.6398 2020-10-23 15:51:41,891 - mmaction - INFO - Epoch [189][260/264] lr: 7.390e-02, eta: 9:05:55, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8450, loss_cls: 1.4575, loss: 1.4575, grad_norm: 2.1041, top1_acc/aux0: 0.5920, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.6346, loss/aux0: 1.6346 2020-10-23 15:57:57,359 - mmaction - INFO - Epoch [190][20/264] lr: 7.186e-02, eta: 9:05:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6295, top5_acc: 0.8384, loss_cls: 1.4795, loss: 1.4795, grad_norm: 2.0221, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8202, loss_cls/aux0: 1.6012, loss/aux0: 1.6012 2020-10-23 15:57:58,317 - mmaction - INFO - Epoch [190][20/264] lr: 7.186e-02, eta: 9:05:08, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.6295, top5_acc: 0.8384, loss_cls: 1.4795, loss: 1.4795, grad_norm: 2.0190, top1_acc/aux0: 0.5962, top5_acc/aux0: 0.8186, loss_cls/aux0: 1.6103, loss/aux0: 1.6103 2020-10-23 15:58:34,744 - mmaction - INFO - Epoch [190][40/264] lr: 7.186e-02, eta: 9:04:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6347, top5_acc: 0.8472, loss_cls: 1.4396, loss: 1.4396, grad_norm: 2.0685, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8236, loss_cls/aux0: 1.5923, loss/aux0: 1.5923 2020-10-23 15:58:35,737 - mmaction - INFO - Epoch [190][40/264] lr: 7.186e-02, eta: 9:04:32, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.6347, top5_acc: 0.8472, loss_cls: 1.4396, loss: 1.4396, grad_norm: 2.0595, top1_acc/aux0: 0.6024, top5_acc/aux0: 0.8259, loss_cls/aux0: 1.5826, loss/aux0: 1.5826 2020-10-23 15:59:12,229 - mmaction - INFO - Epoch [190][60/264] lr: 7.186e-02, eta: 9:03:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6351, top5_acc: 0.8385, loss_cls: 1.4935, loss: 1.4935, grad_norm: 2.0661, top1_acc/aux0: 0.6012, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5922, loss/aux0: 1.5922 2020-10-23 15:59:13,164 - mmaction - INFO - Epoch [190][60/264] lr: 7.186e-02, eta: 9:03:55, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6351, top5_acc: 0.8385, loss_cls: 1.4935, loss: 1.4935, grad_norm: 2.0674, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8241, loss_cls/aux0: 1.5960, loss/aux0: 1.5960 2020-10-23 15:59:50,097 - mmaction - INFO - Epoch [190][80/264] lr: 7.186e-02, eta: 9:03:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6309, top5_acc: 0.8410, loss_cls: 1.4839, loss: 1.4839, grad_norm: 2.1078, top1_acc/aux0: 0.5981, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6040, loss/aux0: 1.6040 2020-10-23 15:59:51,049 - mmaction - INFO - Epoch [190][80/264] lr: 7.186e-02, eta: 9:03:18, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6309, top5_acc: 0.8410, loss_cls: 1.4839, loss: 1.4839, grad_norm: 2.1184, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8212, loss_cls/aux0: 1.6097, loss/aux0: 1.6097 2020-10-23 16:00:27,609 - mmaction - INFO - Epoch [190][100/264] lr: 7.186e-02, eta: 9:02:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8363, loss_cls: 1.4879, loss: 1.4879, grad_norm: 2.1086, top1_acc/aux0: 0.5939, top5_acc/aux0: 0.8189, loss_cls/aux0: 1.6412, loss/aux0: 1.6412 2020-10-23 16:00:28,569 - mmaction - INFO - Epoch [190][100/264] lr: 7.186e-02, eta: 9:02:41, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8363, loss_cls: 1.4879, loss: 1.4879, grad_norm: 2.1017, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6294, loss/aux0: 1.6294 2020-10-23 16:01:05,350 - mmaction - INFO - Epoch [190][120/264] lr: 7.186e-02, eta: 9:01:58, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6366, top5_acc: 0.8411, loss_cls: 1.4728, loss: 1.4728, grad_norm: 2.0867, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8149, loss_cls/aux0: 1.6379, loss/aux0: 1.6379 2020-10-23 16:01:06,281 - mmaction - INFO - Epoch [190][120/264] lr: 7.186e-02, eta: 9:02:04, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.6366, top5_acc: 0.8411, loss_cls: 1.4728, loss: 1.4728, grad_norm: 2.0807, top1_acc/aux0: 0.5950, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6416, loss/aux0: 1.6416 2020-10-23 16:01:42,915 - mmaction - INFO - Epoch [190][140/264] lr: 7.186e-02, eta: 9:01:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6135, top5_acc: 0.8366, loss_cls: 1.5157, loss: 1.5157, grad_norm: 2.1368, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6222, loss/aux0: 1.6222 2020-10-23 16:01:43,851 - mmaction - INFO - Epoch [190][140/264] lr: 7.186e-02, eta: 9:01:27, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6135, top5_acc: 0.8366, loss_cls: 1.5157, loss: 1.5157, grad_norm: 2.1381, top1_acc/aux0: 0.5910, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6376, loss/aux0: 1.6376 2020-10-23 16:02:20,615 - mmaction - INFO - Epoch [190][160/264] lr: 7.186e-02, eta: 9:00:44, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6311, top5_acc: 0.8401, loss_cls: 1.4795, loss: 1.4795, grad_norm: 2.0452, top1_acc/aux0: 0.5939, top5_acc/aux0: 0.8179, loss_cls/aux0: 1.6265, loss/aux0: 1.6265 2020-10-23 16:02:21,548 - mmaction - INFO - Epoch [190][160/264] lr: 7.186e-02, eta: 9:00:51, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.6311, top5_acc: 0.8401, loss_cls: 1.4795, loss: 1.4795, grad_norm: 2.0402, top1_acc/aux0: 0.5936, top5_acc/aux0: 0.8189, loss_cls/aux0: 1.6183, loss/aux0: 1.6183 2020-10-23 16:02:58,303 - mmaction - INFO - Epoch [190][180/264] lr: 7.186e-02, eta: 9:00:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6168, top5_acc: 0.8319, loss_cls: 1.5348, loss: 1.5348, grad_norm: 2.0969, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8137, loss_cls/aux0: 1.6321, loss/aux0: 1.6321 2020-10-23 16:02:59,266 - mmaction - INFO - Epoch [190][180/264] lr: 7.186e-02, eta: 9:00:14, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.6168, top5_acc: 0.8319, loss_cls: 1.5348, loss: 1.5348, grad_norm: 2.0985, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6193, loss/aux0: 1.6193 2020-10-23 16:03:36,005 - mmaction - INFO - Epoch [190][200/264] lr: 7.186e-02, eta: 8:59:31, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6293, top5_acc: 0.8370, loss_cls: 1.4825, loss: 1.4825, grad_norm: 2.0582, top1_acc/aux0: 0.6007, top5_acc/aux0: 0.8274, loss_cls/aux0: 1.6119, loss/aux0: 1.6119 2020-10-23 16:03:36,932 - mmaction - INFO - Epoch [190][200/264] lr: 7.186e-02, eta: 8:59:37, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.6293, top5_acc: 0.8370, loss_cls: 1.4825, loss: 1.4825, grad_norm: 2.0579, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6169, loss/aux0: 1.6169 2020-10-23 16:04:13,789 - mmaction - INFO - Epoch [190][220/264] lr: 7.186e-02, eta: 8:58:54, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8375, loss_cls: 1.4977, loss: 1.4977, grad_norm: 2.1077, top1_acc/aux0: 0.6040, top5_acc/aux0: 0.8233, loss_cls/aux0: 1.6026, loss/aux0: 1.6026 2020-10-23 16:04:14,714 - mmaction - INFO - Epoch [190][220/264] lr: 7.186e-02, eta: 8:59:00, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8375, loss_cls: 1.4977, loss: 1.4977, grad_norm: 2.1167, top1_acc/aux0: 0.6056, top5_acc/aux0: 0.8236, loss_cls/aux0: 1.6030, loss/aux0: 1.6030 2020-10-23 16:04:51,427 - mmaction - INFO - Epoch [190][240/264] lr: 7.186e-02, eta: 8:58:17, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6342, top5_acc: 0.8399, loss_cls: 1.4610, loss: 1.4610, grad_norm: 2.0941, top1_acc/aux0: 0.5908, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6247, loss/aux0: 1.6247 2020-10-23 16:04:52,359 - mmaction - INFO - Epoch [190][240/264] lr: 7.186e-02, eta: 8:58:24, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6342, top5_acc: 0.8399, loss_cls: 1.4610, loss: 1.4610, grad_norm: 2.0927, top1_acc/aux0: 0.5873, top5_acc/aux0: 0.8248, loss_cls/aux0: 1.6261, loss/aux0: 1.6261 2020-10-23 16:05:29,113 - mmaction - INFO - Epoch [190][260/264] lr: 7.186e-02, eta: 8:57:40, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6217, top5_acc: 0.8316, loss_cls: 1.5050, loss: 1.5050, grad_norm: 2.1029, top1_acc/aux0: 0.5908, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6689, loss/aux0: 1.6689 2020-10-23 16:05:30,052 - mmaction - INFO - Epoch [190][260/264] lr: 7.186e-02, eta: 8:57:47, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6217, top5_acc: 0.8316, loss_cls: 1.5050, loss: 1.5050, grad_norm: 2.0932, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8134, loss_cls/aux0: 1.6682, loss/aux0: 1.6682 2020-10-23 16:11:43,784 - mmaction - INFO - Epoch [191][20/264] lr: 6.985e-02, eta: 8:56:53, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6366, top5_acc: 0.8462, loss_cls: 1.4344, loss: 1.4344, grad_norm: 2.0657, top1_acc/aux0: 0.6051, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.5917, loss/aux0: 1.5917 2020-10-23 16:11:44,726 - mmaction - INFO - Epoch [191][20/264] lr: 6.985e-02, eta: 8:57:00, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.6366, top5_acc: 0.8462, loss_cls: 1.4344, loss: 1.4344, grad_norm: 2.0669, top1_acc/aux0: 0.6024, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.5981, loss/aux0: 1.5981 2020-10-23 16:12:21,065 - mmaction - INFO - Epoch [191][40/264] lr: 6.985e-02, eta: 8:56:16, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6342, top5_acc: 0.8467, loss_cls: 1.4432, loss: 1.4432, grad_norm: 2.0827, top1_acc/aux0: 0.5972, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.5942, loss/aux0: 1.5942 2020-10-23 16:12:22,012 - mmaction - INFO - Epoch [191][40/264] lr: 6.985e-02, eta: 8:56:23, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6342, top5_acc: 0.8467, loss_cls: 1.4432, loss: 1.4432, grad_norm: 2.0834, top1_acc/aux0: 0.5986, top5_acc/aux0: 0.8231, loss_cls/aux0: 1.5892, loss/aux0: 1.5892 2020-10-23 16:12:58,501 - mmaction - INFO - Epoch [191][60/264] lr: 6.985e-02, eta: 8:55:40, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6361, top5_acc: 0.8398, loss_cls: 1.4699, loss: 1.4699, grad_norm: 2.0550, top1_acc/aux0: 0.5998, top5_acc/aux0: 0.8168, loss_cls/aux0: 1.5956, loss/aux0: 1.5956 2020-10-23 16:12:59,431 - mmaction - INFO - Epoch [191][60/264] lr: 6.985e-02, eta: 8:55:46, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6361, top5_acc: 0.8398, loss_cls: 1.4699, loss: 1.4699, grad_norm: 2.0509, top1_acc/aux0: 0.6024, top5_acc/aux0: 0.8179, loss_cls/aux0: 1.5874, loss/aux0: 1.5874 2020-10-23 16:13:36,140 - mmaction - INFO - Epoch [191][80/264] lr: 6.985e-02, eta: 8:55:03, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6257, top5_acc: 0.8410, loss_cls: 1.4637, loss: 1.4637, grad_norm: 2.0861, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8304, loss_cls/aux0: 1.5594, loss/aux0: 1.5594 2020-10-23 16:13:37,091 - mmaction - INFO - Epoch [191][80/264] lr: 6.985e-02, eta: 8:55:09, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.6257, top5_acc: 0.8410, loss_cls: 1.4637, loss: 1.4637, grad_norm: 2.0888, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5712, loss/aux0: 1.5712 2020-10-23 16:14:14,139 - mmaction - INFO - Epoch [191][100/264] lr: 6.985e-02, eta: 8:54:26, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6316, top5_acc: 0.8418, loss_cls: 1.4510, loss: 1.4510, grad_norm: 2.0807, top1_acc/aux0: 0.5983, top5_acc/aux0: 0.8259, loss_cls/aux0: 1.5903, loss/aux0: 1.5903 2020-10-23 16:14:15,082 - mmaction - INFO - Epoch [191][100/264] lr: 6.985e-02, eta: 8:54:33, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6316, top5_acc: 0.8418, loss_cls: 1.4510, loss: 1.4510, grad_norm: 2.0744, top1_acc/aux0: 0.5988, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.5902, loss/aux0: 1.5902 2020-10-23 16:14:51,889 - mmaction - INFO - Epoch [191][120/264] lr: 6.985e-02, eta: 8:53:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8526, loss_cls: 1.4311, loss: 1.4311, grad_norm: 2.0878, top1_acc/aux0: 0.5955, top5_acc/aux0: 0.8175, loss_cls/aux0: 1.6198, loss/aux0: 1.6198 2020-10-23 16:14:52,912 - mmaction - INFO - Epoch [191][120/264] lr: 6.985e-02, eta: 8:53:56, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8526, loss_cls: 1.4311, loss: 1.4311, grad_norm: 2.0858, top1_acc/aux0: 0.5970, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6154, loss/aux0: 1.6154 2020-10-23 16:15:29,655 - mmaction - INFO - Epoch [191][140/264] lr: 6.985e-02, eta: 8:53:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6363, top5_acc: 0.8495, loss_cls: 1.4607, loss: 1.4607, grad_norm: 2.0975, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5832, loss/aux0: 1.5832 2020-10-23 16:15:30,587 - mmaction - INFO - Epoch [191][140/264] lr: 6.985e-02, eta: 8:53:19, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6363, top5_acc: 0.8495, loss_cls: 1.4607, loss: 1.4607, grad_norm: 2.0912, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8264, loss_cls/aux0: 1.5812, loss/aux0: 1.5812 2020-10-23 16:16:07,372 - mmaction - INFO - Epoch [191][160/264] lr: 6.985e-02, eta: 8:52:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6262, top5_acc: 0.8356, loss_cls: 1.5063, loss: 1.5063, grad_norm: 2.1298, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6424, loss/aux0: 1.6424 2020-10-23 16:16:08,306 - mmaction - INFO - Epoch [191][160/264] lr: 6.985e-02, eta: 8:52:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6262, top5_acc: 0.8356, loss_cls: 1.5063, loss: 1.5063, grad_norm: 2.1376, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8168, loss_cls/aux0: 1.6531, loss/aux0: 1.6531 2020-10-23 16:16:45,175 - mmaction - INFO - Epoch [191][180/264] lr: 6.985e-02, eta: 8:51:59, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6292, top5_acc: 0.8438, loss_cls: 1.4641, loss: 1.4641, grad_norm: 2.1491, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6377, loss/aux0: 1.6377 2020-10-23 16:16:46,127 - mmaction - INFO - Epoch [191][180/264] lr: 6.985e-02, eta: 8:52:05, time: 0.956, data_time: 0.004, memory: 8466, top1_acc: 0.6292, top5_acc: 0.8438, loss_cls: 1.4641, loss: 1.4641, grad_norm: 2.1414, top1_acc/aux0: 0.5965, top5_acc/aux0: 0.8200, loss_cls/aux0: 1.6264, loss/aux0: 1.6264 2020-10-23 16:17:22,637 - mmaction - INFO - Epoch [191][200/264] lr: 6.985e-02, eta: 8:51:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6446, top5_acc: 0.8484, loss_cls: 1.4190, loss: 1.4190, grad_norm: 2.1375, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6409, loss/aux0: 1.6409 2020-10-23 16:17:23,590 - mmaction - INFO - Epoch [191][200/264] lr: 6.985e-02, eta: 8:51:28, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6446, top5_acc: 0.8484, loss_cls: 1.4190, loss: 1.4190, grad_norm: 2.1463, top1_acc/aux0: 0.5806, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6500, loss/aux0: 1.6500 2020-10-23 16:18:00,476 - mmaction - INFO - Epoch [191][220/264] lr: 6.985e-02, eta: 8:50:45, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6231, top5_acc: 0.8377, loss_cls: 1.5099, loss: 1.5099, grad_norm: 2.1218, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8189, loss_cls/aux0: 1.6216, loss/aux0: 1.6216 2020-10-23 16:18:01,420 - mmaction - INFO - Epoch [191][220/264] lr: 6.985e-02, eta: 8:50:52, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6231, top5_acc: 0.8377, loss_cls: 1.5099, loss: 1.5099, grad_norm: 2.1247, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6177, loss/aux0: 1.6177 2020-10-23 16:18:38,097 - mmaction - INFO - Epoch [191][240/264] lr: 6.985e-02, eta: 8:50:08, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6250, top5_acc: 0.8365, loss_cls: 1.5111, loss: 1.5111, grad_norm: 2.1087, top1_acc/aux0: 0.5915, top5_acc/aux0: 0.8116, loss_cls/aux0: 1.6432, loss/aux0: 1.6432 2020-10-23 16:18:39,061 - mmaction - INFO - Epoch [191][240/264] lr: 6.985e-02, eta: 8:50:15, time: 0.948, data_time: 0.001, memory: 8466, top1_acc: 0.6250, top5_acc: 0.8365, loss_cls: 1.5111, loss: 1.5111, grad_norm: 2.1024, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8113, loss_cls/aux0: 1.6435, loss/aux0: 1.6435 2020-10-23 16:19:15,649 - mmaction - INFO - Epoch [191][260/264] lr: 6.985e-02, eta: 8:49:32, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8444, loss_cls: 1.4728, loss: 1.4728, grad_norm: 2.0920, top1_acc/aux0: 0.5931, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6372, loss/aux0: 1.6372 2020-10-23 16:19:16,584 - mmaction - INFO - Epoch [191][260/264] lr: 6.985e-02, eta: 8:49:38, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8444, loss_cls: 1.4728, loss: 1.4728, grad_norm: 2.0977, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6407, loss/aux0: 1.6407 2020-10-23 16:25:34,630 - mmaction - INFO - Epoch [192][20/264] lr: 6.787e-02, eta: 8:48:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6325, top5_acc: 0.8458, loss_cls: 1.4365, loss: 1.4365, grad_norm: 2.0966, top1_acc/aux0: 0.5967, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6071, loss/aux0: 1.6071 2020-10-23 16:25:35,584 - mmaction - INFO - Epoch [192][20/264] lr: 6.787e-02, eta: 8:48:51, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6325, top5_acc: 0.8458, loss_cls: 1.4365, loss: 1.4365, grad_norm: 2.1009, top1_acc/aux0: 0.5970, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6099, loss/aux0: 1.6099 2020-10-23 16:26:12,121 - mmaction - INFO - Epoch [192][40/264] lr: 6.787e-02, eta: 8:48:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6313, top5_acc: 0.8418, loss_cls: 1.4637, loss: 1.4637, grad_norm: 2.1198, top1_acc/aux0: 0.6118, top5_acc/aux0: 0.8304, loss_cls/aux0: 1.5704, loss/aux0: 1.5704 2020-10-23 16:26:13,062 - mmaction - INFO - Epoch [192][40/264] lr: 6.787e-02, eta: 8:48:14, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6313, top5_acc: 0.8418, loss_cls: 1.4637, loss: 1.4637, grad_norm: 2.1278, top1_acc/aux0: 0.6101, top5_acc/aux0: 0.8295, loss_cls/aux0: 1.5751, loss/aux0: 1.5751 2020-10-23 16:26:49,747 - mmaction - INFO - Epoch [192][60/264] lr: 6.787e-02, eta: 8:47:31, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8458, loss_cls: 1.4499, loss: 1.4499, grad_norm: 2.1160, top1_acc/aux0: 0.6017, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6035, loss/aux0: 1.6035 2020-10-23 16:26:50,695 - mmaction - INFO - Epoch [192][60/264] lr: 6.787e-02, eta: 8:47:38, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8458, loss_cls: 1.4499, loss: 1.4499, grad_norm: 2.1136, top1_acc/aux0: 0.6033, top5_acc/aux0: 0.8200, loss_cls/aux0: 1.5987, loss/aux0: 1.5987 2020-10-23 16:27:27,357 - mmaction - INFO - Epoch [192][80/264] lr: 6.787e-02, eta: 8:46:55, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6290, top5_acc: 0.8380, loss_cls: 1.4824, loss: 1.4824, grad_norm: 2.1272, top1_acc/aux0: 0.6087, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.5908, loss/aux0: 1.5908 2020-10-23 16:27:28,286 - mmaction - INFO - Epoch [192][80/264] lr: 6.787e-02, eta: 8:47:01, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.6290, top5_acc: 0.8380, loss_cls: 1.4824, loss: 1.4824, grad_norm: 2.1338, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8259, loss_cls/aux0: 1.5826, loss/aux0: 1.5826 2020-10-23 16:28:04,914 - mmaction - INFO - Epoch [192][100/264] lr: 6.787e-02, eta: 8:46:18, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6359, top5_acc: 0.8467, loss_cls: 1.4547, loss: 1.4547, grad_norm: 2.1243, top1_acc/aux0: 0.6056, top5_acc/aux0: 0.8226, loss_cls/aux0: 1.5893, loss/aux0: 1.5893 2020-10-23 16:28:05,840 - mmaction - INFO - Epoch [192][100/264] lr: 6.787e-02, eta: 8:46:24, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6359, top5_acc: 0.8467, loss_cls: 1.4547, loss: 1.4547, grad_norm: 2.1193, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8217, loss_cls/aux0: 1.5891, loss/aux0: 1.5891 2020-10-23 16:28:42,738 - mmaction - INFO - Epoch [192][120/264] lr: 6.787e-02, eta: 8:45:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6345, top5_acc: 0.8446, loss_cls: 1.4790, loss: 1.4790, grad_norm: 2.1332, top1_acc/aux0: 0.5976, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5848, loss/aux0: 1.5848 2020-10-23 16:28:43,697 - mmaction - INFO - Epoch [192][120/264] lr: 6.787e-02, eta: 8:45:47, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.6345, top5_acc: 0.8446, loss_cls: 1.4790, loss: 1.4790, grad_norm: 2.1238, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8264, loss_cls/aux0: 1.5870, loss/aux0: 1.5870 2020-10-23 16:29:20,564 - mmaction - INFO - Epoch [192][140/264] lr: 6.787e-02, eta: 8:45:04, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6359, top5_acc: 0.8429, loss_cls: 1.4552, loss: 1.4552, grad_norm: 2.0983, top1_acc/aux0: 0.6050, top5_acc/aux0: 0.8179, loss_cls/aux0: 1.6095, loss/aux0: 1.6095 2020-10-23 16:29:21,499 - mmaction - INFO - Epoch [192][140/264] lr: 6.787e-02, eta: 8:45:11, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.6359, top5_acc: 0.8429, loss_cls: 1.4552, loss: 1.4552, grad_norm: 2.0943, top1_acc/aux0: 0.6059, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6109, loss/aux0: 1.6109 2020-10-23 16:29:58,305 - mmaction - INFO - Epoch [192][160/264] lr: 6.787e-02, eta: 8:44:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6332, top5_acc: 0.8479, loss_cls: 1.4168, loss: 1.4168, grad_norm: 2.0629, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8309, loss_cls/aux0: 1.5416, loss/aux0: 1.5416 2020-10-23 16:29:59,237 - mmaction - INFO - Epoch [192][160/264] lr: 6.787e-02, eta: 8:44:34, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6332, top5_acc: 0.8479, loss_cls: 1.4168, loss: 1.4168, grad_norm: 2.0518, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5471, loss/aux0: 1.5471 2020-10-23 16:30:35,841 - mmaction - INFO - Epoch [192][180/264] lr: 6.787e-02, eta: 8:43:51, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6269, top5_acc: 0.8425, loss_cls: 1.4766, loss: 1.4766, grad_norm: 2.1178, top1_acc/aux0: 0.6189, top5_acc/aux0: 0.8340, loss_cls/aux0: 1.5160, loss/aux0: 1.5160 2020-10-23 16:30:36,795 - mmaction - INFO - Epoch [192][180/264] lr: 6.787e-02, eta: 8:43:57, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6269, top5_acc: 0.8425, loss_cls: 1.4766, loss: 1.4766, grad_norm: 2.1163, top1_acc/aux0: 0.6163, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5176, loss/aux0: 1.5176 2020-10-23 16:31:13,558 - mmaction - INFO - Epoch [192][200/264] lr: 6.787e-02, eta: 8:43:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8384, loss_cls: 1.4773, loss: 1.4773, grad_norm: 2.1488, top1_acc/aux0: 0.6061, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.5794, loss/aux0: 1.5794 2020-10-23 16:31:14,508 - mmaction - INFO - Epoch [192][200/264] lr: 6.787e-02, eta: 8:43:20, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8384, loss_cls: 1.4773, loss: 1.4773, grad_norm: 2.1517, top1_acc/aux0: 0.6069, top5_acc/aux0: 0.8238, loss_cls/aux0: 1.5718, loss/aux0: 1.5718 2020-10-23 16:31:51,276 - mmaction - INFO - Epoch [192][220/264] lr: 6.787e-02, eta: 8:42:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6262, top5_acc: 0.8295, loss_cls: 1.5161, loss: 1.5161, grad_norm: 2.1366, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6211, loss/aux0: 1.6211 2020-10-23 16:31:52,193 - mmaction - INFO - Epoch [192][220/264] lr: 6.787e-02, eta: 8:42:43, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6262, top5_acc: 0.8295, loss_cls: 1.5161, loss: 1.5161, grad_norm: 2.1371, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8194, loss_cls/aux0: 1.6216, loss/aux0: 1.6216 2020-10-23 16:32:29,268 - mmaction - INFO - Epoch [192][240/264] lr: 6.787e-02, eta: 8:42:00, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6422, top5_acc: 0.8503, loss_cls: 1.4156, loss: 1.4156, grad_norm: 2.1530, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6152, loss/aux0: 1.6152 2020-10-23 16:32:30,203 - mmaction - INFO - Epoch [192][240/264] lr: 6.787e-02, eta: 8:42:07, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.6422, top5_acc: 0.8503, loss_cls: 1.4156, loss: 1.4156, grad_norm: 2.1648, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6140, loss/aux0: 1.6140 2020-10-23 16:33:06,760 - mmaction - INFO - Epoch [192][260/264] lr: 6.787e-02, eta: 8:41:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6394, top5_acc: 0.8458, loss_cls: 1.4369, loss: 1.4369, grad_norm: 2.1322, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6275, loss/aux0: 1.6275 2020-10-23 16:33:07,711 - mmaction - INFO - Epoch [192][260/264] lr: 6.787e-02, eta: 8:41:30, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6394, top5_acc: 0.8458, loss_cls: 1.4369, loss: 1.4369, grad_norm: 2.1283, top1_acc/aux0: 0.5903, top5_acc/aux0: 0.8179, loss_cls/aux0: 1.6325, loss/aux0: 1.6325 2020-10-23 16:35:01,512 - mmaction - INFO - Saving checkpoint at 192 epochs 2020-10-23 16:36:37,120 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 16:36:37,233 - mmaction - INFO - top1_acc 0.6866 top5_acc 0.8861 2020-10-23 16:36:37,234 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 16:36:37,254 - mmaction - INFO - mean_acc 0.6872 2020-10-23 16:36:37,255 - mmaction - INFO - Now best checkpoint is epoch_192.pth 2020-10-23 16:36:37,260 - mmaction - INFO - Epoch(val) [192][264] top1_acc: 0.6866, top5_acc: 0.8861, mean_class_accuracy: 0.6872 2020-10-23 16:40:42,887 - mmaction - INFO - Epoch [193][20/264] lr: 6.590e-02, eta: 8:40:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8497, loss_cls: 1.4164, loss: 1.4164, grad_norm: 2.0824, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5579, loss/aux0: 1.5579 2020-10-23 16:40:43,846 - mmaction - INFO - Epoch [193][20/264] lr: 6.590e-02, eta: 8:40:43, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8497, loss_cls: 1.4164, loss: 1.4164, grad_norm: 2.0908, top1_acc/aux0: 0.6040, top5_acc/aux0: 0.8293, loss_cls/aux0: 1.5561, loss/aux0: 1.5561 2020-10-23 16:41:20,236 - mmaction - INFO - Epoch [193][40/264] lr: 6.590e-02, eta: 8:40:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6352, top5_acc: 0.8490, loss_cls: 1.4355, loss: 1.4355, grad_norm: 2.1168, top1_acc/aux0: 0.6064, top5_acc/aux0: 0.8285, loss_cls/aux0: 1.5384, loss/aux0: 1.5384 2020-10-23 16:41:21,199 - mmaction - INFO - Epoch [193][40/264] lr: 6.590e-02, eta: 8:40:06, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6352, top5_acc: 0.8490, loss_cls: 1.4355, loss: 1.4355, grad_norm: 2.1215, top1_acc/aux0: 0.6066, top5_acc/aux0: 0.8241, loss_cls/aux0: 1.5539, loss/aux0: 1.5539 2020-10-23 16:41:57,652 - mmaction - INFO - Epoch [193][60/264] lr: 6.590e-02, eta: 8:39:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6273, top5_acc: 0.8385, loss_cls: 1.4806, loss: 1.4806, grad_norm: 2.1161, top1_acc/aux0: 0.6017, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6130, loss/aux0: 1.6130 2020-10-23 16:41:58,615 - mmaction - INFO - Epoch [193][60/264] lr: 6.590e-02, eta: 8:39:29, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6273, top5_acc: 0.8385, loss_cls: 1.4806, loss: 1.4806, grad_norm: 2.1090, top1_acc/aux0: 0.6038, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.5949, loss/aux0: 1.5949 2020-10-23 16:42:35,064 - mmaction - INFO - Epoch [193][80/264] lr: 6.590e-02, eta: 8:38:46, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6424, top5_acc: 0.8458, loss_cls: 1.4183, loss: 1.4183, grad_norm: 2.1208, top1_acc/aux0: 0.6040, top5_acc/aux0: 0.8222, loss_cls/aux0: 1.5828, loss/aux0: 1.5828 2020-10-23 16:42:36,002 - mmaction - INFO - Epoch [193][80/264] lr: 6.590e-02, eta: 8:38:52, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6424, top5_acc: 0.8458, loss_cls: 1.4183, loss: 1.4183, grad_norm: 2.1177, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8210, loss_cls/aux0: 1.5908, loss/aux0: 1.5908 2020-10-23 16:43:12,609 - mmaction - INFO - Epoch [193][100/264] lr: 6.590e-02, eta: 8:38:09, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8438, loss_cls: 1.4374, loss: 1.4374, grad_norm: 2.1596, top1_acc/aux0: 0.6092, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.5860, loss/aux0: 1.5860 2020-10-23 16:43:13,554 - mmaction - INFO - Epoch [193][100/264] lr: 6.590e-02, eta: 8:38:15, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8438, loss_cls: 1.4374, loss: 1.4374, grad_norm: 2.1775, top1_acc/aux0: 0.6069, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.5821, loss/aux0: 1.5821 2020-10-23 16:43:50,157 - mmaction - INFO - Epoch [193][120/264] lr: 6.590e-02, eta: 8:37:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6361, top5_acc: 0.8458, loss_cls: 1.4395, loss: 1.4395, grad_norm: 2.1222, top1_acc/aux0: 0.6050, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.5866, loss/aux0: 1.5866 2020-10-23 16:43:51,108 - mmaction - INFO - Epoch [193][120/264] lr: 6.590e-02, eta: 8:37:38, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6361, top5_acc: 0.8458, loss_cls: 1.4395, loss: 1.4395, grad_norm: 2.1242, top1_acc/aux0: 0.6080, top5_acc/aux0: 0.8257, loss_cls/aux0: 1.5772, loss/aux0: 1.5772 2020-10-23 16:44:27,760 - mmaction - INFO - Epoch [193][140/264] lr: 6.590e-02, eta: 8:36:55, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6530, top5_acc: 0.8493, loss_cls: 1.3965, loss: 1.3965, grad_norm: 2.1253, top1_acc/aux0: 0.6009, top5_acc/aux0: 0.8170, loss_cls/aux0: 1.6166, loss/aux0: 1.6166 2020-10-23 16:44:28,701 - mmaction - INFO - Epoch [193][140/264] lr: 6.590e-02, eta: 8:37:02, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6530, top5_acc: 0.8493, loss_cls: 1.3965, loss: 1.3965, grad_norm: 2.1198, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6189, loss/aux0: 1.6189 2020-10-23 16:45:05,393 - mmaction - INFO - Epoch [193][160/264] lr: 6.590e-02, eta: 8:36:19, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6491, top5_acc: 0.8460, loss_cls: 1.4231, loss: 1.4231, grad_norm: 2.1533, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5619, loss/aux0: 1.5619 2020-10-23 16:45:06,407 - mmaction - INFO - Epoch [193][160/264] lr: 6.590e-02, eta: 8:36:25, time: 0.952, data_time: 0.006, memory: 8466, top1_acc: 0.6491, top5_acc: 0.8460, loss_cls: 1.4231, loss: 1.4231, grad_norm: 2.1511, top1_acc/aux0: 0.6066, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5718, loss/aux0: 1.5718 2020-10-23 16:45:43,248 - mmaction - INFO - Epoch [193][180/264] lr: 6.590e-02, eta: 8:35:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8365, loss_cls: 1.5035, loss: 1.5035, grad_norm: 2.1670, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6149, loss/aux0: 1.6149 2020-10-23 16:45:44,198 - mmaction - INFO - Epoch [193][180/264] lr: 6.590e-02, eta: 8:35:48, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8365, loss_cls: 1.5035, loss: 1.5035, grad_norm: 2.1765, top1_acc/aux0: 0.5894, top5_acc/aux0: 0.8231, loss_cls/aux0: 1.6175, loss/aux0: 1.6175 2020-10-23 16:46:20,935 - mmaction - INFO - Epoch [193][200/264] lr: 6.590e-02, eta: 8:35:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6358, top5_acc: 0.8503, loss_cls: 1.4434, loss: 1.4434, grad_norm: 2.1693, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8262, loss_cls/aux0: 1.5840, loss/aux0: 1.5840 2020-10-23 16:46:21,896 - mmaction - INFO - Epoch [193][200/264] lr: 6.590e-02, eta: 8:35:11, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.6358, top5_acc: 0.8503, loss_cls: 1.4434, loss: 1.4434, grad_norm: 2.1670, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8280, loss_cls/aux0: 1.5700, loss/aux0: 1.5700 2020-10-23 16:46:58,745 - mmaction - INFO - Epoch [193][220/264] lr: 6.590e-02, eta: 8:34:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6312, top5_acc: 0.8424, loss_cls: 1.4632, loss: 1.4632, grad_norm: 2.1573, top1_acc/aux0: 0.6030, top5_acc/aux0: 0.8212, loss_cls/aux0: 1.5910, loss/aux0: 1.5910 2020-10-23 16:46:59,672 - mmaction - INFO - Epoch [193][220/264] lr: 6.590e-02, eta: 8:34:34, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6312, top5_acc: 0.8424, loss_cls: 1.4632, loss: 1.4632, grad_norm: 2.1560, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8186, loss_cls/aux0: 1.6046, loss/aux0: 1.6046 2020-10-23 16:47:36,332 - mmaction - INFO - Epoch [193][240/264] lr: 6.590e-02, eta: 8:33:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6295, top5_acc: 0.8377, loss_cls: 1.4811, loss: 1.4811, grad_norm: 2.1554, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.5900, loss/aux0: 1.5900 2020-10-23 16:47:37,290 - mmaction - INFO - Epoch [193][240/264] lr: 6.590e-02, eta: 8:33:58, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6295, top5_acc: 0.8377, loss_cls: 1.4811, loss: 1.4811, grad_norm: 2.1444, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8149, loss_cls/aux0: 1.5954, loss/aux0: 1.5954 2020-10-23 16:48:13,709 - mmaction - INFO - Epoch [193][260/264] lr: 6.590e-02, eta: 8:33:14, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6457, top5_acc: 0.8451, loss_cls: 1.4225, loss: 1.4225, grad_norm: 2.0713, top1_acc/aux0: 0.6030, top5_acc/aux0: 0.8231, loss_cls/aux0: 1.5836, loss/aux0: 1.5836 2020-10-23 16:48:14,659 - mmaction - INFO - Epoch [193][260/264] lr: 6.590e-02, eta: 8:33:21, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.6457, top5_acc: 0.8451, loss_cls: 1.4225, loss: 1.4225, grad_norm: 2.0930, top1_acc/aux0: 0.6012, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.5777, loss/aux0: 1.5777 2020-10-23 16:53:55,793 - mmaction - INFO - Epoch [194][20/264] lr: 6.396e-02, eta: 8:32:28, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6455, top5_acc: 0.8464, loss_cls: 1.4253, loss: 1.4253, grad_norm: 2.1252, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.5984, loss/aux0: 1.5984 2020-10-23 16:53:56,763 - mmaction - INFO - Epoch [194][20/264] lr: 6.396e-02, eta: 8:32:34, time: 0.928, data_time: 0.006, memory: 8466, top1_acc: 0.6455, top5_acc: 0.8464, loss_cls: 1.4253, loss: 1.4253, grad_norm: 2.1159, top1_acc/aux0: 0.6108, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.5856, loss/aux0: 1.5856 2020-10-23 16:54:33,047 - mmaction - INFO - Epoch [194][40/264] lr: 6.396e-02, eta: 8:31:51, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6359, top5_acc: 0.8474, loss_cls: 1.4394, loss: 1.4394, grad_norm: 2.1252, top1_acc/aux0: 0.6168, top5_acc/aux0: 0.8236, loss_cls/aux0: 1.5634, loss/aux0: 1.5634 2020-10-23 16:54:33,984 - mmaction - INFO - Epoch [194][40/264] lr: 6.396e-02, eta: 8:31:57, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6359, top5_acc: 0.8474, loss_cls: 1.4394, loss: 1.4394, grad_norm: 2.1244, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8210, loss_cls/aux0: 1.5819, loss/aux0: 1.5819 2020-10-23 16:55:10,485 - mmaction - INFO - Epoch [194][60/264] lr: 6.396e-02, eta: 8:31:14, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6448, top5_acc: 0.8483, loss_cls: 1.4175, loss: 1.4175, grad_norm: 2.1142, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5384, loss/aux0: 1.5384 2020-10-23 16:55:11,410 - mmaction - INFO - Epoch [194][60/264] lr: 6.396e-02, eta: 8:31:20, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6448, top5_acc: 0.8483, loss_cls: 1.4175, loss: 1.4175, grad_norm: 2.1219, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5429, loss/aux0: 1.5429 2020-10-23 16:55:48,051 - mmaction - INFO - Epoch [194][80/264] lr: 6.396e-02, eta: 8:30:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6420, top5_acc: 0.8481, loss_cls: 1.4237, loss: 1.4237, grad_norm: 2.1580, top1_acc/aux0: 0.6189, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.5504, loss/aux0: 1.5504 2020-10-23 16:55:48,985 - mmaction - INFO - Epoch [194][80/264] lr: 6.396e-02, eta: 8:30:43, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6420, top5_acc: 0.8481, loss_cls: 1.4237, loss: 1.4237, grad_norm: 2.1609, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.5362, loss/aux0: 1.5362 2020-10-23 16:56:25,713 - mmaction - INFO - Epoch [194][100/264] lr: 6.396e-02, eta: 8:30:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6512, top5_acc: 0.8491, loss_cls: 1.4058, loss: 1.4058, grad_norm: 2.1175, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8342, loss_cls/aux0: 1.5132, loss/aux0: 1.5132 2020-10-23 16:56:26,661 - mmaction - INFO - Epoch [194][100/264] lr: 6.396e-02, eta: 8:30:06, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6512, top5_acc: 0.8491, loss_cls: 1.4058, loss: 1.4058, grad_norm: 2.1243, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8347, loss_cls/aux0: 1.5127, loss/aux0: 1.5127 2020-10-23 16:57:03,476 - mmaction - INFO - Epoch [194][120/264] lr: 6.396e-02, eta: 8:29:23, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6486, top5_acc: 0.8533, loss_cls: 1.3912, loss: 1.3912, grad_norm: 2.1641, top1_acc/aux0: 0.6111, top5_acc/aux0: 0.8283, loss_cls/aux0: 1.5689, loss/aux0: 1.5689 2020-10-23 16:57:04,407 - mmaction - INFO - Epoch [194][120/264] lr: 6.396e-02, eta: 8:29:29, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.6486, top5_acc: 0.8533, loss_cls: 1.3912, loss: 1.3912, grad_norm: 2.1641, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8274, loss_cls/aux0: 1.5730, loss/aux0: 1.5730 2020-10-23 16:57:41,095 - mmaction - INFO - Epoch [194][140/264] lr: 6.396e-02, eta: 8:28:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6434, top5_acc: 0.8483, loss_cls: 1.4361, loss: 1.4361, grad_norm: 2.1460, top1_acc/aux0: 0.6066, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5606, loss/aux0: 1.5606 2020-10-23 16:57:42,028 - mmaction - INFO - Epoch [194][140/264] lr: 6.396e-02, eta: 8:28:53, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6434, top5_acc: 0.8483, loss_cls: 1.4361, loss: 1.4361, grad_norm: 2.1495, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8293, loss_cls/aux0: 1.5665, loss/aux0: 1.5665 2020-10-23 16:58:18,799 - mmaction - INFO - Epoch [194][160/264] lr: 6.396e-02, eta: 8:28:10, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6299, top5_acc: 0.8462, loss_cls: 1.4481, loss: 1.4481, grad_norm: 2.1978, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8168, loss_cls/aux0: 1.6315, loss/aux0: 1.6315 2020-10-23 16:58:19,740 - mmaction - INFO - Epoch [194][160/264] lr: 6.396e-02, eta: 8:28:16, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.6299, top5_acc: 0.8462, loss_cls: 1.4481, loss: 1.4481, grad_norm: 2.1798, top1_acc/aux0: 0.5988, top5_acc/aux0: 0.8186, loss_cls/aux0: 1.6161, loss/aux0: 1.6161 2020-10-23 16:58:56,366 - mmaction - INFO - Epoch [194][180/264] lr: 6.396e-02, eta: 8:27:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6340, top5_acc: 0.8403, loss_cls: 1.4627, loss: 1.4627, grad_norm: 2.1685, top1_acc/aux0: 0.6111, top5_acc/aux0: 0.8231, loss_cls/aux0: 1.5705, loss/aux0: 1.5705 2020-10-23 16:58:57,300 - mmaction - INFO - Epoch [194][180/264] lr: 6.396e-02, eta: 8:27:39, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6340, top5_acc: 0.8403, loss_cls: 1.4627, loss: 1.4627, grad_norm: 2.1694, top1_acc/aux0: 0.6108, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.5702, loss/aux0: 1.5702 2020-10-23 16:59:34,066 - mmaction - INFO - Epoch [194][200/264] lr: 6.396e-02, eta: 8:26:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6411, top5_acc: 0.8505, loss_cls: 1.4230, loss: 1.4230, grad_norm: 2.1062, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8304, loss_cls/aux0: 1.5787, loss/aux0: 1.5787 2020-10-23 16:59:35,019 - mmaction - INFO - Epoch [194][200/264] lr: 6.396e-02, eta: 8:27:02, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6411, top5_acc: 0.8505, loss_cls: 1.4230, loss: 1.4230, grad_norm: 2.1019, top1_acc/aux0: 0.6087, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5860, loss/aux0: 1.5860 2020-10-23 17:00:11,460 - mmaction - INFO - Epoch [194][220/264] lr: 6.396e-02, eta: 8:26:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6354, top5_acc: 0.8472, loss_cls: 1.4633, loss: 1.4633, grad_norm: 2.1863, top1_acc/aux0: 0.6028, top5_acc/aux0: 0.8264, loss_cls/aux0: 1.5895, loss/aux0: 1.5895 2020-10-23 17:00:12,403 - mmaction - INFO - Epoch [194][220/264] lr: 6.396e-02, eta: 8:26:25, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6354, top5_acc: 0.8472, loss_cls: 1.4633, loss: 1.4633, grad_norm: 2.1910, top1_acc/aux0: 0.6035, top5_acc/aux0: 0.8259, loss_cls/aux0: 1.5866, loss/aux0: 1.5866 2020-10-23 17:00:49,181 - mmaction - INFO - Epoch [194][240/264] lr: 6.396e-02, eta: 8:25:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6384, top5_acc: 0.8389, loss_cls: 1.4468, loss: 1.4468, grad_norm: 2.1977, top1_acc/aux0: 0.5946, top5_acc/aux0: 0.8189, loss_cls/aux0: 1.6056, loss/aux0: 1.6056 2020-10-23 17:00:50,196 - mmaction - INFO - Epoch [194][240/264] lr: 6.396e-02, eta: 8:25:48, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6384, top5_acc: 0.8389, loss_cls: 1.4468, loss: 1.4468, grad_norm: 2.1900, top1_acc/aux0: 0.5946, top5_acc/aux0: 0.8200, loss_cls/aux0: 1.6029, loss/aux0: 1.6029 2020-10-23 17:01:26,522 - mmaction - INFO - Epoch [194][260/264] lr: 6.396e-02, eta: 8:25:05, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6300, top5_acc: 0.8382, loss_cls: 1.4829, loss: 1.4829, grad_norm: 2.1359, top1_acc/aux0: 0.6160, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5525, loss/aux0: 1.5525 2020-10-23 17:01:27,466 - mmaction - INFO - Epoch [194][260/264] lr: 6.396e-02, eta: 8:25:11, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6300, top5_acc: 0.8382, loss_cls: 1.4829, loss: 1.4829, grad_norm: 2.1459, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5658, loss/aux0: 1.5658 2020-10-23 17:07:57,599 - mmaction - INFO - Epoch [195][20/264] lr: 6.204e-02, eta: 8:24:19, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.6411, top5_acc: 0.8455, loss_cls: 1.4220, loss: 1.4220, grad_norm: 2.1199, top1_acc/aux0: 0.6139, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5485, loss/aux0: 1.5485 2020-10-23 17:07:58,556 - mmaction - INFO - Epoch [195][20/264] lr: 6.204e-02, eta: 8:24:25, time: 0.925, data_time: 0.003, memory: 8466, top1_acc: 0.6411, top5_acc: 0.8455, loss_cls: 1.4220, loss: 1.4220, grad_norm: 2.1235, top1_acc/aux0: 0.6132, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5471, loss/aux0: 1.5471 2020-10-23 17:08:35,049 - mmaction - INFO - Epoch [195][40/264] lr: 6.204e-02, eta: 8:23:42, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6429, top5_acc: 0.8503, loss_cls: 1.4079, loss: 1.4079, grad_norm: 2.1617, top1_acc/aux0: 0.6137, top5_acc/aux0: 0.8335, loss_cls/aux0: 1.5309, loss/aux0: 1.5309 2020-10-23 17:08:35,982 - mmaction - INFO - Epoch [195][40/264] lr: 6.204e-02, eta: 8:23:48, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6429, top5_acc: 0.8503, loss_cls: 1.4079, loss: 1.4079, grad_norm: 2.1586, top1_acc/aux0: 0.6158, top5_acc/aux0: 0.8351, loss_cls/aux0: 1.5248, loss/aux0: 1.5248 2020-10-23 17:09:12,406 - mmaction - INFO - Epoch [195][60/264] lr: 6.204e-02, eta: 8:23:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6507, top5_acc: 0.8535, loss_cls: 1.3871, loss: 1.3871, grad_norm: 2.1985, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8306, loss_cls/aux0: 1.5430, loss/aux0: 1.5430 2020-10-23 17:09:13,346 - mmaction - INFO - Epoch [195][60/264] lr: 6.204e-02, eta: 8:23:11, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6507, top5_acc: 0.8535, loss_cls: 1.3871, loss: 1.3871, grad_norm: 2.1850, top1_acc/aux0: 0.6137, top5_acc/aux0: 0.8285, loss_cls/aux0: 1.5500, loss/aux0: 1.5500 2020-10-23 17:09:50,125 - mmaction - INFO - Epoch [195][80/264] lr: 6.204e-02, eta: 8:22:28, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6394, top5_acc: 0.8465, loss_cls: 1.4445, loss: 1.4445, grad_norm: 2.1729, top1_acc/aux0: 0.6101, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5579, loss/aux0: 1.5579 2020-10-23 17:09:51,055 - mmaction - INFO - Epoch [195][80/264] lr: 6.204e-02, eta: 8:22:34, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.6394, top5_acc: 0.8465, loss_cls: 1.4445, loss: 1.4445, grad_norm: 2.1685, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8257, loss_cls/aux0: 1.5567, loss/aux0: 1.5567 2020-10-23 17:10:27,725 - mmaction - INFO - Epoch [195][100/264] lr: 6.204e-02, eta: 8:21:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6481, top5_acc: 0.8455, loss_cls: 1.4224, loss: 1.4224, grad_norm: 2.1893, top1_acc/aux0: 0.6191, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.5430, loss/aux0: 1.5430 2020-10-23 17:10:28,690 - mmaction - INFO - Epoch [195][100/264] lr: 6.204e-02, eta: 8:21:57, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6481, top5_acc: 0.8455, loss_cls: 1.4224, loss: 1.4224, grad_norm: 2.1810, top1_acc/aux0: 0.6210, top5_acc/aux0: 0.8280, loss_cls/aux0: 1.5342, loss/aux0: 1.5342 2020-10-23 17:11:05,395 - mmaction - INFO - Epoch [195][120/264] lr: 6.204e-02, eta: 8:21:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6420, top5_acc: 0.8415, loss_cls: 1.4379, loss: 1.4379, grad_norm: 2.1960, top1_acc/aux0: 0.6189, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5346, loss/aux0: 1.5346 2020-10-23 17:11:06,349 - mmaction - INFO - Epoch [195][120/264] lr: 6.204e-02, eta: 8:21:20, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6420, top5_acc: 0.8415, loss_cls: 1.4379, loss: 1.4379, grad_norm: 2.1865, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5392, loss/aux0: 1.5392 2020-10-23 17:11:43,102 - mmaction - INFO - Epoch [195][140/264] lr: 6.204e-02, eta: 8:20:37, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6408, top5_acc: 0.8417, loss_cls: 1.4414, loss: 1.4414, grad_norm: 2.2039, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8243, loss_cls/aux0: 1.5761, loss/aux0: 1.5761 2020-10-23 17:11:44,058 - mmaction - INFO - Epoch [195][140/264] lr: 6.204e-02, eta: 8:20:43, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6408, top5_acc: 0.8417, loss_cls: 1.4414, loss: 1.4414, grad_norm: 2.1960, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8257, loss_cls/aux0: 1.5751, loss/aux0: 1.5751 2020-10-23 17:12:20,727 - mmaction - INFO - Epoch [195][160/264] lr: 6.204e-02, eta: 8:20:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8443, loss_cls: 1.4320, loss: 1.4320, grad_norm: 2.1460, top1_acc/aux0: 0.6050, top5_acc/aux0: 0.8252, loss_cls/aux0: 1.5820, loss/aux0: 1.5820 2020-10-23 17:12:21,666 - mmaction - INFO - Epoch [195][160/264] lr: 6.204e-02, eta: 8:20:06, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8443, loss_cls: 1.4320, loss: 1.4320, grad_norm: 2.1509, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.5920, loss/aux0: 1.5920 2020-10-23 17:12:58,368 - mmaction - INFO - Epoch [195][180/264] lr: 6.204e-02, eta: 8:19:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6450, top5_acc: 0.8521, loss_cls: 1.4124, loss: 1.4124, grad_norm: 2.1673, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8288, loss_cls/aux0: 1.5437, loss/aux0: 1.5437 2020-10-23 17:12:59,297 - mmaction - INFO - Epoch [195][180/264] lr: 6.204e-02, eta: 8:19:29, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6450, top5_acc: 0.8521, loss_cls: 1.4124, loss: 1.4124, grad_norm: 2.1591, top1_acc/aux0: 0.6144, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5369, loss/aux0: 1.5369 2020-10-23 17:13:36,286 - mmaction - INFO - Epoch [195][200/264] lr: 6.204e-02, eta: 8:18:47, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6436, top5_acc: 0.8557, loss_cls: 1.4065, loss: 1.4065, grad_norm: 2.1830, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5720, loss/aux0: 1.5720 2020-10-23 17:13:37,224 - mmaction - INFO - Epoch [195][200/264] lr: 6.204e-02, eta: 8:18:53, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.6436, top5_acc: 0.8557, loss_cls: 1.4065, loss: 1.4065, grad_norm: 2.1902, top1_acc/aux0: 0.5976, top5_acc/aux0: 0.8267, loss_cls/aux0: 1.5798, loss/aux0: 1.5798 2020-10-23 17:14:13,886 - mmaction - INFO - Epoch [195][220/264] lr: 6.204e-02, eta: 8:18:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6304, top5_acc: 0.8427, loss_cls: 1.4566, loss: 1.4566, grad_norm: 2.1806, top1_acc/aux0: 0.6165, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5481, loss/aux0: 1.5481 2020-10-23 17:14:14,833 - mmaction - INFO - Epoch [195][220/264] lr: 6.204e-02, eta: 8:18:16, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6304, top5_acc: 0.8427, loss_cls: 1.4566, loss: 1.4566, grad_norm: 2.1817, top1_acc/aux0: 0.6163, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5503, loss/aux0: 1.5503 2020-10-23 17:14:51,471 - mmaction - INFO - Epoch [195][240/264] lr: 6.204e-02, eta: 8:17:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6477, top5_acc: 0.8460, loss_cls: 1.4360, loss: 1.4360, grad_norm: 2.1849, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.5728, loss/aux0: 1.5728 2020-10-23 17:14:52,408 - mmaction - INFO - Epoch [195][240/264] lr: 6.204e-02, eta: 8:17:39, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.6477, top5_acc: 0.8460, loss_cls: 1.4360, loss: 1.4360, grad_norm: 2.1895, top1_acc/aux0: 0.6087, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.5672, loss/aux0: 1.5672 2020-10-23 17:15:29,187 - mmaction - INFO - Epoch [195][260/264] lr: 6.204e-02, eta: 8:16:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8569, loss_cls: 1.3844, loss: 1.3844, grad_norm: 2.1954, top1_acc/aux0: 0.6123, top5_acc/aux0: 0.8293, loss_cls/aux0: 1.5576, loss/aux0: 1.5576 2020-10-23 17:15:30,111 - mmaction - INFO - Epoch [195][260/264] lr: 6.204e-02, eta: 8:17:02, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8569, loss_cls: 1.3844, loss: 1.3844, grad_norm: 2.1969, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5604, loss/aux0: 1.5604 2020-10-23 17:21:31,965 - mmaction - INFO - Epoch [196][20/264] lr: 6.015e-02, eta: 8:16:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6580, top5_acc: 0.8641, loss_cls: 1.3555, loss: 1.3555, grad_norm: 2.1789, top1_acc/aux0: 0.6093, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5584, loss/aux0: 1.5584 2020-10-23 17:21:32,978 - mmaction - INFO - Epoch [196][20/264] lr: 6.015e-02, eta: 8:16:16, time: 0.947, data_time: 0.013, memory: 8466, top1_acc: 0.6580, top5_acc: 0.8641, loss_cls: 1.3555, loss: 1.3555, grad_norm: 2.1746, top1_acc/aux0: 0.6101, top5_acc/aux0: 0.8290, loss_cls/aux0: 1.5583, loss/aux0: 1.5583 2020-10-23 17:22:09,636 - mmaction - INFO - Epoch [196][40/264] lr: 6.015e-02, eta: 8:15:33, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6425, top5_acc: 0.8523, loss_cls: 1.4045, loss: 1.4045, grad_norm: 2.2156, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8361, loss_cls/aux0: 1.5169, loss/aux0: 1.5169 2020-10-23 17:22:10,555 - mmaction - INFO - Epoch [196][40/264] lr: 6.015e-02, eta: 8:15:39, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.6425, top5_acc: 0.8523, loss_cls: 1.4045, loss: 1.4045, grad_norm: 2.2113, top1_acc/aux0: 0.6217, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5093, loss/aux0: 1.5093 2020-10-23 17:22:47,174 - mmaction - INFO - Epoch [196][60/264] lr: 6.015e-02, eta: 8:14:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6523, top5_acc: 0.8559, loss_cls: 1.3636, loss: 1.3636, grad_norm: 2.1640, top1_acc/aux0: 0.6200, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5304, loss/aux0: 1.5304 2020-10-23 17:22:48,102 - mmaction - INFO - Epoch [196][60/264] lr: 6.015e-02, eta: 8:15:02, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6523, top5_acc: 0.8559, loss_cls: 1.3636, loss: 1.3636, grad_norm: 2.1567, top1_acc/aux0: 0.6189, top5_acc/aux0: 0.8306, loss_cls/aux0: 1.5321, loss/aux0: 1.5321 2020-10-23 17:23:24,463 - mmaction - INFO - Epoch [196][80/264] lr: 6.015e-02, eta: 8:14:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6495, top5_acc: 0.8530, loss_cls: 1.4006, loss: 1.4006, grad_norm: 2.2070, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8238, loss_cls/aux0: 1.5731, loss/aux0: 1.5731 2020-10-23 17:23:25,423 - mmaction - INFO - Epoch [196][80/264] lr: 6.015e-02, eta: 8:14:25, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6495, top5_acc: 0.8530, loss_cls: 1.4006, loss: 1.4006, grad_norm: 2.2074, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.5817, loss/aux0: 1.5817 2020-10-23 17:24:02,203 - mmaction - INFO - Epoch [196][100/264] lr: 6.015e-02, eta: 8:13:42, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6582, top5_acc: 0.8571, loss_cls: 1.3744, loss: 1.3744, grad_norm: 2.1705, top1_acc/aux0: 0.6217, top5_acc/aux0: 0.8384, loss_cls/aux0: 1.5090, loss/aux0: 1.5090 2020-10-23 17:24:03,155 - mmaction - INFO - Epoch [196][100/264] lr: 6.015e-02, eta: 8:13:48, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.6582, top5_acc: 0.8571, loss_cls: 1.3744, loss: 1.3744, grad_norm: 2.1676, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8368, loss_cls/aux0: 1.5049, loss/aux0: 1.5049 2020-10-23 17:24:40,068 - mmaction - INFO - Epoch [196][120/264] lr: 6.015e-02, eta: 8:13:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6488, top5_acc: 0.8559, loss_cls: 1.3958, loss: 1.3958, grad_norm: 2.1839, top1_acc/aux0: 0.6264, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5134, loss/aux0: 1.5134 2020-10-23 17:24:41,011 - mmaction - INFO - Epoch [196][120/264] lr: 6.015e-02, eta: 8:13:11, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6488, top5_acc: 0.8559, loss_cls: 1.3958, loss: 1.3958, grad_norm: 2.1819, top1_acc/aux0: 0.6257, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5095, loss/aux0: 1.5095 2020-10-23 17:25:17,796 - mmaction - INFO - Epoch [196][140/264] lr: 6.015e-02, eta: 8:12:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6472, top5_acc: 0.8530, loss_cls: 1.3869, loss: 1.3869, grad_norm: 2.2054, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8295, loss_cls/aux0: 1.5642, loss/aux0: 1.5642 2020-10-23 17:25:18,759 - mmaction - INFO - Epoch [196][140/264] lr: 6.015e-02, eta: 8:12:35, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6472, top5_acc: 0.8530, loss_cls: 1.3869, loss: 1.3869, grad_norm: 2.2047, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8290, loss_cls/aux0: 1.5643, loss/aux0: 1.5643 2020-10-23 17:25:55,490 - mmaction - INFO - Epoch [196][160/264] lr: 6.015e-02, eta: 8:11:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6549, top5_acc: 0.8597, loss_cls: 1.3504, loss: 1.3504, grad_norm: 2.1946, top1_acc/aux0: 0.6153, top5_acc/aux0: 0.8311, loss_cls/aux0: 1.5277, loss/aux0: 1.5277 2020-10-23 17:25:56,431 - mmaction - INFO - Epoch [196][160/264] lr: 6.015e-02, eta: 8:11:58, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6549, top5_acc: 0.8597, loss_cls: 1.3504, loss: 1.3504, grad_norm: 2.1941, top1_acc/aux0: 0.6132, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5354, loss/aux0: 1.5354 2020-10-23 17:26:33,133 - mmaction - INFO - Epoch [196][180/264] lr: 6.015e-02, eta: 8:11:15, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6474, top5_acc: 0.8524, loss_cls: 1.3977, loss: 1.3977, grad_norm: 2.1902, top1_acc/aux0: 0.6144, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5552, loss/aux0: 1.5552 2020-10-23 17:26:34,076 - mmaction - INFO - Epoch [196][180/264] lr: 6.015e-02, eta: 8:11:21, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6474, top5_acc: 0.8524, loss_cls: 1.3977, loss: 1.3977, grad_norm: 2.1928, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5532, loss/aux0: 1.5532 2020-10-23 17:27:10,738 - mmaction - INFO - Epoch [196][200/264] lr: 6.015e-02, eta: 8:10:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6552, top5_acc: 0.8585, loss_cls: 1.3866, loss: 1.3866, grad_norm: 2.1603, top1_acc/aux0: 0.6134, top5_acc/aux0: 0.8368, loss_cls/aux0: 1.5528, loss/aux0: 1.5528 2020-10-23 17:27:11,694 - mmaction - INFO - Epoch [196][200/264] lr: 6.015e-02, eta: 8:10:44, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6552, top5_acc: 0.8585, loss_cls: 1.3866, loss: 1.3866, grad_norm: 2.1583, top1_acc/aux0: 0.6127, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5522, loss/aux0: 1.5522 2020-10-23 17:27:48,314 - mmaction - INFO - Epoch [196][220/264] lr: 6.015e-02, eta: 8:10:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6417, top5_acc: 0.8457, loss_cls: 1.4437, loss: 1.4437, grad_norm: 2.1900, top1_acc/aux0: 0.6097, top5_acc/aux0: 0.8274, loss_cls/aux0: 1.5567, loss/aux0: 1.5567 2020-10-23 17:27:49,245 - mmaction - INFO - Epoch [196][220/264] lr: 6.015e-02, eta: 8:10:07, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6417, top5_acc: 0.8457, loss_cls: 1.4437, loss: 1.4437, grad_norm: 2.1849, top1_acc/aux0: 0.6097, top5_acc/aux0: 0.8285, loss_cls/aux0: 1.5518, loss/aux0: 1.5518 2020-10-23 17:28:25,908 - mmaction - INFO - Epoch [196][240/264] lr: 6.015e-02, eta: 8:09:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6472, top5_acc: 0.8495, loss_cls: 1.4070, loss: 1.4070, grad_norm: 2.2056, top1_acc/aux0: 0.6187, top5_acc/aux0: 0.8345, loss_cls/aux0: 1.5029, loss/aux0: 1.5029 2020-10-23 17:28:26,867 - mmaction - INFO - Epoch [196][240/264] lr: 6.015e-02, eta: 8:09:30, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6472, top5_acc: 0.8495, loss_cls: 1.4070, loss: 1.4070, grad_norm: 2.2045, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8342, loss_cls/aux0: 1.5082, loss/aux0: 1.5082 2020-10-23 17:29:03,350 - mmaction - INFO - Epoch [196][260/264] lr: 6.015e-02, eta: 8:08:47, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6474, top5_acc: 0.8448, loss_cls: 1.4278, loss: 1.4278, grad_norm: 2.2078, top1_acc/aux0: 0.6134, top5_acc/aux0: 0.8314, loss_cls/aux0: 1.5357, loss/aux0: 1.5357 2020-10-23 17:29:04,270 - mmaction - INFO - Epoch [196][260/264] lr: 6.015e-02, eta: 8:08:53, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.6474, top5_acc: 0.8448, loss_cls: 1.4278, loss: 1.4278, grad_norm: 2.2119, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5386, loss/aux0: 1.5386 2020-10-23 17:35:03,510 - mmaction - INFO - Epoch [197][20/264] lr: 5.829e-02, eta: 8:08:01, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6497, top5_acc: 0.8497, loss_cls: 1.4123, loss: 1.4123, grad_norm: 2.1422, top1_acc/aux0: 0.6248, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4716, loss/aux0: 1.4716 2020-10-23 17:35:04,465 - mmaction - INFO - Epoch [197][20/264] lr: 5.829e-02, eta: 8:08:07, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6497, top5_acc: 0.8497, loss_cls: 1.4123, loss: 1.4123, grad_norm: 2.1411, top1_acc/aux0: 0.6243, top5_acc/aux0: 0.8444, loss_cls/aux0: 1.4726, loss/aux0: 1.4726 2020-10-23 17:35:40,753 - mmaction - INFO - Epoch [197][40/264] lr: 5.829e-02, eta: 8:07:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6594, top5_acc: 0.8568, loss_cls: 1.3622, loss: 1.3622, grad_norm: 2.1679, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8351, loss_cls/aux0: 1.4989, loss/aux0: 1.4989 2020-10-23 17:35:41,688 - mmaction - INFO - Epoch [197][40/264] lr: 5.829e-02, eta: 8:07:30, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6594, top5_acc: 0.8568, loss_cls: 1.3622, loss: 1.3622, grad_norm: 2.1705, top1_acc/aux0: 0.6233, top5_acc/aux0: 0.8340, loss_cls/aux0: 1.5020, loss/aux0: 1.5020 2020-10-23 17:36:18,275 - mmaction - INFO - Epoch [197][60/264] lr: 5.829e-02, eta: 8:06:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6552, top5_acc: 0.8545, loss_cls: 1.3660, loss: 1.3660, grad_norm: 2.1679, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8345, loss_cls/aux0: 1.5115, loss/aux0: 1.5115 2020-10-23 17:36:19,214 - mmaction - INFO - Epoch [197][60/264] lr: 5.829e-02, eta: 8:06:53, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6552, top5_acc: 0.8545, loss_cls: 1.3660, loss: 1.3660, grad_norm: 2.1605, top1_acc/aux0: 0.6191, top5_acc/aux0: 0.8361, loss_cls/aux0: 1.5062, loss/aux0: 1.5062 2020-10-23 17:36:55,722 - mmaction - INFO - Epoch [197][80/264] lr: 5.829e-02, eta: 8:06:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6465, top5_acc: 0.8495, loss_cls: 1.4024, loss: 1.4024, grad_norm: 2.2238, top1_acc/aux0: 0.6222, top5_acc/aux0: 0.8330, loss_cls/aux0: 1.5269, loss/aux0: 1.5269 2020-10-23 17:36:56,688 - mmaction - INFO - Epoch [197][80/264] lr: 5.829e-02, eta: 8:06:16, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6465, top5_acc: 0.8495, loss_cls: 1.4024, loss: 1.4024, grad_norm: 2.2183, top1_acc/aux0: 0.6259, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5245, loss/aux0: 1.5245 2020-10-23 17:37:33,369 - mmaction - INFO - Epoch [197][100/264] lr: 5.829e-02, eta: 8:05:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6616, top5_acc: 0.8580, loss_cls: 1.3555, loss: 1.3555, grad_norm: 2.2050, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8382, loss_cls/aux0: 1.4743, loss/aux0: 1.4743 2020-10-23 17:37:34,310 - mmaction - INFO - Epoch [197][100/264] lr: 5.829e-02, eta: 8:05:39, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6616, top5_acc: 0.8580, loss_cls: 1.3555, loss: 1.3555, grad_norm: 2.1959, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8373, loss_cls/aux0: 1.4743, loss/aux0: 1.4743 2020-10-23 17:38:11,042 - mmaction - INFO - Epoch [197][120/264] lr: 5.829e-02, eta: 8:04:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6563, top5_acc: 0.8530, loss_cls: 1.3816, loss: 1.3816, grad_norm: 2.1895, top1_acc/aux0: 0.6187, top5_acc/aux0: 0.8347, loss_cls/aux0: 1.5273, loss/aux0: 1.5273 2020-10-23 17:38:12,039 - mmaction - INFO - Epoch [197][120/264] lr: 5.829e-02, eta: 8:05:02, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6563, top5_acc: 0.8530, loss_cls: 1.3816, loss: 1.3816, grad_norm: 2.1930, top1_acc/aux0: 0.6155, top5_acc/aux0: 0.8342, loss_cls/aux0: 1.5388, loss/aux0: 1.5388 2020-10-23 17:38:48,925 - mmaction - INFO - Epoch [197][140/264] lr: 5.829e-02, eta: 8:04:20, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8479, loss_cls: 1.4057, loss: 1.4057, grad_norm: 2.2639, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5222, loss/aux0: 1.5222 2020-10-23 17:38:49,915 - mmaction - INFO - Epoch [197][140/264] lr: 5.829e-02, eta: 8:04:25, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8479, loss_cls: 1.4057, loss: 1.4057, grad_norm: 2.2600, top1_acc/aux0: 0.6243, top5_acc/aux0: 0.8330, loss_cls/aux0: 1.5195, loss/aux0: 1.5195 2020-10-23 17:39:27,016 - mmaction - INFO - Epoch [197][160/264] lr: 5.829e-02, eta: 8:03:43, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6418, top5_acc: 0.8519, loss_cls: 1.4370, loss: 1.4370, grad_norm: 2.2131, top1_acc/aux0: 0.6092, top5_acc/aux0: 0.8243, loss_cls/aux0: 1.5562, loss/aux0: 1.5562 2020-10-23 17:39:27,972 - mmaction - INFO - Epoch [197][160/264] lr: 5.829e-02, eta: 8:03:49, time: 0.956, data_time: 0.004, memory: 8466, top1_acc: 0.6418, top5_acc: 0.8519, loss_cls: 1.4370, loss: 1.4370, grad_norm: 2.2142, top1_acc/aux0: 0.6106, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.5499, loss/aux0: 1.5499 2020-10-23 17:40:04,736 - mmaction - INFO - Epoch [197][180/264] lr: 5.829e-02, eta: 8:03:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6583, top5_acc: 0.8564, loss_cls: 1.3712, loss: 1.3712, grad_norm: 2.2235, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8316, loss_cls/aux0: 1.5442, loss/aux0: 1.5442 2020-10-23 17:40:05,669 - mmaction - INFO - Epoch [197][180/264] lr: 5.829e-02, eta: 8:03:12, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6583, top5_acc: 0.8564, loss_cls: 1.3712, loss: 1.3712, grad_norm: 2.2175, top1_acc/aux0: 0.6101, top5_acc/aux0: 0.8306, loss_cls/aux0: 1.5455, loss/aux0: 1.5455 2020-10-23 17:40:42,460 - mmaction - INFO - Epoch [197][200/264] lr: 5.829e-02, eta: 8:02:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6535, top5_acc: 0.8498, loss_cls: 1.4061, loss: 1.4061, grad_norm: 2.2422, top1_acc/aux0: 0.6280, top5_acc/aux0: 0.8368, loss_cls/aux0: 1.5027, loss/aux0: 1.5027 2020-10-23 17:40:43,408 - mmaction - INFO - Epoch [197][200/264] lr: 5.829e-02, eta: 8:02:35, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6535, top5_acc: 0.8498, loss_cls: 1.4061, loss: 1.4061, grad_norm: 2.2563, top1_acc/aux0: 0.6278, top5_acc/aux0: 0.8363, loss_cls/aux0: 1.5066, loss/aux0: 1.5066 2020-10-23 17:41:20,025 - mmaction - INFO - Epoch [197][220/264] lr: 5.829e-02, eta: 8:01:52, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6377, top5_acc: 0.8441, loss_cls: 1.4423, loss: 1.4423, grad_norm: 2.1836, top1_acc/aux0: 0.6108, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.5714, loss/aux0: 1.5714 2020-10-23 17:41:20,961 - mmaction - INFO - Epoch [197][220/264] lr: 5.829e-02, eta: 8:01:58, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6377, top5_acc: 0.8441, loss_cls: 1.4423, loss: 1.4423, grad_norm: 2.1909, top1_acc/aux0: 0.6108, top5_acc/aux0: 0.8241, loss_cls/aux0: 1.5756, loss/aux0: 1.5756 2020-10-23 17:41:57,679 - mmaction - INFO - Epoch [197][240/264] lr: 5.829e-02, eta: 8:01:16, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6514, top5_acc: 0.8587, loss_cls: 1.3759, loss: 1.3759, grad_norm: 2.1893, top1_acc/aux0: 0.6149, top5_acc/aux0: 0.8285, loss_cls/aux0: 1.5457, loss/aux0: 1.5457 2020-10-23 17:41:58,611 - mmaction - INFO - Epoch [197][240/264] lr: 5.829e-02, eta: 8:01:21, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6514, top5_acc: 0.8587, loss_cls: 1.3759, loss: 1.3759, grad_norm: 2.1836, top1_acc/aux0: 0.6153, top5_acc/aux0: 0.8300, loss_cls/aux0: 1.5358, loss/aux0: 1.5358 2020-10-23 17:42:35,287 - mmaction - INFO - Epoch [197][260/264] lr: 5.829e-02, eta: 8:00:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6411, top5_acc: 0.8484, loss_cls: 1.4070, loss: 1.4070, grad_norm: 2.2236, top1_acc/aux0: 0.6149, top5_acc/aux0: 0.8382, loss_cls/aux0: 1.5073, loss/aux0: 1.5073 2020-10-23 17:42:36,246 - mmaction - INFO - Epoch [197][260/264] lr: 5.829e-02, eta: 8:00:44, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6411, top5_acc: 0.8484, loss_cls: 1.4070, loss: 1.4070, grad_norm: 2.2199, top1_acc/aux0: 0.6160, top5_acc/aux0: 0.8356, loss_cls/aux0: 1.5125, loss/aux0: 1.5125 2020-10-23 17:48:42,534 - mmaction - INFO - Epoch [198][20/264] lr: 5.644e-02, eta: 7:59:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6575, top5_acc: 0.8545, loss_cls: 1.3625, loss: 1.3625, grad_norm: 2.2282, top1_acc/aux0: 0.6319, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.4980, loss/aux0: 1.4980 2020-10-23 17:48:43,519 - mmaction - INFO - Epoch [198][20/264] lr: 5.644e-02, eta: 7:59:58, time: 0.943, data_time: 0.008, memory: 8466, top1_acc: 0.6575, top5_acc: 0.8545, loss_cls: 1.3625, loss: 1.3625, grad_norm: 2.2286, top1_acc/aux0: 0.6314, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.4987, loss/aux0: 1.4987 2020-10-23 17:49:19,921 - mmaction - INFO - Epoch [198][40/264] lr: 5.644e-02, eta: 7:59:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6557, top5_acc: 0.8573, loss_cls: 1.3658, loss: 1.3658, grad_norm: 2.2044, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8319, loss_cls/aux0: 1.5129, loss/aux0: 1.5129 2020-10-23 17:49:20,861 - mmaction - INFO - Epoch [198][40/264] lr: 5.644e-02, eta: 7:59:21, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6557, top5_acc: 0.8573, loss_cls: 1.3658, loss: 1.3658, grad_norm: 2.2124, top1_acc/aux0: 0.6212, top5_acc/aux0: 0.8300, loss_cls/aux0: 1.5228, loss/aux0: 1.5228 2020-10-23 17:49:57,334 - mmaction - INFO - Epoch [198][60/264] lr: 5.644e-02, eta: 7:58:38, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6554, top5_acc: 0.8599, loss_cls: 1.3574, loss: 1.3574, grad_norm: 2.2146, top1_acc/aux0: 0.6243, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5204, loss/aux0: 1.5204 2020-10-23 17:49:58,260 - mmaction - INFO - Epoch [198][60/264] lr: 5.644e-02, eta: 7:58:44, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6554, top5_acc: 0.8599, loss_cls: 1.3574, loss: 1.3574, grad_norm: 2.1960, top1_acc/aux0: 0.6269, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5018, loss/aux0: 1.5018 2020-10-23 17:50:34,834 - mmaction - INFO - Epoch [198][80/264] lr: 5.644e-02, eta: 7:58:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6599, top5_acc: 0.8592, loss_cls: 1.3454, loss: 1.3454, grad_norm: 2.1741, top1_acc/aux0: 0.6304, top5_acc/aux0: 0.8413, loss_cls/aux0: 1.4759, loss/aux0: 1.4759 2020-10-23 17:50:35,779 - mmaction - INFO - Epoch [198][80/264] lr: 5.644e-02, eta: 7:58:07, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6599, top5_acc: 0.8592, loss_cls: 1.3454, loss: 1.3454, grad_norm: 2.1867, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8387, loss_cls/aux0: 1.4909, loss/aux0: 1.4909 2020-10-23 17:51:12,299 - mmaction - INFO - Epoch [198][100/264] lr: 5.644e-02, eta: 7:57:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6401, top5_acc: 0.8465, loss_cls: 1.4130, loss: 1.4130, grad_norm: 2.2892, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8373, loss_cls/aux0: 1.4928, loss/aux0: 1.4928 2020-10-23 17:51:13,231 - mmaction - INFO - Epoch [198][100/264] lr: 5.644e-02, eta: 7:57:30, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6401, top5_acc: 0.8465, loss_cls: 1.4130, loss: 1.4130, grad_norm: 2.2851, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.4864, loss/aux0: 1.4864 2020-10-23 17:51:50,009 - mmaction - INFO - Epoch [198][120/264] lr: 5.644e-02, eta: 7:56:48, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6583, top5_acc: 0.8604, loss_cls: 1.3446, loss: 1.3446, grad_norm: 2.2231, top1_acc/aux0: 0.6170, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5226, loss/aux0: 1.5226 2020-10-23 17:51:50,949 - mmaction - INFO - Epoch [198][120/264] lr: 5.644e-02, eta: 7:56:53, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.6583, top5_acc: 0.8604, loss_cls: 1.3446, loss: 1.3446, grad_norm: 2.2183, top1_acc/aux0: 0.6165, top5_acc/aux0: 0.8332, loss_cls/aux0: 1.5246, loss/aux0: 1.5246 2020-10-23 17:52:27,767 - mmaction - INFO - Epoch [198][140/264] lr: 5.644e-02, eta: 7:56:11, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6519, top5_acc: 0.8519, loss_cls: 1.3899, loss: 1.3899, grad_norm: 2.2470, top1_acc/aux0: 0.6259, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.4854, loss/aux0: 1.4854 2020-10-23 17:52:28,742 - mmaction - INFO - Epoch [198][140/264] lr: 5.644e-02, eta: 7:56:17, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.6519, top5_acc: 0.8519, loss_cls: 1.3899, loss: 1.3899, grad_norm: 2.2503, top1_acc/aux0: 0.6269, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.4815, loss/aux0: 1.4815 2020-10-23 17:53:05,488 - mmaction - INFO - Epoch [198][160/264] lr: 5.644e-02, eta: 7:55:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6479, top5_acc: 0.8486, loss_cls: 1.3865, loss: 1.3865, grad_norm: 2.2314, top1_acc/aux0: 0.6188, top5_acc/aux0: 0.8321, loss_cls/aux0: 1.5208, loss/aux0: 1.5208 2020-10-23 17:53:06,437 - mmaction - INFO - Epoch [198][160/264] lr: 5.644e-02, eta: 7:55:40, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6479, top5_acc: 0.8486, loss_cls: 1.3865, loss: 1.3865, grad_norm: 2.2317, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5246, loss/aux0: 1.5246 2020-10-23 17:53:43,207 - mmaction - INFO - Epoch [198][180/264] lr: 5.644e-02, eta: 7:54:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6465, top5_acc: 0.8488, loss_cls: 1.4173, loss: 1.4173, grad_norm: 2.2572, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8410, loss_cls/aux0: 1.5066, loss/aux0: 1.5066 2020-10-23 17:53:44,165 - mmaction - INFO - Epoch [198][180/264] lr: 5.644e-02, eta: 7:55:03, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.6465, top5_acc: 0.8488, loss_cls: 1.4173, loss: 1.4173, grad_norm: 2.2598, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8392, loss_cls/aux0: 1.5163, loss/aux0: 1.5163 2020-10-23 17:54:20,950 - mmaction - INFO - Epoch [198][200/264] lr: 5.644e-02, eta: 7:54:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6507, top5_acc: 0.8488, loss_cls: 1.3974, loss: 1.3974, grad_norm: 2.2714, top1_acc/aux0: 0.6231, top5_acc/aux0: 0.8373, loss_cls/aux0: 1.4991, loss/aux0: 1.4991 2020-10-23 17:54:21,883 - mmaction - INFO - Epoch [198][200/264] lr: 5.644e-02, eta: 7:54:26, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6507, top5_acc: 0.8488, loss_cls: 1.3974, loss: 1.3974, grad_norm: 2.2773, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.4845, loss/aux0: 1.4845 2020-10-23 17:54:58,804 - mmaction - INFO - Epoch [198][220/264] lr: 5.644e-02, eta: 7:53:44, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6510, top5_acc: 0.8597, loss_cls: 1.3723, loss: 1.3723, grad_norm: 2.2951, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5163, loss/aux0: 1.5163 2020-10-23 17:54:59,772 - mmaction - INFO - Epoch [198][220/264] lr: 5.644e-02, eta: 7:53:49, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6510, top5_acc: 0.8597, loss_cls: 1.3723, loss: 1.3723, grad_norm: 2.2917, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8363, loss_cls/aux0: 1.5172, loss/aux0: 1.5172 2020-10-23 17:55:36,327 - mmaction - INFO - Epoch [198][240/264] lr: 5.644e-02, eta: 7:53:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6540, top5_acc: 0.8526, loss_cls: 1.3830, loss: 1.3830, grad_norm: 2.2393, top1_acc/aux0: 0.6215, top5_acc/aux0: 0.8399, loss_cls/aux0: 1.5121, loss/aux0: 1.5121 2020-10-23 17:55:37,290 - mmaction - INFO - Epoch [198][240/264] lr: 5.644e-02, eta: 7:53:12, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6540, top5_acc: 0.8526, loss_cls: 1.3830, loss: 1.3830, grad_norm: 2.2303, top1_acc/aux0: 0.6186, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5229, loss/aux0: 1.5229 2020-10-23 17:56:13,857 - mmaction - INFO - Epoch [198][260/264] lr: 5.644e-02, eta: 7:52:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6509, top5_acc: 0.8500, loss_cls: 1.3868, loss: 1.3868, grad_norm: 2.2024, top1_acc/aux0: 0.6123, top5_acc/aux0: 0.8387, loss_cls/aux0: 1.5245, loss/aux0: 1.5245 2020-10-23 17:56:14,843 - mmaction - INFO - Epoch [198][260/264] lr: 5.644e-02, eta: 7:52:36, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6509, top5_acc: 0.8500, loss_cls: 1.3868, loss: 1.3868, grad_norm: 2.1966, top1_acc/aux0: 0.6132, top5_acc/aux0: 0.8394, loss_cls/aux0: 1.5136, loss/aux0: 1.5136 2020-10-23 18:02:41,538 - mmaction - INFO - Epoch [199][20/264] lr: 5.463e-02, eta: 7:51:44, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6606, top5_acc: 0.8613, loss_cls: 1.3624, loss: 1.3624, grad_norm: 2.2341, top1_acc/aux0: 0.6230, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5196, loss/aux0: 1.5196 2020-10-23 18:02:42,538 - mmaction - INFO - Epoch [199][20/264] lr: 5.463e-02, eta: 7:51:49, time: 0.930, data_time: 0.006, memory: 8466, top1_acc: 0.6606, top5_acc: 0.8613, loss_cls: 1.3624, loss: 1.3624, grad_norm: 2.2417, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8335, loss_cls/aux0: 1.5265, loss/aux0: 1.5265 2020-10-23 18:03:18,761 - mmaction - INFO - Epoch [199][40/264] lr: 5.463e-02, eta: 7:51:07, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6623, top5_acc: 0.8568, loss_cls: 1.3656, loss: 1.3656, grad_norm: 2.2831, top1_acc/aux0: 0.6313, top5_acc/aux0: 0.8361, loss_cls/aux0: 1.5113, loss/aux0: 1.5113 2020-10-23 18:03:19,756 - mmaction - INFO - Epoch [199][40/264] lr: 5.463e-02, eta: 7:51:12, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6623, top5_acc: 0.8568, loss_cls: 1.3656, loss: 1.3656, grad_norm: 2.2868, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5047, loss/aux0: 1.5047 2020-10-23 18:03:56,142 - mmaction - INFO - Epoch [199][60/264] lr: 5.463e-02, eta: 7:50:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6639, top5_acc: 0.8599, loss_cls: 1.3322, loss: 1.3322, grad_norm: 2.2275, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.4790, loss/aux0: 1.4790 2020-10-23 18:03:57,079 - mmaction - INFO - Epoch [199][60/264] lr: 5.463e-02, eta: 7:50:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6639, top5_acc: 0.8599, loss_cls: 1.3322, loss: 1.3322, grad_norm: 2.2392, top1_acc/aux0: 0.6325, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.4792, loss/aux0: 1.4792 2020-10-23 18:04:33,709 - mmaction - INFO - Epoch [199][80/264] lr: 5.463e-02, eta: 7:49:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6573, top5_acc: 0.8502, loss_cls: 1.3735, loss: 1.3735, grad_norm: 2.2686, top1_acc/aux0: 0.6267, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5124, loss/aux0: 1.5124 2020-10-23 18:04:34,647 - mmaction - INFO - Epoch [199][80/264] lr: 5.463e-02, eta: 7:49:58, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6573, top5_acc: 0.8502, loss_cls: 1.3735, loss: 1.3735, grad_norm: 2.2576, top1_acc/aux0: 0.6283, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5046, loss/aux0: 1.5046 2020-10-23 18:05:11,128 - mmaction - INFO - Epoch [199][100/264] lr: 5.463e-02, eta: 7:49:16, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6547, top5_acc: 0.8545, loss_cls: 1.3820, loss: 1.3820, grad_norm: 2.2805, top1_acc/aux0: 0.6267, top5_acc/aux0: 0.8306, loss_cls/aux0: 1.4869, loss/aux0: 1.4869 2020-10-23 18:05:12,122 - mmaction - INFO - Epoch [199][100/264] lr: 5.463e-02, eta: 7:49:21, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6547, top5_acc: 0.8545, loss_cls: 1.3820, loss: 1.3820, grad_norm: 2.2837, top1_acc/aux0: 0.6264, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.4887, loss/aux0: 1.4887 2020-10-23 18:05:48,855 - mmaction - INFO - Epoch [199][120/264] lr: 5.463e-02, eta: 7:48:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6524, top5_acc: 0.8575, loss_cls: 1.3564, loss: 1.3564, grad_norm: 2.2831, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5080, loss/aux0: 1.5080 2020-10-23 18:05:49,798 - mmaction - INFO - Epoch [199][120/264] lr: 5.463e-02, eta: 7:48:45, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6524, top5_acc: 0.8575, loss_cls: 1.3564, loss: 1.3564, grad_norm: 2.2917, top1_acc/aux0: 0.6184, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5127, loss/aux0: 1.5127 2020-10-23 18:06:26,640 - mmaction - INFO - Epoch [199][140/264] lr: 5.463e-02, eta: 7:48:02, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6486, top5_acc: 0.8573, loss_cls: 1.3734, loss: 1.3734, grad_norm: 2.2563, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8319, loss_cls/aux0: 1.5014, loss/aux0: 1.5014 2020-10-23 18:06:27,590 - mmaction - INFO - Epoch [199][140/264] lr: 5.463e-02, eta: 7:48:08, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6486, top5_acc: 0.8573, loss_cls: 1.3734, loss: 1.3734, grad_norm: 2.2516, top1_acc/aux0: 0.6194, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5092, loss/aux0: 1.5092 2020-10-23 18:07:04,546 - mmaction - INFO - Epoch [199][160/264] lr: 5.463e-02, eta: 7:47:25, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6507, top5_acc: 0.8538, loss_cls: 1.3869, loss: 1.3869, grad_norm: 2.2800, top1_acc/aux0: 0.6087, top5_acc/aux0: 0.8347, loss_cls/aux0: 1.5308, loss/aux0: 1.5308 2020-10-23 18:07:05,479 - mmaction - INFO - Epoch [199][160/264] lr: 5.463e-02, eta: 7:47:31, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.6507, top5_acc: 0.8538, loss_cls: 1.3869, loss: 1.3869, grad_norm: 2.2906, top1_acc/aux0: 0.6097, top5_acc/aux0: 0.8342, loss_cls/aux0: 1.5332, loss/aux0: 1.5332 2020-10-23 18:07:42,338 - mmaction - INFO - Epoch [199][180/264] lr: 5.463e-02, eta: 7:46:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6670, top5_acc: 0.8590, loss_cls: 1.3252, loss: 1.3252, grad_norm: 2.2529, top1_acc/aux0: 0.6285, top5_acc/aux0: 0.8340, loss_cls/aux0: 1.4991, loss/aux0: 1.4991 2020-10-23 18:07:43,307 - mmaction - INFO - Epoch [199][180/264] lr: 5.463e-02, eta: 7:46:54, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6670, top5_acc: 0.8590, loss_cls: 1.3252, loss: 1.3252, grad_norm: 2.2478, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8335, loss_cls/aux0: 1.4968, loss/aux0: 1.4968 2020-10-23 18:08:19,946 - mmaction - INFO - Epoch [199][200/264] lr: 5.463e-02, eta: 7:46:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6599, top5_acc: 0.8628, loss_cls: 1.3461, loss: 1.3461, grad_norm: 2.2714, top1_acc/aux0: 0.6165, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5272, loss/aux0: 1.5272 2020-10-23 18:08:20,874 - mmaction - INFO - Epoch [199][200/264] lr: 5.463e-02, eta: 7:46:17, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6599, top5_acc: 0.8628, loss_cls: 1.3461, loss: 1.3461, grad_norm: 2.2661, top1_acc/aux0: 0.6163, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5155, loss/aux0: 1.5155 2020-10-23 18:08:57,671 - mmaction - INFO - Epoch [199][220/264] lr: 5.463e-02, eta: 7:45:35, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8488, loss_cls: 1.3817, loss: 1.3817, grad_norm: 2.2807, top1_acc/aux0: 0.6241, top5_acc/aux0: 0.8274, loss_cls/aux0: 1.5465, loss/aux0: 1.5465 2020-10-23 18:08:58,622 - mmaction - INFO - Epoch [199][220/264] lr: 5.463e-02, eta: 7:45:40, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8488, loss_cls: 1.3817, loss: 1.3817, grad_norm: 2.2787, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5506, loss/aux0: 1.5506 2020-10-23 18:09:35,219 - mmaction - INFO - Epoch [199][240/264] lr: 5.463e-02, eta: 7:44:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6536, top5_acc: 0.8477, loss_cls: 1.3838, loss: 1.3838, grad_norm: 2.2858, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.4995, loss/aux0: 1.4995 2020-10-23 18:09:36,318 - mmaction - INFO - Epoch [199][240/264] lr: 5.463e-02, eta: 7:45:03, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6536, top5_acc: 0.8477, loss_cls: 1.3838, loss: 1.3838, grad_norm: 2.2858, top1_acc/aux0: 0.6155, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.4993, loss/aux0: 1.4993 2020-10-23 18:10:12,761 - mmaction - INFO - Epoch [199][260/264] lr: 5.463e-02, eta: 7:44:21, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6622, top5_acc: 0.8542, loss_cls: 1.3508, loss: 1.3508, grad_norm: 2.2845, top1_acc/aux0: 0.6142, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5263, loss/aux0: 1.5263 2020-10-23 18:10:13,683 - mmaction - INFO - Epoch [199][260/264] lr: 5.463e-02, eta: 7:44:26, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6622, top5_acc: 0.8542, loss_cls: 1.3508, loss: 1.3508, grad_norm: 2.2593, top1_acc/aux0: 0.6188, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5126, loss/aux0: 1.5126 2020-10-23 18:16:26,973 - mmaction - INFO - Epoch [200][20/264] lr: 5.284e-02, eta: 7:43:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6736, top5_acc: 0.8649, loss_cls: 1.3106, loss: 1.3106, grad_norm: 2.1626, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.4762, loss/aux0: 1.4762 2020-10-23 18:16:27,946 - mmaction - INFO - Epoch [200][20/264] lr: 5.284e-02, eta: 7:43:40, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.6736, top5_acc: 0.8649, loss_cls: 1.3106, loss: 1.3106, grad_norm: 2.1629, top1_acc/aux0: 0.6311, top5_acc/aux0: 0.8325, loss_cls/aux0: 1.4813, loss/aux0: 1.4813 2020-10-23 18:17:04,478 - mmaction - INFO - Epoch [200][40/264] lr: 5.284e-02, eta: 7:42:58, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6592, top5_acc: 0.8561, loss_cls: 1.3445, loss: 1.3445, grad_norm: 2.2500, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.4945, loss/aux0: 1.4945 2020-10-23 18:17:05,416 - mmaction - INFO - Epoch [200][40/264] lr: 5.284e-02, eta: 7:43:03, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6592, top5_acc: 0.8561, loss_cls: 1.3445, loss: 1.3445, grad_norm: 2.2509, top1_acc/aux0: 0.6300, top5_acc/aux0: 0.8403, loss_cls/aux0: 1.4939, loss/aux0: 1.4939 2020-10-23 18:17:41,850 - mmaction - INFO - Epoch [200][60/264] lr: 5.284e-02, eta: 7:42:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6757, top5_acc: 0.8641, loss_cls: 1.3026, loss: 1.3026, grad_norm: 2.3144, top1_acc/aux0: 0.6264, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5160, loss/aux0: 1.5160 2020-10-23 18:17:42,794 - mmaction - INFO - Epoch [200][60/264] lr: 5.284e-02, eta: 7:42:26, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6757, top5_acc: 0.8641, loss_cls: 1.3026, loss: 1.3026, grad_norm: 2.3089, top1_acc/aux0: 0.6259, top5_acc/aux0: 0.8342, loss_cls/aux0: 1.5167, loss/aux0: 1.5167 2020-10-23 18:18:19,470 - mmaction - INFO - Epoch [200][80/264] lr: 5.284e-02, eta: 7:41:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6613, top5_acc: 0.8628, loss_cls: 1.3271, loss: 1.3271, grad_norm: 2.2433, top1_acc/aux0: 0.6321, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4774, loss/aux0: 1.4774 2020-10-23 18:18:20,402 - mmaction - INFO - Epoch [200][80/264] lr: 5.284e-02, eta: 7:41:49, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6613, top5_acc: 0.8628, loss_cls: 1.3271, loss: 1.3271, grad_norm: 2.2452, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8420, loss_cls/aux0: 1.4779, loss/aux0: 1.4779 2020-10-23 18:18:57,089 - mmaction - INFO - Epoch [200][100/264] lr: 5.284e-02, eta: 7:41:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6542, top5_acc: 0.8592, loss_cls: 1.3614, loss: 1.3614, grad_norm: 2.3143, top1_acc/aux0: 0.6207, top5_acc/aux0: 0.8373, loss_cls/aux0: 1.4966, loss/aux0: 1.4966 2020-10-23 18:18:58,044 - mmaction - INFO - Epoch [200][100/264] lr: 5.284e-02, eta: 7:41:12, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6542, top5_acc: 0.8592, loss_cls: 1.3614, loss: 1.3614, grad_norm: 2.3189, top1_acc/aux0: 0.6236, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.4894, loss/aux0: 1.4894 2020-10-23 18:19:34,703 - mmaction - INFO - Epoch [200][120/264] lr: 5.284e-02, eta: 7:40:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6658, top5_acc: 0.8630, loss_cls: 1.3416, loss: 1.3416, grad_norm: 2.2824, top1_acc/aux0: 0.6252, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.4729, loss/aux0: 1.4729 2020-10-23 18:19:35,679 - mmaction - INFO - Epoch [200][120/264] lr: 5.284e-02, eta: 7:40:35, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.6658, top5_acc: 0.8630, loss_cls: 1.3416, loss: 1.3416, grad_norm: 2.2915, top1_acc/aux0: 0.6252, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.4736, loss/aux0: 1.4736 2020-10-23 18:20:12,475 - mmaction - INFO - Epoch [200][140/264] lr: 5.284e-02, eta: 7:39:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8550, loss_cls: 1.3683, loss: 1.3683, grad_norm: 2.3121, top1_acc/aux0: 0.6123, top5_acc/aux0: 0.8295, loss_cls/aux0: 1.5581, loss/aux0: 1.5581 2020-10-23 18:20:13,466 - mmaction - INFO - Epoch [200][140/264] lr: 5.284e-02, eta: 7:39:59, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8550, loss_cls: 1.3683, loss: 1.3683, grad_norm: 2.3235, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8290, loss_cls/aux0: 1.5647, loss/aux0: 1.5647 2020-10-23 18:20:50,327 - mmaction - INFO - Epoch [200][160/264] lr: 5.284e-02, eta: 7:39:16, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6535, top5_acc: 0.8559, loss_cls: 1.3721, loss: 1.3721, grad_norm: 2.2504, top1_acc/aux0: 0.6319, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.4739, loss/aux0: 1.4739 2020-10-23 18:20:51,274 - mmaction - INFO - Epoch [200][160/264] lr: 5.284e-02, eta: 7:39:22, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.6535, top5_acc: 0.8559, loss_cls: 1.3721, loss: 1.3721, grad_norm: 2.2512, top1_acc/aux0: 0.6337, top5_acc/aux0: 0.8399, loss_cls/aux0: 1.4646, loss/aux0: 1.4646 2020-10-23 18:21:28,045 - mmaction - INFO - Epoch [200][180/264] lr: 5.284e-02, eta: 7:38:40, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6552, top5_acc: 0.8521, loss_cls: 1.3716, loss: 1.3716, grad_norm: 2.2684, top1_acc/aux0: 0.6345, top5_acc/aux0: 0.8403, loss_cls/aux0: 1.4714, loss/aux0: 1.4714 2020-10-23 18:21:29,029 - mmaction - INFO - Epoch [200][180/264] lr: 5.284e-02, eta: 7:38:45, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.6552, top5_acc: 0.8521, loss_cls: 1.3716, loss: 1.3716, grad_norm: 2.2699, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8387, loss_cls/aux0: 1.4773, loss/aux0: 1.4773 2020-10-23 18:22:05,605 - mmaction - INFO - Epoch [200][200/264] lr: 5.284e-02, eta: 7:38:03, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6533, top5_acc: 0.8601, loss_cls: 1.3641, loss: 1.3641, grad_norm: 2.2204, top1_acc/aux0: 0.6220, top5_acc/aux0: 0.8342, loss_cls/aux0: 1.5024, loss/aux0: 1.5024 2020-10-23 18:22:06,556 - mmaction - INFO - Epoch [200][200/264] lr: 5.284e-02, eta: 7:38:08, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6533, top5_acc: 0.8601, loss_cls: 1.3641, loss: 1.3641, grad_norm: 2.2259, top1_acc/aux0: 0.6217, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5007, loss/aux0: 1.5007 2020-10-23 18:22:43,367 - mmaction - INFO - Epoch [200][220/264] lr: 5.284e-02, eta: 7:37:26, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6684, top5_acc: 0.8595, loss_cls: 1.3293, loss: 1.3293, grad_norm: 2.2947, top1_acc/aux0: 0.6274, top5_acc/aux0: 0.8405, loss_cls/aux0: 1.4807, loss/aux0: 1.4807 2020-10-23 18:22:44,321 - mmaction - INFO - Epoch [200][220/264] lr: 5.284e-02, eta: 7:37:31, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.6684, top5_acc: 0.8595, loss_cls: 1.3293, loss: 1.3293, grad_norm: 2.2930, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8394, loss_cls/aux0: 1.4884, loss/aux0: 1.4884 2020-10-23 18:23:20,986 - mmaction - INFO - Epoch [200][240/264] lr: 5.284e-02, eta: 7:36:49, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8550, loss_cls: 1.3601, loss: 1.3601, grad_norm: 2.2685, top1_acc/aux0: 0.6196, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5116, loss/aux0: 1.5116 2020-10-23 18:23:21,928 - mmaction - INFO - Epoch [200][240/264] lr: 5.284e-02, eta: 7:36:55, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8550, loss_cls: 1.3601, loss: 1.3601, grad_norm: 2.2673, top1_acc/aux0: 0.6200, top5_acc/aux0: 0.8382, loss_cls/aux0: 1.5037, loss/aux0: 1.5037 2020-10-23 18:23:58,464 - mmaction - INFO - Epoch [200][260/264] lr: 5.284e-02, eta: 7:36:12, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6536, top5_acc: 0.8552, loss_cls: 1.3704, loss: 1.3704, grad_norm: 2.3031, top1_acc/aux0: 0.6264, top5_acc/aux0: 0.8345, loss_cls/aux0: 1.5004, loss/aux0: 1.5004 2020-10-23 18:23:59,395 - mmaction - INFO - Epoch [200][260/264] lr: 5.284e-02, eta: 7:36:18, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6536, top5_acc: 0.8552, loss_cls: 1.3704, loss: 1.3704, grad_norm: 2.2935, top1_acc/aux0: 0.6283, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.4945, loss/aux0: 1.4945 2020-10-23 18:25:52,069 - mmaction - INFO - Saving checkpoint at 200 epochs 2020-10-23 18:27:32,964 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 18:27:33,107 - mmaction - INFO - top1_acc 0.6918 top5_acc 0.8911 2020-10-23 18:27:33,107 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 18:27:33,142 - mmaction - INFO - mean_acc 0.6919 2020-10-23 18:27:33,143 - mmaction - INFO - Now best checkpoint is epoch_200.pth 2020-10-23 18:27:33,155 - mmaction - INFO - Epoch(val) [200][264] top1_acc: 0.6918, top5_acc: 0.8911, mean_class_accuracy: 0.6919 2020-10-23 18:31:21,907 - mmaction - INFO - Epoch [201][20/264] lr: 5.107e-02, eta: 7:35:26, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6747, top5_acc: 0.8604, loss_cls: 1.3163, loss: 1.3163, grad_norm: 2.3076, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8467, loss_cls/aux0: 1.4263, loss/aux0: 1.4263 2020-10-23 18:31:22,879 - mmaction - INFO - Epoch [201][20/264] lr: 5.107e-02, eta: 7:35:31, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6747, top5_acc: 0.8604, loss_cls: 1.3163, loss: 1.3163, grad_norm: 2.3115, top1_acc/aux0: 0.6363, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4326, loss/aux0: 1.4326 2020-10-23 18:31:59,125 - mmaction - INFO - Epoch [201][40/264] lr: 5.107e-02, eta: 7:34:49, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6693, top5_acc: 0.8613, loss_cls: 1.3023, loss: 1.3023, grad_norm: 2.2311, top1_acc/aux0: 0.6325, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.4539, loss/aux0: 1.4539 2020-10-23 18:32:00,059 - mmaction - INFO - Epoch [201][40/264] lr: 5.107e-02, eta: 7:34:54, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6693, top5_acc: 0.8613, loss_cls: 1.3023, loss: 1.3023, grad_norm: 2.2419, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4581, loss/aux0: 1.4581 2020-10-23 18:32:36,624 - mmaction - INFO - Epoch [201][60/264] lr: 5.107e-02, eta: 7:34:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6630, top5_acc: 0.8583, loss_cls: 1.3395, loss: 1.3395, grad_norm: 2.3022, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4569, loss/aux0: 1.4569 2020-10-23 18:32:37,582 - mmaction - INFO - Epoch [201][60/264] lr: 5.107e-02, eta: 7:34:17, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.6630, top5_acc: 0.8583, loss_cls: 1.3395, loss: 1.3395, grad_norm: 2.3021, top1_acc/aux0: 0.6389, top5_acc/aux0: 0.8439, loss_cls/aux0: 1.4484, loss/aux0: 1.4484 2020-10-23 18:33:14,058 - mmaction - INFO - Epoch [201][80/264] lr: 5.107e-02, eta: 7:33:35, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6774, top5_acc: 0.8748, loss_cls: 1.2552, loss: 1.2552, grad_norm: 2.2906, top1_acc/aux0: 0.6243, top5_acc/aux0: 0.8351, loss_cls/aux0: 1.4988, loss/aux0: 1.4988 2020-10-23 18:33:14,985 - mmaction - INFO - Epoch [201][80/264] lr: 5.107e-02, eta: 7:33:40, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6774, top5_acc: 0.8748, loss_cls: 1.2552, loss: 1.2552, grad_norm: 2.2956, top1_acc/aux0: 0.6280, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.4941, loss/aux0: 1.4941 2020-10-23 18:33:51,569 - mmaction - INFO - Epoch [201][100/264] lr: 5.107e-02, eta: 7:32:58, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6661, top5_acc: 0.8665, loss_cls: 1.3190, loss: 1.3190, grad_norm: 2.3052, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.4972, loss/aux0: 1.4972 2020-10-23 18:33:52,504 - mmaction - INFO - Epoch [201][100/264] lr: 5.107e-02, eta: 7:33:03, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6661, top5_acc: 0.8665, loss_cls: 1.3190, loss: 1.3190, grad_norm: 2.3179, top1_acc/aux0: 0.6155, top5_acc/aux0: 0.8311, loss_cls/aux0: 1.5133, loss/aux0: 1.5133 2020-10-23 18:34:29,093 - mmaction - INFO - Epoch [201][120/264] lr: 5.107e-02, eta: 7:32:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6655, top5_acc: 0.8639, loss_cls: 1.3107, loss: 1.3107, grad_norm: 2.3266, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8394, loss_cls/aux0: 1.5071, loss/aux0: 1.5071 2020-10-23 18:34:30,044 - mmaction - INFO - Epoch [201][120/264] lr: 5.107e-02, eta: 7:32:27, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6655, top5_acc: 0.8639, loss_cls: 1.3107, loss: 1.3107, grad_norm: 2.3354, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5020, loss/aux0: 1.5020 2020-10-23 18:35:07,012 - mmaction - INFO - Epoch [201][140/264] lr: 5.107e-02, eta: 7:31:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6687, top5_acc: 0.8646, loss_cls: 1.3135, loss: 1.3135, grad_norm: 2.2418, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8392, loss_cls/aux0: 1.4747, loss/aux0: 1.4747 2020-10-23 18:35:07,982 - mmaction - INFO - Epoch [201][140/264] lr: 5.107e-02, eta: 7:31:50, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.6687, top5_acc: 0.8646, loss_cls: 1.3135, loss: 1.3135, grad_norm: 2.2447, top1_acc/aux0: 0.6377, top5_acc/aux0: 0.8405, loss_cls/aux0: 1.4668, loss/aux0: 1.4668 2020-10-23 18:35:44,759 - mmaction - INFO - Epoch [201][160/264] lr: 5.107e-02, eta: 7:31:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6656, top5_acc: 0.8632, loss_cls: 1.3144, loss: 1.3144, grad_norm: 2.2561, top1_acc/aux0: 0.6285, top5_acc/aux0: 0.8457, loss_cls/aux0: 1.4596, loss/aux0: 1.4596 2020-10-23 18:35:45,782 - mmaction - INFO - Epoch [201][160/264] lr: 5.107e-02, eta: 7:31:13, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.6656, top5_acc: 0.8632, loss_cls: 1.3144, loss: 1.3144, grad_norm: 2.2527, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8476, loss_cls/aux0: 1.4549, loss/aux0: 1.4549 2020-10-23 18:36:22,416 - mmaction - INFO - Epoch [201][180/264] lr: 5.107e-02, eta: 7:30:31, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6524, top5_acc: 0.8601, loss_cls: 1.3548, loss: 1.3548, grad_norm: 2.3656, top1_acc/aux0: 0.6212, top5_acc/aux0: 0.8450, loss_cls/aux0: 1.4780, loss/aux0: 1.4780 2020-10-23 18:36:23,411 - mmaction - INFO - Epoch [201][180/264] lr: 5.107e-02, eta: 7:30:36, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.6524, top5_acc: 0.8601, loss_cls: 1.3548, loss: 1.3548, grad_norm: 2.3549, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8420, loss_cls/aux0: 1.4829, loss/aux0: 1.4829 2020-10-23 18:37:00,202 - mmaction - INFO - Epoch [201][200/264] lr: 5.107e-02, eta: 7:29:54, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6611, top5_acc: 0.8653, loss_cls: 1.3077, loss: 1.3077, grad_norm: 2.3356, top1_acc/aux0: 0.6269, top5_acc/aux0: 0.8319, loss_cls/aux0: 1.4921, loss/aux0: 1.4921 2020-10-23 18:37:01,146 - mmaction - INFO - Epoch [201][200/264] lr: 5.107e-02, eta: 7:29:59, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.6611, top5_acc: 0.8653, loss_cls: 1.3077, loss: 1.3077, grad_norm: 2.3361, top1_acc/aux0: 0.6243, top5_acc/aux0: 0.8345, loss_cls/aux0: 1.4921, loss/aux0: 1.4921 2020-10-23 18:37:37,853 - mmaction - INFO - Epoch [201][220/264] lr: 5.107e-02, eta: 7:29:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6561, top5_acc: 0.8507, loss_cls: 1.3887, loss: 1.3887, grad_norm: 2.3111, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8439, loss_cls/aux0: 1.4700, loss/aux0: 1.4700 2020-10-23 18:37:38,794 - mmaction - INFO - Epoch [201][220/264] lr: 5.107e-02, eta: 7:29:22, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6561, top5_acc: 0.8507, loss_cls: 1.3887, loss: 1.3887, grad_norm: 2.3144, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8410, loss_cls/aux0: 1.4773, loss/aux0: 1.4773 2020-10-23 18:38:15,390 - mmaction - INFO - Epoch [201][240/264] lr: 5.107e-02, eta: 7:28:40, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6651, top5_acc: 0.8569, loss_cls: 1.3316, loss: 1.3316, grad_norm: 2.2602, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8425, loss_cls/aux0: 1.4656, loss/aux0: 1.4656 2020-10-23 18:38:16,388 - mmaction - INFO - Epoch [201][240/264] lr: 5.107e-02, eta: 7:28:45, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6651, top5_acc: 0.8569, loss_cls: 1.3316, loss: 1.3316, grad_norm: 2.2604, top1_acc/aux0: 0.6337, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4485, loss/aux0: 1.4485 2020-10-23 18:38:52,908 - mmaction - INFO - Epoch [201][260/264] lr: 5.107e-02, eta: 7:28:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6556, top5_acc: 0.8540, loss_cls: 1.3638, loss: 1.3638, grad_norm: 2.2767, top1_acc/aux0: 0.6363, top5_acc/aux0: 0.8439, loss_cls/aux0: 1.4484, loss/aux0: 1.4484 2020-10-23 18:38:53,830 - mmaction - INFO - Epoch [201][260/264] lr: 5.107e-02, eta: 7:28:08, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6556, top5_acc: 0.8540, loss_cls: 1.3638, loss: 1.3638, grad_norm: 2.2547, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8434, loss_cls/aux0: 1.4471, loss/aux0: 1.4471 2020-10-23 18:44:54,596 - mmaction - INFO - Epoch [202][20/264] lr: 4.933e-02, eta: 7:27:17, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6618, top5_acc: 0.8583, loss_cls: 1.3443, loss: 1.3443, grad_norm: 2.3151, top1_acc/aux0: 0.6376, top5_acc/aux0: 0.8501, loss_cls/aux0: 1.4089, loss/aux0: 1.4089 2020-10-23 18:44:55,545 - mmaction - INFO - Epoch [202][20/264] lr: 4.933e-02, eta: 7:27:22, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.6618, top5_acc: 0.8583, loss_cls: 1.3443, loss: 1.3443, grad_norm: 2.3119, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4095, loss/aux0: 1.4095 2020-10-23 18:45:31,929 - mmaction - INFO - Epoch [202][40/264] lr: 4.933e-02, eta: 7:26:40, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8594, loss_cls: 1.3099, loss: 1.3099, grad_norm: 2.2857, top1_acc/aux0: 0.6394, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4244, loss/aux0: 1.4244 2020-10-23 18:45:32,871 - mmaction - INFO - Epoch [202][40/264] lr: 4.933e-02, eta: 7:26:45, time: 0.925, data_time: 0.002, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8594, loss_cls: 1.3099, loss: 1.3099, grad_norm: 2.2926, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8491, loss_cls/aux0: 1.4192, loss/aux0: 1.4192 2020-10-23 18:46:09,275 - mmaction - INFO - Epoch [202][60/264] lr: 4.933e-02, eta: 7:26:03, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6710, top5_acc: 0.8661, loss_cls: 1.3062, loss: 1.3062, grad_norm: 2.3287, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8413, loss_cls/aux0: 1.4620, loss/aux0: 1.4620 2020-10-23 18:46:10,216 - mmaction - INFO - Epoch [202][60/264] lr: 4.933e-02, eta: 7:26:08, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6710, top5_acc: 0.8661, loss_cls: 1.3062, loss: 1.3062, grad_norm: 2.3357, top1_acc/aux0: 0.6330, top5_acc/aux0: 0.8389, loss_cls/aux0: 1.4715, loss/aux0: 1.4715 2020-10-23 18:46:46,941 - mmaction - INFO - Epoch [202][80/264] lr: 4.933e-02, eta: 7:25:26, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6682, top5_acc: 0.8635, loss_cls: 1.3341, loss: 1.3341, grad_norm: 2.3934, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8382, loss_cls/aux0: 1.4856, loss/aux0: 1.4856 2020-10-23 18:46:47,906 - mmaction - INFO - Epoch [202][80/264] lr: 4.933e-02, eta: 7:25:31, time: 0.955, data_time: 0.004, memory: 8466, top1_acc: 0.6682, top5_acc: 0.8635, loss_cls: 1.3341, loss: 1.3341, grad_norm: 2.3922, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8394, loss_cls/aux0: 1.4830, loss/aux0: 1.4830 2020-10-23 18:47:24,484 - mmaction - INFO - Epoch [202][100/264] lr: 4.933e-02, eta: 7:24:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6582, top5_acc: 0.8601, loss_cls: 1.3510, loss: 1.3510, grad_norm: 2.3359, top1_acc/aux0: 0.6314, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.4840, loss/aux0: 1.4840 2020-10-23 18:47:25,480 - mmaction - INFO - Epoch [202][100/264] lr: 4.933e-02, eta: 7:24:55, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.6582, top5_acc: 0.8601, loss_cls: 1.3510, loss: 1.3510, grad_norm: 2.3340, top1_acc/aux0: 0.6321, top5_acc/aux0: 0.8366, loss_cls/aux0: 1.4827, loss/aux0: 1.4827 2020-10-23 18:48:02,240 - mmaction - INFO - Epoch [202][120/264] lr: 4.933e-02, eta: 7:24:13, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6762, top5_acc: 0.8616, loss_cls: 1.3121, loss: 1.3121, grad_norm: 2.3338, top1_acc/aux0: 0.6196, top5_acc/aux0: 0.8377, loss_cls/aux0: 1.5151, loss/aux0: 1.5151 2020-10-23 18:48:03,233 - mmaction - INFO - Epoch [202][120/264] lr: 4.933e-02, eta: 7:24:18, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.6762, top5_acc: 0.8616, loss_cls: 1.3121, loss: 1.3121, grad_norm: 2.3219, top1_acc/aux0: 0.6205, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5130, loss/aux0: 1.5130 2020-10-23 18:48:39,817 - mmaction - INFO - Epoch [202][140/264] lr: 4.933e-02, eta: 7:23:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6641, top5_acc: 0.8608, loss_cls: 1.3318, loss: 1.3318, grad_norm: 2.3660, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4358, loss/aux0: 1.4358 2020-10-23 18:48:40,770 - mmaction - INFO - Epoch [202][140/264] lr: 4.933e-02, eta: 7:23:41, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6641, top5_acc: 0.8608, loss_cls: 1.3318, loss: 1.3318, grad_norm: 2.3680, top1_acc/aux0: 0.6309, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4445, loss/aux0: 1.4445 2020-10-23 18:49:17,600 - mmaction - INFO - Epoch [202][160/264] lr: 4.933e-02, eta: 7:22:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6804, top5_acc: 0.8655, loss_cls: 1.2900, loss: 1.2900, grad_norm: 2.3011, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8457, loss_cls/aux0: 1.4549, loss/aux0: 1.4549 2020-10-23 18:49:18,534 - mmaction - INFO - Epoch [202][160/264] lr: 4.933e-02, eta: 7:23:04, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6804, top5_acc: 0.8655, loss_cls: 1.2900, loss: 1.2900, grad_norm: 2.3017, top1_acc/aux0: 0.6363, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4475, loss/aux0: 1.4475 2020-10-23 18:49:55,341 - mmaction - INFO - Epoch [202][180/264] lr: 4.933e-02, eta: 7:22:22, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6720, top5_acc: 0.8590, loss_cls: 1.3132, loss: 1.3132, grad_norm: 2.3282, top1_acc/aux0: 0.6274, top5_acc/aux0: 0.8382, loss_cls/aux0: 1.4832, loss/aux0: 1.4832 2020-10-23 18:49:56,322 - mmaction - INFO - Epoch [202][180/264] lr: 4.933e-02, eta: 7:22:27, time: 0.950, data_time: 0.004, memory: 8466, top1_acc: 0.6720, top5_acc: 0.8590, loss_cls: 1.3132, loss: 1.3132, grad_norm: 2.3225, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8373, loss_cls/aux0: 1.4826, loss/aux0: 1.4826 2020-10-23 18:50:33,369 - mmaction - INFO - Epoch [202][200/264] lr: 4.933e-02, eta: 7:21:45, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.6667, top5_acc: 0.8649, loss_cls: 1.3088, loss: 1.3088, grad_norm: 2.3126, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4498, loss/aux0: 1.4498 2020-10-23 18:50:34,296 - mmaction - INFO - Epoch [202][200/264] lr: 4.933e-02, eta: 7:21:50, time: 0.955, data_time: 0.002, memory: 8466, top1_acc: 0.6667, top5_acc: 0.8649, loss_cls: 1.3088, loss: 1.3088, grad_norm: 2.3092, top1_acc/aux0: 0.6368, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.4433, loss/aux0: 1.4433 2020-10-23 18:51:11,230 - mmaction - INFO - Epoch [202][220/264] lr: 4.933e-02, eta: 7:21:09, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6597, top5_acc: 0.8627, loss_cls: 1.3345, loss: 1.3345, grad_norm: 2.3434, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8439, loss_cls/aux0: 1.4303, loss/aux0: 1.4303 2020-10-23 18:51:12,160 - mmaction - INFO - Epoch [202][220/264] lr: 4.933e-02, eta: 7:21:14, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.6597, top5_acc: 0.8627, loss_cls: 1.3345, loss: 1.3345, grad_norm: 2.3433, top1_acc/aux0: 0.6450, top5_acc/aux0: 0.8436, loss_cls/aux0: 1.4363, loss/aux0: 1.4363 2020-10-23 18:51:48,922 - mmaction - INFO - Epoch [202][240/264] lr: 4.933e-02, eta: 7:20:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6632, top5_acc: 0.8616, loss_cls: 1.3237, loss: 1.3237, grad_norm: 2.3406, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4419, loss/aux0: 1.4419 2020-10-23 18:51:49,961 - mmaction - INFO - Epoch [202][240/264] lr: 4.933e-02, eta: 7:20:37, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6632, top5_acc: 0.8616, loss_cls: 1.3237, loss: 1.3237, grad_norm: 2.3227, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4397, loss/aux0: 1.4397 2020-10-23 18:52:26,587 - mmaction - INFO - Epoch [202][260/264] lr: 4.933e-02, eta: 7:19:55, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6635, top5_acc: 0.8589, loss_cls: 1.3255, loss: 1.3255, grad_norm: 2.3491, top1_acc/aux0: 0.6267, top5_acc/aux0: 0.8415, loss_cls/aux0: 1.4818, loss/aux0: 1.4818 2020-10-23 18:52:27,504 - mmaction - INFO - Epoch [202][260/264] lr: 4.933e-02, eta: 7:20:00, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6635, top5_acc: 0.8589, loss_cls: 1.3255, loss: 1.3255, grad_norm: 2.3385, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8434, loss_cls/aux0: 1.4763, loss/aux0: 1.4763 2020-10-23 18:58:18,676 - mmaction - INFO - Epoch [203][20/264] lr: 4.762e-02, eta: 7:19:09, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6675, top5_acc: 0.8615, loss_cls: 1.3176, loss: 1.3176, grad_norm: 2.3466, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.4449, loss/aux0: 1.4449 2020-10-23 18:58:19,677 - mmaction - INFO - Epoch [203][20/264] lr: 4.762e-02, eta: 7:19:14, time: 0.937, data_time: 0.008, memory: 8466, top1_acc: 0.6675, top5_acc: 0.8615, loss_cls: 1.3176, loss: 1.3176, grad_norm: 2.3535, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8413, loss_cls/aux0: 1.4501, loss/aux0: 1.4501 2020-10-23 18:58:55,909 - mmaction - INFO - Epoch [203][40/264] lr: 4.762e-02, eta: 7:18:32, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6793, top5_acc: 0.8679, loss_cls: 1.2846, loss: 1.2846, grad_norm: 2.3463, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8486, loss_cls/aux0: 1.4367, loss/aux0: 1.4367 2020-10-23 18:58:56,846 - mmaction - INFO - Epoch [203][40/264] lr: 4.762e-02, eta: 7:18:37, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6793, top5_acc: 0.8679, loss_cls: 1.2846, loss: 1.2846, grad_norm: 2.3403, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4338, loss/aux0: 1.4338 2020-10-23 18:59:33,395 - mmaction - INFO - Epoch [203][60/264] lr: 4.762e-02, eta: 7:17:55, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8660, loss_cls: 1.2960, loss: 1.2960, grad_norm: 2.3260, top1_acc/aux0: 0.6325, top5_acc/aux0: 0.8418, loss_cls/aux0: 1.4644, loss/aux0: 1.4644 2020-10-23 18:59:34,327 - mmaction - INFO - Epoch [203][60/264] lr: 4.762e-02, eta: 7:18:00, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8660, loss_cls: 1.2960, loss: 1.2960, grad_norm: 2.3203, top1_acc/aux0: 0.6319, top5_acc/aux0: 0.8420, loss_cls/aux0: 1.4579, loss/aux0: 1.4579 2020-10-23 19:00:10,994 - mmaction - INFO - Epoch [203][80/264] lr: 4.762e-02, eta: 7:17:18, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6661, top5_acc: 0.8710, loss_cls: 1.3123, loss: 1.3123, grad_norm: 2.3628, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4330, loss/aux0: 1.4330 2020-10-23 19:00:11,934 - mmaction - INFO - Epoch [203][80/264] lr: 4.762e-02, eta: 7:17:23, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6661, top5_acc: 0.8710, loss_cls: 1.3123, loss: 1.3123, grad_norm: 2.3430, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8457, loss_cls/aux0: 1.4309, loss/aux0: 1.4309 2020-10-23 19:00:48,851 - mmaction - INFO - Epoch [203][100/264] lr: 4.762e-02, eta: 7:16:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6748, top5_acc: 0.8748, loss_cls: 1.2628, loss: 1.2628, grad_norm: 2.3604, top1_acc/aux0: 0.6446, top5_acc/aux0: 0.8514, loss_cls/aux0: 1.3901, loss/aux0: 1.3901 2020-10-23 19:00:49,826 - mmaction - INFO - Epoch [203][100/264] lr: 4.762e-02, eta: 7:16:46, time: 0.940, data_time: 0.005, memory: 8466, top1_acc: 0.6748, top5_acc: 0.8748, loss_cls: 1.2628, loss: 1.2628, grad_norm: 2.3671, top1_acc/aux0: 0.6425, top5_acc/aux0: 0.8493, loss_cls/aux0: 1.4000, loss/aux0: 1.4000 2020-10-23 19:01:26,570 - mmaction - INFO - Epoch [203][120/264] lr: 4.762e-02, eta: 7:16:04, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8609, loss_cls: 1.3180, loss: 1.3180, grad_norm: 2.3789, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8345, loss_cls/aux0: 1.5144, loss/aux0: 1.5144 2020-10-23 19:01:27,530 - mmaction - INFO - Epoch [203][120/264] lr: 4.762e-02, eta: 7:16:09, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8609, loss_cls: 1.3180, loss: 1.3180, grad_norm: 2.3832, top1_acc/aux0: 0.6264, top5_acc/aux0: 0.8361, loss_cls/aux0: 1.5122, loss/aux0: 1.5122 2020-10-23 19:02:04,101 - mmaction - INFO - Epoch [203][140/264] lr: 4.762e-02, eta: 7:15:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6729, top5_acc: 0.8651, loss_cls: 1.3154, loss: 1.3154, grad_norm: 2.3614, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8436, loss_cls/aux0: 1.4285, loss/aux0: 1.4285 2020-10-23 19:02:05,047 - mmaction - INFO - Epoch [203][140/264] lr: 4.762e-02, eta: 7:15:32, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6729, top5_acc: 0.8651, loss_cls: 1.3154, loss: 1.3154, grad_norm: 2.3580, top1_acc/aux0: 0.6436, top5_acc/aux0: 0.8431, loss_cls/aux0: 1.4284, loss/aux0: 1.4284 2020-10-23 19:02:41,822 - mmaction - INFO - Epoch [203][160/264] lr: 4.762e-02, eta: 7:14:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6745, top5_acc: 0.8677, loss_cls: 1.2859, loss: 1.2859, grad_norm: 2.3545, top1_acc/aux0: 0.6311, top5_acc/aux0: 0.8415, loss_cls/aux0: 1.4654, loss/aux0: 1.4654 2020-10-23 19:02:42,754 - mmaction - INFO - Epoch [203][160/264] lr: 4.762e-02, eta: 7:14:55, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6745, top5_acc: 0.8677, loss_cls: 1.2859, loss: 1.2859, grad_norm: 2.3633, top1_acc/aux0: 0.6288, top5_acc/aux0: 0.8408, loss_cls/aux0: 1.4693, loss/aux0: 1.4693 2020-10-23 19:03:19,405 - mmaction - INFO - Epoch [203][180/264] lr: 4.762e-02, eta: 7:14:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6663, top5_acc: 0.8677, loss_cls: 1.3053, loss: 1.3053, grad_norm: 2.3043, top1_acc/aux0: 0.6314, top5_acc/aux0: 0.8436, loss_cls/aux0: 1.4582, loss/aux0: 1.4582 2020-10-23 19:03:20,332 - mmaction - INFO - Epoch [203][180/264] lr: 4.762e-02, eta: 7:14:18, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6663, top5_acc: 0.8677, loss_cls: 1.3053, loss: 1.3053, grad_norm: 2.3064, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4478, loss/aux0: 1.4478 2020-10-23 19:03:56,970 - mmaction - INFO - Epoch [203][200/264] lr: 4.762e-02, eta: 7:13:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6755, top5_acc: 0.8686, loss_cls: 1.2908, loss: 1.2908, grad_norm: 2.3191, top1_acc/aux0: 0.6368, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.4536, loss/aux0: 1.4536 2020-10-23 19:03:57,914 - mmaction - INFO - Epoch [203][200/264] lr: 4.762e-02, eta: 7:13:41, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6755, top5_acc: 0.8686, loss_cls: 1.2908, loss: 1.2908, grad_norm: 2.3272, top1_acc/aux0: 0.6335, top5_acc/aux0: 0.8382, loss_cls/aux0: 1.4655, loss/aux0: 1.4655 2020-10-23 19:04:34,696 - mmaction - INFO - Epoch [203][220/264] lr: 4.762e-02, eta: 7:13:00, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6686, top5_acc: 0.8658, loss_cls: 1.3118, loss: 1.3118, grad_norm: 2.3640, top1_acc/aux0: 0.6399, top5_acc/aux0: 0.8413, loss_cls/aux0: 1.4347, loss/aux0: 1.4347 2020-10-23 19:04:35,630 - mmaction - INFO - Epoch [203][220/264] lr: 4.762e-02, eta: 7:13:05, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6686, top5_acc: 0.8658, loss_cls: 1.3118, loss: 1.3118, grad_norm: 2.3648, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8429, loss_cls/aux0: 1.4255, loss/aux0: 1.4255 2020-10-23 19:05:12,108 - mmaction - INFO - Epoch [203][240/264] lr: 4.762e-02, eta: 7:12:23, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6622, top5_acc: 0.8642, loss_cls: 1.3371, loss: 1.3371, grad_norm: 2.3735, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8483, loss_cls/aux0: 1.4566, loss/aux0: 1.4566 2020-10-23 19:05:13,050 - mmaction - INFO - Epoch [203][240/264] lr: 4.762e-02, eta: 7:12:28, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6622, top5_acc: 0.8642, loss_cls: 1.3371, loss: 1.3371, grad_norm: 2.3788, top1_acc/aux0: 0.6295, top5_acc/aux0: 0.8486, loss_cls/aux0: 1.4623, loss/aux0: 1.4623 2020-10-23 19:05:49,614 - mmaction - INFO - Epoch [203][260/264] lr: 4.762e-02, eta: 7:11:46, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6741, top5_acc: 0.8655, loss_cls: 1.3139, loss: 1.3139, grad_norm: 2.3782, top1_acc/aux0: 0.6283, top5_acc/aux0: 0.8358, loss_cls/aux0: 1.5030, loss/aux0: 1.5030 2020-10-23 19:05:50,536 - mmaction - INFO - Epoch [203][260/264] lr: 4.762e-02, eta: 7:11:51, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6741, top5_acc: 0.8655, loss_cls: 1.3139, loss: 1.3139, grad_norm: 2.3795, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.4949, loss/aux0: 1.4949 2020-10-23 19:11:55,008 - mmaction - INFO - Epoch [204][20/264] lr: 4.594e-02, eta: 7:11:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6753, top5_acc: 0.8665, loss_cls: 1.2762, loss: 1.2762, grad_norm: 2.3849, top1_acc/aux0: 0.6332, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4701, loss/aux0: 1.4701 2020-10-23 19:11:55,974 - mmaction - INFO - Epoch [204][20/264] lr: 4.594e-02, eta: 7:11:04, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.6753, top5_acc: 0.8665, loss_cls: 1.2762, loss: 1.2762, grad_norm: 2.3787, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8410, loss_cls/aux0: 1.4645, loss/aux0: 1.4645 2020-10-23 19:12:32,275 - mmaction - INFO - Epoch [204][40/264] lr: 4.594e-02, eta: 7:10:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6799, top5_acc: 0.8642, loss_cls: 1.2698, loss: 1.2698, grad_norm: 2.3829, top1_acc/aux0: 0.6502, top5_acc/aux0: 0.8530, loss_cls/aux0: 1.4155, loss/aux0: 1.4155 2020-10-23 19:12:33,209 - mmaction - INFO - Epoch [204][40/264] lr: 4.594e-02, eta: 7:10:28, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6799, top5_acc: 0.8642, loss_cls: 1.2698, loss: 1.2698, grad_norm: 2.3772, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8528, loss_cls/aux0: 1.4203, loss/aux0: 1.4203 2020-10-23 19:13:09,912 - mmaction - INFO - Epoch [204][60/264] lr: 4.594e-02, eta: 7:09:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8661, loss_cls: 1.2999, loss: 1.2999, grad_norm: 2.3891, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4295, loss/aux0: 1.4295 2020-10-23 19:13:10,843 - mmaction - INFO - Epoch [204][60/264] lr: 4.594e-02, eta: 7:09:51, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8661, loss_cls: 1.2999, loss: 1.2999, grad_norm: 2.3890, top1_acc/aux0: 0.6446, top5_acc/aux0: 0.8470, loss_cls/aux0: 1.4228, loss/aux0: 1.4228 2020-10-23 19:13:47,317 - mmaction - INFO - Epoch [204][80/264] lr: 4.594e-02, eta: 7:09:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6700, top5_acc: 0.8668, loss_cls: 1.3084, loss: 1.3084, grad_norm: 2.3948, top1_acc/aux0: 0.6444, top5_acc/aux0: 0.8481, loss_cls/aux0: 1.4148, loss/aux0: 1.4148 2020-10-23 19:13:48,257 - mmaction - INFO - Epoch [204][80/264] lr: 4.594e-02, eta: 7:09:14, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6700, top5_acc: 0.8668, loss_cls: 1.3084, loss: 1.3084, grad_norm: 2.4114, top1_acc/aux0: 0.6415, top5_acc/aux0: 0.8460, loss_cls/aux0: 1.4237, loss/aux0: 1.4237 2020-10-23 19:14:24,841 - mmaction - INFO - Epoch [204][100/264] lr: 4.594e-02, eta: 7:08:32, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6760, top5_acc: 0.8707, loss_cls: 1.2778, loss: 1.2778, grad_norm: 2.3176, top1_acc/aux0: 0.6410, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4622, loss/aux0: 1.4622 2020-10-23 19:14:25,782 - mmaction - INFO - Epoch [204][100/264] lr: 4.594e-02, eta: 7:08:37, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.6760, top5_acc: 0.8707, loss_cls: 1.2778, loss: 1.2778, grad_norm: 2.3200, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8410, loss_cls/aux0: 1.4641, loss/aux0: 1.4641 2020-10-23 19:15:02,419 - mmaction - INFO - Epoch [204][120/264] lr: 4.594e-02, eta: 7:07:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6670, top5_acc: 0.8606, loss_cls: 1.3239, loss: 1.3239, grad_norm: 2.3780, top1_acc/aux0: 0.6366, top5_acc/aux0: 0.8415, loss_cls/aux0: 1.4584, loss/aux0: 1.4584 2020-10-23 19:15:03,382 - mmaction - INFO - Epoch [204][120/264] lr: 4.594e-02, eta: 7:08:00, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6670, top5_acc: 0.8606, loss_cls: 1.3239, loss: 1.3239, grad_norm: 2.3673, top1_acc/aux0: 0.6405, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.4416, loss/aux0: 1.4416 2020-10-23 19:15:40,207 - mmaction - INFO - Epoch [204][140/264] lr: 4.594e-02, eta: 7:07:18, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6720, top5_acc: 0.8712, loss_cls: 1.2866, loss: 1.2866, grad_norm: 2.3712, top1_acc/aux0: 0.6446, top5_acc/aux0: 0.8446, loss_cls/aux0: 1.4348, loss/aux0: 1.4348 2020-10-23 19:15:41,137 - mmaction - INFO - Epoch [204][140/264] lr: 4.594e-02, eta: 7:07:23, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6720, top5_acc: 0.8712, loss_cls: 1.2866, loss: 1.2866, grad_norm: 2.3911, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8418, loss_cls/aux0: 1.4546, loss/aux0: 1.4546 2020-10-23 19:16:17,996 - mmaction - INFO - Epoch [204][160/264] lr: 4.594e-02, eta: 7:06:41, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6729, top5_acc: 0.8698, loss_cls: 1.3027, loss: 1.3027, grad_norm: 2.3734, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8476, loss_cls/aux0: 1.4429, loss/aux0: 1.4429 2020-10-23 19:16:19,004 - mmaction - INFO - Epoch [204][160/264] lr: 4.594e-02, eta: 7:06:46, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6729, top5_acc: 0.8698, loss_cls: 1.3027, loss: 1.3027, grad_norm: 2.3765, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4303, loss/aux0: 1.4303 2020-10-23 19:16:55,739 - mmaction - INFO - Epoch [204][180/264] lr: 4.594e-02, eta: 7:06:05, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6687, top5_acc: 0.8630, loss_cls: 1.3138, loss: 1.3138, grad_norm: 2.4058, top1_acc/aux0: 0.6439, top5_acc/aux0: 0.8483, loss_cls/aux0: 1.4109, loss/aux0: 1.4109 2020-10-23 19:16:56,671 - mmaction - INFO - Epoch [204][180/264] lr: 4.594e-02, eta: 7:06:09, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6687, top5_acc: 0.8630, loss_cls: 1.3138, loss: 1.3138, grad_norm: 2.3986, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4156, loss/aux0: 1.4156 2020-10-23 19:17:33,687 - mmaction - INFO - Epoch [204][200/264] lr: 4.594e-02, eta: 7:05:28, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6747, top5_acc: 0.8675, loss_cls: 1.2789, loss: 1.2789, grad_norm: 2.3275, top1_acc/aux0: 0.6418, top5_acc/aux0: 0.8446, loss_cls/aux0: 1.4435, loss/aux0: 1.4435 2020-10-23 19:17:34,650 - mmaction - INFO - Epoch [204][200/264] lr: 4.594e-02, eta: 7:05:33, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.6747, top5_acc: 0.8675, loss_cls: 1.2789, loss: 1.2789, grad_norm: 2.3212, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8446, loss_cls/aux0: 1.4319, loss/aux0: 1.4319 2020-10-23 19:18:11,464 - mmaction - INFO - Epoch [204][220/264] lr: 4.594e-02, eta: 7:04:51, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6722, top5_acc: 0.8597, loss_cls: 1.3188, loss: 1.3188, grad_norm: 2.3946, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8491, loss_cls/aux0: 1.4113, loss/aux0: 1.4113 2020-10-23 19:18:12,398 - mmaction - INFO - Epoch [204][220/264] lr: 4.594e-02, eta: 7:04:56, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.6722, top5_acc: 0.8597, loss_cls: 1.3188, loss: 1.3188, grad_norm: 2.3892, top1_acc/aux0: 0.6450, top5_acc/aux0: 0.8465, loss_cls/aux0: 1.4260, loss/aux0: 1.4260 2020-10-23 19:18:49,236 - mmaction - INFO - Epoch [204][240/264] lr: 4.594e-02, eta: 7:04:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6707, top5_acc: 0.8609, loss_cls: 1.2951, loss: 1.2951, grad_norm: 2.3851, top1_acc/aux0: 0.6342, top5_acc/aux0: 0.8408, loss_cls/aux0: 1.4524, loss/aux0: 1.4524 2020-10-23 19:18:50,204 - mmaction - INFO - Epoch [204][240/264] lr: 4.594e-02, eta: 7:04:19, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6707, top5_acc: 0.8609, loss_cls: 1.2951, loss: 1.2951, grad_norm: 2.3862, top1_acc/aux0: 0.6363, top5_acc/aux0: 0.8425, loss_cls/aux0: 1.4481, loss/aux0: 1.4481 2020-10-23 19:19:26,720 - mmaction - INFO - Epoch [204][260/264] lr: 4.594e-02, eta: 7:03:37, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6625, top5_acc: 0.8630, loss_cls: 1.3191, loss: 1.3191, grad_norm: 2.3804, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4334, loss/aux0: 1.4334 2020-10-23 19:19:27,665 - mmaction - INFO - Epoch [204][260/264] lr: 4.594e-02, eta: 7:03:42, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6625, top5_acc: 0.8630, loss_cls: 1.3191, loss: 1.3191, grad_norm: 2.3874, top1_acc/aux0: 0.6316, top5_acc/aux0: 0.8491, loss_cls/aux0: 1.4439, loss/aux0: 1.4439 2020-10-23 19:25:10,573 - mmaction - INFO - Epoch [205][20/264] lr: 4.428e-02, eta: 7:02:51, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6825, top5_acc: 0.8665, loss_cls: 1.2777, loss: 1.2777, grad_norm: 2.3204, top1_acc/aux0: 0.6387, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4408, loss/aux0: 1.4408 2020-10-23 19:25:11,502 - mmaction - INFO - Epoch [205][20/264] lr: 4.428e-02, eta: 7:02:56, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.6825, top5_acc: 0.8665, loss_cls: 1.2777, loss: 1.2777, grad_norm: 2.3335, top1_acc/aux0: 0.6384, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4446, loss/aux0: 1.4446 2020-10-23 19:25:47,828 - mmaction - INFO - Epoch [205][40/264] lr: 4.428e-02, eta: 7:02:14, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6832, top5_acc: 0.8724, loss_cls: 1.2764, loss: 1.2764, grad_norm: 2.4300, top1_acc/aux0: 0.6351, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4557, loss/aux0: 1.4557 2020-10-23 19:25:48,784 - mmaction - INFO - Epoch [205][40/264] lr: 4.428e-02, eta: 7:02:19, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6832, top5_acc: 0.8724, loss_cls: 1.2764, loss: 1.2764, grad_norm: 2.4478, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.4652, loss/aux0: 1.4652 2020-10-23 19:26:25,295 - mmaction - INFO - Epoch [205][60/264] lr: 4.428e-02, eta: 7:01:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6882, top5_acc: 0.8679, loss_cls: 1.2515, loss: 1.2515, grad_norm: 2.3378, top1_acc/aux0: 0.6509, top5_acc/aux0: 0.8498, loss_cls/aux0: 1.4164, loss/aux0: 1.4164 2020-10-23 19:26:26,219 - mmaction - INFO - Epoch [205][60/264] lr: 4.428e-02, eta: 7:01:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6882, top5_acc: 0.8679, loss_cls: 1.2515, loss: 1.2515, grad_norm: 2.3429, top1_acc/aux0: 0.6554, top5_acc/aux0: 0.8528, loss_cls/aux0: 1.3943, loss/aux0: 1.3943 2020-10-23 19:27:03,058 - mmaction - INFO - Epoch [205][80/264] lr: 4.428e-02, eta: 7:01:00, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6913, top5_acc: 0.8694, loss_cls: 1.2495, loss: 1.2495, grad_norm: 2.3769, top1_acc/aux0: 0.6470, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4189, loss/aux0: 1.4189 2020-10-23 19:27:03,982 - mmaction - INFO - Epoch [205][80/264] lr: 4.428e-02, eta: 7:01:05, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6913, top5_acc: 0.8694, loss_cls: 1.2495, loss: 1.2495, grad_norm: 2.3900, top1_acc/aux0: 0.6450, top5_acc/aux0: 0.8444, loss_cls/aux0: 1.4325, loss/aux0: 1.4325 2020-10-23 19:27:40,635 - mmaction - INFO - Epoch [205][100/264] lr: 4.428e-02, eta: 7:00:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6760, top5_acc: 0.8688, loss_cls: 1.2693, loss: 1.2693, grad_norm: 2.3697, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8502, loss_cls/aux0: 1.4191, loss/aux0: 1.4191 2020-10-23 19:27:41,584 - mmaction - INFO - Epoch [205][100/264] lr: 4.428e-02, eta: 7:00:28, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6760, top5_acc: 0.8688, loss_cls: 1.2693, loss: 1.2693, grad_norm: 2.3550, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4044, loss/aux0: 1.4044 2020-10-23 19:28:18,330 - mmaction - INFO - Epoch [205][120/264] lr: 4.428e-02, eta: 6:59:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6872, top5_acc: 0.8715, loss_cls: 1.2493, loss: 1.2493, grad_norm: 2.4026, top1_acc/aux0: 0.6455, top5_acc/aux0: 0.8425, loss_cls/aux0: 1.4384, loss/aux0: 1.4384 2020-10-23 19:28:19,268 - mmaction - INFO - Epoch [205][120/264] lr: 4.428e-02, eta: 6:59:51, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6872, top5_acc: 0.8715, loss_cls: 1.2493, loss: 1.2493, grad_norm: 2.3961, top1_acc/aux0: 0.6429, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4465, loss/aux0: 1.4465 2020-10-23 19:28:56,120 - mmaction - INFO - Epoch [205][140/264] lr: 4.428e-02, eta: 6:59:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8686, loss_cls: 1.2858, loss: 1.2858, grad_norm: 2.3887, top1_acc/aux0: 0.6420, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4168, loss/aux0: 1.4168 2020-10-23 19:28:57,055 - mmaction - INFO - Epoch [205][140/264] lr: 4.428e-02, eta: 6:59:14, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8686, loss_cls: 1.2858, loss: 1.2858, grad_norm: 2.3768, top1_acc/aux0: 0.6420, top5_acc/aux0: 0.8436, loss_cls/aux0: 1.4206, loss/aux0: 1.4206 2020-10-23 19:29:33,839 - mmaction - INFO - Epoch [205][160/264] lr: 4.428e-02, eta: 6:58:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8689, loss_cls: 1.2810, loss: 1.2810, grad_norm: 2.4319, top1_acc/aux0: 0.6444, top5_acc/aux0: 0.8460, loss_cls/aux0: 1.4129, loss/aux0: 1.4129 2020-10-23 19:29:34,777 - mmaction - INFO - Epoch [205][160/264] lr: 4.428e-02, eta: 6:58:37, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8689, loss_cls: 1.2810, loss: 1.2810, grad_norm: 2.4380, top1_acc/aux0: 0.6444, top5_acc/aux0: 0.8470, loss_cls/aux0: 1.4104, loss/aux0: 1.4104 2020-10-23 19:30:11,421 - mmaction - INFO - Epoch [205][180/264] lr: 4.428e-02, eta: 6:57:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6668, top5_acc: 0.8594, loss_cls: 1.3226, loss: 1.3226, grad_norm: 2.4387, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4194, loss/aux0: 1.4194 2020-10-23 19:30:12,363 - mmaction - INFO - Epoch [205][180/264] lr: 4.428e-02, eta: 6:58:00, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6668, top5_acc: 0.8594, loss_cls: 1.3226, loss: 1.3226, grad_norm: 2.4544, top1_acc/aux0: 0.6387, top5_acc/aux0: 0.8450, loss_cls/aux0: 1.4288, loss/aux0: 1.4288 2020-10-23 19:30:49,201 - mmaction - INFO - Epoch [205][200/264] lr: 4.428e-02, eta: 6:57:19, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6769, top5_acc: 0.8712, loss_cls: 1.2802, loss: 1.2802, grad_norm: 2.4231, top1_acc/aux0: 0.6384, top5_acc/aux0: 0.8476, loss_cls/aux0: 1.4404, loss/aux0: 1.4404 2020-10-23 19:30:50,153 - mmaction - INFO - Epoch [205][200/264] lr: 4.428e-02, eta: 6:57:23, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6769, top5_acc: 0.8712, loss_cls: 1.2802, loss: 1.2802, grad_norm: 2.4278, top1_acc/aux0: 0.6377, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4354, loss/aux0: 1.4354 2020-10-23 19:31:26,909 - mmaction - INFO - Epoch [205][220/264] lr: 4.428e-02, eta: 6:56:42, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8630, loss_cls: 1.2937, loss: 1.2937, grad_norm: 2.3957, top1_acc/aux0: 0.6467, top5_acc/aux0: 0.8533, loss_cls/aux0: 1.4003, loss/aux0: 1.4003 2020-10-23 19:31:27,844 - mmaction - INFO - Epoch [205][220/264] lr: 4.428e-02, eta: 6:56:47, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8630, loss_cls: 1.2937, loss: 1.2937, grad_norm: 2.4078, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.3980, loss/aux0: 1.3980 2020-10-23 19:32:04,701 - mmaction - INFO - Epoch [205][240/264] lr: 4.428e-02, eta: 6:56:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8639, loss_cls: 1.2987, loss: 1.2987, grad_norm: 2.4122, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8462, loss_cls/aux0: 1.4286, loss/aux0: 1.4286 2020-10-23 19:32:05,632 - mmaction - INFO - Epoch [205][240/264] lr: 4.428e-02, eta: 6:56:10, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8639, loss_cls: 1.2987, loss: 1.2987, grad_norm: 2.4063, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8465, loss_cls/aux0: 1.4280, loss/aux0: 1.4280 2020-10-23 19:32:41,987 - mmaction - INFO - Epoch [205][260/264] lr: 4.428e-02, eta: 6:55:28, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6674, top5_acc: 0.8677, loss_cls: 1.3023, loss: 1.3023, grad_norm: 2.4648, top1_acc/aux0: 0.6337, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4509, loss/aux0: 1.4509 2020-10-23 19:32:42,907 - mmaction - INFO - Epoch [205][260/264] lr: 4.428e-02, eta: 6:55:33, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.6674, top5_acc: 0.8677, loss_cls: 1.3023, loss: 1.3023, grad_norm: 2.4615, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8450, loss_cls/aux0: 1.4512, loss/aux0: 1.4512 2020-10-23 19:38:43,910 - mmaction - INFO - Epoch [206][20/264] lr: 4.265e-02, eta: 6:54:42, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6812, top5_acc: 0.8677, loss_cls: 1.2671, loss: 1.2671, grad_norm: 2.3994, top1_acc/aux0: 0.6488, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.3875, loss/aux0: 1.3875 2020-10-23 19:38:44,856 - mmaction - INFO - Epoch [206][20/264] lr: 4.265e-02, eta: 6:54:46, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.6812, top5_acc: 0.8677, loss_cls: 1.2671, loss: 1.2671, grad_norm: 2.4035, top1_acc/aux0: 0.6486, top5_acc/aux0: 0.8559, loss_cls/aux0: 1.3877, loss/aux0: 1.3877 2020-10-23 19:39:21,110 - mmaction - INFO - Epoch [206][40/264] lr: 4.265e-02, eta: 6:54:05, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6955, top5_acc: 0.8778, loss_cls: 1.2196, loss: 1.2196, grad_norm: 2.4147, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8535, loss_cls/aux0: 1.3856, loss/aux0: 1.3856 2020-10-23 19:39:22,048 - mmaction - INFO - Epoch [206][40/264] lr: 4.265e-02, eta: 6:54:09, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6955, top5_acc: 0.8778, loss_cls: 1.2196, loss: 1.2196, grad_norm: 2.4198, top1_acc/aux0: 0.6517, top5_acc/aux0: 0.8543, loss_cls/aux0: 1.3819, loss/aux0: 1.3819 2020-10-23 19:39:58,623 - mmaction - INFO - Epoch [206][60/264] lr: 4.265e-02, eta: 6:53:28, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6847, top5_acc: 0.8634, loss_cls: 1.2669, loss: 1.2669, grad_norm: 2.4431, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8543, loss_cls/aux0: 1.3973, loss/aux0: 1.3973 2020-10-23 19:39:59,571 - mmaction - INFO - Epoch [206][60/264] lr: 4.265e-02, eta: 6:53:33, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6847, top5_acc: 0.8634, loss_cls: 1.2669, loss: 1.2669, grad_norm: 2.4312, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3982, loss/aux0: 1.3982 2020-10-23 19:40:36,176 - mmaction - INFO - Epoch [206][80/264] lr: 4.265e-02, eta: 6:52:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6884, top5_acc: 0.8745, loss_cls: 1.2289, loss: 1.2289, grad_norm: 2.4207, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8519, loss_cls/aux0: 1.3909, loss/aux0: 1.3909 2020-10-23 19:40:37,117 - mmaction - INFO - Epoch [206][80/264] lr: 4.265e-02, eta: 6:52:56, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6884, top5_acc: 0.8745, loss_cls: 1.2289, loss: 1.2289, grad_norm: 2.4109, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.3831, loss/aux0: 1.3831 2020-10-23 19:41:13,900 - mmaction - INFO - Epoch [206][100/264] lr: 4.265e-02, eta: 6:52:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6885, top5_acc: 0.8793, loss_cls: 1.2186, loss: 1.2186, grad_norm: 2.3850, top1_acc/aux0: 0.6575, top5_acc/aux0: 0.8530, loss_cls/aux0: 1.3563, loss/aux0: 1.3563 2020-10-23 19:41:14,874 - mmaction - INFO - Epoch [206][100/264] lr: 4.265e-02, eta: 6:52:19, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6885, top5_acc: 0.8793, loss_cls: 1.2186, loss: 1.2186, grad_norm: 2.3871, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8528, loss_cls/aux0: 1.3667, loss/aux0: 1.3667 2020-10-23 19:41:51,709 - mmaction - INFO - Epoch [206][120/264] lr: 4.265e-02, eta: 6:51:37, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6828, top5_acc: 0.8660, loss_cls: 1.2748, loss: 1.2748, grad_norm: 2.4084, top1_acc/aux0: 0.6444, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3901, loss/aux0: 1.3901 2020-10-23 19:41:52,664 - mmaction - INFO - Epoch [206][120/264] lr: 4.265e-02, eta: 6:51:42, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.6828, top5_acc: 0.8660, loss_cls: 1.2748, loss: 1.2748, grad_norm: 2.3923, top1_acc/aux0: 0.6462, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3793, loss/aux0: 1.3793 2020-10-23 19:42:29,453 - mmaction - INFO - Epoch [206][140/264] lr: 4.265e-02, eta: 6:51:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6764, top5_acc: 0.8694, loss_cls: 1.2589, loss: 1.2589, grad_norm: 2.4119, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3637, loss/aux0: 1.3637 2020-10-23 19:42:30,394 - mmaction - INFO - Epoch [206][140/264] lr: 4.265e-02, eta: 6:51:05, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6764, top5_acc: 0.8694, loss_cls: 1.2589, loss: 1.2589, grad_norm: 2.4164, top1_acc/aux0: 0.6550, top5_acc/aux0: 0.8566, loss_cls/aux0: 1.3776, loss/aux0: 1.3776 2020-10-23 19:43:07,068 - mmaction - INFO - Epoch [206][160/264] lr: 4.265e-02, eta: 6:50:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6792, top5_acc: 0.8641, loss_cls: 1.2860, loss: 1.2860, grad_norm: 2.4163, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8429, loss_cls/aux0: 1.4433, loss/aux0: 1.4433 2020-10-23 19:43:08,002 - mmaction - INFO - Epoch [206][160/264] lr: 4.265e-02, eta: 6:50:28, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6792, top5_acc: 0.8641, loss_cls: 1.2860, loss: 1.2860, grad_norm: 2.4285, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4485, loss/aux0: 1.4485 2020-10-23 19:43:44,669 - mmaction - INFO - Epoch [206][180/264] lr: 4.265e-02, eta: 6:49:47, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6714, top5_acc: 0.8698, loss_cls: 1.3110, loss: 1.3110, grad_norm: 2.5388, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4491, loss/aux0: 1.4491 2020-10-23 19:43:45,665 - mmaction - INFO - Epoch [206][180/264] lr: 4.265e-02, eta: 6:49:51, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6714, top5_acc: 0.8698, loss_cls: 1.3110, loss: 1.3110, grad_norm: 2.5328, top1_acc/aux0: 0.6389, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4449, loss/aux0: 1.4449 2020-10-23 19:44:22,574 - mmaction - INFO - Epoch [206][200/264] lr: 4.265e-02, eta: 6:49:10, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6885, top5_acc: 0.8729, loss_cls: 1.2367, loss: 1.2367, grad_norm: 2.4184, top1_acc/aux0: 0.6410, top5_acc/aux0: 0.8455, loss_cls/aux0: 1.4337, loss/aux0: 1.4337 2020-10-23 19:44:23,523 - mmaction - INFO - Epoch [206][200/264] lr: 4.265e-02, eta: 6:49:14, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.6885, top5_acc: 0.8729, loss_cls: 1.2367, loss: 1.2367, grad_norm: 2.4076, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4279, loss/aux0: 1.4279 2020-10-23 19:45:00,483 - mmaction - INFO - Epoch [206][220/264] lr: 4.265e-02, eta: 6:48:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6799, top5_acc: 0.8639, loss_cls: 1.3006, loss: 1.3006, grad_norm: 2.4632, top1_acc/aux0: 0.6389, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4194, loss/aux0: 1.4194 2020-10-23 19:45:01,414 - mmaction - INFO - Epoch [206][220/264] lr: 4.265e-02, eta: 6:48:38, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6799, top5_acc: 0.8639, loss_cls: 1.3006, loss: 1.3006, grad_norm: 2.4571, top1_acc/aux0: 0.6405, top5_acc/aux0: 0.8457, loss_cls/aux0: 1.4190, loss/aux0: 1.4190 2020-10-23 19:45:38,100 - mmaction - INFO - Epoch [206][240/264] lr: 4.265e-02, eta: 6:47:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6896, top5_acc: 0.8740, loss_cls: 1.2391, loss: 1.2391, grad_norm: 2.4680, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8439, loss_cls/aux0: 1.4386, loss/aux0: 1.4386 2020-10-23 19:45:39,054 - mmaction - INFO - Epoch [206][240/264] lr: 4.265e-02, eta: 6:48:01, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6896, top5_acc: 0.8740, loss_cls: 1.2391, loss: 1.2391, grad_norm: 2.4599, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8441, loss_cls/aux0: 1.4368, loss/aux0: 1.4368 2020-10-23 19:46:15,761 - mmaction - INFO - Epoch [206][260/264] lr: 4.265e-02, eta: 6:47:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6792, top5_acc: 0.8656, loss_cls: 1.2926, loss: 1.2926, grad_norm: 2.4304, top1_acc/aux0: 0.6420, top5_acc/aux0: 0.8550, loss_cls/aux0: 1.4184, loss/aux0: 1.4184 2020-10-23 19:46:16,686 - mmaction - INFO - Epoch [206][260/264] lr: 4.265e-02, eta: 6:47:24, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.6792, top5_acc: 0.8656, loss_cls: 1.2926, loss: 1.2926, grad_norm: 2.4236, top1_acc/aux0: 0.6413, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4267, loss/aux0: 1.4267 2020-10-23 19:52:14,563 - mmaction - INFO - Epoch [207][20/264] lr: 4.104e-02, eta: 6:46:33, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6845, top5_acc: 0.8714, loss_cls: 1.2427, loss: 1.2427, grad_norm: 2.4129, top1_acc/aux0: 0.6515, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3689, loss/aux0: 1.3689 2020-10-23 19:52:15,511 - mmaction - INFO - Epoch [207][20/264] lr: 4.104e-02, eta: 6:46:38, time: 0.934, data_time: 0.005, memory: 8466, top1_acc: 0.6845, top5_acc: 0.8714, loss_cls: 1.2427, loss: 1.2427, grad_norm: 2.4183, top1_acc/aux0: 0.6517, top5_acc/aux0: 0.8608, loss_cls/aux0: 1.3698, loss/aux0: 1.3698 2020-10-23 19:52:52,187 - mmaction - INFO - Epoch [207][40/264] lr: 4.104e-02, eta: 6:45:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6899, top5_acc: 0.8771, loss_cls: 1.2159, loss: 1.2159, grad_norm: 2.4395, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8514, loss_cls/aux0: 1.3986, loss/aux0: 1.3986 2020-10-23 19:52:53,221 - mmaction - INFO - Epoch [207][40/264] lr: 4.104e-02, eta: 6:46:01, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6899, top5_acc: 0.8771, loss_cls: 1.2159, loss: 1.2159, grad_norm: 2.4395, top1_acc/aux0: 0.6493, top5_acc/aux0: 0.8476, loss_cls/aux0: 1.4080, loss/aux0: 1.4080 2020-10-23 19:53:30,025 - mmaction - INFO - Epoch [207][60/264] lr: 4.104e-02, eta: 6:45:19, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6905, top5_acc: 0.8719, loss_cls: 1.2390, loss: 1.2390, grad_norm: 2.4343, top1_acc/aux0: 0.6488, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.3924, loss/aux0: 1.3924 2020-10-23 19:53:30,968 - mmaction - INFO - Epoch [207][60/264] lr: 4.104e-02, eta: 6:45:24, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6905, top5_acc: 0.8719, loss_cls: 1.2390, loss: 1.2390, grad_norm: 2.4360, top1_acc/aux0: 0.6488, top5_acc/aux0: 0.8528, loss_cls/aux0: 1.3832, loss/aux0: 1.3832 2020-10-23 19:54:07,737 - mmaction - INFO - Epoch [207][80/264] lr: 4.104e-02, eta: 6:44:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6856, top5_acc: 0.8740, loss_cls: 1.2493, loss: 1.2493, grad_norm: 2.4147, top1_acc/aux0: 0.6512, top5_acc/aux0: 0.8481, loss_cls/aux0: 1.3878, loss/aux0: 1.3878 2020-10-23 19:54:08,694 - mmaction - INFO - Epoch [207][80/264] lr: 4.104e-02, eta: 6:44:47, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.6856, top5_acc: 0.8740, loss_cls: 1.2493, loss: 1.2493, grad_norm: 2.4164, top1_acc/aux0: 0.6517, top5_acc/aux0: 0.8467, loss_cls/aux0: 1.3931, loss/aux0: 1.3931 2020-10-23 19:54:45,201 - mmaction - INFO - Epoch [207][100/264] lr: 4.104e-02, eta: 6:44:06, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6995, top5_acc: 0.8771, loss_cls: 1.1884, loss: 1.1884, grad_norm: 2.4252, top1_acc/aux0: 0.6559, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.3831, loss/aux0: 1.3831 2020-10-23 19:54:46,217 - mmaction - INFO - Epoch [207][100/264] lr: 4.104e-02, eta: 6:44:10, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.6995, top5_acc: 0.8771, loss_cls: 1.1884, loss: 1.1884, grad_norm: 2.4339, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3742, loss/aux0: 1.3742 2020-10-23 19:55:22,999 - mmaction - INFO - Epoch [207][120/264] lr: 4.104e-02, eta: 6:43:29, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6887, top5_acc: 0.8729, loss_cls: 1.2266, loss: 1.2266, grad_norm: 2.4144, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8530, loss_cls/aux0: 1.4049, loss/aux0: 1.4049 2020-10-23 19:55:23,981 - mmaction - INFO - Epoch [207][120/264] lr: 4.104e-02, eta: 6:43:33, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.6887, top5_acc: 0.8729, loss_cls: 1.2266, loss: 1.2266, grad_norm: 2.4160, top1_acc/aux0: 0.6488, top5_acc/aux0: 0.8512, loss_cls/aux0: 1.4095, loss/aux0: 1.4095 2020-10-23 19:56:01,308 - mmaction - INFO - Epoch [207][140/264] lr: 4.104e-02, eta: 6:42:52, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6828, top5_acc: 0.8722, loss_cls: 1.2351, loss: 1.2351, grad_norm: 2.4615, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8634, loss_cls/aux0: 1.3482, loss/aux0: 1.3482 2020-10-23 19:56:02,295 - mmaction - INFO - Epoch [207][140/264] lr: 4.104e-02, eta: 6:42:56, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.6828, top5_acc: 0.8722, loss_cls: 1.2351, loss: 1.2351, grad_norm: 2.4653, top1_acc/aux0: 0.6582, top5_acc/aux0: 0.8653, loss_cls/aux0: 1.3445, loss/aux0: 1.3445 2020-10-23 19:56:39,041 - mmaction - INFO - Epoch [207][160/264] lr: 4.104e-02, eta: 6:42:15, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6917, top5_acc: 0.8719, loss_cls: 1.2387, loss: 1.2387, grad_norm: 2.4325, top1_acc/aux0: 0.6563, top5_acc/aux0: 0.8575, loss_cls/aux0: 1.3660, loss/aux0: 1.3660 2020-10-23 19:56:39,991 - mmaction - INFO - Epoch [207][160/264] lr: 4.104e-02, eta: 6:42:20, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.6917, top5_acc: 0.8719, loss_cls: 1.2387, loss: 1.2387, grad_norm: 2.4224, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8582, loss_cls/aux0: 1.3578, loss/aux0: 1.3578 2020-10-23 19:57:16,712 - mmaction - INFO - Epoch [207][180/264] lr: 4.104e-02, eta: 6:41:38, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6806, top5_acc: 0.8700, loss_cls: 1.2556, loss: 1.2556, grad_norm: 2.4780, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8582, loss_cls/aux0: 1.3551, loss/aux0: 1.3551 2020-10-23 19:57:17,650 - mmaction - INFO - Epoch [207][180/264] lr: 4.104e-02, eta: 6:41:43, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6806, top5_acc: 0.8700, loss_cls: 1.2556, loss: 1.2556, grad_norm: 2.4793, top1_acc/aux0: 0.6601, top5_acc/aux0: 0.8571, loss_cls/aux0: 1.3578, loss/aux0: 1.3578 2020-10-23 19:57:54,485 - mmaction - INFO - Epoch [207][200/264] lr: 4.104e-02, eta: 6:41:01, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6816, top5_acc: 0.8707, loss_cls: 1.2738, loss: 1.2738, grad_norm: 2.4410, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.3811, loss/aux0: 1.3811 2020-10-23 19:57:55,468 - mmaction - INFO - Epoch [207][200/264] lr: 4.104e-02, eta: 6:41:06, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.6816, top5_acc: 0.8707, loss_cls: 1.2738, loss: 1.2738, grad_norm: 2.4442, top1_acc/aux0: 0.6465, top5_acc/aux0: 0.8498, loss_cls/aux0: 1.3882, loss/aux0: 1.3882 2020-10-23 19:58:32,075 - mmaction - INFO - Epoch [207][220/264] lr: 4.104e-02, eta: 6:40:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6832, top5_acc: 0.8670, loss_cls: 1.2790, loss: 1.2790, grad_norm: 2.4647, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8606, loss_cls/aux0: 1.3675, loss/aux0: 1.3675 2020-10-23 19:58:33,031 - mmaction - INFO - Epoch [207][220/264] lr: 4.104e-02, eta: 6:40:29, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6832, top5_acc: 0.8670, loss_cls: 1.2790, loss: 1.2790, grad_norm: 2.4758, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8590, loss_cls/aux0: 1.3715, loss/aux0: 1.3715 2020-10-23 19:59:09,856 - mmaction - INFO - Epoch [207][240/264] lr: 4.104e-02, eta: 6:39:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8712, loss_cls: 1.2328, loss: 1.2328, grad_norm: 2.4339, top1_acc/aux0: 0.6408, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.4481, loss/aux0: 1.4481 2020-10-23 19:59:10,802 - mmaction - INFO - Epoch [207][240/264] lr: 4.104e-02, eta: 6:39:52, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8712, loss_cls: 1.2328, loss: 1.2328, grad_norm: 2.4504, top1_acc/aux0: 0.6392, top5_acc/aux0: 0.8441, loss_cls/aux0: 1.4498, loss/aux0: 1.4498 2020-10-23 19:59:47,103 - mmaction - INFO - Epoch [207][260/264] lr: 4.104e-02, eta: 6:39:11, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6837, top5_acc: 0.8764, loss_cls: 1.2337, loss: 1.2337, grad_norm: 2.4732, top1_acc/aux0: 0.6460, top5_acc/aux0: 0.8502, loss_cls/aux0: 1.4185, loss/aux0: 1.4185 2020-10-23 19:59:48,045 - mmaction - INFO - Epoch [207][260/264] lr: 4.104e-02, eta: 6:39:15, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.6837, top5_acc: 0.8764, loss_cls: 1.2337, loss: 1.2337, grad_norm: 2.4819, top1_acc/aux0: 0.6470, top5_acc/aux0: 0.8498, loss_cls/aux0: 1.4236, loss/aux0: 1.4236 2020-10-23 20:06:01,469 - mmaction - INFO - Epoch [208][20/264] lr: 3.947e-02, eta: 6:38:25, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6946, top5_acc: 0.8748, loss_cls: 1.2138, loss: 1.2138, grad_norm: 2.5076, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8485, loss_cls/aux0: 1.4315, loss/aux0: 1.4315 2020-10-23 20:06:02,423 - mmaction - INFO - Epoch [208][20/264] lr: 3.947e-02, eta: 6:38:29, time: 0.925, data_time: 0.004, memory: 8466, top1_acc: 0.6946, top5_acc: 0.8748, loss_cls: 1.2138, loss: 1.2138, grad_norm: 2.5062, top1_acc/aux0: 0.6337, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4310, loss/aux0: 1.4310 2020-10-23 20:06:38,926 - mmaction - INFO - Epoch [208][40/264] lr: 3.947e-02, eta: 6:37:48, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6847, top5_acc: 0.8778, loss_cls: 1.2155, loss: 1.2155, grad_norm: 2.4438, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8528, loss_cls/aux0: 1.3766, loss/aux0: 1.3766 2020-10-23 20:06:39,856 - mmaction - INFO - Epoch [208][40/264] lr: 3.947e-02, eta: 6:37:52, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6847, top5_acc: 0.8778, loss_cls: 1.2155, loss: 1.2155, grad_norm: 2.4481, top1_acc/aux0: 0.6545, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.3781, loss/aux0: 1.3781 2020-10-23 20:07:16,464 - mmaction - INFO - Epoch [208][60/264] lr: 3.947e-02, eta: 6:37:11, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6962, top5_acc: 0.8771, loss_cls: 1.2113, loss: 1.2113, grad_norm: 2.4550, top1_acc/aux0: 0.6545, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.3703, loss/aux0: 1.3703 2020-10-23 20:07:17,395 - mmaction - INFO - Epoch [208][60/264] lr: 3.947e-02, eta: 6:37:15, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.6962, top5_acc: 0.8771, loss_cls: 1.2113, loss: 1.2113, grad_norm: 2.4642, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8540, loss_cls/aux0: 1.3782, loss/aux0: 1.3782 2020-10-23 20:07:54,080 - mmaction - INFO - Epoch [208][80/264] lr: 3.947e-02, eta: 6:36:34, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6892, top5_acc: 0.8712, loss_cls: 1.2451, loss: 1.2451, grad_norm: 2.4825, top1_acc/aux0: 0.6481, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.3973, loss/aux0: 1.3973 2020-10-23 20:07:55,022 - mmaction - INFO - Epoch [208][80/264] lr: 3.947e-02, eta: 6:36:38, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6892, top5_acc: 0.8712, loss_cls: 1.2451, loss: 1.2451, grad_norm: 2.4728, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8507, loss_cls/aux0: 1.3798, loss/aux0: 1.3798 2020-10-23 20:08:31,472 - mmaction - INFO - Epoch [208][100/264] lr: 3.947e-02, eta: 6:35:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6872, top5_acc: 0.8734, loss_cls: 1.2261, loss: 1.2261, grad_norm: 2.4783, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3608, loss/aux0: 1.3608 2020-10-23 20:08:32,507 - mmaction - INFO - Epoch [208][100/264] lr: 3.947e-02, eta: 6:36:02, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6872, top5_acc: 0.8734, loss_cls: 1.2261, loss: 1.2261, grad_norm: 2.4792, top1_acc/aux0: 0.6601, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3627, loss/aux0: 1.3627 2020-10-23 20:09:09,209 - mmaction - INFO - Epoch [208][120/264] lr: 3.947e-02, eta: 6:35:20, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6969, top5_acc: 0.8785, loss_cls: 1.1878, loss: 1.1878, grad_norm: 2.4619, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3378, loss/aux0: 1.3378 2020-10-23 20:09:10,157 - mmaction - INFO - Epoch [208][120/264] lr: 3.947e-02, eta: 6:35:25, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.6969, top5_acc: 0.8785, loss_cls: 1.1878, loss: 1.1878, grad_norm: 2.4514, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8580, loss_cls/aux0: 1.3332, loss/aux0: 1.3332 2020-10-23 20:09:46,907 - mmaction - INFO - Epoch [208][140/264] lr: 3.947e-02, eta: 6:34:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7012, top5_acc: 0.8903, loss_cls: 1.1612, loss: 1.1612, grad_norm: 2.4827, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.3475, loss/aux0: 1.3475 2020-10-23 20:09:47,842 - mmaction - INFO - Epoch [208][140/264] lr: 3.947e-02, eta: 6:34:48, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.7012, top5_acc: 0.8903, loss_cls: 1.1612, loss: 1.1612, grad_norm: 2.4825, top1_acc/aux0: 0.6582, top5_acc/aux0: 0.8564, loss_cls/aux0: 1.3518, loss/aux0: 1.3518 2020-10-23 20:10:24,626 - mmaction - INFO - Epoch [208][160/264] lr: 3.947e-02, eta: 6:34:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6948, top5_acc: 0.8752, loss_cls: 1.2229, loss: 1.2229, grad_norm: 2.5035, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4104, loss/aux0: 1.4104 2020-10-23 20:10:25,561 - mmaction - INFO - Epoch [208][160/264] lr: 3.947e-02, eta: 6:34:11, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6948, top5_acc: 0.8752, loss_cls: 1.2229, loss: 1.2229, grad_norm: 2.5149, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8493, loss_cls/aux0: 1.4163, loss/aux0: 1.4163 2020-10-23 20:11:02,227 - mmaction - INFO - Epoch [208][180/264] lr: 3.947e-02, eta: 6:33:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6774, top5_acc: 0.8734, loss_cls: 1.2523, loss: 1.2523, grad_norm: 2.5462, top1_acc/aux0: 0.6502, top5_acc/aux0: 0.8540, loss_cls/aux0: 1.3796, loss/aux0: 1.3796 2020-10-23 20:11:03,165 - mmaction - INFO - Epoch [208][180/264] lr: 3.947e-02, eta: 6:33:34, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6774, top5_acc: 0.8734, loss_cls: 1.2523, loss: 1.2523, grad_norm: 2.5361, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8543, loss_cls/aux0: 1.3753, loss/aux0: 1.3753 2020-10-23 20:11:40,385 - mmaction - INFO - Epoch [208][200/264] lr: 3.947e-02, eta: 6:32:53, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6884, top5_acc: 0.8694, loss_cls: 1.2543, loss: 1.2543, grad_norm: 2.4601, top1_acc/aux0: 0.6467, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3819, loss/aux0: 1.3819 2020-10-23 20:11:41,326 - mmaction - INFO - Epoch [208][200/264] lr: 3.947e-02, eta: 6:32:57, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.6884, top5_acc: 0.8694, loss_cls: 1.2543, loss: 1.2543, grad_norm: 2.4556, top1_acc/aux0: 0.6472, top5_acc/aux0: 0.8530, loss_cls/aux0: 1.3855, loss/aux0: 1.3855 2020-10-23 20:12:18,134 - mmaction - INFO - Epoch [208][220/264] lr: 3.947e-02, eta: 6:32:16, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6738, top5_acc: 0.8665, loss_cls: 1.2827, loss: 1.2827, grad_norm: 2.4988, top1_acc/aux0: 0.6606, top5_acc/aux0: 0.8564, loss_cls/aux0: 1.3592, loss/aux0: 1.3592 2020-10-23 20:12:19,089 - mmaction - INFO - Epoch [208][220/264] lr: 3.947e-02, eta: 6:32:20, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.6738, top5_acc: 0.8665, loss_cls: 1.2827, loss: 1.2827, grad_norm: 2.4905, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.3647, loss/aux0: 1.3647 2020-10-23 20:12:55,850 - mmaction - INFO - Epoch [208][240/264] lr: 3.947e-02, eta: 6:31:39, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6939, top5_acc: 0.8766, loss_cls: 1.2199, loss: 1.2199, grad_norm: 2.5124, top1_acc/aux0: 0.6502, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.3937, loss/aux0: 1.3937 2020-10-23 20:12:56,782 - mmaction - INFO - Epoch [208][240/264] lr: 3.947e-02, eta: 6:31:44, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.6939, top5_acc: 0.8766, loss_cls: 1.2199, loss: 1.2199, grad_norm: 2.5174, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.3880, loss/aux0: 1.3880 2020-10-23 20:13:33,458 - mmaction - INFO - Epoch [208][260/264] lr: 3.947e-02, eta: 6:31:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6908, top5_acc: 0.8769, loss_cls: 1.2271, loss: 1.2271, grad_norm: 2.4902, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8545, loss_cls/aux0: 1.3973, loss/aux0: 1.3973 2020-10-23 20:13:34,378 - mmaction - INFO - Epoch [208][260/264] lr: 3.947e-02, eta: 6:31:07, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6908, top5_acc: 0.8769, loss_cls: 1.2271, loss: 1.2271, grad_norm: 2.4952, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8530, loss_cls/aux0: 1.3978, loss/aux0: 1.3978 2020-10-23 20:15:24,925 - mmaction - INFO - Saving checkpoint at 208 epochs 2020-10-23 20:17:06,431 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 20:17:06,566 - mmaction - INFO - top1_acc 0.6947 top5_acc 0.8969 2020-10-23 20:17:06,566 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 20:17:06,630 - mmaction - INFO - mean_acc 0.6948 2020-10-23 20:17:06,630 - mmaction - INFO - Now best checkpoint is epoch_208.pth 2020-10-23 20:17:06,639 - mmaction - INFO - Epoch(val) [208][264] top1_acc: 0.6947, top5_acc: 0.8969, mean_class_accuracy: 0.6948 2020-10-23 20:21:01,438 - mmaction - INFO - Epoch [209][20/264] lr: 3.792e-02, eta: 6:30:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7009, top5_acc: 0.8786, loss_cls: 1.1837, loss: 1.1837, grad_norm: 2.4372, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.3635, loss/aux0: 1.3635 2020-10-23 20:21:02,572 - mmaction - INFO - Epoch [209][20/264] lr: 3.792e-02, eta: 6:30:21, time: 0.944, data_time: 0.013, memory: 8466, top1_acc: 0.7009, top5_acc: 0.8786, loss_cls: 1.1837, loss: 1.1837, grad_norm: 2.4436, top1_acc/aux0: 0.6545, top5_acc/aux0: 0.8476, loss_cls/aux0: 1.3657, loss/aux0: 1.3657 2020-10-23 20:21:38,982 - mmaction - INFO - Epoch [209][40/264] lr: 3.792e-02, eta: 6:29:39, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6891, top5_acc: 0.8780, loss_cls: 1.2200, loss: 1.2200, grad_norm: 2.4873, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8530, loss_cls/aux0: 1.3809, loss/aux0: 1.3809 2020-10-23 20:21:39,920 - mmaction - INFO - Epoch [209][40/264] lr: 3.792e-02, eta: 6:29:44, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6891, top5_acc: 0.8780, loss_cls: 1.2200, loss: 1.2200, grad_norm: 2.4831, top1_acc/aux0: 0.6582, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3710, loss/aux0: 1.3710 2020-10-23 20:22:16,608 - mmaction - INFO - Epoch [209][60/264] lr: 3.792e-02, eta: 6:29:03, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6934, top5_acc: 0.8681, loss_cls: 1.2099, loss: 1.2099, grad_norm: 2.5132, top1_acc/aux0: 0.6592, top5_acc/aux0: 0.8543, loss_cls/aux0: 1.3661, loss/aux0: 1.3661 2020-10-23 20:22:17,550 - mmaction - INFO - Epoch [209][60/264] lr: 3.792e-02, eta: 6:29:07, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6934, top5_acc: 0.8681, loss_cls: 1.2099, loss: 1.2099, grad_norm: 2.5291, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.3755, loss/aux0: 1.3755 2020-10-23 20:22:53,911 - mmaction - INFO - Epoch [209][80/264] lr: 3.792e-02, eta: 6:28:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7040, top5_acc: 0.8781, loss_cls: 1.1762, loss: 1.1762, grad_norm: 2.4672, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8582, loss_cls/aux0: 1.3537, loss/aux0: 1.3537 2020-10-23 20:22:54,858 - mmaction - INFO - Epoch [209][80/264] lr: 3.792e-02, eta: 6:28:30, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7040, top5_acc: 0.8781, loss_cls: 1.1762, loss: 1.1762, grad_norm: 2.4789, top1_acc/aux0: 0.6627, top5_acc/aux0: 0.8590, loss_cls/aux0: 1.3502, loss/aux0: 1.3502 2020-10-23 20:23:31,471 - mmaction - INFO - Epoch [209][100/264] lr: 3.792e-02, eta: 6:27:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6887, top5_acc: 0.8745, loss_cls: 1.2205, loss: 1.2205, grad_norm: 2.4825, top1_acc/aux0: 0.6571, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.3707, loss/aux0: 1.3707 2020-10-23 20:23:32,426 - mmaction - INFO - Epoch [209][100/264] lr: 3.792e-02, eta: 6:27:53, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6887, top5_acc: 0.8745, loss_cls: 1.2205, loss: 1.2205, grad_norm: 2.4809, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8507, loss_cls/aux0: 1.3693, loss/aux0: 1.3693 2020-10-23 20:24:09,218 - mmaction - INFO - Epoch [209][120/264] lr: 3.792e-02, eta: 6:27:12, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6955, top5_acc: 0.8714, loss_cls: 1.2125, loss: 1.2125, grad_norm: 2.5162, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8613, loss_cls/aux0: 1.3425, loss/aux0: 1.3425 2020-10-23 20:24:10,162 - mmaction - INFO - Epoch [209][120/264] lr: 3.792e-02, eta: 6:27:16, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.6955, top5_acc: 0.8714, loss_cls: 1.2125, loss: 1.2125, grad_norm: 2.5072, top1_acc/aux0: 0.6590, top5_acc/aux0: 0.8601, loss_cls/aux0: 1.3426, loss/aux0: 1.3426 2020-10-23 20:24:47,058 - mmaction - INFO - Epoch [209][140/264] lr: 3.792e-02, eta: 6:26:35, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6957, top5_acc: 0.8760, loss_cls: 1.2126, loss: 1.2126, grad_norm: 2.5351, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8571, loss_cls/aux0: 1.3798, loss/aux0: 1.3798 2020-10-23 20:24:48,022 - mmaction - INFO - Epoch [209][140/264] lr: 3.792e-02, eta: 6:26:39, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.6957, top5_acc: 0.8760, loss_cls: 1.2126, loss: 1.2126, grad_norm: 2.5412, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8569, loss_cls/aux0: 1.3896, loss/aux0: 1.3896 2020-10-23 20:25:24,743 - mmaction - INFO - Epoch [209][160/264] lr: 3.792e-02, eta: 6:25:58, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7021, top5_acc: 0.8828, loss_cls: 1.1662, loss: 1.1662, grad_norm: 2.4991, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3258, loss/aux0: 1.3258 2020-10-23 20:25:25,687 - mmaction - INFO - Epoch [209][160/264] lr: 3.792e-02, eta: 6:26:03, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.7021, top5_acc: 0.8828, loss_cls: 1.1662, loss: 1.1662, grad_norm: 2.4846, top1_acc/aux0: 0.6679, top5_acc/aux0: 0.8639, loss_cls/aux0: 1.3109, loss/aux0: 1.3109 2020-10-23 20:26:02,474 - mmaction - INFO - Epoch [209][180/264] lr: 3.792e-02, eta: 6:25:21, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6950, top5_acc: 0.8823, loss_cls: 1.2000, loss: 1.2000, grad_norm: 2.5108, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8601, loss_cls/aux0: 1.3624, loss/aux0: 1.3624 2020-10-23 20:26:03,448 - mmaction - INFO - Epoch [209][180/264] lr: 3.792e-02, eta: 6:25:26, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.6950, top5_acc: 0.8823, loss_cls: 1.2000, loss: 1.2000, grad_norm: 2.5103, top1_acc/aux0: 0.6608, top5_acc/aux0: 0.8592, loss_cls/aux0: 1.3660, loss/aux0: 1.3660 2020-10-23 20:26:39,993 - mmaction - INFO - Epoch [209][200/264] lr: 3.792e-02, eta: 6:24:45, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6944, top5_acc: 0.8701, loss_cls: 1.2455, loss: 1.2455, grad_norm: 2.5233, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8649, loss_cls/aux0: 1.3313, loss/aux0: 1.3313 2020-10-23 20:26:40,942 - mmaction - INFO - Epoch [209][200/264] lr: 3.792e-02, eta: 6:24:49, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6944, top5_acc: 0.8701, loss_cls: 1.2455, loss: 1.2455, grad_norm: 2.5314, top1_acc/aux0: 0.6639, top5_acc/aux0: 0.8627, loss_cls/aux0: 1.3408, loss/aux0: 1.3408 2020-10-23 20:27:17,783 - mmaction - INFO - Epoch [209][220/264] lr: 3.792e-02, eta: 6:24:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6934, top5_acc: 0.8740, loss_cls: 1.2144, loss: 1.2144, grad_norm: 2.4995, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.3998, loss/aux0: 1.3998 2020-10-23 20:27:18,713 - mmaction - INFO - Epoch [209][220/264] lr: 3.792e-02, eta: 6:24:12, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6934, top5_acc: 0.8740, loss_cls: 1.2144, loss: 1.2144, grad_norm: 2.4868, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8486, loss_cls/aux0: 1.3925, loss/aux0: 1.3925 2020-10-23 20:27:55,708 - mmaction - INFO - Epoch [209][240/264] lr: 3.792e-02, eta: 6:23:31, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6908, top5_acc: 0.8759, loss_cls: 1.2209, loss: 1.2209, grad_norm: 2.5580, top1_acc/aux0: 0.6637, top5_acc/aux0: 0.8587, loss_cls/aux0: 1.3329, loss/aux0: 1.3329 2020-10-23 20:27:56,650 - mmaction - INFO - Epoch [209][240/264] lr: 3.792e-02, eta: 6:23:35, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.6908, top5_acc: 0.8759, loss_cls: 1.2209, loss: 1.2209, grad_norm: 2.5606, top1_acc/aux0: 0.6623, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3397, loss/aux0: 1.3397 2020-10-23 20:28:33,400 - mmaction - INFO - Epoch [209][260/264] lr: 3.792e-02, eta: 6:22:54, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6856, top5_acc: 0.8720, loss_cls: 1.2453, loss: 1.2453, grad_norm: 2.5328, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3472, loss/aux0: 1.3472 2020-10-23 20:28:34,359 - mmaction - INFO - Epoch [209][260/264] lr: 3.792e-02, eta: 6:22:58, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.6856, top5_acc: 0.8720, loss_cls: 1.2453, loss: 1.2453, grad_norm: 2.5298, top1_acc/aux0: 0.6639, top5_acc/aux0: 0.8556, loss_cls/aux0: 1.3413, loss/aux0: 1.3413 2020-10-23 20:35:03,047 - mmaction - INFO - Epoch [210][20/264] lr: 3.640e-02, eta: 6:22:08, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.7024, top5_acc: 0.8825, loss_cls: 1.1600, loss: 1.1600, grad_norm: 2.4741, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8554, loss_cls/aux0: 1.3635, loss/aux0: 1.3635 2020-10-23 20:35:04,000 - mmaction - INFO - Epoch [210][20/264] lr: 3.640e-02, eta: 6:22:12, time: 0.927, data_time: 0.005, memory: 8466, top1_acc: 0.7024, top5_acc: 0.8825, loss_cls: 1.1600, loss: 1.1600, grad_norm: 2.4829, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8545, loss_cls/aux0: 1.3657, loss/aux0: 1.3657 2020-10-23 20:35:40,248 - mmaction - INFO - Epoch [210][40/264] lr: 3.640e-02, eta: 6:21:31, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7089, top5_acc: 0.8856, loss_cls: 1.1546, loss: 1.1546, grad_norm: 2.4937, top1_acc/aux0: 0.6582, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.3593, loss/aux0: 1.3593 2020-10-23 20:35:41,175 - mmaction - INFO - Epoch [210][40/264] lr: 3.640e-02, eta: 6:21:35, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7089, top5_acc: 0.8856, loss_cls: 1.1546, loss: 1.1546, grad_norm: 2.4799, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8554, loss_cls/aux0: 1.3469, loss/aux0: 1.3469 2020-10-23 20:36:17,896 - mmaction - INFO - Epoch [210][60/264] lr: 3.640e-02, eta: 6:20:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6863, top5_acc: 0.8681, loss_cls: 1.2369, loss: 1.2369, grad_norm: 2.5308, top1_acc/aux0: 0.6780, top5_acc/aux0: 0.8679, loss_cls/aux0: 1.2918, loss/aux0: 1.2918 2020-10-23 20:36:18,828 - mmaction - INFO - Epoch [210][60/264] lr: 3.640e-02, eta: 6:20:58, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6863, top5_acc: 0.8681, loss_cls: 1.2369, loss: 1.2369, grad_norm: 2.5401, top1_acc/aux0: 0.6738, top5_acc/aux0: 0.8649, loss_cls/aux0: 1.3031, loss/aux0: 1.3031 2020-10-23 20:36:55,389 - mmaction - INFO - Epoch [210][80/264] lr: 3.640e-02, eta: 6:20:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7021, top5_acc: 0.8845, loss_cls: 1.1709, loss: 1.1709, grad_norm: 2.4748, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8637, loss_cls/aux0: 1.3115, loss/aux0: 1.3115 2020-10-23 20:36:56,332 - mmaction - INFO - Epoch [210][80/264] lr: 3.640e-02, eta: 6:20:21, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7021, top5_acc: 0.8845, loss_cls: 1.1709, loss: 1.1709, grad_norm: 2.4632, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3070, loss/aux0: 1.3070 2020-10-23 20:37:33,098 - mmaction - INFO - Epoch [210][100/264] lr: 3.640e-02, eta: 6:19:40, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7057, top5_acc: 0.8837, loss_cls: 1.1551, loss: 1.1551, grad_norm: 2.4943, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3496, loss/aux0: 1.3496 2020-10-23 20:37:34,061 - mmaction - INFO - Epoch [210][100/264] lr: 3.640e-02, eta: 6:19:44, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7057, top5_acc: 0.8837, loss_cls: 1.1551, loss: 1.1551, grad_norm: 2.4941, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3530, loss/aux0: 1.3530 2020-10-23 20:38:11,052 - mmaction - INFO - Epoch [210][120/264] lr: 3.640e-02, eta: 6:19:03, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6906, top5_acc: 0.8809, loss_cls: 1.2173, loss: 1.2173, grad_norm: 2.5349, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3199, loss/aux0: 1.3199 2020-10-23 20:38:12,004 - mmaction - INFO - Epoch [210][120/264] lr: 3.640e-02, eta: 6:19:08, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.6906, top5_acc: 0.8809, loss_cls: 1.2173, loss: 1.2173, grad_norm: 2.5361, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8616, loss_cls/aux0: 1.3111, loss/aux0: 1.3111 2020-10-23 20:38:48,697 - mmaction - INFO - Epoch [210][140/264] lr: 3.640e-02, eta: 6:18:26, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8795, loss_cls: 1.2033, loss: 1.2033, grad_norm: 2.5069, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8507, loss_cls/aux0: 1.3728, loss/aux0: 1.3728 2020-10-23 20:38:49,641 - mmaction - INFO - Epoch [210][140/264] lr: 3.640e-02, eta: 6:18:31, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8795, loss_cls: 1.2033, loss: 1.2033, grad_norm: 2.4904, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8512, loss_cls/aux0: 1.3767, loss/aux0: 1.3767 2020-10-23 20:39:26,317 - mmaction - INFO - Epoch [210][160/264] lr: 3.640e-02, eta: 6:17:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7049, top5_acc: 0.8847, loss_cls: 1.1770, loss: 1.1770, grad_norm: 2.5030, top1_acc/aux0: 0.6642, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3383, loss/aux0: 1.3383 2020-10-23 20:39:27,266 - mmaction - INFO - Epoch [210][160/264] lr: 3.640e-02, eta: 6:17:54, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7049, top5_acc: 0.8847, loss_cls: 1.1770, loss: 1.1770, grad_norm: 2.5113, top1_acc/aux0: 0.6632, top5_acc/aux0: 0.8606, loss_cls/aux0: 1.3368, loss/aux0: 1.3368 2020-10-23 20:40:03,938 - mmaction - INFO - Epoch [210][180/264] lr: 3.640e-02, eta: 6:17:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6946, top5_acc: 0.8760, loss_cls: 1.2194, loss: 1.2194, grad_norm: 2.5482, top1_acc/aux0: 0.6592, top5_acc/aux0: 0.8601, loss_cls/aux0: 1.3358, loss/aux0: 1.3358 2020-10-23 20:40:04,897 - mmaction - INFO - Epoch [210][180/264] lr: 3.640e-02, eta: 6:17:17, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.6946, top5_acc: 0.8760, loss_cls: 1.2194, loss: 1.2194, grad_norm: 2.5465, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8587, loss_cls/aux0: 1.3440, loss/aux0: 1.3440 2020-10-23 20:40:41,858 - mmaction - INFO - Epoch [210][200/264] lr: 3.640e-02, eta: 6:16:36, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6932, top5_acc: 0.8747, loss_cls: 1.2286, loss: 1.2286, grad_norm: 2.5038, top1_acc/aux0: 0.6556, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3581, loss/aux0: 1.3581 2020-10-23 20:40:42,801 - mmaction - INFO - Epoch [210][200/264] lr: 3.640e-02, eta: 6:16:40, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.6932, top5_acc: 0.8747, loss_cls: 1.2286, loss: 1.2286, grad_norm: 2.5070, top1_acc/aux0: 0.6559, top5_acc/aux0: 0.8580, loss_cls/aux0: 1.3572, loss/aux0: 1.3572 2020-10-23 20:41:19,524 - mmaction - INFO - Epoch [210][220/264] lr: 3.640e-02, eta: 6:15:59, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6929, top5_acc: 0.8748, loss_cls: 1.2121, loss: 1.2121, grad_norm: 2.5852, top1_acc/aux0: 0.6717, top5_acc/aux0: 0.8618, loss_cls/aux0: 1.3218, loss/aux0: 1.3218 2020-10-23 20:41:20,496 - mmaction - INFO - Epoch [210][220/264] lr: 3.640e-02, eta: 6:16:03, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6929, top5_acc: 0.8748, loss_cls: 1.2121, loss: 1.2121, grad_norm: 2.5717, top1_acc/aux0: 0.6717, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3214, loss/aux0: 1.3214 2020-10-23 20:41:57,496 - mmaction - INFO - Epoch [210][240/264] lr: 3.640e-02, eta: 6:15:22, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8750, loss_cls: 1.2035, loss: 1.2035, grad_norm: 2.5736, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3526, loss/aux0: 1.3526 2020-10-23 20:41:58,451 - mmaction - INFO - Epoch [210][240/264] lr: 3.640e-02, eta: 6:15:26, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8750, loss_cls: 1.2035, loss: 1.2035, grad_norm: 2.5779, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3568, loss/aux0: 1.3568 2020-10-23 20:42:35,116 - mmaction - INFO - Epoch [210][260/264] lr: 3.640e-02, eta: 6:14:45, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6962, top5_acc: 0.8766, loss_cls: 1.2193, loss: 1.2193, grad_norm: 2.5091, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3320, loss/aux0: 1.3320 2020-10-23 20:42:36,036 - mmaction - INFO - Epoch [210][260/264] lr: 3.640e-02, eta: 6:14:49, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6962, top5_acc: 0.8766, loss_cls: 1.2193, loss: 1.2193, grad_norm: 2.5197, top1_acc/aux0: 0.6642, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3345, loss/aux0: 1.3345 2020-10-23 20:48:21,614 - mmaction - INFO - Epoch [211][20/264] lr: 3.491e-02, eta: 6:13:59, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8821, loss_cls: 1.1806, loss: 1.1806, grad_norm: 2.5185, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8618, loss_cls/aux0: 1.3212, loss/aux0: 1.3212 2020-10-23 20:48:22,580 - mmaction - INFO - Epoch [211][20/264] lr: 3.491e-02, eta: 6:14:04, time: 0.945, data_time: 0.005, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8821, loss_cls: 1.1806, loss: 1.1806, grad_norm: 2.5279, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3238, loss/aux0: 1.3238 2020-10-23 20:48:59,114 - mmaction - INFO - Epoch [211][40/264] lr: 3.491e-02, eta: 6:13:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7005, top5_acc: 0.8832, loss_cls: 1.1672, loss: 1.1672, grad_norm: 2.5653, top1_acc/aux0: 0.6707, top5_acc/aux0: 0.8601, loss_cls/aux0: 1.3081, loss/aux0: 1.3081 2020-10-23 20:49:00,066 - mmaction - INFO - Epoch [211][40/264] lr: 3.491e-02, eta: 6:13:27, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7005, top5_acc: 0.8832, loss_cls: 1.1672, loss: 1.1672, grad_norm: 2.5679, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3104, loss/aux0: 1.3104 2020-10-23 20:49:36,824 - mmaction - INFO - Epoch [211][60/264] lr: 3.491e-02, eta: 6:12:46, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7092, top5_acc: 0.8773, loss_cls: 1.1572, loss: 1.1572, grad_norm: 2.4790, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3115, loss/aux0: 1.3115 2020-10-23 20:49:37,760 - mmaction - INFO - Epoch [211][60/264] lr: 3.491e-02, eta: 6:12:50, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.7092, top5_acc: 0.8773, loss_cls: 1.1572, loss: 1.1572, grad_norm: 2.4848, top1_acc/aux0: 0.6700, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3090, loss/aux0: 1.3090 2020-10-23 20:50:14,514 - mmaction - INFO - Epoch [211][80/264] lr: 3.491e-02, eta: 6:12:09, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7149, top5_acc: 0.8849, loss_cls: 1.1349, loss: 1.1349, grad_norm: 2.5520, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3468, loss/aux0: 1.3468 2020-10-23 20:50:15,473 - mmaction - INFO - Epoch [211][80/264] lr: 3.491e-02, eta: 6:12:13, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.7149, top5_acc: 0.8849, loss_cls: 1.1349, loss: 1.1349, grad_norm: 2.5544, top1_acc/aux0: 0.6655, top5_acc/aux0: 0.8559, loss_cls/aux0: 1.3426, loss/aux0: 1.3426 2020-10-23 20:50:52,111 - mmaction - INFO - Epoch [211][100/264] lr: 3.491e-02, eta: 6:11:32, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6931, top5_acc: 0.8785, loss_cls: 1.1817, loss: 1.1817, grad_norm: 2.5153, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8601, loss_cls/aux0: 1.3308, loss/aux0: 1.3308 2020-10-23 20:50:53,148 - mmaction - INFO - Epoch [211][100/264] lr: 3.491e-02, eta: 6:11:36, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6931, top5_acc: 0.8785, loss_cls: 1.1817, loss: 1.1817, grad_norm: 2.5075, top1_acc/aux0: 0.6731, top5_acc/aux0: 0.8608, loss_cls/aux0: 1.3292, loss/aux0: 1.3292 2020-10-23 20:51:30,025 - mmaction - INFO - Epoch [211][120/264] lr: 3.491e-02, eta: 6:10:55, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8710, loss_cls: 1.1959, loss: 1.1959, grad_norm: 2.4958, top1_acc/aux0: 0.6731, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3126, loss/aux0: 1.3126 2020-10-23 20:51:30,981 - mmaction - INFO - Epoch [211][120/264] lr: 3.491e-02, eta: 6:10:59, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8710, loss_cls: 1.1959, loss: 1.1959, grad_norm: 2.4892, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3108, loss/aux0: 1.3108 2020-10-23 20:52:07,968 - mmaction - INFO - Epoch [211][140/264] lr: 3.491e-02, eta: 6:10:18, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2119, loss: 1.2119, grad_norm: 2.5219, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3074, loss/aux0: 1.3074 2020-10-23 20:52:08,909 - mmaction - INFO - Epoch [211][140/264] lr: 3.491e-02, eta: 6:10:22, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2119, loss: 1.2119, grad_norm: 2.5213, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8644, loss_cls/aux0: 1.3059, loss/aux0: 1.3059 2020-10-23 20:52:45,995 - mmaction - INFO - Epoch [211][160/264] lr: 3.491e-02, eta: 6:09:41, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6936, top5_acc: 0.8722, loss_cls: 1.2175, loss: 1.2175, grad_norm: 2.5738, top1_acc/aux0: 0.6634, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3176, loss/aux0: 1.3176 2020-10-23 20:52:46,933 - mmaction - INFO - Epoch [211][160/264] lr: 3.491e-02, eta: 6:09:46, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.6936, top5_acc: 0.8722, loss_cls: 1.2175, loss: 1.2175, grad_norm: 2.5711, top1_acc/aux0: 0.6613, top5_acc/aux0: 0.8571, loss_cls/aux0: 1.3312, loss/aux0: 1.3312 2020-10-23 20:53:23,930 - mmaction - INFO - Epoch [211][180/264] lr: 3.491e-02, eta: 6:09:05, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6988, top5_acc: 0.8781, loss_cls: 1.1854, loss: 1.1854, grad_norm: 2.5390, top1_acc/aux0: 0.6616, top5_acc/aux0: 0.8528, loss_cls/aux0: 1.3622, loss/aux0: 1.3622 2020-10-23 20:53:24,918 - mmaction - INFO - Epoch [211][180/264] lr: 3.491e-02, eta: 6:09:09, time: 0.953, data_time: 0.004, memory: 8466, top1_acc: 0.6988, top5_acc: 0.8781, loss_cls: 1.1854, loss: 1.1854, grad_norm: 2.5281, top1_acc/aux0: 0.6639, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.3454, loss/aux0: 1.3454 2020-10-23 20:54:01,723 - mmaction - INFO - Epoch [211][200/264] lr: 3.491e-02, eta: 6:08:28, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6998, top5_acc: 0.8776, loss_cls: 1.1770, loss: 1.1770, grad_norm: 2.5869, top1_acc/aux0: 0.6632, top5_acc/aux0: 0.8597, loss_cls/aux0: 1.3504, loss/aux0: 1.3504 2020-10-23 20:54:02,683 - mmaction - INFO - Epoch [211][200/264] lr: 3.491e-02, eta: 6:08:32, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.6998, top5_acc: 0.8776, loss_cls: 1.1770, loss: 1.1770, grad_norm: 2.5732, top1_acc/aux0: 0.6611, top5_acc/aux0: 0.8585, loss_cls/aux0: 1.3585, loss/aux0: 1.3585 2020-10-23 20:54:39,558 - mmaction - INFO - Epoch [211][220/264] lr: 3.491e-02, eta: 6:07:51, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7021, top5_acc: 0.8818, loss_cls: 1.1674, loss: 1.1674, grad_norm: 2.6069, top1_acc/aux0: 0.6632, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3010, loss/aux0: 1.3010 2020-10-23 20:54:40,497 - mmaction - INFO - Epoch [211][220/264] lr: 3.491e-02, eta: 6:07:55, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7021, top5_acc: 0.8818, loss_cls: 1.1674, loss: 1.1674, grad_norm: 2.6221, top1_acc/aux0: 0.6613, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3157, loss/aux0: 1.3157 2020-10-23 20:55:17,147 - mmaction - INFO - Epoch [211][240/264] lr: 3.491e-02, eta: 6:07:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8733, loss_cls: 1.1876, loss: 1.1876, grad_norm: 2.5511, top1_acc/aux0: 0.6611, top5_acc/aux0: 0.8512, loss_cls/aux0: 1.3662, loss/aux0: 1.3662 2020-10-23 20:55:18,135 - mmaction - INFO - Epoch [211][240/264] lr: 3.491e-02, eta: 6:07:18, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8733, loss_cls: 1.1876, loss: 1.1876, grad_norm: 2.5579, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8535, loss_cls/aux0: 1.3542, loss/aux0: 1.3542 2020-10-23 20:55:54,959 - mmaction - INFO - Epoch [211][260/264] lr: 3.491e-02, eta: 6:06:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8781, loss_cls: 1.1883, loss: 1.1883, grad_norm: 2.5793, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3570, loss/aux0: 1.3570 2020-10-23 20:55:55,912 - mmaction - INFO - Epoch [211][260/264] lr: 3.491e-02, eta: 6:06:41, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8781, loss_cls: 1.1883, loss: 1.1883, grad_norm: 2.5663, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3583, loss/aux0: 1.3583 2020-10-23 21:02:11,422 - mmaction - INFO - Epoch [212][20/264] lr: 3.345e-02, eta: 6:05:51, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7161, top5_acc: 0.8884, loss_cls: 1.1226, loss: 1.1226, grad_norm: 2.5301, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.3460, loss/aux0: 1.3460 2020-10-23 21:02:12,382 - mmaction - INFO - Epoch [212][20/264] lr: 3.345e-02, eta: 6:05:55, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7161, top5_acc: 0.8884, loss_cls: 1.1226, loss: 1.1226, grad_norm: 2.5416, top1_acc/aux0: 0.6660, top5_acc/aux0: 0.8538, loss_cls/aux0: 1.3413, loss/aux0: 1.3413 2020-10-23 21:02:48,641 - mmaction - INFO - Epoch [212][40/264] lr: 3.345e-02, eta: 6:05:14, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7132, top5_acc: 0.8873, loss_cls: 1.1241, loss: 1.1241, grad_norm: 2.5100, top1_acc/aux0: 0.6774, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.2874, loss/aux0: 1.2874 2020-10-23 21:02:49,592 - mmaction - INFO - Epoch [212][40/264] lr: 3.345e-02, eta: 6:05:18, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7132, top5_acc: 0.8873, loss_cls: 1.1241, loss: 1.1241, grad_norm: 2.5091, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.2925, loss/aux0: 1.2925 2020-10-23 21:03:26,233 - mmaction - INFO - Epoch [212][60/264] lr: 3.345e-02, eta: 6:04:37, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7139, top5_acc: 0.8811, loss_cls: 1.1717, loss: 1.1717, grad_norm: 2.5106, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8618, loss_cls/aux0: 1.2960, loss/aux0: 1.2960 2020-10-23 21:03:27,187 - mmaction - INFO - Epoch [212][60/264] lr: 3.345e-02, eta: 6:04:41, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7139, top5_acc: 0.8811, loss_cls: 1.1717, loss: 1.1717, grad_norm: 2.5100, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8639, loss_cls/aux0: 1.2971, loss/aux0: 1.2971 2020-10-23 21:04:03,724 - mmaction - INFO - Epoch [212][80/264] lr: 3.345e-02, eta: 6:04:00, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7174, top5_acc: 0.8875, loss_cls: 1.1239, loss: 1.1239, grad_norm: 2.4906, top1_acc/aux0: 0.6757, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.2979, loss/aux0: 1.2979 2020-10-23 21:04:04,660 - mmaction - INFO - Epoch [212][80/264] lr: 3.345e-02, eta: 6:04:04, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7174, top5_acc: 0.8875, loss_cls: 1.1239, loss: 1.1239, grad_norm: 2.4911, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8611, loss_cls/aux0: 1.3007, loss/aux0: 1.3007 2020-10-23 21:04:41,295 - mmaction - INFO - Epoch [212][100/264] lr: 3.345e-02, eta: 6:03:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7012, top5_acc: 0.8814, loss_cls: 1.1736, loss: 1.1736, grad_norm: 2.6036, top1_acc/aux0: 0.6608, top5_acc/aux0: 0.8559, loss_cls/aux0: 1.3480, loss/aux0: 1.3480 2020-10-23 21:04:42,248 - mmaction - INFO - Epoch [212][100/264] lr: 3.345e-02, eta: 6:03:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7012, top5_acc: 0.8814, loss_cls: 1.1736, loss: 1.1736, grad_norm: 2.6064, top1_acc/aux0: 0.6623, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3438, loss/aux0: 1.3438 2020-10-23 21:05:19,034 - mmaction - INFO - Epoch [212][120/264] lr: 3.345e-02, eta: 6:02:47, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7050, top5_acc: 0.8790, loss_cls: 1.1802, loss: 1.1802, grad_norm: 2.5569, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8564, loss_cls/aux0: 1.3217, loss/aux0: 1.3217 2020-10-23 21:05:19,987 - mmaction - INFO - Epoch [212][120/264] lr: 3.345e-02, eta: 6:02:51, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.7050, top5_acc: 0.8790, loss_cls: 1.1802, loss: 1.1802, grad_norm: 2.5637, top1_acc/aux0: 0.6762, top5_acc/aux0: 0.8566, loss_cls/aux0: 1.3153, loss/aux0: 1.3153 2020-10-23 21:05:56,560 - mmaction - INFO - Epoch [212][140/264] lr: 3.345e-02, eta: 6:02:10, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6993, top5_acc: 0.8734, loss_cls: 1.2101, loss: 1.2101, grad_norm: 2.6020, top1_acc/aux0: 0.6566, top5_acc/aux0: 0.8550, loss_cls/aux0: 1.3668, loss/aux0: 1.3668 2020-10-23 21:05:57,499 - mmaction - INFO - Epoch [212][140/264] lr: 3.345e-02, eta: 6:02:14, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6993, top5_acc: 0.8734, loss_cls: 1.2101, loss: 1.2101, grad_norm: 2.5960, top1_acc/aux0: 0.6559, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3673, loss/aux0: 1.3673 2020-10-23 21:06:34,649 - mmaction - INFO - Epoch [212][160/264] lr: 3.345e-02, eta: 6:01:33, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7012, top5_acc: 0.8816, loss_cls: 1.1759, loss: 1.1759, grad_norm: 2.5785, top1_acc/aux0: 0.6658, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3068, loss/aux0: 1.3068 2020-10-23 21:06:35,592 - mmaction - INFO - Epoch [212][160/264] lr: 3.345e-02, eta: 6:01:37, time: 0.957, data_time: 0.003, memory: 8466, top1_acc: 0.7012, top5_acc: 0.8816, loss_cls: 1.1759, loss: 1.1759, grad_norm: 2.5793, top1_acc/aux0: 0.6663, top5_acc/aux0: 0.8679, loss_cls/aux0: 1.3055, loss/aux0: 1.3055 2020-10-23 21:07:12,236 - mmaction - INFO - Epoch [212][180/264] lr: 3.345e-02, eta: 6:00:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7200, top5_acc: 0.8884, loss_cls: 1.1249, loss: 1.1249, grad_norm: 2.5470, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8569, loss_cls/aux0: 1.3477, loss/aux0: 1.3477 2020-10-23 21:07:13,175 - mmaction - INFO - Epoch [212][180/264] lr: 3.345e-02, eta: 6:01:00, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7200, top5_acc: 0.8884, loss_cls: 1.1249, loss: 1.1249, grad_norm: 2.5391, top1_acc/aux0: 0.6587, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3458, loss/aux0: 1.3458 2020-10-23 21:07:50,037 - mmaction - INFO - Epoch [212][200/264] lr: 3.345e-02, eta: 6:00:19, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7061, top5_acc: 0.8806, loss_cls: 1.1643, loss: 1.1643, grad_norm: 2.6067, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8634, loss_cls/aux0: 1.3149, loss/aux0: 1.3149 2020-10-23 21:07:50,973 - mmaction - INFO - Epoch [212][200/264] lr: 3.345e-02, eta: 6:00:23, time: 0.951, data_time: 0.001, memory: 8466, top1_acc: 0.7061, top5_acc: 0.8806, loss_cls: 1.1643, loss: 1.1643, grad_norm: 2.6089, top1_acc/aux0: 0.6741, top5_acc/aux0: 0.8606, loss_cls/aux0: 1.3303, loss/aux0: 1.3303 2020-10-23 21:08:27,973 - mmaction - INFO - Epoch [212][220/264] lr: 3.345e-02, eta: 5:59:42, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7017, top5_acc: 0.8802, loss_cls: 1.1703, loss: 1.1703, grad_norm: 2.5186, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8618, loss_cls/aux0: 1.3096, loss/aux0: 1.3096 2020-10-23 21:08:28,920 - mmaction - INFO - Epoch [212][220/264] lr: 3.345e-02, eta: 5:59:46, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.7017, top5_acc: 0.8802, loss_cls: 1.1703, loss: 1.1703, grad_norm: 2.5086, top1_acc/aux0: 0.6764, top5_acc/aux0: 0.8618, loss_cls/aux0: 1.3004, loss/aux0: 1.3004 2020-10-23 21:09:06,042 - mmaction - INFO - Epoch [212][240/264] lr: 3.345e-02, eta: 5:59:06, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.6964, top5_acc: 0.8807, loss_cls: 1.2013, loss: 1.2013, grad_norm: 2.6232, top1_acc/aux0: 0.6670, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3344, loss/aux0: 1.3344 2020-10-23 21:09:06,985 - mmaction - INFO - Epoch [212][240/264] lr: 3.345e-02, eta: 5:59:10, time: 0.958, data_time: 0.002, memory: 8466, top1_acc: 0.6964, top5_acc: 0.8807, loss_cls: 1.2013, loss: 1.2013, grad_norm: 2.6260, top1_acc/aux0: 0.6665, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3294, loss/aux0: 1.3294 2020-10-23 21:09:43,437 - mmaction - INFO - Epoch [212][260/264] lr: 3.345e-02, eta: 5:58:29, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6995, top5_acc: 0.8806, loss_cls: 1.1892, loss: 1.1892, grad_norm: 2.6052, top1_acc/aux0: 0.6668, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3271, loss/aux0: 1.3271 2020-10-23 21:09:44,377 - mmaction - INFO - Epoch [212][260/264] lr: 3.345e-02, eta: 5:58:33, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6995, top5_acc: 0.8806, loss_cls: 1.1892, loss: 1.1892, grad_norm: 2.6090, top1_acc/aux0: 0.6665, top5_acc/aux0: 0.8634, loss_cls/aux0: 1.3312, loss/aux0: 1.3312 2020-10-23 21:16:00,565 - mmaction - INFO - Epoch [213][20/264] lr: 3.201e-02, eta: 5:57:43, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7158, top5_acc: 0.8830, loss_cls: 1.1200, loss: 1.1200, grad_norm: 2.5851, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8670, loss_cls/aux0: 1.2781, loss/aux0: 1.2781 2020-10-23 21:16:01,528 - mmaction - INFO - Epoch [213][20/264] lr: 3.201e-02, eta: 5:57:47, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7158, top5_acc: 0.8830, loss_cls: 1.1200, loss: 1.1200, grad_norm: 2.5928, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.2898, loss/aux0: 1.2898 2020-10-23 21:16:37,846 - mmaction - INFO - Epoch [213][40/264] lr: 3.201e-02, eta: 5:57:06, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7087, top5_acc: 0.8818, loss_cls: 1.1605, loss: 1.1605, grad_norm: 2.5648, top1_acc/aux0: 0.6816, top5_acc/aux0: 0.8679, loss_cls/aux0: 1.2723, loss/aux0: 1.2723 2020-10-23 21:16:38,774 - mmaction - INFO - Epoch [213][40/264] lr: 3.201e-02, eta: 5:57:10, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7087, top5_acc: 0.8818, loss_cls: 1.1605, loss: 1.1605, grad_norm: 2.5621, top1_acc/aux0: 0.6832, top5_acc/aux0: 0.8696, loss_cls/aux0: 1.2629, loss/aux0: 1.2629 2020-10-23 21:17:15,356 - mmaction - INFO - Epoch [213][60/264] lr: 3.201e-02, eta: 5:56:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7099, top5_acc: 0.8854, loss_cls: 1.1538, loss: 1.1538, grad_norm: 2.5600, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3107, loss/aux0: 1.3107 2020-10-23 21:17:16,296 - mmaction - INFO - Epoch [213][60/264] lr: 3.201e-02, eta: 5:56:33, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7099, top5_acc: 0.8854, loss_cls: 1.1538, loss: 1.1538, grad_norm: 2.5639, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8595, loss_cls/aux0: 1.3161, loss/aux0: 1.3161 2020-10-23 21:17:53,256 - mmaction - INFO - Epoch [213][80/264] lr: 3.201e-02, eta: 5:55:52, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7123, top5_acc: 0.8894, loss_cls: 1.1096, loss: 1.1096, grad_norm: 2.5469, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2880, loss/aux0: 1.2880 2020-10-23 21:17:54,191 - mmaction - INFO - Epoch [213][80/264] lr: 3.201e-02, eta: 5:55:56, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.7123, top5_acc: 0.8894, loss_cls: 1.1096, loss: 1.1096, grad_norm: 2.5465, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2824, loss/aux0: 1.2824 2020-10-23 21:18:30,919 - mmaction - INFO - Epoch [213][100/264] lr: 3.201e-02, eta: 5:55:15, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8842, loss_cls: 1.1539, loss: 1.1539, grad_norm: 2.6025, top1_acc/aux0: 0.6712, top5_acc/aux0: 0.8658, loss_cls/aux0: 1.3184, loss/aux0: 1.3184 2020-10-23 21:18:31,921 - mmaction - INFO - Epoch [213][100/264] lr: 3.201e-02, eta: 5:55:19, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8842, loss_cls: 1.1539, loss: 1.1539, grad_norm: 2.6090, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8655, loss_cls/aux0: 1.3262, loss/aux0: 1.3262 2020-10-23 21:19:08,870 - mmaction - INFO - Epoch [213][120/264] lr: 3.201e-02, eta: 5:54:38, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7085, top5_acc: 0.8832, loss_cls: 1.1656, loss: 1.1656, grad_norm: 2.6202, top1_acc/aux0: 0.6658, top5_acc/aux0: 0.8611, loss_cls/aux0: 1.3420, loss/aux0: 1.3420 2020-10-23 21:19:09,928 - mmaction - INFO - Epoch [213][120/264] lr: 3.201e-02, eta: 5:54:42, time: 0.956, data_time: 0.009, memory: 8466, top1_acc: 0.7085, top5_acc: 0.8832, loss_cls: 1.1656, loss: 1.1656, grad_norm: 2.6327, top1_acc/aux0: 0.6660, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3399, loss/aux0: 1.3399 2020-10-23 21:19:46,825 - mmaction - INFO - Epoch [213][140/264] lr: 3.201e-02, eta: 5:54:02, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7137, top5_acc: 0.8825, loss_cls: 1.1448, loss: 1.1448, grad_norm: 2.6038, top1_acc/aux0: 0.6684, top5_acc/aux0: 0.8590, loss_cls/aux0: 1.3279, loss/aux0: 1.3279 2020-10-23 21:19:47,751 - mmaction - INFO - Epoch [213][140/264] lr: 3.201e-02, eta: 5:54:05, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7137, top5_acc: 0.8825, loss_cls: 1.1448, loss: 1.1448, grad_norm: 2.5966, top1_acc/aux0: 0.6700, top5_acc/aux0: 0.8582, loss_cls/aux0: 1.3267, loss/aux0: 1.3267 2020-10-23 21:20:24,353 - mmaction - INFO - Epoch [213][160/264] lr: 3.201e-02, eta: 5:53:25, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7148, top5_acc: 0.8826, loss_cls: 1.1502, loss: 1.1502, grad_norm: 2.6051, top1_acc/aux0: 0.6637, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3346, loss/aux0: 1.3346 2020-10-23 21:20:25,303 - mmaction - INFO - Epoch [213][160/264] lr: 3.201e-02, eta: 5:53:29, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7148, top5_acc: 0.8826, loss_cls: 1.1502, loss: 1.1502, grad_norm: 2.6107, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8632, loss_cls/aux0: 1.3265, loss/aux0: 1.3265 2020-10-23 21:21:02,099 - mmaction - INFO - Epoch [213][180/264] lr: 3.201e-02, eta: 5:52:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7193, top5_acc: 0.8929, loss_cls: 1.0933, loss: 1.0933, grad_norm: 2.5629, top1_acc/aux0: 0.6790, top5_acc/aux0: 0.8632, loss_cls/aux0: 1.3029, loss/aux0: 1.3029 2020-10-23 21:21:03,041 - mmaction - INFO - Epoch [213][180/264] lr: 3.201e-02, eta: 5:52:52, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7193, top5_acc: 0.8929, loss_cls: 1.0933, loss: 1.0933, grad_norm: 2.5683, top1_acc/aux0: 0.6774, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3109, loss/aux0: 1.3109 2020-10-23 21:21:39,690 - mmaction - INFO - Epoch [213][200/264] lr: 3.201e-02, eta: 5:52:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6915, top5_acc: 0.8760, loss_cls: 1.2116, loss: 1.2116, grad_norm: 2.6902, top1_acc/aux0: 0.6627, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3451, loss/aux0: 1.3451 2020-10-23 21:21:40,647 - mmaction - INFO - Epoch [213][200/264] lr: 3.201e-02, eta: 5:52:15, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6915, top5_acc: 0.8760, loss_cls: 1.2116, loss: 1.2116, grad_norm: 2.6766, top1_acc/aux0: 0.6623, top5_acc/aux0: 0.8545, loss_cls/aux0: 1.3390, loss/aux0: 1.3390 2020-10-23 21:22:17,354 - mmaction - INFO - Epoch [213][220/264] lr: 3.201e-02, eta: 5:51:34, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7054, top5_acc: 0.8851, loss_cls: 1.1414, loss: 1.1414, grad_norm: 2.5727, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2542, loss/aux0: 1.2542 2020-10-23 21:22:18,298 - mmaction - INFO - Epoch [213][220/264] lr: 3.201e-02, eta: 5:51:38, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.7054, top5_acc: 0.8851, loss_cls: 1.1414, loss: 1.1414, grad_norm: 2.5650, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2536, loss/aux0: 1.2536 2020-10-23 21:22:55,035 - mmaction - INFO - Epoch [213][240/264] lr: 3.201e-02, eta: 5:50:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7179, top5_acc: 0.8854, loss_cls: 1.1338, loss: 1.1338, grad_norm: 2.6246, top1_acc/aux0: 0.6767, top5_acc/aux0: 0.8642, loss_cls/aux0: 1.2872, loss/aux0: 1.2872 2020-10-23 21:22:55,963 - mmaction - INFO - Epoch [213][240/264] lr: 3.201e-02, eta: 5:51:01, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7179, top5_acc: 0.8854, loss_cls: 1.1338, loss: 1.1338, grad_norm: 2.6053, top1_acc/aux0: 0.6790, top5_acc/aux0: 0.8660, loss_cls/aux0: 1.2756, loss/aux0: 1.2756 2020-10-23 21:23:32,502 - mmaction - INFO - Epoch [213][260/264] lr: 3.201e-02, eta: 5:50:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7030, top5_acc: 0.8832, loss_cls: 1.1613, loss: 1.1613, grad_norm: 2.6181, top1_acc/aux0: 0.6679, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3031, loss/aux0: 1.3031 2020-10-23 21:23:33,437 - mmaction - INFO - Epoch [213][260/264] lr: 3.201e-02, eta: 5:50:24, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7030, top5_acc: 0.8832, loss_cls: 1.1613, loss: 1.1613, grad_norm: 2.5975, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8613, loss_cls/aux0: 1.3076, loss/aux0: 1.3076 2020-10-23 21:29:36,174 - mmaction - INFO - Epoch [214][20/264] lr: 3.061e-02, eta: 5:49:34, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7175, top5_acc: 0.8859, loss_cls: 1.1203, loss: 1.1203, grad_norm: 2.5688, top1_acc/aux0: 0.6694, top5_acc/aux0: 0.8692, loss_cls/aux0: 1.2860, loss/aux0: 1.2860 2020-10-23 21:29:37,183 - mmaction - INFO - Epoch [214][20/264] lr: 3.061e-02, eta: 5:49:38, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.7175, top5_acc: 0.8859, loss_cls: 1.1203, loss: 1.1203, grad_norm: 2.5739, top1_acc/aux0: 0.6712, top5_acc/aux0: 0.8705, loss_cls/aux0: 1.2790, loss/aux0: 1.2790 2020-10-23 21:30:13,620 - mmaction - INFO - Epoch [214][40/264] lr: 3.061e-02, eta: 5:48:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7200, top5_acc: 0.8898, loss_cls: 1.0918, loss: 1.0918, grad_norm: 2.5650, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8738, loss_cls/aux0: 1.2334, loss/aux0: 1.2334 2020-10-23 21:30:14,567 - mmaction - INFO - Epoch [214][40/264] lr: 3.061e-02, eta: 5:49:01, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7200, top5_acc: 0.8898, loss_cls: 1.0918, loss: 1.0918, grad_norm: 2.5601, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2477, loss/aux0: 1.2477 2020-10-23 21:30:51,411 - mmaction - INFO - Epoch [214][60/264] lr: 3.061e-02, eta: 5:48:20, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7130, top5_acc: 0.8844, loss_cls: 1.1287, loss: 1.1287, grad_norm: 2.5683, top1_acc/aux0: 0.6811, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.2707, loss/aux0: 1.2707 2020-10-23 21:30:52,341 - mmaction - INFO - Epoch [214][60/264] lr: 3.061e-02, eta: 5:48:24, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.7130, top5_acc: 0.8844, loss_cls: 1.1287, loss: 1.1287, grad_norm: 2.5717, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2649, loss/aux0: 1.2649 2020-10-23 21:31:29,010 - mmaction - INFO - Epoch [214][80/264] lr: 3.061e-02, eta: 5:47:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7108, top5_acc: 0.8865, loss_cls: 1.1602, loss: 1.1602, grad_norm: 2.5871, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3324, loss/aux0: 1.3324 2020-10-23 21:31:29,941 - mmaction - INFO - Epoch [214][80/264] lr: 3.061e-02, eta: 5:47:47, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7108, top5_acc: 0.8865, loss_cls: 1.1602, loss: 1.1602, grad_norm: 2.5756, top1_acc/aux0: 0.6722, top5_acc/aux0: 0.8571, loss_cls/aux0: 1.3288, loss/aux0: 1.3288 2020-10-23 21:32:06,443 - mmaction - INFO - Epoch [214][100/264] lr: 3.061e-02, eta: 5:47:07, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7134, top5_acc: 0.8884, loss_cls: 1.1238, loss: 1.1238, grad_norm: 2.6258, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8705, loss_cls/aux0: 1.2698, loss/aux0: 1.2698 2020-10-23 21:32:07,430 - mmaction - INFO - Epoch [214][100/264] lr: 3.061e-02, eta: 5:47:10, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7134, top5_acc: 0.8884, loss_cls: 1.1238, loss: 1.1238, grad_norm: 2.6457, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8700, loss_cls/aux0: 1.2821, loss/aux0: 1.2821 2020-10-23 21:32:44,345 - mmaction - INFO - Epoch [214][120/264] lr: 3.061e-02, eta: 5:46:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7163, top5_acc: 0.8774, loss_cls: 1.1446, loss: 1.1446, grad_norm: 2.6208, top1_acc/aux0: 0.6717, top5_acc/aux0: 0.8601, loss_cls/aux0: 1.3169, loss/aux0: 1.3169 2020-10-23 21:32:45,310 - mmaction - INFO - Epoch [214][120/264] lr: 3.061e-02, eta: 5:46:33, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7163, top5_acc: 0.8774, loss_cls: 1.1446, loss: 1.1446, grad_norm: 2.6221, top1_acc/aux0: 0.6707, top5_acc/aux0: 0.8595, loss_cls/aux0: 1.3086, loss/aux0: 1.3086 2020-10-23 21:33:22,117 - mmaction - INFO - Epoch [214][140/264] lr: 3.061e-02, eta: 5:45:53, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7158, top5_acc: 0.8875, loss_cls: 1.1219, loss: 1.1219, grad_norm: 2.6586, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8575, loss_cls/aux0: 1.3313, loss/aux0: 1.3313 2020-10-23 21:33:23,062 - mmaction - INFO - Epoch [214][140/264] lr: 3.061e-02, eta: 5:45:56, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7158, top5_acc: 0.8875, loss_cls: 1.1219, loss: 1.1219, grad_norm: 2.6558, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3224, loss/aux0: 1.3224 2020-10-23 21:33:59,995 - mmaction - INFO - Epoch [214][160/264] lr: 3.061e-02, eta: 5:45:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7113, top5_acc: 0.8847, loss_cls: 1.1333, loss: 1.1333, grad_norm: 2.6385, top1_acc/aux0: 0.6842, top5_acc/aux0: 0.8655, loss_cls/aux0: 1.2652, loss/aux0: 1.2652 2020-10-23 21:34:00,946 - mmaction - INFO - Epoch [214][160/264] lr: 3.061e-02, eta: 5:45:20, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7113, top5_acc: 0.8847, loss_cls: 1.1333, loss: 1.1333, grad_norm: 2.6338, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8632, loss_cls/aux0: 1.2704, loss/aux0: 1.2704 2020-10-23 21:34:37,786 - mmaction - INFO - Epoch [214][180/264] lr: 3.061e-02, eta: 5:44:39, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7028, top5_acc: 0.8785, loss_cls: 1.1766, loss: 1.1766, grad_norm: 2.6555, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8675, loss_cls/aux0: 1.2548, loss/aux0: 1.2548 2020-10-23 21:34:38,840 - mmaction - INFO - Epoch [214][180/264] lr: 3.061e-02, eta: 5:44:43, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.7028, top5_acc: 0.8785, loss_cls: 1.1766, loss: 1.1766, grad_norm: 2.6528, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8675, loss_cls/aux0: 1.2556, loss/aux0: 1.2556 2020-10-23 21:35:15,693 - mmaction - INFO - Epoch [214][200/264] lr: 3.061e-02, eta: 5:44:02, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7063, top5_acc: 0.8835, loss_cls: 1.1679, loss: 1.1679, grad_norm: 2.7034, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8616, loss_cls/aux0: 1.3074, loss/aux0: 1.3074 2020-10-23 21:35:16,695 - mmaction - INFO - Epoch [214][200/264] lr: 3.061e-02, eta: 5:44:06, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.7063, top5_acc: 0.8835, loss_cls: 1.1679, loss: 1.1679, grad_norm: 2.7014, top1_acc/aux0: 0.6665, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3087, loss/aux0: 1.3087 2020-10-23 21:35:53,425 - mmaction - INFO - Epoch [214][220/264] lr: 3.061e-02, eta: 5:43:25, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7153, top5_acc: 0.8797, loss_cls: 1.1521, loss: 1.1521, grad_norm: 2.6376, top1_acc/aux0: 0.6764, top5_acc/aux0: 0.8637, loss_cls/aux0: 1.2912, loss/aux0: 1.2912 2020-10-23 21:35:54,392 - mmaction - INFO - Epoch [214][220/264] lr: 3.061e-02, eta: 5:43:29, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7153, top5_acc: 0.8797, loss_cls: 1.1521, loss: 1.1521, grad_norm: 2.6502, top1_acc/aux0: 0.6764, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.2904, loss/aux0: 1.2904 2020-10-23 21:36:31,245 - mmaction - INFO - Epoch [214][240/264] lr: 3.061e-02, eta: 5:42:48, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7127, top5_acc: 0.8832, loss_cls: 1.1483, loss: 1.1483, grad_norm: 2.6629, top1_acc/aux0: 0.6741, top5_acc/aux0: 0.8658, loss_cls/aux0: 1.2935, loss/aux0: 1.2935 2020-10-23 21:36:32,210 - mmaction - INFO - Epoch [214][240/264] lr: 3.061e-02, eta: 5:42:52, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7127, top5_acc: 0.8832, loss_cls: 1.1483, loss: 1.1483, grad_norm: 2.6567, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8658, loss_cls/aux0: 1.2892, loss/aux0: 1.2892 2020-10-23 21:37:08,863 - mmaction - INFO - Epoch [214][260/264] lr: 3.061e-02, eta: 5:42:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7097, top5_acc: 0.8905, loss_cls: 1.1301, loss: 1.1301, grad_norm: 2.6623, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8627, loss_cls/aux0: 1.2773, loss/aux0: 1.2773 2020-10-23 21:37:09,818 - mmaction - INFO - Epoch [214][260/264] lr: 3.061e-02, eta: 5:42:15, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7097, top5_acc: 0.8905, loss_cls: 1.1301, loss: 1.1301, grad_norm: 2.6703, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8618, loss_cls/aux0: 1.2803, loss/aux0: 1.2803 2020-10-23 21:43:14,823 - mmaction - INFO - Epoch [215][20/264] lr: 2.923e-02, eta: 5:41:26, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.7165, top5_acc: 0.8880, loss_cls: 1.1115, loss: 1.1115, grad_norm: 2.5943, top1_acc/aux0: 0.6873, top5_acc/aux0: 0.8757, loss_cls/aux0: 1.2140, loss/aux0: 1.2140 2020-10-23 21:43:15,777 - mmaction - INFO - Epoch [215][20/264] lr: 2.923e-02, eta: 5:41:29, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.7165, top5_acc: 0.8880, loss_cls: 1.1115, loss: 1.1115, grad_norm: 2.6075, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2225, loss/aux0: 1.2225 2020-10-23 21:43:52,348 - mmaction - INFO - Epoch [215][40/264] lr: 2.923e-02, eta: 5:40:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7200, top5_acc: 0.8882, loss_cls: 1.1172, loss: 1.1172, grad_norm: 2.6068, top1_acc/aux0: 0.6757, top5_acc/aux0: 0.8670, loss_cls/aux0: 1.2677, loss/aux0: 1.2677 2020-10-23 21:43:53,282 - mmaction - INFO - Epoch [215][40/264] lr: 2.923e-02, eta: 5:40:52, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7200, top5_acc: 0.8882, loss_cls: 1.1172, loss: 1.1172, grad_norm: 2.5994, top1_acc/aux0: 0.6767, top5_acc/aux0: 0.8679, loss_cls/aux0: 1.2647, loss/aux0: 1.2647 2020-10-23 21:44:29,800 - mmaction - INFO - Epoch [215][60/264] lr: 2.923e-02, eta: 5:40:12, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7300, top5_acc: 0.8964, loss_cls: 1.0612, loss: 1.0612, grad_norm: 2.6111, top1_acc/aux0: 0.6774, top5_acc/aux0: 0.8705, loss_cls/aux0: 1.2821, loss/aux0: 1.2821 2020-10-23 21:44:30,740 - mmaction - INFO - Epoch [215][60/264] lr: 2.923e-02, eta: 5:40:15, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7300, top5_acc: 0.8964, loss_cls: 1.0612, loss: 1.0612, grad_norm: 2.6060, top1_acc/aux0: 0.6767, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2792, loss/aux0: 1.2792 2020-10-23 21:45:07,364 - mmaction - INFO - Epoch [215][80/264] lr: 2.923e-02, eta: 5:39:35, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7168, top5_acc: 0.8840, loss_cls: 1.1402, loss: 1.1402, grad_norm: 2.6568, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8644, loss_cls/aux0: 1.2812, loss/aux0: 1.2812 2020-10-23 21:45:08,297 - mmaction - INFO - Epoch [215][80/264] lr: 2.923e-02, eta: 5:39:38, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7168, top5_acc: 0.8840, loss_cls: 1.1402, loss: 1.1402, grad_norm: 2.6464, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8644, loss_cls/aux0: 1.2832, loss/aux0: 1.2832 2020-10-23 21:45:44,962 - mmaction - INFO - Epoch [215][100/264] lr: 2.923e-02, eta: 5:38:58, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7181, top5_acc: 0.8920, loss_cls: 1.1218, loss: 1.1218, grad_norm: 2.6655, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8655, loss_cls/aux0: 1.2823, loss/aux0: 1.2823 2020-10-23 21:45:45,916 - mmaction - INFO - Epoch [215][100/264] lr: 2.923e-02, eta: 5:39:01, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7181, top5_acc: 0.8920, loss_cls: 1.1218, loss: 1.1218, grad_norm: 2.6912, top1_acc/aux0: 0.6731, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.2825, loss/aux0: 1.2825 2020-10-23 21:46:22,622 - mmaction - INFO - Epoch [215][120/264] lr: 2.923e-02, eta: 5:38:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7215, top5_acc: 0.8932, loss_cls: 1.0996, loss: 1.0996, grad_norm: 2.6550, top1_acc/aux0: 0.6814, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.2823, loss/aux0: 1.2823 2020-10-23 21:46:23,558 - mmaction - INFO - Epoch [215][120/264] lr: 2.923e-02, eta: 5:38:25, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7215, top5_acc: 0.8932, loss_cls: 1.0996, loss: 1.0996, grad_norm: 2.6583, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8616, loss_cls/aux0: 1.2763, loss/aux0: 1.2763 2020-10-23 21:47:00,168 - mmaction - INFO - Epoch [215][140/264] lr: 2.923e-02, eta: 5:37:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8851, loss_cls: 1.1305, loss: 1.1305, grad_norm: 2.6768, top1_acc/aux0: 0.6778, top5_acc/aux0: 0.8665, loss_cls/aux0: 1.2756, loss/aux0: 1.2756 2020-10-23 21:47:01,119 - mmaction - INFO - Epoch [215][140/264] lr: 2.923e-02, eta: 5:37:48, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8851, loss_cls: 1.1305, loss: 1.1305, grad_norm: 2.6649, top1_acc/aux0: 0.6757, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.2812, loss/aux0: 1.2812 2020-10-23 21:47:38,076 - mmaction - INFO - Epoch [215][160/264] lr: 2.923e-02, eta: 5:37:07, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7250, top5_acc: 0.8908, loss_cls: 1.0831, loss: 1.0831, grad_norm: 2.6286, top1_acc/aux0: 0.6783, top5_acc/aux0: 0.8642, loss_cls/aux0: 1.2641, loss/aux0: 1.2641 2020-10-23 21:47:39,023 - mmaction - INFO - Epoch [215][160/264] lr: 2.923e-02, eta: 5:37:11, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.7250, top5_acc: 0.8908, loss_cls: 1.0831, loss: 1.0831, grad_norm: 2.6414, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8637, loss_cls/aux0: 1.2620, loss/aux0: 1.2620 2020-10-23 21:48:15,923 - mmaction - INFO - Epoch [215][180/264] lr: 2.923e-02, eta: 5:36:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7196, top5_acc: 0.8877, loss_cls: 1.1349, loss: 1.1349, grad_norm: 2.6878, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8668, loss_cls/aux0: 1.2658, loss/aux0: 1.2658 2020-10-23 21:48:16,898 - mmaction - INFO - Epoch [215][180/264] lr: 2.923e-02, eta: 5:36:34, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7196, top5_acc: 0.8877, loss_cls: 1.1349, loss: 1.1349, grad_norm: 2.6685, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8668, loss_cls/aux0: 1.2662, loss/aux0: 1.2662 2020-10-23 21:48:53,690 - mmaction - INFO - Epoch [215][200/264] lr: 2.923e-02, eta: 5:35:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7189, top5_acc: 0.8891, loss_cls: 1.1028, loss: 1.1028, grad_norm: 2.6314, top1_acc/aux0: 0.6778, top5_acc/aux0: 0.8700, loss_cls/aux0: 1.2621, loss/aux0: 1.2621 2020-10-23 21:48:54,630 - mmaction - INFO - Epoch [215][200/264] lr: 2.923e-02, eta: 5:35:57, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7189, top5_acc: 0.8891, loss_cls: 1.1028, loss: 1.1028, grad_norm: 2.6380, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8707, loss_cls/aux0: 1.2605, loss/aux0: 1.2605 2020-10-23 21:49:31,815 - mmaction - INFO - Epoch [215][220/264] lr: 2.923e-02, eta: 5:35:16, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7142, top5_acc: 0.8884, loss_cls: 1.1039, loss: 1.1039, grad_norm: 2.7339, top1_acc/aux0: 0.6757, top5_acc/aux0: 0.8743, loss_cls/aux0: 1.2544, loss/aux0: 1.2544 2020-10-23 21:49:32,772 - mmaction - INFO - Epoch [215][220/264] lr: 2.923e-02, eta: 5:35:20, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.7142, top5_acc: 0.8884, loss_cls: 1.1039, loss: 1.1039, grad_norm: 2.7465, top1_acc/aux0: 0.6741, top5_acc/aux0: 0.8743, loss_cls/aux0: 1.2588, loss/aux0: 1.2588 2020-10-23 21:50:09,811 - mmaction - INFO - Epoch [215][240/264] lr: 2.923e-02, eta: 5:34:40, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7148, top5_acc: 0.8880, loss_cls: 1.1422, loss: 1.1422, grad_norm: 2.6404, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8658, loss_cls/aux0: 1.2862, loss/aux0: 1.2862 2020-10-23 21:50:10,742 - mmaction - INFO - Epoch [215][240/264] lr: 2.923e-02, eta: 5:34:43, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7148, top5_acc: 0.8880, loss_cls: 1.1422, loss: 1.1422, grad_norm: 2.6468, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.2907, loss/aux0: 1.2907 2020-10-23 21:50:47,303 - mmaction - INFO - Epoch [215][260/264] lr: 2.923e-02, eta: 5:34:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7201, top5_acc: 0.8861, loss_cls: 1.1089, loss: 1.1089, grad_norm: 2.6628, top1_acc/aux0: 0.6915, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2253, loss/aux0: 1.2253 2020-10-23 21:50:48,277 - mmaction - INFO - Epoch [215][260/264] lr: 2.923e-02, eta: 5:34:06, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7201, top5_acc: 0.8861, loss_cls: 1.1089, loss: 1.1089, grad_norm: 2.6709, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2181, loss/aux0: 1.2181 2020-10-23 21:56:52,752 - mmaction - INFO - Epoch [216][20/264] lr: 2.788e-02, eta: 5:33:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7276, top5_acc: 0.8965, loss_cls: 1.0733, loss: 1.0733, grad_norm: 2.6705, top1_acc/aux0: 0.6915, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2221, loss/aux0: 1.2221 2020-10-23 21:56:53,727 - mmaction - INFO - Epoch [216][20/264] lr: 2.788e-02, eta: 5:33:20, time: 0.939, data_time: 0.005, memory: 8466, top1_acc: 0.7276, top5_acc: 0.8965, loss_cls: 1.0733, loss: 1.0733, grad_norm: 2.6602, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2287, loss/aux0: 1.2287 2020-10-23 21:57:30,269 - mmaction - INFO - Epoch [216][40/264] lr: 2.788e-02, eta: 5:32:40, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7083, top5_acc: 0.8792, loss_cls: 1.1647, loss: 1.1647, grad_norm: 2.7015, top1_acc/aux0: 0.6913, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2365, loss/aux0: 1.2365 2020-10-23 21:57:31,223 - mmaction - INFO - Epoch [216][40/264] lr: 2.788e-02, eta: 5:32:43, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7083, top5_acc: 0.8792, loss_cls: 1.1647, loss: 1.1647, grad_norm: 2.7039, top1_acc/aux0: 0.6910, top5_acc/aux0: 0.8720, loss_cls/aux0: 1.2348, loss/aux0: 1.2348 2020-10-23 21:58:07,760 - mmaction - INFO - Epoch [216][60/264] lr: 2.788e-02, eta: 5:32:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7095, top5_acc: 0.8839, loss_cls: 1.1323, loss: 1.1323, grad_norm: 2.6886, top1_acc/aux0: 0.6825, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2706, loss/aux0: 1.2706 2020-10-23 21:58:08,710 - mmaction - INFO - Epoch [216][60/264] lr: 2.788e-02, eta: 5:32:06, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7095, top5_acc: 0.8839, loss_cls: 1.1323, loss: 1.1323, grad_norm: 2.6778, top1_acc/aux0: 0.6851, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2569, loss/aux0: 1.2569 2020-10-23 21:58:45,396 - mmaction - INFO - Epoch [216][80/264] lr: 2.788e-02, eta: 5:31:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8932, loss_cls: 1.0947, loss: 1.0947, grad_norm: 2.6741, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8717, loss_cls/aux0: 1.2283, loss/aux0: 1.2283 2020-10-23 21:58:46,331 - mmaction - INFO - Epoch [216][80/264] lr: 2.788e-02, eta: 5:31:30, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8932, loss_cls: 1.0947, loss: 1.0947, grad_norm: 2.6749, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8717, loss_cls/aux0: 1.2324, loss/aux0: 1.2324 2020-10-23 21:59:22,925 - mmaction - INFO - Epoch [216][100/264] lr: 2.788e-02, eta: 5:30:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7196, top5_acc: 0.8901, loss_cls: 1.1121, loss: 1.1121, grad_norm: 2.6478, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2273, loss/aux0: 1.2273 2020-10-23 21:59:23,864 - mmaction - INFO - Epoch [216][100/264] lr: 2.788e-02, eta: 5:30:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7196, top5_acc: 0.8901, loss_cls: 1.1121, loss: 1.1121, grad_norm: 2.6474, top1_acc/aux0: 0.6908, top5_acc/aux0: 0.8736, loss_cls/aux0: 1.2361, loss/aux0: 1.2361 2020-10-23 22:00:00,750 - mmaction - INFO - Epoch [216][120/264] lr: 2.788e-02, eta: 5:30:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7174, top5_acc: 0.8866, loss_cls: 1.1199, loss: 1.1199, grad_norm: 2.7123, top1_acc/aux0: 0.6819, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.2631, loss/aux0: 1.2631 2020-10-23 22:00:01,707 - mmaction - INFO - Epoch [216][120/264] lr: 2.788e-02, eta: 5:30:16, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7174, top5_acc: 0.8866, loss_cls: 1.1199, loss: 1.1199, grad_norm: 2.6940, top1_acc/aux0: 0.6858, top5_acc/aux0: 0.8681, loss_cls/aux0: 1.2489, loss/aux0: 1.2489 2020-10-23 22:00:38,683 - mmaction - INFO - Epoch [216][140/264] lr: 2.788e-02, eta: 5:29:35, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7198, top5_acc: 0.8906, loss_cls: 1.0903, loss: 1.0903, grad_norm: 2.6455, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2299, loss/aux0: 1.2299 2020-10-23 22:00:39,632 - mmaction - INFO - Epoch [216][140/264] lr: 2.788e-02, eta: 5:29:39, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.7198, top5_acc: 0.8906, loss_cls: 1.0903, loss: 1.0903, grad_norm: 2.6391, top1_acc/aux0: 0.6856, top5_acc/aux0: 0.8720, loss_cls/aux0: 1.2410, loss/aux0: 1.2410 2020-10-23 22:01:16,376 - mmaction - INFO - Epoch [216][160/264] lr: 2.788e-02, eta: 5:28:59, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7259, top5_acc: 0.8977, loss_cls: 1.0615, loss: 1.0615, grad_norm: 2.7268, top1_acc/aux0: 0.6925, top5_acc/aux0: 0.8757, loss_cls/aux0: 1.2329, loss/aux0: 1.2329 2020-10-23 22:01:17,333 - mmaction - INFO - Epoch [216][160/264] lr: 2.788e-02, eta: 5:29:02, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.7259, top5_acc: 0.8977, loss_cls: 1.0615, loss: 1.0615, grad_norm: 2.7293, top1_acc/aux0: 0.6899, top5_acc/aux0: 0.8757, loss_cls/aux0: 1.2383, loss/aux0: 1.2383 2020-10-23 22:01:54,134 - mmaction - INFO - Epoch [216][180/264] lr: 2.788e-02, eta: 5:28:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7243, top5_acc: 0.8884, loss_cls: 1.1046, loss: 1.1046, grad_norm: 2.7176, top1_acc/aux0: 0.6689, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3125, loss/aux0: 1.3125 2020-10-23 22:01:55,067 - mmaction - INFO - Epoch [216][180/264] lr: 2.788e-02, eta: 5:28:25, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.7243, top5_acc: 0.8884, loss_cls: 1.1046, loss: 1.1046, grad_norm: 2.7058, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8597, loss_cls/aux0: 1.3029, loss/aux0: 1.3029 2020-10-23 22:02:31,922 - mmaction - INFO - Epoch [216][200/264] lr: 2.788e-02, eta: 5:27:45, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7224, top5_acc: 0.8913, loss_cls: 1.0952, loss: 1.0952, grad_norm: 2.7024, top1_acc/aux0: 0.6892, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2270, loss/aux0: 1.2270 2020-10-23 22:02:32,860 - mmaction - INFO - Epoch [216][200/264] lr: 2.788e-02, eta: 5:27:48, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7224, top5_acc: 0.8913, loss_cls: 1.0952, loss: 1.0952, grad_norm: 2.7024, top1_acc/aux0: 0.6873, top5_acc/aux0: 0.8738, loss_cls/aux0: 1.2301, loss/aux0: 1.2301 2020-10-23 22:03:09,731 - mmaction - INFO - Epoch [216][220/264] lr: 2.788e-02, eta: 5:27:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7200, top5_acc: 0.8880, loss_cls: 1.1088, loss: 1.1088, grad_norm: 2.7288, top1_acc/aux0: 0.6936, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2220, loss/aux0: 1.2220 2020-10-23 22:03:10,663 - mmaction - INFO - Epoch [216][220/264] lr: 2.788e-02, eta: 5:27:11, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7200, top5_acc: 0.8880, loss_cls: 1.1088, loss: 1.1088, grad_norm: 2.7318, top1_acc/aux0: 0.6939, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2229, loss/aux0: 1.2229 2020-10-23 22:03:47,414 - mmaction - INFO - Epoch [216][240/264] lr: 2.788e-02, eta: 5:26:31, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7193, top5_acc: 0.8931, loss_cls: 1.0923, loss: 1.0923, grad_norm: 2.7327, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2353, loss/aux0: 1.2353 2020-10-23 22:03:48,368 - mmaction - INFO - Epoch [216][240/264] lr: 2.788e-02, eta: 5:26:34, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.7193, top5_acc: 0.8931, loss_cls: 1.0923, loss: 1.0923, grad_norm: 2.7362, top1_acc/aux0: 0.6840, top5_acc/aux0: 0.8774, loss_cls/aux0: 1.2337, loss/aux0: 1.2337 2020-10-23 22:04:24,710 - mmaction - INFO - Epoch [216][260/264] lr: 2.788e-02, eta: 5:25:54, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7113, top5_acc: 0.8903, loss_cls: 1.1221, loss: 1.1221, grad_norm: 2.6366, top1_acc/aux0: 0.6825, top5_acc/aux0: 0.8726, loss_cls/aux0: 1.2470, loss/aux0: 1.2470 2020-10-23 22:04:25,644 - mmaction - INFO - Epoch [216][260/264] lr: 2.788e-02, eta: 5:25:57, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7113, top5_acc: 0.8903, loss_cls: 1.1221, loss: 1.1221, grad_norm: 2.6315, top1_acc/aux0: 0.6847, top5_acc/aux0: 0.8722, loss_cls/aux0: 1.2458, loss/aux0: 1.2458 2020-10-23 22:06:17,333 - mmaction - INFO - Saving checkpoint at 216 epochs 2020-10-23 22:07:53,873 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 22:07:53,994 - mmaction - INFO - top1_acc 0.7296 top5_acc 0.9068 2020-10-23 22:07:53,994 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 22:07:54,018 - mmaction - INFO - mean_acc 0.7299 2020-10-23 22:07:54,018 - mmaction - INFO - Now best checkpoint is epoch_216.pth 2020-10-23 22:07:54,024 - mmaction - INFO - Epoch(val) [216][264] top1_acc: 0.7296, top5_acc: 0.9068, mean_class_accuracy: 0.7299 2020-10-23 22:11:48,290 - mmaction - INFO - Epoch [217][20/264] lr: 2.657e-02, eta: 5:25:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7347, top5_acc: 0.8976, loss_cls: 1.0482, loss: 1.0482, grad_norm: 2.7343, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.2554, loss/aux0: 1.2554 2020-10-23 22:11:49,244 - mmaction - INFO - Epoch [217][20/264] lr: 2.657e-02, eta: 5:25:12, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.7347, top5_acc: 0.8976, loss_cls: 1.0482, loss: 1.0482, grad_norm: 2.7502, top1_acc/aux0: 0.6840, top5_acc/aux0: 0.8665, loss_cls/aux0: 1.2560, loss/aux0: 1.2560 2020-10-23 22:12:25,774 - mmaction - INFO - Epoch [217][40/264] lr: 2.657e-02, eta: 5:24:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7361, top5_acc: 0.8948, loss_cls: 1.0633, loss: 1.0633, grad_norm: 2.7063, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8759, loss_cls/aux0: 1.2396, loss/aux0: 1.2396 2020-10-23 22:12:26,699 - mmaction - INFO - Epoch [217][40/264] lr: 2.657e-02, eta: 5:24:35, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7361, top5_acc: 0.8948, loss_cls: 1.0633, loss: 1.0633, grad_norm: 2.7138, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2414, loss/aux0: 1.2414 2020-10-23 22:13:03,132 - mmaction - INFO - Epoch [217][60/264] lr: 2.657e-02, eta: 5:23:54, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7293, top5_acc: 0.8911, loss_cls: 1.0690, loss: 1.0690, grad_norm: 2.6281, top1_acc/aux0: 0.6983, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.1850, loss/aux0: 1.1850 2020-10-23 22:13:04,079 - mmaction - INFO - Epoch [217][60/264] lr: 2.657e-02, eta: 5:23:58, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7293, top5_acc: 0.8911, loss_cls: 1.0690, loss: 1.0690, grad_norm: 2.6450, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.1914, loss/aux0: 1.1914 2020-10-23 22:13:40,684 - mmaction - INFO - Epoch [217][80/264] lr: 2.657e-02, eta: 5:23:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8913, loss_cls: 1.0856, loss: 1.0856, grad_norm: 2.6725, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8637, loss_cls/aux0: 1.3067, loss/aux0: 1.3067 2020-10-23 22:13:41,628 - mmaction - INFO - Epoch [217][80/264] lr: 2.657e-02, eta: 5:23:21, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8913, loss_cls: 1.0856, loss: 1.0856, grad_norm: 2.6761, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8653, loss_cls/aux0: 1.2957, loss/aux0: 1.2957 2020-10-23 22:14:18,572 - mmaction - INFO - Epoch [217][100/264] lr: 2.657e-02, eta: 5:22:41, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7290, top5_acc: 0.8969, loss_cls: 1.0533, loss: 1.0533, grad_norm: 2.6887, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8814, loss_cls/aux0: 1.1904, loss/aux0: 1.1904 2020-10-23 22:14:19,588 - mmaction - INFO - Epoch [217][100/264] lr: 2.657e-02, eta: 5:22:44, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.7290, top5_acc: 0.8969, loss_cls: 1.0533, loss: 1.0533, grad_norm: 2.6927, top1_acc/aux0: 0.6977, top5_acc/aux0: 0.8816, loss_cls/aux0: 1.1968, loss/aux0: 1.1968 2020-10-23 22:14:56,606 - mmaction - INFO - Epoch [217][120/264] lr: 2.657e-02, eta: 5:22:04, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7217, top5_acc: 0.8894, loss_cls: 1.1180, loss: 1.1180, grad_norm: 2.6932, top1_acc/aux0: 0.6884, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2371, loss/aux0: 1.2371 2020-10-23 22:14:57,549 - mmaction - INFO - Epoch [217][120/264] lr: 2.657e-02, eta: 5:22:07, time: 0.946, data_time: 0.006, memory: 8466, top1_acc: 0.7217, top5_acc: 0.8894, loss_cls: 1.1180, loss: 1.1180, grad_norm: 2.7054, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8752, loss_cls/aux0: 1.2303, loss/aux0: 1.2303 2020-10-23 22:15:34,298 - mmaction - INFO - Epoch [217][140/264] lr: 2.657e-02, eta: 5:21:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7259, top5_acc: 0.8948, loss_cls: 1.0787, loss: 1.0787, grad_norm: 2.7316, top1_acc/aux0: 0.6847, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.2545, loss/aux0: 1.2545 2020-10-23 22:15:35,226 - mmaction - INFO - Epoch [217][140/264] lr: 2.657e-02, eta: 5:21:30, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.7259, top5_acc: 0.8948, loss_cls: 1.0787, loss: 1.0787, grad_norm: 2.7381, top1_acc/aux0: 0.6845, top5_acc/aux0: 0.8649, loss_cls/aux0: 1.2633, loss/aux0: 1.2633 2020-10-23 22:16:11,789 - mmaction - INFO - Epoch [217][160/264] lr: 2.657e-02, eta: 5:20:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7257, top5_acc: 0.8901, loss_cls: 1.0931, loss: 1.0931, grad_norm: 2.7536, top1_acc/aux0: 0.7030, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2263, loss/aux0: 1.2263 2020-10-23 22:16:12,720 - mmaction - INFO - Epoch [217][160/264] lr: 2.657e-02, eta: 5:20:53, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7257, top5_acc: 0.8901, loss_cls: 1.0931, loss: 1.0931, grad_norm: 2.7484, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8741, loss_cls/aux0: 1.2154, loss/aux0: 1.2154 2020-10-23 22:16:49,395 - mmaction - INFO - Epoch [217][180/264] lr: 2.657e-02, eta: 5:20:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7247, top5_acc: 0.8905, loss_cls: 1.0929, loss: 1.0929, grad_norm: 2.7359, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2298, loss/aux0: 1.2298 2020-10-23 22:16:50,370 - mmaction - INFO - Epoch [217][180/264] lr: 2.657e-02, eta: 5:20:16, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7247, top5_acc: 0.8905, loss_cls: 1.0929, loss: 1.0929, grad_norm: 2.7231, top1_acc/aux0: 0.6915, top5_acc/aux0: 0.8731, loss_cls/aux0: 1.2231, loss/aux0: 1.2231 2020-10-23 22:17:26,999 - mmaction - INFO - Epoch [217][200/264] lr: 2.657e-02, eta: 5:19:36, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8955, loss_cls: 1.1055, loss: 1.1055, grad_norm: 2.7481, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8780, loss_cls/aux0: 1.2090, loss/aux0: 1.2090 2020-10-23 22:17:27,953 - mmaction - INFO - Epoch [217][200/264] lr: 2.657e-02, eta: 5:19:39, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8955, loss_cls: 1.1055, loss: 1.1055, grad_norm: 2.7219, top1_acc/aux0: 0.6965, top5_acc/aux0: 0.8767, loss_cls/aux0: 1.2163, loss/aux0: 1.2163 2020-10-23 22:18:04,829 - mmaction - INFO - Epoch [217][220/264] lr: 2.657e-02, eta: 5:18:59, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7170, top5_acc: 0.8865, loss_cls: 1.1130, loss: 1.1130, grad_norm: 2.7587, top1_acc/aux0: 0.6863, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2497, loss/aux0: 1.2497 2020-10-23 22:18:05,777 - mmaction - INFO - Epoch [217][220/264] lr: 2.657e-02, eta: 5:19:03, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.7170, top5_acc: 0.8865, loss_cls: 1.1130, loss: 1.1130, grad_norm: 2.7647, top1_acc/aux0: 0.6847, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.2606, loss/aux0: 1.2606 2020-10-23 22:18:42,642 - mmaction - INFO - Epoch [217][240/264] lr: 2.657e-02, eta: 5:18:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7132, top5_acc: 0.8880, loss_cls: 1.1185, loss: 1.1185, grad_norm: 2.7247, top1_acc/aux0: 0.6882, top5_acc/aux0: 0.8712, loss_cls/aux0: 1.2361, loss/aux0: 1.2361 2020-10-23 22:18:43,583 - mmaction - INFO - Epoch [217][240/264] lr: 2.657e-02, eta: 5:18:26, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7132, top5_acc: 0.8880, loss_cls: 1.1185, loss: 1.1185, grad_norm: 2.7136, top1_acc/aux0: 0.6915, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2231, loss/aux0: 1.2231 2020-10-23 22:19:20,217 - mmaction - INFO - Epoch [217][260/264] lr: 2.657e-02, eta: 5:17:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7191, top5_acc: 0.8899, loss_cls: 1.1111, loss: 1.1111, grad_norm: 2.7355, top1_acc/aux0: 0.6998, top5_acc/aux0: 0.8816, loss_cls/aux0: 1.1904, loss/aux0: 1.1904 2020-10-23 22:19:21,146 - mmaction - INFO - Epoch [217][260/264] lr: 2.657e-02, eta: 5:17:49, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7191, top5_acc: 0.8899, loss_cls: 1.1111, loss: 1.1111, grad_norm: 2.7200, top1_acc/aux0: 0.6970, top5_acc/aux0: 0.8804, loss_cls/aux0: 1.1944, loss/aux0: 1.1944 2020-10-23 22:25:24,508 - mmaction - INFO - Epoch [218][20/264] lr: 2.528e-02, eta: 5:17:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7259, top5_acc: 0.8931, loss_cls: 1.0831, loss: 1.0831, grad_norm: 2.7426, top1_acc/aux0: 0.6835, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2438, loss/aux0: 1.2438 2020-10-23 22:25:25,463 - mmaction - INFO - Epoch [218][20/264] lr: 2.528e-02, eta: 5:17:03, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7259, top5_acc: 0.8931, loss_cls: 1.0831, loss: 1.0831, grad_norm: 2.7332, top1_acc/aux0: 0.6851, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2425, loss/aux0: 1.2425 2020-10-23 22:26:01,889 - mmaction - INFO - Epoch [218][40/264] lr: 2.528e-02, eta: 5:16:23, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7398, top5_acc: 0.9007, loss_cls: 1.0351, loss: 1.0351, grad_norm: 2.6827, top1_acc/aux0: 0.6965, top5_acc/aux0: 0.8793, loss_cls/aux0: 1.1920, loss/aux0: 1.1920 2020-10-23 22:26:02,828 - mmaction - INFO - Epoch [218][40/264] lr: 2.528e-02, eta: 5:16:26, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.7398, top5_acc: 0.9007, loss_cls: 1.0351, loss: 1.0351, grad_norm: 2.6933, top1_acc/aux0: 0.6939, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2013, loss/aux0: 1.2013 2020-10-23 22:26:39,550 - mmaction - INFO - Epoch [218][60/264] lr: 2.528e-02, eta: 5:15:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7373, top5_acc: 0.8922, loss_cls: 1.0522, loss: 1.0522, grad_norm: 2.6234, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8717, loss_cls/aux0: 1.2287, loss/aux0: 1.2287 2020-10-23 22:26:40,487 - mmaction - INFO - Epoch [218][60/264] lr: 2.528e-02, eta: 5:15:49, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7373, top5_acc: 0.8922, loss_cls: 1.0522, loss: 1.0522, grad_norm: 2.6478, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8726, loss_cls/aux0: 1.2257, loss/aux0: 1.2257 2020-10-23 22:27:17,098 - mmaction - INFO - Epoch [218][80/264] lr: 2.528e-02, eta: 5:15:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7302, top5_acc: 0.8953, loss_cls: 1.0623, loss: 1.0623, grad_norm: 2.6945, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8705, loss_cls/aux0: 1.2198, loss/aux0: 1.2198 2020-10-23 22:27:18,036 - mmaction - INFO - Epoch [218][80/264] lr: 2.528e-02, eta: 5:15:12, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7302, top5_acc: 0.8953, loss_cls: 1.0623, loss: 1.0623, grad_norm: 2.6857, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8726, loss_cls/aux0: 1.2076, loss/aux0: 1.2076 2020-10-23 22:27:54,828 - mmaction - INFO - Epoch [218][100/264] lr: 2.528e-02, eta: 5:14:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7392, top5_acc: 0.9014, loss_cls: 1.0310, loss: 1.0310, grad_norm: 2.7389, top1_acc/aux0: 0.7024, top5_acc/aux0: 0.8816, loss_cls/aux0: 1.1862, loss/aux0: 1.1862 2020-10-23 22:27:55,774 - mmaction - INFO - Epoch [218][100/264] lr: 2.528e-02, eta: 5:14:35, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7392, top5_acc: 0.9014, loss_cls: 1.0310, loss: 1.0310, grad_norm: 2.7339, top1_acc/aux0: 0.7030, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.1879, loss/aux0: 1.1879 2020-10-23 22:28:32,746 - mmaction - INFO - Epoch [218][120/264] lr: 2.528e-02, eta: 5:13:55, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7384, top5_acc: 0.8957, loss_cls: 1.0449, loss: 1.0449, grad_norm: 2.7123, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2227, loss/aux0: 1.2227 2020-10-23 22:28:33,676 - mmaction - INFO - Epoch [218][120/264] lr: 2.528e-02, eta: 5:13:58, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.7384, top5_acc: 0.8957, loss_cls: 1.0449, loss: 1.0449, grad_norm: 2.7238, top1_acc/aux0: 0.6991, top5_acc/aux0: 0.8694, loss_cls/aux0: 1.2230, loss/aux0: 1.2230 2020-10-23 22:29:10,510 - mmaction - INFO - Epoch [218][140/264] lr: 2.528e-02, eta: 5:13:18, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8979, loss_cls: 1.0609, loss: 1.0609, grad_norm: 2.7655, top1_acc/aux0: 0.7007, top5_acc/aux0: 0.8764, loss_cls/aux0: 1.1941, loss/aux0: 1.1941 2020-10-23 22:29:11,456 - mmaction - INFO - Epoch [218][140/264] lr: 2.528e-02, eta: 5:13:21, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8979, loss_cls: 1.0609, loss: 1.0609, grad_norm: 2.7681, top1_acc/aux0: 0.6976, top5_acc/aux0: 0.8759, loss_cls/aux0: 1.2040, loss/aux0: 1.2040 2020-10-23 22:29:48,246 - mmaction - INFO - Epoch [218][160/264] lr: 2.528e-02, eta: 5:12:41, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7273, top5_acc: 0.8991, loss_cls: 1.0619, loss: 1.0619, grad_norm: 2.7650, top1_acc/aux0: 0.6925, top5_acc/aux0: 0.8675, loss_cls/aux0: 1.2529, loss/aux0: 1.2529 2020-10-23 22:29:49,192 - mmaction - INFO - Epoch [218][160/264] lr: 2.528e-02, eta: 5:12:45, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7273, top5_acc: 0.8991, loss_cls: 1.0619, loss: 1.0619, grad_norm: 2.7582, top1_acc/aux0: 0.6946, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.2449, loss/aux0: 1.2449 2020-10-23 22:30:25,925 - mmaction - INFO - Epoch [218][180/264] lr: 2.528e-02, eta: 5:12:04, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7288, top5_acc: 0.8960, loss_cls: 1.0752, loss: 1.0752, grad_norm: 2.7713, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2402, loss/aux0: 1.2402 2020-10-23 22:30:26,868 - mmaction - INFO - Epoch [218][180/264] lr: 2.528e-02, eta: 5:12:08, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7288, top5_acc: 0.8960, loss_cls: 1.0752, loss: 1.0752, grad_norm: 2.7881, top1_acc/aux0: 0.6882, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2437, loss/aux0: 1.2437 2020-10-23 22:31:03,986 - mmaction - INFO - Epoch [218][200/264] lr: 2.528e-02, eta: 5:11:28, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7247, top5_acc: 0.8885, loss_cls: 1.1063, loss: 1.1063, grad_norm: 2.8092, top1_acc/aux0: 0.6913, top5_acc/aux0: 0.8748, loss_cls/aux0: 1.2155, loss/aux0: 1.2155 2020-10-23 22:31:04,952 - mmaction - INFO - Epoch [218][200/264] lr: 2.528e-02, eta: 5:11:31, time: 0.958, data_time: 0.003, memory: 8466, top1_acc: 0.7247, top5_acc: 0.8885, loss_cls: 1.1063, loss: 1.1063, grad_norm: 2.8085, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2190, loss/aux0: 1.2190 2020-10-23 22:31:41,738 - mmaction - INFO - Epoch [218][220/264] lr: 2.528e-02, eta: 5:10:51, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7168, top5_acc: 0.8872, loss_cls: 1.1160, loss: 1.1160, grad_norm: 2.8045, top1_acc/aux0: 0.6861, top5_acc/aux0: 0.8752, loss_cls/aux0: 1.2417, loss/aux0: 1.2417 2020-10-23 22:31:42,685 - mmaction - INFO - Epoch [218][220/264] lr: 2.528e-02, eta: 5:10:54, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.7168, top5_acc: 0.8872, loss_cls: 1.1160, loss: 1.1160, grad_norm: 2.8018, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8748, loss_cls/aux0: 1.2371, loss/aux0: 1.2371 2020-10-23 22:32:19,791 - mmaction - INFO - Epoch [218][240/264] lr: 2.528e-02, eta: 5:10:14, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.7240, top5_acc: 0.8920, loss_cls: 1.0761, loss: 1.0761, grad_norm: 2.7276, top1_acc/aux0: 0.6918, top5_acc/aux0: 0.8658, loss_cls/aux0: 1.2626, loss/aux0: 1.2626 2020-10-23 22:32:20,729 - mmaction - INFO - Epoch [218][240/264] lr: 2.528e-02, eta: 5:10:17, time: 0.956, data_time: 0.002, memory: 8466, top1_acc: 0.7240, top5_acc: 0.8920, loss_cls: 1.0761, loss: 1.0761, grad_norm: 2.7480, top1_acc/aux0: 0.6903, top5_acc/aux0: 0.8670, loss_cls/aux0: 1.2641, loss/aux0: 1.2641 2020-10-23 22:32:57,321 - mmaction - INFO - Epoch [218][260/264] lr: 2.528e-02, eta: 5:09:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7214, top5_acc: 0.8960, loss_cls: 1.0924, loss: 1.0924, grad_norm: 2.8055, top1_acc/aux0: 0.6816, top5_acc/aux0: 0.8665, loss_cls/aux0: 1.2529, loss/aux0: 1.2529 2020-10-23 22:32:58,268 - mmaction - INFO - Epoch [218][260/264] lr: 2.528e-02, eta: 5:09:40, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7214, top5_acc: 0.8960, loss_cls: 1.0924, loss: 1.0924, grad_norm: 2.8177, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.2597, loss/aux0: 1.2597 2020-10-23 22:39:04,426 - mmaction - INFO - Epoch [219][20/264] lr: 2.402e-02, eta: 5:08:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7377, top5_acc: 0.8934, loss_cls: 1.0584, loss: 1.0584, grad_norm: 2.7923, top1_acc/aux0: 0.7027, top5_acc/aux0: 0.8816, loss_cls/aux0: 1.1799, loss/aux0: 1.1799 2020-10-23 22:39:05,404 - mmaction - INFO - Epoch [219][20/264] lr: 2.402e-02, eta: 5:08:55, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.7377, top5_acc: 0.8934, loss_cls: 1.0584, loss: 1.0584, grad_norm: 2.7769, top1_acc/aux0: 0.7038, top5_acc/aux0: 0.8814, loss_cls/aux0: 1.1779, loss/aux0: 1.1779 2020-10-23 22:39:41,923 - mmaction - INFO - Epoch [219][40/264] lr: 2.402e-02, eta: 5:08:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7330, top5_acc: 0.8948, loss_cls: 1.0443, loss: 1.0443, grad_norm: 2.7095, top1_acc/aux0: 0.7101, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.1696, loss/aux0: 1.1696 2020-10-23 22:39:42,852 - mmaction - INFO - Epoch [219][40/264] lr: 2.402e-02, eta: 5:08:18, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7330, top5_acc: 0.8948, loss_cls: 1.0443, loss: 1.0443, grad_norm: 2.7083, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8800, loss_cls/aux0: 1.1677, loss/aux0: 1.1677 2020-10-23 22:40:19,403 - mmaction - INFO - Epoch [219][60/264] lr: 2.402e-02, eta: 5:07:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7351, top5_acc: 0.8983, loss_cls: 1.0421, loss: 1.0421, grad_norm: 2.7592, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8752, loss_cls/aux0: 1.2054, loss/aux0: 1.2054 2020-10-23 22:40:20,347 - mmaction - INFO - Epoch [219][60/264] lr: 2.402e-02, eta: 5:07:41, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7351, top5_acc: 0.8983, loss_cls: 1.0421, loss: 1.0421, grad_norm: 2.7491, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2083, loss/aux0: 1.2083 2020-10-23 22:40:56,962 - mmaction - INFO - Epoch [219][80/264] lr: 2.402e-02, eta: 5:07:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7415, top5_acc: 0.9005, loss_cls: 1.0244, loss: 1.0244, grad_norm: 2.7831, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2113, loss/aux0: 1.2113 2020-10-23 22:40:57,908 - mmaction - INFO - Epoch [219][80/264] lr: 2.402e-02, eta: 5:07:04, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7415, top5_acc: 0.9005, loss_cls: 1.0244, loss: 1.0244, grad_norm: 2.7608, top1_acc/aux0: 0.6977, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2095, loss/aux0: 1.2095 2020-10-23 22:41:34,915 - mmaction - INFO - Epoch [219][100/264] lr: 2.402e-02, eta: 5:06:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7401, top5_acc: 0.9005, loss_cls: 1.0335, loss: 1.0335, grad_norm: 2.7204, top1_acc/aux0: 0.6918, top5_acc/aux0: 0.8774, loss_cls/aux0: 1.1939, loss/aux0: 1.1939 2020-10-23 22:41:35,887 - mmaction - INFO - Epoch [219][100/264] lr: 2.402e-02, eta: 5:06:27, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7401, top5_acc: 0.9005, loss_cls: 1.0335, loss: 1.0335, grad_norm: 2.7002, top1_acc/aux0: 0.6929, top5_acc/aux0: 0.8780, loss_cls/aux0: 1.1996, loss/aux0: 1.1996 2020-10-23 22:42:12,677 - mmaction - INFO - Epoch [219][120/264] lr: 2.402e-02, eta: 5:05:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7345, top5_acc: 0.8948, loss_cls: 1.0467, loss: 1.0467, grad_norm: 2.8336, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2292, loss/aux0: 1.2292 2020-10-23 22:42:13,622 - mmaction - INFO - Epoch [219][120/264] lr: 2.402e-02, eta: 5:05:50, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.7345, top5_acc: 0.8948, loss_cls: 1.0467, loss: 1.0467, grad_norm: 2.8448, top1_acc/aux0: 0.6892, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2283, loss/aux0: 1.2283 2020-10-23 22:42:50,478 - mmaction - INFO - Epoch [219][140/264] lr: 2.402e-02, eta: 5:05:10, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7302, top5_acc: 0.8960, loss_cls: 1.0482, loss: 1.0482, grad_norm: 2.7461, top1_acc/aux0: 0.6946, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2390, loss/aux0: 1.2390 2020-10-23 22:42:51,418 - mmaction - INFO - Epoch [219][140/264] lr: 2.402e-02, eta: 5:05:13, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7302, top5_acc: 0.8960, loss_cls: 1.0482, loss: 1.0482, grad_norm: 2.7450, top1_acc/aux0: 0.6967, top5_acc/aux0: 0.8733, loss_cls/aux0: 1.2334, loss/aux0: 1.2334 2020-10-23 22:43:28,191 - mmaction - INFO - Epoch [219][160/264] lr: 2.402e-02, eta: 5:04:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7351, top5_acc: 0.8899, loss_cls: 1.0429, loss: 1.0429, grad_norm: 2.7997, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8819, loss_cls/aux0: 1.1813, loss/aux0: 1.1813 2020-10-23 22:43:29,133 - mmaction - INFO - Epoch [219][160/264] lr: 2.402e-02, eta: 5:04:36, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7351, top5_acc: 0.8899, loss_cls: 1.0429, loss: 1.0429, grad_norm: 2.7963, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.1904, loss/aux0: 1.1904 2020-10-23 22:44:05,844 - mmaction - INFO - Epoch [219][180/264] lr: 2.402e-02, eta: 5:03:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8891, loss_cls: 1.0800, loss: 1.0800, grad_norm: 2.7864, top1_acc/aux0: 0.6988, top5_acc/aux0: 0.8806, loss_cls/aux0: 1.1905, loss/aux0: 1.1905 2020-10-23 22:44:06,827 - mmaction - INFO - Epoch [219][180/264] lr: 2.402e-02, eta: 5:03:59, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8891, loss_cls: 1.0800, loss: 1.0800, grad_norm: 2.7934, top1_acc/aux0: 0.6993, top5_acc/aux0: 0.8819, loss_cls/aux0: 1.1844, loss/aux0: 1.1844 2020-10-23 22:44:43,494 - mmaction - INFO - Epoch [219][200/264] lr: 2.402e-02, eta: 5:03:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7281, top5_acc: 0.8962, loss_cls: 1.0707, loss: 1.0707, grad_norm: 2.8111, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8726, loss_cls/aux0: 1.2199, loss/aux0: 1.2199 2020-10-23 22:44:44,437 - mmaction - INFO - Epoch [219][200/264] lr: 2.402e-02, eta: 5:03:22, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7281, top5_acc: 0.8962, loss_cls: 1.0707, loss: 1.0707, grad_norm: 2.8144, top1_acc/aux0: 0.6915, top5_acc/aux0: 0.8712, loss_cls/aux0: 1.2250, loss/aux0: 1.2250 2020-10-23 22:45:21,276 - mmaction - INFO - Epoch [219][220/264] lr: 2.402e-02, eta: 5:02:42, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7283, top5_acc: 0.8859, loss_cls: 1.0777, loss: 1.0777, grad_norm: 2.7932, top1_acc/aux0: 0.6873, top5_acc/aux0: 0.8748, loss_cls/aux0: 1.2158, loss/aux0: 1.2158 2020-10-23 22:45:22,208 - mmaction - INFO - Epoch [219][220/264] lr: 2.402e-02, eta: 5:02:45, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7283, top5_acc: 0.8859, loss_cls: 1.0777, loss: 1.0777, grad_norm: 2.8016, top1_acc/aux0: 0.6882, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2156, loss/aux0: 1.2156 2020-10-23 22:45:58,962 - mmaction - INFO - Epoch [219][240/264] lr: 2.402e-02, eta: 5:02:05, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8868, loss_cls: 1.0756, loss: 1.0756, grad_norm: 2.7894, top1_acc/aux0: 0.6866, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2211, loss/aux0: 1.2211 2020-10-23 22:45:59,898 - mmaction - INFO - Epoch [219][240/264] lr: 2.402e-02, eta: 5:02:08, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8868, loss_cls: 1.0756, loss: 1.0756, grad_norm: 2.7926, top1_acc/aux0: 0.6868, top5_acc/aux0: 0.8736, loss_cls/aux0: 1.2178, loss/aux0: 1.2178 2020-10-23 22:46:36,564 - mmaction - INFO - Epoch [219][260/264] lr: 2.402e-02, eta: 5:01:28, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7316, top5_acc: 0.9021, loss_cls: 1.0299, loss: 1.0299, grad_norm: 2.7708, top1_acc/aux0: 0.7012, top5_acc/aux0: 0.8819, loss_cls/aux0: 1.1792, loss/aux0: 1.1792 2020-10-23 22:46:37,529 - mmaction - INFO - Epoch [219][260/264] lr: 2.402e-02, eta: 5:01:31, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.7316, top5_acc: 0.9021, loss_cls: 1.0299, loss: 1.0299, grad_norm: 2.7652, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8811, loss_cls/aux0: 1.1763, loss/aux0: 1.1763 2020-10-23 22:52:45,941 - mmaction - INFO - Epoch [220][20/264] lr: 2.280e-02, eta: 5:00:42, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7399, top5_acc: 0.9036, loss_cls: 1.0184, loss: 1.0184, grad_norm: 2.7911, top1_acc/aux0: 0.6963, top5_acc/aux0: 0.8657, loss_cls/aux0: 1.2310, loss/aux0: 1.2310 2020-10-23 22:52:46,874 - mmaction - INFO - Epoch [220][20/264] lr: 2.280e-02, eta: 5:00:46, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7399, top5_acc: 0.9036, loss_cls: 1.0184, loss: 1.0184, grad_norm: 2.7942, top1_acc/aux0: 0.6962, top5_acc/aux0: 0.8658, loss_cls/aux0: 1.2311, loss/aux0: 1.2311 2020-10-23 22:53:23,401 - mmaction - INFO - Epoch [220][40/264] lr: 2.280e-02, eta: 5:00:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7378, top5_acc: 0.8957, loss_cls: 1.0460, loss: 1.0460, grad_norm: 2.7541, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8785, loss_cls/aux0: 1.1960, loss/aux0: 1.1960 2020-10-23 22:53:24,346 - mmaction - INFO - Epoch [220][40/264] lr: 2.280e-02, eta: 5:00:09, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.7378, top5_acc: 0.8957, loss_cls: 1.0460, loss: 1.0460, grad_norm: 2.7596, top1_acc/aux0: 0.6977, top5_acc/aux0: 0.8788, loss_cls/aux0: 1.1979, loss/aux0: 1.1979 2020-10-23 22:54:00,866 - mmaction - INFO - Epoch [220][60/264] lr: 2.280e-02, eta: 4:59:29, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7465, top5_acc: 0.9030, loss_cls: 0.9945, loss: 0.9945, grad_norm: 2.7696, top1_acc/aux0: 0.6967, top5_acc/aux0: 0.8788, loss_cls/aux0: 1.1907, loss/aux0: 1.1907 2020-10-23 22:54:01,797 - mmaction - INFO - Epoch [220][60/264] lr: 2.280e-02, eta: 4:59:32, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7465, top5_acc: 0.9030, loss_cls: 0.9945, loss: 0.9945, grad_norm: 2.7829, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.1980, loss/aux0: 1.1980 2020-10-23 22:54:38,494 - mmaction - INFO - Epoch [220][80/264] lr: 2.280e-02, eta: 4:58:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7411, top5_acc: 0.8965, loss_cls: 1.0295, loss: 1.0295, grad_norm: 2.7616, top1_acc/aux0: 0.7012, top5_acc/aux0: 0.8694, loss_cls/aux0: 1.2087, loss/aux0: 1.2087 2020-10-23 22:54:39,458 - mmaction - INFO - Epoch [220][80/264] lr: 2.280e-02, eta: 4:58:55, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7411, top5_acc: 0.8965, loss_cls: 1.0295, loss: 1.0295, grad_norm: 2.7562, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8720, loss_cls/aux0: 1.1907, loss/aux0: 1.1907 2020-10-23 22:55:16,482 - mmaction - INFO - Epoch [220][100/264] lr: 2.280e-02, eta: 4:58:15, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.7396, top5_acc: 0.9002, loss_cls: 1.0340, loss: 1.0340, grad_norm: 2.7421, top1_acc/aux0: 0.7064, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.1671, loss/aux0: 1.1671 2020-10-23 22:55:17,449 - mmaction - INFO - Epoch [220][100/264] lr: 2.280e-02, eta: 4:58:18, time: 0.961, data_time: 0.002, memory: 8466, top1_acc: 0.7396, top5_acc: 0.9002, loss_cls: 1.0340, loss: 1.0340, grad_norm: 2.7376, top1_acc/aux0: 0.7069, top5_acc/aux0: 0.8800, loss_cls/aux0: 1.1648, loss/aux0: 1.1648 2020-10-23 22:55:53,961 - mmaction - INFO - Epoch [220][120/264] lr: 2.280e-02, eta: 4:57:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7281, top5_acc: 0.8918, loss_cls: 1.0694, loss: 1.0694, grad_norm: 2.8323, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1648, loss/aux0: 1.1648 2020-10-23 22:55:54,901 - mmaction - INFO - Epoch [220][120/264] lr: 2.280e-02, eta: 4:57:41, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7281, top5_acc: 0.8918, loss_cls: 1.0694, loss: 1.0694, grad_norm: 2.8270, top1_acc/aux0: 0.7097, top5_acc/aux0: 0.8809, loss_cls/aux0: 1.1663, loss/aux0: 1.1663 2020-10-23 22:56:32,048 - mmaction - INFO - Epoch [220][140/264] lr: 2.280e-02, eta: 4:57:01, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7377, top5_acc: 0.8998, loss_cls: 1.0223, loss: 1.0223, grad_norm: 2.7950, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8743, loss_cls/aux0: 1.1841, loss/aux0: 1.1841 2020-10-23 22:56:32,997 - mmaction - INFO - Epoch [220][140/264] lr: 2.280e-02, eta: 4:57:04, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.7377, top5_acc: 0.8998, loss_cls: 1.0223, loss: 1.0223, grad_norm: 2.8151, top1_acc/aux0: 0.6983, top5_acc/aux0: 0.8726, loss_cls/aux0: 1.1976, loss/aux0: 1.1976 2020-10-23 22:57:09,512 - mmaction - INFO - Epoch [220][160/264] lr: 2.280e-02, eta: 4:56:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7333, top5_acc: 0.8951, loss_cls: 1.0408, loss: 1.0408, grad_norm: 2.8403, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8752, loss_cls/aux0: 1.2149, loss/aux0: 1.2149 2020-10-23 22:57:10,472 - mmaction - INFO - Epoch [220][160/264] lr: 2.280e-02, eta: 4:56:27, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7333, top5_acc: 0.8951, loss_cls: 1.0408, loss: 1.0408, grad_norm: 2.8564, top1_acc/aux0: 0.6863, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2151, loss/aux0: 1.2151 2020-10-23 22:57:47,112 - mmaction - INFO - Epoch [220][180/264] lr: 2.280e-02, eta: 4:55:47, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7373, top5_acc: 0.8957, loss_cls: 1.0504, loss: 1.0504, grad_norm: 2.7401, top1_acc/aux0: 0.6998, top5_acc/aux0: 0.8816, loss_cls/aux0: 1.1836, loss/aux0: 1.1836 2020-10-23 22:57:48,058 - mmaction - INFO - Epoch [220][180/264] lr: 2.280e-02, eta: 4:55:50, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.7373, top5_acc: 0.8957, loss_cls: 1.0504, loss: 1.0504, grad_norm: 2.7310, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8814, loss_cls/aux0: 1.1764, loss/aux0: 1.1764 2020-10-23 22:58:24,886 - mmaction - INFO - Epoch [220][200/264] lr: 2.280e-02, eta: 4:55:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7314, top5_acc: 0.9003, loss_cls: 1.0443, loss: 1.0443, grad_norm: 2.8912, top1_acc/aux0: 0.6962, top5_acc/aux0: 0.8762, loss_cls/aux0: 1.2035, loss/aux0: 1.2035 2020-10-23 22:58:25,852 - mmaction - INFO - Epoch [220][200/264] lr: 2.280e-02, eta: 4:55:13, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.7314, top5_acc: 0.9003, loss_cls: 1.0443, loss: 1.0443, grad_norm: 2.8971, top1_acc/aux0: 0.6962, top5_acc/aux0: 0.8764, loss_cls/aux0: 1.2065, loss/aux0: 1.2065 2020-10-23 22:59:02,900 - mmaction - INFO - Epoch [220][220/264] lr: 2.280e-02, eta: 4:54:33, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7365, top5_acc: 0.8990, loss_cls: 1.0444, loss: 1.0444, grad_norm: 2.8059, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2110, loss/aux0: 1.2110 2020-10-23 22:59:03,850 - mmaction - INFO - Epoch [220][220/264] lr: 2.280e-02, eta: 4:54:37, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.7365, top5_acc: 0.8990, loss_cls: 1.0444, loss: 1.0444, grad_norm: 2.8001, top1_acc/aux0: 0.7061, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2046, loss/aux0: 1.2046 2020-10-23 22:59:40,619 - mmaction - INFO - Epoch [220][240/264] lr: 2.280e-02, eta: 4:53:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7245, top5_acc: 0.8939, loss_cls: 1.0733, loss: 1.0733, grad_norm: 2.7967, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1682, loss/aux0: 1.1682 2020-10-23 22:59:41,553 - mmaction - INFO - Epoch [220][240/264] lr: 2.280e-02, eta: 4:54:00, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7245, top5_acc: 0.8939, loss_cls: 1.0733, loss: 1.0733, grad_norm: 2.7953, top1_acc/aux0: 0.7050, top5_acc/aux0: 0.8785, loss_cls/aux0: 1.1724, loss/aux0: 1.1724 2020-10-23 23:00:18,147 - mmaction - INFO - Epoch [220][260/264] lr: 2.280e-02, eta: 4:53:20, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7332, top5_acc: 0.8993, loss_cls: 1.0422, loss: 1.0422, grad_norm: 2.8466, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2130, loss/aux0: 1.2130 2020-10-23 23:00:19,093 - mmaction - INFO - Epoch [220][260/264] lr: 2.280e-02, eta: 4:53:23, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7332, top5_acc: 0.8993, loss_cls: 1.0422, loss: 1.0422, grad_norm: 2.8301, top1_acc/aux0: 0.6991, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2103, loss/aux0: 1.2103 2020-10-23 23:06:28,332 - mmaction - INFO - Epoch [221][20/264] lr: 2.160e-02, eta: 4:52:34, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.7517, top5_acc: 0.9026, loss_cls: 0.9963, loss: 0.9963, grad_norm: 2.7874, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8936, loss_cls/aux0: 1.1318, loss/aux0: 1.1318 2020-10-23 23:06:29,321 - mmaction - INFO - Epoch [221][20/264] lr: 2.160e-02, eta: 4:52:37, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.7517, top5_acc: 0.9026, loss_cls: 0.9963, loss: 0.9963, grad_norm: 2.7796, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1269, loss/aux0: 1.1269 2020-10-23 23:07:05,720 - mmaction - INFO - Epoch [221][40/264] lr: 2.160e-02, eta: 4:51:57, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7469, top5_acc: 0.9056, loss_cls: 0.9889, loss: 0.9889, grad_norm: 2.8041, top1_acc/aux0: 0.7175, top5_acc/aux0: 0.8910, loss_cls/aux0: 1.1289, loss/aux0: 1.1289 2020-10-23 23:07:06,654 - mmaction - INFO - Epoch [221][40/264] lr: 2.160e-02, eta: 4:52:00, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7469, top5_acc: 0.9056, loss_cls: 0.9889, loss: 0.9889, grad_norm: 2.8018, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8908, loss_cls/aux0: 1.1371, loss/aux0: 1.1371 2020-10-23 23:07:43,048 - mmaction - INFO - Epoch [221][60/264] lr: 2.160e-02, eta: 4:51:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9019, loss_cls: 1.0034, loss: 1.0034, grad_norm: 2.7975, top1_acc/aux0: 0.6962, top5_acc/aux0: 0.8785, loss_cls/aux0: 1.1974, loss/aux0: 1.1974 2020-10-23 23:07:43,985 - mmaction - INFO - Epoch [221][60/264] lr: 2.160e-02, eta: 4:51:23, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9019, loss_cls: 1.0034, loss: 1.0034, grad_norm: 2.7773, top1_acc/aux0: 0.6981, top5_acc/aux0: 0.8793, loss_cls/aux0: 1.1899, loss/aux0: 1.1899 2020-10-23 23:08:20,602 - mmaction - INFO - Epoch [221][80/264] lr: 2.160e-02, eta: 4:50:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7443, top5_acc: 0.8990, loss_cls: 1.0080, loss: 1.0080, grad_norm: 2.8213, top1_acc/aux0: 0.7127, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1385, loss/aux0: 1.1385 2020-10-23 23:08:21,541 - mmaction - INFO - Epoch [221][80/264] lr: 2.160e-02, eta: 4:50:46, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7443, top5_acc: 0.8990, loss_cls: 1.0080, loss: 1.0080, grad_norm: 2.8149, top1_acc/aux0: 0.7127, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1415, loss/aux0: 1.1415 2020-10-23 23:08:58,189 - mmaction - INFO - Epoch [221][100/264] lr: 2.160e-02, eta: 4:50:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7358, top5_acc: 0.8932, loss_cls: 1.0558, loss: 1.0558, grad_norm: 2.7983, top1_acc/aux0: 0.7142, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.1376, loss/aux0: 1.1376 2020-10-23 23:08:59,126 - mmaction - INFO - Epoch [221][100/264] lr: 2.160e-02, eta: 4:50:09, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7358, top5_acc: 0.8932, loss_cls: 1.0558, loss: 1.0558, grad_norm: 2.7912, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.1406, loss/aux0: 1.1406 2020-10-23 23:09:35,962 - mmaction - INFO - Epoch [221][120/264] lr: 2.160e-02, eta: 4:49:29, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7411, top5_acc: 0.8990, loss_cls: 1.0208, loss: 1.0208, grad_norm: 2.8061, top1_acc/aux0: 0.7075, top5_acc/aux0: 0.8809, loss_cls/aux0: 1.1548, loss/aux0: 1.1548 2020-10-23 23:09:36,900 - mmaction - INFO - Epoch [221][120/264] lr: 2.160e-02, eta: 4:49:32, time: 0.947, data_time: 0.005, memory: 8466, top1_acc: 0.7411, top5_acc: 0.8990, loss_cls: 1.0208, loss: 1.0208, grad_norm: 2.8094, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8821, loss_cls/aux0: 1.1499, loss/aux0: 1.1499 2020-10-23 23:10:13,871 - mmaction - INFO - Epoch [221][140/264] lr: 2.160e-02, eta: 4:48:52, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7288, top5_acc: 0.8976, loss_cls: 1.0689, loss: 1.0689, grad_norm: 2.7900, top1_acc/aux0: 0.7127, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1548, loss/aux0: 1.1548 2020-10-23 23:10:14,825 - mmaction - INFO - Epoch [221][140/264] lr: 2.160e-02, eta: 4:48:55, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.7288, top5_acc: 0.8976, loss_cls: 1.0689, loss: 1.0689, grad_norm: 2.7998, top1_acc/aux0: 0.7108, top5_acc/aux0: 0.8851, loss_cls/aux0: 1.1621, loss/aux0: 1.1621 2020-10-23 23:10:51,601 - mmaction - INFO - Epoch [221][160/264] lr: 2.160e-02, eta: 4:48:15, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7385, top5_acc: 0.8995, loss_cls: 1.0242, loss: 1.0242, grad_norm: 2.8743, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2209, loss/aux0: 1.2209 2020-10-23 23:10:52,543 - mmaction - INFO - Epoch [221][160/264] lr: 2.160e-02, eta: 4:48:18, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7385, top5_acc: 0.8995, loss_cls: 1.0242, loss: 1.0242, grad_norm: 2.8466, top1_acc/aux0: 0.6939, top5_acc/aux0: 0.8705, loss_cls/aux0: 1.2141, loss/aux0: 1.2141 2020-10-23 23:11:29,450 - mmaction - INFO - Epoch [221][180/264] lr: 2.160e-02, eta: 4:47:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7339, top5_acc: 0.8984, loss_cls: 1.0347, loss: 1.0347, grad_norm: 2.8197, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.1667, loss/aux0: 1.1667 2020-10-23 23:11:30,390 - mmaction - INFO - Epoch [221][180/264] lr: 2.160e-02, eta: 4:47:42, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7339, top5_acc: 0.8984, loss_cls: 1.0347, loss: 1.0347, grad_norm: 2.8137, top1_acc/aux0: 0.7014, top5_acc/aux0: 0.8788, loss_cls/aux0: 1.1677, loss/aux0: 1.1677 2020-10-23 23:12:07,188 - mmaction - INFO - Epoch [221][200/264] lr: 2.160e-02, eta: 4:47:02, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7427, top5_acc: 0.9040, loss_cls: 1.0134, loss: 1.0134, grad_norm: 2.7830, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8811, loss_cls/aux0: 1.1569, loss/aux0: 1.1569 2020-10-23 23:12:08,128 - mmaction - INFO - Epoch [221][200/264] lr: 2.160e-02, eta: 4:47:05, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.7427, top5_acc: 0.9040, loss_cls: 1.0134, loss: 1.0134, grad_norm: 2.8114, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.1573, loss/aux0: 1.1573 2020-10-23 23:12:44,852 - mmaction - INFO - Epoch [221][220/264] lr: 2.160e-02, eta: 4:46:25, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7358, top5_acc: 0.8936, loss_cls: 1.0495, loss: 1.0495, grad_norm: 2.8113, top1_acc/aux0: 0.7113, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1450, loss/aux0: 1.1450 2020-10-23 23:12:45,809 - mmaction - INFO - Epoch [221][220/264] lr: 2.160e-02, eta: 4:46:28, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.7358, top5_acc: 0.8936, loss_cls: 1.0495, loss: 1.0495, grad_norm: 2.8267, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8866, loss_cls/aux0: 1.1505, loss/aux0: 1.1505 2020-10-23 23:13:22,593 - mmaction - INFO - Epoch [221][240/264] lr: 2.160e-02, eta: 4:45:48, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7486, top5_acc: 0.8995, loss_cls: 0.9964, loss: 0.9964, grad_norm: 2.8329, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.1913, loss/aux0: 1.1913 2020-10-23 23:13:23,525 - mmaction - INFO - Epoch [221][240/264] lr: 2.160e-02, eta: 4:45:51, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.7486, top5_acc: 0.8995, loss_cls: 0.9964, loss: 0.9964, grad_norm: 2.8407, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8769, loss_cls/aux0: 1.1926, loss/aux0: 1.1926 2020-10-23 23:14:00,088 - mmaction - INFO - Epoch [221][260/264] lr: 2.160e-02, eta: 4:45:11, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7406, top5_acc: 0.8958, loss_cls: 1.0058, loss: 1.0058, grad_norm: 2.7772, top1_acc/aux0: 0.7158, top5_acc/aux0: 0.8835, loss_cls/aux0: 1.1422, loss/aux0: 1.1422 2020-10-23 23:14:01,051 - mmaction - INFO - Epoch [221][260/264] lr: 2.160e-02, eta: 4:45:14, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.7406, top5_acc: 0.8958, loss_cls: 1.0058, loss: 1.0058, grad_norm: 2.7782, top1_acc/aux0: 0.7137, top5_acc/aux0: 0.8847, loss_cls/aux0: 1.1460, loss/aux0: 1.1460 2020-10-23 23:20:09,272 - mmaction - INFO - Epoch [222][20/264] lr: 2.044e-02, eta: 4:44:25, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.7434, top5_acc: 0.8998, loss_cls: 1.0065, loss: 1.0065, grad_norm: 2.8368, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8843, loss_cls/aux0: 1.1540, loss/aux0: 1.1540 2020-10-23 23:20:10,249 - mmaction - INFO - Epoch [222][20/264] lr: 2.044e-02, eta: 4:44:28, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.7434, top5_acc: 0.8998, loss_cls: 1.0065, loss: 1.0065, grad_norm: 2.8187, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1518, loss/aux0: 1.1518 2020-10-23 23:20:46,573 - mmaction - INFO - Epoch [222][40/264] lr: 2.044e-02, eta: 4:43:48, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7438, top5_acc: 0.9002, loss_cls: 1.0085, loss: 1.0085, grad_norm: 2.8205, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.8863, loss_cls/aux0: 1.1286, loss/aux0: 1.1286 2020-10-23 23:20:47,538 - mmaction - INFO - Epoch [222][40/264] lr: 2.044e-02, eta: 4:43:51, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7438, top5_acc: 0.9002, loss_cls: 1.0085, loss: 1.0085, grad_norm: 2.8206, top1_acc/aux0: 0.7181, top5_acc/aux0: 0.8866, loss_cls/aux0: 1.1294, loss/aux0: 1.1294 2020-10-23 23:21:24,358 - mmaction - INFO - Epoch [222][60/264] lr: 2.044e-02, eta: 4:43:11, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7578, top5_acc: 0.9059, loss_cls: 0.9654, loss: 0.9654, grad_norm: 2.8483, top1_acc/aux0: 0.7090, top5_acc/aux0: 0.8847, loss_cls/aux0: 1.1458, loss/aux0: 1.1458 2020-10-23 23:21:25,297 - mmaction - INFO - Epoch [222][60/264] lr: 2.044e-02, eta: 4:43:14, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7578, top5_acc: 0.9059, loss_cls: 0.9654, loss: 0.9654, grad_norm: 2.8389, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1366, loss/aux0: 1.1366 2020-10-23 23:22:02,010 - mmaction - INFO - Epoch [222][80/264] lr: 2.044e-02, eta: 4:42:35, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7465, top5_acc: 0.9009, loss_cls: 1.0275, loss: 1.0275, grad_norm: 2.8530, top1_acc/aux0: 0.7071, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.1710, loss/aux0: 1.1710 2020-10-23 23:22:02,955 - mmaction - INFO - Epoch [222][80/264] lr: 2.044e-02, eta: 4:42:37, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7465, top5_acc: 0.9009, loss_cls: 1.0275, loss: 1.0275, grad_norm: 2.8348, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.1739, loss/aux0: 1.1739 2020-10-23 23:22:39,584 - mmaction - INFO - Epoch [222][100/264] lr: 2.044e-02, eta: 4:41:58, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7512, top5_acc: 0.8988, loss_cls: 0.9986, loss: 0.9986, grad_norm: 2.8440, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8957, loss_cls/aux0: 1.1175, loss/aux0: 1.1175 2020-10-23 23:22:40,531 - mmaction - INFO - Epoch [222][100/264] lr: 2.044e-02, eta: 4:42:01, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7512, top5_acc: 0.8988, loss_cls: 0.9986, loss: 0.9986, grad_norm: 2.8498, top1_acc/aux0: 0.7101, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1318, loss/aux0: 1.1318 2020-10-23 23:23:17,266 - mmaction - INFO - Epoch [222][120/264] lr: 2.044e-02, eta: 4:41:21, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7460, top5_acc: 0.9021, loss_cls: 0.9878, loss: 0.9878, grad_norm: 2.8216, top1_acc/aux0: 0.7092, top5_acc/aux0: 0.8884, loss_cls/aux0: 1.1358, loss/aux0: 1.1358 2020-10-23 23:23:18,245 - mmaction - INFO - Epoch [222][120/264] lr: 2.044e-02, eta: 4:41:24, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.7460, top5_acc: 0.9021, loss_cls: 0.9878, loss: 0.9878, grad_norm: 2.7979, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1200, loss/aux0: 1.1200 2020-10-23 23:23:55,025 - mmaction - INFO - Epoch [222][140/264] lr: 2.044e-02, eta: 4:40:44, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7497, top5_acc: 0.9031, loss_cls: 0.9835, loss: 0.9835, grad_norm: 2.8472, top1_acc/aux0: 0.7056, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.1769, loss/aux0: 1.1769 2020-10-23 23:23:55,967 - mmaction - INFO - Epoch [222][140/264] lr: 2.044e-02, eta: 4:40:47, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.7497, top5_acc: 0.9031, loss_cls: 0.9835, loss: 0.9835, grad_norm: 2.8501, top1_acc/aux0: 0.7030, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.1896, loss/aux0: 1.1896 2020-10-23 23:24:32,533 - mmaction - INFO - Epoch [222][160/264] lr: 2.044e-02, eta: 4:40:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9061, loss_cls: 0.9860, loss: 0.9860, grad_norm: 2.8785, top1_acc/aux0: 0.7033, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.1836, loss/aux0: 1.1836 2020-10-23 23:24:33,471 - mmaction - INFO - Epoch [222][160/264] lr: 2.044e-02, eta: 4:40:10, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7536, top5_acc: 0.9061, loss_cls: 0.9860, loss: 0.9860, grad_norm: 2.8862, top1_acc/aux0: 0.7064, top5_acc/aux0: 0.8800, loss_cls/aux0: 1.1738, loss/aux0: 1.1738 2020-10-23 23:25:10,187 - mmaction - INFO - Epoch [222][180/264] lr: 2.044e-02, eta: 4:39:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7439, top5_acc: 0.8969, loss_cls: 1.0131, loss: 1.0131, grad_norm: 2.8622, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.1758, loss/aux0: 1.1758 2020-10-23 23:25:11,134 - mmaction - INFO - Epoch [222][180/264] lr: 2.044e-02, eta: 4:39:33, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7439, top5_acc: 0.8969, loss_cls: 1.0131, loss: 1.0131, grad_norm: 2.8699, top1_acc/aux0: 0.6960, top5_acc/aux0: 0.8774, loss_cls/aux0: 1.1881, loss/aux0: 1.1881 2020-10-23 23:25:47,599 - mmaction - INFO - Epoch [222][200/264] lr: 2.044e-02, eta: 4:38:53, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7424, top5_acc: 0.8946, loss_cls: 1.0265, loss: 1.0265, grad_norm: 2.8972, top1_acc/aux0: 0.7061, top5_acc/aux0: 0.8809, loss_cls/aux0: 1.1630, loss/aux0: 1.1630 2020-10-23 23:25:48,570 - mmaction - INFO - Epoch [222][200/264] lr: 2.044e-02, eta: 4:38:56, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7424, top5_acc: 0.8946, loss_cls: 1.0265, loss: 1.0265, grad_norm: 2.8983, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1558, loss/aux0: 1.1558 2020-10-23 23:26:25,257 - mmaction - INFO - Epoch [222][220/264] lr: 2.044e-02, eta: 4:38:16, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7439, top5_acc: 0.8976, loss_cls: 1.0232, loss: 1.0232, grad_norm: 2.8374, top1_acc/aux0: 0.7127, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.1512, loss/aux0: 1.1512 2020-10-23 23:26:26,195 - mmaction - INFO - Epoch [222][220/264] lr: 2.044e-02, eta: 4:38:19, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.7439, top5_acc: 0.8976, loss_cls: 1.0232, loss: 1.0232, grad_norm: 2.8532, top1_acc/aux0: 0.7148, top5_acc/aux0: 0.8752, loss_cls/aux0: 1.1538, loss/aux0: 1.1538 2020-10-23 23:27:02,948 - mmaction - INFO - Epoch [222][240/264] lr: 2.044e-02, eta: 4:37:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9130, loss_cls: 0.9739, loss: 0.9739, grad_norm: 2.8662, top1_acc/aux0: 0.7040, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.1572, loss/aux0: 1.1572 2020-10-23 23:27:03,890 - mmaction - INFO - Epoch [222][240/264] lr: 2.044e-02, eta: 4:37:42, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9130, loss_cls: 0.9739, loss: 0.9739, grad_norm: 2.8503, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.1586, loss/aux0: 1.1586 2020-10-23 23:27:40,526 - mmaction - INFO - Epoch [222][260/264] lr: 2.044e-02, eta: 4:37:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7441, top5_acc: 0.8962, loss_cls: 1.0358, loss: 1.0358, grad_norm: 2.8824, top1_acc/aux0: 0.7139, top5_acc/aux0: 0.8816, loss_cls/aux0: 1.1369, loss/aux0: 1.1369 2020-10-23 23:27:41,450 - mmaction - INFO - Epoch [222][260/264] lr: 2.044e-02, eta: 4:37:05, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7441, top5_acc: 0.8962, loss_cls: 1.0358, loss: 1.0358, grad_norm: 2.8972, top1_acc/aux0: 0.7132, top5_acc/aux0: 0.8819, loss_cls/aux0: 1.1377, loss/aux0: 1.1377 2020-10-23 23:33:56,002 - mmaction - INFO - Epoch [223][20/264] lr: 1.930e-02, eta: 4:36:17, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7569, top5_acc: 0.9035, loss_cls: 0.9741, loss: 0.9741, grad_norm: 2.8319, top1_acc/aux0: 0.7222, top5_acc/aux0: 0.8902, loss_cls/aux0: 1.1212, loss/aux0: 1.1212 2020-10-23 23:33:56,948 - mmaction - INFO - Epoch [223][20/264] lr: 1.930e-02, eta: 4:36:19, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7569, top5_acc: 0.9035, loss_cls: 0.9741, loss: 0.9741, grad_norm: 2.8371, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1192, loss/aux0: 1.1192 2020-10-23 23:34:33,447 - mmaction - INFO - Epoch [223][40/264] lr: 1.930e-02, eta: 4:35:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7510, top5_acc: 0.9026, loss_cls: 0.9869, loss: 0.9869, grad_norm: 2.8669, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1297, loss/aux0: 1.1297 2020-10-23 23:34:34,390 - mmaction - INFO - Epoch [223][40/264] lr: 1.930e-02, eta: 4:35:42, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7510, top5_acc: 0.9026, loss_cls: 0.9869, loss: 0.9869, grad_norm: 2.8675, top1_acc/aux0: 0.7149, top5_acc/aux0: 0.8866, loss_cls/aux0: 1.1375, loss/aux0: 1.1375 2020-10-23 23:35:10,861 - mmaction - INFO - Epoch [223][60/264] lr: 1.930e-02, eta: 4:35:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7502, top5_acc: 0.9054, loss_cls: 0.9623, loss: 0.9623, grad_norm: 2.7845, top1_acc/aux0: 0.7118, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.1539, loss/aux0: 1.1539 2020-10-23 23:35:11,809 - mmaction - INFO - Epoch [223][60/264] lr: 1.930e-02, eta: 4:35:06, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7502, top5_acc: 0.9054, loss_cls: 0.9623, loss: 0.9623, grad_norm: 2.7975, top1_acc/aux0: 0.7149, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1463, loss/aux0: 1.1463 2020-10-23 23:35:48,528 - mmaction - INFO - Epoch [223][80/264] lr: 1.930e-02, eta: 4:34:26, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7602, top5_acc: 0.9092, loss_cls: 0.9503, loss: 0.9503, grad_norm: 2.8554, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.1661, loss/aux0: 1.1661 2020-10-23 23:35:49,471 - mmaction - INFO - Epoch [223][80/264] lr: 1.930e-02, eta: 4:34:29, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.7602, top5_acc: 0.9092, loss_cls: 0.9503, loss: 0.9503, grad_norm: 2.8565, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8762, loss_cls/aux0: 1.1602, loss/aux0: 1.1602 2020-10-23 23:36:26,294 - mmaction - INFO - Epoch [223][100/264] lr: 1.930e-02, eta: 4:33:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7417, top5_acc: 0.8965, loss_cls: 1.0064, loss: 1.0064, grad_norm: 2.8736, top1_acc/aux0: 0.7075, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1514, loss/aux0: 1.1514 2020-10-23 23:36:27,243 - mmaction - INFO - Epoch [223][100/264] lr: 1.930e-02, eta: 4:33:52, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7417, top5_acc: 0.8965, loss_cls: 1.0064, loss: 1.0064, grad_norm: 2.8739, top1_acc/aux0: 0.7059, top5_acc/aux0: 0.8825, loss_cls/aux0: 1.1639, loss/aux0: 1.1639 2020-10-23 23:37:03,937 - mmaction - INFO - Epoch [223][120/264] lr: 1.930e-02, eta: 4:33:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9031, loss_cls: 0.9721, loss: 0.9721, grad_norm: 2.8682, top1_acc/aux0: 0.7111, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1534, loss/aux0: 1.1534 2020-10-23 23:37:04,880 - mmaction - INFO - Epoch [223][120/264] lr: 1.930e-02, eta: 4:33:15, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9031, loss_cls: 0.9721, loss: 0.9721, grad_norm: 2.8677, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.1548, loss/aux0: 1.1548 2020-10-23 23:37:41,816 - mmaction - INFO - Epoch [223][140/264] lr: 1.930e-02, eta: 4:32:35, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7530, top5_acc: 0.9014, loss_cls: 0.9778, loss: 0.9778, grad_norm: 2.8650, top1_acc/aux0: 0.7040, top5_acc/aux0: 0.8804, loss_cls/aux0: 1.1542, loss/aux0: 1.1542 2020-10-23 23:37:42,770 - mmaction - INFO - Epoch [223][140/264] lr: 1.930e-02, eta: 4:32:38, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.7530, top5_acc: 0.9014, loss_cls: 0.9778, loss: 0.9778, grad_norm: 2.8499, top1_acc/aux0: 0.7063, top5_acc/aux0: 0.8816, loss_cls/aux0: 1.1457, loss/aux0: 1.1457 2020-10-23 23:38:19,475 - mmaction - INFO - Epoch [223][160/264] lr: 1.930e-02, eta: 4:31:58, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.7514, top5_acc: 0.9042, loss_cls: 0.9897, loss: 0.9897, grad_norm: 2.9161, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8806, loss_cls/aux0: 1.1778, loss/aux0: 1.1778 2020-10-23 23:38:20,451 - mmaction - INFO - Epoch [223][160/264] lr: 1.930e-02, eta: 4:32:01, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.7514, top5_acc: 0.9042, loss_cls: 0.9897, loss: 0.9897, grad_norm: 2.9298, top1_acc/aux0: 0.7019, top5_acc/aux0: 0.8788, loss_cls/aux0: 1.1867, loss/aux0: 1.1867 2020-10-23 23:38:57,339 - mmaction - INFO - Epoch [223][180/264] lr: 1.930e-02, eta: 4:31:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7526, top5_acc: 0.9066, loss_cls: 0.9719, loss: 0.9719, grad_norm: 2.9272, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1569, loss/aux0: 1.1569 2020-10-23 23:38:58,382 - mmaction - INFO - Epoch [223][180/264] lr: 1.930e-02, eta: 4:31:24, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7526, top5_acc: 0.9066, loss_cls: 0.9719, loss: 0.9719, grad_norm: 2.9145, top1_acc/aux0: 0.7056, top5_acc/aux0: 0.8847, loss_cls/aux0: 1.1524, loss/aux0: 1.1524 2020-10-23 23:39:35,254 - mmaction - INFO - Epoch [223][200/264] lr: 1.930e-02, eta: 4:30:44, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7474, top5_acc: 0.8997, loss_cls: 1.0084, loss: 1.0084, grad_norm: 2.8416, top1_acc/aux0: 0.7061, top5_acc/aux0: 0.8804, loss_cls/aux0: 1.1829, loss/aux0: 1.1829 2020-10-23 23:39:36,207 - mmaction - INFO - Epoch [223][200/264] lr: 1.930e-02, eta: 4:30:47, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.7474, top5_acc: 0.8997, loss_cls: 1.0084, loss: 1.0084, grad_norm: 2.8553, top1_acc/aux0: 0.7066, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.1829, loss/aux0: 1.1829 2020-10-23 23:40:12,956 - mmaction - INFO - Epoch [223][220/264] lr: 1.930e-02, eta: 4:30:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7510, top5_acc: 0.8988, loss_cls: 1.0048, loss: 1.0048, grad_norm: 2.8642, top1_acc/aux0: 0.7179, top5_acc/aux0: 0.8899, loss_cls/aux0: 1.1188, loss/aux0: 1.1188 2020-10-23 23:40:13,915 - mmaction - INFO - Epoch [223][220/264] lr: 1.930e-02, eta: 4:30:10, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7510, top5_acc: 0.8988, loss_cls: 1.0048, loss: 1.0048, grad_norm: 2.8468, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8894, loss_cls/aux0: 1.1101, loss/aux0: 1.1101 2020-10-23 23:40:50,820 - mmaction - INFO - Epoch [223][240/264] lr: 1.930e-02, eta: 4:29:30, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7554, top5_acc: 0.9078, loss_cls: 0.9716, loss: 0.9716, grad_norm: 2.8708, top1_acc/aux0: 0.7127, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.1379, loss/aux0: 1.1379 2020-10-23 23:40:51,763 - mmaction - INFO - Epoch [223][240/264] lr: 1.930e-02, eta: 4:29:33, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7554, top5_acc: 0.9078, loss_cls: 0.9716, loss: 0.9716, grad_norm: 2.8778, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8835, loss_cls/aux0: 1.1339, loss/aux0: 1.1339 2020-10-23 23:41:32,497 - mmaction - INFO - Epoch [223][260/264] lr: 1.930e-02, eta: 4:28:54, time: 1.024, data_time: 0.000, memory: 8466, top1_acc: 0.7394, top5_acc: 0.9010, loss_cls: 1.0173, loss: 1.0173, grad_norm: 2.9666, top1_acc/aux0: 0.7040, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1581, loss/aux0: 1.1581 2020-10-23 23:41:33,511 - mmaction - INFO - Epoch [223][260/264] lr: 1.930e-02, eta: 4:28:57, time: 1.035, data_time: 0.013, memory: 8466, top1_acc: 0.7394, top5_acc: 0.9010, loss_cls: 1.0173, loss: 1.0173, grad_norm: 2.9719, top1_acc/aux0: 0.7007, top5_acc/aux0: 0.8821, loss_cls/aux0: 1.1705, loss/aux0: 1.1705 2020-10-23 23:47:59,048 - mmaction - INFO - Epoch [224][20/264] lr: 1.820e-02, eta: 4:28:09, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7604, top5_acc: 0.9042, loss_cls: 0.9578, loss: 0.9578, grad_norm: 2.7970, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.8860, loss_cls/aux0: 1.1073, loss/aux0: 1.1073 2020-10-23 23:48:00,013 - mmaction - INFO - Epoch [224][20/264] lr: 1.820e-02, eta: 4:28:11, time: 0.930, data_time: 0.005, memory: 8466, top1_acc: 0.7604, top5_acc: 0.9042, loss_cls: 0.9578, loss: 0.9578, grad_norm: 2.7982, top1_acc/aux0: 0.7215, top5_acc/aux0: 0.8847, loss_cls/aux0: 1.1180, loss/aux0: 1.1180 2020-10-23 23:48:36,520 - mmaction - INFO - Epoch [224][40/264] lr: 1.820e-02, eta: 4:27:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9106, loss_cls: 0.9609, loss: 0.9609, grad_norm: 2.8725, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8889, loss_cls/aux0: 1.1206, loss/aux0: 1.1206 2020-10-23 23:48:37,489 - mmaction - INFO - Epoch [224][40/264] lr: 1.820e-02, eta: 4:27:34, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9106, loss_cls: 0.9609, loss: 0.9609, grad_norm: 2.8778, top1_acc/aux0: 0.7200, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1144, loss/aux0: 1.1144 2020-10-23 23:49:14,072 - mmaction - INFO - Epoch [224][60/264] lr: 1.820e-02, eta: 4:26:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7571, top5_acc: 0.9061, loss_cls: 0.9595, loss: 0.9595, grad_norm: 2.9064, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8825, loss_cls/aux0: 1.1469, loss/aux0: 1.1469 2020-10-23 23:49:15,009 - mmaction - INFO - Epoch [224][60/264] lr: 1.820e-02, eta: 4:26:57, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7571, top5_acc: 0.9061, loss_cls: 0.9595, loss: 0.9595, grad_norm: 2.9013, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8837, loss_cls/aux0: 1.1392, loss/aux0: 1.1392 2020-10-23 23:49:51,656 - mmaction - INFO - Epoch [224][80/264] lr: 1.820e-02, eta: 4:26:18, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7531, top5_acc: 0.9035, loss_cls: 0.9762, loss: 0.9762, grad_norm: 2.9015, top1_acc/aux0: 0.7191, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1281, loss/aux0: 1.1281 2020-10-23 23:49:52,579 - mmaction - INFO - Epoch [224][80/264] lr: 1.820e-02, eta: 4:26:21, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.7531, top5_acc: 0.9035, loss_cls: 0.9762, loss: 0.9762, grad_norm: 2.9060, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8840, loss_cls/aux0: 1.1300, loss/aux0: 1.1300 2020-10-23 23:50:29,220 - mmaction - INFO - Epoch [224][100/264] lr: 1.820e-02, eta: 4:25:41, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7569, top5_acc: 0.9059, loss_cls: 0.9655, loss: 0.9655, grad_norm: 2.9728, top1_acc/aux0: 0.7179, top5_acc/aux0: 0.8837, loss_cls/aux0: 1.1407, loss/aux0: 1.1407 2020-10-23 23:50:30,160 - mmaction - INFO - Epoch [224][100/264] lr: 1.820e-02, eta: 4:25:44, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7569, top5_acc: 0.9059, loss_cls: 0.9655, loss: 0.9655, grad_norm: 2.9791, top1_acc/aux0: 0.7163, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1364, loss/aux0: 1.1364 2020-10-23 23:51:07,006 - mmaction - INFO - Epoch [224][120/264] lr: 1.820e-02, eta: 4:25:04, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7726, top5_acc: 0.9134, loss_cls: 0.9116, loss: 0.9116, grad_norm: 2.8871, top1_acc/aux0: 0.7278, top5_acc/aux0: 0.8918, loss_cls/aux0: 1.0934, loss/aux0: 1.0934 2020-10-23 23:51:07,941 - mmaction - INFO - Epoch [224][120/264] lr: 1.820e-02, eta: 4:25:07, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.7726, top5_acc: 0.9134, loss_cls: 0.9116, loss: 0.9116, grad_norm: 2.8948, top1_acc/aux0: 0.7280, top5_acc/aux0: 0.8908, loss_cls/aux0: 1.0955, loss/aux0: 1.0955 2020-10-23 23:51:44,804 - mmaction - INFO - Epoch [224][140/264] lr: 1.820e-02, eta: 4:24:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7524, top5_acc: 0.8979, loss_cls: 1.0027, loss: 1.0027, grad_norm: 2.9633, top1_acc/aux0: 0.7153, top5_acc/aux0: 0.8847, loss_cls/aux0: 1.1366, loss/aux0: 1.1366 2020-10-23 23:51:45,745 - mmaction - INFO - Epoch [224][140/264] lr: 1.820e-02, eta: 4:24:30, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7524, top5_acc: 0.8979, loss_cls: 1.0027, loss: 1.0027, grad_norm: 2.9695, top1_acc/aux0: 0.7158, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1404, loss/aux0: 1.1404 2020-10-23 23:52:22,570 - mmaction - INFO - Epoch [224][160/264] lr: 1.820e-02, eta: 4:23:50, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7503, top5_acc: 0.8997, loss_cls: 0.9855, loss: 0.9855, grad_norm: 2.9114, top1_acc/aux0: 0.7144, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1240, loss/aux0: 1.1240 2020-10-23 23:52:23,541 - mmaction - INFO - Epoch [224][160/264] lr: 1.820e-02, eta: 4:23:53, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7503, top5_acc: 0.8997, loss_cls: 0.9855, loss: 0.9855, grad_norm: 2.9153, top1_acc/aux0: 0.7134, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1286, loss/aux0: 1.1286 2020-10-23 23:53:00,354 - mmaction - INFO - Epoch [224][180/264] lr: 1.820e-02, eta: 4:23:13, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7523, top5_acc: 0.9080, loss_cls: 0.9719, loss: 0.9719, grad_norm: 2.9549, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8856, loss_cls/aux0: 1.1324, loss/aux0: 1.1324 2020-10-23 23:53:01,278 - mmaction - INFO - Epoch [224][180/264] lr: 1.820e-02, eta: 4:23:16, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7523, top5_acc: 0.9080, loss_cls: 0.9719, loss: 0.9719, grad_norm: 2.9679, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8851, loss_cls/aux0: 1.1348, loss/aux0: 1.1348 2020-10-23 23:54:00,445 - mmaction - INFO - Epoch [224][200/264] lr: 1.820e-02, eta: 4:22:37, time: 1.209, data_time: 0.000, memory: 8466, top1_acc: 0.7488, top5_acc: 0.9028, loss_cls: 0.9861, loss: 0.9861, grad_norm: 2.9453, top1_acc/aux0: 0.7137, top5_acc/aux0: 0.8905, loss_cls/aux0: 1.1224, loss/aux0: 1.1224 2020-10-23 23:54:02,509 - mmaction - INFO - Epoch [224][200/264] lr: 1.820e-02, eta: 4:22:41, time: 1.267, data_time: 0.049, memory: 8466, top1_acc: 0.7488, top5_acc: 0.9028, loss_cls: 0.9861, loss: 0.9861, grad_norm: 2.9468, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8905, loss_cls/aux0: 1.1274, loss/aux0: 1.1274 2020-10-23 23:54:58,160 - mmaction - INFO - Epoch [224][220/264] lr: 1.820e-02, eta: 4:22:03, time: 1.479, data_time: 0.000, memory: 8466, top1_acc: 0.7528, top5_acc: 0.9047, loss_cls: 0.9688, loss: 0.9688, grad_norm: 2.8959, top1_acc/aux0: 0.7149, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1244, loss/aux0: 1.1244 2020-10-23 23:54:59,960 - mmaction - INFO - Epoch [224][220/264] lr: 1.820e-02, eta: 4:22:07, time: 1.524, data_time: 0.047, memory: 8466, top1_acc: 0.7528, top5_acc: 0.9047, loss_cls: 0.9688, loss: 0.9688, grad_norm: 2.8971, top1_acc/aux0: 0.7170, top5_acc/aux0: 0.8910, loss_cls/aux0: 1.1122, loss/aux0: 1.1122 2020-10-23 23:55:50,485 - mmaction - INFO - Epoch [224][240/264] lr: 1.820e-02, eta: 4:21:29, time: 1.433, data_time: 0.000, memory: 8466, top1_acc: 0.7604, top5_acc: 0.9087, loss_cls: 0.9396, loss: 0.9396, grad_norm: 2.9290, top1_acc/aux0: 0.7196, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1025, loss/aux0: 1.1025 2020-10-23 23:55:51,940 - mmaction - INFO - Epoch [224][240/264] lr: 1.820e-02, eta: 4:21:33, time: 1.465, data_time: 0.015, memory: 8466, top1_acc: 0.7604, top5_acc: 0.9087, loss_cls: 0.9396, loss: 0.9396, grad_norm: 2.9382, top1_acc/aux0: 0.7205, top5_acc/aux0: 0.8929, loss_cls/aux0: 1.0981, loss/aux0: 1.0981 2020-10-23 23:56:39,000 - mmaction - INFO - Epoch [224][260/264] lr: 1.820e-02, eta: 4:20:54, time: 1.227, data_time: 0.000, memory: 8466, top1_acc: 0.7561, top5_acc: 0.9069, loss_cls: 0.9583, loss: 0.9583, grad_norm: 2.9417, top1_acc/aux0: 0.7165, top5_acc/aux0: 0.8887, loss_cls/aux0: 1.1138, loss/aux0: 1.1138 2020-10-23 23:56:40,069 - mmaction - INFO - Epoch [224][260/264] lr: 1.820e-02, eta: 4:20:58, time: 1.235, data_time: 0.010, memory: 8466, top1_acc: 0.7561, top5_acc: 0.9069, loss_cls: 0.9583, loss: 0.9583, grad_norm: 2.9582, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8856, loss_cls/aux0: 1.1348, loss/aux0: 1.1348 2020-10-23 23:58:50,586 - mmaction - INFO - Saving checkpoint at 224 epochs 2020-10-24 00:00:37,259 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-24 00:00:37,395 - mmaction - INFO - top1_acc 0.7344 top5_acc 0.9122 2020-10-24 00:00:37,395 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-24 00:00:37,439 - mmaction - INFO - mean_acc 0.7344 2020-10-24 00:00:37,439 - mmaction - INFO - Now best checkpoint is epoch_224.pth 2020-10-24 00:00:37,444 - mmaction - INFO - Epoch(val) [224][264] top1_acc: 0.7344, top5_acc: 0.9122, mean_class_accuracy: 0.7344 2020-10-24 00:04:57,585 - mmaction - INFO - Epoch [225][20/264] lr: 1.713e-02, eta: 4:20:09, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9059, loss_cls: 0.9354, loss: 0.9354, grad_norm: 2.8742, top1_acc/aux0: 0.7231, top5_acc/aux0: 0.8869, loss_cls/aux0: 1.0955, loss/aux0: 1.0955 2020-10-24 00:04:58,569 - mmaction - INFO - Epoch [225][20/264] lr: 1.713e-02, eta: 4:20:12, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9059, loss_cls: 0.9354, loss: 0.9354, grad_norm: 2.8839, top1_acc/aux0: 0.7238, top5_acc/aux0: 0.8866, loss_cls/aux0: 1.0989, loss/aux0: 1.0989 2020-10-24 00:05:34,981 - mmaction - INFO - Epoch [225][40/264] lr: 1.713e-02, eta: 4:19:32, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7568, top5_acc: 0.9040, loss_cls: 0.9537, loss: 0.9537, grad_norm: 2.8478, top1_acc/aux0: 0.7264, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.0876, loss/aux0: 1.0876 2020-10-24 00:05:35,920 - mmaction - INFO - Epoch [225][40/264] lr: 1.713e-02, eta: 4:19:35, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.7568, top5_acc: 0.9040, loss_cls: 0.9537, loss: 0.9537, grad_norm: 2.8545, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.0867, loss/aux0: 1.0867 2020-10-24 00:06:12,443 - mmaction - INFO - Epoch [225][60/264] lr: 1.713e-02, eta: 4:18:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7597, top5_acc: 0.9045, loss_cls: 0.9481, loss: 0.9481, grad_norm: 2.8862, top1_acc/aux0: 0.7205, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1154, loss/aux0: 1.1154 2020-10-24 00:06:13,412 - mmaction - INFO - Epoch [225][60/264] lr: 1.713e-02, eta: 4:18:58, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7597, top5_acc: 0.9045, loss_cls: 0.9481, loss: 0.9481, grad_norm: 2.8934, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1157, loss/aux0: 1.1157 2020-10-24 00:06:50,058 - mmaction - INFO - Epoch [225][80/264] lr: 1.713e-02, eta: 4:18:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7484, top5_acc: 0.9014, loss_cls: 0.9845, loss: 0.9845, grad_norm: 2.8551, top1_acc/aux0: 0.7264, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.0989, loss/aux0: 1.0989 2020-10-24 00:06:50,988 - mmaction - INFO - Epoch [225][80/264] lr: 1.713e-02, eta: 4:18:21, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.7484, top5_acc: 0.9014, loss_cls: 0.9845, loss: 0.9845, grad_norm: 2.8634, top1_acc/aux0: 0.7280, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.0989, loss/aux0: 1.0989 2020-10-24 00:07:27,764 - mmaction - INFO - Epoch [225][100/264] lr: 1.713e-02, eta: 4:17:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9075, loss_cls: 0.9691, loss: 0.9691, grad_norm: 2.9398, top1_acc/aux0: 0.7259, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1037, loss/aux0: 1.1037 2020-10-24 00:07:28,732 - mmaction - INFO - Epoch [225][100/264] lr: 1.713e-02, eta: 4:17:44, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9075, loss_cls: 0.9691, loss: 0.9691, grad_norm: 2.9367, top1_acc/aux0: 0.7269, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1021, loss/aux0: 1.1021 2020-10-24 00:08:05,480 - mmaction - INFO - Epoch [225][120/264] lr: 1.713e-02, eta: 4:17:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7656, top5_acc: 0.9127, loss_cls: 0.9251, loss: 0.9251, grad_norm: 2.8837, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.8887, loss_cls/aux0: 1.0959, loss/aux0: 1.0959 2020-10-24 00:08:06,412 - mmaction - INFO - Epoch [225][120/264] lr: 1.713e-02, eta: 4:17:07, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.7656, top5_acc: 0.9127, loss_cls: 0.9251, loss: 0.9251, grad_norm: 2.8854, top1_acc/aux0: 0.7290, top5_acc/aux0: 0.8910, loss_cls/aux0: 1.0861, loss/aux0: 1.0861 2020-10-24 00:08:43,195 - mmaction - INFO - Epoch [225][140/264] lr: 1.713e-02, eta: 4:16:28, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7684, top5_acc: 0.9132, loss_cls: 0.9280, loss: 0.9280, grad_norm: 2.8947, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.0852, loss/aux0: 1.0852 2020-10-24 00:08:44,157 - mmaction - INFO - Epoch [225][140/264] lr: 1.713e-02, eta: 4:16:30, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.7684, top5_acc: 0.9132, loss_cls: 0.9280, loss: 0.9280, grad_norm: 2.9163, top1_acc/aux0: 0.7205, top5_acc/aux0: 0.8915, loss_cls/aux0: 1.0956, loss/aux0: 1.0956 2020-10-24 00:09:20,921 - mmaction - INFO - Epoch [225][160/264] lr: 1.713e-02, eta: 4:15:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7622, top5_acc: 0.9092, loss_cls: 0.9277, loss: 0.9277, grad_norm: 2.9254, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8877, loss_cls/aux0: 1.1041, loss/aux0: 1.1041 2020-10-24 00:09:21,866 - mmaction - INFO - Epoch [225][160/264] lr: 1.713e-02, eta: 4:15:53, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7622, top5_acc: 0.9092, loss_cls: 0.9277, loss: 0.9277, grad_norm: 2.9285, top1_acc/aux0: 0.7196, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1094, loss/aux0: 1.1094 2020-10-24 00:09:58,562 - mmaction - INFO - Epoch [225][180/264] lr: 1.713e-02, eta: 4:15:14, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7658, top5_acc: 0.9089, loss_cls: 0.9412, loss: 0.9412, grad_norm: 2.9706, top1_acc/aux0: 0.7149, top5_acc/aux0: 0.8845, loss_cls/aux0: 1.1280, loss/aux0: 1.1280 2020-10-24 00:09:59,572 - mmaction - INFO - Epoch [225][180/264] lr: 1.713e-02, eta: 4:15:16, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.7658, top5_acc: 0.9089, loss_cls: 0.9412, loss: 0.9412, grad_norm: 2.9884, top1_acc/aux0: 0.7142, top5_acc/aux0: 0.8830, loss_cls/aux0: 1.1324, loss/aux0: 1.1324 2020-10-24 00:10:36,411 - mmaction - INFO - Epoch [225][200/264] lr: 1.713e-02, eta: 4:14:37, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7608, top5_acc: 0.9108, loss_cls: 0.9318, loss: 0.9318, grad_norm: 2.9268, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8816, loss_cls/aux0: 1.1604, loss/aux0: 1.1604 2020-10-24 00:10:37,412 - mmaction - INFO - Epoch [225][200/264] lr: 1.713e-02, eta: 4:14:39, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7608, top5_acc: 0.9108, loss_cls: 0.9318, loss: 0.9318, grad_norm: 2.9481, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1518, loss/aux0: 1.1518 2020-10-24 00:11:14,100 - mmaction - INFO - Epoch [225][220/264] lr: 1.713e-02, eta: 4:14:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7519, top5_acc: 0.9106, loss_cls: 0.9526, loss: 0.9526, grad_norm: 2.9094, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1086, loss/aux0: 1.1086 2020-10-24 00:11:15,048 - mmaction - INFO - Epoch [225][220/264] lr: 1.713e-02, eta: 4:14:02, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7519, top5_acc: 0.9106, loss_cls: 0.9526, loss: 0.9526, grad_norm: 2.9184, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8847, loss_cls/aux0: 1.1131, loss/aux0: 1.1131 2020-10-24 00:11:51,674 - mmaction - INFO - Epoch [225][240/264] lr: 1.713e-02, eta: 4:13:23, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7564, top5_acc: 0.9076, loss_cls: 0.9505, loss: 0.9505, grad_norm: 2.9011, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1037, loss/aux0: 1.1037 2020-10-24 00:11:52,611 - mmaction - INFO - Epoch [225][240/264] lr: 1.713e-02, eta: 4:13:25, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7564, top5_acc: 0.9076, loss_cls: 0.9505, loss: 0.9505, grad_norm: 2.8952, top1_acc/aux0: 0.7241, top5_acc/aux0: 0.8877, loss_cls/aux0: 1.0905, loss/aux0: 1.0905 2020-10-24 00:12:29,244 - mmaction - INFO - Epoch [225][260/264] lr: 1.713e-02, eta: 4:12:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7583, top5_acc: 0.9076, loss_cls: 0.9601, loss: 0.9601, grad_norm: 2.9657, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8899, loss_cls/aux0: 1.1042, loss/aux0: 1.1042 2020-10-24 00:12:30,167 - mmaction - INFO - Epoch [225][260/264] lr: 1.713e-02, eta: 4:12:48, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7583, top5_acc: 0.9076, loss_cls: 0.9601, loss: 0.9601, grad_norm: 2.9407, top1_acc/aux0: 0.7233, top5_acc/aux0: 0.8903, loss_cls/aux0: 1.0983, loss/aux0: 1.0983 2020-10-24 00:18:13,120 - mmaction - INFO - Epoch [226][20/264] lr: 1.609e-02, eta: 4:12:00, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7656, top5_acc: 0.9085, loss_cls: 0.9404, loss: 0.9404, grad_norm: 2.8324, top1_acc/aux0: 0.7350, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.0629, loss/aux0: 1.0629 2020-10-24 00:18:14,086 - mmaction - INFO - Epoch [226][20/264] lr: 1.609e-02, eta: 4:12:03, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.7656, top5_acc: 0.9085, loss_cls: 0.9404, loss: 0.9404, grad_norm: 2.8218, top1_acc/aux0: 0.7356, top5_acc/aux0: 0.8894, loss_cls/aux0: 1.0653, loss/aux0: 1.0653 2020-10-24 00:18:50,809 - mmaction - INFO - Epoch [226][40/264] lr: 1.609e-02, eta: 4:11:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9148, loss_cls: 0.9088, loss: 0.9088, grad_norm: 2.8931, top1_acc/aux0: 0.7340, top5_acc/aux0: 0.8925, loss_cls/aux0: 1.0734, loss/aux0: 1.0734 2020-10-24 00:18:51,742 - mmaction - INFO - Epoch [226][40/264] lr: 1.609e-02, eta: 4:11:26, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9148, loss_cls: 0.9088, loss: 0.9088, grad_norm: 2.8924, top1_acc/aux0: 0.7321, top5_acc/aux0: 0.8903, loss_cls/aux0: 1.0771, loss/aux0: 1.0771 2020-10-24 00:19:28,261 - mmaction - INFO - Epoch [226][60/264] lr: 1.609e-02, eta: 4:10:46, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7599, top5_acc: 0.9099, loss_cls: 0.9476, loss: 0.9476, grad_norm: 2.9795, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.8936, loss_cls/aux0: 1.0804, loss/aux0: 1.0804 2020-10-24 00:19:29,189 - mmaction - INFO - Epoch [226][60/264] lr: 1.609e-02, eta: 4:10:49, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7599, top5_acc: 0.9099, loss_cls: 0.9476, loss: 0.9476, grad_norm: 2.9873, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.0828, loss/aux0: 1.0828 2020-10-24 00:20:05,937 - mmaction - INFO - Epoch [226][80/264] lr: 1.609e-02, eta: 4:10:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7615, top5_acc: 0.9066, loss_cls: 0.9515, loss: 0.9515, grad_norm: 2.9551, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1297, loss/aux0: 1.1297 2020-10-24 00:20:06,864 - mmaction - INFO - Epoch [226][80/264] lr: 1.609e-02, eta: 4:10:12, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.7615, top5_acc: 0.9066, loss_cls: 0.9515, loss: 0.9515, grad_norm: 2.9634, top1_acc/aux0: 0.7186, top5_acc/aux0: 0.8830, loss_cls/aux0: 1.1290, loss/aux0: 1.1290 2020-10-24 00:20:43,577 - mmaction - INFO - Epoch [226][100/264] lr: 1.609e-02, eta: 4:09:33, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7658, top5_acc: 0.9109, loss_cls: 0.9238, loss: 0.9238, grad_norm: 2.9694, top1_acc/aux0: 0.7238, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1034, loss/aux0: 1.1034 2020-10-24 00:20:44,545 - mmaction - INFO - Epoch [226][100/264] lr: 1.609e-02, eta: 4:09:35, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.7658, top5_acc: 0.9109, loss_cls: 0.9238, loss: 0.9238, grad_norm: 2.9943, top1_acc/aux0: 0.7252, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.0964, loss/aux0: 1.0964 2020-10-24 00:21:21,207 - mmaction - INFO - Epoch [226][120/264] lr: 1.609e-02, eta: 4:08:56, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7564, top5_acc: 0.9064, loss_cls: 0.9668, loss: 0.9668, grad_norm: 3.0046, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8905, loss_cls/aux0: 1.0893, loss/aux0: 1.0893 2020-10-24 00:21:22,157 - mmaction - INFO - Epoch [226][120/264] lr: 1.609e-02, eta: 4:08:58, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7564, top5_acc: 0.9064, loss_cls: 0.9668, loss: 0.9668, grad_norm: 3.0036, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.8918, loss_cls/aux0: 1.0851, loss/aux0: 1.0851 2020-10-24 00:21:58,998 - mmaction - INFO - Epoch [226][140/264] lr: 1.609e-02, eta: 4:08:19, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7686, top5_acc: 0.9090, loss_cls: 0.9429, loss: 0.9429, grad_norm: 2.9818, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0858, loss/aux0: 1.0858 2020-10-24 00:21:59,946 - mmaction - INFO - Epoch [226][140/264] lr: 1.609e-02, eta: 4:08:21, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.7686, top5_acc: 0.9090, loss_cls: 0.9429, loss: 0.9429, grad_norm: 2.9993, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0954, loss/aux0: 1.0954 2020-10-24 00:22:36,835 - mmaction - INFO - Epoch [226][160/264] lr: 1.609e-02, eta: 4:07:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7670, top5_acc: 0.9128, loss_cls: 0.9175, loss: 0.9175, grad_norm: 2.9285, top1_acc/aux0: 0.7264, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1023, loss/aux0: 1.1023 2020-10-24 00:22:37,784 - mmaction - INFO - Epoch [226][160/264] lr: 1.609e-02, eta: 4:07:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7670, top5_acc: 0.9128, loss_cls: 0.9175, loss: 0.9175, grad_norm: 2.9273, top1_acc/aux0: 0.7285, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.0927, loss/aux0: 1.0927 2020-10-24 00:23:14,792 - mmaction - INFO - Epoch [226][180/264] lr: 1.609e-02, eta: 4:07:05, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7590, top5_acc: 0.9106, loss_cls: 0.9411, loss: 0.9411, grad_norm: 2.9777, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.8955, loss_cls/aux0: 1.0522, loss/aux0: 1.0522 2020-10-24 00:23:15,752 - mmaction - INFO - Epoch [226][180/264] lr: 1.609e-02, eta: 4:07:07, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.7590, top5_acc: 0.9106, loss_cls: 0.9411, loss: 0.9411, grad_norm: 2.9870, top1_acc/aux0: 0.7332, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0565, loss/aux0: 1.0565 2020-10-24 00:23:52,745 - mmaction - INFO - Epoch [226][200/264] lr: 1.609e-02, eta: 4:06:28, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7691, top5_acc: 0.9061, loss_cls: 0.9288, loss: 0.9288, grad_norm: 2.9204, top1_acc/aux0: 0.7262, top5_acc/aux0: 0.8941, loss_cls/aux0: 1.0715, loss/aux0: 1.0715 2020-10-24 00:23:53,687 - mmaction - INFO - Epoch [226][200/264] lr: 1.609e-02, eta: 4:06:30, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.7691, top5_acc: 0.9061, loss_cls: 0.9288, loss: 0.9288, grad_norm: 2.9171, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.8946, loss_cls/aux0: 1.0680, loss/aux0: 1.0680 2020-10-24 00:24:30,683 - mmaction - INFO - Epoch [226][220/264] lr: 1.609e-02, eta: 4:05:51, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7590, top5_acc: 0.9083, loss_cls: 0.9543, loss: 0.9543, grad_norm: 3.0770, top1_acc/aux0: 0.7196, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1058, loss/aux0: 1.1058 2020-10-24 00:24:31,629 - mmaction - INFO - Epoch [226][220/264] lr: 1.609e-02, eta: 4:05:53, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7590, top5_acc: 0.9083, loss_cls: 0.9543, loss: 0.9543, grad_norm: 3.0674, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8889, loss_cls/aux0: 1.1100, loss/aux0: 1.1100 2020-10-24 00:25:08,275 - mmaction - INFO - Epoch [226][240/264] lr: 1.609e-02, eta: 4:05:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7585, top5_acc: 0.9083, loss_cls: 0.9567, loss: 0.9567, grad_norm: 2.9131, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.8832, loss_cls/aux0: 1.0930, loss/aux0: 1.0930 2020-10-24 00:25:09,231 - mmaction - INFO - Epoch [226][240/264] lr: 1.609e-02, eta: 4:05:16, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.7585, top5_acc: 0.9083, loss_cls: 0.9567, loss: 0.9567, grad_norm: 2.9251, top1_acc/aux0: 0.7293, top5_acc/aux0: 0.8835, loss_cls/aux0: 1.0960, loss/aux0: 1.0960 2020-10-24 00:25:45,755 - mmaction - INFO - Epoch [226][260/264] lr: 1.609e-02, eta: 4:04:37, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7554, top5_acc: 0.9038, loss_cls: 0.9712, loss: 0.9712, grad_norm: 3.0511, top1_acc/aux0: 0.7269, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.0921, loss/aux0: 1.0921 2020-10-24 00:25:46,776 - mmaction - INFO - Epoch [226][260/264] lr: 1.609e-02, eta: 4:04:39, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7554, top5_acc: 0.9038, loss_cls: 0.9712, loss: 0.9712, grad_norm: 3.0697, top1_acc/aux0: 0.7280, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.0918, loss/aux0: 1.0918 2020-10-24 00:31:39,796 - mmaction - INFO - Epoch [227][20/264] lr: 1.508e-02, eta: 4:03:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7766, top5_acc: 0.9149, loss_cls: 0.8977, loss: 0.8977, grad_norm: 2.9359, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.0829, loss/aux0: 1.0829 2020-10-24 00:31:40,741 - mmaction - INFO - Epoch [227][20/264] lr: 1.508e-02, eta: 4:03:54, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7766, top5_acc: 0.9149, loss_cls: 0.8977, loss: 0.8977, grad_norm: 2.9200, top1_acc/aux0: 0.7304, top5_acc/aux0: 0.8929, loss_cls/aux0: 1.0796, loss/aux0: 1.0796 2020-10-24 00:32:17,212 - mmaction - INFO - Epoch [227][40/264] lr: 1.508e-02, eta: 4:03:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9184, loss_cls: 0.8835, loss: 0.8835, grad_norm: 2.9514, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.0725, loss/aux0: 1.0725 2020-10-24 00:32:18,154 - mmaction - INFO - Epoch [227][40/264] lr: 1.508e-02, eta: 4:03:17, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9184, loss_cls: 0.8835, loss: 0.8835, grad_norm: 2.9374, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.8894, loss_cls/aux0: 1.0777, loss/aux0: 1.0777 2020-10-24 00:32:54,798 - mmaction - INFO - Epoch [227][60/264] lr: 1.508e-02, eta: 4:02:38, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7606, top5_acc: 0.9113, loss_cls: 0.9387, loss: 0.9387, grad_norm: 2.9933, top1_acc/aux0: 0.7283, top5_acc/aux0: 0.8967, loss_cls/aux0: 1.0727, loss/aux0: 1.0727 2020-10-24 00:32:55,753 - mmaction - INFO - Epoch [227][60/264] lr: 1.508e-02, eta: 4:02:40, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.7606, top5_acc: 0.9113, loss_cls: 0.9387, loss: 0.9387, grad_norm: 2.9813, top1_acc/aux0: 0.7304, top5_acc/aux0: 0.8972, loss_cls/aux0: 1.0716, loss/aux0: 1.0716 2020-10-24 00:33:32,453 - mmaction - INFO - Epoch [227][80/264] lr: 1.508e-02, eta: 4:02:01, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7691, top5_acc: 0.9134, loss_cls: 0.9141, loss: 0.9141, grad_norm: 2.9318, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9033, loss_cls/aux0: 1.0232, loss/aux0: 1.0232 2020-10-24 00:33:33,415 - mmaction - INFO - Epoch [227][80/264] lr: 1.508e-02, eta: 4:02:03, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.7691, top5_acc: 0.9134, loss_cls: 0.9141, loss: 0.9141, grad_norm: 2.9265, top1_acc/aux0: 0.7387, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0211, loss/aux0: 1.0211 2020-10-24 00:34:10,264 - mmaction - INFO - Epoch [227][100/264] lr: 1.508e-02, eta: 4:01:24, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9188, loss_cls: 0.8825, loss: 0.8825, grad_norm: 2.8766, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.0475, loss/aux0: 1.0475 2020-10-24 00:34:11,221 - mmaction - INFO - Epoch [227][100/264] lr: 1.508e-02, eta: 4:01:26, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9188, loss_cls: 0.8825, loss: 0.8825, grad_norm: 2.8659, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.8929, loss_cls/aux0: 1.0406, loss/aux0: 1.0406 2020-10-24 00:34:48,121 - mmaction - INFO - Epoch [227][120/264] lr: 1.508e-02, eta: 4:00:47, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9026, loss_cls: 0.9497, loss: 0.9497, grad_norm: 2.9801, top1_acc/aux0: 0.7184, top5_acc/aux0: 0.8830, loss_cls/aux0: 1.1202, loss/aux0: 1.1202 2020-10-24 00:34:49,054 - mmaction - INFO - Epoch [227][120/264] lr: 1.508e-02, eta: 4:00:49, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9026, loss_cls: 0.9497, loss: 0.9497, grad_norm: 2.9826, top1_acc/aux0: 0.7168, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1262, loss/aux0: 1.1262 2020-10-24 00:35:25,975 - mmaction - INFO - Epoch [227][140/264] lr: 1.508e-02, eta: 4:00:10, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7627, top5_acc: 0.9071, loss_cls: 0.9345, loss: 0.9345, grad_norm: 3.0096, top1_acc/aux0: 0.7295, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0708, loss/aux0: 1.0708 2020-10-24 00:35:26,912 - mmaction - INFO - Epoch [227][140/264] lr: 1.508e-02, eta: 4:00:12, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.7627, top5_acc: 0.9071, loss_cls: 0.9345, loss: 0.9345, grad_norm: 3.0153, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.8981, loss_cls/aux0: 1.0815, loss/aux0: 1.0815 2020-10-24 00:36:03,898 - mmaction - INFO - Epoch [227][160/264] lr: 1.508e-02, eta: 3:59:33, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9170, loss_cls: 0.9074, loss: 0.9074, grad_norm: 2.9808, top1_acc/aux0: 0.7368, top5_acc/aux0: 0.8936, loss_cls/aux0: 1.0549, loss/aux0: 1.0549 2020-10-24 00:36:04,835 - mmaction - INFO - Epoch [227][160/264] lr: 1.508e-02, eta: 3:59:35, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9170, loss_cls: 0.9074, loss: 0.9074, grad_norm: 2.9873, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0481, loss/aux0: 1.0481 2020-10-24 00:36:41,665 - mmaction - INFO - Epoch [227][180/264] lr: 1.508e-02, eta: 3:58:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9142, loss_cls: 0.9159, loss: 0.9159, grad_norm: 2.9352, top1_acc/aux0: 0.7280, top5_acc/aux0: 0.8910, loss_cls/aux0: 1.0662, loss/aux0: 1.0662 2020-10-24 00:36:42,635 - mmaction - INFO - Epoch [227][180/264] lr: 1.508e-02, eta: 3:58:58, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9142, loss_cls: 0.9159, loss: 0.9159, grad_norm: 2.9210, top1_acc/aux0: 0.7280, top5_acc/aux0: 0.8920, loss_cls/aux0: 1.0605, loss/aux0: 1.0605 2020-10-24 00:37:19,597 - mmaction - INFO - Epoch [227][200/264] lr: 1.508e-02, eta: 3:58:19, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7632, top5_acc: 0.9090, loss_cls: 0.9319, loss: 0.9319, grad_norm: 3.0294, top1_acc/aux0: 0.7207, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.0843, loss/aux0: 1.0843 2020-10-24 00:37:20,590 - mmaction - INFO - Epoch [227][200/264] lr: 1.508e-02, eta: 3:58:21, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.7632, top5_acc: 0.9090, loss_cls: 0.9319, loss: 0.9319, grad_norm: 3.0358, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.0884, loss/aux0: 1.0884 2020-10-24 00:37:57,488 - mmaction - INFO - Epoch [227][220/264] lr: 1.508e-02, eta: 3:57:42, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7682, top5_acc: 0.9061, loss_cls: 0.9419, loss: 0.9419, grad_norm: 2.9792, top1_acc/aux0: 0.7300, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.0754, loss/aux0: 1.0754 2020-10-24 00:37:58,492 - mmaction - INFO - Epoch [227][220/264] lr: 1.508e-02, eta: 3:57:45, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.7682, top5_acc: 0.9061, loss_cls: 0.9419, loss: 0.9419, grad_norm: 2.9772, top1_acc/aux0: 0.7285, top5_acc/aux0: 0.8877, loss_cls/aux0: 1.0787, loss/aux0: 1.0787 2020-10-24 00:38:35,218 - mmaction - INFO - Epoch [227][240/264] lr: 1.508e-02, eta: 3:57:05, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7710, top5_acc: 0.9104, loss_cls: 0.9080, loss: 0.9080, grad_norm: 2.9880, top1_acc/aux0: 0.7252, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.0864, loss/aux0: 1.0864 2020-10-24 00:38:36,181 - mmaction - INFO - Epoch [227][240/264] lr: 1.508e-02, eta: 3:57:08, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7710, top5_acc: 0.9104, loss_cls: 0.9080, loss: 0.9080, grad_norm: 2.9847, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.0783, loss/aux0: 1.0783 2020-10-24 00:39:12,854 - mmaction - INFO - Epoch [227][260/264] lr: 1.508e-02, eta: 3:56:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9050, loss_cls: 0.9275, loss: 0.9275, grad_norm: 3.0024, top1_acc/aux0: 0.7194, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.0968, loss/aux0: 1.0968 2020-10-24 00:39:13,788 - mmaction - INFO - Epoch [227][260/264] lr: 1.508e-02, eta: 3:56:31, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9050, loss_cls: 0.9275, loss: 0.9275, grad_norm: 2.9694, top1_acc/aux0: 0.7207, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.0919, loss/aux0: 1.0919 2020-10-24 00:45:20,741 - mmaction - INFO - Epoch [228][20/264] lr: 1.410e-02, eta: 3:55:43, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.7759, top5_acc: 0.9141, loss_cls: 0.8932, loss: 0.8932, grad_norm: 3.0276, top1_acc/aux0: 0.7321, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0432, loss/aux0: 1.0432 2020-10-24 00:45:21,687 - mmaction - INFO - Epoch [228][20/264] lr: 1.410e-02, eta: 3:55:45, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.7759, top5_acc: 0.9141, loss_cls: 0.8932, loss: 0.8932, grad_norm: 3.0209, top1_acc/aux0: 0.7316, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0439, loss/aux0: 1.0439 2020-10-24 00:45:58,125 - mmaction - INFO - Epoch [228][40/264] lr: 1.410e-02, eta: 3:55:06, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7660, top5_acc: 0.9085, loss_cls: 0.9137, loss: 0.9137, grad_norm: 2.9744, top1_acc/aux0: 0.7262, top5_acc/aux0: 0.8899, loss_cls/aux0: 1.0869, loss/aux0: 1.0869 2020-10-24 00:45:59,062 - mmaction - INFO - Epoch [228][40/264] lr: 1.410e-02, eta: 3:55:08, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7660, top5_acc: 0.9085, loss_cls: 0.9137, loss: 0.9137, grad_norm: 2.9690, top1_acc/aux0: 0.7248, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.0906, loss/aux0: 1.0906 2020-10-24 00:46:35,459 - mmaction - INFO - Epoch [228][60/264] lr: 1.410e-02, eta: 3:54:29, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7736, top5_acc: 0.9165, loss_cls: 0.8952, loss: 0.8952, grad_norm: 3.0052, top1_acc/aux0: 0.7316, top5_acc/aux0: 0.8950, loss_cls/aux0: 1.0507, loss/aux0: 1.0507 2020-10-24 00:46:36,399 - mmaction - INFO - Epoch [228][60/264] lr: 1.410e-02, eta: 3:54:31, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7736, top5_acc: 0.9165, loss_cls: 0.8952, loss: 0.8952, grad_norm: 2.9972, top1_acc/aux0: 0.7337, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0497, loss/aux0: 1.0497 2020-10-24 00:47:12,942 - mmaction - INFO - Epoch [228][80/264] lr: 1.410e-02, eta: 3:53:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7691, top5_acc: 0.9141, loss_cls: 0.8956, loss: 0.8956, grad_norm: 3.0050, top1_acc/aux0: 0.7373, top5_acc/aux0: 0.8976, loss_cls/aux0: 1.0448, loss/aux0: 1.0448 2020-10-24 00:47:13,867 - mmaction - INFO - Epoch [228][80/264] lr: 1.410e-02, eta: 3:53:54, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7691, top5_acc: 0.9141, loss_cls: 0.8956, loss: 0.8956, grad_norm: 3.0021, top1_acc/aux0: 0.7373, top5_acc/aux0: 0.8993, loss_cls/aux0: 1.0389, loss/aux0: 1.0389 2020-10-24 00:47:50,688 - mmaction - INFO - Epoch [228][100/264] lr: 1.410e-02, eta: 3:53:15, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7660, top5_acc: 0.9036, loss_cls: 0.9466, loss: 0.9466, grad_norm: 2.9321, top1_acc/aux0: 0.7415, top5_acc/aux0: 0.8936, loss_cls/aux0: 1.0219, loss/aux0: 1.0219 2020-10-24 00:47:51,622 - mmaction - INFO - Epoch [228][100/264] lr: 1.410e-02, eta: 3:53:17, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7660, top5_acc: 0.9036, loss_cls: 0.9466, loss: 0.9466, grad_norm: 2.9257, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.8936, loss_cls/aux0: 1.0227, loss/aux0: 1.0227 2020-10-24 00:48:28,672 - mmaction - INFO - Epoch [228][120/264] lr: 1.410e-02, eta: 3:52:38, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7696, top5_acc: 0.9101, loss_cls: 0.9168, loss: 0.9168, grad_norm: 3.0450, top1_acc/aux0: 0.7314, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.0750, loss/aux0: 1.0750 2020-10-24 00:48:29,649 - mmaction - INFO - Epoch [228][120/264] lr: 1.410e-02, eta: 3:52:40, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.7696, top5_acc: 0.9101, loss_cls: 0.9168, loss: 0.9168, grad_norm: 3.0636, top1_acc/aux0: 0.7309, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.0788, loss/aux0: 1.0788 2020-10-24 00:49:06,515 - mmaction - INFO - Epoch [228][140/264] lr: 1.410e-02, eta: 3:52:01, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9111, loss_cls: 0.9034, loss: 0.9034, grad_norm: 2.9765, top1_acc/aux0: 0.7220, top5_acc/aux0: 0.8944, loss_cls/aux0: 1.0804, loss/aux0: 1.0804 2020-10-24 00:49:07,475 - mmaction - INFO - Epoch [228][140/264] lr: 1.410e-02, eta: 3:52:03, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9111, loss_cls: 0.9034, loss: 0.9034, grad_norm: 2.9862, top1_acc/aux0: 0.7226, top5_acc/aux0: 0.8957, loss_cls/aux0: 1.0774, loss/aux0: 1.0774 2020-10-24 00:49:44,150 - mmaction - INFO - Epoch [228][160/264] lr: 1.410e-02, eta: 3:51:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7788, top5_acc: 0.9194, loss_cls: 0.8753, loss: 0.8753, grad_norm: 2.9872, top1_acc/aux0: 0.7425, top5_acc/aux0: 0.8976, loss_cls/aux0: 1.0284, loss/aux0: 1.0284 2020-10-24 00:49:45,085 - mmaction - INFO - Epoch [228][160/264] lr: 1.410e-02, eta: 3:51:26, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7788, top5_acc: 0.9194, loss_cls: 0.8753, loss: 0.8753, grad_norm: 2.9837, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.8962, loss_cls/aux0: 1.0310, loss/aux0: 1.0310 2020-10-24 00:50:22,058 - mmaction - INFO - Epoch [228][180/264] lr: 1.410e-02, eta: 3:50:47, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.7688, top5_acc: 0.9141, loss_cls: 0.8982, loss: 0.8982, grad_norm: 3.0262, top1_acc/aux0: 0.7306, top5_acc/aux0: 0.8899, loss_cls/aux0: 1.0701, loss/aux0: 1.0701 2020-10-24 00:50:23,006 - mmaction - INFO - Epoch [228][180/264] lr: 1.410e-02, eta: 3:50:49, time: 0.955, data_time: 0.002, memory: 8466, top1_acc: 0.7688, top5_acc: 0.9141, loss_cls: 0.8982, loss: 0.8982, grad_norm: 3.0114, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.8903, loss_cls/aux0: 1.0643, loss/aux0: 1.0643 2020-10-24 00:50:59,853 - mmaction - INFO - Epoch [228][200/264] lr: 1.410e-02, eta: 3:50:10, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9118, loss_cls: 0.8912, loss: 0.8912, grad_norm: 2.9175, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.8965, loss_cls/aux0: 1.0419, loss/aux0: 1.0419 2020-10-24 00:51:00,794 - mmaction - INFO - Epoch [228][200/264] lr: 1.410e-02, eta: 3:50:12, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9118, loss_cls: 0.8912, loss: 0.8912, grad_norm: 2.9119, top1_acc/aux0: 0.7394, top5_acc/aux0: 0.8962, loss_cls/aux0: 1.0449, loss/aux0: 1.0449 2020-10-24 00:51:37,813 - mmaction - INFO - Epoch [228][220/264] lr: 1.410e-02, eta: 3:49:33, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7618, top5_acc: 0.9122, loss_cls: 0.9408, loss: 0.9408, grad_norm: 3.1350, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.8861, loss_cls/aux0: 1.0957, loss/aux0: 1.0957 2020-10-24 00:51:38,748 - mmaction - INFO - Epoch [228][220/264] lr: 1.410e-02, eta: 3:49:36, time: 0.955, data_time: 0.004, memory: 8466, top1_acc: 0.7618, top5_acc: 0.9122, loss_cls: 0.9408, loss: 0.9408, grad_norm: 3.1283, top1_acc/aux0: 0.7274, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.0980, loss/aux0: 1.0980 2020-10-24 00:52:15,619 - mmaction - INFO - Epoch [228][240/264] lr: 1.410e-02, eta: 3:48:56, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9087, loss_cls: 0.9279, loss: 0.9279, grad_norm: 2.9632, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.0653, loss/aux0: 1.0653 2020-10-24 00:52:16,577 - mmaction - INFO - Epoch [228][240/264] lr: 1.410e-02, eta: 3:48:59, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9087, loss_cls: 0.9279, loss: 0.9279, grad_norm: 2.9741, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.0651, loss/aux0: 1.0651 2020-10-24 00:52:53,304 - mmaction - INFO - Epoch [228][260/264] lr: 1.410e-02, eta: 3:48:19, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7668, top5_acc: 0.9042, loss_cls: 0.9357, loss: 0.9357, grad_norm: 3.0976, top1_acc/aux0: 0.7321, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0767, loss/aux0: 1.0767 2020-10-24 00:52:54,231 - mmaction - INFO - Epoch [228][260/264] lr: 1.410e-02, eta: 3:48:22, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.7668, top5_acc: 0.9042, loss_cls: 0.9357, loss: 0.9357, grad_norm: 3.1076, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.8941, loss_cls/aux0: 1.0717, loss/aux0: 1.0717 2020-10-24 00:58:54,570 - mmaction - INFO - Epoch [229][20/264] lr: 1.315e-02, eta: 3:47:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7816, top5_acc: 0.9149, loss_cls: 0.8771, loss: 0.8771, grad_norm: 3.0090, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.8999, loss_cls/aux0: 1.0193, loss/aux0: 1.0193 2020-10-24 00:58:55,542 - mmaction - INFO - Epoch [229][20/264] lr: 1.315e-02, eta: 3:47:36, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7816, top5_acc: 0.9149, loss_cls: 0.8771, loss: 0.8771, grad_norm: 2.9880, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0225, loss/aux0: 1.0225 2020-10-24 00:59:31,801 - mmaction - INFO - Epoch [229][40/264] lr: 1.315e-02, eta: 3:46:57, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9115, loss_cls: 0.8909, loss: 0.8909, grad_norm: 2.9981, top1_acc/aux0: 0.7389, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0119, loss/aux0: 1.0119 2020-10-24 00:59:32,748 - mmaction - INFO - Epoch [229][40/264] lr: 1.315e-02, eta: 3:46:59, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9115, loss_cls: 0.8909, loss: 0.8909, grad_norm: 2.9979, top1_acc/aux0: 0.7392, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0046, loss/aux0: 1.0046 2020-10-24 01:00:09,431 - mmaction - INFO - Epoch [229][60/264] lr: 1.315e-02, eta: 3:46:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9184, loss_cls: 0.8916, loss: 0.8916, grad_norm: 3.0850, top1_acc/aux0: 0.7351, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0534, loss/aux0: 1.0534 2020-10-24 01:00:10,368 - mmaction - INFO - Epoch [229][60/264] lr: 1.315e-02, eta: 3:46:22, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9184, loss_cls: 0.8916, loss: 0.8916, grad_norm: 3.0805, top1_acc/aux0: 0.7347, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.0605, loss/aux0: 1.0605 2020-10-24 01:00:47,082 - mmaction - INFO - Epoch [229][80/264] lr: 1.315e-02, eta: 3:45:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7760, top5_acc: 0.9201, loss_cls: 0.8742, loss: 0.8742, grad_norm: 3.0491, top1_acc/aux0: 0.7415, top5_acc/aux0: 0.8993, loss_cls/aux0: 1.0402, loss/aux0: 1.0402 2020-10-24 01:00:48,034 - mmaction - INFO - Epoch [229][80/264] lr: 1.315e-02, eta: 3:45:45, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.7760, top5_acc: 0.9201, loss_cls: 0.8742, loss: 0.8742, grad_norm: 3.0180, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9002, loss_cls/aux0: 1.0295, loss/aux0: 1.0295 2020-10-24 01:01:24,646 - mmaction - INFO - Epoch [229][100/264] lr: 1.315e-02, eta: 3:45:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7774, top5_acc: 0.9222, loss_cls: 0.8631, loss: 0.8631, grad_norm: 2.9932, top1_acc/aux0: 0.7444, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0242, loss/aux0: 1.0242 2020-10-24 01:01:25,615 - mmaction - INFO - Epoch [229][100/264] lr: 1.315e-02, eta: 3:45:08, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7774, top5_acc: 0.9222, loss_cls: 0.8631, loss: 0.8631, grad_norm: 3.0103, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.8962, loss_cls/aux0: 1.0378, loss/aux0: 1.0378 2020-10-24 01:02:02,327 - mmaction - INFO - Epoch [229][120/264] lr: 1.315e-02, eta: 3:44:29, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9127, loss_cls: 0.8951, loss: 0.8951, grad_norm: 3.0063, top1_acc/aux0: 0.7384, top5_acc/aux0: 0.8944, loss_cls/aux0: 1.0346, loss/aux0: 1.0346 2020-10-24 01:02:03,256 - mmaction - INFO - Epoch [229][120/264] lr: 1.315e-02, eta: 3:44:31, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9127, loss_cls: 0.8951, loss: 0.8951, grad_norm: 3.0084, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.8957, loss_cls/aux0: 1.0267, loss/aux0: 1.0267 2020-10-24 01:02:40,311 - mmaction - INFO - Epoch [229][140/264] lr: 1.315e-02, eta: 3:43:52, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9141, loss_cls: 0.8822, loss: 0.8822, grad_norm: 3.0218, top1_acc/aux0: 0.7470, top5_acc/aux0: 0.8986, loss_cls/aux0: 1.0083, loss/aux0: 1.0083 2020-10-24 01:02:41,243 - mmaction - INFO - Epoch [229][140/264] lr: 1.315e-02, eta: 3:43:54, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9141, loss_cls: 0.8822, loss: 0.8822, grad_norm: 3.0320, top1_acc/aux0: 0.7455, top5_acc/aux0: 0.8970, loss_cls/aux0: 1.0175, loss/aux0: 1.0175 2020-10-24 01:03:18,135 - mmaction - INFO - Epoch [229][160/264] lr: 1.315e-02, eta: 3:43:15, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9094, loss_cls: 0.8914, loss: 0.8914, grad_norm: 3.0310, top1_acc/aux0: 0.7387, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0335, loss/aux0: 1.0335 2020-10-24 01:03:19,079 - mmaction - INFO - Epoch [229][160/264] lr: 1.315e-02, eta: 3:43:17, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9094, loss_cls: 0.8914, loss: 0.8914, grad_norm: 3.0457, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0333, loss/aux0: 1.0333 2020-10-24 01:03:55,743 - mmaction - INFO - Epoch [229][180/264] lr: 1.315e-02, eta: 3:42:38, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7759, top5_acc: 0.9137, loss_cls: 0.8900, loss: 0.8900, grad_norm: 3.0333, top1_acc/aux0: 0.7300, top5_acc/aux0: 0.8934, loss_cls/aux0: 1.0600, loss/aux0: 1.0600 2020-10-24 01:03:56,690 - mmaction - INFO - Epoch [229][180/264] lr: 1.315e-02, eta: 3:42:40, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7759, top5_acc: 0.9137, loss_cls: 0.8900, loss: 0.8900, grad_norm: 3.0447, top1_acc/aux0: 0.7295, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0561, loss/aux0: 1.0561 2020-10-24 01:04:33,453 - mmaction - INFO - Epoch [229][200/264] lr: 1.315e-02, eta: 3:42:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9132, loss_cls: 0.9094, loss: 0.9094, grad_norm: 2.9949, top1_acc/aux0: 0.7345, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.0431, loss/aux0: 1.0431 2020-10-24 01:04:34,369 - mmaction - INFO - Epoch [229][200/264] lr: 1.315e-02, eta: 3:42:03, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9132, loss_cls: 0.9094, loss: 0.9094, grad_norm: 2.9869, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.8946, loss_cls/aux0: 1.0391, loss/aux0: 1.0391 2020-10-24 01:05:11,132 - mmaction - INFO - Epoch [229][220/264] lr: 1.315e-02, eta: 3:41:24, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7616, top5_acc: 0.9050, loss_cls: 0.9435, loss: 0.9435, grad_norm: 3.0031, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.0571, loss/aux0: 1.0571 2020-10-24 01:05:12,068 - mmaction - INFO - Epoch [229][220/264] lr: 1.315e-02, eta: 3:41:26, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7616, top5_acc: 0.9050, loss_cls: 0.9435, loss: 0.9435, grad_norm: 2.9993, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.0604, loss/aux0: 1.0604 2020-10-24 01:05:49,002 - mmaction - INFO - Epoch [229][240/264] lr: 1.315e-02, eta: 3:40:47, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9146, loss_cls: 0.8835, loss: 0.8835, grad_norm: 3.0483, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0698, loss/aux0: 1.0698 2020-10-24 01:05:49,943 - mmaction - INFO - Epoch [229][240/264] lr: 1.315e-02, eta: 3:40:49, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9146, loss_cls: 0.8835, loss: 0.8835, grad_norm: 3.0394, top1_acc/aux0: 0.7267, top5_acc/aux0: 0.8955, loss_cls/aux0: 1.0701, loss/aux0: 1.0701 2020-10-24 01:06:26,584 - mmaction - INFO - Epoch [229][260/264] lr: 1.315e-02, eta: 3:40:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7720, top5_acc: 0.9172, loss_cls: 0.8815, loss: 0.8815, grad_norm: 3.0341, top1_acc/aux0: 0.7408, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.0447, loss/aux0: 1.0447 2020-10-24 01:06:27,544 - mmaction - INFO - Epoch [229][260/264] lr: 1.315e-02, eta: 3:40:12, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7720, top5_acc: 0.9172, loss_cls: 0.8815, loss: 0.8815, grad_norm: 3.0385, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0388, loss/aux0: 1.0388 2020-10-24 01:12:09,671 - mmaction - INFO - Epoch [230][20/264] lr: 1.224e-02, eta: 3:39:25, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9175, loss_cls: 0.8731, loss: 0.8731, grad_norm: 3.0650, top1_acc/aux0: 0.7334, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0526, loss/aux0: 1.0526 2020-10-24 01:12:10,653 - mmaction - INFO - Epoch [230][20/264] lr: 1.224e-02, eta: 3:39:27, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9175, loss_cls: 0.8731, loss: 0.8731, grad_norm: 3.0731, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.8950, loss_cls/aux0: 1.0520, loss/aux0: 1.0520 2020-10-24 01:12:47,159 - mmaction - INFO - Epoch [230][40/264] lr: 1.224e-02, eta: 3:38:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9148, loss_cls: 0.9028, loss: 0.9028, grad_norm: 3.0630, top1_acc/aux0: 0.7441, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0331, loss/aux0: 1.0331 2020-10-24 01:12:48,107 - mmaction - INFO - Epoch [230][40/264] lr: 1.224e-02, eta: 3:38:50, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9148, loss_cls: 0.9028, loss: 0.9028, grad_norm: 3.0712, top1_acc/aux0: 0.7434, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0301, loss/aux0: 1.0301 2020-10-24 01:13:24,704 - mmaction - INFO - Epoch [230][60/264] lr: 1.224e-02, eta: 3:38:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7852, top5_acc: 0.9177, loss_cls: 0.8562, loss: 0.8562, grad_norm: 2.9750, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0097, loss/aux0: 1.0097 2020-10-24 01:13:25,636 - mmaction - INFO - Epoch [230][60/264] lr: 1.224e-02, eta: 3:38:13, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7852, top5_acc: 0.9177, loss_cls: 0.8562, loss: 0.8562, grad_norm: 2.9876, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.8998, loss_cls/aux0: 1.0126, loss/aux0: 1.0126 2020-10-24 01:14:02,165 - mmaction - INFO - Epoch [230][80/264] lr: 1.224e-02, eta: 3:37:34, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7819, top5_acc: 0.9186, loss_cls: 0.8492, loss: 0.8492, grad_norm: 3.0318, top1_acc/aux0: 0.7519, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9788, loss/aux0: 0.9788 2020-10-24 01:14:03,100 - mmaction - INFO - Epoch [230][80/264] lr: 1.224e-02, eta: 3:37:36, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7819, top5_acc: 0.9186, loss_cls: 0.8492, loss: 0.8492, grad_norm: 3.0351, top1_acc/aux0: 0.7502, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9844, loss/aux0: 0.9844 2020-10-24 01:14:39,890 - mmaction - INFO - Epoch [230][100/264] lr: 1.224e-02, eta: 3:36:57, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7932, top5_acc: 0.9208, loss_cls: 0.8317, loss: 0.8317, grad_norm: 2.9716, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.8899, loss_cls/aux0: 1.0538, loss/aux0: 1.0538 2020-10-24 01:14:40,828 - mmaction - INFO - Epoch [230][100/264] lr: 1.224e-02, eta: 3:36:59, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7932, top5_acc: 0.9208, loss_cls: 0.8317, loss: 0.8317, grad_norm: 2.9611, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.8905, loss_cls/aux0: 1.0523, loss/aux0: 1.0523 2020-10-24 01:15:17,714 - mmaction - INFO - Epoch [230][120/264] lr: 1.224e-02, eta: 3:36:20, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9155, loss_cls: 0.8707, loss: 0.8707, grad_norm: 3.0291, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.0415, loss/aux0: 1.0415 2020-10-24 01:15:18,682 - mmaction - INFO - Epoch [230][120/264] lr: 1.224e-02, eta: 3:36:22, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9155, loss_cls: 0.8707, loss: 0.8707, grad_norm: 3.0253, top1_acc/aux0: 0.7405, top5_acc/aux0: 0.8936, loss_cls/aux0: 1.0323, loss/aux0: 1.0323 2020-10-24 01:15:55,323 - mmaction - INFO - Epoch [230][140/264] lr: 1.224e-02, eta: 3:35:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7793, top5_acc: 0.9158, loss_cls: 0.8866, loss: 0.8866, grad_norm: 3.0996, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0500, loss/aux0: 1.0500 2020-10-24 01:15:56,254 - mmaction - INFO - Epoch [230][140/264] lr: 1.224e-02, eta: 3:35:45, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7793, top5_acc: 0.9158, loss_cls: 0.8866, loss: 0.8866, grad_norm: 3.1074, top1_acc/aux0: 0.7356, top5_acc/aux0: 0.8962, loss_cls/aux0: 1.0557, loss/aux0: 1.0557 2020-10-24 01:16:33,060 - mmaction - INFO - Epoch [230][160/264] lr: 1.224e-02, eta: 3:35:06, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7764, top5_acc: 0.9123, loss_cls: 0.9018, loss: 0.9018, grad_norm: 3.0556, top1_acc/aux0: 0.7405, top5_acc/aux0: 0.8983, loss_cls/aux0: 1.0127, loss/aux0: 1.0127 2020-10-24 01:16:34,007 - mmaction - INFO - Epoch [230][160/264] lr: 1.224e-02, eta: 3:35:08, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7764, top5_acc: 0.9123, loss_cls: 0.9018, loss: 0.9018, grad_norm: 3.0362, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9002, loss_cls/aux0: 1.0035, loss/aux0: 1.0035 2020-10-24 01:17:10,982 - mmaction - INFO - Epoch [230][180/264] lr: 1.224e-02, eta: 3:34:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9115, loss_cls: 0.9042, loss: 0.9042, grad_norm: 3.1173, top1_acc/aux0: 0.7413, top5_acc/aux0: 0.8962, loss_cls/aux0: 1.0319, loss/aux0: 1.0319 2020-10-24 01:17:11,942 - mmaction - INFO - Epoch [230][180/264] lr: 1.224e-02, eta: 3:34:31, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9115, loss_cls: 0.9042, loss: 0.9042, grad_norm: 3.1319, top1_acc/aux0: 0.7399, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0381, loss/aux0: 1.0381 2020-10-24 01:17:48,929 - mmaction - INFO - Epoch [230][200/264] lr: 1.224e-02, eta: 3:33:52, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.7780, top5_acc: 0.9182, loss_cls: 0.8664, loss: 0.8664, grad_norm: 3.0807, top1_acc/aux0: 0.7455, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0305, loss/aux0: 1.0305 2020-10-24 01:17:49,872 - mmaction - INFO - Epoch [230][200/264] lr: 1.224e-02, eta: 3:33:54, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.7780, top5_acc: 0.9182, loss_cls: 0.8664, loss: 0.8664, grad_norm: 3.0873, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0344, loss/aux0: 1.0344 2020-10-24 01:18:26,755 - mmaction - INFO - Epoch [230][220/264] lr: 1.224e-02, eta: 3:33:15, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7766, top5_acc: 0.9123, loss_cls: 0.8945, loss: 0.8945, grad_norm: 3.1041, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.0574, loss/aux0: 1.0574 2020-10-24 01:18:27,692 - mmaction - INFO - Epoch [230][220/264] lr: 1.224e-02, eta: 3:33:17, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.7766, top5_acc: 0.9123, loss_cls: 0.8945, loss: 0.8945, grad_norm: 3.1092, top1_acc/aux0: 0.7366, top5_acc/aux0: 0.8905, loss_cls/aux0: 1.0578, loss/aux0: 1.0578 2020-10-24 01:19:04,619 - mmaction - INFO - Epoch [230][240/264] lr: 1.224e-02, eta: 3:32:38, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9196, loss_cls: 0.8648, loss: 0.8648, grad_norm: 3.0716, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9003, loss_cls/aux0: 0.9933, loss/aux0: 0.9933 2020-10-24 01:19:05,565 - mmaction - INFO - Epoch [230][240/264] lr: 1.224e-02, eta: 3:32:40, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9196, loss_cls: 0.8648, loss: 0.8648, grad_norm: 3.0744, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.9012, loss_cls/aux0: 0.9907, loss/aux0: 0.9907 2020-10-24 01:19:42,146 - mmaction - INFO - Epoch [230][260/264] lr: 1.224e-02, eta: 3:32:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9146, loss_cls: 0.8683, loss: 0.8683, grad_norm: 3.0130, top1_acc/aux0: 0.7368, top5_acc/aux0: 0.8929, loss_cls/aux0: 1.0466, loss/aux0: 1.0466 2020-10-24 01:19:43,106 - mmaction - INFO - Epoch [230][260/264] lr: 1.224e-02, eta: 3:32:03, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9146, loss_cls: 0.8683, loss: 0.8683, grad_norm: 3.0243, top1_acc/aux0: 0.7366, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.0499, loss/aux0: 1.0499 2020-10-24 01:25:45,491 - mmaction - INFO - Epoch [231][20/264] lr: 1.136e-02, eta: 3:31:16, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9167, loss_cls: 0.8402, loss: 0.8402, grad_norm: 3.0001, top1_acc/aux0: 0.7504, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.0052, loss/aux0: 1.0052 2020-10-24 01:25:46,425 - mmaction - INFO - Epoch [231][20/264] lr: 1.136e-02, eta: 3:31:18, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9167, loss_cls: 0.8402, loss: 0.8402, grad_norm: 2.9907, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0048, loss/aux0: 1.0048 2020-10-24 01:26:22,759 - mmaction - INFO - Epoch [231][40/264] lr: 1.136e-02, eta: 3:30:39, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7927, top5_acc: 0.9229, loss_cls: 0.8279, loss: 0.8279, grad_norm: 3.0460, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0069, loss/aux0: 1.0069 2020-10-24 01:26:23,700 - mmaction - INFO - Epoch [231][40/264] lr: 1.136e-02, eta: 3:30:41, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7927, top5_acc: 0.9229, loss_cls: 0.8279, loss: 0.8279, grad_norm: 3.0383, top1_acc/aux0: 0.7470, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0095, loss/aux0: 1.0095 2020-10-24 01:27:00,254 - mmaction - INFO - Epoch [231][60/264] lr: 1.136e-02, eta: 3:30:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7891, top5_acc: 0.9220, loss_cls: 0.8313, loss: 0.8313, grad_norm: 3.0691, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9038, loss_cls/aux0: 0.9913, loss/aux0: 0.9913 2020-10-24 01:27:01,193 - mmaction - INFO - Epoch [231][60/264] lr: 1.136e-02, eta: 3:30:04, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7891, top5_acc: 0.9220, loss_cls: 0.8313, loss: 0.8313, grad_norm: 3.0762, top1_acc/aux0: 0.7524, top5_acc/aux0: 0.9023, loss_cls/aux0: 0.9945, loss/aux0: 0.9945 2020-10-24 01:27:37,745 - mmaction - INFO - Epoch [231][80/264] lr: 1.136e-02, eta: 3:29:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7813, top5_acc: 0.9179, loss_cls: 0.8673, loss: 0.8673, grad_norm: 3.0550, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0372, loss/aux0: 1.0372 2020-10-24 01:27:38,723 - mmaction - INFO - Epoch [231][80/264] lr: 1.136e-02, eta: 3:29:27, time: 0.938, data_time: 0.005, memory: 8466, top1_acc: 0.7813, top5_acc: 0.9179, loss_cls: 0.8673, loss: 0.8673, grad_norm: 3.0655, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0371, loss/aux0: 1.0371 2020-10-24 01:28:15,414 - mmaction - INFO - Epoch [231][100/264] lr: 1.136e-02, eta: 3:28:48, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7757, top5_acc: 0.9174, loss_cls: 0.8656, loss: 0.8656, grad_norm: 3.0868, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9023, loss_cls/aux0: 0.9851, loss/aux0: 0.9851 2020-10-24 01:28:16,353 - mmaction - INFO - Epoch [231][100/264] lr: 1.136e-02, eta: 3:28:50, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.7757, top5_acc: 0.9174, loss_cls: 0.8656, loss: 0.8656, grad_norm: 3.1091, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9014, loss_cls/aux0: 0.9843, loss/aux0: 0.9843 2020-10-24 01:28:53,204 - mmaction - INFO - Epoch [231][120/264] lr: 1.136e-02, eta: 3:28:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7800, top5_acc: 0.9139, loss_cls: 0.8592, loss: 0.8592, grad_norm: 3.0634, top1_acc/aux0: 0.7446, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0025, loss/aux0: 1.0025 2020-10-24 01:28:54,174 - mmaction - INFO - Epoch [231][120/264] lr: 1.136e-02, eta: 3:28:13, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7800, top5_acc: 0.9139, loss_cls: 0.8592, loss: 0.8592, grad_norm: 3.0782, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0050, loss/aux0: 1.0050 2020-10-24 01:29:31,018 - mmaction - INFO - Epoch [231][140/264] lr: 1.136e-02, eta: 3:27:34, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7894, top5_acc: 0.9135, loss_cls: 0.8537, loss: 0.8537, grad_norm: 3.0325, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0094, loss/aux0: 1.0094 2020-10-24 01:29:31,955 - mmaction - INFO - Epoch [231][140/264] lr: 1.136e-02, eta: 3:27:36, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.7894, top5_acc: 0.9135, loss_cls: 0.8537, loss: 0.8537, grad_norm: 3.0279, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0031, loss/aux0: 1.0031 2020-10-24 01:30:08,822 - mmaction - INFO - Epoch [231][160/264] lr: 1.136e-02, eta: 3:26:57, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7830, top5_acc: 0.9144, loss_cls: 0.8722, loss: 0.8722, grad_norm: 3.0991, top1_acc/aux0: 0.7455, top5_acc/aux0: 0.9007, loss_cls/aux0: 1.0049, loss/aux0: 1.0049 2020-10-24 01:30:09,796 - mmaction - INFO - Epoch [231][160/264] lr: 1.136e-02, eta: 3:26:59, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.7830, top5_acc: 0.9144, loss_cls: 0.8722, loss: 0.8722, grad_norm: 3.1010, top1_acc/aux0: 0.7483, top5_acc/aux0: 0.9016, loss_cls/aux0: 0.9947, loss/aux0: 0.9947 2020-10-24 01:30:46,555 - mmaction - INFO - Epoch [231][180/264] lr: 1.136e-02, eta: 3:26:20, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7762, top5_acc: 0.9127, loss_cls: 0.8847, loss: 0.8847, grad_norm: 3.0582, top1_acc/aux0: 0.7444, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0208, loss/aux0: 1.0208 2020-10-24 01:30:47,497 - mmaction - INFO - Epoch [231][180/264] lr: 1.136e-02, eta: 3:26:22, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7762, top5_acc: 0.9127, loss_cls: 0.8847, loss: 0.8847, grad_norm: 3.0577, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.8993, loss_cls/aux0: 1.0305, loss/aux0: 1.0305 2020-10-24 01:31:24,405 - mmaction - INFO - Epoch [231][200/264] lr: 1.136e-02, eta: 3:25:43, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9174, loss_cls: 0.8401, loss: 0.8401, grad_norm: 3.0817, top1_acc/aux0: 0.7457, top5_acc/aux0: 0.8960, loss_cls/aux0: 1.0290, loss/aux0: 1.0290 2020-10-24 01:31:25,370 - mmaction - INFO - Epoch [231][200/264] lr: 1.136e-02, eta: 3:25:45, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9174, loss_cls: 0.8401, loss: 0.8401, grad_norm: 3.0827, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0321, loss/aux0: 1.0321 2020-10-24 01:32:02,249 - mmaction - INFO - Epoch [231][220/264] lr: 1.136e-02, eta: 3:25:06, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7847, top5_acc: 0.9196, loss_cls: 0.8557, loss: 0.8557, grad_norm: 3.0635, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9035, loss_cls/aux0: 0.9774, loss/aux0: 0.9774 2020-10-24 01:32:03,188 - mmaction - INFO - Epoch [231][220/264] lr: 1.136e-02, eta: 3:25:08, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.7847, top5_acc: 0.9196, loss_cls: 0.8557, loss: 0.8557, grad_norm: 3.0881, top1_acc/aux0: 0.7533, top5_acc/aux0: 0.9026, loss_cls/aux0: 0.9822, loss/aux0: 0.9822 2020-10-24 01:32:40,253 - mmaction - INFO - Epoch [231][240/264] lr: 1.136e-02, eta: 3:24:29, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.7819, top5_acc: 0.9149, loss_cls: 0.8663, loss: 0.8663, grad_norm: 3.1164, top1_acc/aux0: 0.7420, top5_acc/aux0: 0.8962, loss_cls/aux0: 1.0369, loss/aux0: 1.0369 2020-10-24 01:32:41,185 - mmaction - INFO - Epoch [231][240/264] lr: 1.136e-02, eta: 3:24:31, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.7819, top5_acc: 0.9149, loss_cls: 0.8663, loss: 0.8663, grad_norm: 3.1037, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0217, loss/aux0: 1.0217 2020-10-24 01:33:17,759 - mmaction - INFO - Epoch [231][260/264] lr: 1.136e-02, eta: 3:23:52, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7795, top5_acc: 0.9167, loss_cls: 0.8539, loss: 0.8539, grad_norm: 3.2168, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.8998, loss_cls/aux0: 1.0292, loss/aux0: 1.0292 2020-10-24 01:33:18,699 - mmaction - INFO - Epoch [231][260/264] lr: 1.136e-02, eta: 3:23:54, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.7795, top5_acc: 0.9167, loss_cls: 0.8539, loss: 0.8539, grad_norm: 3.2000, top1_acc/aux0: 0.7389, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0340, loss/aux0: 1.0340 2020-10-24 01:39:19,183 - mmaction - INFO - Epoch [232][20/264] lr: 1.051e-02, eta: 3:23:07, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7889, top5_acc: 0.9156, loss_cls: 0.8455, loss: 0.8455, grad_norm: 3.0430, top1_acc/aux0: 0.7485, top5_acc/aux0: 0.8993, loss_cls/aux0: 1.0090, loss/aux0: 1.0090 2020-10-24 01:39:20,208 - mmaction - INFO - Epoch [232][20/264] lr: 1.051e-02, eta: 3:23:09, time: 0.935, data_time: 0.007, memory: 8466, top1_acc: 0.7889, top5_acc: 0.9156, loss_cls: 0.8455, loss: 0.8455, grad_norm: 3.0561, top1_acc/aux0: 0.7476, top5_acc/aux0: 0.8988, loss_cls/aux0: 1.0130, loss/aux0: 1.0130 2020-10-24 01:39:56,550 - mmaction - INFO - Epoch [232][40/264] lr: 1.051e-02, eta: 3:22:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9184, loss_cls: 0.8405, loss: 0.8405, grad_norm: 3.1403, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9059, loss_cls/aux0: 0.9659, loss/aux0: 0.9659 2020-10-24 01:39:57,489 - mmaction - INFO - Epoch [232][40/264] lr: 1.051e-02, eta: 3:22:32, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9184, loss_cls: 0.8405, loss: 0.8405, grad_norm: 3.1588, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9647, loss/aux0: 0.9647 2020-10-24 01:40:34,198 - mmaction - INFO - Epoch [232][60/264] lr: 1.051e-02, eta: 3:21:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7946, top5_acc: 0.9208, loss_cls: 0.8293, loss: 0.8293, grad_norm: 3.1477, top1_acc/aux0: 0.7512, top5_acc/aux0: 0.9063, loss_cls/aux0: 0.9920, loss/aux0: 0.9920 2020-10-24 01:40:35,135 - mmaction - INFO - Epoch [232][60/264] lr: 1.051e-02, eta: 3:21:55, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7946, top5_acc: 0.9208, loss_cls: 0.8293, loss: 0.8293, grad_norm: 3.1385, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9064, loss_cls/aux0: 0.9866, loss/aux0: 0.9866 2020-10-24 01:41:11,786 - mmaction - INFO - Epoch [232][80/264] lr: 1.051e-02, eta: 3:21:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7905, top5_acc: 0.9165, loss_cls: 0.8528, loss: 0.8528, grad_norm: 3.1390, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.8934, loss_cls/aux0: 1.0223, loss/aux0: 1.0223 2020-10-24 01:41:12,727 - mmaction - INFO - Epoch [232][80/264] lr: 1.051e-02, eta: 3:21:18, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7905, top5_acc: 0.9165, loss_cls: 0.8528, loss: 0.8528, grad_norm: 3.1299, top1_acc/aux0: 0.7470, top5_acc/aux0: 0.8936, loss_cls/aux0: 1.0227, loss/aux0: 1.0227 2020-10-24 01:41:49,419 - mmaction - INFO - Epoch [232][100/264] lr: 1.051e-02, eta: 3:20:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7788, top5_acc: 0.9118, loss_cls: 0.8832, loss: 0.8832, grad_norm: 3.0827, top1_acc/aux0: 0.7507, top5_acc/aux0: 0.9002, loss_cls/aux0: 0.9937, loss/aux0: 0.9937 2020-10-24 01:41:50,380 - mmaction - INFO - Epoch [232][100/264] lr: 1.051e-02, eta: 3:20:41, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7788, top5_acc: 0.9118, loss_cls: 0.8832, loss: 0.8832, grad_norm: 3.0643, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9003, loss_cls/aux0: 0.9943, loss/aux0: 0.9943 2020-10-24 01:42:27,050 - mmaction - INFO - Epoch [232][120/264] lr: 1.051e-02, eta: 3:20:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7901, top5_acc: 0.9224, loss_cls: 0.8075, loss: 0.8075, grad_norm: 2.9987, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0085, loss/aux0: 1.0085 2020-10-24 01:42:28,008 - mmaction - INFO - Epoch [232][120/264] lr: 1.051e-02, eta: 3:20:04, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7901, top5_acc: 0.9224, loss_cls: 0.8075, loss: 0.8075, grad_norm: 3.0032, top1_acc/aux0: 0.7483, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0119, loss/aux0: 1.0119 2020-10-24 01:43:05,120 - mmaction - INFO - Epoch [232][140/264] lr: 1.051e-02, eta: 3:19:25, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7877, top5_acc: 0.9215, loss_cls: 0.8338, loss: 0.8338, grad_norm: 3.1463, top1_acc/aux0: 0.7519, top5_acc/aux0: 0.9009, loss_cls/aux0: 0.9909, loss/aux0: 0.9909 2020-10-24 01:43:06,072 - mmaction - INFO - Epoch [232][140/264] lr: 1.051e-02, eta: 3:19:27, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.7877, top5_acc: 0.9215, loss_cls: 0.8338, loss: 0.8338, grad_norm: 3.1350, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.8997, loss_cls/aux0: 0.9898, loss/aux0: 0.9898 2020-10-24 01:43:42,766 - mmaction - INFO - Epoch [232][160/264] lr: 1.051e-02, eta: 3:18:48, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9158, loss_cls: 0.8441, loss: 0.8441, grad_norm: 3.1457, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.8993, loss_cls/aux0: 0.9923, loss/aux0: 0.9923 2020-10-24 01:43:43,707 - mmaction - INFO - Epoch [232][160/264] lr: 1.051e-02, eta: 3:18:50, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9158, loss_cls: 0.8441, loss: 0.8441, grad_norm: 3.1227, top1_acc/aux0: 0.7543, top5_acc/aux0: 0.9014, loss_cls/aux0: 0.9830, loss/aux0: 0.9830 2020-10-24 01:44:20,438 - mmaction - INFO - Epoch [232][180/264] lr: 1.051e-02, eta: 3:18:11, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7842, top5_acc: 0.9179, loss_cls: 0.8550, loss: 0.8550, grad_norm: 3.0660, top1_acc/aux0: 0.7564, top5_acc/aux0: 0.9014, loss_cls/aux0: 0.9977, loss/aux0: 0.9977 2020-10-24 01:44:21,382 - mmaction - INFO - Epoch [232][180/264] lr: 1.051e-02, eta: 3:18:13, time: 0.951, data_time: 0.005, memory: 8466, top1_acc: 0.7842, top5_acc: 0.9179, loss_cls: 0.8550, loss: 0.8550, grad_norm: 3.0657, top1_acc/aux0: 0.7543, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0058, loss/aux0: 1.0058 2020-10-24 01:44:58,180 - mmaction - INFO - Epoch [232][200/264] lr: 1.051e-02, eta: 3:17:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7898, top5_acc: 0.9175, loss_cls: 0.8465, loss: 0.8465, grad_norm: 3.0629, top1_acc/aux0: 0.7561, top5_acc/aux0: 0.9009, loss_cls/aux0: 0.9897, loss/aux0: 0.9897 2020-10-24 01:44:59,120 - mmaction - INFO - Epoch [232][200/264] lr: 1.051e-02, eta: 3:17:36, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7898, top5_acc: 0.9175, loss_cls: 0.8465, loss: 0.8465, grad_norm: 3.0534, top1_acc/aux0: 0.7556, top5_acc/aux0: 0.8995, loss_cls/aux0: 0.9957, loss/aux0: 0.9957 2020-10-24 01:45:36,226 - mmaction - INFO - Epoch [232][220/264] lr: 1.051e-02, eta: 3:16:57, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7951, top5_acc: 0.9238, loss_cls: 0.8166, loss: 0.8166, grad_norm: 3.1133, top1_acc/aux0: 0.7415, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0223, loss/aux0: 1.0223 2020-10-24 01:45:37,171 - mmaction - INFO - Epoch [232][220/264] lr: 1.051e-02, eta: 3:16:59, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.7951, top5_acc: 0.9238, loss_cls: 0.8166, loss: 0.8166, grad_norm: 3.1011, top1_acc/aux0: 0.7434, top5_acc/aux0: 0.8998, loss_cls/aux0: 1.0144, loss/aux0: 1.0144 2020-10-24 01:46:14,069 - mmaction - INFO - Epoch [232][240/264] lr: 1.051e-02, eta: 3:16:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7887, top5_acc: 0.9278, loss_cls: 0.8306, loss: 0.8306, grad_norm: 3.1147, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9003, loss_cls/aux0: 0.9976, loss/aux0: 0.9976 2020-10-24 01:46:15,072 - mmaction - INFO - Epoch [232][240/264] lr: 1.051e-02, eta: 3:16:22, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.7887, top5_acc: 0.9278, loss_cls: 0.8306, loss: 0.8306, grad_norm: 3.1073, top1_acc/aux0: 0.7470, top5_acc/aux0: 0.9005, loss_cls/aux0: 0.9999, loss/aux0: 0.9999 2020-10-24 01:46:51,481 - mmaction - INFO - Epoch [232][260/264] lr: 1.051e-02, eta: 3:15:43, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7944, top5_acc: 0.9201, loss_cls: 0.8324, loss: 0.8324, grad_norm: 3.0212, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9092, loss_cls/aux0: 0.9429, loss/aux0: 0.9429 2020-10-24 01:46:52,409 - mmaction - INFO - Epoch [232][260/264] lr: 1.051e-02, eta: 3:15:45, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.7944, top5_acc: 0.9201, loss_cls: 0.8324, loss: 0.8324, grad_norm: 3.0544, top1_acc/aux0: 0.7585, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9503, loss/aux0: 0.9503 2020-10-24 01:48:48,608 - mmaction - INFO - Saving checkpoint at 232 epochs 2020-10-24 01:50:33,695 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-24 01:50:33,843 - mmaction - INFO - top1_acc 0.7491 top5_acc 0.9140 2020-10-24 01:50:33,843 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-24 01:50:33,889 - mmaction - INFO - mean_acc 0.7493 2020-10-24 01:50:33,889 - mmaction - INFO - Now best checkpoint is epoch_232.pth 2020-10-24 01:50:33,894 - mmaction - INFO - Epoch(val) [232][264] top1_acc: 0.7491, top5_acc: 0.9140, mean_class_accuracy: 0.7493 2020-10-24 01:54:29,137 - mmaction - INFO - Epoch [233][20/264] lr: 9.688e-03, eta: 3:14:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7863, top5_acc: 0.9231, loss_cls: 0.8270, loss: 0.8270, grad_norm: 3.1170, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0017, loss/aux0: 1.0017 2020-10-24 01:54:30,098 - mmaction - INFO - Epoch [233][20/264] lr: 9.688e-03, eta: 3:15:00, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7863, top5_acc: 0.9231, loss_cls: 0.8270, loss: 0.8270, grad_norm: 3.0998, top1_acc/aux0: 0.7472, top5_acc/aux0: 0.8970, loss_cls/aux0: 0.9970, loss/aux0: 0.9970 2020-10-24 01:55:06,373 - mmaction - INFO - Epoch [233][40/264] lr: 9.688e-03, eta: 3:14:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9234, loss_cls: 0.8373, loss: 0.8373, grad_norm: 3.1257, top1_acc/aux0: 0.7483, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0045, loss/aux0: 1.0045 2020-10-24 01:55:07,309 - mmaction - INFO - Epoch [233][40/264] lr: 9.688e-03, eta: 3:14:23, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9234, loss_cls: 0.8373, loss: 0.8373, grad_norm: 3.1122, top1_acc/aux0: 0.7486, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.0087, loss/aux0: 1.0087 2020-10-24 01:55:43,993 - mmaction - INFO - Epoch [233][60/264] lr: 9.688e-03, eta: 3:13:44, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7905, top5_acc: 0.9155, loss_cls: 0.8578, loss: 0.8578, grad_norm: 3.0532, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9085, loss_cls/aux0: 0.9476, loss/aux0: 0.9476 2020-10-24 01:55:44,930 - mmaction - INFO - Epoch [233][60/264] lr: 9.688e-03, eta: 3:13:46, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7905, top5_acc: 0.9155, loss_cls: 0.8578, loss: 0.8578, grad_norm: 3.0433, top1_acc/aux0: 0.7637, top5_acc/aux0: 0.9101, loss_cls/aux0: 0.9413, loss/aux0: 0.9413 2020-10-24 01:56:21,635 - mmaction - INFO - Epoch [233][80/264] lr: 9.688e-03, eta: 3:13:07, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7943, top5_acc: 0.9264, loss_cls: 0.7993, loss: 0.7993, grad_norm: 3.0985, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9090, loss_cls/aux0: 0.9771, loss/aux0: 0.9771 2020-10-24 01:56:22,570 - mmaction - INFO - Epoch [233][80/264] lr: 9.688e-03, eta: 3:13:09, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.7943, top5_acc: 0.9264, loss_cls: 0.7993, loss: 0.7993, grad_norm: 3.1187, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9803, loss/aux0: 0.9803 2020-10-24 01:56:59,306 - mmaction - INFO - Epoch [233][100/264] lr: 9.688e-03, eta: 3:12:30, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7991, top5_acc: 0.9229, loss_cls: 0.8067, loss: 0.8067, grad_norm: 3.0842, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.9007, loss_cls/aux0: 0.9971, loss/aux0: 0.9971 2020-10-24 01:57:00,244 - mmaction - INFO - Epoch [233][100/264] lr: 9.688e-03, eta: 3:12:32, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7991, top5_acc: 0.9229, loss_cls: 0.8067, loss: 0.8067, grad_norm: 3.0912, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.8986, loss_cls/aux0: 1.0047, loss/aux0: 1.0047 2020-10-24 01:57:37,183 - mmaction - INFO - Epoch [233][120/264] lr: 9.688e-03, eta: 3:11:53, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7920, top5_acc: 0.9212, loss_cls: 0.8207, loss: 0.8207, grad_norm: 3.1151, top1_acc/aux0: 0.7569, top5_acc/aux0: 0.9000, loss_cls/aux0: 0.9794, loss/aux0: 0.9794 2020-10-24 01:57:38,116 - mmaction - INFO - Epoch [233][120/264] lr: 9.688e-03, eta: 3:11:55, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.7920, top5_acc: 0.9212, loss_cls: 0.8207, loss: 0.8207, grad_norm: 3.1166, top1_acc/aux0: 0.7580, top5_acc/aux0: 0.9002, loss_cls/aux0: 0.9785, loss/aux0: 0.9785 2020-10-24 01:58:14,710 - mmaction - INFO - Epoch [233][140/264] lr: 9.688e-03, eta: 3:11:16, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7901, top5_acc: 0.9191, loss_cls: 0.8287, loss: 0.8287, grad_norm: 3.0976, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9023, loss_cls/aux0: 0.9752, loss/aux0: 0.9752 2020-10-24 01:58:15,657 - mmaction - INFO - Epoch [233][140/264] lr: 9.688e-03, eta: 3:11:18, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7901, top5_acc: 0.9191, loss_cls: 0.8287, loss: 0.8287, grad_norm: 3.1066, top1_acc/aux0: 0.7597, top5_acc/aux0: 0.9036, loss_cls/aux0: 0.9676, loss/aux0: 0.9676 2020-10-24 01:58:52,453 - mmaction - INFO - Epoch [233][160/264] lr: 9.688e-03, eta: 3:10:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7905, top5_acc: 0.9161, loss_cls: 0.8307, loss: 0.8307, grad_norm: 3.1222, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9003, loss_cls/aux0: 0.9725, loss/aux0: 0.9725 2020-10-24 01:58:53,399 - mmaction - INFO - Epoch [233][160/264] lr: 9.688e-03, eta: 3:10:41, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7905, top5_acc: 0.9161, loss_cls: 0.8307, loss: 0.8307, grad_norm: 3.1248, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.8995, loss_cls/aux0: 0.9796, loss/aux0: 0.9796 2020-10-24 01:59:30,289 - mmaction - INFO - Epoch [233][180/264] lr: 9.688e-03, eta: 3:10:02, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7821, top5_acc: 0.9182, loss_cls: 0.8641, loss: 0.8641, grad_norm: 3.1581, top1_acc/aux0: 0.7446, top5_acc/aux0: 0.8944, loss_cls/aux0: 1.0287, loss/aux0: 1.0287 2020-10-24 01:59:31,233 - mmaction - INFO - Epoch [233][180/264] lr: 9.688e-03, eta: 3:10:04, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.7821, top5_acc: 0.9182, loss_cls: 0.8641, loss: 0.8641, grad_norm: 3.1446, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.8960, loss_cls/aux0: 1.0178, loss/aux0: 1.0178 2020-10-24 02:00:07,949 - mmaction - INFO - Epoch [233][200/264] lr: 9.688e-03, eta: 3:09:25, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7976, top5_acc: 0.9191, loss_cls: 0.8270, loss: 0.8270, grad_norm: 3.0877, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9007, loss_cls/aux0: 0.9837, loss/aux0: 0.9837 2020-10-24 02:00:08,874 - mmaction - INFO - Epoch [233][200/264] lr: 9.688e-03, eta: 3:09:27, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.7976, top5_acc: 0.9191, loss_cls: 0.8270, loss: 0.8270, grad_norm: 3.0825, top1_acc/aux0: 0.7554, top5_acc/aux0: 0.8993, loss_cls/aux0: 0.9943, loss/aux0: 0.9943 2020-10-24 02:00:45,853 - mmaction - INFO - Epoch [233][220/264] lr: 9.688e-03, eta: 3:08:48, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7979, top5_acc: 0.9219, loss_cls: 0.8209, loss: 0.8209, grad_norm: 3.1911, top1_acc/aux0: 0.7538, top5_acc/aux0: 0.9036, loss_cls/aux0: 0.9743, loss/aux0: 0.9743 2020-10-24 02:00:46,783 - mmaction - INFO - Epoch [233][220/264] lr: 9.688e-03, eta: 3:08:50, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7979, top5_acc: 0.9219, loss_cls: 0.8209, loss: 0.8209, grad_norm: 3.1828, top1_acc/aux0: 0.7550, top5_acc/aux0: 0.9040, loss_cls/aux0: 0.9717, loss/aux0: 0.9717 2020-10-24 02:01:23,785 - mmaction - INFO - Epoch [233][240/264] lr: 9.688e-03, eta: 3:08:11, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7894, top5_acc: 0.9181, loss_cls: 0.8361, loss: 0.8361, grad_norm: 3.1154, top1_acc/aux0: 0.7455, top5_acc/aux0: 0.9014, loss_cls/aux0: 1.0111, loss/aux0: 1.0111 2020-10-24 02:01:24,727 - mmaction - INFO - Epoch [233][240/264] lr: 9.688e-03, eta: 3:08:13, time: 0.951, data_time: 0.006, memory: 8466, top1_acc: 0.7894, top5_acc: 0.9181, loss_cls: 0.8361, loss: 0.8361, grad_norm: 3.0902, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.9014, loss_cls/aux0: 1.0094, loss/aux0: 1.0094 2020-10-24 02:02:01,384 - mmaction - INFO - Epoch [233][260/264] lr: 9.688e-03, eta: 3:07:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7964, top5_acc: 0.9238, loss_cls: 0.8172, loss: 0.8172, grad_norm: 3.2217, top1_acc/aux0: 0.7530, top5_acc/aux0: 0.9017, loss_cls/aux0: 1.0050, loss/aux0: 1.0050 2020-10-24 02:02:02,343 - mmaction - INFO - Epoch [233][260/264] lr: 9.688e-03, eta: 3:07:36, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7964, top5_acc: 0.9238, loss_cls: 0.8172, loss: 0.8172, grad_norm: 3.2245, top1_acc/aux0: 0.7512, top5_acc/aux0: 0.9007, loss_cls/aux0: 1.0109, loss/aux0: 1.0109 2020-10-24 02:08:03,335 - mmaction - INFO - Epoch [234][20/264] lr: 8.903e-03, eta: 3:06:49, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7899, top5_acc: 0.9220, loss_cls: 0.8163, loss: 0.8163, grad_norm: 3.1561, top1_acc/aux0: 0.7538, top5_acc/aux0: 0.9028, loss_cls/aux0: 0.9677, loss/aux0: 0.9677 2020-10-24 02:08:04,283 - mmaction - INFO - Epoch [234][20/264] lr: 8.903e-03, eta: 3:06:51, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.7899, top5_acc: 0.9220, loss_cls: 0.8163, loss: 0.8163, grad_norm: 3.1434, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9040, loss_cls/aux0: 0.9612, loss/aux0: 0.9612 2020-10-24 02:08:40,677 - mmaction - INFO - Epoch [234][40/264] lr: 8.903e-03, eta: 3:06:12, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7924, top5_acc: 0.9227, loss_cls: 0.8187, loss: 0.8187, grad_norm: 3.1004, top1_acc/aux0: 0.7587, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9612, loss/aux0: 0.9612 2020-10-24 02:08:41,599 - mmaction - INFO - Epoch [234][40/264] lr: 8.903e-03, eta: 3:06:14, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.7924, top5_acc: 0.9227, loss_cls: 0.8187, loss: 0.8187, grad_norm: 3.0802, top1_acc/aux0: 0.7590, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9630, loss/aux0: 0.9630 2020-10-24 02:09:18,195 - mmaction - INFO - Epoch [234][60/264] lr: 8.903e-03, eta: 3:05:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8059, top5_acc: 0.9255, loss_cls: 0.7810, loss: 0.7810, grad_norm: 3.0925, top1_acc/aux0: 0.7519, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9795, loss/aux0: 0.9795 2020-10-24 02:09:19,143 - mmaction - INFO - Epoch [234][60/264] lr: 8.903e-03, eta: 3:05:37, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8059, top5_acc: 0.9255, loss_cls: 0.7810, loss: 0.7810, grad_norm: 3.0807, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9849, loss/aux0: 0.9849 2020-10-24 02:09:55,654 - mmaction - INFO - Epoch [234][80/264] lr: 8.903e-03, eta: 3:04:58, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8024, top5_acc: 0.9293, loss_cls: 0.7830, loss: 0.7830, grad_norm: 3.1120, top1_acc/aux0: 0.7550, top5_acc/aux0: 0.9071, loss_cls/aux0: 0.9691, loss/aux0: 0.9691 2020-10-24 02:09:56,611 - mmaction - INFO - Epoch [234][80/264] lr: 8.903e-03, eta: 3:05:00, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.8024, top5_acc: 0.9293, loss_cls: 0.7830, loss: 0.7830, grad_norm: 3.1217, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9656, loss/aux0: 0.9656 2020-10-24 02:10:33,294 - mmaction - INFO - Epoch [234][100/264] lr: 8.903e-03, eta: 3:04:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7899, top5_acc: 0.9186, loss_cls: 0.8250, loss: 0.8250, grad_norm: 3.1577, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9518, loss/aux0: 0.9518 2020-10-24 02:10:34,321 - mmaction - INFO - Epoch [234][100/264] lr: 8.903e-03, eta: 3:04:23, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.7899, top5_acc: 0.9186, loss_cls: 0.8250, loss: 0.8250, grad_norm: 3.1474, top1_acc/aux0: 0.7569, top5_acc/aux0: 0.9111, loss_cls/aux0: 0.9562, loss/aux0: 0.9562 2020-10-24 02:11:10,999 - mmaction - INFO - Epoch [234][120/264] lr: 8.903e-03, eta: 3:03:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7950, top5_acc: 0.9231, loss_cls: 0.8003, loss: 0.8003, grad_norm: 3.1506, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.8984, loss_cls/aux0: 0.9872, loss/aux0: 0.9872 2020-10-24 02:11:11,931 - mmaction - INFO - Epoch [234][120/264] lr: 8.903e-03, eta: 3:03:46, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7950, top5_acc: 0.9231, loss_cls: 0.8003, loss: 0.8003, grad_norm: 3.1408, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.8988, loss_cls/aux0: 0.9835, loss/aux0: 0.9835 2020-10-24 02:11:48,715 - mmaction - INFO - Epoch [234][140/264] lr: 8.903e-03, eta: 3:03:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7889, top5_acc: 0.9240, loss_cls: 0.8103, loss: 0.8103, grad_norm: 3.1660, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.8983, loss_cls/aux0: 0.9988, loss/aux0: 0.9988 2020-10-24 02:11:49,639 - mmaction - INFO - Epoch [234][140/264] lr: 8.903e-03, eta: 3:03:09, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7889, top5_acc: 0.9240, loss_cls: 0.8103, loss: 0.8103, grad_norm: 3.1674, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.8972, loss_cls/aux0: 1.0044, loss/aux0: 1.0044 2020-10-24 02:12:26,259 - mmaction - INFO - Epoch [234][160/264] lr: 8.903e-03, eta: 3:02:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7953, top5_acc: 0.9200, loss_cls: 0.8257, loss: 0.8257, grad_norm: 3.1026, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9031, loss_cls/aux0: 0.9721, loss/aux0: 0.9721 2020-10-24 02:12:27,202 - mmaction - INFO - Epoch [234][160/264] lr: 8.903e-03, eta: 3:02:32, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7953, top5_acc: 0.9200, loss_cls: 0.8257, loss: 0.8257, grad_norm: 3.0937, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9045, loss_cls/aux0: 0.9656, loss/aux0: 0.9656 2020-10-24 02:13:03,897 - mmaction - INFO - Epoch [234][180/264] lr: 8.903e-03, eta: 3:01:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8005, top5_acc: 0.9255, loss_cls: 0.7857, loss: 0.7857, grad_norm: 3.1128, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9557, loss/aux0: 0.9557 2020-10-24 02:13:04,902 - mmaction - INFO - Epoch [234][180/264] lr: 8.903e-03, eta: 3:01:55, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.8005, top5_acc: 0.9255, loss_cls: 0.7857, loss: 0.7857, grad_norm: 3.1133, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9082, loss_cls/aux0: 0.9589, loss/aux0: 0.9589 2020-10-24 02:13:41,629 - mmaction - INFO - Epoch [234][200/264] lr: 8.903e-03, eta: 3:01:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7965, top5_acc: 0.9236, loss_cls: 0.8012, loss: 0.8012, grad_norm: 3.1881, top1_acc/aux0: 0.7571, top5_acc/aux0: 0.9050, loss_cls/aux0: 0.9754, loss/aux0: 0.9754 2020-10-24 02:13:42,559 - mmaction - INFO - Epoch [234][200/264] lr: 8.903e-03, eta: 3:01:18, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.7965, top5_acc: 0.9236, loss_cls: 0.8012, loss: 0.8012, grad_norm: 3.2008, top1_acc/aux0: 0.7564, top5_acc/aux0: 0.9045, loss_cls/aux0: 0.9799, loss/aux0: 0.9799 2020-10-24 02:14:19,515 - mmaction - INFO - Epoch [234][220/264] lr: 8.903e-03, eta: 3:00:39, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7967, top5_acc: 0.9262, loss_cls: 0.7979, loss: 0.7979, grad_norm: 3.1289, top1_acc/aux0: 0.7639, top5_acc/aux0: 0.9002, loss_cls/aux0: 0.9704, loss/aux0: 0.9704 2020-10-24 02:14:20,443 - mmaction - INFO - Epoch [234][220/264] lr: 8.903e-03, eta: 3:00:41, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.7967, top5_acc: 0.9262, loss_cls: 0.7979, loss: 0.7979, grad_norm: 3.1425, top1_acc/aux0: 0.7653, top5_acc/aux0: 0.9007, loss_cls/aux0: 0.9684, loss/aux0: 0.9684 2020-10-24 02:14:57,230 - mmaction - INFO - Epoch [234][240/264] lr: 8.903e-03, eta: 3:00:02, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7837, top5_acc: 0.9189, loss_cls: 0.8381, loss: 0.8381, grad_norm: 3.1297, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9061, loss_cls/aux0: 0.9648, loss/aux0: 0.9648 2020-10-24 02:14:58,170 - mmaction - INFO - Epoch [234][240/264] lr: 8.903e-03, eta: 3:00:04, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.7837, top5_acc: 0.9189, loss_cls: 0.8381, loss: 0.8381, grad_norm: 3.1225, top1_acc/aux0: 0.7564, top5_acc/aux0: 0.9059, loss_cls/aux0: 0.9632, loss/aux0: 0.9632 2020-10-24 02:15:34,539 - mmaction - INFO - Epoch [234][260/264] lr: 8.903e-03, eta: 2:59:25, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8010, top5_acc: 0.9295, loss_cls: 0.7963, loss: 0.7963, grad_norm: 3.1189, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9030, loss_cls/aux0: 0.9466, loss/aux0: 0.9466 2020-10-24 02:15:35,461 - mmaction - INFO - Epoch [234][260/264] lr: 8.903e-03, eta: 2:59:27, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.8010, top5_acc: 0.9295, loss_cls: 0.7963, loss: 0.7963, grad_norm: 3.1120, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9026, loss_cls/aux0: 0.9505, loss/aux0: 0.9505 2020-10-24 02:21:35,137 - mmaction - INFO - Epoch [235][20/264] lr: 8.150e-03, eta: 2:58:40, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.8014, top5_acc: 0.9227, loss_cls: 0.7909, loss: 0.7909, grad_norm: 3.0868, top1_acc/aux0: 0.7522, top5_acc/aux0: 0.9030, loss_cls/aux0: 0.9741, loss/aux0: 0.9741 2020-10-24 02:21:36,082 - mmaction - INFO - Epoch [235][20/264] lr: 8.150e-03, eta: 2:58:42, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.8014, top5_acc: 0.9227, loss_cls: 0.7909, loss: 0.7909, grad_norm: 3.0963, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9038, loss_cls/aux0: 0.9695, loss/aux0: 0.9695 2020-10-24 02:22:12,359 - mmaction - INFO - Epoch [235][40/264] lr: 8.150e-03, eta: 2:58:03, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8043, top5_acc: 0.9245, loss_cls: 0.7890, loss: 0.7890, grad_norm: 3.0854, top1_acc/aux0: 0.7597, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9628, loss/aux0: 0.9628 2020-10-24 02:22:13,318 - mmaction - INFO - Epoch [235][40/264] lr: 8.150e-03, eta: 2:58:05, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.8043, top5_acc: 0.9245, loss_cls: 0.7890, loss: 0.7890, grad_norm: 3.0901, top1_acc/aux0: 0.7571, top5_acc/aux0: 0.9043, loss_cls/aux0: 0.9730, loss/aux0: 0.9730 2020-10-24 02:22:49,693 - mmaction - INFO - Epoch [235][60/264] lr: 8.150e-03, eta: 2:57:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7967, top5_acc: 0.9250, loss_cls: 0.7974, loss: 0.7974, grad_norm: 3.1821, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.8983, loss_cls/aux0: 0.9994, loss/aux0: 0.9994 2020-10-24 02:22:50,622 - mmaction - INFO - Epoch [235][60/264] lr: 8.150e-03, eta: 2:57:28, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7967, top5_acc: 0.9250, loss_cls: 0.7974, loss: 0.7974, grad_norm: 3.1700, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9010, loss_cls/aux0: 0.9857, loss/aux0: 0.9857 2020-10-24 02:23:27,206 - mmaction - INFO - Epoch [235][80/264] lr: 8.150e-03, eta: 2:56:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7896, top5_acc: 0.9207, loss_cls: 0.8358, loss: 0.8358, grad_norm: 3.1986, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9003, loss_cls/aux0: 0.9681, loss/aux0: 0.9681 2020-10-24 02:23:28,145 - mmaction - INFO - Epoch [235][80/264] lr: 8.150e-03, eta: 2:56:51, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7896, top5_acc: 0.9207, loss_cls: 0.8358, loss: 0.8358, grad_norm: 3.1896, top1_acc/aux0: 0.7623, top5_acc/aux0: 0.9005, loss_cls/aux0: 0.9667, loss/aux0: 0.9667 2020-10-24 02:24:05,049 - mmaction - INFO - Epoch [235][100/264] lr: 8.150e-03, eta: 2:56:12, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.8019, top5_acc: 0.9306, loss_cls: 0.7664, loss: 0.7664, grad_norm: 3.0864, top1_acc/aux0: 0.7691, top5_acc/aux0: 0.9142, loss_cls/aux0: 0.9124, loss/aux0: 0.9124 2020-10-24 02:24:05,999 - mmaction - INFO - Epoch [235][100/264] lr: 8.150e-03, eta: 2:56:14, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.8019, top5_acc: 0.9306, loss_cls: 0.7664, loss: 0.7664, grad_norm: 3.0815, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.9124, loss/aux0: 0.9124 2020-10-24 02:24:42,657 - mmaction - INFO - Epoch [235][120/264] lr: 8.150e-03, eta: 2:55:35, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7984, top5_acc: 0.9306, loss_cls: 0.7841, loss: 0.7841, grad_norm: 3.2206, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9134, loss_cls/aux0: 0.9071, loss/aux0: 0.9071 2020-10-24 02:24:43,593 - mmaction - INFO - Epoch [235][120/264] lr: 8.150e-03, eta: 2:55:37, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7984, top5_acc: 0.9306, loss_cls: 0.7841, loss: 0.7841, grad_norm: 3.2193, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9198, loss/aux0: 0.9198 2020-10-24 02:25:20,551 - mmaction - INFO - Epoch [235][140/264] lr: 8.150e-03, eta: 2:54:58, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7936, top5_acc: 0.9229, loss_cls: 0.8176, loss: 0.8176, grad_norm: 3.2079, top1_acc/aux0: 0.7601, top5_acc/aux0: 0.9012, loss_cls/aux0: 0.9685, loss/aux0: 0.9685 2020-10-24 02:25:21,496 - mmaction - INFO - Epoch [235][140/264] lr: 8.150e-03, eta: 2:55:00, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.7936, top5_acc: 0.9229, loss_cls: 0.8176, loss: 0.8176, grad_norm: 3.1955, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9009, loss_cls/aux0: 0.9703, loss/aux0: 0.9703 2020-10-24 02:25:58,048 - mmaction - INFO - Epoch [235][160/264] lr: 8.150e-03, eta: 2:54:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8087, top5_acc: 0.9266, loss_cls: 0.7683, loss: 0.7683, grad_norm: 3.1274, top1_acc/aux0: 0.7561, top5_acc/aux0: 0.9017, loss_cls/aux0: 0.9842, loss/aux0: 0.9842 2020-10-24 02:25:58,991 - mmaction - INFO - Epoch [235][160/264] lr: 8.150e-03, eta: 2:54:23, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8087, top5_acc: 0.9266, loss_cls: 0.7683, loss: 0.7683, grad_norm: 3.1106, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9722, loss/aux0: 0.9722 2020-10-24 02:26:35,577 - mmaction - INFO - Epoch [235][180/264] lr: 8.150e-03, eta: 2:53:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8073, top5_acc: 0.9281, loss_cls: 0.7707, loss: 0.7707, grad_norm: 3.1596, top1_acc/aux0: 0.7634, top5_acc/aux0: 0.9071, loss_cls/aux0: 0.9467, loss/aux0: 0.9467 2020-10-24 02:26:36,523 - mmaction - INFO - Epoch [235][180/264] lr: 8.150e-03, eta: 2:53:46, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.8073, top5_acc: 0.9281, loss_cls: 0.7707, loss: 0.7707, grad_norm: 3.1702, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9064, loss_cls/aux0: 0.9512, loss/aux0: 0.9512 2020-10-24 02:27:13,171 - mmaction - INFO - Epoch [235][200/264] lr: 8.150e-03, eta: 2:53:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.8005, top5_acc: 0.9280, loss_cls: 0.7873, loss: 0.7873, grad_norm: 3.1506, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9064, loss_cls/aux0: 0.9662, loss/aux0: 0.9662 2020-10-24 02:27:14,104 - mmaction - INFO - Epoch [235][200/264] lr: 8.150e-03, eta: 2:53:09, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.8005, top5_acc: 0.9280, loss_cls: 0.7873, loss: 0.7873, grad_norm: 3.1343, top1_acc/aux0: 0.7595, top5_acc/aux0: 0.9082, loss_cls/aux0: 0.9592, loss/aux0: 0.9592 2020-10-24 02:27:50,747 - mmaction - INFO - Epoch [235][220/264] lr: 8.150e-03, eta: 2:52:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8012, top5_acc: 0.9240, loss_cls: 0.7917, loss: 0.7917, grad_norm: 3.1622, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9075, loss_cls/aux0: 0.9467, loss/aux0: 0.9467 2020-10-24 02:27:51,697 - mmaction - INFO - Epoch [235][220/264] lr: 8.150e-03, eta: 2:52:32, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.8012, top5_acc: 0.9240, loss_cls: 0.7917, loss: 0.7917, grad_norm: 3.1558, top1_acc/aux0: 0.7587, top5_acc/aux0: 0.9061, loss_cls/aux0: 0.9555, loss/aux0: 0.9555 2020-10-24 02:28:28,351 - mmaction - INFO - Epoch [235][240/264] lr: 8.150e-03, eta: 2:51:53, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7944, top5_acc: 0.9193, loss_cls: 0.8307, loss: 0.8307, grad_norm: 3.2585, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9529, loss/aux0: 0.9529 2020-10-24 02:28:29,369 - mmaction - INFO - Epoch [235][240/264] lr: 8.150e-03, eta: 2:51:55, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.7944, top5_acc: 0.9193, loss_cls: 0.8307, loss: 0.8307, grad_norm: 3.2404, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9066, loss_cls/aux0: 0.9410, loss/aux0: 0.9410 2020-10-24 02:29:05,847 - mmaction - INFO - Epoch [235][260/264] lr: 8.150e-03, eta: 2:51:16, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.7953, top5_acc: 0.9212, loss_cls: 0.8336, loss: 0.8336, grad_norm: 3.2005, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.9258, loss/aux0: 0.9258 2020-10-24 02:29:06,761 - mmaction - INFO - Epoch [235][260/264] lr: 8.150e-03, eta: 2:51:18, time: 0.925, data_time: 0.001, memory: 8466, top1_acc: 0.7953, top5_acc: 0.9212, loss_cls: 0.8336, loss: 0.8336, grad_norm: 3.2143, top1_acc/aux0: 0.7623, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9448, loss/aux0: 0.9448 2020-10-24 02:35:36,629 - mmaction - INFO - Epoch [236][20/264] lr: 7.430e-03, eta: 2:50:31, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.8082, top5_acc: 0.9248, loss_cls: 0.7725, loss: 0.7725, grad_norm: 3.1188, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9084, loss_cls/aux0: 0.9383, loss/aux0: 0.9383 2020-10-24 02:35:37,594 - mmaction - INFO - Epoch [236][20/264] lr: 7.430e-03, eta: 2:50:33, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.8082, top5_acc: 0.9248, loss_cls: 0.7725, loss: 0.7725, grad_norm: 3.1122, top1_acc/aux0: 0.7691, top5_acc/aux0: 0.9085, loss_cls/aux0: 0.9340, loss/aux0: 0.9340 2020-10-24 02:36:13,936 - mmaction - INFO - Epoch [236][40/264] lr: 7.430e-03, eta: 2:49:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8042, top5_acc: 0.9271, loss_cls: 0.7666, loss: 0.7666, grad_norm: 3.1513, top1_acc/aux0: 0.7639, top5_acc/aux0: 0.9036, loss_cls/aux0: 0.9445, loss/aux0: 0.9445 2020-10-24 02:36:14,880 - mmaction - INFO - Epoch [236][40/264] lr: 7.430e-03, eta: 2:49:56, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.8042, top5_acc: 0.9271, loss_cls: 0.7666, loss: 0.7666, grad_norm: 3.1594, top1_acc/aux0: 0.7639, top5_acc/aux0: 0.9035, loss_cls/aux0: 0.9481, loss/aux0: 0.9481 2020-10-24 02:36:51,453 - mmaction - INFO - Epoch [236][60/264] lr: 7.430e-03, eta: 2:49:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8047, top5_acc: 0.9236, loss_cls: 0.7816, loss: 0.7816, grad_norm: 3.1096, top1_acc/aux0: 0.7580, top5_acc/aux0: 0.9059, loss_cls/aux0: 0.9466, loss/aux0: 0.9466 2020-10-24 02:36:52,402 - mmaction - INFO - Epoch [236][60/264] lr: 7.430e-03, eta: 2:49:19, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.8047, top5_acc: 0.9236, loss_cls: 0.7816, loss: 0.7816, grad_norm: 3.1030, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9059, loss_cls/aux0: 0.9461, loss/aux0: 0.9461 2020-10-24 02:37:29,049 - mmaction - INFO - Epoch [236][80/264] lr: 7.430e-03, eta: 2:48:40, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.8005, top5_acc: 0.9247, loss_cls: 0.7815, loss: 0.7815, grad_norm: 3.2084, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9385, loss/aux0: 0.9385 2020-10-24 02:37:29,989 - mmaction - INFO - Epoch [236][80/264] lr: 7.430e-03, eta: 2:48:42, time: 0.948, data_time: 0.004, memory: 8466, top1_acc: 0.8005, top5_acc: 0.9247, loss_cls: 0.7815, loss: 0.7815, grad_norm: 3.2392, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9108, loss_cls/aux0: 0.9388, loss/aux0: 0.9388 2020-10-24 02:38:06,486 - mmaction - INFO - Epoch [236][100/264] lr: 7.430e-03, eta: 2:48:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8137, top5_acc: 0.9330, loss_cls: 0.7381, loss: 0.7381, grad_norm: 3.0944, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9254, loss/aux0: 0.9254 2020-10-24 02:38:07,445 - mmaction - INFO - Epoch [236][100/264] lr: 7.430e-03, eta: 2:48:05, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8137, top5_acc: 0.9330, loss_cls: 0.7381, loss: 0.7381, grad_norm: 3.0746, top1_acc/aux0: 0.7660, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9222, loss/aux0: 0.9222 2020-10-24 02:38:44,247 - mmaction - INFO - Epoch [236][120/264] lr: 7.430e-03, eta: 2:47:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8063, top5_acc: 0.9297, loss_cls: 0.7718, loss: 0.7718, grad_norm: 3.1304, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9142, loss_cls/aux0: 0.9113, loss/aux0: 0.9113 2020-10-24 02:38:45,243 - mmaction - INFO - Epoch [236][120/264] lr: 7.430e-03, eta: 2:47:28, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.8063, top5_acc: 0.9297, loss_cls: 0.7718, loss: 0.7718, grad_norm: 3.1493, top1_acc/aux0: 0.7660, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9136, loss/aux0: 0.9136 2020-10-24 02:39:22,125 - mmaction - INFO - Epoch [236][140/264] lr: 7.430e-03, eta: 2:46:49, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.8014, top5_acc: 0.9271, loss_cls: 0.7804, loss: 0.7804, grad_norm: 3.2399, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9059, loss_cls/aux0: 0.9480, loss/aux0: 0.9480 2020-10-24 02:39:23,088 - mmaction - INFO - Epoch [236][140/264] lr: 7.430e-03, eta: 2:46:51, time: 0.952, data_time: 0.004, memory: 8466, top1_acc: 0.8014, top5_acc: 0.9271, loss_cls: 0.7804, loss: 0.7804, grad_norm: 3.2215, top1_acc/aux0: 0.7637, top5_acc/aux0: 0.9043, loss_cls/aux0: 0.9526, loss/aux0: 0.9526 2020-10-24 02:40:00,036 - mmaction - INFO - Epoch [236][160/264] lr: 7.430e-03, eta: 2:46:12, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.8016, top5_acc: 0.9264, loss_cls: 0.7807, loss: 0.7807, grad_norm: 3.1494, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9092, loss_cls/aux0: 0.9226, loss/aux0: 0.9226 2020-10-24 02:40:00,992 - mmaction - INFO - Epoch [236][160/264] lr: 7.430e-03, eta: 2:46:14, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.8016, top5_acc: 0.9264, loss_cls: 0.7807, loss: 0.7807, grad_norm: 3.1389, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9108, loss_cls/aux0: 0.9126, loss/aux0: 0.9126 2020-10-24 02:40:37,553 - mmaction - INFO - Epoch [236][180/264] lr: 7.430e-03, eta: 2:45:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8064, top5_acc: 0.9264, loss_cls: 0.7788, loss: 0.7788, grad_norm: 3.1822, top1_acc/aux0: 0.7653, top5_acc/aux0: 0.9043, loss_cls/aux0: 0.9358, loss/aux0: 0.9358 2020-10-24 02:40:38,517 - mmaction - INFO - Epoch [236][180/264] lr: 7.430e-03, eta: 2:45:37, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8064, top5_acc: 0.9264, loss_cls: 0.7788, loss: 0.7788, grad_norm: 3.1690, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9050, loss_cls/aux0: 0.9343, loss/aux0: 0.9343 2020-10-24 02:41:15,251 - mmaction - INFO - Epoch [236][200/264] lr: 7.430e-03, eta: 2:44:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7991, top5_acc: 0.9214, loss_cls: 0.7931, loss: 0.7931, grad_norm: 3.1787, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9071, loss_cls/aux0: 0.9331, loss/aux0: 0.9331 2020-10-24 02:41:16,197 - mmaction - INFO - Epoch [236][200/264] lr: 7.430e-03, eta: 2:45:00, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7991, top5_acc: 0.9214, loss_cls: 0.7931, loss: 0.7931, grad_norm: 3.1712, top1_acc/aux0: 0.7644, top5_acc/aux0: 0.9061, loss_cls/aux0: 0.9369, loss/aux0: 0.9369 2020-10-24 02:41:53,010 - mmaction - INFO - Epoch [236][220/264] lr: 7.430e-03, eta: 2:44:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8059, top5_acc: 0.9269, loss_cls: 0.7822, loss: 0.7822, grad_norm: 3.1828, top1_acc/aux0: 0.7741, top5_acc/aux0: 0.9064, loss_cls/aux0: 0.9419, loss/aux0: 0.9419 2020-10-24 02:41:53,951 - mmaction - INFO - Epoch [236][220/264] lr: 7.430e-03, eta: 2:44:23, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8059, top5_acc: 0.9269, loss_cls: 0.7822, loss: 0.7822, grad_norm: 3.1778, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9440, loss/aux0: 0.9440 2020-10-24 02:42:31,074 - mmaction - INFO - Epoch [236][240/264] lr: 7.430e-03, eta: 2:43:44, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.8049, top5_acc: 0.9299, loss_cls: 0.7592, loss: 0.7592, grad_norm: 3.1789, top1_acc/aux0: 0.7540, top5_acc/aux0: 0.9030, loss_cls/aux0: 0.9580, loss/aux0: 0.9580 2020-10-24 02:42:32,018 - mmaction - INFO - Epoch [236][240/264] lr: 7.430e-03, eta: 2:43:46, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.8049, top5_acc: 0.9299, loss_cls: 0.7592, loss: 0.7592, grad_norm: 3.1924, top1_acc/aux0: 0.7524, top5_acc/aux0: 0.9016, loss_cls/aux0: 0.9656, loss/aux0: 0.9656 2020-10-24 02:43:08,566 - mmaction - INFO - Epoch [236][260/264] lr: 7.430e-03, eta: 2:43:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8014, top5_acc: 0.9215, loss_cls: 0.7926, loss: 0.7926, grad_norm: 3.1429, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9054, loss_cls/aux0: 0.9424, loss/aux0: 0.9424 2020-10-24 02:43:09,493 - mmaction - INFO - Epoch [236][260/264] lr: 7.430e-03, eta: 2:43:09, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.8014, top5_acc: 0.9215, loss_cls: 0.7926, loss: 0.7926, grad_norm: 3.1570, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9059, loss_cls/aux0: 0.9446, loss/aux0: 0.9446 2020-10-24 02:48:49,201 - mmaction - INFO - Epoch [237][20/264] lr: 6.743e-03, eta: 2:42:22, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.8083, top5_acc: 0.9280, loss_cls: 0.7616, loss: 0.7616, grad_norm: 3.1873, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9108, loss_cls/aux0: 0.9174, loss/aux0: 0.9174 2020-10-24 02:48:50,140 - mmaction - INFO - Epoch [237][20/264] lr: 6.743e-03, eta: 2:42:24, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.8083, top5_acc: 0.9280, loss_cls: 0.7616, loss: 0.7616, grad_norm: 3.1708, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9181, loss/aux0: 0.9181 2020-10-24 02:49:26,632 - mmaction - INFO - Epoch [237][40/264] lr: 6.743e-03, eta: 2:41:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.8069, top5_acc: 0.9267, loss_cls: 0.7664, loss: 0.7664, grad_norm: 3.1170, top1_acc/aux0: 0.7696, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.8937, loss/aux0: 0.8937 2020-10-24 02:49:27,563 - mmaction - INFO - Epoch [237][40/264] lr: 6.743e-03, eta: 2:41:47, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.8069, top5_acc: 0.9267, loss_cls: 0.7664, loss: 0.7664, grad_norm: 3.1234, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.8929, loss/aux0: 0.8929 2020-10-24 02:50:04,053 - mmaction - INFO - Epoch [237][60/264] lr: 6.743e-03, eta: 2:41:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8188, top5_acc: 0.9318, loss_cls: 0.7425, loss: 0.7425, grad_norm: 3.0993, top1_acc/aux0: 0.7686, top5_acc/aux0: 0.9054, loss_cls/aux0: 0.9368, loss/aux0: 0.9368 2020-10-24 02:50:04,984 - mmaction - INFO - Epoch [237][60/264] lr: 6.743e-03, eta: 2:41:10, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.8188, top5_acc: 0.9318, loss_cls: 0.7425, loss: 0.7425, grad_norm: 3.1122, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9054, loss_cls/aux0: 0.9384, loss/aux0: 0.9384 2020-10-24 02:50:41,637 - mmaction - INFO - Epoch [237][80/264] lr: 6.743e-03, eta: 2:40:31, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.8054, top5_acc: 0.9266, loss_cls: 0.7790, loss: 0.7790, grad_norm: 3.1470, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9028, loss_cls/aux0: 0.9510, loss/aux0: 0.9510 2020-10-24 02:50:42,567 - mmaction - INFO - Epoch [237][80/264] lr: 6.743e-03, eta: 2:40:33, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.8054, top5_acc: 0.9266, loss_cls: 0.7790, loss: 0.7790, grad_norm: 3.1385, top1_acc/aux0: 0.7637, top5_acc/aux0: 0.9035, loss_cls/aux0: 0.9470, loss/aux0: 0.9470 2020-10-24 02:51:19,567 - mmaction - INFO - Epoch [237][100/264] lr: 6.743e-03, eta: 2:39:54, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.8012, top5_acc: 0.9283, loss_cls: 0.7818, loss: 0.7818, grad_norm: 3.2427, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9054, loss_cls/aux0: 0.9303, loss/aux0: 0.9303 2020-10-24 02:51:20,534 - mmaction - INFO - Epoch [237][100/264] lr: 6.743e-03, eta: 2:39:56, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.8012, top5_acc: 0.9283, loss_cls: 0.7818, loss: 0.7818, grad_norm: 3.2605, top1_acc/aux0: 0.7675, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9327, loss/aux0: 0.9327 2020-10-24 02:51:57,243 - mmaction - INFO - Epoch [237][120/264] lr: 6.743e-03, eta: 2:39:17, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8028, top5_acc: 0.9210, loss_cls: 0.7933, loss: 0.7933, grad_norm: 3.2945, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9031, loss_cls/aux0: 0.9650, loss/aux0: 0.9650 2020-10-24 02:51:58,193 - mmaction - INFO - Epoch [237][120/264] lr: 6.743e-03, eta: 2:39:19, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.8028, top5_acc: 0.9210, loss_cls: 0.7933, loss: 0.7933, grad_norm: 3.2975, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9012, loss_cls/aux0: 0.9733, loss/aux0: 0.9733 2020-10-24 02:52:35,150 - mmaction - INFO - Epoch [237][140/264] lr: 6.743e-03, eta: 2:38:40, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.8101, top5_acc: 0.9264, loss_cls: 0.7776, loss: 0.7776, grad_norm: 3.2712, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9030, loss_cls/aux0: 0.9486, loss/aux0: 0.9486 2020-10-24 02:52:36,087 - mmaction - INFO - Epoch [237][140/264] lr: 6.743e-03, eta: 2:38:42, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.8101, top5_acc: 0.9264, loss_cls: 0.7776, loss: 0.7776, grad_norm: 3.2629, top1_acc/aux0: 0.7665, top5_acc/aux0: 0.9036, loss_cls/aux0: 0.9427, loss/aux0: 0.9427 2020-10-24 02:53:12,992 - mmaction - INFO - Epoch [237][160/264] lr: 6.743e-03, eta: 2:38:03, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.8043, top5_acc: 0.9241, loss_cls: 0.7698, loss: 0.7698, grad_norm: 3.0953, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9011, loss/aux0: 0.9011 2020-10-24 02:53:13,933 - mmaction - INFO - Epoch [237][160/264] lr: 6.743e-03, eta: 2:38:05, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.8043, top5_acc: 0.9241, loss_cls: 0.7698, loss: 0.7698, grad_norm: 3.0942, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9030, loss/aux0: 0.9030 2020-10-24 02:53:50,423 - mmaction - INFO - Epoch [237][180/264] lr: 6.743e-03, eta: 2:37:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8116, top5_acc: 0.9292, loss_cls: 0.7523, loss: 0.7523, grad_norm: 3.1374, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9111, loss_cls/aux0: 0.8947, loss/aux0: 0.8947 2020-10-24 02:53:51,437 - mmaction - INFO - Epoch [237][180/264] lr: 6.743e-03, eta: 2:37:28, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.8116, top5_acc: 0.9292, loss_cls: 0.7523, loss: 0.7523, grad_norm: 3.1191, top1_acc/aux0: 0.7840, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.8810, loss/aux0: 0.8810 2020-10-24 02:54:28,176 - mmaction - INFO - Epoch [237][200/264] lr: 6.743e-03, eta: 2:36:49, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.8132, top5_acc: 0.9339, loss_cls: 0.7414, loss: 0.7414, grad_norm: 3.0956, top1_acc/aux0: 0.7825, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.8816, loss/aux0: 0.8816 2020-10-24 02:54:29,130 - mmaction - INFO - Epoch [237][200/264] lr: 6.743e-03, eta: 2:36:51, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.8132, top5_acc: 0.9339, loss_cls: 0.7414, loss: 0.7414, grad_norm: 3.0839, top1_acc/aux0: 0.7795, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.8914, loss/aux0: 0.8914 2020-10-24 02:55:06,015 - mmaction - INFO - Epoch [237][220/264] lr: 6.743e-03, eta: 2:36:12, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.8076, top5_acc: 0.9274, loss_cls: 0.7422, loss: 0.7422, grad_norm: 3.1445, top1_acc/aux0: 0.7675, top5_acc/aux0: 0.9080, loss_cls/aux0: 0.9286, loss/aux0: 0.9286 2020-10-24 02:55:06,959 - mmaction - INFO - Epoch [237][220/264] lr: 6.743e-03, eta: 2:36:14, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.8076, top5_acc: 0.9274, loss_cls: 0.7422, loss: 0.7422, grad_norm: 3.1303, top1_acc/aux0: 0.7686, top5_acc/aux0: 0.9087, loss_cls/aux0: 0.9290, loss/aux0: 0.9290 2020-10-24 02:55:43,699 - mmaction - INFO - Epoch [237][240/264] lr: 6.743e-03, eta: 2:35:35, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8083, top5_acc: 0.9321, loss_cls: 0.7558, loss: 0.7558, grad_norm: 3.2250, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9062, loss/aux0: 0.9062 2020-10-24 02:55:44,638 - mmaction - INFO - Epoch [237][240/264] lr: 6.743e-03, eta: 2:35:37, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.8083, top5_acc: 0.9321, loss_cls: 0.7558, loss: 0.7558, grad_norm: 3.2510, top1_acc/aux0: 0.7700, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9118, loss/aux0: 0.9118 2020-10-24 02:56:21,153 - mmaction - INFO - Epoch [237][260/264] lr: 6.743e-03, eta: 2:34:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.8172, top5_acc: 0.9281, loss_cls: 0.7448, loss: 0.7448, grad_norm: 3.2361, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9080, loss_cls/aux0: 0.9541, loss/aux0: 0.9541 2020-10-24 02:56:22,084 - mmaction - INFO - Epoch [237][260/264] lr: 6.743e-03, eta: 2:35:00, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.8172, top5_acc: 0.9281, loss_cls: 0.7448, loss: 0.7448, grad_norm: 3.2557, top1_acc/aux0: 0.7608, top5_acc/aux0: 0.9090, loss_cls/aux0: 0.9490, loss/aux0: 0.9490 2020-10-24 03:03:01,698 - mmaction - INFO - Epoch [238][20/264] lr: 6.089e-03, eta: 2:34:13, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.8073, top5_acc: 0.9288, loss_cls: 0.7584, loss: 0.7584, grad_norm: 3.2326, top1_acc/aux0: 0.7743, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9069, loss/aux0: 0.9069 2020-10-24 03:03:02,661 - mmaction - INFO - Epoch [238][20/264] lr: 6.089e-03, eta: 2:34:15, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.8073, top5_acc: 0.9288, loss_cls: 0.7584, loss: 0.7584, grad_norm: 3.2152, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9067, loss/aux0: 0.9067 2020-10-24 03:03:38,973 - mmaction - INFO - Epoch [238][40/264] lr: 6.089e-03, eta: 2:33:36, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.8061, top5_acc: 0.9280, loss_cls: 0.7712, loss: 0.7712, grad_norm: 3.2177, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9298, loss/aux0: 0.9298 2020-10-24 03:03:39,995 - mmaction - INFO - Epoch [238][40/264] lr: 6.089e-03, eta: 2:33:38, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8061, top5_acc: 0.9280, loss_cls: 0.7712, loss: 0.7712, grad_norm: 3.2036, top1_acc/aux0: 0.7689, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9275, loss/aux0: 0.9275 2020-10-24 03:04:16,608 - mmaction - INFO - Epoch [238][60/264] lr: 6.089e-03, eta: 2:32:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8168, top5_acc: 0.9304, loss_cls: 0.7469, loss: 0.7469, grad_norm: 3.1938, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9323, loss/aux0: 0.9323 2020-10-24 03:04:17,554 - mmaction - INFO - Epoch [238][60/264] lr: 6.089e-03, eta: 2:33:01, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.8168, top5_acc: 0.9304, loss_cls: 0.7469, loss: 0.7469, grad_norm: 3.1945, top1_acc/aux0: 0.7679, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9330, loss/aux0: 0.9330 2020-10-24 03:04:54,153 - mmaction - INFO - Epoch [238][80/264] lr: 6.089e-03, eta: 2:32:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8054, top5_acc: 0.9332, loss_cls: 0.7583, loss: 0.7583, grad_norm: 3.1946, top1_acc/aux0: 0.7696, top5_acc/aux0: 0.9090, loss_cls/aux0: 0.9087, loss/aux0: 0.9087 2020-10-24 03:04:55,106 - mmaction - INFO - Epoch [238][80/264] lr: 6.089e-03, eta: 2:32:24, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.8054, top5_acc: 0.9332, loss_cls: 0.7583, loss: 0.7583, grad_norm: 3.2040, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9088, loss/aux0: 0.9088 2020-10-24 03:05:31,560 - mmaction - INFO - Epoch [238][100/264] lr: 6.089e-03, eta: 2:31:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8099, top5_acc: 0.9253, loss_cls: 0.7524, loss: 0.7524, grad_norm: 3.1876, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9093, loss/aux0: 0.9093 2020-10-24 03:05:32,494 - mmaction - INFO - Epoch [238][100/264] lr: 6.089e-03, eta: 2:31:47, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.8099, top5_acc: 0.9253, loss_cls: 0.7524, loss: 0.7524, grad_norm: 3.2089, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9124, loss/aux0: 0.9124 2020-10-24 03:06:09,099 - mmaction - INFO - Epoch [238][120/264] lr: 6.089e-03, eta: 2:31:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8061, top5_acc: 0.9293, loss_cls: 0.7516, loss: 0.7516, grad_norm: 3.1682, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.8902, loss/aux0: 0.8902 2020-10-24 03:06:10,027 - mmaction - INFO - Epoch [238][120/264] lr: 6.089e-03, eta: 2:31:10, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.8061, top5_acc: 0.9293, loss_cls: 0.7516, loss: 0.7516, grad_norm: 3.1930, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9134, loss_cls/aux0: 0.8933, loss/aux0: 0.8933 2020-10-24 03:06:46,767 - mmaction - INFO - Epoch [238][140/264] lr: 6.089e-03, eta: 2:30:31, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8188, top5_acc: 0.9293, loss_cls: 0.7319, loss: 0.7319, grad_norm: 3.1735, top1_acc/aux0: 0.7585, top5_acc/aux0: 0.9030, loss_cls/aux0: 0.9778, loss/aux0: 0.9778 2020-10-24 03:06:47,698 - mmaction - INFO - Epoch [238][140/264] lr: 6.089e-03, eta: 2:30:33, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.8188, top5_acc: 0.9293, loss_cls: 0.7319, loss: 0.7319, grad_norm: 3.1958, top1_acc/aux0: 0.7590, top5_acc/aux0: 0.9040, loss_cls/aux0: 0.9719, loss/aux0: 0.9719 2020-10-24 03:07:24,561 - mmaction - INFO - Epoch [238][160/264] lr: 6.089e-03, eta: 2:29:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8196, top5_acc: 0.9356, loss_cls: 0.7253, loss: 0.7253, grad_norm: 3.1838, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9560, loss/aux0: 0.9560 2020-10-24 03:07:25,496 - mmaction - INFO - Epoch [238][160/264] lr: 6.089e-03, eta: 2:29:55, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.8196, top5_acc: 0.9356, loss_cls: 0.7253, loss: 0.7253, grad_norm: 3.2041, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9023, loss_cls/aux0: 0.9693, loss/aux0: 0.9693 2020-10-24 03:08:02,268 - mmaction - INFO - Epoch [238][180/264] lr: 6.089e-03, eta: 2:29:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8049, top5_acc: 0.9313, loss_cls: 0.7568, loss: 0.7568, grad_norm: 3.2371, top1_acc/aux0: 0.7668, top5_acc/aux0: 0.9033, loss_cls/aux0: 0.9241, loss/aux0: 0.9241 2020-10-24 03:08:03,200 - mmaction - INFO - Epoch [238][180/264] lr: 6.089e-03, eta: 2:29:18, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.8049, top5_acc: 0.9313, loss_cls: 0.7568, loss: 0.7568, grad_norm: 3.2369, top1_acc/aux0: 0.7694, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9141, loss/aux0: 0.9141 2020-10-24 03:08:39,913 - mmaction - INFO - Epoch [238][200/264] lr: 6.089e-03, eta: 2:28:40, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8076, top5_acc: 0.9286, loss_cls: 0.7461, loss: 0.7461, grad_norm: 3.1931, top1_acc/aux0: 0.7686, top5_acc/aux0: 0.9123, loss_cls/aux0: 0.9242, loss/aux0: 0.9242 2020-10-24 03:08:40,856 - mmaction - INFO - Epoch [238][200/264] lr: 6.089e-03, eta: 2:28:41, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.8076, top5_acc: 0.9286, loss_cls: 0.7461, loss: 0.7461, grad_norm: 3.1830, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9239, loss/aux0: 0.9239 2020-10-24 03:09:17,428 - mmaction - INFO - Epoch [238][220/264] lr: 6.089e-03, eta: 2:28:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8024, top5_acc: 0.9233, loss_cls: 0.7920, loss: 0.7920, grad_norm: 3.2037, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.8812, loss/aux0: 0.8812 2020-10-24 03:09:18,362 - mmaction - INFO - Epoch [238][220/264] lr: 6.089e-03, eta: 2:28:04, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8024, top5_acc: 0.9233, loss_cls: 0.7920, loss: 0.7920, grad_norm: 3.2382, top1_acc/aux0: 0.7741, top5_acc/aux0: 0.9127, loss_cls/aux0: 0.8807, loss/aux0: 0.8807 2020-10-24 03:09:54,972 - mmaction - INFO - Epoch [238][240/264] lr: 6.089e-03, eta: 2:27:26, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8035, top5_acc: 0.9240, loss_cls: 0.7714, loss: 0.7714, grad_norm: 3.2538, top1_acc/aux0: 0.7665, top5_acc/aux0: 0.9092, loss_cls/aux0: 0.9239, loss/aux0: 0.9239 2020-10-24 03:09:55,986 - mmaction - INFO - Epoch [238][240/264] lr: 6.089e-03, eta: 2:27:27, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8035, top5_acc: 0.9240, loss_cls: 0.7714, loss: 0.7714, grad_norm: 3.2515, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9250, loss/aux0: 0.9250 2020-10-24 03:10:32,498 - mmaction - INFO - Epoch [238][260/264] lr: 6.089e-03, eta: 2:26:49, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.8189, top5_acc: 0.9328, loss_cls: 0.7291, loss: 0.7291, grad_norm: 3.2306, top1_acc/aux0: 0.7741, top5_acc/aux0: 0.9165, loss_cls/aux0: 0.8906, loss/aux0: 0.8906 2020-10-24 03:10:33,418 - mmaction - INFO - Epoch [238][260/264] lr: 6.089e-03, eta: 2:26:50, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.8189, top5_acc: 0.9328, loss_cls: 0.7291, loss: 0.7291, grad_norm: 3.2242, top1_acc/aux0: 0.7741, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.8919, loss/aux0: 0.8919 2020-10-24 03:16:21,593 - mmaction - INFO - Epoch [239][20/264] lr: 5.467e-03, eta: 2:26:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.8059, top5_acc: 0.9293, loss_cls: 0.7564, loss: 0.7564, grad_norm: 3.2646, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9147, loss_cls/aux0: 0.8878, loss/aux0: 0.8878 2020-10-24 03:16:22,561 - mmaction - INFO - Epoch [239][20/264] lr: 5.467e-03, eta: 2:26:05, time: 0.932, data_time: 0.004, memory: 8466, top1_acc: 0.8059, top5_acc: 0.9293, loss_cls: 0.7564, loss: 0.7564, grad_norm: 3.2622, top1_acc/aux0: 0.7748, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.8877, loss/aux0: 0.8877 2020-10-24 03:16:58,778 - mmaction - INFO - Epoch [239][40/264] lr: 5.467e-03, eta: 2:25:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8120, top5_acc: 0.9266, loss_cls: 0.7492, loss: 0.7492, grad_norm: 3.1948, top1_acc/aux0: 0.7705, top5_acc/aux0: 0.9038, loss_cls/aux0: 0.9331, loss/aux0: 0.9331 2020-10-24 03:16:59,709 - mmaction - INFO - Epoch [239][40/264] lr: 5.467e-03, eta: 2:25:28, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.8120, top5_acc: 0.9266, loss_cls: 0.7492, loss: 0.7492, grad_norm: 3.1852, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9047, loss_cls/aux0: 0.9311, loss/aux0: 0.9311 2020-10-24 03:17:36,106 - mmaction - INFO - Epoch [239][60/264] lr: 5.467e-03, eta: 2:24:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8205, top5_acc: 0.9335, loss_cls: 0.7096, loss: 0.7096, grad_norm: 3.1849, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9101, loss_cls/aux0: 0.8870, loss/aux0: 0.8870 2020-10-24 03:17:37,040 - mmaction - INFO - Epoch [239][60/264] lr: 5.467e-03, eta: 2:24:51, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8205, top5_acc: 0.9335, loss_cls: 0.7096, loss: 0.7096, grad_norm: 3.2113, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.8884, loss/aux0: 0.8884 2020-10-24 03:18:13,669 - mmaction - INFO - Epoch [239][80/264] lr: 5.467e-03, eta: 2:24:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8035, top5_acc: 0.9233, loss_cls: 0.7876, loss: 0.7876, grad_norm: 3.1924, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.8676, loss/aux0: 0.8676 2020-10-24 03:18:14,604 - mmaction - INFO - Epoch [239][80/264] lr: 5.467e-03, eta: 2:24:14, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.8035, top5_acc: 0.9233, loss_cls: 0.7876, loss: 0.7876, grad_norm: 3.2038, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.8713, loss/aux0: 0.8713 2020-10-24 03:18:51,497 - mmaction - INFO - Epoch [239][100/264] lr: 5.467e-03, eta: 2:23:36, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.8066, top5_acc: 0.9271, loss_cls: 0.7640, loss: 0.7640, grad_norm: 3.2981, top1_acc/aux0: 0.7585, top5_acc/aux0: 0.9010, loss_cls/aux0: 0.9669, loss/aux0: 0.9669 2020-10-24 03:18:52,496 - mmaction - INFO - Epoch [239][100/264] lr: 5.467e-03, eta: 2:23:37, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.8066, top5_acc: 0.9271, loss_cls: 0.7640, loss: 0.7640, grad_norm: 3.2693, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9003, loss_cls/aux0: 0.9606, loss/aux0: 0.9606 2020-10-24 03:19:28,910 - mmaction - INFO - Epoch [239][120/264] lr: 5.467e-03, eta: 2:22:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8203, top5_acc: 0.9337, loss_cls: 0.7298, loss: 0.7298, grad_norm: 3.3055, top1_acc/aux0: 0.7738, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9171, loss/aux0: 0.9171 2020-10-24 03:19:29,849 - mmaction - INFO - Epoch [239][120/264] lr: 5.467e-03, eta: 2:23:00, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.8203, top5_acc: 0.9337, loss_cls: 0.7298, loss: 0.7298, grad_norm: 3.3293, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9061, loss_cls/aux0: 0.9304, loss/aux0: 0.9304 2020-10-24 03:20:06,713 - mmaction - INFO - Epoch [239][140/264] lr: 5.467e-03, eta: 2:22:22, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.8200, top5_acc: 0.9306, loss_cls: 0.7317, loss: 0.7317, grad_norm: 3.1996, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.8917, loss/aux0: 0.8917 2020-10-24 03:20:07,652 - mmaction - INFO - Epoch [239][140/264] lr: 5.467e-03, eta: 2:22:23, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.8200, top5_acc: 0.9306, loss_cls: 0.7317, loss: 0.7317, grad_norm: 3.2064, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.8861, loss/aux0: 0.8861 2020-10-24 03:20:44,262 - mmaction - INFO - Epoch [239][160/264] lr: 5.467e-03, eta: 2:21:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8174, top5_acc: 0.9351, loss_cls: 0.7200, loss: 0.7200, grad_norm: 3.2863, top1_acc/aux0: 0.7639, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9306, loss/aux0: 0.9306 2020-10-24 03:20:45,204 - mmaction - INFO - Epoch [239][160/264] lr: 5.467e-03, eta: 2:21:46, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.8174, top5_acc: 0.9351, loss_cls: 0.7200, loss: 0.7200, grad_norm: 3.2563, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9296, loss/aux0: 0.9296 2020-10-24 03:21:21,958 - mmaction - INFO - Epoch [239][180/264] lr: 5.467e-03, eta: 2:21:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8207, top5_acc: 0.9339, loss_cls: 0.7018, loss: 0.7018, grad_norm: 3.1413, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9112, loss/aux0: 0.9112 2020-10-24 03:21:22,879 - mmaction - INFO - Epoch [239][180/264] lr: 5.467e-03, eta: 2:21:09, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.8207, top5_acc: 0.9339, loss_cls: 0.7018, loss: 0.7018, grad_norm: 3.1468, top1_acc/aux0: 0.7752, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9085, loss/aux0: 0.9085 2020-10-24 03:21:59,318 - mmaction - INFO - Epoch [239][200/264] lr: 5.467e-03, eta: 2:20:31, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.8033, top5_acc: 0.9231, loss_cls: 0.7837, loss: 0.7837, grad_norm: 3.2575, top1_acc/aux0: 0.7707, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9053, loss/aux0: 0.9053 2020-10-24 03:22:00,247 - mmaction - INFO - Epoch [239][200/264] lr: 5.467e-03, eta: 2:20:32, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.8033, top5_acc: 0.9231, loss_cls: 0.7837, loss: 0.7837, grad_norm: 3.2671, top1_acc/aux0: 0.7717, top5_acc/aux0: 0.9111, loss_cls/aux0: 0.9010, loss/aux0: 0.9010 2020-10-24 03:22:37,203 - mmaction - INFO - Epoch [239][220/264] lr: 5.467e-03, eta: 2:19:54, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.8104, top5_acc: 0.9306, loss_cls: 0.7374, loss: 0.7374, grad_norm: 3.2334, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9127, loss_cls/aux0: 0.9022, loss/aux0: 0.9022 2020-10-24 03:22:38,136 - mmaction - INFO - Epoch [239][220/264] lr: 5.467e-03, eta: 2:19:55, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.8104, top5_acc: 0.9306, loss_cls: 0.7374, loss: 0.7374, grad_norm: 3.2541, top1_acc/aux0: 0.7700, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9085, loss/aux0: 0.9085 2020-10-24 03:23:14,836 - mmaction - INFO - Epoch [239][240/264] lr: 5.467e-03, eta: 2:19:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8057, top5_acc: 0.9293, loss_cls: 0.7555, loss: 0.7555, grad_norm: 3.2895, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9123, loss_cls/aux0: 0.8802, loss/aux0: 0.8802 2020-10-24 03:23:15,831 - mmaction - INFO - Epoch [239][240/264] lr: 5.467e-03, eta: 2:19:18, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.8057, top5_acc: 0.9293, loss_cls: 0.7555, loss: 0.7555, grad_norm: 3.2928, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.8763, loss/aux0: 0.8763 2020-10-24 03:23:52,317 - mmaction - INFO - Epoch [239][260/264] lr: 5.467e-03, eta: 2:18:40, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.8193, top5_acc: 0.9335, loss_cls: 0.7072, loss: 0.7072, grad_norm: 3.2546, top1_acc/aux0: 0.7736, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.9035, loss/aux0: 0.9035 2020-10-24 03:23:53,237 - mmaction - INFO - Epoch [239][260/264] lr: 5.467e-03, eta: 2:18:41, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.8193, top5_acc: 0.9335, loss_cls: 0.7072, loss: 0.7072, grad_norm: 3.2548, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9055, loss/aux0: 0.9055 2020-10-24 03:30:13,980 - mmaction - INFO - Epoch [240][20/264] lr: 4.879e-03, eta: 2:17:55, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.8139, top5_acc: 0.9309, loss_cls: 0.7386, loss: 0.7386, grad_norm: 3.2346, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.8716, loss/aux0: 0.8716 2020-10-24 03:30:14,931 - mmaction - INFO - Epoch [240][20/264] lr: 4.879e-03, eta: 2:17:56, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.8139, top5_acc: 0.9309, loss_cls: 0.7386, loss: 0.7386, grad_norm: 3.2570, top1_acc/aux0: 0.7821, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.8715, loss/aux0: 0.8715 2020-10-24 03:30:51,424 - mmaction - INFO - Epoch [240][40/264] lr: 4.879e-03, eta: 2:17:18, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.8182, top5_acc: 0.9313, loss_cls: 0.7288, loss: 0.7288, grad_norm: 3.3036, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9096, loss/aux0: 0.9096 2020-10-24 03:30:52,353 - mmaction - INFO - Epoch [240][40/264] lr: 4.879e-03, eta: 2:17:19, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.8182, top5_acc: 0.9313, loss_cls: 0.7288, loss: 0.7288, grad_norm: 3.3000, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9132, loss/aux0: 0.9132 2020-10-24 03:31:28,754 - mmaction - INFO - Epoch [240][60/264] lr: 4.879e-03, eta: 2:16:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8118, top5_acc: 0.9316, loss_cls: 0.7498, loss: 0.7498, grad_norm: 3.1796, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.8622, loss/aux0: 0.8622 2020-10-24 03:31:29,676 - mmaction - INFO - Epoch [240][60/264] lr: 4.879e-03, eta: 2:16:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.8118, top5_acc: 0.9316, loss_cls: 0.7498, loss: 0.7498, grad_norm: 3.1757, top1_acc/aux0: 0.7868, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.8593, loss/aux0: 0.8593 2020-10-24 03:32:06,006 - mmaction - INFO - Epoch [240][80/264] lr: 4.879e-03, eta: 2:16:04, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.8266, top5_acc: 0.9392, loss_cls: 0.6840, loss: 0.6840, grad_norm: 3.2053, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9189, loss_cls/aux0: 0.8641, loss/aux0: 0.8641 2020-10-24 03:32:06,952 - mmaction - INFO - Epoch [240][80/264] lr: 4.879e-03, eta: 2:16:05, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.8266, top5_acc: 0.9392, loss_cls: 0.6840, loss: 0.6840, grad_norm: 3.1894, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.8638, loss/aux0: 0.8638 2020-10-24 03:32:43,555 - mmaction - INFO - Epoch [240][100/264] lr: 4.879e-03, eta: 2:15:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.8200, top5_acc: 0.9328, loss_cls: 0.7099, loss: 0.7099, grad_norm: 3.2454, top1_acc/aux0: 0.7748, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.9042, loss/aux0: 0.9042 2020-10-24 03:32:44,498 - mmaction - INFO - Epoch [240][100/264] lr: 4.879e-03, eta: 2:15:28, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.8200, top5_acc: 0.9328, loss_cls: 0.7099, loss: 0.7099, grad_norm: 3.2363, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.8977, loss/aux0: 0.8977 2020-10-24 03:33:21,301 - mmaction - INFO - Epoch [240][120/264] lr: 4.879e-03, eta: 2:14:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8264, top5_acc: 0.9368, loss_cls: 0.7017, loss: 0.7017, grad_norm: 3.2497, top1_acc/aux0: 0.7774, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.8792, loss/aux0: 0.8792 2020-10-24 03:33:22,245 - mmaction - INFO - Epoch [240][120/264] lr: 4.879e-03, eta: 2:14:51, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.8264, top5_acc: 0.9368, loss_cls: 0.7017, loss: 0.7017, grad_norm: 3.2519, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.8844, loss/aux0: 0.8844 2020-10-24 03:33:58,997 - mmaction - INFO - Epoch [240][140/264] lr: 4.879e-03, eta: 2:14:13, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8106, top5_acc: 0.9280, loss_cls: 0.7496, loss: 0.7496, grad_norm: 3.2890, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9033, loss/aux0: 0.9033 2020-10-24 03:33:59,917 - mmaction - INFO - Epoch [240][140/264] lr: 4.879e-03, eta: 2:14:14, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.8106, top5_acc: 0.9280, loss_cls: 0.7496, loss: 0.7496, grad_norm: 3.2803, top1_acc/aux0: 0.7778, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9023, loss/aux0: 0.9023 2020-10-24 03:34:36,588 - mmaction - INFO - Epoch [240][160/264] lr: 4.879e-03, eta: 2:13:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8233, top5_acc: 0.9344, loss_cls: 0.7038, loss: 0.7038, grad_norm: 3.2556, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.8859, loss/aux0: 0.8859 2020-10-24 03:34:37,525 - mmaction - INFO - Epoch [240][160/264] lr: 4.879e-03, eta: 2:13:37, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8233, top5_acc: 0.9344, loss_cls: 0.7038, loss: 0.7038, grad_norm: 3.2536, top1_acc/aux0: 0.7806, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.8893, loss/aux0: 0.8893 2020-10-24 03:35:14,233 - mmaction - INFO - Epoch [240][180/264] lr: 4.879e-03, eta: 2:12:59, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.8130, top5_acc: 0.9280, loss_cls: 0.7403, loss: 0.7403, grad_norm: 3.2720, top1_acc/aux0: 0.7694, top5_acc/aux0: 0.9111, loss_cls/aux0: 0.9147, loss/aux0: 0.9147 2020-10-24 03:35:15,213 - mmaction - INFO - Epoch [240][180/264] lr: 4.879e-03, eta: 2:13:00, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.8130, top5_acc: 0.9280, loss_cls: 0.7403, loss: 0.7403, grad_norm: 3.2491, top1_acc/aux0: 0.7705, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9106, loss/aux0: 0.9106 2020-10-24 03:35:52,189 - mmaction - INFO - Epoch [240][200/264] lr: 4.879e-03, eta: 2:12:22, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.8111, top5_acc: 0.9326, loss_cls: 0.7311, loss: 0.7311, grad_norm: 3.3276, top1_acc/aux0: 0.7689, top5_acc/aux0: 0.9108, loss_cls/aux0: 0.9332, loss/aux0: 0.9332 2020-10-24 03:35:53,160 - mmaction - INFO - Epoch [240][200/264] lr: 4.879e-03, eta: 2:12:23, time: 0.955, data_time: 0.002, memory: 8466, top1_acc: 0.8111, top5_acc: 0.9326, loss_cls: 0.7311, loss: 0.7311, grad_norm: 3.3244, top1_acc/aux0: 0.7675, top5_acc/aux0: 0.9092, loss_cls/aux0: 0.9379, loss/aux0: 0.9379 2020-10-24 03:36:29,773 - mmaction - INFO - Epoch [240][220/264] lr: 4.879e-03, eta: 2:11:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8219, top5_acc: 0.9307, loss_cls: 0.7145, loss: 0.7145, grad_norm: 3.2535, top1_acc/aux0: 0.7780, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.8948, loss/aux0: 0.8948 2020-10-24 03:36:30,750 - mmaction - INFO - Epoch [240][220/264] lr: 4.879e-03, eta: 2:11:46, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.8219, top5_acc: 0.9307, loss_cls: 0.7145, loss: 0.7145, grad_norm: 3.2744, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9085, loss_cls/aux0: 0.8984, loss/aux0: 0.8984 2020-10-24 03:37:07,516 - mmaction - INFO - Epoch [240][240/264] lr: 4.879e-03, eta: 2:11:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8156, top5_acc: 0.9323, loss_cls: 0.7388, loss: 0.7388, grad_norm: 3.3129, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.8925, loss/aux0: 0.8925 2020-10-24 03:37:08,465 - mmaction - INFO - Epoch [240][240/264] lr: 4.879e-03, eta: 2:11:09, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.8156, top5_acc: 0.9323, loss_cls: 0.7388, loss: 0.7388, grad_norm: 3.2885, top1_acc/aux0: 0.7783, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.8817, loss/aux0: 0.8817 2020-10-24 03:37:44,785 - mmaction - INFO - Epoch [240][260/264] lr: 4.879e-03, eta: 2:10:31, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.8179, top5_acc: 0.9307, loss_cls: 0.7265, loss: 0.7265, grad_norm: 3.2044, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.8759, loss/aux0: 0.8759 2020-10-24 03:37:45,713 - mmaction - INFO - Epoch [240][260/264] lr: 4.879e-03, eta: 2:10:32, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.8179, top5_acc: 0.9307, loss_cls: 0.7265, loss: 0.7265, grad_norm: 3.2094, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.8846, loss/aux0: 0.8846 2020-10-24 03:39:42,651 - mmaction - INFO - Saving checkpoint at 240 epochs 2020-10-24 03:41:28,762 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-24 03:41:28,900 - mmaction - INFO - top1_acc 0.7542 top5_acc 0.9204 2020-10-24 03:41:28,900 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-24 03:41:28,935 - mmaction - INFO - mean_acc 0.7544 2020-10-24 03:41:28,935 - mmaction - INFO - Now best checkpoint is epoch_240.pth 2020-10-24 03:41:28,978 - mmaction - INFO - Epoch(val) [240][264] top1_acc: 0.7542, top5_acc: 0.9204, mean_class_accuracy: 0.7544 2020-10-24 03:45:35,738 - mmaction - INFO - Epoch [241][20/264] lr: 4.323e-03, eta: 2:09:46, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.8273, top5_acc: 0.9378, loss_cls: 0.6903, loss: 0.6903, grad_norm: 3.2787, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9147, loss_cls/aux0: 0.8891, loss/aux0: 0.8891 2020-10-24 03:45:36,884 - mmaction - INFO - Epoch [241][20/264] lr: 4.323e-03, eta: 2:09:47, time: 0.937, data_time: 0.013, memory: 8466, top1_acc: 0.8273, top5_acc: 0.9378, loss_cls: 0.6903, loss: 0.6903, grad_norm: 3.2737, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.8858, loss/aux0: 0.8858 2020-10-24 03:46:13,360 - mmaction - INFO - Epoch [241][40/264] lr: 4.323e-03, eta: 2:09:09, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8148, top5_acc: 0.9321, loss_cls: 0.7438, loss: 0.7438, grad_norm: 3.2447, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8754, loss/aux0: 0.8754 2020-10-24 03:46:14,301 - mmaction - INFO - Epoch [241][40/264] lr: 4.323e-03, eta: 2:09:10, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.8148, top5_acc: 0.9321, loss_cls: 0.7438, loss: 0.7438, grad_norm: 3.2608, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8761, loss/aux0: 0.8761 2020-10-24 03:46:50,937 - mmaction - INFO - Epoch [241][60/264] lr: 4.323e-03, eta: 2:08:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8193, top5_acc: 0.9328, loss_cls: 0.7325, loss: 0.7325, grad_norm: 3.2461, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8520, loss/aux0: 0.8520 2020-10-24 03:46:51,895 - mmaction - INFO - Epoch [241][60/264] lr: 4.323e-03, eta: 2:08:33, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.8193, top5_acc: 0.9328, loss_cls: 0.7325, loss: 0.7325, grad_norm: 3.2493, top1_acc/aux0: 0.7785, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.8586, loss/aux0: 0.8586 2020-10-24 03:47:28,871 - mmaction - INFO - Epoch [241][80/264] lr: 4.323e-03, eta: 2:07:55, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.8238, top5_acc: 0.9328, loss_cls: 0.7076, loss: 0.7076, grad_norm: 3.2886, top1_acc/aux0: 0.7780, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.8804, loss/aux0: 0.8804 2020-10-24 03:47:29,813 - mmaction - INFO - Epoch [241][80/264] lr: 4.323e-03, eta: 2:07:56, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.8238, top5_acc: 0.9328, loss_cls: 0.7076, loss: 0.7076, grad_norm: 3.2789, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.8785, loss/aux0: 0.8785 2020-10-24 03:48:06,522 - mmaction - INFO - Epoch [241][100/264] lr: 4.323e-03, eta: 2:07:18, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8255, top5_acc: 0.9340, loss_cls: 0.6947, loss: 0.6947, grad_norm: 3.1600, top1_acc/aux0: 0.7795, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.8968, loss/aux0: 0.8968 2020-10-24 03:48:07,523 - mmaction - INFO - Epoch [241][100/264] lr: 4.323e-03, eta: 2:07:19, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.8255, top5_acc: 0.9340, loss_cls: 0.6947, loss: 0.6947, grad_norm: 3.1645, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.8939, loss/aux0: 0.8939 2020-10-24 03:48:44,190 - mmaction - INFO - Epoch [241][120/264] lr: 4.323e-03, eta: 2:06:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8250, top5_acc: 0.9319, loss_cls: 0.7025, loss: 0.7025, grad_norm: 3.1842, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.8923, loss/aux0: 0.8923 2020-10-24 03:48:45,132 - mmaction - INFO - Epoch [241][120/264] lr: 4.323e-03, eta: 2:06:42, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.8250, top5_acc: 0.9319, loss_cls: 0.7025, loss: 0.7025, grad_norm: 3.1851, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.8896, loss/aux0: 0.8896 2020-10-24 03:49:22,125 - mmaction - INFO - Epoch [241][140/264] lr: 4.323e-03, eta: 2:06:04, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.8189, top5_acc: 0.9318, loss_cls: 0.7296, loss: 0.7296, grad_norm: 3.2325, top1_acc/aux0: 0.7759, top5_acc/aux0: 0.9123, loss_cls/aux0: 0.8833, loss/aux0: 0.8833 2020-10-24 03:49:23,052 - mmaction - INFO - Epoch [241][140/264] lr: 4.323e-03, eta: 2:06:05, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.8189, top5_acc: 0.9318, loss_cls: 0.7296, loss: 0.7296, grad_norm: 3.2279, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.8902, loss/aux0: 0.8902 2020-10-24 03:49:59,660 - mmaction - INFO - Epoch [241][160/264] lr: 4.323e-03, eta: 2:05:27, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8203, top5_acc: 0.9349, loss_cls: 0.7120, loss: 0.7120, grad_norm: 3.2753, top1_acc/aux0: 0.7783, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.8967, loss/aux0: 0.8967 2020-10-24 03:50:00,601 - mmaction - INFO - Epoch [241][160/264] lr: 4.323e-03, eta: 2:05:28, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8203, top5_acc: 0.9349, loss_cls: 0.7120, loss: 0.7120, grad_norm: 3.2798, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.8986, loss/aux0: 0.8986 2020-10-24 03:50:37,433 - mmaction - INFO - Epoch [241][180/264] lr: 4.323e-03, eta: 2:04:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8193, top5_acc: 0.9314, loss_cls: 0.7133, loss: 0.7133, grad_norm: 3.2431, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9137, loss_cls/aux0: 0.8712, loss/aux0: 0.8712 2020-10-24 03:50:38,385 - mmaction - INFO - Epoch [241][180/264] lr: 4.323e-03, eta: 2:04:51, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.8193, top5_acc: 0.9314, loss_cls: 0.7133, loss: 0.7133, grad_norm: 3.2300, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.8648, loss/aux0: 0.8648 2020-10-24 03:51:15,009 - mmaction - INFO - Epoch [241][200/264] lr: 4.323e-03, eta: 2:04:13, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8165, top5_acc: 0.9319, loss_cls: 0.7316, loss: 0.7316, grad_norm: 3.2753, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.8596, loss/aux0: 0.8596 2020-10-24 03:51:15,955 - mmaction - INFO - Epoch [241][200/264] lr: 4.323e-03, eta: 2:04:14, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.8165, top5_acc: 0.9319, loss_cls: 0.7316, loss: 0.7316, grad_norm: 3.2894, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.8641, loss/aux0: 0.8641 2020-10-24 03:51:52,829 - mmaction - INFO - Epoch [241][220/264] lr: 4.323e-03, eta: 2:03:36, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.8210, top5_acc: 0.9321, loss_cls: 0.7116, loss: 0.7116, grad_norm: 3.2347, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.8518, loss/aux0: 0.8518 2020-10-24 03:51:53,758 - mmaction - INFO - Epoch [241][220/264] lr: 4.323e-03, eta: 2:03:37, time: 0.952, data_time: 0.003, memory: 8466, top1_acc: 0.8210, top5_acc: 0.9321, loss_cls: 0.7116, loss: 0.7116, grad_norm: 3.2258, top1_acc/aux0: 0.7825, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.8494, loss/aux0: 0.8494 2020-10-24 03:52:30,585 - mmaction - INFO - Epoch [241][240/264] lr: 4.323e-03, eta: 2:02:59, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.8148, top5_acc: 0.9281, loss_cls: 0.7382, loss: 0.7382, grad_norm: 3.3208, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9085, loss_cls/aux0: 0.9108, loss/aux0: 0.9108 2020-10-24 03:52:31,526 - mmaction - INFO - Epoch [241][240/264] lr: 4.323e-03, eta: 2:03:00, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.8148, top5_acc: 0.9281, loss_cls: 0.7382, loss: 0.7382, grad_norm: 3.3123, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9085, loss_cls/aux0: 0.9124, loss/aux0: 0.9124 2020-10-24 03:53:08,252 - mmaction - INFO - Epoch [241][260/264] lr: 4.323e-03, eta: 2:02:22, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.8191, top5_acc: 0.9332, loss_cls: 0.7068, loss: 0.7068, grad_norm: 3.3238, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9108, loss_cls/aux0: 0.9168, loss/aux0: 0.9168 2020-10-24 03:53:09,185 - mmaction - INFO - Epoch [241][260/264] lr: 4.323e-03, eta: 2:02:23, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.8191, top5_acc: 0.9332, loss_cls: 0.7068, loss: 0.7068, grad_norm: 3.3230, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9178, loss/aux0: 0.9178 2020-10-24 03:59:08,228 - mmaction - INFO - Epoch [242][20/264] lr: 3.801e-03, eta: 2:01:37, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.8128, top5_acc: 0.9255, loss_cls: 0.7539, loss: 0.7539, grad_norm: 3.2333, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8378, loss/aux0: 0.8378 2020-10-24 03:59:09,165 - mmaction - INFO - Epoch [242][20/264] lr: 3.801e-03, eta: 2:01:38, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.8128, top5_acc: 0.9255, loss_cls: 0.7539, loss: 0.7539, grad_norm: 3.2326, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8470, loss/aux0: 0.8470 2020-10-24 03:59:45,570 - mmaction - INFO - Epoch [242][40/264] lr: 3.801e-03, eta: 2:01:00, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.8264, top5_acc: 0.9354, loss_cls: 0.6974, loss: 0.6974, grad_norm: 3.1795, top1_acc/aux0: 0.7889, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.8571, loss/aux0: 0.8571 2020-10-24 03:59:46,513 - mmaction - INFO - Epoch [242][40/264] lr: 3.801e-03, eta: 2:01:01, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.8264, top5_acc: 0.9354, loss_cls: 0.6974, loss: 0.6974, grad_norm: 3.1706, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8420, loss/aux0: 0.8420 2020-10-24 04:00:23,154 - mmaction - INFO - Epoch [242][60/264] lr: 3.801e-03, eta: 2:00:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8234, top5_acc: 0.9359, loss_cls: 0.6872, loss: 0.6872, grad_norm: 3.2669, top1_acc/aux0: 0.7845, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.8591, loss/aux0: 0.8591 2020-10-24 04:00:24,106 - mmaction - INFO - Epoch [242][60/264] lr: 3.801e-03, eta: 2:00:24, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.8234, top5_acc: 0.9359, loss_cls: 0.6872, loss: 0.6872, grad_norm: 3.2353, top1_acc/aux0: 0.7825, top5_acc/aux0: 0.9142, loss_cls/aux0: 0.8659, loss/aux0: 0.8659 2020-10-24 04:01:00,565 - mmaction - INFO - Epoch [242][80/264] lr: 3.801e-03, eta: 1:59:46, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.8231, top5_acc: 0.9380, loss_cls: 0.6911, loss: 0.6911, grad_norm: 3.2532, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.8680, loss/aux0: 0.8680 2020-10-24 04:01:01,528 - mmaction - INFO - Epoch [242][80/264] lr: 3.801e-03, eta: 1:59:47, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.8231, top5_acc: 0.9380, loss_cls: 0.6911, loss: 0.6911, grad_norm: 3.2578, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9137, loss_cls/aux0: 0.8694, loss/aux0: 0.8694 2020-10-24 04:01:38,111 - mmaction - INFO - Epoch [242][100/264] lr: 3.801e-03, eta: 1:59:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8247, top5_acc: 0.9318, loss_cls: 0.7051, loss: 0.7051, grad_norm: 3.2428, top1_acc/aux0: 0.7936, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8331, loss/aux0: 0.8331 2020-10-24 04:01:39,050 - mmaction - INFO - Epoch [242][100/264] lr: 3.801e-03, eta: 1:59:10, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.8247, top5_acc: 0.9318, loss_cls: 0.7051, loss: 0.7051, grad_norm: 3.2255, top1_acc/aux0: 0.7934, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8327, loss/aux0: 0.8327 2020-10-24 04:02:15,732 - mmaction - INFO - Epoch [242][120/264] lr: 3.801e-03, eta: 1:58:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8259, top5_acc: 0.9328, loss_cls: 0.7038, loss: 0.7038, grad_norm: 3.2820, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.8692, loss/aux0: 0.8692 2020-10-24 04:02:16,662 - mmaction - INFO - Epoch [242][120/264] lr: 3.801e-03, eta: 1:58:33, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.8259, top5_acc: 0.9328, loss_cls: 0.7038, loss: 0.7038, grad_norm: 3.2899, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.8714, loss/aux0: 0.8714 2020-10-24 04:02:53,461 - mmaction - INFO - Epoch [242][140/264] lr: 3.801e-03, eta: 1:57:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8196, top5_acc: 0.9307, loss_cls: 0.7173, loss: 0.7173, grad_norm: 3.3119, top1_acc/aux0: 0.7866, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8342, loss/aux0: 0.8342 2020-10-24 04:02:54,401 - mmaction - INFO - Epoch [242][140/264] lr: 3.801e-03, eta: 1:57:56, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.8196, top5_acc: 0.9307, loss_cls: 0.7173, loss: 0.7173, grad_norm: 3.3158, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.8290, loss/aux0: 0.8290 2020-10-24 04:03:31,077 - mmaction - INFO - Epoch [242][160/264] lr: 3.801e-03, eta: 1:57:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8248, top5_acc: 0.9309, loss_cls: 0.6991, loss: 0.6991, grad_norm: 3.2696, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.8488, loss/aux0: 0.8488 2020-10-24 04:03:32,013 - mmaction - INFO - Epoch [242][160/264] lr: 3.801e-03, eta: 1:57:19, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.8248, top5_acc: 0.9309, loss_cls: 0.6991, loss: 0.6991, grad_norm: 3.2845, top1_acc/aux0: 0.7858, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.8544, loss/aux0: 0.8544 2020-10-24 04:04:08,926 - mmaction - INFO - Epoch [242][180/264] lr: 3.801e-03, eta: 1:56:41, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.8276, top5_acc: 0.9339, loss_cls: 0.6847, loss: 0.6847, grad_norm: 3.2821, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.8770, loss/aux0: 0.8770 2020-10-24 04:04:09,944 - mmaction - INFO - Epoch [242][180/264] lr: 3.801e-03, eta: 1:56:42, time: 0.958, data_time: 0.003, memory: 8466, top1_acc: 0.8276, top5_acc: 0.9339, loss_cls: 0.6847, loss: 0.6847, grad_norm: 3.2795, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.8749, loss/aux0: 0.8749 2020-10-24 04:04:46,545 - mmaction - INFO - Epoch [242][200/264] lr: 3.801e-03, eta: 1:56:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8264, top5_acc: 0.9365, loss_cls: 0.7071, loss: 0.7071, grad_norm: 3.2905, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.8609, loss/aux0: 0.8609 2020-10-24 04:04:47,502 - mmaction - INFO - Epoch [242][200/264] lr: 3.801e-03, eta: 1:56:05, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.8264, top5_acc: 0.9365, loss_cls: 0.7071, loss: 0.7071, grad_norm: 3.2948, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.8583, loss/aux0: 0.8583 2020-10-24 04:05:24,149 - mmaction - INFO - Epoch [242][220/264] lr: 3.801e-03, eta: 1:55:27, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8168, top5_acc: 0.9319, loss_cls: 0.7273, loss: 0.7273, grad_norm: 3.3702, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9137, loss_cls/aux0: 0.9040, loss/aux0: 0.9040 2020-10-24 04:05:25,075 - mmaction - INFO - Epoch [242][220/264] lr: 3.801e-03, eta: 1:55:28, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8168, top5_acc: 0.9319, loss_cls: 0.7273, loss: 0.7273, grad_norm: 3.3614, top1_acc/aux0: 0.7705, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9070, loss/aux0: 0.9070 2020-10-24 04:06:01,805 - mmaction - INFO - Epoch [242][240/264] lr: 3.801e-03, eta: 1:54:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8253, top5_acc: 0.9318, loss_cls: 0.7004, loss: 0.7004, grad_norm: 3.3333, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.8837, loss/aux0: 0.8837 2020-10-24 04:06:02,740 - mmaction - INFO - Epoch [242][240/264] lr: 3.801e-03, eta: 1:54:51, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.8253, top5_acc: 0.9318, loss_cls: 0.7004, loss: 0.7004, grad_norm: 3.3338, top1_acc/aux0: 0.7795, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.8867, loss/aux0: 0.8867 2020-10-24 04:06:39,200 - mmaction - INFO - Epoch [242][260/264] lr: 3.801e-03, eta: 1:54:13, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8267, top5_acc: 0.9323, loss_cls: 0.6949, loss: 0.6949, grad_norm: 3.3118, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9137, loss_cls/aux0: 0.8796, loss/aux0: 0.8796 2020-10-24 04:06:40,120 - mmaction - INFO - Epoch [242][260/264] lr: 3.801e-03, eta: 1:54:14, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.8267, top5_acc: 0.9323, loss_cls: 0.6949, loss: 0.6949, grad_norm: 3.3300, top1_acc/aux0: 0.7752, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.8823, loss/aux0: 0.8823 2020-10-24 04:12:52,837 - mmaction - INFO - Epoch [243][20/264] lr: 3.313e-03, eta: 1:53:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8250, top5_acc: 0.9373, loss_cls: 0.6992, loss: 0.6992, grad_norm: 3.3514, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8466, loss/aux0: 0.8466 2020-10-24 04:12:53,771 - mmaction - INFO - Epoch [243][20/264] lr: 3.313e-03, eta: 1:53:29, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8250, top5_acc: 0.9373, loss_cls: 0.6992, loss: 0.6992, grad_norm: 3.3593, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8513, loss/aux0: 0.8513 2020-10-24 04:13:30,263 - mmaction - INFO - Epoch [243][40/264] lr: 3.313e-03, eta: 1:52:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8217, top5_acc: 0.9330, loss_cls: 0.7146, loss: 0.7146, grad_norm: 3.3124, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.8750, loss/aux0: 0.8750 2020-10-24 04:13:31,219 - mmaction - INFO - Epoch [243][40/264] lr: 3.313e-03, eta: 1:52:52, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.8217, top5_acc: 0.9330, loss_cls: 0.7146, loss: 0.7146, grad_norm: 3.3355, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9111, loss_cls/aux0: 0.8755, loss/aux0: 0.8755 2020-10-24 04:14:07,718 - mmaction - INFO - Epoch [243][60/264] lr: 3.313e-03, eta: 1:52:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8201, top5_acc: 0.9307, loss_cls: 0.7229, loss: 0.7229, grad_norm: 3.2608, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9101, loss_cls/aux0: 0.8878, loss/aux0: 0.8878 2020-10-24 04:14:08,653 - mmaction - INFO - Epoch [243][60/264] lr: 3.313e-03, eta: 1:52:15, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8201, top5_acc: 0.9307, loss_cls: 0.7229, loss: 0.7229, grad_norm: 3.2619, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.8876, loss/aux0: 0.8876 2020-10-24 04:14:45,074 - mmaction - INFO - Epoch [243][80/264] lr: 3.313e-03, eta: 1:51:37, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.8233, top5_acc: 0.9389, loss_cls: 0.6828, loss: 0.6828, grad_norm: 3.2492, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.8379, loss/aux0: 0.8379 2020-10-24 04:14:46,038 - mmaction - INFO - Epoch [243][80/264] lr: 3.313e-03, eta: 1:51:38, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.8233, top5_acc: 0.9389, loss_cls: 0.6828, loss: 0.6828, grad_norm: 3.2382, top1_acc/aux0: 0.7925, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.8369, loss/aux0: 0.8369 2020-10-24 04:15:22,601 - mmaction - INFO - Epoch [243][100/264] lr: 3.313e-03, eta: 1:51:00, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8323, top5_acc: 0.9351, loss_cls: 0.6781, loss: 0.6781, grad_norm: 3.2543, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.8703, loss/aux0: 0.8703 2020-10-24 04:15:23,600 - mmaction - INFO - Epoch [243][100/264] lr: 3.313e-03, eta: 1:51:01, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.8323, top5_acc: 0.9351, loss_cls: 0.6781, loss: 0.6781, grad_norm: 3.2356, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.8711, loss/aux0: 0.8711 2020-10-24 04:16:00,319 - mmaction - INFO - Epoch [243][120/264] lr: 3.313e-03, eta: 1:50:23, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.8243, top5_acc: 0.9378, loss_cls: 0.6955, loss: 0.6955, grad_norm: 3.3885, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.8969, loss/aux0: 0.8969 2020-10-24 04:16:01,282 - mmaction - INFO - Epoch [243][120/264] lr: 3.313e-03, eta: 1:50:24, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.8243, top5_acc: 0.9378, loss_cls: 0.6955, loss: 0.6955, grad_norm: 3.3815, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9005, loss/aux0: 0.9005 2020-10-24 04:16:37,886 - mmaction - INFO - Epoch [243][140/264] lr: 3.313e-03, eta: 1:49:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8179, top5_acc: 0.9266, loss_cls: 0.7232, loss: 0.7232, grad_norm: 3.2285, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9212, loss_cls/aux0: 0.8346, loss/aux0: 0.8346 2020-10-24 04:16:38,826 - mmaction - INFO - Epoch [243][140/264] lr: 3.313e-03, eta: 1:49:47, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.8179, top5_acc: 0.9266, loss_cls: 0.7232, loss: 0.7232, grad_norm: 3.2346, top1_acc/aux0: 0.7936, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.8307, loss/aux0: 0.8307 2020-10-24 04:17:15,499 - mmaction - INFO - Epoch [243][160/264] lr: 3.313e-03, eta: 1:49:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8222, top5_acc: 0.9358, loss_cls: 0.6874, loss: 0.6874, grad_norm: 3.3074, top1_acc/aux0: 0.7816, top5_acc/aux0: 0.9090, loss_cls/aux0: 0.8787, loss/aux0: 0.8787 2020-10-24 04:17:16,429 - mmaction - INFO - Epoch [243][160/264] lr: 3.313e-03, eta: 1:49:10, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.8222, top5_acc: 0.9358, loss_cls: 0.6874, loss: 0.6874, grad_norm: 3.2960, top1_acc/aux0: 0.7821, top5_acc/aux0: 0.9101, loss_cls/aux0: 0.8763, loss/aux0: 0.8763 2020-10-24 04:17:53,182 - mmaction - INFO - Epoch [243][180/264] lr: 3.313e-03, eta: 1:48:32, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.8208, top5_acc: 0.9319, loss_cls: 0.7037, loss: 0.7037, grad_norm: 3.2905, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.8840, loss/aux0: 0.8840 2020-10-24 04:17:54,138 - mmaction - INFO - Epoch [243][180/264] lr: 3.313e-03, eta: 1:48:33, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.8208, top5_acc: 0.9319, loss_cls: 0.7037, loss: 0.7037, grad_norm: 3.2910, top1_acc/aux0: 0.7814, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.8831, loss/aux0: 0.8831 2020-10-24 04:18:30,881 - mmaction - INFO - Epoch [243][200/264] lr: 3.313e-03, eta: 1:47:55, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.8253, top5_acc: 0.9318, loss_cls: 0.7011, loss: 0.7011, grad_norm: 3.2285, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8263, loss/aux0: 0.8263 2020-10-24 04:18:31,824 - mmaction - INFO - Epoch [243][200/264] lr: 3.313e-03, eta: 1:47:56, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.8253, top5_acc: 0.9318, loss_cls: 0.7011, loss: 0.7011, grad_norm: 3.2429, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8320, loss/aux0: 0.8320 2020-10-24 04:19:08,772 - mmaction - INFO - Epoch [243][220/264] lr: 3.313e-03, eta: 1:47:18, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.8321, top5_acc: 0.9375, loss_cls: 0.6856, loss: 0.6856, grad_norm: 3.2806, top1_acc/aux0: 0.7851, top5_acc/aux0: 0.9127, loss_cls/aux0: 0.8589, loss/aux0: 0.8589 2020-10-24 04:19:09,716 - mmaction - INFO - Epoch [243][220/264] lr: 3.313e-03, eta: 1:47:19, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.8321, top5_acc: 0.9375, loss_cls: 0.6856, loss: 0.6856, grad_norm: 3.2950, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.8624, loss/aux0: 0.8624 2020-10-24 04:19:46,661 - mmaction - INFO - Epoch [243][240/264] lr: 3.313e-03, eta: 1:46:41, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8227, top5_acc: 0.9311, loss_cls: 0.7095, loss: 0.7095, grad_norm: 3.2664, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.8782, loss/aux0: 0.8782 2020-10-24 04:19:47,606 - mmaction - INFO - Epoch [243][240/264] lr: 3.313e-03, eta: 1:46:42, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.8227, top5_acc: 0.9311, loss_cls: 0.7095, loss: 0.7095, grad_norm: 3.2544, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.8619, loss/aux0: 0.8619 2020-10-24 04:20:24,071 - mmaction - INFO - Epoch [243][260/264] lr: 3.313e-03, eta: 1:46:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.8224, top5_acc: 0.9344, loss_cls: 0.7161, loss: 0.7161, grad_norm: 3.3365, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8447, loss/aux0: 0.8447 2020-10-24 04:20:25,004 - mmaction - INFO - Epoch [243][260/264] lr: 3.313e-03, eta: 1:46:05, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.8224, top5_acc: 0.9344, loss_cls: 0.7161, loss: 0.7161, grad_norm: 3.3151, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.8512, loss/aux0: 0.8512 2020-10-24 04:26:23,417 - mmaction - INFO - Epoch [244][20/264] lr: 2.857e-03, eta: 1:45:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8321, top5_acc: 0.9405, loss_cls: 0.6739, loss: 0.6739, grad_norm: 3.2583, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8273, loss/aux0: 0.8273 2020-10-24 04:26:24,368 - mmaction - INFO - Epoch [244][20/264] lr: 2.857e-03, eta: 1:45:20, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.8321, top5_acc: 0.9405, loss_cls: 0.6739, loss: 0.6739, grad_norm: 3.2670, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8286, loss/aux0: 0.8286 2020-10-24 04:27:00,756 - mmaction - INFO - Epoch [244][40/264] lr: 2.857e-03, eta: 1:44:42, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.8273, top5_acc: 0.9356, loss_cls: 0.6816, loss: 0.6816, grad_norm: 3.3164, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8405, loss/aux0: 0.8405 2020-10-24 04:27:01,701 - mmaction - INFO - Epoch [244][40/264] lr: 2.857e-03, eta: 1:44:43, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.8273, top5_acc: 0.9356, loss_cls: 0.6816, loss: 0.6816, grad_norm: 3.3297, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8402, loss/aux0: 0.8402 2020-10-24 04:27:38,316 - mmaction - INFO - Epoch [244][60/264] lr: 2.857e-03, eta: 1:44:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8333, top5_acc: 0.9375, loss_cls: 0.6681, loss: 0.6681, grad_norm: 3.2392, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.8642, loss/aux0: 0.8642 2020-10-24 04:27:39,292 - mmaction - INFO - Epoch [244][60/264] lr: 2.857e-03, eta: 1:44:06, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.8333, top5_acc: 0.9375, loss_cls: 0.6681, loss: 0.6681, grad_norm: 3.2393, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9142, loss_cls/aux0: 0.8656, loss/aux0: 0.8656 2020-10-24 04:28:15,931 - mmaction - INFO - Epoch [244][80/264] lr: 2.857e-03, eta: 1:43:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8314, top5_acc: 0.9396, loss_cls: 0.6691, loss: 0.6691, grad_norm: 3.2514, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.8365, loss/aux0: 0.8365 2020-10-24 04:28:16,864 - mmaction - INFO - Epoch [244][80/264] lr: 2.857e-03, eta: 1:43:29, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.8314, top5_acc: 0.9396, loss_cls: 0.6691, loss: 0.6691, grad_norm: 3.2555, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.8402, loss/aux0: 0.8402 2020-10-24 04:28:53,333 - mmaction - INFO - Epoch [244][100/264] lr: 2.857e-03, eta: 1:42:51, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8326, top5_acc: 0.9363, loss_cls: 0.6814, loss: 0.6814, grad_norm: 3.2732, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8181, loss/aux0: 0.8181 2020-10-24 04:28:54,365 - mmaction - INFO - Epoch [244][100/264] lr: 2.857e-03, eta: 1:42:52, time: 0.939, data_time: 0.007, memory: 8466, top1_acc: 0.8326, top5_acc: 0.9363, loss_cls: 0.6814, loss: 0.6814, grad_norm: 3.2815, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9215, loss_cls/aux0: 0.8137, loss/aux0: 0.8137 2020-10-24 04:29:31,339 - mmaction - INFO - Epoch [244][120/264] lr: 2.857e-03, eta: 1:42:14, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.8361, top5_acc: 0.9370, loss_cls: 0.6657, loss: 0.6657, grad_norm: 3.2884, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8486, loss/aux0: 0.8486 2020-10-24 04:29:32,281 - mmaction - INFO - Epoch [244][120/264] lr: 2.857e-03, eta: 1:42:15, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.8361, top5_acc: 0.9370, loss_cls: 0.6657, loss: 0.6657, grad_norm: 3.2743, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8488, loss/aux0: 0.8488 2020-10-24 04:30:08,934 - mmaction - INFO - Epoch [244][140/264] lr: 2.857e-03, eta: 1:41:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8318, top5_acc: 0.9399, loss_cls: 0.6535, loss: 0.6535, grad_norm: 3.1555, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.8407, loss/aux0: 0.8407 2020-10-24 04:30:09,876 - mmaction - INFO - Epoch [244][140/264] lr: 2.857e-03, eta: 1:41:38, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.8318, top5_acc: 0.9399, loss_cls: 0.6535, loss: 0.6535, grad_norm: 3.1478, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.8464, loss/aux0: 0.8464 2020-10-24 04:30:46,591 - mmaction - INFO - Epoch [244][160/264] lr: 2.857e-03, eta: 1:41:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8240, top5_acc: 0.9262, loss_cls: 0.7197, loss: 0.7197, grad_norm: 3.2772, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.8546, loss/aux0: 0.8546 2020-10-24 04:30:47,540 - mmaction - INFO - Epoch [244][160/264] lr: 2.857e-03, eta: 1:41:01, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.8240, top5_acc: 0.9262, loss_cls: 0.7197, loss: 0.7197, grad_norm: 3.2790, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8515, loss/aux0: 0.8515 2020-10-24 04:31:24,169 - mmaction - INFO - Epoch [244][180/264] lr: 2.857e-03, eta: 1:40:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8333, top5_acc: 0.9339, loss_cls: 0.6712, loss: 0.6712, grad_norm: 3.1866, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.8539, loss/aux0: 0.8539 2020-10-24 04:31:25,112 - mmaction - INFO - Epoch [244][180/264] lr: 2.857e-03, eta: 1:40:24, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.8333, top5_acc: 0.9339, loss_cls: 0.6712, loss: 0.6712, grad_norm: 3.2003, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.8516, loss/aux0: 0.8516 2020-10-24 04:32:02,024 - mmaction - INFO - Epoch [244][200/264] lr: 2.857e-03, eta: 1:39:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8214, top5_acc: 0.9304, loss_cls: 0.7114, loss: 0.7114, grad_norm: 3.3739, top1_acc/aux0: 0.7814, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.8782, loss/aux0: 0.8782 2020-10-24 04:32:02,973 - mmaction - INFO - Epoch [244][200/264] lr: 2.857e-03, eta: 1:39:47, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8214, top5_acc: 0.9304, loss_cls: 0.7114, loss: 0.7114, grad_norm: 3.3504, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.8727, loss/aux0: 0.8727 2020-10-24 04:32:39,757 - mmaction - INFO - Epoch [244][220/264] lr: 2.857e-03, eta: 1:39:09, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.8285, top5_acc: 0.9378, loss_cls: 0.6865, loss: 0.6865, grad_norm: 3.3082, top1_acc/aux0: 0.7957, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8164, loss/aux0: 0.8164 2020-10-24 04:32:40,689 - mmaction - INFO - Epoch [244][220/264] lr: 2.857e-03, eta: 1:39:10, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.8285, top5_acc: 0.9378, loss_cls: 0.6865, loss: 0.6865, grad_norm: 3.3212, top1_acc/aux0: 0.7939, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.8233, loss/aux0: 0.8233 2020-10-24 04:33:17,540 - mmaction - INFO - Epoch [244][240/264] lr: 2.857e-03, eta: 1:38:32, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8122, top5_acc: 0.9314, loss_cls: 0.7250, loss: 0.7250, grad_norm: 3.2740, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8258, loss/aux0: 0.8258 2020-10-24 04:33:18,546 - mmaction - INFO - Epoch [244][240/264] lr: 2.857e-03, eta: 1:38:33, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.8122, top5_acc: 0.9314, loss_cls: 0.7250, loss: 0.7250, grad_norm: 3.2717, top1_acc/aux0: 0.7981, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8169, loss/aux0: 0.8169 2020-10-24 04:33:55,064 - mmaction - INFO - Epoch [244][260/264] lr: 2.857e-03, eta: 1:37:55, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.8299, top5_acc: 0.9372, loss_cls: 0.6714, loss: 0.6714, grad_norm: 3.2858, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.8491, loss/aux0: 0.8491 2020-10-24 04:33:55,985 - mmaction - INFO - Epoch [244][260/264] lr: 2.857e-03, eta: 1:37:56, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.8299, top5_acc: 0.9372, loss_cls: 0.6714, loss: 0.6714, grad_norm: 3.2783, top1_acc/aux0: 0.7905, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.8471, loss/aux0: 0.8471 2020-10-24 04:39:40,834 - mmaction - INFO - Epoch [245][20/264] lr: 2.435e-03, eta: 1:37:10, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.8276, top5_acc: 0.9323, loss_cls: 0.6926, loss: 0.6926, grad_norm: 3.2557, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9147, loss_cls/aux0: 0.8431, loss/aux0: 0.8431 2020-10-24 04:39:41,787 - mmaction - INFO - Epoch [245][20/264] lr: 2.435e-03, eta: 1:37:11, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.8276, top5_acc: 0.9323, loss_cls: 0.6926, loss: 0.6926, grad_norm: 3.2256, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.8381, loss/aux0: 0.8381 2020-10-24 04:40:18,040 - mmaction - INFO - Epoch [245][40/264] lr: 2.435e-03, eta: 1:36:33, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.8222, top5_acc: 0.9354, loss_cls: 0.6954, loss: 0.6954, grad_norm: 3.2706, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.7995, loss/aux0: 0.7995 2020-10-24 04:40:18,978 - mmaction - INFO - Epoch [245][40/264] lr: 2.435e-03, eta: 1:36:34, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.8222, top5_acc: 0.9354, loss_cls: 0.6954, loss: 0.6954, grad_norm: 3.2747, top1_acc/aux0: 0.7988, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8065, loss/aux0: 0.8065 2020-10-24 04:40:55,668 - mmaction - INFO - Epoch [245][60/264] lr: 2.435e-03, eta: 1:35:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8313, top5_acc: 0.9361, loss_cls: 0.6742, loss: 0.6742, grad_norm: 3.2361, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.8382, loss/aux0: 0.8382 2020-10-24 04:40:56,599 - mmaction - INFO - Epoch [245][60/264] lr: 2.435e-03, eta: 1:35:57, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8313, top5_acc: 0.9361, loss_cls: 0.6742, loss: 0.6742, grad_norm: 3.2443, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.8412, loss/aux0: 0.8412 2020-10-24 04:41:33,197 - mmaction - INFO - Epoch [245][80/264] lr: 2.435e-03, eta: 1:35:19, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8349, top5_acc: 0.9392, loss_cls: 0.6637, loss: 0.6637, grad_norm: 3.2174, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.8515, loss/aux0: 0.8515 2020-10-24 04:41:34,136 - mmaction - INFO - Epoch [245][80/264] lr: 2.435e-03, eta: 1:35:20, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.8349, top5_acc: 0.9392, loss_cls: 0.6637, loss: 0.6637, grad_norm: 3.2356, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.8474, loss/aux0: 0.8474 2020-10-24 04:42:10,954 - mmaction - INFO - Epoch [245][100/264] lr: 2.435e-03, eta: 1:34:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.8339, top5_acc: 0.9398, loss_cls: 0.6637, loss: 0.6637, grad_norm: 3.2324, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-24 04:42:11,891 - mmaction - INFO - Epoch [245][100/264] lr: 2.435e-03, eta: 1:34:43, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.8339, top5_acc: 0.9398, loss_cls: 0.6637, loss: 0.6637, grad_norm: 3.1991, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.8333, loss/aux0: 0.8333 2020-10-24 04:42:48,863 - mmaction - INFO - Epoch [245][120/264] lr: 2.435e-03, eta: 1:34:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8281, top5_acc: 0.9378, loss_cls: 0.6732, loss: 0.6732, grad_norm: 3.3322, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.8374, loss/aux0: 0.8374 2020-10-24 04:42:49,797 - mmaction - INFO - Epoch [245][120/264] lr: 2.435e-03, eta: 1:34:06, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.8281, top5_acc: 0.9378, loss_cls: 0.6732, loss: 0.6732, grad_norm: 3.3235, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8414, loss/aux0: 0.8414 2020-10-24 04:43:26,791 - mmaction - INFO - Epoch [245][140/264] lr: 2.435e-03, eta: 1:33:28, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.8318, top5_acc: 0.9398, loss_cls: 0.6489, loss: 0.6489, grad_norm: 3.3203, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.8587, loss/aux0: 0.8587 2020-10-24 04:43:27,723 - mmaction - INFO - Epoch [245][140/264] lr: 2.435e-03, eta: 1:33:29, time: 0.959, data_time: 0.001, memory: 8466, top1_acc: 0.8318, top5_acc: 0.9398, loss_cls: 0.6489, loss: 0.6489, grad_norm: 3.3267, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9165, loss_cls/aux0: 0.8515, loss/aux0: 0.8515 2020-10-24 04:44:04,432 - mmaction - INFO - Epoch [245][160/264] lr: 2.435e-03, eta: 1:32:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8295, top5_acc: 0.9380, loss_cls: 0.6833, loss: 0.6833, grad_norm: 3.3039, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.8472, loss/aux0: 0.8472 2020-10-24 04:44:05,393 - mmaction - INFO - Epoch [245][160/264] lr: 2.435e-03, eta: 1:32:52, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.8295, top5_acc: 0.9380, loss_cls: 0.6833, loss: 0.6833, grad_norm: 3.2999, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8475, loss/aux0: 0.8475 2020-10-24 04:44:42,286 - mmaction - INFO - Epoch [245][180/264] lr: 2.435e-03, eta: 1:32:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8344, top5_acc: 0.9387, loss_cls: 0.6612, loss: 0.6612, grad_norm: 3.3261, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.8552, loss/aux0: 0.8552 2020-10-24 04:44:43,232 - mmaction - INFO - Epoch [245][180/264] lr: 2.435e-03, eta: 1:32:15, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.8344, top5_acc: 0.9387, loss_cls: 0.6612, loss: 0.6612, grad_norm: 3.3026, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.8539, loss/aux0: 0.8539 2020-10-24 04:45:19,816 - mmaction - INFO - Epoch [245][200/264] lr: 2.435e-03, eta: 1:31:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8236, top5_acc: 0.9297, loss_cls: 0.7058, loss: 0.7058, grad_norm: 3.2629, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.8322, loss/aux0: 0.8322 2020-10-24 04:45:20,746 - mmaction - INFO - Epoch [245][200/264] lr: 2.435e-03, eta: 1:31:38, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.8236, top5_acc: 0.9297, loss_cls: 0.7058, loss: 0.7058, grad_norm: 3.2583, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.8323, loss/aux0: 0.8323 2020-10-24 04:45:57,548 - mmaction - INFO - Epoch [245][220/264] lr: 2.435e-03, eta: 1:31:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8306, top5_acc: 0.9405, loss_cls: 0.6648, loss: 0.6648, grad_norm: 3.3089, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9134, loss_cls/aux0: 0.8538, loss/aux0: 0.8538 2020-10-24 04:45:58,516 - mmaction - INFO - Epoch [245][220/264] lr: 2.435e-03, eta: 1:31:01, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.8306, top5_acc: 0.9405, loss_cls: 0.6648, loss: 0.6648, grad_norm: 3.3230, top1_acc/aux0: 0.7868, top5_acc/aux0: 0.9134, loss_cls/aux0: 0.8541, loss/aux0: 0.8541 2020-10-24 04:46:35,385 - mmaction - INFO - Epoch [245][240/264] lr: 2.435e-03, eta: 1:30:23, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8319, top5_acc: 0.9382, loss_cls: 0.6820, loss: 0.6820, grad_norm: 3.3942, top1_acc/aux0: 0.7934, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.8344, loss/aux0: 0.8344 2020-10-24 04:46:36,338 - mmaction - INFO - Epoch [245][240/264] lr: 2.435e-03, eta: 1:30:24, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.8319, top5_acc: 0.9382, loss_cls: 0.6820, loss: 0.6820, grad_norm: 3.3932, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.8371, loss/aux0: 0.8371 2020-10-24 04:47:13,128 - mmaction - INFO - Epoch [245][260/264] lr: 2.435e-03, eta: 1:29:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8293, top5_acc: 0.9382, loss_cls: 0.6698, loss: 0.6698, grad_norm: 3.3014, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8575, loss/aux0: 0.8575 2020-10-24 04:47:14,067 - mmaction - INFO - Epoch [245][260/264] lr: 2.435e-03, eta: 1:29:47, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8293, top5_acc: 0.9382, loss_cls: 0.6698, loss: 0.6698, grad_norm: 3.3225, top1_acc/aux0: 0.7835, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.8635, loss/aux0: 0.8635 2020-10-24 04:53:15,832 - mmaction - INFO - Epoch [246][20/264] lr: 2.047e-03, eta: 1:29:01, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.8266, top5_acc: 0.9328, loss_cls: 0.6937, loss: 0.6937, grad_norm: 3.3034, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8269, loss/aux0: 0.8269 2020-10-24 04:53:16,841 - mmaction - INFO - Epoch [246][20/264] lr: 2.047e-03, eta: 1:29:02, time: 0.929, data_time: 0.006, memory: 8466, top1_acc: 0.8266, top5_acc: 0.9328, loss_cls: 0.6937, loss: 0.6937, grad_norm: 3.2949, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8185, loss/aux0: 0.8185 2020-10-24 04:53:53,185 - mmaction - INFO - Epoch [246][40/264] lr: 2.047e-03, eta: 1:28:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8366, top5_acc: 0.9427, loss_cls: 0.6501, loss: 0.6501, grad_norm: 3.3713, top1_acc/aux0: 0.7821, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.8554, loss/aux0: 0.8554 2020-10-24 04:53:54,119 - mmaction - INFO - Epoch [246][40/264] lr: 2.047e-03, eta: 1:28:25, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.8366, top5_acc: 0.9427, loss_cls: 0.6501, loss: 0.6501, grad_norm: 3.3798, top1_acc/aux0: 0.7804, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.8630, loss/aux0: 0.8630 2020-10-24 04:54:30,671 - mmaction - INFO - Epoch [246][60/264] lr: 2.047e-03, eta: 1:27:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8297, top5_acc: 0.9335, loss_cls: 0.6760, loss: 0.6760, grad_norm: 3.2847, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.7973, loss/aux0: 0.7973 2020-10-24 04:54:31,601 - mmaction - INFO - Epoch [246][60/264] lr: 2.047e-03, eta: 1:27:48, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8297, top5_acc: 0.9335, loss_cls: 0.6760, loss: 0.6760, grad_norm: 3.2838, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.7998, loss/aux0: 0.7998 2020-10-24 04:55:08,167 - mmaction - INFO - Epoch [246][80/264] lr: 2.047e-03, eta: 1:27:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8264, top5_acc: 0.9366, loss_cls: 0.6787, loss: 0.6787, grad_norm: 3.2753, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.8401, loss/aux0: 0.8401 2020-10-24 04:55:09,112 - mmaction - INFO - Epoch [246][80/264] lr: 2.047e-03, eta: 1:27:11, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.8264, top5_acc: 0.9366, loss_cls: 0.6787, loss: 0.6787, grad_norm: 3.2853, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8438, loss/aux0: 0.8438 2020-10-24 04:55:45,780 - mmaction - INFO - Epoch [246][100/264] lr: 2.047e-03, eta: 1:26:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8363, top5_acc: 0.9406, loss_cls: 0.6519, loss: 0.6519, grad_norm: 3.2660, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8379, loss/aux0: 0.8379 2020-10-24 04:55:46,766 - mmaction - INFO - Epoch [246][100/264] lr: 2.047e-03, eta: 1:26:34, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.8363, top5_acc: 0.9406, loss_cls: 0.6519, loss: 0.6519, grad_norm: 3.2622, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8242, loss/aux0: 0.8242 2020-10-24 04:56:23,695 - mmaction - INFO - Epoch [246][120/264] lr: 2.047e-03, eta: 1:25:56, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.8307, top5_acc: 0.9372, loss_cls: 0.6669, loss: 0.6669, grad_norm: 3.3312, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.8544, loss/aux0: 0.8544 2020-10-24 04:56:24,645 - mmaction - INFO - Epoch [246][120/264] lr: 2.047e-03, eta: 1:25:57, time: 0.952, data_time: 0.004, memory: 8466, top1_acc: 0.8307, top5_acc: 0.9372, loss_cls: 0.6669, loss: 0.6669, grad_norm: 3.2923, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.8578, loss/aux0: 0.8578 2020-10-24 04:57:01,264 - mmaction - INFO - Epoch [246][140/264] lr: 2.047e-03, eta: 1:25:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8368, top5_acc: 0.9394, loss_cls: 0.6502, loss: 0.6502, grad_norm: 3.2597, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.8551, loss/aux0: 0.8551 2020-10-24 04:57:02,197 - mmaction - INFO - Epoch [246][140/264] lr: 2.047e-03, eta: 1:25:20, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.8368, top5_acc: 0.9394, loss_cls: 0.6502, loss: 0.6502, grad_norm: 3.2544, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.8577, loss/aux0: 0.8577 2020-10-24 04:57:38,968 - mmaction - INFO - Epoch [246][160/264] lr: 2.047e-03, eta: 1:24:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8307, top5_acc: 0.9401, loss_cls: 0.6691, loss: 0.6691, grad_norm: 3.3614, top1_acc/aux0: 0.7908, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.8466, loss/aux0: 0.8466 2020-10-24 04:57:39,917 - mmaction - INFO - Epoch [246][160/264] lr: 2.047e-03, eta: 1:24:43, time: 0.943, data_time: 0.005, memory: 8466, top1_acc: 0.8307, top5_acc: 0.9401, loss_cls: 0.6691, loss: 0.6691, grad_norm: 3.3613, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.8492, loss/aux0: 0.8492 2020-10-24 04:58:16,696 - mmaction - INFO - Epoch [246][180/264] lr: 2.047e-03, eta: 1:24:05, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.8314, top5_acc: 0.9389, loss_cls: 0.6584, loss: 0.6584, grad_norm: 3.2748, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.8384, loss/aux0: 0.8384 2020-10-24 04:58:17,669 - mmaction - INFO - Epoch [246][180/264] lr: 2.047e-03, eta: 1:24:06, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.8314, top5_acc: 0.9389, loss_cls: 0.6584, loss: 0.6584, grad_norm: 3.2875, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8476, loss/aux0: 0.8476 2020-10-24 04:58:54,371 - mmaction - INFO - Epoch [246][200/264] lr: 2.047e-03, eta: 1:23:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8387, top5_acc: 0.9405, loss_cls: 0.6512, loss: 0.6512, grad_norm: 3.3631, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.8518, loss/aux0: 0.8518 2020-10-24 04:58:55,319 - mmaction - INFO - Epoch [246][200/264] lr: 2.047e-03, eta: 1:23:29, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.8387, top5_acc: 0.9405, loss_cls: 0.6512, loss: 0.6512, grad_norm: 3.3593, top1_acc/aux0: 0.7908, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.8375, loss/aux0: 0.8375 2020-10-24 04:59:32,182 - mmaction - INFO - Epoch [246][220/264] lr: 2.047e-03, eta: 1:22:51, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.8288, top5_acc: 0.9314, loss_cls: 0.6901, loss: 0.6901, grad_norm: 3.3078, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8225, loss/aux0: 0.8225 2020-10-24 04:59:33,138 - mmaction - INFO - Epoch [246][220/264] lr: 2.047e-03, eta: 1:22:52, time: 0.950, data_time: 0.004, memory: 8466, top1_acc: 0.8288, top5_acc: 0.9314, loss_cls: 0.6901, loss: 0.6901, grad_norm: 3.2893, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8219, loss/aux0: 0.8219 2020-10-24 05:00:09,960 - mmaction - INFO - Epoch [246][240/264] lr: 2.047e-03, eta: 1:22:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8366, top5_acc: 0.9344, loss_cls: 0.6499, loss: 0.6499, grad_norm: 3.3011, top1_acc/aux0: 0.7908, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8407, loss/aux0: 0.8407 2020-10-24 05:00:10,989 - mmaction - INFO - Epoch [246][240/264] lr: 2.047e-03, eta: 1:22:15, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.8366, top5_acc: 0.9344, loss_cls: 0.6499, loss: 0.6499, grad_norm: 3.2711, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8434, loss/aux0: 0.8434 2020-10-24 05:00:47,455 - mmaction - INFO - Epoch [246][260/264] lr: 2.047e-03, eta: 1:21:37, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.8382, top5_acc: 0.9375, loss_cls: 0.6486, loss: 0.6486, grad_norm: 3.2553, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8082, loss/aux0: 0.8082 2020-10-24 05:00:48,373 - mmaction - INFO - Epoch [246][260/264] lr: 2.047e-03, eta: 1:21:38, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.8382, top5_acc: 0.9375, loss_cls: 0.6486, loss: 0.6486, grad_norm: 3.2331, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9248, loss_cls/aux0: 0.8100, loss/aux0: 0.8100 2020-10-24 05:06:45,836 - mmaction - INFO - Epoch [247][20/264] lr: 1.692e-03, eta: 1:20:52, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.8264, top5_acc: 0.9328, loss_cls: 0.6884, loss: 0.6884, grad_norm: 3.2739, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.8346, loss/aux0: 0.8346 2020-10-24 05:06:46,815 - mmaction - INFO - Epoch [247][20/264] lr: 1.692e-03, eta: 1:20:53, time: 0.933, data_time: 0.005, memory: 8466, top1_acc: 0.8264, top5_acc: 0.9328, loss_cls: 0.6884, loss: 0.6884, grad_norm: 3.2838, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8307, loss/aux0: 0.8307 2020-10-24 05:07:23,103 - mmaction - INFO - Epoch [247][40/264] lr: 1.692e-03, eta: 1:20:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8318, top5_acc: 0.9401, loss_cls: 0.6682, loss: 0.6682, grad_norm: 3.2701, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8161, loss/aux0: 0.8161 2020-10-24 05:07:24,042 - mmaction - INFO - Epoch [247][40/264] lr: 1.692e-03, eta: 1:20:16, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.8318, top5_acc: 0.9401, loss_cls: 0.6682, loss: 0.6682, grad_norm: 3.2455, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.8158, loss/aux0: 0.8158 2020-10-24 05:08:00,586 - mmaction - INFO - Epoch [247][60/264] lr: 1.692e-03, eta: 1:19:38, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8382, top5_acc: 0.9370, loss_cls: 0.6552, loss: 0.6552, grad_norm: 3.3445, top1_acc/aux0: 0.7957, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8298, loss/aux0: 0.8298 2020-10-24 05:08:01,556 - mmaction - INFO - Epoch [247][60/264] lr: 1.692e-03, eta: 1:19:39, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.8382, top5_acc: 0.9370, loss_cls: 0.6552, loss: 0.6552, grad_norm: 3.3360, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8400, loss/aux0: 0.8400 2020-10-24 05:08:38,165 - mmaction - INFO - Epoch [247][80/264] lr: 1.692e-03, eta: 1:19:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8363, top5_acc: 0.9366, loss_cls: 0.6543, loss: 0.6543, grad_norm: 3.2310, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.7930, loss/aux0: 0.7930 2020-10-24 05:08:39,107 - mmaction - INFO - Epoch [247][80/264] lr: 1.692e-03, eta: 1:19:02, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.8363, top5_acc: 0.9366, loss_cls: 0.6543, loss: 0.6543, grad_norm: 3.2406, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.7889, loss/aux0: 0.7889 2020-10-24 05:09:15,755 - mmaction - INFO - Epoch [247][100/264] lr: 1.692e-03, eta: 1:18:24, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8394, top5_acc: 0.9420, loss_cls: 0.6432, loss: 0.6432, grad_norm: 3.2192, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8248, loss/aux0: 0.8248 2020-10-24 05:09:16,699 - mmaction - INFO - Epoch [247][100/264] lr: 1.692e-03, eta: 1:18:25, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.8394, top5_acc: 0.9420, loss_cls: 0.6432, loss: 0.6432, grad_norm: 3.2103, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.8188, loss/aux0: 0.8188 2020-10-24 05:09:53,401 - mmaction - INFO - Epoch [247][120/264] lr: 1.692e-03, eta: 1:17:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8349, top5_acc: 0.9384, loss_cls: 0.6605, loss: 0.6605, grad_norm: 3.3736, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.8430, loss/aux0: 0.8430 2020-10-24 05:09:54,343 - mmaction - INFO - Epoch [247][120/264] lr: 1.692e-03, eta: 1:17:48, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8349, top5_acc: 0.9384, loss_cls: 0.6605, loss: 0.6605, grad_norm: 3.3706, top1_acc/aux0: 0.7866, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8485, loss/aux0: 0.8485 2020-10-24 05:10:31,403 - mmaction - INFO - Epoch [247][140/264] lr: 1.692e-03, eta: 1:17:10, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.8384, top5_acc: 0.9372, loss_cls: 0.6480, loss: 0.6480, grad_norm: 3.2952, top1_acc/aux0: 0.7882, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.8458, loss/aux0: 0.8458 2020-10-24 05:10:32,360 - mmaction - INFO - Epoch [247][140/264] lr: 1.692e-03, eta: 1:17:11, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.8384, top5_acc: 0.9372, loss_cls: 0.6480, loss: 0.6480, grad_norm: 3.3251, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.8497, loss/aux0: 0.8497 2020-10-24 05:11:09,041 - mmaction - INFO - Epoch [247][160/264] lr: 1.692e-03, eta: 1:16:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8326, top5_acc: 0.9345, loss_cls: 0.6759, loss: 0.6759, grad_norm: 3.2842, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.8102, loss/aux0: 0.8102 2020-10-24 05:11:09,984 - mmaction - INFO - Epoch [247][160/264] lr: 1.692e-03, eta: 1:16:34, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.8326, top5_acc: 0.9345, loss_cls: 0.6759, loss: 0.6759, grad_norm: 3.2841, top1_acc/aux0: 0.8019, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8051, loss/aux0: 0.8051 2020-10-24 05:11:46,621 - mmaction - INFO - Epoch [247][180/264] lr: 1.692e-03, eta: 1:15:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8408, top5_acc: 0.9411, loss_cls: 0.6309, loss: 0.6309, grad_norm: 3.2719, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.8132, loss/aux0: 0.8132 2020-10-24 05:11:47,572 - mmaction - INFO - Epoch [247][180/264] lr: 1.692e-03, eta: 1:15:57, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.8408, top5_acc: 0.9411, loss_cls: 0.6309, loss: 0.6309, grad_norm: 3.2791, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.8155, loss/aux0: 0.8155 2020-10-24 05:12:24,367 - mmaction - INFO - Epoch [247][200/264] lr: 1.692e-03, eta: 1:15:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8300, top5_acc: 0.9391, loss_cls: 0.6762, loss: 0.6762, grad_norm: 3.3637, top1_acc/aux0: 0.7988, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8168, loss/aux0: 0.8168 2020-10-24 05:12:25,348 - mmaction - INFO - Epoch [247][200/264] lr: 1.692e-03, eta: 1:15:20, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.8300, top5_acc: 0.9391, loss_cls: 0.6762, loss: 0.6762, grad_norm: 3.3328, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8126, loss/aux0: 0.8126 2020-10-24 05:13:02,112 - mmaction - INFO - Epoch [247][220/264] lr: 1.692e-03, eta: 1:14:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.8309, top5_acc: 0.9384, loss_cls: 0.6652, loss: 0.6652, grad_norm: 3.2980, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.8411, loss/aux0: 0.8411 2020-10-24 05:13:03,037 - mmaction - INFO - Epoch [247][220/264] lr: 1.692e-03, eta: 1:14:43, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.8309, top5_acc: 0.9384, loss_cls: 0.6652, loss: 0.6652, grad_norm: 3.3055, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9142, loss_cls/aux0: 0.8528, loss/aux0: 0.8528 2020-10-24 05:13:39,765 - mmaction - INFO - Epoch [247][240/264] lr: 1.692e-03, eta: 1:14:05, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8314, top5_acc: 0.9372, loss_cls: 0.6635, loss: 0.6635, grad_norm: 3.3375, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.8619, loss/aux0: 0.8619 2020-10-24 05:13:40,716 - mmaction - INFO - Epoch [247][240/264] lr: 1.692e-03, eta: 1:14:05, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.8314, top5_acc: 0.9372, loss_cls: 0.6635, loss: 0.6635, grad_norm: 3.3500, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.8568, loss/aux0: 0.8568 2020-10-24 05:14:17,269 - mmaction - INFO - Epoch [247][260/264] lr: 1.692e-03, eta: 1:13:28, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.8226, top5_acc: 0.9332, loss_cls: 0.6992, loss: 0.6992, grad_norm: 3.2999, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8349, loss/aux0: 0.8349 2020-10-24 05:14:18,189 - mmaction - INFO - Epoch [247][260/264] lr: 1.692e-03, eta: 1:13:28, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.8226, top5_acc: 0.9332, loss_cls: 0.6992, loss: 0.6992, grad_norm: 3.3267, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8337, loss/aux0: 0.8337 2020-10-24 05:20:08,794 - mmaction - INFO - Epoch [248][20/264] lr: 1.371e-03, eta: 1:12:43, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.8365, top5_acc: 0.9405, loss_cls: 0.6564, loss: 0.6564, grad_norm: 3.2628, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9183, loss_cls/aux0: 0.8202, loss/aux0: 0.8202 2020-10-24 05:20:09,740 - mmaction - INFO - Epoch [248][20/264] lr: 1.371e-03, eta: 1:12:44, time: 0.928, data_time: 0.004, memory: 8466, top1_acc: 0.8365, top5_acc: 0.9405, loss_cls: 0.6564, loss: 0.6564, grad_norm: 3.2644, top1_acc/aux0: 0.7991, top5_acc/aux0: 0.9189, loss_cls/aux0: 0.8140, loss/aux0: 0.8140 2020-10-24 05:20:46,443 - mmaction - INFO - Epoch [248][40/264] lr: 1.371e-03, eta: 1:12:06, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8373, top5_acc: 0.9429, loss_cls: 0.6440, loss: 0.6440, grad_norm: 3.2779, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.8396, loss/aux0: 0.8396 2020-10-24 05:20:47,376 - mmaction - INFO - Epoch [248][40/264] lr: 1.371e-03, eta: 1:12:07, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.8373, top5_acc: 0.9429, loss_cls: 0.6440, loss: 0.6440, grad_norm: 3.2886, top1_acc/aux0: 0.7903, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.8490, loss/aux0: 0.8490 2020-10-24 05:21:23,755 - mmaction - INFO - Epoch [248][60/264] lr: 1.371e-03, eta: 1:11:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.6490, loss: 0.6490, grad_norm: 3.3566, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.8056, loss/aux0: 0.8056 2020-10-24 05:21:24,691 - mmaction - INFO - Epoch [248][60/264] lr: 1.371e-03, eta: 1:11:30, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.6490, loss: 0.6490, grad_norm: 3.3639, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8089, loss/aux0: 0.8089 2020-10-24 05:22:01,218 - mmaction - INFO - Epoch [248][80/264] lr: 1.371e-03, eta: 1:10:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.8266, top5_acc: 0.9328, loss_cls: 0.6983, loss: 0.6983, grad_norm: 3.2716, top1_acc/aux0: 0.7905, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8390, loss/aux0: 0.8390 2020-10-24 05:22:02,153 - mmaction - INFO - Epoch [248][80/264] lr: 1.371e-03, eta: 1:10:53, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.8266, top5_acc: 0.9328, loss_cls: 0.6983, loss: 0.6983, grad_norm: 3.2531, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8253, loss/aux0: 0.8253 2020-10-24 05:22:38,856 - mmaction - INFO - Epoch [248][100/264] lr: 1.371e-03, eta: 1:10:15, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.8342, top5_acc: 0.9370, loss_cls: 0.6582, loss: 0.6582, grad_norm: 3.3141, top1_acc/aux0: 0.7998, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8081, loss/aux0: 0.8081 2020-10-24 05:22:39,823 - mmaction - INFO - Epoch [248][100/264] lr: 1.371e-03, eta: 1:10:16, time: 0.951, data_time: 0.003, memory: 8466, top1_acc: 0.8342, top5_acc: 0.9370, loss_cls: 0.6582, loss: 0.6582, grad_norm: 3.3331, top1_acc/aux0: 0.7981, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8182, loss/aux0: 0.8182 2020-10-24 05:23:16,568 - mmaction - INFO - Epoch [248][120/264] lr: 1.371e-03, eta: 1:09:38, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.8323, top5_acc: 0.9370, loss_cls: 0.6607, loss: 0.6607, grad_norm: 3.2822, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.8541, loss/aux0: 0.8541 2020-10-24 05:23:17,541 - mmaction - INFO - Epoch [248][120/264] lr: 1.371e-03, eta: 1:09:39, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.8323, top5_acc: 0.9370, loss_cls: 0.6607, loss: 0.6607, grad_norm: 3.2860, top1_acc/aux0: 0.7908, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.8530, loss/aux0: 0.8530 2020-10-24 05:23:54,206 - mmaction - INFO - Epoch [248][140/264] lr: 1.371e-03, eta: 1:09:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8408, top5_acc: 0.9339, loss_cls: 0.6559, loss: 0.6559, grad_norm: 3.3014, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9113, loss_cls/aux0: 0.8640, loss/aux0: 0.8640 2020-10-24 05:23:55,151 - mmaction - INFO - Epoch [248][140/264] lr: 1.371e-03, eta: 1:09:02, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.8408, top5_acc: 0.9339, loss_cls: 0.6559, loss: 0.6559, grad_norm: 3.3123, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9108, loss_cls/aux0: 0.8701, loss/aux0: 0.8701 2020-10-24 05:24:31,873 - mmaction - INFO - Epoch [248][160/264] lr: 1.371e-03, eta: 1:08:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8354, top5_acc: 0.9387, loss_cls: 0.6683, loss: 0.6683, grad_norm: 3.3260, top1_acc/aux0: 0.7986, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8111, loss/aux0: 0.8111 2020-10-24 05:24:32,880 - mmaction - INFO - Epoch [248][160/264] lr: 1.371e-03, eta: 1:08:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8354, top5_acc: 0.9387, loss_cls: 0.6683, loss: 0.6683, grad_norm: 3.3408, top1_acc/aux0: 0.8030, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8027, loss/aux0: 0.8027 2020-10-24 05:25:09,629 - mmaction - INFO - Epoch [248][180/264] lr: 1.371e-03, eta: 1:07:47, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8318, top5_acc: 0.9370, loss_cls: 0.6738, loss: 0.6738, grad_norm: 3.3499, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.8398, loss/aux0: 0.8398 2020-10-24 05:25:10,564 - mmaction - INFO - Epoch [248][180/264] lr: 1.371e-03, eta: 1:07:47, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.8318, top5_acc: 0.9370, loss_cls: 0.6738, loss: 0.6738, grad_norm: 3.3433, top1_acc/aux0: 0.7957, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8303, loss/aux0: 0.8303 2020-10-24 05:25:47,095 - mmaction - INFO - Epoch [248][200/264] lr: 1.371e-03, eta: 1:07:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8375, top5_acc: 0.9398, loss_cls: 0.6459, loss: 0.6459, grad_norm: 3.3456, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8126, loss/aux0: 0.8126 2020-10-24 05:25:48,056 - mmaction - INFO - Epoch [248][200/264] lr: 1.371e-03, eta: 1:07:10, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8375, top5_acc: 0.9398, loss_cls: 0.6459, loss: 0.6459, grad_norm: 3.3211, top1_acc/aux0: 0.7939, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8187, loss/aux0: 0.8187 2020-10-24 05:26:24,659 - mmaction - INFO - Epoch [248][220/264] lr: 1.371e-03, eta: 1:06:33, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8326, top5_acc: 0.9391, loss_cls: 0.6635, loss: 0.6635, grad_norm: 3.2775, top1_acc/aux0: 0.7972, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8135, loss/aux0: 0.8135 2020-10-24 05:26:25,593 - mmaction - INFO - Epoch [248][220/264] lr: 1.371e-03, eta: 1:06:33, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.8326, top5_acc: 0.9391, loss_cls: 0.6635, loss: 0.6635, grad_norm: 3.3146, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8199, loss/aux0: 0.8199 2020-10-24 05:27:02,526 - mmaction - INFO - Epoch [248][240/264] lr: 1.371e-03, eta: 1:05:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8443, top5_acc: 0.9413, loss_cls: 0.6352, loss: 0.6352, grad_norm: 3.2065, top1_acc/aux0: 0.7981, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.8249, loss/aux0: 0.8249 2020-10-24 05:27:03,470 - mmaction - INFO - Epoch [248][240/264] lr: 1.371e-03, eta: 1:05:56, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.8443, top5_acc: 0.9413, loss_cls: 0.6352, loss: 0.6352, grad_norm: 3.2098, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.8197, loss/aux0: 0.8197 2020-10-24 05:27:40,128 - mmaction - INFO - Epoch [248][260/264] lr: 1.371e-03, eta: 1:05:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8405, top5_acc: 0.9387, loss_cls: 0.6349, loss: 0.6349, grad_norm: 3.2657, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.8329, loss/aux0: 0.8329 2020-10-24 05:27:41,058 - mmaction - INFO - Epoch [248][260/264] lr: 1.371e-03, eta: 1:05:19, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.8405, top5_acc: 0.9387, loss_cls: 0.6349, loss: 0.6349, grad_norm: 3.2940, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.8408, loss/aux0: 0.8408 2020-10-24 05:29:31,959 - mmaction - INFO - Saving checkpoint at 248 epochs 2020-10-24 05:31:10,453 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-24 05:31:10,656 - mmaction - INFO - top1_acc 0.7596 top5_acc 0.9175 2020-10-24 05:31:10,656 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-24 05:31:10,701 - mmaction - INFO - mean_acc 0.7597 2020-10-24 05:31:10,701 - mmaction - INFO - Now best checkpoint is epoch_248.pth 2020-10-24 05:31:10,706 - mmaction - INFO - Epoch(val) [248][264] top1_acc: 0.7596, top5_acc: 0.9175, mean_class_accuracy: 0.7597 2020-10-24 05:34:59,103 - mmaction - INFO - Epoch [249][20/264] lr: 1.083e-03, eta: 1:04:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.8321, top5_acc: 0.9356, loss_cls: 0.6668, loss: 0.6668, grad_norm: 3.2970, top1_acc/aux0: 0.8028, top5_acc/aux0: 0.9223, loss_cls/aux0: 0.7907, loss/aux0: 0.7907 2020-10-24 05:35:00,067 - mmaction - INFO - Epoch [249][20/264] lr: 1.083e-03, eta: 1:04:35, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.8321, top5_acc: 0.9356, loss_cls: 0.6668, loss: 0.6668, grad_norm: 3.2913, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.7934, loss/aux0: 0.7934 2020-10-24 05:35:36,682 - mmaction - INFO - Epoch [249][40/264] lr: 1.083e-03, eta: 1:03:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8378, top5_acc: 0.9363, loss_cls: 0.6612, loss: 0.6612, grad_norm: 3.3205, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9189, loss_cls/aux0: 0.8201, loss/aux0: 0.8201 2020-10-24 05:35:37,632 - mmaction - INFO - Epoch [249][40/264] lr: 1.083e-03, eta: 1:03:58, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.8378, top5_acc: 0.9363, loss_cls: 0.6612, loss: 0.6612, grad_norm: 3.3269, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8162, loss/aux0: 0.8162 2020-10-24 05:36:14,082 - mmaction - INFO - Epoch [249][60/264] lr: 1.083e-03, eta: 1:03:20, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8378, top5_acc: 0.9443, loss_cls: 0.6399, loss: 0.6399, grad_norm: 3.2624, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.8266, loss/aux0: 0.8266 2020-10-24 05:36:15,016 - mmaction - INFO - Epoch [249][60/264] lr: 1.083e-03, eta: 1:03:21, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.8378, top5_acc: 0.9443, loss_cls: 0.6399, loss: 0.6399, grad_norm: 3.2759, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8321, loss/aux0: 0.8321 2020-10-24 05:36:51,673 - mmaction - INFO - Epoch [249][80/264] lr: 1.083e-03, eta: 1:02:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8366, top5_acc: 0.9347, loss_cls: 0.6714, loss: 0.6714, grad_norm: 3.3593, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8361, loss/aux0: 0.8361 2020-10-24 05:36:52,642 - mmaction - INFO - Epoch [249][80/264] lr: 1.083e-03, eta: 1:02:44, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.8366, top5_acc: 0.9347, loss_cls: 0.6714, loss: 0.6714, grad_norm: 3.3688, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8335, loss/aux0: 0.8335 2020-10-24 05:37:29,241 - mmaction - INFO - Epoch [249][100/264] lr: 1.083e-03, eta: 1:02:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8432, top5_acc: 0.9389, loss_cls: 0.6371, loss: 0.6371, grad_norm: 3.3487, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.8220, loss/aux0: 0.8220 2020-10-24 05:37:30,184 - mmaction - INFO - Epoch [249][100/264] lr: 1.083e-03, eta: 1:02:07, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.8432, top5_acc: 0.9389, loss_cls: 0.6371, loss: 0.6371, grad_norm: 3.3340, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8177, loss/aux0: 0.8177 2020-10-24 05:38:07,096 - mmaction - INFO - Epoch [249][120/264] lr: 1.083e-03, eta: 1:01:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8332, top5_acc: 0.9368, loss_cls: 0.6705, loss: 0.6705, grad_norm: 3.3109, top1_acc/aux0: 0.8030, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.7970, loss/aux0: 0.7970 2020-10-24 05:38:08,035 - mmaction - INFO - Epoch [249][120/264] lr: 1.083e-03, eta: 1:01:30, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.8332, top5_acc: 0.9368, loss_cls: 0.6705, loss: 0.6705, grad_norm: 3.3134, top1_acc/aux0: 0.8019, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8029, loss/aux0: 0.8029 2020-10-24 05:38:44,743 - mmaction - INFO - Epoch [249][140/264] lr: 1.083e-03, eta: 1:00:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8385, top5_acc: 0.9403, loss_cls: 0.6412, loss: 0.6412, grad_norm: 3.2851, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8192, loss/aux0: 0.8192 2020-10-24 05:38:45,673 - mmaction - INFO - Epoch [249][140/264] lr: 1.083e-03, eta: 1:00:52, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.8385, top5_acc: 0.9403, loss_cls: 0.6412, loss: 0.6412, grad_norm: 3.2795, top1_acc/aux0: 0.7967, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8129, loss/aux0: 0.8129 2020-10-24 05:39:22,280 - mmaction - INFO - Epoch [249][160/264] lr: 1.083e-03, eta: 1:00:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8543, top5_acc: 0.9491, loss_cls: 0.5824, loss: 0.5824, grad_norm: 3.2633, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.8492, loss/aux0: 0.8492 2020-10-24 05:39:23,254 - mmaction - INFO - Epoch [249][160/264] lr: 1.083e-03, eta: 1:00:15, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.8543, top5_acc: 0.9491, loss_cls: 0.5824, loss: 0.5824, grad_norm: 3.2326, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.8546, loss/aux0: 0.8546 2020-10-24 05:39:59,982 - mmaction - INFO - Epoch [249][180/264] lr: 1.083e-03, eta: 0:59:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8373, top5_acc: 0.9434, loss_cls: 0.6192, loss: 0.6192, grad_norm: 3.2914, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.8210, loss/aux0: 0.8210 2020-10-24 05:40:00,913 - mmaction - INFO - Epoch [249][180/264] lr: 1.083e-03, eta: 0:59:38, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.8373, top5_acc: 0.9434, loss_cls: 0.6192, loss: 0.6192, grad_norm: 3.3132, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.8219, loss/aux0: 0.8219 2020-10-24 05:40:37,758 - mmaction - INFO - Epoch [249][200/264] lr: 1.083e-03, eta: 0:59:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8328, top5_acc: 0.9347, loss_cls: 0.6663, loss: 0.6663, grad_norm: 3.2815, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.7947, loss/aux0: 0.7947 2020-10-24 05:40:38,696 - mmaction - INFO - Epoch [249][200/264] lr: 1.083e-03, eta: 0:59:01, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.8328, top5_acc: 0.9347, loss_cls: 0.6663, loss: 0.6663, grad_norm: 3.2761, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.7922, loss/aux0: 0.7922 2020-10-24 05:41:15,387 - mmaction - INFO - Epoch [249][220/264] lr: 1.083e-03, eta: 0:58:24, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8411, top5_acc: 0.9405, loss_cls: 0.6514, loss: 0.6514, grad_norm: 3.3650, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8129, loss/aux0: 0.8129 2020-10-24 05:41:16,328 - mmaction - INFO - Epoch [249][220/264] lr: 1.083e-03, eta: 0:58:24, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.8411, top5_acc: 0.9405, loss_cls: 0.6514, loss: 0.6514, grad_norm: 3.3891, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8169, loss/aux0: 0.8169 2020-10-24 05:41:52,951 - mmaction - INFO - Epoch [249][240/264] lr: 1.083e-03, eta: 0:57:47, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8345, top5_acc: 0.9408, loss_cls: 0.6686, loss: 0.6686, grad_norm: 3.3682, top1_acc/aux0: 0.8019, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.7907, loss/aux0: 0.7907 2020-10-24 05:41:53,891 - mmaction - INFO - Epoch [249][240/264] lr: 1.083e-03, eta: 0:57:47, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.8345, top5_acc: 0.9408, loss_cls: 0.6686, loss: 0.6686, grad_norm: 3.3543, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.7788, loss/aux0: 0.7788 2020-10-24 05:42:30,754 - mmaction - INFO - Epoch [249][260/264] lr: 1.083e-03, eta: 0:57:10, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.8363, top5_acc: 0.9389, loss_cls: 0.6526, loss: 0.6526, grad_norm: 3.3542, top1_acc/aux0: 0.8002, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.7990, loss/aux0: 0.7990 2020-10-24 05:42:31,674 - mmaction - INFO - Epoch [249][260/264] lr: 1.083e-03, eta: 0:57:10, time: 0.925, data_time: 0.001, memory: 8466, top1_acc: 0.8363, top5_acc: 0.9389, loss_cls: 0.6526, loss: 0.6526, grad_norm: 3.3436, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8062, loss/aux0: 0.8062 2020-10-24 05:48:42,068 - mmaction - INFO - Epoch [250][20/264] lr: 8.297e-04, eta: 0:56:25, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.8356, top5_acc: 0.9378, loss_cls: 0.6590, loss: 0.6590, grad_norm: 3.3451, top1_acc/aux0: 0.7933, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8209, loss/aux0: 0.8209 2020-10-24 05:48:43,039 - mmaction - INFO - Epoch [250][20/264] lr: 8.297e-04, eta: 0:56:26, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.8356, top5_acc: 0.9378, loss_cls: 0.6590, loss: 0.6590, grad_norm: 3.3183, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8150, loss/aux0: 0.8150 2020-10-24 05:49:19,567 - mmaction - INFO - Epoch [250][40/264] lr: 8.297e-04, eta: 0:55:48, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.8370, top5_acc: 0.9399, loss_cls: 0.6391, loss: 0.6391, grad_norm: 3.3605, top1_acc/aux0: 0.8017, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7888, loss/aux0: 0.7888 2020-10-24 05:49:20,499 - mmaction - INFO - Epoch [250][40/264] lr: 8.297e-04, eta: 0:55:49, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.8370, top5_acc: 0.9399, loss_cls: 0.6391, loss: 0.6391, grad_norm: 3.3817, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.7936, loss/aux0: 0.7936 2020-10-24 05:49:56,815 - mmaction - INFO - Epoch [250][60/264] lr: 8.297e-04, eta: 0:55:11, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.8394, top5_acc: 0.9411, loss_cls: 0.6391, loss: 0.6391, grad_norm: 3.2758, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8080, loss/aux0: 0.8080 2020-10-24 05:49:57,764 - mmaction - INFO - Epoch [250][60/264] lr: 8.297e-04, eta: 0:55:12, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.8394, top5_acc: 0.9411, loss_cls: 0.6391, loss: 0.6391, grad_norm: 3.2874, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8153, loss/aux0: 0.8153 2020-10-24 05:50:34,372 - mmaction - INFO - Epoch [250][80/264] lr: 8.297e-04, eta: 0:54:34, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8477, top5_acc: 0.9406, loss_cls: 0.6138, loss: 0.6138, grad_norm: 3.3296, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8160, loss/aux0: 0.8160 2020-10-24 05:50:35,310 - mmaction - INFO - Epoch [250][80/264] lr: 8.297e-04, eta: 0:54:34, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.8477, top5_acc: 0.9406, loss_cls: 0.6138, loss: 0.6138, grad_norm: 3.3039, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8070, loss/aux0: 0.8070 2020-10-24 05:51:12,109 - mmaction - INFO - Epoch [250][100/264] lr: 8.297e-04, eta: 0:53:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8472, top5_acc: 0.9467, loss_cls: 0.6157, loss: 0.6157, grad_norm: 3.3281, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.8044, loss/aux0: 0.8044 2020-10-24 05:51:13,095 - mmaction - INFO - Epoch [250][100/264] lr: 8.297e-04, eta: 0:53:57, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.8472, top5_acc: 0.9467, loss_cls: 0.6157, loss: 0.6157, grad_norm: 3.3080, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9212, loss_cls/aux0: 0.8011, loss/aux0: 0.8011 2020-10-24 05:51:49,701 - mmaction - INFO - Epoch [250][120/264] lr: 8.297e-04, eta: 0:53:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8467, top5_acc: 0.9418, loss_cls: 0.6262, loss: 0.6262, grad_norm: 3.2426, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8036, loss/aux0: 0.8036 2020-10-24 05:51:50,652 - mmaction - INFO - Epoch [250][120/264] lr: 8.297e-04, eta: 0:53:20, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.8467, top5_acc: 0.9418, loss_cls: 0.6262, loss: 0.6262, grad_norm: 3.2357, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8088, loss/aux0: 0.8088 2020-10-24 05:52:27,480 - mmaction - INFO - Epoch [250][140/264] lr: 8.297e-04, eta: 0:52:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8321, top5_acc: 0.9392, loss_cls: 0.6570, loss: 0.6570, grad_norm: 3.3529, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8262, loss/aux0: 0.8262 2020-10-24 05:52:28,430 - mmaction - INFO - Epoch [250][140/264] lr: 8.297e-04, eta: 0:52:43, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.8321, top5_acc: 0.9392, loss_cls: 0.6570, loss: 0.6570, grad_norm: 3.3532, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.8290, loss/aux0: 0.8290 2020-10-24 05:53:05,372 - mmaction - INFO - Epoch [250][160/264] lr: 8.297e-04, eta: 0:52:06, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.8382, top5_acc: 0.9366, loss_cls: 0.6500, loss: 0.6500, grad_norm: 3.3505, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.8288, loss/aux0: 0.8288 2020-10-24 05:53:06,332 - mmaction - INFO - Epoch [250][160/264] lr: 8.297e-04, eta: 0:52:06, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.8382, top5_acc: 0.9366, loss_cls: 0.6500, loss: 0.6500, grad_norm: 3.3520, top1_acc/aux0: 0.7986, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.8246, loss/aux0: 0.8246 2020-10-24 05:53:43,012 - mmaction - INFO - Epoch [250][180/264] lr: 8.297e-04, eta: 0:51:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8352, top5_acc: 0.9366, loss_cls: 0.6635, loss: 0.6635, grad_norm: 3.3938, top1_acc/aux0: 0.7889, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.8521, loss/aux0: 0.8521 2020-10-24 05:53:43,967 - mmaction - INFO - Epoch [250][180/264] lr: 8.297e-04, eta: 0:51:29, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8352, top5_acc: 0.9366, loss_cls: 0.6635, loss: 0.6635, grad_norm: 3.3830, top1_acc/aux0: 0.7866, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.8565, loss/aux0: 0.8565 2020-10-24 05:54:20,755 - mmaction - INFO - Epoch [250][200/264] lr: 8.297e-04, eta: 0:50:52, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.8293, top5_acc: 0.9328, loss_cls: 0.6847, loss: 0.6847, grad_norm: 3.3654, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9189, loss_cls/aux0: 0.8190, loss/aux0: 0.8190 2020-10-24 05:54:21,700 - mmaction - INFO - Epoch [250][200/264] lr: 8.297e-04, eta: 0:50:52, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.8293, top5_acc: 0.9328, loss_cls: 0.6847, loss: 0.6847, grad_norm: 3.3644, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8124, loss/aux0: 0.8124 2020-10-24 05:54:58,370 - mmaction - INFO - Epoch [250][220/264] lr: 8.297e-04, eta: 0:50:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8392, top5_acc: 0.9415, loss_cls: 0.6352, loss: 0.6352, grad_norm: 3.3536, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.7767, loss/aux0: 0.7767 2020-10-24 05:54:59,320 - mmaction - INFO - Epoch [250][220/264] lr: 8.297e-04, eta: 0:50:15, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.8392, top5_acc: 0.9415, loss_cls: 0.6352, loss: 0.6352, grad_norm: 3.3792, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.7800, loss/aux0: 0.7800 2020-10-24 05:55:35,969 - mmaction - INFO - Epoch [250][240/264] lr: 8.297e-04, eta: 0:49:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8458, top5_acc: 0.9432, loss_cls: 0.6159, loss: 0.6159, grad_norm: 3.2389, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.7871, loss/aux0: 0.7871 2020-10-24 05:55:36,916 - mmaction - INFO - Epoch [250][240/264] lr: 8.297e-04, eta: 0:49:38, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.8458, top5_acc: 0.9432, loss_cls: 0.6159, loss: 0.6159, grad_norm: 3.2360, top1_acc/aux0: 0.8002, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.7876, loss/aux0: 0.7876 2020-10-24 05:56:13,602 - mmaction - INFO - Epoch [250][260/264] lr: 8.297e-04, eta: 0:49:01, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8396, top5_acc: 0.9420, loss_cls: 0.6497, loss: 0.6497, grad_norm: 3.3395, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8055, loss/aux0: 0.8055 2020-10-24 05:56:14,518 - mmaction - INFO - Epoch [250][260/264] lr: 8.297e-04, eta: 0:49:01, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.8396, top5_acc: 0.9420, loss_cls: 0.6497, loss: 0.6497, grad_norm: 3.3423, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8022, loss/aux0: 0.8022 2020-10-24 06:02:36,218 - mmaction - INFO - Epoch [251][20/264] lr: 6.096e-04, eta: 0:48:16, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.8446, top5_acc: 0.9424, loss_cls: 0.6149, loss: 0.6149, grad_norm: 3.2860, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8089, loss/aux0: 0.8089 2020-10-24 06:02:37,190 - mmaction - INFO - Epoch [251][20/264] lr: 6.096e-04, eta: 0:48:17, time: 0.926, data_time: 0.004, memory: 8466, top1_acc: 0.8446, top5_acc: 0.9424, loss_cls: 0.6149, loss: 0.6149, grad_norm: 3.2923, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8053, loss/aux0: 0.8053 2020-10-24 06:03:13,702 - mmaction - INFO - Epoch [251][40/264] lr: 6.096e-04, eta: 0:47:39, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8372, top5_acc: 0.9417, loss_cls: 0.6312, loss: 0.6312, grad_norm: 3.3289, top1_acc/aux0: 0.7991, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.8025, loss/aux0: 0.8025 2020-10-24 06:03:14,629 - mmaction - INFO - Epoch [251][40/264] lr: 6.096e-04, eta: 0:47:40, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.8372, top5_acc: 0.9417, loss_cls: 0.6312, loss: 0.6312, grad_norm: 3.3263, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8030, loss/aux0: 0.8030 2020-10-24 06:03:51,056 - mmaction - INFO - Epoch [251][60/264] lr: 6.096e-04, eta: 0:47:02, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.8328, top5_acc: 0.9342, loss_cls: 0.6695, loss: 0.6695, grad_norm: 3.3287, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.7886, loss/aux0: 0.7886 2020-10-24 06:03:51,990 - mmaction - INFO - Epoch [251][60/264] lr: 6.096e-04, eta: 0:47:02, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.8328, top5_acc: 0.9342, loss_cls: 0.6695, loss: 0.6695, grad_norm: 3.3214, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.7989, loss/aux0: 0.7989 2020-10-24 06:04:28,549 - mmaction - INFO - Epoch [251][80/264] lr: 6.096e-04, eta: 0:46:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8403, top5_acc: 0.9408, loss_cls: 0.6282, loss: 0.6282, grad_norm: 3.3328, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.8208, loss/aux0: 0.8208 2020-10-24 06:04:29,483 - mmaction - INFO - Epoch [251][80/264] lr: 6.096e-04, eta: 0:46:25, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.8403, top5_acc: 0.9408, loss_cls: 0.6282, loss: 0.6282, grad_norm: 3.3520, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.8159, loss/aux0: 0.8159 2020-10-24 06:05:06,253 - mmaction - INFO - Epoch [251][100/264] lr: 6.096e-04, eta: 0:45:48, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8311, top5_acc: 0.9358, loss_cls: 0.6641, loss: 0.6641, grad_norm: 3.3304, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8211, loss/aux0: 0.8211 2020-10-24 06:05:07,239 - mmaction - INFO - Epoch [251][100/264] lr: 6.096e-04, eta: 0:45:48, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.8311, top5_acc: 0.9358, loss_cls: 0.6641, loss: 0.6641, grad_norm: 3.3285, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.8144, loss/aux0: 0.8144 2020-10-24 06:05:44,014 - mmaction - INFO - Epoch [251][120/264] lr: 6.096e-04, eta: 0:45:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8411, top5_acc: 0.9417, loss_cls: 0.6332, loss: 0.6332, grad_norm: 3.3294, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8029, loss/aux0: 0.8029 2020-10-24 06:05:44,947 - mmaction - INFO - Epoch [251][120/264] lr: 6.096e-04, eta: 0:45:11, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.8411, top5_acc: 0.9417, loss_cls: 0.6332, loss: 0.6332, grad_norm: 3.3197, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8057, loss/aux0: 0.8057 2020-10-24 06:06:21,460 - mmaction - INFO - Epoch [251][140/264] lr: 6.096e-04, eta: 0:44:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8359, top5_acc: 0.9417, loss_cls: 0.6573, loss: 0.6573, grad_norm: 3.3670, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8109, loss/aux0: 0.8109 2020-10-24 06:06:22,410 - mmaction - INFO - Epoch [251][140/264] lr: 6.096e-04, eta: 0:44:34, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8359, top5_acc: 0.9417, loss_cls: 0.6573, loss: 0.6573, grad_norm: 3.3709, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8142, loss/aux0: 0.8142 2020-10-24 06:06:59,259 - mmaction - INFO - Epoch [251][160/264] lr: 6.096e-04, eta: 0:43:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8333, top5_acc: 0.9403, loss_cls: 0.6552, loss: 0.6552, grad_norm: 3.3472, top1_acc/aux0: 0.7998, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.8186, loss/aux0: 0.8186 2020-10-24 06:07:00,197 - mmaction - INFO - Epoch [251][160/264] lr: 6.096e-04, eta: 0:43:57, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.8333, top5_acc: 0.9403, loss_cls: 0.6552, loss: 0.6552, grad_norm: 3.3470, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8202, loss/aux0: 0.8202 2020-10-24 06:07:36,794 - mmaction - INFO - Epoch [251][180/264] lr: 6.096e-04, eta: 0:43:20, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8410, top5_acc: 0.9413, loss_cls: 0.6349, loss: 0.6349, grad_norm: 3.2722, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8043, loss/aux0: 0.8043 2020-10-24 06:07:37,741 - mmaction - INFO - Epoch [251][180/264] lr: 6.096e-04, eta: 0:43:20, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.8410, top5_acc: 0.9413, loss_cls: 0.6349, loss: 0.6349, grad_norm: 3.2831, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.7995, loss/aux0: 0.7995 2020-10-24 06:08:14,387 - mmaction - INFO - Epoch [251][200/264] lr: 6.096e-04, eta: 0:42:43, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8377, top5_acc: 0.9436, loss_cls: 0.6317, loss: 0.6317, grad_norm: 3.3020, top1_acc/aux0: 0.8035, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.7845, loss/aux0: 0.7845 2020-10-24 06:08:15,337 - mmaction - INFO - Epoch [251][200/264] lr: 6.096e-04, eta: 0:42:43, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.8377, top5_acc: 0.9436, loss_cls: 0.6317, loss: 0.6317, grad_norm: 3.2945, top1_acc/aux0: 0.8045, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.7839, loss/aux0: 0.7839 2020-10-24 06:08:51,981 - mmaction - INFO - Epoch [251][220/264] lr: 6.096e-04, eta: 0:42:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8455, top5_acc: 0.9392, loss_cls: 0.6345, loss: 0.6345, grad_norm: 3.3234, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8089, loss/aux0: 0.8089 2020-10-24 06:08:52,925 - mmaction - INFO - Epoch [251][220/264] lr: 6.096e-04, eta: 0:42:06, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8455, top5_acc: 0.9392, loss_cls: 0.6345, loss: 0.6345, grad_norm: 3.3153, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8086, loss/aux0: 0.8086 2020-10-24 06:09:29,626 - mmaction - INFO - Epoch [251][240/264] lr: 6.096e-04, eta: 0:41:29, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.8274, top5_acc: 0.9337, loss_cls: 0.6824, loss: 0.6824, grad_norm: 3.3668, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9215, loss_cls/aux0: 0.8191, loss/aux0: 0.8191 2020-10-24 06:09:30,617 - mmaction - INFO - Epoch [251][240/264] lr: 6.096e-04, eta: 0:41:29, time: 0.935, data_time: 0.005, memory: 8466, top1_acc: 0.8274, top5_acc: 0.9337, loss_cls: 0.6824, loss: 0.6824, grad_norm: 3.3679, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8181, loss/aux0: 0.8181 2020-10-24 06:10:07,209 - mmaction - INFO - Epoch [251][260/264] lr: 6.096e-04, eta: 0:40:52, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.8340, top5_acc: 0.9380, loss_cls: 0.6505, loss: 0.6505, grad_norm: 3.4045, top1_acc/aux0: 0.8033, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.7915, loss/aux0: 0.7915 2020-10-24 06:10:08,130 - mmaction - INFO - Epoch [251][260/264] lr: 6.096e-04, eta: 0:40:52, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.8340, top5_acc: 0.9380, loss_cls: 0.6505, loss: 0.6505, grad_norm: 3.4232, top1_acc/aux0: 0.8002, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8015, loss/aux0: 0.8015 2020-10-24 06:16:17,293 - mmaction - INFO - Epoch [252][20/264] lr: 4.234e-04, eta: 0:40:07, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.8420, top5_acc: 0.9401, loss_cls: 0.6280, loss: 0.6280, grad_norm: 3.3589, top1_acc/aux0: 0.7939, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.8351, loss/aux0: 0.8351 2020-10-24 06:16:18,264 - mmaction - INFO - Epoch [252][20/264] lr: 4.234e-04, eta: 0:40:08, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.8420, top5_acc: 0.9401, loss_cls: 0.6280, loss: 0.6280, grad_norm: 3.3860, top1_acc/aux0: 0.7934, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.8346, loss/aux0: 0.8346 2020-10-24 06:16:54,671 - mmaction - INFO - Epoch [252][40/264] lr: 4.234e-04, eta: 0:39:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8514, top5_acc: 0.9425, loss_cls: 0.6276, loss: 0.6276, grad_norm: 3.3132, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.7866, loss/aux0: 0.7866 2020-10-24 06:16:55,602 - mmaction - INFO - Epoch [252][40/264] lr: 4.234e-04, eta: 0:39:30, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.8514, top5_acc: 0.9425, loss_cls: 0.6276, loss: 0.6276, grad_norm: 3.3037, top1_acc/aux0: 0.8155, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.7848, loss/aux0: 0.7848 2020-10-24 06:17:32,010 - mmaction - INFO - Epoch [252][60/264] lr: 4.234e-04, eta: 0:38:53, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.8392, top5_acc: 0.9385, loss_cls: 0.6388, loss: 0.6388, grad_norm: 3.3031, top1_acc/aux0: 0.8056, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.7833, loss/aux0: 0.7833 2020-10-24 06:17:32,944 - mmaction - INFO - Epoch [252][60/264] lr: 4.234e-04, eta: 0:38:53, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.8392, top5_acc: 0.9385, loss_cls: 0.6388, loss: 0.6388, grad_norm: 3.3361, top1_acc/aux0: 0.8035, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.7890, loss/aux0: 0.7890 2020-10-24 06:18:09,571 - mmaction - INFO - Epoch [252][80/264] lr: 4.234e-04, eta: 0:38:16, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8384, top5_acc: 0.9431, loss_cls: 0.6410, loss: 0.6410, grad_norm: 3.3374, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8081, loss/aux0: 0.8081 2020-10-24 06:18:10,508 - mmaction - INFO - Epoch [252][80/264] lr: 4.234e-04, eta: 0:38:16, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.8384, top5_acc: 0.9431, loss_cls: 0.6410, loss: 0.6410, grad_norm: 3.3188, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.7962, loss/aux0: 0.7962 2020-10-24 06:18:47,136 - mmaction - INFO - Epoch [252][100/264] lr: 4.234e-04, eta: 0:37:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8403, top5_acc: 0.9417, loss_cls: 0.6223, loss: 0.6223, grad_norm: 3.2789, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8122, loss/aux0: 0.8122 2020-10-24 06:18:48,072 - mmaction - INFO - Epoch [252][100/264] lr: 4.234e-04, eta: 0:37:39, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8403, top5_acc: 0.9417, loss_cls: 0.6223, loss: 0.6223, grad_norm: 3.3033, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8161, loss/aux0: 0.8161 2020-10-24 06:19:24,853 - mmaction - INFO - Epoch [252][120/264] lr: 4.234e-04, eta: 0:37:02, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8316, top5_acc: 0.9432, loss_cls: 0.6456, loss: 0.6456, grad_norm: 3.3709, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-24 06:19:25,790 - mmaction - INFO - Epoch [252][120/264] lr: 4.234e-04, eta: 0:37:02, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.8316, top5_acc: 0.9432, loss_cls: 0.6456, loss: 0.6456, grad_norm: 3.3493, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9189, loss_cls/aux0: 0.8344, loss/aux0: 0.8344 2020-10-24 06:20:02,541 - mmaction - INFO - Epoch [252][140/264] lr: 4.234e-04, eta: 0:36:25, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.8427, top5_acc: 0.9451, loss_cls: 0.6126, loss: 0.6126, grad_norm: 3.3581, top1_acc/aux0: 0.8019, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.8042, loss/aux0: 0.8042 2020-10-24 06:20:03,485 - mmaction - INFO - Epoch [252][140/264] lr: 4.234e-04, eta: 0:36:25, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.8427, top5_acc: 0.9451, loss_cls: 0.6126, loss: 0.6126, grad_norm: 3.3613, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8047, loss/aux0: 0.8047 2020-10-24 06:20:40,354 - mmaction - INFO - Epoch [252][160/264] lr: 4.234e-04, eta: 0:35:48, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8387, top5_acc: 0.9411, loss_cls: 0.6257, loss: 0.6257, grad_norm: 3.3101, top1_acc/aux0: 0.7988, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8297, loss/aux0: 0.8297 2020-10-24 06:20:41,304 - mmaction - INFO - Epoch [252][160/264] lr: 4.234e-04, eta: 0:35:48, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.8387, top5_acc: 0.9411, loss_cls: 0.6257, loss: 0.6257, grad_norm: 3.3121, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.8315, loss/aux0: 0.8315 2020-10-24 06:21:17,878 - mmaction - INFO - Epoch [252][180/264] lr: 4.234e-04, eta: 0:35:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8340, top5_acc: 0.9391, loss_cls: 0.6427, loss: 0.6427, grad_norm: 3.3491, top1_acc/aux0: 0.7991, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.7800, loss/aux0: 0.7800 2020-10-24 06:21:18,805 - mmaction - INFO - Epoch [252][180/264] lr: 4.234e-04, eta: 0:35:11, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.8340, top5_acc: 0.9391, loss_cls: 0.6427, loss: 0.6427, grad_norm: 3.3394, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.7879, loss/aux0: 0.7879 2020-10-24 06:21:55,443 - mmaction - INFO - Epoch [252][200/264] lr: 4.234e-04, eta: 0:34:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8309, top5_acc: 0.9366, loss_cls: 0.6718, loss: 0.6718, grad_norm: 3.3336, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.8250, loss/aux0: 0.8250 2020-10-24 06:21:56,376 - mmaction - INFO - Epoch [252][200/264] lr: 4.234e-04, eta: 0:34:34, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.8309, top5_acc: 0.9366, loss_cls: 0.6718, loss: 0.6718, grad_norm: 3.3235, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8110, loss/aux0: 0.8110 2020-10-24 06:22:33,146 - mmaction - INFO - Epoch [252][220/264] lr: 4.234e-04, eta: 0:33:57, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.8405, top5_acc: 0.9384, loss_cls: 0.6384, loss: 0.6384, grad_norm: 3.2859, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.7858, loss/aux0: 0.7858 2020-10-24 06:22:34,128 - mmaction - INFO - Epoch [252][220/264] lr: 4.234e-04, eta: 0:33:57, time: 0.953, data_time: 0.004, memory: 8466, top1_acc: 0.8405, top5_acc: 0.9384, loss_cls: 0.6384, loss: 0.6384, grad_norm: 3.2872, top1_acc/aux0: 0.8059, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.7896, loss/aux0: 0.7896 2020-10-24 06:23:10,722 - mmaction - INFO - Epoch [252][240/264] lr: 4.234e-04, eta: 0:33:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8375, top5_acc: 0.9389, loss_cls: 0.6444, loss: 0.6444, grad_norm: 3.3253, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.7763, loss/aux0: 0.7763 2020-10-24 06:23:11,728 - mmaction - INFO - Epoch [252][240/264] lr: 4.234e-04, eta: 0:33:20, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.8375, top5_acc: 0.9389, loss_cls: 0.6444, loss: 0.6444, grad_norm: 3.3262, top1_acc/aux0: 0.8087, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.7829, loss/aux0: 0.7829 2020-10-24 06:23:48,208 - mmaction - INFO - Epoch [252][260/264] lr: 4.234e-04, eta: 0:32:43, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.8352, top5_acc: 0.9392, loss_cls: 0.6543, loss: 0.6543, grad_norm: 3.2816, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8010, loss/aux0: 0.8010 2020-10-24 06:23:49,175 - mmaction - INFO - Epoch [252][260/264] lr: 4.234e-04, eta: 0:32:43, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.8352, top5_acc: 0.9392, loss_cls: 0.6543, loss: 0.6543, grad_norm: 3.2964, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.7940, loss/aux0: 0.7940 2020-10-24 06:30:03,666 - mmaction - INFO - Epoch [253][20/264] lr: 2.710e-04, eta: 0:31:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.8411, top5_acc: 0.9431, loss_cls: 0.6223, loss: 0.6223, grad_norm: 3.3393, top1_acc/aux0: 0.8006, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.7956, loss/aux0: 0.7956 2020-10-24 06:30:04,639 - mmaction - INFO - Epoch [253][20/264] lr: 2.710e-04, eta: 0:31:58, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.8411, top5_acc: 0.9431, loss_cls: 0.6223, loss: 0.6223, grad_norm: 3.3145, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.7982, loss/aux0: 0.7982 2020-10-24 06:30:41,115 - mmaction - INFO - Epoch [253][40/264] lr: 2.710e-04, eta: 0:31:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8436, top5_acc: 0.9448, loss_cls: 0.6171, loss: 0.6171, grad_norm: 3.2928, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.7856, loss/aux0: 0.7856 2020-10-24 06:30:42,058 - mmaction - INFO - Epoch [253][40/264] lr: 2.710e-04, eta: 0:31:21, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.8436, top5_acc: 0.9448, loss_cls: 0.6171, loss: 0.6171, grad_norm: 3.2685, top1_acc/aux0: 0.8080, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7739, loss/aux0: 0.7739 2020-10-24 06:31:18,575 - mmaction - INFO - Epoch [253][60/264] lr: 2.710e-04, eta: 0:30:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8403, top5_acc: 0.9399, loss_cls: 0.6316, loss: 0.6316, grad_norm: 3.2478, top1_acc/aux0: 0.8189, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7449, loss/aux0: 0.7449 2020-10-24 06:31:19,510 - mmaction - INFO - Epoch [253][60/264] lr: 2.710e-04, eta: 0:30:44, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.8403, top5_acc: 0.9399, loss_cls: 0.6316, loss: 0.6316, grad_norm: 3.2688, top1_acc/aux0: 0.8163, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.7567, loss/aux0: 0.7567 2020-10-24 06:31:56,337 - mmaction - INFO - Epoch [253][80/264] lr: 2.710e-04, eta: 0:30:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8424, top5_acc: 0.9436, loss_cls: 0.6287, loss: 0.6287, grad_norm: 3.3196, top1_acc/aux0: 0.8030, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.7898, loss/aux0: 0.7898 2020-10-24 06:31:57,283 - mmaction - INFO - Epoch [253][80/264] lr: 2.710e-04, eta: 0:30:07, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.8424, top5_acc: 0.9436, loss_cls: 0.6287, loss: 0.6287, grad_norm: 3.2990, top1_acc/aux0: 0.8040, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.7802, loss/aux0: 0.7802 2020-10-24 06:32:34,099 - mmaction - INFO - Epoch [253][100/264] lr: 2.710e-04, eta: 0:29:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8344, top5_acc: 0.9394, loss_cls: 0.6530, loss: 0.6530, grad_norm: 3.3025, top1_acc/aux0: 0.8071, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7682, loss/aux0: 0.7682 2020-10-24 06:32:35,040 - mmaction - INFO - Epoch [253][100/264] lr: 2.710e-04, eta: 0:29:30, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.8344, top5_acc: 0.9394, loss_cls: 0.6530, loss: 0.6530, grad_norm: 3.2820, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9248, loss_cls/aux0: 0.7775, loss/aux0: 0.7775 2020-10-24 06:33:11,862 - mmaction - INFO - Epoch [253][120/264] lr: 2.710e-04, eta: 0:28:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8382, top5_acc: 0.9377, loss_cls: 0.6411, loss: 0.6411, grad_norm: 3.3701, top1_acc/aux0: 0.7991, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8046, loss/aux0: 0.8046 2020-10-24 06:33:12,796 - mmaction - INFO - Epoch [253][120/264] lr: 2.710e-04, eta: 0:28:53, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.8382, top5_acc: 0.9377, loss_cls: 0.6411, loss: 0.6411, grad_norm: 3.3863, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8067, loss/aux0: 0.8067 2020-10-24 06:33:49,568 - mmaction - INFO - Epoch [253][140/264] lr: 2.710e-04, eta: 0:28:16, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.8422, top5_acc: 0.9405, loss_cls: 0.6382, loss: 0.6382, grad_norm: 3.2394, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.7796, loss/aux0: 0.7796 2020-10-24 06:33:50,504 - mmaction - INFO - Epoch [253][140/264] lr: 2.710e-04, eta: 0:28:16, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.8422, top5_acc: 0.9405, loss_cls: 0.6382, loss: 0.6382, grad_norm: 3.2402, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.7723, loss/aux0: 0.7723 2020-10-24 06:34:27,464 - mmaction - INFO - Epoch [253][160/264] lr: 2.710e-04, eta: 0:27:39, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8385, top5_acc: 0.9401, loss_cls: 0.6459, loss: 0.6459, grad_norm: 3.3455, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.8042, loss/aux0: 0.8042 2020-10-24 06:34:28,424 - mmaction - INFO - Epoch [253][160/264] lr: 2.710e-04, eta: 0:27:39, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.8385, top5_acc: 0.9401, loss_cls: 0.6459, loss: 0.6459, grad_norm: 3.3271, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8079, loss/aux0: 0.8079 2020-10-24 06:35:05,158 - mmaction - INFO - Epoch [253][180/264] lr: 2.710e-04, eta: 0:27:02, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8377, top5_acc: 0.9352, loss_cls: 0.6621, loss: 0.6621, grad_norm: 3.2780, top1_acc/aux0: 0.8017, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.7759, loss/aux0: 0.7759 2020-10-24 06:35:06,146 - mmaction - INFO - Epoch [253][180/264] lr: 2.710e-04, eta: 0:27:02, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.8377, top5_acc: 0.9352, loss_cls: 0.6621, loss: 0.6621, grad_norm: 3.2790, top1_acc/aux0: 0.8009, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7803, loss/aux0: 0.7803 2020-10-24 06:35:42,839 - mmaction - INFO - Epoch [253][200/264] lr: 2.710e-04, eta: 0:26:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8434, top5_acc: 0.9425, loss_cls: 0.6209, loss: 0.6209, grad_norm: 3.2330, top1_acc/aux0: 0.8061, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.8001, loss/aux0: 0.8001 2020-10-24 06:35:43,776 - mmaction - INFO - Epoch [253][200/264] lr: 2.710e-04, eta: 0:26:25, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.8434, top5_acc: 0.9425, loss_cls: 0.6209, loss: 0.6209, grad_norm: 3.2677, top1_acc/aux0: 0.8061, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.7981, loss/aux0: 0.7981 2020-10-24 06:36:20,479 - mmaction - INFO - Epoch [253][220/264] lr: 2.710e-04, eta: 0:25:48, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8405, top5_acc: 0.9424, loss_cls: 0.6331, loss: 0.6331, grad_norm: 3.3024, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8010, loss/aux0: 0.8010 2020-10-24 06:36:21,431 - mmaction - INFO - Epoch [253][220/264] lr: 2.710e-04, eta: 0:25:48, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.8405, top5_acc: 0.9424, loss_cls: 0.6331, loss: 0.6331, grad_norm: 3.3266, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8081, loss/aux0: 0.8081 2020-10-24 06:36:58,228 - mmaction - INFO - Epoch [253][240/264] lr: 2.710e-04, eta: 0:25:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8441, top5_acc: 0.9378, loss_cls: 0.6418, loss: 0.6418, grad_norm: 3.2874, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.8095, loss/aux0: 0.8095 2020-10-24 06:36:59,192 - mmaction - INFO - Epoch [253][240/264] lr: 2.710e-04, eta: 0:25:11, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.8441, top5_acc: 0.9378, loss_cls: 0.6418, loss: 0.6418, grad_norm: 3.2968, top1_acc/aux0: 0.8009, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8026, loss/aux0: 0.8026 2020-10-24 06:37:35,837 - mmaction - INFO - Epoch [253][260/264] lr: 2.710e-04, eta: 0:24:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8436, top5_acc: 0.9418, loss_cls: 0.6338, loss: 0.6338, grad_norm: 3.3231, top1_acc/aux0: 0.8061, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.7947, loss/aux0: 0.7947 2020-10-24 06:37:36,769 - mmaction - INFO - Epoch [253][260/264] lr: 2.710e-04, eta: 0:24:34, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.8436, top5_acc: 0.9418, loss_cls: 0.6338, loss: 0.6338, grad_norm: 3.3288, top1_acc/aux0: 0.8069, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.7903, loss/aux0: 0.7903 2020-10-24 06:43:49,620 - mmaction - INFO - Epoch [254][20/264] lr: 1.525e-04, eta: 0:23:49, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.8490, top5_acc: 0.9410, loss_cls: 0.6203, loss: 0.6203, grad_norm: 3.3016, top1_acc/aux0: 0.8004, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.7946, loss/aux0: 0.7946 2020-10-24 06:43:50,614 - mmaction - INFO - Epoch [254][20/264] lr: 1.525e-04, eta: 0:23:49, time: 0.930, data_time: 0.007, memory: 8466, top1_acc: 0.8490, top5_acc: 0.9410, loss_cls: 0.6203, loss: 0.6203, grad_norm: 3.3130, top1_acc/aux0: 0.7998, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.7983, loss/aux0: 0.7983 2020-10-24 06:44:27,008 - mmaction - INFO - Epoch [254][40/264] lr: 1.525e-04, eta: 0:23:12, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8328, top5_acc: 0.9392, loss_cls: 0.6500, loss: 0.6500, grad_norm: 3.3099, top1_acc/aux0: 0.8033, top5_acc/aux0: 0.9215, loss_cls/aux0: 0.7972, loss/aux0: 0.7972 2020-10-24 06:44:27,970 - mmaction - INFO - Epoch [254][40/264] lr: 1.525e-04, eta: 0:23:12, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8328, top5_acc: 0.9392, loss_cls: 0.6500, loss: 0.6500, grad_norm: 3.2969, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.7895, loss/aux0: 0.7895 2020-10-24 06:45:04,501 - mmaction - INFO - Epoch [254][60/264] lr: 1.525e-04, eta: 0:22:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8431, top5_acc: 0.9417, loss_cls: 0.6289, loss: 0.6289, grad_norm: 3.2687, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.7861, loss/aux0: 0.7861 2020-10-24 06:45:05,434 - mmaction - INFO - Epoch [254][60/264] lr: 1.525e-04, eta: 0:22:35, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.8431, top5_acc: 0.9417, loss_cls: 0.6289, loss: 0.6289, grad_norm: 3.2652, top1_acc/aux0: 0.8061, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.7915, loss/aux0: 0.7915 2020-10-24 06:45:42,229 - mmaction - INFO - Epoch [254][80/264] lr: 1.525e-04, eta: 0:21:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8424, top5_acc: 0.9427, loss_cls: 0.6296, loss: 0.6296, grad_norm: 3.2728, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.7895, loss/aux0: 0.7895 2020-10-24 06:45:43,185 - mmaction - INFO - Epoch [254][80/264] lr: 1.525e-04, eta: 0:21:58, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.8424, top5_acc: 0.9427, loss_cls: 0.6296, loss: 0.6296, grad_norm: 3.3005, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7904, loss/aux0: 0.7904 2020-10-24 06:46:20,058 - mmaction - INFO - Epoch [254][100/264] lr: 1.525e-04, eta: 0:21:21, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.8427, top5_acc: 0.9418, loss_cls: 0.6231, loss: 0.6231, grad_norm: 3.3267, top1_acc/aux0: 0.7957, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8082, loss/aux0: 0.8082 2020-10-24 06:46:21,071 - mmaction - INFO - Epoch [254][100/264] lr: 1.525e-04, eta: 0:21:21, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.8427, top5_acc: 0.9418, loss_cls: 0.6231, loss: 0.6231, grad_norm: 3.3272, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8098, loss/aux0: 0.8098 2020-10-24 06:46:57,855 - mmaction - INFO - Epoch [254][120/264] lr: 1.525e-04, eta: 0:20:44, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8361, top5_acc: 0.9389, loss_cls: 0.6567, loss: 0.6567, grad_norm: 3.3457, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.8179, loss/aux0: 0.8179 2020-10-24 06:46:58,787 - mmaction - INFO - Epoch [254][120/264] lr: 1.525e-04, eta: 0:20:44, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.8361, top5_acc: 0.9389, loss_cls: 0.6567, loss: 0.6567, grad_norm: 3.3502, top1_acc/aux0: 0.7986, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.8239, loss/aux0: 0.8239 2020-10-24 06:47:35,531 - mmaction - INFO - Epoch [254][140/264] lr: 1.525e-04, eta: 0:20:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8399, top5_acc: 0.9405, loss_cls: 0.6406, loss: 0.6406, grad_norm: 3.3402, top1_acc/aux0: 0.8019, top5_acc/aux0: 0.9215, loss_cls/aux0: 0.8015, loss/aux0: 0.8015 2020-10-24 06:47:36,472 - mmaction - INFO - Epoch [254][140/264] lr: 1.525e-04, eta: 0:20:07, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.8399, top5_acc: 0.9405, loss_cls: 0.6406, loss: 0.6406, grad_norm: 3.3555, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.7978, loss/aux0: 0.7978 2020-10-24 06:48:13,370 - mmaction - INFO - Epoch [254][160/264] lr: 1.525e-04, eta: 0:19:30, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8385, top5_acc: 0.9351, loss_cls: 0.6631, loss: 0.6631, grad_norm: 3.2826, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8022, loss/aux0: 0.8022 2020-10-24 06:48:14,686 - mmaction - INFO - Epoch [254][160/264] lr: 1.525e-04, eta: 0:19:30, time: 0.952, data_time: 0.021, memory: 8466, top1_acc: 0.8385, top5_acc: 0.9351, loss_cls: 0.6631, loss: 0.6631, grad_norm: 3.2863, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.7896, loss/aux0: 0.7896 2020-10-24 06:48:51,355 - mmaction - INFO - Epoch [254][180/264] lr: 1.525e-04, eta: 0:18:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8389, top5_acc: 0.9422, loss_cls: 0.6327, loss: 0.6327, grad_norm: 3.2856, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.7711, loss/aux0: 0.7711 2020-10-24 06:48:52,386 - mmaction - INFO - Epoch [254][180/264] lr: 1.525e-04, eta: 0:18:53, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.8389, top5_acc: 0.9422, loss_cls: 0.6327, loss: 0.6327, grad_norm: 3.3012, top1_acc/aux0: 0.8033, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.7770, loss/aux0: 0.7770 2020-10-24 06:49:29,179 - mmaction - INFO - Epoch [254][200/264] lr: 1.525e-04, eta: 0:18:16, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.8470, top5_acc: 0.9415, loss_cls: 0.6174, loss: 0.6174, grad_norm: 3.3150, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.8170, loss/aux0: 0.8170 2020-10-24 06:49:30,108 - mmaction - INFO - Epoch [254][200/264] lr: 1.525e-04, eta: 0:18:16, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.8470, top5_acc: 0.9415, loss_cls: 0.6174, loss: 0.6174, grad_norm: 3.3191, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8196, loss/aux0: 0.8196 2020-10-24 06:50:06,952 - mmaction - INFO - Epoch [254][220/264] lr: 1.525e-04, eta: 0:17:39, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.8382, top5_acc: 0.9401, loss_cls: 0.6440, loss: 0.6440, grad_norm: 3.2899, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.7729, loss/aux0: 0.7729 2020-10-24 06:50:07,909 - mmaction - INFO - Epoch [254][220/264] lr: 1.525e-04, eta: 0:17:39, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.8382, top5_acc: 0.9401, loss_cls: 0.6440, loss: 0.6440, grad_norm: 3.2843, top1_acc/aux0: 0.8111, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.7642, loss/aux0: 0.7642 2020-10-24 06:50:44,559 - mmaction - INFO - Epoch [254][240/264] lr: 1.525e-04, eta: 0:17:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8333, top5_acc: 0.9389, loss_cls: 0.6484, loss: 0.6484, grad_norm: 3.3620, top1_acc/aux0: 0.8082, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.7833, loss/aux0: 0.7833 2020-10-24 06:50:45,526 - mmaction - INFO - Epoch [254][240/264] lr: 1.525e-04, eta: 0:17:02, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.8333, top5_acc: 0.9389, loss_cls: 0.6484, loss: 0.6484, grad_norm: 3.3518, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.7860, loss/aux0: 0.7860 2020-10-24 06:51:22,074 - mmaction - INFO - Epoch [254][260/264] lr: 1.525e-04, eta: 0:16:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8443, top5_acc: 0.9443, loss_cls: 0.6108, loss: 0.6108, grad_norm: 3.2143, top1_acc/aux0: 0.8071, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7694, loss/aux0: 0.7694 2020-10-24 06:51:22,991 - mmaction - INFO - Epoch [254][260/264] lr: 1.525e-04, eta: 0:16:25, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.8443, top5_acc: 0.9443, loss_cls: 0.6108, loss: 0.6108, grad_norm: 3.2269, top1_acc/aux0: 0.8040, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7799, loss/aux0: 0.7799 2020-10-24 06:57:27,495 - mmaction - INFO - Epoch [255][20/264] lr: 6.777e-05, eta: 0:15:40, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.8418, top5_acc: 0.9387, loss_cls: 0.6430, loss: 0.6430, grad_norm: 3.3807, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.7909, loss/aux0: 0.7909 2020-10-24 06:57:28,611 - mmaction - INFO - Epoch [255][20/264] lr: 6.777e-05, eta: 0:15:40, time: 0.938, data_time: 0.012, memory: 8466, top1_acc: 0.8418, top5_acc: 0.9387, loss_cls: 0.6430, loss: 0.6430, grad_norm: 3.3799, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.7914, loss/aux0: 0.7914 2020-10-24 06:58:05,193 - mmaction - INFO - Epoch [255][40/264] lr: 6.777e-05, eta: 0:15:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8337, top5_acc: 0.9373, loss_cls: 0.6614, loss: 0.6614, grad_norm: 3.3959, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.8215, loss/aux0: 0.8215 2020-10-24 06:58:06,127 - mmaction - INFO - Epoch [255][40/264] lr: 6.777e-05, eta: 0:15:03, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.8337, top5_acc: 0.9373, loss_cls: 0.6614, loss: 0.6614, grad_norm: 3.4066, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8257, loss/aux0: 0.8257 2020-10-24 06:58:42,758 - mmaction - INFO - Epoch [255][60/264] lr: 6.777e-05, eta: 0:14:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8509, top5_acc: 0.9443, loss_cls: 0.6172, loss: 0.6172, grad_norm: 3.2763, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8041, loss/aux0: 0.8041 2020-10-24 06:58:43,700 - mmaction - INFO - Epoch [255][60/264] lr: 6.777e-05, eta: 0:14:26, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8509, top5_acc: 0.9443, loss_cls: 0.6172, loss: 0.6172, grad_norm: 3.2795, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.7997, loss/aux0: 0.7997 2020-10-24 06:59:20,404 - mmaction - INFO - Epoch [255][80/264] lr: 6.777e-05, eta: 0:13:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8417, top5_acc: 0.9398, loss_cls: 0.6341, loss: 0.6341, grad_norm: 3.2808, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.7760, loss/aux0: 0.7760 2020-10-24 06:59:21,354 - mmaction - INFO - Epoch [255][80/264] lr: 6.777e-05, eta: 0:13:49, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8417, top5_acc: 0.9398, loss_cls: 0.6341, loss: 0.6341, grad_norm: 3.2784, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.7718, loss/aux0: 0.7718 2020-10-24 06:59:58,139 - mmaction - INFO - Epoch [255][100/264] lr: 6.777e-05, eta: 0:13:12, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.8436, top5_acc: 0.9455, loss_cls: 0.6286, loss: 0.6286, grad_norm: 3.3344, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.8116, loss/aux0: 0.8116 2020-10-24 06:59:59,121 - mmaction - INFO - Epoch [255][100/264] lr: 6.777e-05, eta: 0:13:12, time: 0.948, data_time: 0.004, memory: 8466, top1_acc: 0.8436, top5_acc: 0.9455, loss_cls: 0.6286, loss: 0.6286, grad_norm: 3.3704, top1_acc/aux0: 0.7957, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.8234, loss/aux0: 0.8234 2020-10-24 07:00:35,931 - mmaction - INFO - Epoch [255][120/264] lr: 6.777e-05, eta: 0:12:35, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8299, top5_acc: 0.9365, loss_cls: 0.6688, loss: 0.6688, grad_norm: 3.4209, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8198, loss/aux0: 0.8198 2020-10-24 07:00:36,865 - mmaction - INFO - Epoch [255][120/264] lr: 6.777e-05, eta: 0:12:35, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.8299, top5_acc: 0.9365, loss_cls: 0.6688, loss: 0.6688, grad_norm: 3.4273, top1_acc/aux0: 0.7981, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8159, loss/aux0: 0.8159 2020-10-24 07:01:13,732 - mmaction - INFO - Epoch [255][140/264] lr: 6.777e-05, eta: 0:11:58, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.8314, top5_acc: 0.9420, loss_cls: 0.6495, loss: 0.6495, grad_norm: 3.2855, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9212, loss_cls/aux0: 0.7893, loss/aux0: 0.7893 2020-10-24 07:01:14,677 - mmaction - INFO - Epoch [255][140/264] lr: 6.777e-05, eta: 0:11:58, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.8314, top5_acc: 0.9420, loss_cls: 0.6495, loss: 0.6495, grad_norm: 3.3092, top1_acc/aux0: 0.8066, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.7869, loss/aux0: 0.7869 2020-10-24 07:01:51,380 - mmaction - INFO - Epoch [255][160/264] lr: 6.777e-05, eta: 0:11:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8358, top5_acc: 0.9392, loss_cls: 0.6449, loss: 0.6449, grad_norm: 3.3434, top1_acc/aux0: 0.8033, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8032, loss/aux0: 0.8032 2020-10-24 07:01:52,316 - mmaction - INFO - Epoch [255][160/264] lr: 6.777e-05, eta: 0:11:21, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.8358, top5_acc: 0.9392, loss_cls: 0.6449, loss: 0.6449, grad_norm: 3.3551, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8096, loss/aux0: 0.8096 2020-10-24 07:02:29,036 - mmaction - INFO - Epoch [255][180/264] lr: 6.777e-05, eta: 0:10:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8453, top5_acc: 0.9408, loss_cls: 0.6325, loss: 0.6325, grad_norm: 3.2151, top1_acc/aux0: 0.8045, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.8086, loss/aux0: 0.8086 2020-10-24 07:02:30,001 - mmaction - INFO - Epoch [255][180/264] lr: 6.777e-05, eta: 0:10:44, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.8453, top5_acc: 0.9408, loss_cls: 0.6325, loss: 0.6325, grad_norm: 3.2153, top1_acc/aux0: 0.8059, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8003, loss/aux0: 0.8003 2020-10-24 07:03:06,901 - mmaction - INFO - Epoch [255][200/264] lr: 6.777e-05, eta: 0:10:07, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.8512, top5_acc: 0.9455, loss_cls: 0.5954, loss: 0.5954, grad_norm: 3.3882, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.8352, loss/aux0: 0.8352 2020-10-24 07:03:07,837 - mmaction - INFO - Epoch [255][200/264] lr: 6.777e-05, eta: 0:10:07, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.8512, top5_acc: 0.9455, loss_cls: 0.5954, loss: 0.5954, grad_norm: 3.3741, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.8362, loss/aux0: 0.8362 2020-10-24 07:03:44,780 - mmaction - INFO - Epoch [255][220/264] lr: 6.777e-05, eta: 0:09:30, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.8517, top5_acc: 0.9464, loss_cls: 0.5848, loss: 0.5848, grad_norm: 3.1931, top1_acc/aux0: 0.8030, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7836, loss/aux0: 0.7836 2020-10-24 07:03:45,717 - mmaction - INFO - Epoch [255][220/264] lr: 6.777e-05, eta: 0:09:30, time: 0.958, data_time: 0.002, memory: 8466, top1_acc: 0.8517, top5_acc: 0.9464, loss_cls: 0.5848, loss: 0.5848, grad_norm: 3.1813, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.7780, loss/aux0: 0.7780 2020-10-24 07:04:22,553 - mmaction - INFO - Epoch [255][240/264] lr: 6.777e-05, eta: 0:08:53, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8370, top5_acc: 0.9408, loss_cls: 0.6327, loss: 0.6327, grad_norm: 3.3089, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8015, loss/aux0: 0.8015 2020-10-24 07:04:23,534 - mmaction - INFO - Epoch [255][240/264] lr: 6.777e-05, eta: 0:08:53, time: 0.947, data_time: 0.006, memory: 8466, top1_acc: 0.8370, top5_acc: 0.9408, loss_cls: 0.6327, loss: 0.6327, grad_norm: 3.2965, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8053, loss/aux0: 0.8053 2020-10-24 07:05:00,039 - mmaction - INFO - Epoch [255][260/264] lr: 6.777e-05, eta: 0:08:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.8451, top5_acc: 0.9432, loss_cls: 0.6238, loss: 0.6238, grad_norm: 3.2926, top1_acc/aux0: 0.8111, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7605, loss/aux0: 0.7605 2020-10-24 07:05:00,958 - mmaction - INFO - Epoch [255][260/264] lr: 6.777e-05, eta: 0:08:16, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.8451, top5_acc: 0.9432, loss_cls: 0.6238, loss: 0.6238, grad_norm: 3.2807, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.7633, loss/aux0: 0.7633 2020-10-24 07:11:05,478 - mmaction - INFO - Epoch [256][20/264] lr: 1.694e-05, eta: 0:07:31, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.8510, top5_acc: 0.9446, loss_cls: 0.6087, loss: 0.6087, grad_norm: 3.3050, top1_acc/aux0: 0.8030, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.7790, loss/aux0: 0.7790 2020-10-24 07:11:06,447 - mmaction - INFO - Epoch [256][20/264] lr: 1.694e-05, eta: 0:07:31, time: 0.937, data_time: 0.007, memory: 8466, top1_acc: 0.8510, top5_acc: 0.9446, loss_cls: 0.6087, loss: 0.6087, grad_norm: 3.2838, top1_acc/aux0: 0.8043, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.7772, loss/aux0: 0.7772 2020-10-24 07:11:42,876 - mmaction - INFO - Epoch [256][40/264] lr: 1.694e-05, eta: 0:06:54, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8408, top5_acc: 0.9394, loss_cls: 0.6334, loss: 0.6334, grad_norm: 3.2856, top1_acc/aux0: 0.8038, top5_acc/aux0: 0.9215, loss_cls/aux0: 0.7904, loss/aux0: 0.7904 2020-10-24 07:11:43,888 - mmaction - INFO - Epoch [256][40/264] lr: 1.694e-05, eta: 0:06:54, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.8408, top5_acc: 0.9394, loss_cls: 0.6334, loss: 0.6334, grad_norm: 3.2621, top1_acc/aux0: 0.8035, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.7921, loss/aux0: 0.7921 2020-10-24 07:12:20,266 - mmaction - INFO - Epoch [256][60/264] lr: 1.694e-05, eta: 0:06:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.8385, top5_acc: 0.9413, loss_cls: 0.6401, loss: 0.6401, grad_norm: 3.4029, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.8233, loss/aux0: 0.8233 2020-10-24 07:12:21,208 - mmaction - INFO - Epoch [256][60/264] lr: 1.694e-05, eta: 0:06:17, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.8385, top5_acc: 0.9413, loss_cls: 0.6401, loss: 0.6401, grad_norm: 3.4132, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.8282, loss/aux0: 0.8282 2020-10-24 07:12:57,869 - mmaction - INFO - Epoch [256][80/264] lr: 1.694e-05, eta: 0:05:40, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8366, top5_acc: 0.9438, loss_cls: 0.6404, loss: 0.6404, grad_norm: 3.3682, top1_acc/aux0: 0.8054, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7889, loss/aux0: 0.7889 2020-10-24 07:12:58,829 - mmaction - INFO - Epoch [256][80/264] lr: 1.694e-05, eta: 0:05:40, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.8366, top5_acc: 0.9438, loss_cls: 0.6404, loss: 0.6404, grad_norm: 3.3560, top1_acc/aux0: 0.8095, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.7723, loss/aux0: 0.7723 2020-10-24 07:13:35,309 - mmaction - INFO - Epoch [256][100/264] lr: 1.694e-05, eta: 0:05:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8403, top5_acc: 0.9382, loss_cls: 0.6531, loss: 0.6531, grad_norm: 3.3023, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.7947, loss/aux0: 0.7947 2020-10-24 07:13:36,313 - mmaction - INFO - Epoch [256][100/264] lr: 1.694e-05, eta: 0:05:03, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.8403, top5_acc: 0.9382, loss_cls: 0.6531, loss: 0.6531, grad_norm: 3.3138, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.8091, loss/aux0: 0.8091 2020-10-24 07:14:13,315 - mmaction - INFO - Epoch [256][120/264] lr: 1.694e-05, eta: 0:04:26, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.8439, top5_acc: 0.9432, loss_cls: 0.6202, loss: 0.6202, grad_norm: 3.3003, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.8026, loss/aux0: 0.8026 2020-10-24 07:14:14,246 - mmaction - INFO - Epoch [256][120/264] lr: 1.694e-05, eta: 0:04:26, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.8439, top5_acc: 0.9432, loss_cls: 0.6202, loss: 0.6202, grad_norm: 3.2772, top1_acc/aux0: 0.7939, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.8050, loss/aux0: 0.8050 2020-10-24 07:14:51,029 - mmaction - INFO - Epoch [256][140/264] lr: 1.694e-05, eta: 0:03:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8420, top5_acc: 0.9410, loss_cls: 0.6378, loss: 0.6378, grad_norm: 3.3087, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8026, loss/aux0: 0.8026 2020-10-24 07:14:51,985 - mmaction - INFO - Epoch [256][140/264] lr: 1.694e-05, eta: 0:03:49, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.8420, top5_acc: 0.9410, loss_cls: 0.6378, loss: 0.6378, grad_norm: 3.2820, top1_acc/aux0: 0.8017, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.7960, loss/aux0: 0.7960 2020-10-24 07:15:28,854 - mmaction - INFO - Epoch [256][160/264] lr: 1.694e-05, eta: 0:03:12, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8455, top5_acc: 0.9424, loss_cls: 0.6329, loss: 0.6329, grad_norm: 3.3640, top1_acc/aux0: 0.8056, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.7782, loss/aux0: 0.7782 2020-10-24 07:15:29,800 - mmaction - INFO - Epoch [256][160/264] lr: 1.694e-05, eta: 0:03:12, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.8455, top5_acc: 0.9424, loss_cls: 0.6329, loss: 0.6329, grad_norm: 3.3646, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7813, loss/aux0: 0.7813 2020-10-24 07:16:06,680 - mmaction - INFO - Epoch [256][180/264] lr: 1.694e-05, eta: 0:02:35, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.8396, top5_acc: 0.9420, loss_cls: 0.6348, loss: 0.6348, grad_norm: 3.2585, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7757, loss/aux0: 0.7757 2020-10-24 07:16:07,636 - mmaction - INFO - Epoch [256][180/264] lr: 1.694e-05, eta: 0:02:35, time: 0.956, data_time: 0.002, memory: 8466, top1_acc: 0.8396, top5_acc: 0.9420, loss_cls: 0.6348, loss: 0.6348, grad_norm: 3.2889, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.7849, loss/aux0: 0.7849 2020-10-24 07:16:44,409 - mmaction - INFO - Epoch [256][200/264] lr: 1.694e-05, eta: 0:01:58, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8387, top5_acc: 0.9434, loss_cls: 0.6328, loss: 0.6328, grad_norm: 3.3329, top1_acc/aux0: 0.7981, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8089, loss/aux0: 0.8089 2020-10-24 07:16:45,339 - mmaction - INFO - Epoch [256][200/264] lr: 1.694e-05, eta: 0:01:58, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.8387, top5_acc: 0.9434, loss_cls: 0.6328, loss: 0.6328, grad_norm: 3.3387, top1_acc/aux0: 0.7988, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8031, loss/aux0: 0.8031 2020-10-24 07:17:21,911 - mmaction - INFO - Epoch [256][220/264] lr: 1.694e-05, eta: 0:01:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8455, top5_acc: 0.9434, loss_cls: 0.6263, loss: 0.6263, grad_norm: 3.2935, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8105, loss/aux0: 0.8105 2020-10-24 07:17:22,849 - mmaction - INFO - Epoch [256][220/264] lr: 1.694e-05, eta: 0:01:21, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.8455, top5_acc: 0.9434, loss_cls: 0.6263, loss: 0.6263, grad_norm: 3.2820, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8026, loss/aux0: 0.8026 2020-10-24 07:17:59,583 - mmaction - INFO - Epoch [256][240/264] lr: 1.694e-05, eta: 0:00:44, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.8441, top5_acc: 0.9446, loss_cls: 0.6240, loss: 0.6240, grad_norm: 3.3162, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8072, loss/aux0: 0.8072 2020-10-24 07:18:00,526 - mmaction - INFO - Epoch [256][240/264] lr: 1.694e-05, eta: 0:00:44, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.8441, top5_acc: 0.9446, loss_cls: 0.6240, loss: 0.6240, grad_norm: 3.2822, top1_acc/aux0: 0.7972, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8087, loss/aux0: 0.8087 2020-10-24 07:18:36,946 - mmaction - INFO - Epoch [256][260/264] lr: 1.694e-05, eta: 0:00:07, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.8413, top5_acc: 0.9411, loss_cls: 0.6291, loss: 0.6291, grad_norm: 3.2960, top1_acc/aux0: 0.7967, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8114, loss/aux0: 0.8114 2020-10-24 07:18:37,865 - mmaction - INFO - Epoch [256][260/264] lr: 1.694e-05, eta: 0:00:07, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.8413, top5_acc: 0.9411, loss_cls: 0.6291, loss: 0.6291, grad_norm: 3.3022, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8185, loss/aux0: 0.8185 2020-10-24 07:20:30,806 - mmaction - INFO - Saving checkpoint at 256 epochs 2020-10-24 07:22:10,012 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-24 07:22:10,120 - mmaction - INFO - top1_acc 0.7571 top5_acc 0.9217 2020-10-24 07:22:10,121 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-24 07:22:10,140 - mmaction - INFO - mean_acc 0.7575 2020-10-24 07:22:10,141 - mmaction - INFO - Epoch(val) [256][264] top1_acc: 0.7571, top5_acc: 0.9217, mean_class_accuracy: 0.7575